diff --git a/.gitmodules b/.gitmodules index a1e7e213..949d37f4 100644 --- a/.gitmodules +++ b/.gitmodules @@ -1,3 +1,3 @@ [submodule "module/dlpack"] path = module/dlpack - url = git@github.com:dmlc/dlpack.git + url = https://github.com/dmlc/dlpack.git diff --git a/CMakeLists.txt b/CMakeLists.txt index 59fc62db..94253829 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -16,19 +16,23 @@ if (CONFIG_CUSTOM_SOURCE_SELECT) include_directories(${CMAKE_CURRENT_SOURCE_DIR}) endif() +file (STRINGS "${CMAKE_CURRENT_BINARY_DIR}/../version" SHL_VERSION) +set(SHL_MAJOR_VERSION 2) +SET(so_symlink_target ${CMAKE_INSTALL_PREFIX}/lib/libshl.so) +SET(a_symlink_target ${CMAKE_INSTALL_PREFIX}/lib/libshl.a) + if(CONFIG_BUILD_X86_REF) - # build x86_ref so + # build x86_ref lib if (NOT CONFIG_CUSTOM_SOURCE_SELECT) include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/x86_ref.cmake) endif() include(cmake/rules.cmake) - LIST(APPEND X86_LST ${NN2_SRCS} ${REF_SRCS} ${GREF_SRCS}) - add_library(x86_static STATIC ${X86_LST}) - SET_TARGET_PROPERTIES(x86_static PROPERTIES OUTPUT_NAME "shl_ref_x86") - set(X86_BUILD_FLAGS -DSHL_AVX_OPT -DSHL_BUILD_REF -DSHL_BUILD_GREF -fPIC -mavx -mfma -fopenmp) - target_compile_options(x86_static PRIVATE ${X86_BUILD_FLAGS}) - install(TARGETS x86_static DESTINATION lib) + set(SHL_LIB_TARGET "ref_x86_target") + set(SHL_LIB_NAME shl_ref_x86) + LIST(APPEND SHL_BUILD_SRC_LST ${NN2_SRCS} ${REF_SRCS} ${GREF_SRCS}) + set(SHL_BUILD_C_FLAGS -DSHL_AVX_OPT -DSHL_BUILD_REF -DSHL_BUILD_GREF -fPIC -mavx -mfma -fopenmp) + include(cmake/target_build.cmake) endif() if(CONFIG_BUILD_RISCV_RVV) @@ -40,40 +44,25 @@ if(CONFIG_BUILD_RISCV_RVV) LIST(APPEND RVV_LST ${NN2_SRCS} ${REF_SRCS} ${GREF_SRCS} ${THEAD_RVV_SRCS}) add_library(rvv_static STATIC ${RVV_LST}) SET_TARGET_PROPERTIES(rvv_static PROPERTIES OUTPUT_NAME "shl_rvv") - set(RVV_BUILD_FLAGS -march=rv64gcv_zfh_xtheadc_xtheadvdot -mabi=lp64d -DSHL_BUILD_RVV -DSHL_BUILD_REF -DSHL_BUILD_GREF) + set(RVV_BUILD_FLAGS -ffp-contract=off -march=rv64gcv_zfh_xtheadc_xtheadvdot -mabi=lp64d -DSHL_BUILD_RVV -DSHL_BUILD_REF -DSHL_BUILD_GREF) target_compile_options(rvv_static PRIVATE ${RVV_BUILD_FLAGS}) install(TARGETS rvv_static DESTINATION lib) endif() -if(CONFIG_BUILD_RISCV_C906_STATIC) - # build c906 a +if(CONFIG_BUILD_RISCV_C906) + # build c906 lib if (NOT CONFIG_CUSTOM_SOURCE_SELECT) include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/c906_static.cmake) endif() include(cmake/rules.cmake) - LIST(APPEND C906_LST ${NN2_SRCS} ${REF_SRCS} ${GREF_SRCS} ${THEAD_RVV_SRCS} ${C906_SRCS}) - add_library(c906_static STATIC ${C906_LST}) - SET_TARGET_PROPERTIES(c906_static PROPERTIES OUTPUT_NAME "shl_c906") - set(C906_BUILD_FLAGS -march=rv64gcv0p7_zfh_xtheadc -mabi=lp64d -DSHL_BUILD_C906 -DSHL_BUILD_REF -DSHL_BUILD_GREF -DSHL_BUILD_RVV) - target_compile_options(c906_static PRIVATE ${C906_BUILD_FLAGS}) - target_include_directories(c906_static PRIVATE module/dlpack/include/) - - install(TARGETS c906_static DESTINATION lib) -endif() - -if(CONFIG_BUILD_RISCV_C906_SHARE) - if (NOT CONFIG_CUSTOM_SOURCE_SELECT) - include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/c906_share.cmake) - endif() - include(cmake/rules.cmake) - LIST(APPEND C906_LST ${NN2_SRCS} ${REF_SRCS} ${GREF_SRCS} ${THEAD_RVV_SRCS} ${C906_SRCS}) - add_library(c906_share SHARED ${C906_LST}) - SET_TARGET_PROPERTIES(c906_share PROPERTIES OUTPUT_NAME "shl_c906") - set(C906_BUILD_FLAGS -march=rv64gcv0p7_zfh_xtheadc -mabi=lp64d -DSHL_BUILD_C906 -DSHL_BUILD_REF -DSHL_BUILD_GREF -DSHL_BUILD_RVV) - target_compile_options(c906_share PRIVATE ${C906_BUILD_FLAGS}) - install(TARGETS c906_share DESTINATION lib) + set(SHL_LIB_TARGET "c906_lib") + set(SHL_LIB_NAME shl_c906) + LIST(APPEND SHL_BUILD_SRC_LST ${NN2_SRCS} ${REF_SRCS} ${GREF_SRCS} ${THEAD_RVV_SRCS} ${C906_SRCS}) + set(SHL_BUILD_C_FLAGS -ffp-contract=off -march=rv64gcv0p7_zfh_xtheadc -mabi=lp64d -DSHL_BUILD_C906 -DSHL_BUILD_REF -DSHL_BUILD_GREF -DSHL_BUILD_RVV) + include(cmake/target_build.cmake) + target_include_directories(${SHL_LIB_TARGET} PRIVATE module/dlpack/include/) endif() if(CONFIG_BUILD_RISCV_RVM) @@ -85,41 +74,39 @@ if(CONFIG_BUILD_RISCV_RVM) LIST(APPEND RVM_LST ${NN2_SRCS} ${REF_SRCS} ${GREF_SRCS} ${THEAD_RVV_SRCS} ${THEAD_MATRIX_SRCS} ${RVM_SRCS}) add_library(rvm_static STATIC ${RVM_LST}) SET_TARGET_PROPERTIES(rvm_static PROPERTIES OUTPUT_NAME "shl_rvm") - set(RVM_BUILD_FLAGS -march=rv64gcv_zfh_xtheadc_xtheadvdot_xtheadmatrix -mabi=lp64d -DSHL_BUILD_RVM -DSHL_BUILD_REF -DSHL_BUILD_GREF -DSHL_BUILD_RVV) + set(RVM_BUILD_FLAGS -ffp-contract=off -march=rv64gcv_zfh_xtheadc_xtheadvdot_xtheadmatrix -mabi=lp64d -DSHL_BUILD_RVM -DSHL_BUILD_REF -DSHL_BUILD_GREF -DSHL_BUILD_RVV) target_compile_options(rvm_static PRIVATE ${RVM_BUILD_FLAGS}) install(TARGETS rvm_static DESTINATION lib) endif() if(CONFIG_BUILD_RISCV_C908) - # build c908 a + # build c908 lib if (NOT CONFIG_CUSTOM_SOURCE_SELECT) include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/c908.cmake) endif() include(cmake/rules.cmake) - LIST(APPEND C908_LST ${NN2_SRCS} ${REF_SRCS} ${GREF_SRCS} ${THEAD_RVV_SRCS} ${C908_SRCS}) - add_library(c908_static STATIC ${C908_LST}) - SET_TARGET_PROPERTIES(c908_static PROPERTIES OUTPUT_NAME "shl_c908") - set(C908_BUILD_FLAGS -march=rv64gcv_zfh_xtheadc_xtheadvdot -mabi=lp64d -DSHL_BUILD_C908 -DSHL_BUILD_REF -DSHL_BUILD_GREF -DSHL_BUILD_RVV) - target_compile_options(c908_static PRIVATE ${C908_BUILD_FLAGS}) - install(TARGETS c908_static DESTINATION lib) + set(SHL_LIB_TARGET "c908_lib") + set(SHL_LIB_NAME shl_c908) + LIST(APPEND SHL_BUILD_SRC_LST ${NN2_SRCS} ${REF_SRCS} ${GREF_SRCS} ${THEAD_RVV_SRCS} ${C908_SRCS}) + set(SHL_BUILD_C_FLAGS -ffp-contract=off -march=rv64gcv_zfh_xtheadc_xtheadvdot -mabi=lp64d -DSHL_BUILD_C908 -DSHL_BUILD_REF -DSHL_BUILD_GREF -DSHL_BUILD_RVV) + include(cmake/target_build.cmake) endif() if(CONFIG_BUILD_RISCV_C920) - # build c920 a + # build c920 lib if (NOT CONFIG_CUSTOM_SOURCE_SELECT) include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/c920.cmake) endif() include(cmake/rules.cmake) - LIST(APPEND C920_LST ${NN2_SRCS} ${REF_SRCS} ${GREF_SRCS} ${THEAD_RVV_SRCS} ${C920_SRCS}) - add_library(c920_static STATIC ${C920_LST}) - SET_TARGET_PROPERTIES(c920_static PROPERTIES OUTPUT_NAME "shl_c920") - set(C920_BUILD_FLAGS -march=rv64gcv0p7_zfh_xtheadc -mabi=lp64d -DSHL_BUILD_C920 -DSHL_BUILD_REF -DSHL_BUILD_GREF -DSHL_BUILD_RVV) - target_compile_options(c920_static PRIVATE ${C920_BUILD_FLAGS}) - target_include_directories(c920_static PRIVATE module/dlpack/include/) - - install(TARGETS c920_static DESTINATION lib) + + set(SHL_LIB_TARGET "c920_lib") + set(SHL_LIB_NAME shl_c920) + LIST(APPEND SHL_BUILD_SRC_LST ${NN2_SRCS} ${REF_SRCS} ${GREF_SRCS} ${THEAD_RVV_SRCS} ${C920_SRCS}) + set(SHL_BUILD_C_FLAGS -ffp-contract=off -march=rv64gcv0p7_zfh_xtheadc -mabi=lp64d -DSHL_BUILD_C920 -DSHL_BUILD_REF -DSHL_BUILD_GREF -DSHL_BUILD_RVV) + include(cmake/target_build.cmake) + target_include_directories(${SHL_LIB_TARGET} PRIVATE module/dlpack/include/) endif() if(CONFIG_BUILD_RISCV_ELF_C906) @@ -131,7 +118,7 @@ if(CONFIG_BUILD_RISCV_ELF_C906) LIST(APPEND C906_LST ${NN2_SRCS} ${REF_SRCS} ${GREF_SRCS} ${THEAD_RVV_SRCS} ${C906_SRCS}) add_library(c906_elf_static STATIC ${C906_LST}) SET_TARGET_PROPERTIES(c906_elf_static PROPERTIES OUTPUT_NAME "shl_c906_rtos") - set(C906_BUILD_FLAGS -march=rv64gcv0p7_zfh_xtheadc -mabi=lp64d -mcmodel=medany -DSHL_BUILD_C906 -DSHL_BUILD_REF -DSHL_BUILD_GREF -DSHL_BUILD_RTOS -DSHL_BUILD_RVV) + set(C906_BUILD_FLAGS -ffp-contract=off -march=rv64gcv0p7_zfh_xtheadc -mabi=lp64d -mcmodel=medany -DSHL_BUILD_C906 -DSHL_BUILD_REF -DSHL_BUILD_GREF -DSHL_BUILD_RTOS -DSHL_BUILD_RVV) target_compile_options(c906_elf_static PRIVATE ${C906_BUILD_FLAGS}) install(TARGETS c906_elf_static DESTINATION lib) @@ -153,69 +140,6 @@ if(CONFIG_BUILD_RISCV_ELF_E907) install(TARGETS e907_elf_static DESTINATION lib) endif() -if(CONFIG_BUILD_CSKY_C860) - # build c860 a - if (NOT CONFIG_CUSTOM_SOURCE_SELECT) - include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/c860.cmake) - endif() - include(cmake/rules.cmake) - LIST(APPEND C860_LST ${NN2_SRCS} ${REF_SRCS} ${C860_SRCS}) - add_library(c860_static STATIC ${C860_LST}) - SET_TARGET_PROPERTIES(c860_static PROPERTIES OUTPUT_NAME "shl_c860") - set(C860_BUILD_FLAGS -mcpu=c860v -DSHL_BUILD_REF) - target_compile_options(c860_static PRIVATE ${C860_BUILD_FLAGS}) - - install(TARGETS c860_static DESTINATION lib) -endif() - -if(CONFIG_BUILD_CSKY_ELF_I805_REF) - # build i805 ref a - if (NOT CONFIG_CUSTOM_SOURCE_SELECT) - include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/i805_ref.cmake) - endif() - include(cmake/rules.cmake) - LIST(APPEND I805_REF_LST ${NN2_SRCS} ${REF_SRCS} ${I805_REF_SRCS}) - add_library(i805_ref_static STATIC ${I805_REF_LST}) - SET_TARGET_PROPERTIES(i805_ref_static PROPERTIES OUTPUT_NAME "shl_ref_i805") - set(I805_REF_BUILD_FLAGS -DSHL_BUILD_REF_I805 -DSHL_BUILD_RTOS -mcpu=i805) - target_compile_options(i805_ref_static PRIVATE ${I805_REF_BUILD_FLAGS}) - target_include_directories(i805_ref_static PRIVATE source/i805_ref) - - install(TARGETS i805_ref_static DESTINATION lib) -endif() - -if(CONFIG_BUILD_CSKY_ELF_I805) - # build i805 a - if (NOT CONFIG_CUSTOM_SOURCE_SELECT) - include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/i805.cmake) - endif() - include(cmake/rules.cmake) - LIST(APPEND I805_LST ${NN2_SRCS} ${REF_SRCS} ${I805_SRCS}) - add_library(i805_static STATIC ${I805_LST}) - SET_TARGET_PROPERTIES(i805_static PROPERTIES OUTPUT_NAME "shl_i805") - set(I805_BUILD_FLAGS -DSHL_BUILD_I805 -DSHL_BUILD_RTOS -mcpu=ck805ef -mhard-float) - target_compile_options(i805_static PRIVATE ${I805_BUILD_FLAGS}) - target_include_directories(i805_static PRIVATE source/i805_opt) - - install(TARGETS i805_static DESTINATION lib) -endif() - -if(CONFIG_BUILD_CSKY_ELF_E804) - # build e804 a - if (NOT CONFIG_CUSTOM_SOURCE_SELECT) - include(${CMAKE_CURRENT_SOURCE_DIR}/cmake/e804.cmake) - endif() - include(cmake/rules.cmake) - LIST(APPEND E804_LST ${NN2_SRCS} ${REF_SRCS} ${E804_SRCS}) - add_library(e804_static STATIC ${E804_LST}) - SET_TARGET_PROPERTIES(e804_static PROPERTIES OUTPUT_NAME "shl_e804") - set(E804_BUILD_FLAGS -DSHL_BUILD_E804 -mcpu=e804d -DSHL_BUILD_RTOS -mno-required-attr-fpu-abi) - target_compile_options(e804_static PRIVATE ${E804_BUILD_FLAGS}) - target_include_directories(e804_static PRIVATE source/e804_opt) - - install(TARGETS e804_static DESTINATION lib) -endif() - # coverage options OPTION(ENABLE_GCOV "Enable gcov" OFF) if(ENABLE_GCOV) diff --git a/Kconfig b/Kconfig index 1756d15b..6025c714 100644 --- a/Kconfig +++ b/Kconfig @@ -116,11 +116,6 @@ config BUILD_RISCV_ELF_E907 help Build E907 P extend static library -config BUILD_RISCV_ELF_ASP - bool "ASP elf" - help - Build ASP static library - endchoice choice @@ -133,33 +128,6 @@ config BUILD_CSKY_OPENVX help Build openvx library -config BUILD_CSKY_C860 - bool "C860" - help - Build C860 SIMD static library - -endchoice - -choice - prompt "C-SKY elf platform" - depends on BUILD_CSKY_ELF - default BUILD_CSKY_ELF_I805 - -config BUILD_CSKY_ELF_I805_REF - bool "i805 ref" - help - Build i805 reference library - -config BUILD_CSKY_ELF_I805 - bool "i805 elf" - help - Build i805 library - -config BUILD_CSKY_ELF_E804 - bool "E804 share" - help - Build e804 library - endchoice config CUSTOM_SOURCE_SELECT diff --git a/Makefile b/Makefile index 5faab2ec..00a67349 100644 --- a/Makefile +++ b/Makefile @@ -4,35 +4,35 @@ USE_CORE=8 INSTALL_DIR=../install_nn2/ all: nn2_ref_x86 -nn2_c860: - mkdir -p c860_build; cd c860_build; cmake ../ -DCONFIG_BUILD_CSKY_C860=ON -DCMAKE_BUILD_TYPE=${BUILD_TYPE} -DCMAKE_INSTALL_PREFIX=${INSTALL_DIR}; make -j${USE_CORE}; make install; cd - - nn2_e907_elf: - mkdir -p e907_build; cd e907_build; cmake ../ -DCONFIG_BUILD_RISCV_ELF_E907=ON -DCMAKE_BUILD_TYPE=${BUILD_TYPE} -DCMAKE_INSTALL_PREFIX=${INSTALL_DIR}; make -j${USE_CORE}; make install; cd - + mkdir -p e907_build; cd e907_build; cmake ../ -DCONFIG_BUILD_RISCV_ELF_E907=ON -DCMAKE_BUILD_TYPE=${BUILD_TYPE} -DCMAKE_INSTALL_PREFIX=${INSTALL_DIR}/e907/; make -j${USE_CORE}; make install; cd - nn2_rvv: - mkdir -p rvv_build; cd rvv_build; cmake ../ -DCONFIG_BUILD_RISCV_RVV=ON -DCMAKE_BUILD_TYPE=${BUILD_TYPE} -DCMAKE_INSTALL_PREFIX=${INSTALL_DIR}; make -j${USE_CORE}; make install; cd - + mkdir -p rvv_build; cd rvv_build; cmake ../ -DCONFIG_BUILD_RISCV_RVV=ON -DCMAKE_BUILD_TYPE=${BUILD_TYPE} -DCMAKE_INSTALL_PREFIX=${INSTALL_DIR}/rvv/; make -j${USE_CORE}; make install; cd - nn2_c906: - mkdir -p c906_static_build; cd c906_static_build; cmake ../ -DCONFIG_BUILD_RISCV_C906_STATIC=ON -DCMAKE_BUILD_TYPE=${BUILD_TYPE} -DCMAKE_INSTALL_PREFIX=${INSTALL_DIR}; make -j${USE_CORE}; make install; cd - + mkdir -p c906_static_build; cd c906_static_build; cmake ../ -DCONFIG_BUILD_RISCV_C906=ON -DCONFIG_SHL_BUILD_STATIC=ON -DCMAKE_BUILD_TYPE=${BUILD_TYPE} -DCMAKE_INSTALL_PREFIX=${INSTALL_DIR}/c906/; make -j${USE_CORE}; make install; cd - nn2_c906_so: - mkdir -p c906_so_build; cd c906_so_build; cmake ../ -DCONFIG_BUILD_RISCV_C906_SHARE=ON -DCMAKE_BUILD_TYPE=${BUILD_TYPE} -DCMAKE_INSTALL_PREFIX=${INSTALL_DIR}; make -j${USE_CORE}; make install; cd - + mkdir -p c906_so_build; cd c906_so_build; cmake ../ -DCONFIG_BUILD_RISCV_C906=ON -DCMAKE_BUILD_TYPE=${BUILD_TYPE} -DCMAKE_INSTALL_PREFIX=${INSTALL_DIR}/c906/; make -j${USE_CORE}; make install; cd - nn2_c906_elf: - mkdir -p c906_elf_build; cd c906_elf_build; cmake ../ -DCONFIG_BUILD_RISCV_ELF_C906=ON -DCMAKE_BUILD_TYPE=${BUILD_TYPE} -DCMAKE_INSTALL_PREFIX=${INSTALL_DIR}; make -j${USE_CORE}; make install; cd - + mkdir -p c906_elf_build; cd c906_elf_build; cmake ../ -DCONFIG_BUILD_RISCV_ELF_C906=ON -DCMAKE_BUILD_TYPE=${BUILD_TYPE} -DCMAKE_INSTALL_PREFIX=${INSTALL_DIR}/c906/; make -j${USE_CORE}; make install; cd - nn2_rvm: - mkdir -p rvm_build; cd rvm_build; cmake ../ -DCONFIG_BUILD_RISCV_RVM=ON -DCMAKE_BUILD_TYPE=${BUILD_TYPE} -DCMAKE_INSTALL_PREFIX=${INSTALL_DIR}; make -j${USE_CORE}; make install; cd - + mkdir -p rvm_build; cd rvm_build; cmake ../ -DCONFIG_BUILD_RISCV_RVM=ON -DCMAKE_BUILD_TYPE=${BUILD_TYPE} -DCMAKE_INSTALL_PREFIX=${INSTALL_DIR}/rvm/; make -j${USE_CORE}; make install; cd - nn2_c908: - mkdir -p c908_build; cd c908_build; cmake ../ -DCONFIG_BUILD_RISCV_C908=ON -DCMAKE_BUILD_TYPE=${BUILD_TYPE} -DCMAKE_INSTALL_PREFIX=${INSTALL_DIR}; make -j${USE_CORE}; make install; cd - + mkdir -p c908_build; cd c908_build; cmake ../ -DCONFIG_BUILD_RISCV_C908=ON -DCONFIG_SHL_BUILD_STATIC=ON -DCMAKE_BUILD_TYPE=${BUILD_TYPE} -DCMAKE_INSTALL_PREFIX=${INSTALL_DIR}/c908/; make -j${USE_CORE}; make install; cd - nn2_c920: - mkdir -p c920_build; cd c920_build; cmake ../ -DCONFIG_BUILD_RISCV_C920=ON -DCMAKE_BUILD_TYPE=${BUILD_TYPE} -DCMAKE_INSTALL_PREFIX=${INSTALL_DIR}; make -j${USE_CORE}; make install; cd - + mkdir -p c920_build; cd c920_build; cmake ../ -DCONFIG_BUILD_RISCV_C920=ON -DCONFIG_SHL_BUILD_STATIC=ON -DCMAKE_BUILD_TYPE=${BUILD_TYPE} -DCMAKE_INSTALL_PREFIX=${INSTALL_DIR}/c920/; make -j${USE_CORE}; make install; cd - + +nn2_c920_so: + mkdir -p c920_build_so; cd c920_build_so; cmake ../ -DCONFIG_BUILD_RISCV_C920=ON -DCMAKE_BUILD_TYPE=${BUILD_TYPE} -DCMAKE_INSTALL_PREFIX=${INSTALL_DIR}/c920/; make -j${USE_CORE}; make install; cd - nn2_ref_x86: - mkdir -p x86_ref_build; cd x86_ref_build; cmake ../ -DCONFIG_BUILD_X86_REF=ON -DCMAKE_BUILD_TYPE=${BUILD_TYPE} -DCMAKE_INSTALL_PREFIX=${INSTALL_DIR}; make -j${USE_CORE}; make install; cd - + mkdir -p x86_ref_build; cd x86_ref_build; cmake ../ -DCONFIG_BUILD_X86_REF=ON -DCONFIG_SHL_BUILD_STATIC=ON -DCMAKE_BUILD_TYPE=${BUILD_TYPE} -DCMAKE_INSTALL_PREFIX=${INSTALL_DIR}/x86/; make -j${USE_CORE}; make install; cd - menuconfig: env KCONFIG_BASE= python3 script/kconfig/menuconfig.py Kconfig @@ -45,4 +45,4 @@ clint: ./script/git-clang-format.sh origin/master clean: - rm lib/* *_build install_nn2 -rf + rm lib/* *_build *_build_so install_nn2 -rf diff --git a/README.md b/README.md index 440e2052..4bc1d7a9 100644 --- a/README.md +++ b/README.md @@ -49,7 +49,7 @@ export PATH=${PWD}/Xuantie-900-gcc-linux-5.10.4-glibc-x86_64-V2.6.1/bin:$PATH Download source code ``` -git clone -b 2.2 https://github.com/T-head-Semi/csi-nn2.git +git clone -b 2.4 https://github.com/T-head-Semi/csi-nn2.git cd csi-nn2 git submodule update --init --recursive ``` diff --git a/README_CN.md b/README_CN.md index 379550e9..752803b6 100644 --- a/README_CN.md +++ b/README_CN.md @@ -48,7 +48,7 @@ export PATH=${PWD}/Xuantie-900-gcc-linux-5.10.4-glibc-x86_64-V2.6.1/bin:$PATH 下载源码 ``` -git clone -b 2.2 https://github.com/T-head-Semi/csi-nn2.git +git clone -b 2.4 https://github.com/T-head-Semi/csi-nn2.git cd csi-nn2 git submodule update --init --recursive ``` diff --git a/cmake/c860.cmake b/cmake/c860.cmake deleted file mode 100644 index f0822ed5..00000000 --- a/cmake/c860.cmake +++ /dev/null @@ -1,158 +0,0 @@ -set(CONFIG_C_REFERENCE_SOURCE ON) -set(CONFIG_C_REFERENCE_ABS ON) -set(CONFIG_C_REFERENCE_ACOS ON) -set(CONFIG_C_REFERENCE_ACOSH ON) -set(CONFIG_C_REFERENCE_ADD ON) -set(CONFIG_C_REFERENCE_AND ON) -set(CONFIG_C_REFERENCE_ARANGE ON) -set(CONFIG_C_REFERENCE_ARGMAX ON) -set(CONFIG_C_REFERENCE_ARGMIN ON) -set(CONFIG_C_REFERENCE_ASIN ON) -set(CONFIG_C_REFERENCE_ASINH ON) -set(CONFIG_C_REFERENCE_ATAN ON) -set(CONFIG_C_REFERENCE_ATANH ON) -set(CONFIG_C_REFERENCE_AVERAGEPOOL ON) -set(CONFIG_C_REFERENCE_AVERAGEPOOL3D ON) -set(CONFIG_C_REFERENCE_BATCH_NORMALIZATION ON) -set(CONFIG_C_REFERENCE_BATCH_TO_SPACE ON) -set(CONFIG_C_REFERENCE_BROADCAST_TO ON) -set(CONFIG_C_REFERENCE_CACHE_CONV1D ON) -set(CONFIG_C_REFERENCE_CACHE_MATMUL ON) -set(CONFIG_C_REFERENCE_CAST ON) -set(CONFIG_C_REFERENCE_CEIL ON) -set(CONFIG_C_REFERENCE_CLIP ON) -set(CONFIG_C_REFERENCE_COL2IM ON) -set(CONFIG_C_REFERENCE_CONCAT ON) -set(CONFIG_C_REFERENCE_CONVOLUTION_CHANNEL ON) -set(CONFIG_C_REFERENCE_CONVOLUTION_RELU ON) -set(CONFIG_C_REFERENCE_CONVOLUTION_RELU6 ON) -set(CONFIG_C_REFERENCE_CONVOLUTION ON) -set(CONFIG_C_REFERENCE_CONVOLUTION1D ON) -set(CONFIG_C_REFERENCE_CONVOLUTION3D ON) -set(CONFIG_C_REFERENCE_COS ON) -set(CONFIG_C_REFERENCE_COSH ON) -set(CONFIG_C_REFERENCE_CUMPROD ON) -set(CONFIG_C_REFERENCE_CUMSUM ON) -set(CONFIG_C_REFERENCE_DATA_CONVERT ON) -set(CONFIG_C_REFERENCE_DECONVOLUTION ON) -set(CONFIG_C_REFERENCE_DECONVOLUTION3D ON) -set(CONFIG_C_REFERENCE_DEPTH_TO_SPACE ON) -set(CONFIG_C_REFERENCE_DIV ON) -set(CONFIG_C_REFERENCE_ELU ON) -set(CONFIG_C_REFERENCE_EQUAL ON) -set(CONFIG_C_REFERENCE_ERF ON) -set(CONFIG_C_REFERENCE_EXP ON) -set(CONFIG_C_REFERENCE_EXPAND_DIMS ON) -set(CONFIG_C_REFERENCE_EXPM1 ON) -set(CONFIG_C_REFERENCE_FLATTEN ON) -set(CONFIG_C_REFERENCE_FLOOR_DIVIDE ON) -set(CONFIG_C_REFERENCE_FLOOR_MOD ON) -set(CONFIG_C_REFERENCE_FLOOR ON) -set(CONFIG_C_REFERENCE_FSMN ON) -set(CONFIG_C_REFERENCE_FULLYCONNECTED ON) -set(CONFIG_C_REFERENCE_GATHER_ND ON) -set(CONFIG_C_REFERENCE_GATHER ON) -set(CONFIG_C_REFERENCE_GLOBAL_AVERAGEPOOL ON) -set(CONFIG_C_REFERENCE_GLOBAL_MAXPOOL ON) -set(CONFIG_C_REFERENCE_GREATER_EQUAL ON) -set(CONFIG_C_REFERENCE_GREATER ON) -set(CONFIG_C_REFERENCE_HARD_SIGMOID ON) -set(CONFIG_C_REFERENCE_IM2COL ON) -set(CONFIG_C_REFERENCE_ISNAN ON) -set(CONFIG_C_REFERENCE_L2_NORMALIZATION ON) -set(CONFIG_C_REFERENCE_L2POOL ON) -set(CONFIG_C_REFERENCE_LAYER_NORM ON) -set(CONFIG_C_REFERENCE_LEAKY_RELU ON) -set(CONFIG_C_REFERENCE_LESS_EQUAL ON) -set(CONFIG_C_REFERENCE_LESS ON) -set(CONFIG_C_REFERENCE_LOG_SOFTMAX ON) -set(CONFIG_C_REFERENCE_LOG ON) -set(CONFIG_C_REFERENCE_LOG1P ON) -set(CONFIG_C_REFERENCE_LOGICAL_AND ON) -set(CONFIG_C_REFERENCE_LOGICAL_NOT ON) -set(CONFIG_C_REFERENCE_LOGICAL_OR ON) -set(CONFIG_C_REFERENCE_LOGICAL_XOR ON) -set(CONFIG_C_REFERENCE_LRN ON) -set(CONFIG_C_REFERENCE_MATMUL ON) -set(CONFIG_C_REFERENCE_MAX ON) -set(CONFIG_C_REFERENCE_MAXIMUM ON) -set(CONFIG_C_REFERENCE_MAXPOOL ON) -set(CONFIG_C_REFERENCE_MAXPOOL2D_LOCAT ON) -set(CONFIG_C_REFERENCE_MAXPOOL3D ON) -set(CONFIG_C_REFERENCE_MEAN ON) -set(CONFIG_C_REFERENCE_MIN ON) -set(CONFIG_C_REFERENCE_MINIMUM ON) -set(CONFIG_C_REFERENCE_MOD ON) -set(CONFIG_C_REFERENCE_MUL ON) -set(CONFIG_C_REFERENCE_NDARRAY_SIZE ON) -set(CONFIG_C_REFERENCE_NEGATIVE ON) -set(CONFIG_C_REFERENCE_NON_MAX_SUPPRESSION ON) -set(CONFIG_C_REFERENCE_NOT_EQUAL ON) -set(CONFIG_C_REFERENCE_NOT ON) -set(CONFIG_C_REFERENCE_OR ON) -set(CONFIG_C_REFERENCE_PAD ON) -set(CONFIG_C_REFERENCE_POWER ON) -set(CONFIG_C_REFERENCE_PRELU ON) -set(CONFIG_C_REFERENCE_PROD ON) -set(CONFIG_C_REFERENCE_PROPOSAL ON) -set(CONFIG_C_REFERENCE_PSROIPOOLING ON) -set(CONFIG_C_REFERENCE_REDUCE_LOGSUMEXP ON) -set(CONFIG_C_REFERENCE_REDUCE_MAX ON) -set(CONFIG_C_REFERENCE_REDUCE_MEAN ON) -set(CONFIG_C_REFERENCE_REDUCE_MIN ON) -set(CONFIG_C_REFERENCE_REDUCE_PROD ON) -set(CONFIG_C_REFERENCE_REDUCE_SUM ON) -set(CONFIG_C_REFERENCE_RELU ON) -set(CONFIG_C_REFERENCE_RELU1 ON) -set(CONFIG_C_REFERENCE_RELU6 ON) -set(CONFIG_C_REFERENCE_RELUN ON) -set(CONFIG_C_REFERENCE_RESHAPE ON) -set(CONFIG_C_REFERENCE_RESIZE ON) -set(CONFIG_C_REFERENCE_REVERSE ON) -set(CONFIG_C_REFERENCE_ROIALIGN ON) -set(CONFIG_C_REFERENCE_ROIPOOL ON) -set(CONFIG_C_REFERENCE_ROUND ON) -set(CONFIG_C_REFERENCE_RSQRT ON) -set(CONFIG_C_REFERENCE_SCATTER ON) -set(CONFIG_C_REFERENCE_SEGMENT_MAX ON) -set(CONFIG_C_REFERENCE_SEGMENT_MEAN ON) -set(CONFIG_C_REFERENCE_SEGMENT_MIN ON) -set(CONFIG_C_REFERENCE_SEGMENT_PROD ON) -set(CONFIG_C_REFERENCE_SEGMENT_SUM ON) -set(CONFIG_C_REFERENCE_SELECT ON) -set(CONFIG_C_REFERENCE_SHAPE ON) -set(CONFIG_C_REFERENCE_SHUFFLE_CHANNEL ON) -set(CONFIG_C_REFERENCE_SIGMOID ON) -set(CONFIG_C_REFERENCE_SIGN ON) -set(CONFIG_C_REFERENCE_SIN ON) -set(CONFIG_C_REFERENCE_SINH ON) -set(CONFIG_C_REFERENCE_SLICE ON) -set(CONFIG_C_REFERENCE_SOFTMAX ON) -set(CONFIG_C_REFERENCE_SOFTPLUS ON) -set(CONFIG_C_REFERENCE_SOFTRELU ON) -set(CONFIG_C_REFERENCE_SOFTSIGN ON) -set(CONFIG_C_REFERENCE_SPACE_TO_BATCH ON) -set(CONFIG_C_REFERENCE_SPACE_TO_DEPTH ON) -set(CONFIG_C_REFERENCE_SPLIT ON) -set(CONFIG_C_REFERENCE_SQRT ON) -set(CONFIG_C_REFERENCE_SQUARE ON) -set(CONFIG_C_REFERENCE_SQUEEZE ON) -set(CONFIG_C_REFERENCE_STACK ON) -set(CONFIG_C_REFERENCE_STRIDED_SLICE ON) -set(CONFIG_C_REFERENCE_SUB ON) -set(CONFIG_C_REFERENCE_SUM ON) -set(CONFIG_C_REFERENCE_TAN ON) -set(CONFIG_C_REFERENCE_TANH ON) -set(CONFIG_C_REFERENCE_THRESHOLD_RELU ON) -set(CONFIG_C_REFERENCE_TILE ON) -set(CONFIG_C_REFERENCE_TOPK ON) -set(CONFIG_C_REFERENCE_TRANSPOSE ON) -set(CONFIG_C_REFERENCE_TRUNC ON) -set(CONFIG_C_REFERENCE_UNPOOLING ON) -set(CONFIG_C_REFERENCE_UNSTACK ON) -set(CONFIG_C_REFERENCE_XOR ON) -set(CONFIG_C_REFERENCE_YUV_RGB_SCALE ON) -set(CONFIG_C_REFERENCE_ONE_HOT ON) -set(CONFIG_C_REFERENCE_WHERE ON) -set(CONFIG_C_REFERENCE_WHERE_SOFTMAX ON) -set(CONFIG_USE_SHL_DEBUG ON) \ No newline at end of file diff --git a/cmake/c906_elf.cmake b/cmake/c906_elf.cmake index dd361abd..bfb56989 100644 --- a/cmake/c906_elf.cmake +++ b/cmake/c906_elf.cmake @@ -155,6 +155,7 @@ set(CONFIG_C_REFERENCE_YUV_RGB_SCALE ON) set(CONFIG_C_REFERENCE_ONE_HOT ON) set(CONFIG_C_REFERENCE_WHERE ON) set(CONFIG_C_REFERENCE_WHERE_SOFTMAX ON) +set(CONFIG_C_REFERENCE_INSTANCE_NORM ON) set(CONFIG_GRAPH_REFERENCE_SOURCE ON) set(CONFIG_GRAPH_REFERENCE_ABS ON) set(CONFIG_GRAPH_REFERENCE_ACOS ON) @@ -317,6 +318,7 @@ set(CONFIG_GRAPH_REFERENCE_WHERE_SOFTMAX ON) set(CONFIG_GRAPH_REFERENCE_XOR ON) set(CONFIG_GRAPH_REFERENCE_YUV_RGB_SCALE ON) set(CONFIG_GRAPH_REFERENCE_ONE_HOT ON) +set(CONFIG_GRAPH_REFERENCE_INSTANCE_NORM ON) set(CONFIG_THEAD_RVV_SOURCE ON) set(CONFIG_THEAD_RVV_ADD_FP32 ON) set(CONFIG_THEAD_RVV_ADD_FP16 ON) @@ -356,6 +358,8 @@ set(CONFIG_THEAD_RVV_LAYER_NORM_INT8 ON) set(CONFIG_THEAD_RVV_LEAKY_RELU_FP32 ON) set(CONFIG_THEAD_RVV_LEAKY_RELU_FP16 ON) set(CONFIG_THEAD_RVV_LEAKY_RELU_INT8 ON) +set(CONFIG_THEAD_RVV_MATMUL_FP32 ON) +set(CONFIG_THEAD_RVV_MATMUL_FP16 ON) set(CONFIG_THEAD_RVV_MATMUL_INT8 ON) set(CONFIG_THEAD_RVV_MAXPOOL_FP32 ON) set(CONFIG_THEAD_RVV_MAXPOOL_FP16 ON) @@ -378,13 +382,17 @@ set(CONFIG_THEAD_RVV_RELU6_INT8 ON) set(CONFIG_THEAD_RVV_RESHAPE_FP32 ON) set(CONFIG_THEAD_RVV_RESHAPE_FP16 ON) set(CONFIG_THEAD_RVV_RESHAPE_INT8 ON) +set(CONFIG_THEAD_RVV_SIGMOID_FP32 ON) set(CONFIG_THEAD_RVV_SIGMOID_FP16 ON) set(CONFIG_THEAD_RVV_SOFTMAX_FP32 ON) set(CONFIG_THEAD_RVV_SOFTMAX_FP16 ON) -set(CONFIG_THEAD_RVV_SUM_INT8 ON) +set(CONFIG_THEAD_RVV_REDUCE_SUM_INT8 ON) +set(CONFIG_THEAD_RVV_TRANSPOSE_FP32 ON) set(CONFIG_THEAD_RVV_TRANSPOSE_FP16 ON) set(CONFIG_THEAD_RVV_TRANSPOSE_INT8 ON) +set(CONFIG_THEAD_RVV_GATHER_FP16 ON) set(CONFIG_THEAD_RVV_GATHER_INT8 ON) +set(CONFIG_THEAD_RVV_STRIDED_SLICE_FP16 ON) set(CONFIG_C906_SOURCE ON) set(CONFIG_C906_ABS_FP32 ON) set(CONFIG_C906_ABS_FP16 ON) @@ -438,7 +446,7 @@ set(CONFIG_C906_RELU6_FP16 ON) set(CONFIG_C906_RESHAPE_FP16 ON) set(CONFIG_C906_SPLIT_FP32 ON) set(CONFIG_C906_SPLIT_FP16 ON) -set(CONFIG_C906_SUM_FP16 ON) +set(CONFIG_C906_REDUCE_SUM_FP16 ON) set(CONFIG_C906_SUB_FP32 ON) set(CONFIG_C906_SUB_FP16 ON) set(CONFIG_USE_SHL_DEBUG ON) diff --git a/cmake/c906_share.cmake b/cmake/c906_share.cmake index dd361abd..bfb56989 100644 --- a/cmake/c906_share.cmake +++ b/cmake/c906_share.cmake @@ -155,6 +155,7 @@ set(CONFIG_C_REFERENCE_YUV_RGB_SCALE ON) set(CONFIG_C_REFERENCE_ONE_HOT ON) set(CONFIG_C_REFERENCE_WHERE ON) set(CONFIG_C_REFERENCE_WHERE_SOFTMAX ON) +set(CONFIG_C_REFERENCE_INSTANCE_NORM ON) set(CONFIG_GRAPH_REFERENCE_SOURCE ON) set(CONFIG_GRAPH_REFERENCE_ABS ON) set(CONFIG_GRAPH_REFERENCE_ACOS ON) @@ -317,6 +318,7 @@ set(CONFIG_GRAPH_REFERENCE_WHERE_SOFTMAX ON) set(CONFIG_GRAPH_REFERENCE_XOR ON) set(CONFIG_GRAPH_REFERENCE_YUV_RGB_SCALE ON) set(CONFIG_GRAPH_REFERENCE_ONE_HOT ON) +set(CONFIG_GRAPH_REFERENCE_INSTANCE_NORM ON) set(CONFIG_THEAD_RVV_SOURCE ON) set(CONFIG_THEAD_RVV_ADD_FP32 ON) set(CONFIG_THEAD_RVV_ADD_FP16 ON) @@ -356,6 +358,8 @@ set(CONFIG_THEAD_RVV_LAYER_NORM_INT8 ON) set(CONFIG_THEAD_RVV_LEAKY_RELU_FP32 ON) set(CONFIG_THEAD_RVV_LEAKY_RELU_FP16 ON) set(CONFIG_THEAD_RVV_LEAKY_RELU_INT8 ON) +set(CONFIG_THEAD_RVV_MATMUL_FP32 ON) +set(CONFIG_THEAD_RVV_MATMUL_FP16 ON) set(CONFIG_THEAD_RVV_MATMUL_INT8 ON) set(CONFIG_THEAD_RVV_MAXPOOL_FP32 ON) set(CONFIG_THEAD_RVV_MAXPOOL_FP16 ON) @@ -378,13 +382,17 @@ set(CONFIG_THEAD_RVV_RELU6_INT8 ON) set(CONFIG_THEAD_RVV_RESHAPE_FP32 ON) set(CONFIG_THEAD_RVV_RESHAPE_FP16 ON) set(CONFIG_THEAD_RVV_RESHAPE_INT8 ON) +set(CONFIG_THEAD_RVV_SIGMOID_FP32 ON) set(CONFIG_THEAD_RVV_SIGMOID_FP16 ON) set(CONFIG_THEAD_RVV_SOFTMAX_FP32 ON) set(CONFIG_THEAD_RVV_SOFTMAX_FP16 ON) -set(CONFIG_THEAD_RVV_SUM_INT8 ON) +set(CONFIG_THEAD_RVV_REDUCE_SUM_INT8 ON) +set(CONFIG_THEAD_RVV_TRANSPOSE_FP32 ON) set(CONFIG_THEAD_RVV_TRANSPOSE_FP16 ON) set(CONFIG_THEAD_RVV_TRANSPOSE_INT8 ON) +set(CONFIG_THEAD_RVV_GATHER_FP16 ON) set(CONFIG_THEAD_RVV_GATHER_INT8 ON) +set(CONFIG_THEAD_RVV_STRIDED_SLICE_FP16 ON) set(CONFIG_C906_SOURCE ON) set(CONFIG_C906_ABS_FP32 ON) set(CONFIG_C906_ABS_FP16 ON) @@ -438,7 +446,7 @@ set(CONFIG_C906_RELU6_FP16 ON) set(CONFIG_C906_RESHAPE_FP16 ON) set(CONFIG_C906_SPLIT_FP32 ON) set(CONFIG_C906_SPLIT_FP16 ON) -set(CONFIG_C906_SUM_FP16 ON) +set(CONFIG_C906_REDUCE_SUM_FP16 ON) set(CONFIG_C906_SUB_FP32 ON) set(CONFIG_C906_SUB_FP16 ON) set(CONFIG_USE_SHL_DEBUG ON) diff --git a/cmake/c906_static.cmake b/cmake/c906_static.cmake index 05fd34c4..cb722f6c 100644 --- a/cmake/c906_static.cmake +++ b/cmake/c906_static.cmake @@ -155,6 +155,7 @@ set(CONFIG_C_REFERENCE_YUV_RGB_SCALE ON) set(CONFIG_C_REFERENCE_ONE_HOT ON) set(CONFIG_C_REFERENCE_WHERE ON) set(CONFIG_C_REFERENCE_WHERE_SOFTMAX ON) +set(CONFIG_C_REFERENCE_INSTANCE_NORM ON) set(CONFIG_GRAPH_REFERENCE_SOURCE ON) set(CONFIG_GRAPH_REFERENCE_ABS ON) set(CONFIG_GRAPH_REFERENCE_ACOS ON) @@ -317,6 +318,7 @@ set(CONFIG_GRAPH_REFERENCE_WHERE_SOFTMAX ON) set(CONFIG_GRAPH_REFERENCE_XOR ON) set(CONFIG_GRAPH_REFERENCE_YUV_RGB_SCALE ON) set(CONFIG_GRAPH_REFERENCE_ONE_HOT ON) +set(CONFIG_GRAPH_REFERENCE_INSTANCE_NORM ON) set(CONFIG_THEAD_RVV_SOURCE ON) set(CONFIG_THEAD_RVV_ADD_FP32 ON) set(CONFIG_THEAD_RVV_ADD_FP16 ON) @@ -360,6 +362,8 @@ set(CONFIG_THEAD_RVV_LAYER_NORM_INT8 ON) set(CONFIG_THEAD_RVV_LEAKY_RELU_FP32 ON) set(CONFIG_THEAD_RVV_LEAKY_RELU_FP16 ON) set(CONFIG_THEAD_RVV_LEAKY_RELU_INT8 ON) +set(CONFIG_THEAD_RVV_MATMUL_FP32 ON) +set(CONFIG_THEAD_RVV_MATMUL_FP16 ON) set(CONFIG_THEAD_RVV_MATMUL_INT8 ON) set(CONFIG_THEAD_RVV_MAXPOOL_FP32 ON) set(CONFIG_THEAD_RVV_MAXPOOL_FP16 ON) @@ -382,14 +386,18 @@ set(CONFIG_THEAD_RVV_RELU6_INT8 ON) set(CONFIG_THEAD_RVV_RESHAPE_FP32 ON) set(CONFIG_THEAD_RVV_RESHAPE_FP16 ON) set(CONFIG_THEAD_RVV_RESHAPE_INT8 ON) +set(CONFIG_THEAD_RVV_SIGMOID_FP32 ON) set(CONFIG_THEAD_RVV_SIGMOID_FP16 ON) set(CONFIG_THEAD_RVV_SOFTMAX_FP32 ON) set(CONFIG_THEAD_RVV_SOFTMAX_FP16 ON) -set(CONFIG_THEAD_RVV_SUM_INT8 ON) +set(CONFIG_THEAD_RVV_REDUCE_SUM_INT8 ON) +set(CONFIG_THEAD_RVV_TRANSPOSE_FP32 ON) set(CONFIG_THEAD_RVV_TRANSPOSE_FP16 ON) set(CONFIG_THEAD_RVV_TRANSPOSE_INT8 ON) set(CONFIG_GRAPH_REFERENCE_TVMGEN ON) +set(CONFIG_THEAD_RVV_GATHER_FP16 ON) set(CONFIG_THEAD_RVV_GATHER_INT8 ON) +set(CONFIG_THEAD_RVV_STRIDED_SLICE_FP16 ON) set(CONFIG_C906_SOURCE ON) set(CONFIG_C906_ABS_FP32 ON) set(CONFIG_C906_ABS_FP16 ON) @@ -443,7 +451,7 @@ set(CONFIG_C906_RELU6_FP16 ON) set(CONFIG_C906_RESHAPE_FP16 ON) set(CONFIG_C906_SPLIT_FP32 ON) set(CONFIG_C906_SPLIT_FP16 ON) -set(CONFIG_C906_SUM_FP16 ON) +set(CONFIG_C906_REDUCE_SUM_FP16 ON) set(CONFIG_C906_SUB_FP32 ON) set(CONFIG_C906_SUB_FP16 ON) set(CONFIG_USE_SHL_DEBUG ON) diff --git a/cmake/c908.cmake b/cmake/c908.cmake index 1f979ce2..8e8d96b3 100644 --- a/cmake/c908.cmake +++ b/cmake/c908.cmake @@ -155,6 +155,7 @@ set(CONFIG_C_REFERENCE_YUV_RGB_SCALE ON) set(CONFIG_C_REFERENCE_ONE_HOT ON) set(CONFIG_C_REFERENCE_WHERE ON) set(CONFIG_C_REFERENCE_WHERE_SOFTMAX ON) +set(CONFIG_C_REFERENCE_INSTANCE_NORM ON) set(CONFIG_GRAPH_REFERENCE_SOURCE ON) set(CONFIG_GRAPH_REFERENCE_ABS ON) set(CONFIG_GRAPH_REFERENCE_ACOS ON) @@ -317,6 +318,7 @@ set(CONFIG_GRAPH_REFERENCE_WHERE_SOFTMAX ON) set(CONFIG_GRAPH_REFERENCE_XOR ON) set(CONFIG_GRAPH_REFERENCE_YUV_RGB_SCALE ON) set(CONFIG_GRAPH_REFERENCE_ONE_HOT ON) +set(CONFIG_GRAPH_REFERENCE_INSTANCE_NORM ON) set(CONFIG_THEAD_RVV_SOURCE ON) set(CONFIG_THEAD_RVV_ADD_FP32 ON) set(CONFIG_THEAD_RVV_ADD_FP16 ON) @@ -360,6 +362,8 @@ set(CONFIG_THEAD_RVV_LAYER_NORM_INT8 ON) set(CONFIG_THEAD_RVV_LEAKY_RELU_FP32 ON) set(CONFIG_THEAD_RVV_LEAKY_RELU_FP16 ON) set(CONFIG_THEAD_RVV_LEAKY_RELU_INT8 ON) +set(CONFIG_THEAD_RVV_MATMUL_FP32 ON) +set(CONFIG_THEAD_RVV_MATMUL_FP16 ON) set(CONFIG_THEAD_RVV_MATMUL_INT8 ON) set(CONFIG_THEAD_RVV_MAXPOOL_FP32 ON) set(CONFIG_THEAD_RVV_MAXPOOL_FP16 ON) @@ -382,13 +386,17 @@ set(CONFIG_THEAD_RVV_RELU6_INT8 ON) set(CONFIG_THEAD_RVV_RESHAPE_FP32 ON) set(CONFIG_THEAD_RVV_RESHAPE_FP16 ON) set(CONFIG_THEAD_RVV_RESHAPE_INT8 ON) +set(CONFIG_THEAD_RVV_SIGMOID_FP32 ON) set(CONFIG_THEAD_RVV_SIGMOID_FP16 ON) set(CONFIG_THEAD_RVV_SOFTMAX_FP32 ON) set(CONFIG_THEAD_RVV_SOFTMAX_FP16 ON) -set(CONFIG_THEAD_RVV_SUM_INT8 ON) +set(CONFIG_THEAD_RVV_REDUCE_SUM_INT8 ON) +set(CONFIG_THEAD_RVV_TRANSPOSE_FP32 ON) set(CONFIG_THEAD_RVV_TRANSPOSE_FP16 ON) set(CONFIG_THEAD_RVV_TRANSPOSE_INT8 ON) +set(CONFIG_THEAD_RVV_GATHER_FP16 ON) set(CONFIG_THEAD_RVV_GATHER_INT8 ON) +set(CONFIG_THEAD_RVV_STRIDED_SLICE_FP16 ON) set(CONFIG_C908_SOURCE ON) set(CONFIG_C908_AVERAGEPOOL_FP32 ON) set(CONFIG_C908_AVERAGEPOOL_FP16 ON) @@ -413,4 +421,4 @@ set(CONFIG_C908_MAXPOOL_FP32 ON) set(CONFIG_C908_MAXPOOL_FP16 ON) set(CONFIG_C908_MAXPOOL_INT8 ON) set(CONFIG_USE_SHL_DEBUG ON) -set(CONFIG_SHL_LAYER_BENCHMARK ON) +set(CONFIG_SHL_LAYER_BENCHMARK ON) \ No newline at end of file diff --git a/cmake/c920.cmake b/cmake/c920.cmake index 3aab408a..f1e18d07 100644 --- a/cmake/c920.cmake +++ b/cmake/c920.cmake @@ -155,6 +155,7 @@ set(CONFIG_C_REFERENCE_YUV_RGB_SCALE ON) set(CONFIG_C_REFERENCE_ONE_HOT ON) set(CONFIG_C_REFERENCE_WHERE ON) set(CONFIG_C_REFERENCE_WHERE_SOFTMAX ON) +set(CONFIG_C_REFERENCE_INSTANCE_NORM ON) set(CONFIG_GRAPH_REFERENCE_SOURCE ON) set(CONFIG_GRAPH_REFERENCE_ABS ON) set(CONFIG_GRAPH_REFERENCE_ACOS ON) @@ -317,6 +318,7 @@ set(CONFIG_GRAPH_REFERENCE_WHERE_SOFTMAX ON) set(CONFIG_GRAPH_REFERENCE_XOR ON) set(CONFIG_GRAPH_REFERENCE_YUV_RGB_SCALE ON) set(CONFIG_GRAPH_REFERENCE_ONE_HOT ON) +set(CONFIG_GRAPH_REFERENCE_INSTANCE_NORM ON) set(CONFIG_GRAPH_REFERENCE_TVMGEN ON) set(CONFIG_THEAD_RVV_SOURCE ON) set(CONFIG_THEAD_RVV_ADD_FP32 ON) @@ -357,6 +359,8 @@ set(CONFIG_THEAD_RVV_LAYER_NORM_INT8 ON) set(CONFIG_THEAD_RVV_LEAKY_RELU_FP32 ON) set(CONFIG_THEAD_RVV_LEAKY_RELU_FP16 ON) set(CONFIG_THEAD_RVV_LEAKY_RELU_INT8 ON) +set(CONFIG_THEAD_RVV_MATMUL_FP32 ON) +set(CONFIG_THEAD_RVV_MATMUL_FP16 ON) set(CONFIG_THEAD_RVV_MATMUL_INT8 ON) set(CONFIG_THEAD_RVV_MAXPOOL_FP32 ON) set(CONFIG_THEAD_RVV_MAXPOOL_FP16 ON) @@ -379,12 +383,16 @@ set(CONFIG_THEAD_RVV_RELU6_INT8 ON) set(CONFIG_THEAD_RVV_RESHAPE_FP32 ON) set(CONFIG_THEAD_RVV_RESHAPE_FP16 ON) set(CONFIG_THEAD_RVV_RESHAPE_INT8 ON) +set(CONFIG_THEAD_RVV_SIGMOID_FP32 ON) set(CONFIG_THEAD_RVV_SIGMOID_FP16 ON) set(CONFIG_THEAD_RVV_SOFTMAX_FP32 ON) set(CONFIG_THEAD_RVV_SOFTMAX_FP16 ON) -set(CONFIG_THEAD_RVV_SUM_INT8 ON) +set(CONFIG_THEAD_RVV_REDUCE_SUM_INT8 ON) +set(CONFIG_THEAD_RVV_TRANSPOSE_FP32 ON) set(CONFIG_THEAD_RVV_TRANSPOSE_FP16 ON) set(CONFIG_THEAD_RVV_TRANSPOSE_INT8 ON) +set(CONFIG_THEAD_RVV_GATHER_FP16 ON) set(CONFIG_THEAD_RVV_GATHER_INT8 ON) +set(CONFIG_THEAD_RVV_STRIDED_SLICE_FP16 ON) set(CONFIG_USE_SHL_DEBUG ON) -set(CONFIG_SHL_LAYER_BENCHMARK ON) +set(CONFIG_SHL_LAYER_BENCHMARK ON) \ No newline at end of file diff --git a/cmake/e804.cmake b/cmake/e804.cmake deleted file mode 100644 index f0822ed5..00000000 --- a/cmake/e804.cmake +++ /dev/null @@ -1,158 +0,0 @@ -set(CONFIG_C_REFERENCE_SOURCE ON) -set(CONFIG_C_REFERENCE_ABS ON) -set(CONFIG_C_REFERENCE_ACOS ON) -set(CONFIG_C_REFERENCE_ACOSH ON) -set(CONFIG_C_REFERENCE_ADD ON) -set(CONFIG_C_REFERENCE_AND ON) -set(CONFIG_C_REFERENCE_ARANGE ON) -set(CONFIG_C_REFERENCE_ARGMAX ON) -set(CONFIG_C_REFERENCE_ARGMIN ON) -set(CONFIG_C_REFERENCE_ASIN ON) -set(CONFIG_C_REFERENCE_ASINH ON) -set(CONFIG_C_REFERENCE_ATAN ON) -set(CONFIG_C_REFERENCE_ATANH ON) -set(CONFIG_C_REFERENCE_AVERAGEPOOL ON) -set(CONFIG_C_REFERENCE_AVERAGEPOOL3D ON) -set(CONFIG_C_REFERENCE_BATCH_NORMALIZATION ON) -set(CONFIG_C_REFERENCE_BATCH_TO_SPACE ON) -set(CONFIG_C_REFERENCE_BROADCAST_TO ON) -set(CONFIG_C_REFERENCE_CACHE_CONV1D ON) -set(CONFIG_C_REFERENCE_CACHE_MATMUL ON) -set(CONFIG_C_REFERENCE_CAST ON) -set(CONFIG_C_REFERENCE_CEIL ON) -set(CONFIG_C_REFERENCE_CLIP ON) -set(CONFIG_C_REFERENCE_COL2IM ON) -set(CONFIG_C_REFERENCE_CONCAT ON) -set(CONFIG_C_REFERENCE_CONVOLUTION_CHANNEL ON) -set(CONFIG_C_REFERENCE_CONVOLUTION_RELU ON) -set(CONFIG_C_REFERENCE_CONVOLUTION_RELU6 ON) -set(CONFIG_C_REFERENCE_CONVOLUTION ON) -set(CONFIG_C_REFERENCE_CONVOLUTION1D ON) -set(CONFIG_C_REFERENCE_CONVOLUTION3D ON) -set(CONFIG_C_REFERENCE_COS ON) -set(CONFIG_C_REFERENCE_COSH ON) -set(CONFIG_C_REFERENCE_CUMPROD ON) -set(CONFIG_C_REFERENCE_CUMSUM ON) -set(CONFIG_C_REFERENCE_DATA_CONVERT ON) -set(CONFIG_C_REFERENCE_DECONVOLUTION ON) -set(CONFIG_C_REFERENCE_DECONVOLUTION3D ON) -set(CONFIG_C_REFERENCE_DEPTH_TO_SPACE ON) -set(CONFIG_C_REFERENCE_DIV ON) -set(CONFIG_C_REFERENCE_ELU ON) -set(CONFIG_C_REFERENCE_EQUAL ON) -set(CONFIG_C_REFERENCE_ERF ON) -set(CONFIG_C_REFERENCE_EXP ON) -set(CONFIG_C_REFERENCE_EXPAND_DIMS ON) -set(CONFIG_C_REFERENCE_EXPM1 ON) -set(CONFIG_C_REFERENCE_FLATTEN ON) -set(CONFIG_C_REFERENCE_FLOOR_DIVIDE ON) -set(CONFIG_C_REFERENCE_FLOOR_MOD ON) -set(CONFIG_C_REFERENCE_FLOOR ON) -set(CONFIG_C_REFERENCE_FSMN ON) -set(CONFIG_C_REFERENCE_FULLYCONNECTED ON) -set(CONFIG_C_REFERENCE_GATHER_ND ON) -set(CONFIG_C_REFERENCE_GATHER ON) -set(CONFIG_C_REFERENCE_GLOBAL_AVERAGEPOOL ON) -set(CONFIG_C_REFERENCE_GLOBAL_MAXPOOL ON) -set(CONFIG_C_REFERENCE_GREATER_EQUAL ON) -set(CONFIG_C_REFERENCE_GREATER ON) -set(CONFIG_C_REFERENCE_HARD_SIGMOID ON) -set(CONFIG_C_REFERENCE_IM2COL ON) -set(CONFIG_C_REFERENCE_ISNAN ON) -set(CONFIG_C_REFERENCE_L2_NORMALIZATION ON) -set(CONFIG_C_REFERENCE_L2POOL ON) -set(CONFIG_C_REFERENCE_LAYER_NORM ON) -set(CONFIG_C_REFERENCE_LEAKY_RELU ON) -set(CONFIG_C_REFERENCE_LESS_EQUAL ON) -set(CONFIG_C_REFERENCE_LESS ON) -set(CONFIG_C_REFERENCE_LOG_SOFTMAX ON) -set(CONFIG_C_REFERENCE_LOG ON) -set(CONFIG_C_REFERENCE_LOG1P ON) -set(CONFIG_C_REFERENCE_LOGICAL_AND ON) -set(CONFIG_C_REFERENCE_LOGICAL_NOT ON) -set(CONFIG_C_REFERENCE_LOGICAL_OR ON) -set(CONFIG_C_REFERENCE_LOGICAL_XOR ON) -set(CONFIG_C_REFERENCE_LRN ON) -set(CONFIG_C_REFERENCE_MATMUL ON) -set(CONFIG_C_REFERENCE_MAX ON) -set(CONFIG_C_REFERENCE_MAXIMUM ON) -set(CONFIG_C_REFERENCE_MAXPOOL ON) -set(CONFIG_C_REFERENCE_MAXPOOL2D_LOCAT ON) -set(CONFIG_C_REFERENCE_MAXPOOL3D ON) -set(CONFIG_C_REFERENCE_MEAN ON) -set(CONFIG_C_REFERENCE_MIN ON) -set(CONFIG_C_REFERENCE_MINIMUM ON) -set(CONFIG_C_REFERENCE_MOD ON) -set(CONFIG_C_REFERENCE_MUL ON) -set(CONFIG_C_REFERENCE_NDARRAY_SIZE ON) -set(CONFIG_C_REFERENCE_NEGATIVE ON) -set(CONFIG_C_REFERENCE_NON_MAX_SUPPRESSION ON) -set(CONFIG_C_REFERENCE_NOT_EQUAL ON) -set(CONFIG_C_REFERENCE_NOT ON) -set(CONFIG_C_REFERENCE_OR ON) -set(CONFIG_C_REFERENCE_PAD ON) -set(CONFIG_C_REFERENCE_POWER ON) -set(CONFIG_C_REFERENCE_PRELU ON) -set(CONFIG_C_REFERENCE_PROD ON) -set(CONFIG_C_REFERENCE_PROPOSAL ON) -set(CONFIG_C_REFERENCE_PSROIPOOLING ON) -set(CONFIG_C_REFERENCE_REDUCE_LOGSUMEXP ON) -set(CONFIG_C_REFERENCE_REDUCE_MAX ON) -set(CONFIG_C_REFERENCE_REDUCE_MEAN ON) -set(CONFIG_C_REFERENCE_REDUCE_MIN ON) -set(CONFIG_C_REFERENCE_REDUCE_PROD ON) -set(CONFIG_C_REFERENCE_REDUCE_SUM ON) -set(CONFIG_C_REFERENCE_RELU ON) -set(CONFIG_C_REFERENCE_RELU1 ON) -set(CONFIG_C_REFERENCE_RELU6 ON) -set(CONFIG_C_REFERENCE_RELUN ON) -set(CONFIG_C_REFERENCE_RESHAPE ON) -set(CONFIG_C_REFERENCE_RESIZE ON) -set(CONFIG_C_REFERENCE_REVERSE ON) -set(CONFIG_C_REFERENCE_ROIALIGN ON) -set(CONFIG_C_REFERENCE_ROIPOOL ON) -set(CONFIG_C_REFERENCE_ROUND ON) -set(CONFIG_C_REFERENCE_RSQRT ON) -set(CONFIG_C_REFERENCE_SCATTER ON) -set(CONFIG_C_REFERENCE_SEGMENT_MAX ON) -set(CONFIG_C_REFERENCE_SEGMENT_MEAN ON) -set(CONFIG_C_REFERENCE_SEGMENT_MIN ON) -set(CONFIG_C_REFERENCE_SEGMENT_PROD ON) -set(CONFIG_C_REFERENCE_SEGMENT_SUM ON) -set(CONFIG_C_REFERENCE_SELECT ON) -set(CONFIG_C_REFERENCE_SHAPE ON) -set(CONFIG_C_REFERENCE_SHUFFLE_CHANNEL ON) -set(CONFIG_C_REFERENCE_SIGMOID ON) -set(CONFIG_C_REFERENCE_SIGN ON) -set(CONFIG_C_REFERENCE_SIN ON) -set(CONFIG_C_REFERENCE_SINH ON) -set(CONFIG_C_REFERENCE_SLICE ON) -set(CONFIG_C_REFERENCE_SOFTMAX ON) -set(CONFIG_C_REFERENCE_SOFTPLUS ON) -set(CONFIG_C_REFERENCE_SOFTRELU ON) -set(CONFIG_C_REFERENCE_SOFTSIGN ON) -set(CONFIG_C_REFERENCE_SPACE_TO_BATCH ON) -set(CONFIG_C_REFERENCE_SPACE_TO_DEPTH ON) -set(CONFIG_C_REFERENCE_SPLIT ON) -set(CONFIG_C_REFERENCE_SQRT ON) -set(CONFIG_C_REFERENCE_SQUARE ON) -set(CONFIG_C_REFERENCE_SQUEEZE ON) -set(CONFIG_C_REFERENCE_STACK ON) -set(CONFIG_C_REFERENCE_STRIDED_SLICE ON) -set(CONFIG_C_REFERENCE_SUB ON) -set(CONFIG_C_REFERENCE_SUM ON) -set(CONFIG_C_REFERENCE_TAN ON) -set(CONFIG_C_REFERENCE_TANH ON) -set(CONFIG_C_REFERENCE_THRESHOLD_RELU ON) -set(CONFIG_C_REFERENCE_TILE ON) -set(CONFIG_C_REFERENCE_TOPK ON) -set(CONFIG_C_REFERENCE_TRANSPOSE ON) -set(CONFIG_C_REFERENCE_TRUNC ON) -set(CONFIG_C_REFERENCE_UNPOOLING ON) -set(CONFIG_C_REFERENCE_UNSTACK ON) -set(CONFIG_C_REFERENCE_XOR ON) -set(CONFIG_C_REFERENCE_YUV_RGB_SCALE ON) -set(CONFIG_C_REFERENCE_ONE_HOT ON) -set(CONFIG_C_REFERENCE_WHERE ON) -set(CONFIG_C_REFERENCE_WHERE_SOFTMAX ON) -set(CONFIG_USE_SHL_DEBUG ON) \ No newline at end of file diff --git a/cmake/e907.cmake b/cmake/e907.cmake index 25afa30d..d1216099 100644 --- a/cmake/e907.cmake +++ b/cmake/e907.cmake @@ -155,6 +155,7 @@ set(CONFIG_C_REFERENCE_YUV_RGB_SCALE ON) set(CONFIG_C_REFERENCE_ONE_HOT ON) set(CONFIG_C_REFERENCE_WHERE ON) set(CONFIG_C_REFERENCE_WHERE_SOFTMAX ON) +set(CONFIG_C_REFERENCE_INSTANCE_NORM ON) set(CONFIG_GRAPH_REFERENCE_SOURCE ON) set(CONFIG_GRAPH_REFERENCE_ABS ON) set(CONFIG_GRAPH_REFERENCE_ACOS ON) @@ -317,6 +318,7 @@ set(CONFIG_GRAPH_REFERENCE_WHERE_SOFTMAX ON) set(CONFIG_GRAPH_REFERENCE_XOR ON) set(CONFIG_GRAPH_REFERENCE_YUV_RGB_SCALE ON) set(CONFIG_GRAPH_REFERENCE_ONE_HOT ON) +set(CONFIG_GRAPH_REFERENCE_INSTANCE_NORM ON) set(CONFIG_E907_OPT_SOURCE ON) set(CONFIG_E907_OPT_CONVOLUTION ON) set(CONFIG_E907_OPT_CONCAT ON) diff --git a/cmake/i805.cmake b/cmake/i805.cmake deleted file mode 100644 index f0822ed5..00000000 --- a/cmake/i805.cmake +++ /dev/null @@ -1,158 +0,0 @@ -set(CONFIG_C_REFERENCE_SOURCE ON) -set(CONFIG_C_REFERENCE_ABS ON) -set(CONFIG_C_REFERENCE_ACOS ON) -set(CONFIG_C_REFERENCE_ACOSH ON) -set(CONFIG_C_REFERENCE_ADD ON) -set(CONFIG_C_REFERENCE_AND ON) -set(CONFIG_C_REFERENCE_ARANGE ON) -set(CONFIG_C_REFERENCE_ARGMAX ON) -set(CONFIG_C_REFERENCE_ARGMIN ON) -set(CONFIG_C_REFERENCE_ASIN ON) -set(CONFIG_C_REFERENCE_ASINH ON) -set(CONFIG_C_REFERENCE_ATAN ON) -set(CONFIG_C_REFERENCE_ATANH ON) -set(CONFIG_C_REFERENCE_AVERAGEPOOL ON) -set(CONFIG_C_REFERENCE_AVERAGEPOOL3D ON) -set(CONFIG_C_REFERENCE_BATCH_NORMALIZATION ON) -set(CONFIG_C_REFERENCE_BATCH_TO_SPACE ON) -set(CONFIG_C_REFERENCE_BROADCAST_TO ON) -set(CONFIG_C_REFERENCE_CACHE_CONV1D ON) -set(CONFIG_C_REFERENCE_CACHE_MATMUL ON) -set(CONFIG_C_REFERENCE_CAST ON) -set(CONFIG_C_REFERENCE_CEIL ON) -set(CONFIG_C_REFERENCE_CLIP ON) -set(CONFIG_C_REFERENCE_COL2IM ON) -set(CONFIG_C_REFERENCE_CONCAT ON) -set(CONFIG_C_REFERENCE_CONVOLUTION_CHANNEL ON) -set(CONFIG_C_REFERENCE_CONVOLUTION_RELU ON) -set(CONFIG_C_REFERENCE_CONVOLUTION_RELU6 ON) -set(CONFIG_C_REFERENCE_CONVOLUTION ON) -set(CONFIG_C_REFERENCE_CONVOLUTION1D ON) -set(CONFIG_C_REFERENCE_CONVOLUTION3D ON) -set(CONFIG_C_REFERENCE_COS ON) -set(CONFIG_C_REFERENCE_COSH ON) -set(CONFIG_C_REFERENCE_CUMPROD ON) -set(CONFIG_C_REFERENCE_CUMSUM ON) -set(CONFIG_C_REFERENCE_DATA_CONVERT ON) -set(CONFIG_C_REFERENCE_DECONVOLUTION ON) -set(CONFIG_C_REFERENCE_DECONVOLUTION3D ON) -set(CONFIG_C_REFERENCE_DEPTH_TO_SPACE ON) -set(CONFIG_C_REFERENCE_DIV ON) -set(CONFIG_C_REFERENCE_ELU ON) -set(CONFIG_C_REFERENCE_EQUAL ON) -set(CONFIG_C_REFERENCE_ERF ON) -set(CONFIG_C_REFERENCE_EXP ON) -set(CONFIG_C_REFERENCE_EXPAND_DIMS ON) -set(CONFIG_C_REFERENCE_EXPM1 ON) -set(CONFIG_C_REFERENCE_FLATTEN ON) -set(CONFIG_C_REFERENCE_FLOOR_DIVIDE ON) -set(CONFIG_C_REFERENCE_FLOOR_MOD ON) -set(CONFIG_C_REFERENCE_FLOOR ON) -set(CONFIG_C_REFERENCE_FSMN ON) -set(CONFIG_C_REFERENCE_FULLYCONNECTED ON) -set(CONFIG_C_REFERENCE_GATHER_ND ON) -set(CONFIG_C_REFERENCE_GATHER ON) -set(CONFIG_C_REFERENCE_GLOBAL_AVERAGEPOOL ON) -set(CONFIG_C_REFERENCE_GLOBAL_MAXPOOL ON) -set(CONFIG_C_REFERENCE_GREATER_EQUAL ON) -set(CONFIG_C_REFERENCE_GREATER ON) -set(CONFIG_C_REFERENCE_HARD_SIGMOID ON) -set(CONFIG_C_REFERENCE_IM2COL ON) -set(CONFIG_C_REFERENCE_ISNAN ON) -set(CONFIG_C_REFERENCE_L2_NORMALIZATION ON) -set(CONFIG_C_REFERENCE_L2POOL ON) -set(CONFIG_C_REFERENCE_LAYER_NORM ON) -set(CONFIG_C_REFERENCE_LEAKY_RELU ON) -set(CONFIG_C_REFERENCE_LESS_EQUAL ON) -set(CONFIG_C_REFERENCE_LESS ON) -set(CONFIG_C_REFERENCE_LOG_SOFTMAX ON) -set(CONFIG_C_REFERENCE_LOG ON) -set(CONFIG_C_REFERENCE_LOG1P ON) -set(CONFIG_C_REFERENCE_LOGICAL_AND ON) -set(CONFIG_C_REFERENCE_LOGICAL_NOT ON) -set(CONFIG_C_REFERENCE_LOGICAL_OR ON) -set(CONFIG_C_REFERENCE_LOGICAL_XOR ON) -set(CONFIG_C_REFERENCE_LRN ON) -set(CONFIG_C_REFERENCE_MATMUL ON) -set(CONFIG_C_REFERENCE_MAX ON) -set(CONFIG_C_REFERENCE_MAXIMUM ON) -set(CONFIG_C_REFERENCE_MAXPOOL ON) -set(CONFIG_C_REFERENCE_MAXPOOL2D_LOCAT ON) -set(CONFIG_C_REFERENCE_MAXPOOL3D ON) -set(CONFIG_C_REFERENCE_MEAN ON) -set(CONFIG_C_REFERENCE_MIN ON) -set(CONFIG_C_REFERENCE_MINIMUM ON) -set(CONFIG_C_REFERENCE_MOD ON) -set(CONFIG_C_REFERENCE_MUL ON) -set(CONFIG_C_REFERENCE_NDARRAY_SIZE ON) -set(CONFIG_C_REFERENCE_NEGATIVE ON) -set(CONFIG_C_REFERENCE_NON_MAX_SUPPRESSION ON) -set(CONFIG_C_REFERENCE_NOT_EQUAL ON) -set(CONFIG_C_REFERENCE_NOT ON) -set(CONFIG_C_REFERENCE_OR ON) -set(CONFIG_C_REFERENCE_PAD ON) -set(CONFIG_C_REFERENCE_POWER ON) -set(CONFIG_C_REFERENCE_PRELU ON) -set(CONFIG_C_REFERENCE_PROD ON) -set(CONFIG_C_REFERENCE_PROPOSAL ON) -set(CONFIG_C_REFERENCE_PSROIPOOLING ON) -set(CONFIG_C_REFERENCE_REDUCE_LOGSUMEXP ON) -set(CONFIG_C_REFERENCE_REDUCE_MAX ON) -set(CONFIG_C_REFERENCE_REDUCE_MEAN ON) -set(CONFIG_C_REFERENCE_REDUCE_MIN ON) -set(CONFIG_C_REFERENCE_REDUCE_PROD ON) -set(CONFIG_C_REFERENCE_REDUCE_SUM ON) -set(CONFIG_C_REFERENCE_RELU ON) -set(CONFIG_C_REFERENCE_RELU1 ON) -set(CONFIG_C_REFERENCE_RELU6 ON) -set(CONFIG_C_REFERENCE_RELUN ON) -set(CONFIG_C_REFERENCE_RESHAPE ON) -set(CONFIG_C_REFERENCE_RESIZE ON) -set(CONFIG_C_REFERENCE_REVERSE ON) -set(CONFIG_C_REFERENCE_ROIALIGN ON) -set(CONFIG_C_REFERENCE_ROIPOOL ON) -set(CONFIG_C_REFERENCE_ROUND ON) -set(CONFIG_C_REFERENCE_RSQRT ON) -set(CONFIG_C_REFERENCE_SCATTER ON) -set(CONFIG_C_REFERENCE_SEGMENT_MAX ON) -set(CONFIG_C_REFERENCE_SEGMENT_MEAN ON) -set(CONFIG_C_REFERENCE_SEGMENT_MIN ON) -set(CONFIG_C_REFERENCE_SEGMENT_PROD ON) -set(CONFIG_C_REFERENCE_SEGMENT_SUM ON) -set(CONFIG_C_REFERENCE_SELECT ON) -set(CONFIG_C_REFERENCE_SHAPE ON) -set(CONFIG_C_REFERENCE_SHUFFLE_CHANNEL ON) -set(CONFIG_C_REFERENCE_SIGMOID ON) -set(CONFIG_C_REFERENCE_SIGN ON) -set(CONFIG_C_REFERENCE_SIN ON) -set(CONFIG_C_REFERENCE_SINH ON) -set(CONFIG_C_REFERENCE_SLICE ON) -set(CONFIG_C_REFERENCE_SOFTMAX ON) -set(CONFIG_C_REFERENCE_SOFTPLUS ON) -set(CONFIG_C_REFERENCE_SOFTRELU ON) -set(CONFIG_C_REFERENCE_SOFTSIGN ON) -set(CONFIG_C_REFERENCE_SPACE_TO_BATCH ON) -set(CONFIG_C_REFERENCE_SPACE_TO_DEPTH ON) -set(CONFIG_C_REFERENCE_SPLIT ON) -set(CONFIG_C_REFERENCE_SQRT ON) -set(CONFIG_C_REFERENCE_SQUARE ON) -set(CONFIG_C_REFERENCE_SQUEEZE ON) -set(CONFIG_C_REFERENCE_STACK ON) -set(CONFIG_C_REFERENCE_STRIDED_SLICE ON) -set(CONFIG_C_REFERENCE_SUB ON) -set(CONFIG_C_REFERENCE_SUM ON) -set(CONFIG_C_REFERENCE_TAN ON) -set(CONFIG_C_REFERENCE_TANH ON) -set(CONFIG_C_REFERENCE_THRESHOLD_RELU ON) -set(CONFIG_C_REFERENCE_TILE ON) -set(CONFIG_C_REFERENCE_TOPK ON) -set(CONFIG_C_REFERENCE_TRANSPOSE ON) -set(CONFIG_C_REFERENCE_TRUNC ON) -set(CONFIG_C_REFERENCE_UNPOOLING ON) -set(CONFIG_C_REFERENCE_UNSTACK ON) -set(CONFIG_C_REFERENCE_XOR ON) -set(CONFIG_C_REFERENCE_YUV_RGB_SCALE ON) -set(CONFIG_C_REFERENCE_ONE_HOT ON) -set(CONFIG_C_REFERENCE_WHERE ON) -set(CONFIG_C_REFERENCE_WHERE_SOFTMAX ON) -set(CONFIG_USE_SHL_DEBUG ON) \ No newline at end of file diff --git a/cmake/i805_ref.cmake b/cmake/i805_ref.cmake deleted file mode 100644 index f0822ed5..00000000 --- a/cmake/i805_ref.cmake +++ /dev/null @@ -1,158 +0,0 @@ -set(CONFIG_C_REFERENCE_SOURCE ON) -set(CONFIG_C_REFERENCE_ABS ON) -set(CONFIG_C_REFERENCE_ACOS ON) -set(CONFIG_C_REFERENCE_ACOSH ON) -set(CONFIG_C_REFERENCE_ADD ON) -set(CONFIG_C_REFERENCE_AND ON) -set(CONFIG_C_REFERENCE_ARANGE ON) -set(CONFIG_C_REFERENCE_ARGMAX ON) -set(CONFIG_C_REFERENCE_ARGMIN ON) -set(CONFIG_C_REFERENCE_ASIN ON) -set(CONFIG_C_REFERENCE_ASINH ON) -set(CONFIG_C_REFERENCE_ATAN ON) -set(CONFIG_C_REFERENCE_ATANH ON) -set(CONFIG_C_REFERENCE_AVERAGEPOOL ON) -set(CONFIG_C_REFERENCE_AVERAGEPOOL3D ON) -set(CONFIG_C_REFERENCE_BATCH_NORMALIZATION ON) -set(CONFIG_C_REFERENCE_BATCH_TO_SPACE ON) -set(CONFIG_C_REFERENCE_BROADCAST_TO ON) -set(CONFIG_C_REFERENCE_CACHE_CONV1D ON) -set(CONFIG_C_REFERENCE_CACHE_MATMUL ON) -set(CONFIG_C_REFERENCE_CAST ON) -set(CONFIG_C_REFERENCE_CEIL ON) -set(CONFIG_C_REFERENCE_CLIP ON) -set(CONFIG_C_REFERENCE_COL2IM ON) -set(CONFIG_C_REFERENCE_CONCAT ON) -set(CONFIG_C_REFERENCE_CONVOLUTION_CHANNEL ON) -set(CONFIG_C_REFERENCE_CONVOLUTION_RELU ON) -set(CONFIG_C_REFERENCE_CONVOLUTION_RELU6 ON) -set(CONFIG_C_REFERENCE_CONVOLUTION ON) -set(CONFIG_C_REFERENCE_CONVOLUTION1D ON) -set(CONFIG_C_REFERENCE_CONVOLUTION3D ON) -set(CONFIG_C_REFERENCE_COS ON) -set(CONFIG_C_REFERENCE_COSH ON) -set(CONFIG_C_REFERENCE_CUMPROD ON) -set(CONFIG_C_REFERENCE_CUMSUM ON) -set(CONFIG_C_REFERENCE_DATA_CONVERT ON) -set(CONFIG_C_REFERENCE_DECONVOLUTION ON) -set(CONFIG_C_REFERENCE_DECONVOLUTION3D ON) -set(CONFIG_C_REFERENCE_DEPTH_TO_SPACE ON) -set(CONFIG_C_REFERENCE_DIV ON) -set(CONFIG_C_REFERENCE_ELU ON) -set(CONFIG_C_REFERENCE_EQUAL ON) -set(CONFIG_C_REFERENCE_ERF ON) -set(CONFIG_C_REFERENCE_EXP ON) -set(CONFIG_C_REFERENCE_EXPAND_DIMS ON) -set(CONFIG_C_REFERENCE_EXPM1 ON) -set(CONFIG_C_REFERENCE_FLATTEN ON) -set(CONFIG_C_REFERENCE_FLOOR_DIVIDE ON) -set(CONFIG_C_REFERENCE_FLOOR_MOD ON) -set(CONFIG_C_REFERENCE_FLOOR ON) -set(CONFIG_C_REFERENCE_FSMN ON) -set(CONFIG_C_REFERENCE_FULLYCONNECTED ON) -set(CONFIG_C_REFERENCE_GATHER_ND ON) -set(CONFIG_C_REFERENCE_GATHER ON) -set(CONFIG_C_REFERENCE_GLOBAL_AVERAGEPOOL ON) -set(CONFIG_C_REFERENCE_GLOBAL_MAXPOOL ON) -set(CONFIG_C_REFERENCE_GREATER_EQUAL ON) -set(CONFIG_C_REFERENCE_GREATER ON) -set(CONFIG_C_REFERENCE_HARD_SIGMOID ON) -set(CONFIG_C_REFERENCE_IM2COL ON) -set(CONFIG_C_REFERENCE_ISNAN ON) -set(CONFIG_C_REFERENCE_L2_NORMALIZATION ON) -set(CONFIG_C_REFERENCE_L2POOL ON) -set(CONFIG_C_REFERENCE_LAYER_NORM ON) -set(CONFIG_C_REFERENCE_LEAKY_RELU ON) -set(CONFIG_C_REFERENCE_LESS_EQUAL ON) -set(CONFIG_C_REFERENCE_LESS ON) -set(CONFIG_C_REFERENCE_LOG_SOFTMAX ON) -set(CONFIG_C_REFERENCE_LOG ON) -set(CONFIG_C_REFERENCE_LOG1P ON) -set(CONFIG_C_REFERENCE_LOGICAL_AND ON) -set(CONFIG_C_REFERENCE_LOGICAL_NOT ON) -set(CONFIG_C_REFERENCE_LOGICAL_OR ON) -set(CONFIG_C_REFERENCE_LOGICAL_XOR ON) -set(CONFIG_C_REFERENCE_LRN ON) -set(CONFIG_C_REFERENCE_MATMUL ON) -set(CONFIG_C_REFERENCE_MAX ON) -set(CONFIG_C_REFERENCE_MAXIMUM ON) -set(CONFIG_C_REFERENCE_MAXPOOL ON) -set(CONFIG_C_REFERENCE_MAXPOOL2D_LOCAT ON) -set(CONFIG_C_REFERENCE_MAXPOOL3D ON) -set(CONFIG_C_REFERENCE_MEAN ON) -set(CONFIG_C_REFERENCE_MIN ON) -set(CONFIG_C_REFERENCE_MINIMUM ON) -set(CONFIG_C_REFERENCE_MOD ON) -set(CONFIG_C_REFERENCE_MUL ON) -set(CONFIG_C_REFERENCE_NDARRAY_SIZE ON) -set(CONFIG_C_REFERENCE_NEGATIVE ON) -set(CONFIG_C_REFERENCE_NON_MAX_SUPPRESSION ON) -set(CONFIG_C_REFERENCE_NOT_EQUAL ON) -set(CONFIG_C_REFERENCE_NOT ON) -set(CONFIG_C_REFERENCE_OR ON) -set(CONFIG_C_REFERENCE_PAD ON) -set(CONFIG_C_REFERENCE_POWER ON) -set(CONFIG_C_REFERENCE_PRELU ON) -set(CONFIG_C_REFERENCE_PROD ON) -set(CONFIG_C_REFERENCE_PROPOSAL ON) -set(CONFIG_C_REFERENCE_PSROIPOOLING ON) -set(CONFIG_C_REFERENCE_REDUCE_LOGSUMEXP ON) -set(CONFIG_C_REFERENCE_REDUCE_MAX ON) -set(CONFIG_C_REFERENCE_REDUCE_MEAN ON) -set(CONFIG_C_REFERENCE_REDUCE_MIN ON) -set(CONFIG_C_REFERENCE_REDUCE_PROD ON) -set(CONFIG_C_REFERENCE_REDUCE_SUM ON) -set(CONFIG_C_REFERENCE_RELU ON) -set(CONFIG_C_REFERENCE_RELU1 ON) -set(CONFIG_C_REFERENCE_RELU6 ON) -set(CONFIG_C_REFERENCE_RELUN ON) -set(CONFIG_C_REFERENCE_RESHAPE ON) -set(CONFIG_C_REFERENCE_RESIZE ON) -set(CONFIG_C_REFERENCE_REVERSE ON) -set(CONFIG_C_REFERENCE_ROIALIGN ON) -set(CONFIG_C_REFERENCE_ROIPOOL ON) -set(CONFIG_C_REFERENCE_ROUND ON) -set(CONFIG_C_REFERENCE_RSQRT ON) -set(CONFIG_C_REFERENCE_SCATTER ON) -set(CONFIG_C_REFERENCE_SEGMENT_MAX ON) -set(CONFIG_C_REFERENCE_SEGMENT_MEAN ON) -set(CONFIG_C_REFERENCE_SEGMENT_MIN ON) -set(CONFIG_C_REFERENCE_SEGMENT_PROD ON) -set(CONFIG_C_REFERENCE_SEGMENT_SUM ON) -set(CONFIG_C_REFERENCE_SELECT ON) -set(CONFIG_C_REFERENCE_SHAPE ON) -set(CONFIG_C_REFERENCE_SHUFFLE_CHANNEL ON) -set(CONFIG_C_REFERENCE_SIGMOID ON) -set(CONFIG_C_REFERENCE_SIGN ON) -set(CONFIG_C_REFERENCE_SIN ON) -set(CONFIG_C_REFERENCE_SINH ON) -set(CONFIG_C_REFERENCE_SLICE ON) -set(CONFIG_C_REFERENCE_SOFTMAX ON) -set(CONFIG_C_REFERENCE_SOFTPLUS ON) -set(CONFIG_C_REFERENCE_SOFTRELU ON) -set(CONFIG_C_REFERENCE_SOFTSIGN ON) -set(CONFIG_C_REFERENCE_SPACE_TO_BATCH ON) -set(CONFIG_C_REFERENCE_SPACE_TO_DEPTH ON) -set(CONFIG_C_REFERENCE_SPLIT ON) -set(CONFIG_C_REFERENCE_SQRT ON) -set(CONFIG_C_REFERENCE_SQUARE ON) -set(CONFIG_C_REFERENCE_SQUEEZE ON) -set(CONFIG_C_REFERENCE_STACK ON) -set(CONFIG_C_REFERENCE_STRIDED_SLICE ON) -set(CONFIG_C_REFERENCE_SUB ON) -set(CONFIG_C_REFERENCE_SUM ON) -set(CONFIG_C_REFERENCE_TAN ON) -set(CONFIG_C_REFERENCE_TANH ON) -set(CONFIG_C_REFERENCE_THRESHOLD_RELU ON) -set(CONFIG_C_REFERENCE_TILE ON) -set(CONFIG_C_REFERENCE_TOPK ON) -set(CONFIG_C_REFERENCE_TRANSPOSE ON) -set(CONFIG_C_REFERENCE_TRUNC ON) -set(CONFIG_C_REFERENCE_UNPOOLING ON) -set(CONFIG_C_REFERENCE_UNSTACK ON) -set(CONFIG_C_REFERENCE_XOR ON) -set(CONFIG_C_REFERENCE_YUV_RGB_SCALE ON) -set(CONFIG_C_REFERENCE_ONE_HOT ON) -set(CONFIG_C_REFERENCE_WHERE ON) -set(CONFIG_C_REFERENCE_WHERE_SOFTMAX ON) -set(CONFIG_USE_SHL_DEBUG ON) \ No newline at end of file diff --git a/cmake/rules.cmake b/cmake/rules.cmake index 023f9d28..69196a86 100644 --- a/cmake/rules.cmake +++ b/cmake/rules.cmake @@ -1,34 +1,27 @@ if (NOT CONFIG_USE_COMPILER_PATH) # riscv linux compiler -if (CONFIG_BUILD_RISCV_RVV OR CONFIG_BUILD_RISCV_C906_STATIC OR - CONFIG_BUILD_RISCV_C906_SHARE OR CONFIG_BUILD_RISCV_RVM OR - CONFIG_BUILD_RISCV_C908 OR CONFIG_BUILD_RISCV_C920) +if (CONFIG_BUILD_RISCV_RVV OR CONFIG_BUILD_RISCV_C906 OR + CONFIG_BUILD_RISCV_RVM OR CONFIG_BUILD_RISCV_C908 OR + CONFIG_BUILD_RISCV_C920 OR CONFIG_BUILD_RISCV_PNNA OR + CONFIG_BUILD_TH1520) set(CMAKE_C_COMPILER riscv64-unknown-linux-gnu-gcc) set(CMAKE_CXX_COMPILER riscv64-unknown-linux-gnu-g++) set(CMAKE_ASM_COMPILER riscv64-unknown-linux-gnu-gcc) endif() # riscv elf compiler -if (CONFIG_BUILD_RISCV_ELF_C906 OR CONFIG_BUILD_RISCV_ELF_E907 OR - CONFIG_BUILD_RISCV_ELF_ASP) +if (CONFIG_BUILD_RISCV_ELF_C906 OR CONFIG_BUILD_RISCV_ELF_E907) set(CMAKE_ASM_COMPILER riscv64-unknown-elf-gcc) set(CMAKE_C_COMPILER riscv64-unknown-elf-gcc) endif() # csky linux compiler -if (CONFIG_BUILD_CSKY_OPENVX OR CONFIG_BUILD_CSKY_C860) +if (CONFIG_BUILD_CSKY_OPENVX) set(CMAKE_C_COMPILER csky-abiv2-linux-gcc) set(CMAKE_ASM_COMPILER csky-abiv2-linux-gcc) endif() -# csky elf compiler -if (CONFIG_BUILD_CSKY_ELF_I805_REF OR CONFIG_BUILD_CSKY_ELF_I805 OR - CONFIG_BUILD_CSKY_ELF_E804) - set(CMAKE_C_COMPILER csky-abiv2-elf-gcc) - set(CMAKE_ASM_COMPILER csky-abiv2-elf-gcc) -endif() - endif() # SHL debug module @@ -51,27 +44,18 @@ include(source/reference/CMakeLists.txt) include(source/graph_ref/CMakeLists.txt) include(source/thead_rvv/CMakeLists.txt) file(GLOB_RECURSE THEAD_MATRIX_SRCS source/thead_matrix/*.c source/thead_matrix/*.S) -file(GLOB_RECURSE C860_SRCS source/c860_opt/*.S) -file(GLOB_RECURSE I805_REF_SRCS source/i805_ref/*.c) -file(GLOB_RECURSE I805_SRCS source/i805_opt/*.c source/i805_opt/*.S) -file(GLOB_RECURSE E804_SRCS source/e804_opt/*.c source/e804_opt/*.S) -file(GLOB_RECURSE C920_SRCS source/c920_opt/*.c) +file(GLOB_RECURSE C920_SRCS source/c920_opt/*.c source/c920_opt/*.S) include(source/c906_opt/CMakeLists.txt) include(source/c908_opt/CMakeLists.txt) include(source/e907_opt/CMakeLists.txt) include_directories(include) -option(CONFIG_SHL_LAYER_BENCHMARK "Layer information and performance" OFF) if(CONFIG_SHL_LAYER_BENCHMARK) add_definitions(-DSHL_LAYER_BENCHMARK) message(STATUS "Print the execution time of each layer - ON") endif() -if(CONFIG_GRAPH_REFERENCE_SUBGRAPH) - add_definitions(-DGRAPH_REFERENCE_SUBGRAPH) -endif() - if(CONFIG_GRAPH_REFERENCE_TVMGEN) add_definitions(-DGRAPH_REFERENCE_TVMGEN) endif() diff --git a/cmake/rvm.cmake b/cmake/rvm.cmake index 46ae4571..6adf0a4d 100644 --- a/cmake/rvm.cmake +++ b/cmake/rvm.cmake @@ -155,6 +155,7 @@ set(CONFIG_C_REFERENCE_YUV_RGB_SCALE ON) set(CONFIG_C_REFERENCE_ONE_HOT ON) set(CONFIG_C_REFERENCE_WHERE ON) set(CONFIG_C_REFERENCE_WHERE_SOFTMAX ON) +set(CONFIG_C_REFERENCE_INSTANCE_NORM ON) set(CONFIG_GRAPH_REFERENCE_SOURCE ON) set(CONFIG_GRAPH_REFERENCE_ABS ON) set(CONFIG_GRAPH_REFERENCE_ACOS ON) @@ -317,6 +318,7 @@ set(CONFIG_GRAPH_REFERENCE_WHERE_SOFTMAX ON) set(CONFIG_GRAPH_REFERENCE_XOR ON) set(CONFIG_GRAPH_REFERENCE_YUV_RGB_SCALE ON) set(CONFIG_GRAPH_REFERENCE_ONE_HOT ON) +set(CONFIG_GRAPH_REFERENCE_INSTANCE_NORM ON) set(CONFIG_THEAD_RVV_SOURCE ON) set(CONFIG_THEAD_RVV_ADD_FP32 ON) set(CONFIG_THEAD_RVV_ADD_FP16 ON) @@ -360,6 +362,8 @@ set(CONFIG_THEAD_RVV_LAYER_NORM_INT8 ON) set(CONFIG_THEAD_RVV_LEAKY_RELU_FP32 ON) set(CONFIG_THEAD_RVV_LEAKY_RELU_FP16 ON) set(CONFIG_THEAD_RVV_LEAKY_RELU_INT8 ON) +set(CONFIG_THEAD_RVV_MATMUL_FP32 ON) +set(CONFIG_THEAD_RVV_MATMUL_FP16 ON) set(CONFIG_THEAD_RVV_MATMUL_INT8 ON) set(CONFIG_THEAD_RVV_MAXPOOL_FP32 ON) set(CONFIG_THEAD_RVV_MAXPOOL_FP16 ON) @@ -382,11 +386,15 @@ set(CONFIG_THEAD_RVV_RELU6_INT8 ON) set(CONFIG_THEAD_RVV_RESHAPE_FP32 ON) set(CONFIG_THEAD_RVV_RESHAPE_FP16 ON) set(CONFIG_THEAD_RVV_RESHAPE_INT8 ON) +set(CONFIG_THEAD_RVV_SIGMOID_FP32 ON) set(CONFIG_THEAD_RVV_SIGMOID_FP16 ON) set(CONFIG_THEAD_RVV_SOFTMAX_FP32 ON) set(CONFIG_THEAD_RVV_SOFTMAX_FP16 ON) -set(CONFIG_THEAD_RVV_SUM_INT8 ON) +set(CONFIG_THEAD_RVV_REDUCE_SUM_INT8 ON) +set(CONFIG_THEAD_RVV_TRANSPOSE_FP32 ON) set(CONFIG_THEAD_RVV_TRANSPOSE_FP16 ON) set(CONFIG_THEAD_RVV_TRANSPOSE_INT8 ON) +set(CONFIG_THEAD_RVV_GATHER_FP16 ON) set(CONFIG_THEAD_RVV_GATHER_INT8 ON) +set(CONFIG_THEAD_RVV_STRIDED_SLICE_FP16 ON) set(CONFIG_USE_SHL_DEBUG ON) \ No newline at end of file diff --git a/cmake/rvv.cmake b/cmake/rvv.cmake index 46ae4571..6adf0a4d 100644 --- a/cmake/rvv.cmake +++ b/cmake/rvv.cmake @@ -155,6 +155,7 @@ set(CONFIG_C_REFERENCE_YUV_RGB_SCALE ON) set(CONFIG_C_REFERENCE_ONE_HOT ON) set(CONFIG_C_REFERENCE_WHERE ON) set(CONFIG_C_REFERENCE_WHERE_SOFTMAX ON) +set(CONFIG_C_REFERENCE_INSTANCE_NORM ON) set(CONFIG_GRAPH_REFERENCE_SOURCE ON) set(CONFIG_GRAPH_REFERENCE_ABS ON) set(CONFIG_GRAPH_REFERENCE_ACOS ON) @@ -317,6 +318,7 @@ set(CONFIG_GRAPH_REFERENCE_WHERE_SOFTMAX ON) set(CONFIG_GRAPH_REFERENCE_XOR ON) set(CONFIG_GRAPH_REFERENCE_YUV_RGB_SCALE ON) set(CONFIG_GRAPH_REFERENCE_ONE_HOT ON) +set(CONFIG_GRAPH_REFERENCE_INSTANCE_NORM ON) set(CONFIG_THEAD_RVV_SOURCE ON) set(CONFIG_THEAD_RVV_ADD_FP32 ON) set(CONFIG_THEAD_RVV_ADD_FP16 ON) @@ -360,6 +362,8 @@ set(CONFIG_THEAD_RVV_LAYER_NORM_INT8 ON) set(CONFIG_THEAD_RVV_LEAKY_RELU_FP32 ON) set(CONFIG_THEAD_RVV_LEAKY_RELU_FP16 ON) set(CONFIG_THEAD_RVV_LEAKY_RELU_INT8 ON) +set(CONFIG_THEAD_RVV_MATMUL_FP32 ON) +set(CONFIG_THEAD_RVV_MATMUL_FP16 ON) set(CONFIG_THEAD_RVV_MATMUL_INT8 ON) set(CONFIG_THEAD_RVV_MAXPOOL_FP32 ON) set(CONFIG_THEAD_RVV_MAXPOOL_FP16 ON) @@ -382,11 +386,15 @@ set(CONFIG_THEAD_RVV_RELU6_INT8 ON) set(CONFIG_THEAD_RVV_RESHAPE_FP32 ON) set(CONFIG_THEAD_RVV_RESHAPE_FP16 ON) set(CONFIG_THEAD_RVV_RESHAPE_INT8 ON) +set(CONFIG_THEAD_RVV_SIGMOID_FP32 ON) set(CONFIG_THEAD_RVV_SIGMOID_FP16 ON) set(CONFIG_THEAD_RVV_SOFTMAX_FP32 ON) set(CONFIG_THEAD_RVV_SOFTMAX_FP16 ON) -set(CONFIG_THEAD_RVV_SUM_INT8 ON) +set(CONFIG_THEAD_RVV_REDUCE_SUM_INT8 ON) +set(CONFIG_THEAD_RVV_TRANSPOSE_FP32 ON) set(CONFIG_THEAD_RVV_TRANSPOSE_FP16 ON) set(CONFIG_THEAD_RVV_TRANSPOSE_INT8 ON) +set(CONFIG_THEAD_RVV_GATHER_FP16 ON) set(CONFIG_THEAD_RVV_GATHER_INT8 ON) +set(CONFIG_THEAD_RVV_STRIDED_SLICE_FP16 ON) set(CONFIG_USE_SHL_DEBUG ON) \ No newline at end of file diff --git a/cmake/target_build.cmake b/cmake/target_build.cmake new file mode 100644 index 00000000..91fbc4d7 --- /dev/null +++ b/cmake/target_build.cmake @@ -0,0 +1,15 @@ +if(CONFIG_SHL_BUILD_STATIC) + add_library(${SHL_LIB_TARGET} STATIC ${SHL_BUILD_SRC_LST}) +else() + add_library(${SHL_LIB_TARGET} SHARED ${SHL_BUILD_SRC_LST}) +endif() +SET_TARGET_PROPERTIES(${SHL_LIB_TARGET} PROPERTIES OUTPUT_NAME ${SHL_LIB_NAME}) +SET_TARGET_PROPERTIES(${SHL_LIB_TARGET} PROPERTIES VERSION ${SHL_VERSION}) +SET_TARGET_PROPERTIES(${SHL_LIB_TARGET} PROPERTIES SOVERSION ${SHL_MAJOR_VERSION}) +target_compile_options(${SHL_LIB_TARGET} PRIVATE ${SHL_BUILD_C_FLAGS}) +install(TARGETS ${SHL_LIB_TARGET} DESTINATION lib) +if(CONFIG_SHL_BUILD_STATIC) + install(CODE "execute_process(COMMAND ${CMAKE_COMMAND} -E create_symlink lib${SHL_LIB_NAME}.a ${a_symlink_target})") +else() + install(CODE "execute_process(COMMAND ${CMAKE_COMMAND} -E create_symlink lib${SHL_LIB_NAME}.so ${so_symlink_target})") +endif() diff --git a/cmake/x86_ref.cmake b/cmake/x86_ref.cmake index c7195e40..40dce48c 100644 --- a/cmake/x86_ref.cmake +++ b/cmake/x86_ref.cmake @@ -155,6 +155,7 @@ set(CONFIG_C_REFERENCE_YUV_RGB_SCALE ON) set(CONFIG_C_REFERENCE_ONE_HOT ON) set(CONFIG_C_REFERENCE_WHERE ON) set(CONFIG_C_REFERENCE_WHERE_SOFTMAX ON) +set(CONFIG_C_REFERENCE_INSTANCE_NORM ON) set(CONFIG_GRAPH_REFERENCE_SOURCE ON) set(CONFIG_GRAPH_REFERENCE_ABS ON) set(CONFIG_GRAPH_REFERENCE_ACOS ON) @@ -317,5 +318,6 @@ set(CONFIG_GRAPH_REFERENCE_WHERE_SOFTMAX ON) set(CONFIG_GRAPH_REFERENCE_XOR ON) set(CONFIG_GRAPH_REFERENCE_YUV_RGB_SCALE ON) set(CONFIG_GRAPH_REFERENCE_ONE_HOT ON) +set(CONFIG_GRAPH_REFERENCE_INSTANCE_NORM ON) set(CONFIG_USE_SHL_DEBUG ON) set(CONFIG_SHL_LAYER_BENCHMARK ON) \ No newline at end of file diff --git a/example/c906_conv2d_f32.c b/example/c906_conv2d_f32.c index d79dc30b..8c35e6e3 100644 --- a/example/c906_conv2d_f32.c +++ b/example/c906_conv2d_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include int main(int argc, char **argv) diff --git a/example/c906_mobilenetv1_f16.c b/example/c906_mobilenetv1_f16.c index 1894eea5..91ea4a34 100644 --- a/example/c906_mobilenetv1_f16.c +++ b/example/c906_mobilenetv1_f16.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include void *csinn_(char *params_base) diff --git a/include/csi_nn.h b/include/csi_nn.h index 4b7d8adf..7fa86cc7 100644 --- a/include/csi_nn.h +++ b/include/csi_nn.h @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - /** * @file csi_nn.h */ @@ -2880,7 +2878,8 @@ int csinn_where(struct csinn_tensor *condition, struct csinn_tensor *x, struct c * equal to 0. */ int csinn_where_softmax_init(struct csinn_tensor *condition, struct csinn_tensor *y, - struct csinn_tensor *output, struct csinn_where_softmax_params *params); + struct csinn_tensor *output, + struct csinn_where_softmax_params *params); /** * @brief Select each element from two input tensors according to the condition tensor. @@ -4608,6 +4607,31 @@ int csinn_conv1d(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv1d_params *params); +/** + * @brief Data convert initialization function + * + * @param[in] input Pointer to the input tensor + * @param[out] output Pointer to the output tensor + * @param[in] params Data Cast parameter descriptor + * @return On success, the return value is 1. + * If an error occurred while executing the function, the return value is less than or + * equal to 0. + */ +int csinn_cast_init(struct csinn_tensor *input, struct csinn_tensor *output, + struct csinn_cast_params *params); + +/** + * @brief Data convert function + * + * @param[in] input Pointer to the input tensor + * @param[out] output Pointer to the output tensor + * @param[in] params Data convert parameter descriptor + * @return On success, the return value is 1. + * If an error occurred while executing the function, the return value is less than or + * equal to 0. + */ +int csinn_cast(struct csinn_tensor *input, struct csinn_tensor *output, + struct csinn_cast_params *params); /** * @brief Data convert initialization function * diff --git a/include/csinn_data_structure.h b/include/csinn_data_structure.h index 418c571f..24982ab9 100644 --- a/include/csinn_data_structure.h +++ b/include/csinn_data_structure.h @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - /** * @file csinn_data_structure.h */ @@ -77,6 +75,7 @@ enum csinn_quant_enum { CSINN_QUANT_FLOAT32, /**< 32-bit floating-point not quantized */ CSINN_QUANT_INT4_ASYM_W_SYM, /**< Signed 4-bit Asymmetric activation and Symmetric weight */ CSINN_QUANT_INT8_ASYM_W_SYM, /**< Signed 8-bit Asymmetric activation and Symmetric weight */ + CSINN_QUANT_FLOAT16_W_INT8, /**< 16-bit floating-point and 8-bit symmetric weight */ CSINN_QUANT_SIZE, }; @@ -108,9 +107,10 @@ enum csinn_api_enum { /** CSI-NN run mode */ enum csinn_rmode_enum { - CSINN_RM_LAYER = 0, /**< Run by layer */ - CSINN_RM_CPU_GRAPH, /**< CPU Graph Execution*/ - CSINN_RM_NPU_GRAPH, /**< NPU Graph Execution */ + CSINN_RM_LAYER = 0, /**< Run by layer */ + CSINN_RM_CPU_GRAPH, /**< CPU Graph Execution*/ + CSINN_RM_NPU_GRAPH, /**< NPU Graph Execution */ + CSINN_RM_CPU_BASE_HYBRID, /**< CPU base graph and has subgraph */ CSINN_RUN_MODE_SIZE, }; @@ -179,6 +179,7 @@ enum csinn_op_enum { CSINN_OP_CUMSUM, CSINN_OP_DECONV2D, CSINN_OP_DEPTHWISE_DECONV2D, + CSINN_OP_GROUP_DECONV2D, CSINN_OP_DECONV3D, CSINN_OP_DEPTH_TO_SPACE, CSINN_OP_DIV, @@ -309,6 +310,7 @@ enum csinn_op_enum { CSINN_OP_WHERE_SOFTMAX, CSINN_OP_XOR, CSINN_OP_YUV_RGB_SCALE, + CSINN_OP_INSTANCE_NORM, CSINN_OP_SIZE, @@ -407,10 +409,16 @@ enum csinn_layout_enum { CSINN_LAYOUT_1HW16O16, /**< 16 bytes in parallel for ASP platform */ CSINN_LAYOUT_1HW32O32, /**< 32 bytes in parallel for ASP platform */ - // NCXHWX + // NC1HWC0 // ACTIVITION - // rvv: c0=4/8/8 for fp32/fp16/int8 when vlen=128 - CSINN_LAYOUT_NC1HWC0, /**< RVV optimization format */ + // RVV optimization format: c0=4/8/8 for fp32/fp16/int8 when vlen=128 + CSINN_LAYOUT_NC1C0, /**< NC1HWC0 input and output, 2 dimension */ + CSINN_LAYOUT_NC1WC0, /**< NC1HWC0 input and output, 3 dimension */ + CSINN_LAYOUT_NC1HWC0, /**< NC1HWC0 input and output, 4 dimension */ + CSINN_LAYOUT_NC1DHWC0, /**< NC1HWC0 input and output, 5 dimension */ + + // for 6D shape + CSINN_LAYOUT_NLCDHW, /**< NCHW input and output, 6 dimensions */ }; /** CSI-NN return type */ @@ -1163,6 +1171,12 @@ struct csinn_conv1d_params { int32_t pad_right; /**< The number of right padding */ }; +/** CSI-NN instance normalization params */ +struct csinn_instance_norm_params { + struct csinn_params_base base; /**< The basic information of the operator */ + float epsilon; +}; + /** * @} */ diff --git a/include/csinn_runtime.h b/include/csinn_runtime.h index 44c61ad2..bcb6491d 100644 --- a/include/csinn_runtime.h +++ b/include/csinn_runtime.h @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - /** * @file csinn_runtime.h */ diff --git a/include/shl_c860.h b/include/shl_c860.h deleted file mode 100644 index 853550d6..00000000 --- a/include/shl_c860.h +++ /dev/null @@ -1,30 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#ifndef INCLUDE_CSI_C860_H_ -#define INCLUDE_CSI_C860_H_ - -#include "csi_nn.h" -#include "shl_ref.h" - -void shl_c860_dequantize_f32(uint8_t *input, float *output, int32_t offset, int32_t multiplier, - int32_t shift, int32_t length); - -#endif // INCLUDE_CSI_C860_H_ diff --git a/include/shl_c906.h b/include/shl_c906.h index 8943e02f..6f6adf6c 100644 --- a/include/shl_c906.h +++ b/include/shl_c906.h @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #ifndef INCLUDE_SHL_C906_H_ #define INCLUDE_SHL_C906_H_ @@ -125,6 +123,8 @@ int shl_c906_div_init_fp16(struct csinn_tensor *input0, struct csinn_tensor *inp int shl_c906_div_init_fp32(struct csinn_tensor *input0, struct csinn_tensor *input1, struct csinn_tensor *output, struct csinn_diso_params *params); +int shl_c906_matmul_init_fp32(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, struct csinn_matmul_params *params); int shl_c906_matmul_init_fp16(struct csinn_tensor *mat0, struct csinn_tensor *mat1, struct csinn_tensor *output, struct csinn_matmul_params *params); @@ -430,6 +430,10 @@ int shl_c906_dwconv3x3s2_pack8_fp16(struct csinn_tensor *input, struct csinn_ten struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params); +/* matmul */ +int shl_c906_matmul_fp32(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, struct csinn_matmul_params *params); + /* utils */ void shl_c906_memcpy(void *dst, const void *src, size_t n); @@ -454,9 +458,6 @@ int shl_c906_cache_matmul_fp16(struct csinn_tensor *input, struct csinn_tensor * struct csinn_tensor *weight, struct csinn_tensor *bias, struct csinn_cache_matmul_params *params); -int shl_c906_matmul_init(struct csinn_tensor *mat0, struct csinn_tensor *mat1, - struct csinn_tensor *output, struct csinn_matmul_params *params); - int shl_c906_matmul_fp16(struct csinn_tensor *mat0, struct csinn_tensor *mat1, struct csinn_tensor *output, struct csinn_matmul_params *params); @@ -514,16 +515,28 @@ uint64_t shl_c906_get_l1_dcache_wmiss(); struct shl_c906_hpm shl_c906_get_hw_perf(); -int shl_c906_sum_stride_fp16(struct csinn_tensor *input, struct csinn_tensor *output, +int shl_c906_reduce_sum_fp16(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_reduce_params *params); void shl_c906_u8_to_f32(const uint8_t *input, float *output, int32_t offset, float *scale, uint32_t length); void shl_c906_i8_to_f32(const int8_t *input, float *output, int32_t offset, float *scale, uint32_t length); +void shl_c906_f32_to_u8(const float *input, uint8_t *output, int32_t offset, float *scale, + uint32_t length); +void shl_c906_f32_to_i8(const float *input, int8_t *output, int32_t offset, float *scale, + uint32_t length); struct csinn_callback *shl_cb_map_c906(int op, int dtype); int shl_c906_reg_op(enum csinn_dtype_enum dtype, enum csinn_op_enum op_name, void *init, void *exec); int shl_c906_reg_op_est(enum csinn_dtype_enum dtype, enum csinn_op_enum op_name, void *est); + +struct shl_c906_option { + struct shl_rvv_option base; +}; + +int shl_c906_set_packn_layout(struct csinn_session *sess, bool packn_layout); +struct shl_c906_option *shl_c906_get_graph_option(struct csinn_session *sess); + #endif // INCLUDE_SHL_C906_H_ diff --git a/include/shl_c908.h b/include/shl_c908.h index 113f4413..834e1a33 100644 --- a/include/shl_c908.h +++ b/include/shl_c908.h @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #ifndef INCLUDE_SHL_C908_H_ #define INCLUDE_SHL_C908_H_ @@ -331,6 +329,11 @@ void shl_c908_gemm_8x16_int8_v256_dot(int8_t *dst, const int8_t *sa, const int8_ int32_t *bias, int m, int k, int n, int ldc, int32_t out_zp, int32_t *mult, int32_t *shift); +void shl_c908_f32_to_u8(const float *input, uint8_t *output, int32_t offset, float *scale, + uint32_t length); +void shl_c908_f32_to_i8(const float *input, int8_t *output, int32_t offset, float *scale, + uint32_t length); + #ifdef SHL_UNUSED_REGISTER_BLK void shl_c908_reorder_input_z8_fp32(float *src, float *dst, int k, int n, int ldc); void shl_c908_gemm_8x8_fp32(float *dst, const float *sa, const float *sb, float *bias, int m, int k, @@ -357,4 +360,11 @@ int shl_c908_depthwise_conv2d_init_int4(struct csinn_tensor *input, struct csinn struct csinn_conv2d_params *params); #endif +struct shl_c908_option { + struct shl_rvv_option base; +}; + +int shl_c908_set_packn_layout(struct csinn_session *sess, bool packn_layout); +struct shl_c908_option *shl_c908_get_graph_option(struct csinn_session *sess); + #endif // INCLUDE_SHL_C908_H_ diff --git a/include/shl_c920.h b/include/shl_c920.h index 1ed8171d..54130ad6 100644 --- a/include/shl_c920.h +++ b/include/shl_c920.h @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #ifndef INCLUDE_SHL_C920_H_ #define INCLUDE_SHL_C920_H_ @@ -26,6 +24,10 @@ #include "shl_ref.h" #include "shl_thead_rvv.h" +#ifdef __cplusplus +extern "C" { +#endif + /*********************************** initialization ***********************************/ int shl_c920_conv2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *kernel, struct csinn_tensor *bias, @@ -34,6 +36,12 @@ int shl_c920_conv2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor *o struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params); +int shl_c920_matmul_init_fp32(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, struct csinn_matmul_params *params); +int shl_c920_matmul_init_fp16(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, struct csinn_matmul_params *params); + +/************************************* convolution ************************************/ int shl_c920_conv_im2col_gemm_packn_fp32(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params); @@ -61,9 +69,59 @@ int shl_c920_wg_b6f3s1_packn_fp16(struct csinn_tensor *input, struct csinn_tenso struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params); +/************************************* gemm ncxhwx ************************************/ void shl_c920_ncxhwx_gemm_8xpack2n_fp32(float *dst, const float *sa, const float *sb, float *bias, int m, int k, int n, int ldc); void shl_c920_ncxhwx_gemm_8xpack2n_fp16(__fp16 *dst, const __fp16 *sa, const __fp16 *sb, __fp16 *bias, int m, int k, int n, int ldc); +/************************************* gemm block *************************************/ +void shl_c920_reorder_kernel_block_8xk_fp32(float *src, float *dst, int m, int k, const int M_BLK, + const int K_BLK); +void shl_c920_gemm_block_8xpack2n_fp32(float *dst, const float *sa, const float *sb, float *bias, + int m, int k, int n, const int M_BLK, const int K_BLK, + const int N_BLK); + +void shl_c920_reorder_kernel_block_8xk_fp16(__fp16 *src, __fp16 *dst, int m, int k, const int M_BLK, + const int K_BLK); +void shl_c920_gemm_block_8xpack2n_fp16(__fp16 *dst, const __fp16 *sa, const __fp16 *sb, + __fp16 *bias, int m, int k, int n, const int M_BLK, + const int K_BLK, const int N_BLK); + +/*************************************** matmul ***************************************/ +int shl_c920_matmul_fp32(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, struct csinn_matmul_params *params); +int shl_c920_matmul_fp16(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, struct csinn_matmul_params *params); +int shl_c920_matmul_fp16_w_int8(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, struct csinn_matmul_params *params); + +void shl_c920_u8_to_f32(const uint8_t *input, float *output, int32_t offset, float *scale, + uint32_t length); +void shl_c920_i8_to_f32(const int8_t *input, float *output, int32_t offset, float *scale, + uint32_t length); +void shl_c920_f32_to_u8(const float *input, uint8_t *output, int32_t offset, float *scale, + uint32_t length); +void shl_c920_f32_to_i8(const float *input, int8_t *output, int32_t offset, float *scale, + uint32_t length); + +void *shl_c920_f32_to_input_dtype(uint32_t index, float *data, struct csinn_session *sess); +float *shl_c920_output_to_f32_dtype(uint32_t index, void *data, struct csinn_session *sess); +struct shl_c920_option { + struct shl_rvv_option base; +}; + +int shl_c920_set_packn_layout(struct csinn_session *sess, bool packn_layout); +struct shl_c920_option *shl_c920_get_graph_option(struct csinn_session *sess); +bool shl_c920_get_binary_model_op_init(struct csinn_session *sess); +void shl_c920_set_binary_model_op_init(struct csinn_session *sess, bool value); + +int shl_c920_detect_yolov5_postprocess(struct csinn_tensor **input_tensors, + struct shl_yolov5_box *out, + struct shl_yolov5_params *params); + +#ifdef __cplusplus +} +#endif + #endif // INCLUDE_SHL_C920_H_ diff --git a/include/shl_debug.h b/include/shl_debug.h index aff33ab6..ecf4206c 100644 --- a/include/shl_debug.h +++ b/include/shl_debug.h @@ -15,8 +15,6 @@ * See the License for the specific language governing permissions and * limitations under the License. */ - -/* SHL version 2.1.x */ #ifndef INCLUDE_SHL_DEBUG_H_ #define INCLUDE_SHL_DEBUG_H_ #include "csi_nn.h" diff --git a/include/shl_e804.h b/include/shl_e804.h deleted file mode 100644 index 45f2abdc..00000000 --- a/include/shl_e804.h +++ /dev/null @@ -1,82 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#ifndef INCLUDE_SHL_E804_H_ -#define INCLUDE_SHL_E804_H_ - -#include -#include -#include -#include - -#include "csi_nn.h" -#include "shl_ref.h" - -int shl_e804_conv2d_init_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params); - -int shl_e804_conv2d_init_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params); - -int shl_e804_depthwise_conv2d_init_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params); - -int shl_e804_avgpool2d_init_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_pool_params *params); - -int shl_e804_maxpool2d_init_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_pool_params *params); - -int shl_e804_fullyconnected_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *weights, struct csinn_tensor *bias, - struct csinn_fc_params *params); - -int shl_e804_fullyconnected_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *weights, struct csinn_tensor *bias, - struct csinn_fc_params *params); - -int shl_e804_softmax_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_softmax_params *params); - -int shl_e804_softmax_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_softmax_params *params); - -int shl_e804_relu_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_relu_params *params); - -int shl_e804_relu_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_relu_params *params); - -int shl_e804_sigmoid_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_sigmoid_params *params); - -int shl_e804_sigmoid_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_sigmoid_params *params); - -int shl_e804_tanh_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_siso_params *params); - -int shl_e804_tanh_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_siso_params *params); - -#endif // INCLUDE_SHL_E804_H_ diff --git a/include/shl_e907.h b/include/shl_e907.h index cc7b5f69..e13c44c5 100644 --- a/include/shl_e907.h +++ b/include/shl_e907.h @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #ifndef INCLUDE_SHL_E907_H_ #define INCLUDE_SHL_E907_H_ diff --git a/include/shl_gref.h b/include/shl_gref.h index 0118e441..6f06d684 100644 --- a/include/shl_gref.h +++ b/include/shl_gref.h @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #ifndef INCLUDE_SHL_GREF_H_ #define INCLUDE_SHL_GREF_H_ #include "csi_nn.h" @@ -174,6 +172,11 @@ int shl_gref_deconv3d_infer_shape(struct csinn_tensor *input, struct csinn_tenso int shl_gref_depthwise_deconv2d(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params); + +int shl_gref_group_deconv2d(struct csinn_tensor *input, struct csinn_tensor *output, + struct csinn_tensor *kernel, struct csinn_tensor *bias, + struct csinn_conv2d_params *params); + int shl_gref_depthwise_deconv2d_infer_shape(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params); @@ -181,6 +184,7 @@ int shl_gref_depthwise_deconv2d_infer_shape(struct csinn_tensor *input, struct c int shl_gref_depthwise_conv2d_relu(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params); + int shl_gref_depthwise_conv2d_relu_infer_shape(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *kernel, @@ -958,6 +962,14 @@ int shl_gref_cast(struct csinn_tensor *input, struct csinn_tensor *output, int shl_gref_cast_infer_shape(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_cast_params *params); +int shl_gref_instance_norm(struct csinn_tensor *input, struct csinn_tensor *scales, + struct csinn_tensor *bias, struct csinn_tensor *output, + struct csinn_instance_norm_params *params); + +int shl_gref_instance_norm_infer_shape(struct csinn_tensor *input, struct csinn_tensor *scales, + struct csinn_tensor *bias, struct csinn_tensor *output, + struct csinn_instance_norm_params *params); + struct shl_ref_graph *shl_subgraph_establish(struct shl_ref_graph *ograph); struct shl_ref_graph *shl_gref_get_graph(struct csinn_session *sess); int shl_gref_graph_insert(struct shl_node *node, struct shl_ref_graph *graph); @@ -1012,4 +1024,8 @@ int shl_gref_segment_infer_shape(struct csinn_tensor *input0, struct csinn_tenso struct csinn_tensor *output, struct csinn_segment_params *params); int shl_gref_stride_infer_shape(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_reduce_params *params); + +int shl_gref_call_layer_func(void *fn, struct shl_node *node); +struct csinn_callback *shl_gref_best_callback(struct shl_node *node); +int shl_gref_size_align(int orig, int align); #endif // INCLUDE_SHL_GREF_H_ diff --git a/include/shl_i805.h b/include/shl_i805.h deleted file mode 100644 index c549483a..00000000 --- a/include/shl_i805.h +++ /dev/null @@ -1,144 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#ifndef INCLUDE_SHL_I805_H_ -#define INCLUDE_SHL_I805_H_ - -#include -#include -#include -#include - -#include "csi_nn.h" -#include "shl_ref.h" - -int shl_i805_conv2d_init_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params); - -int shl_i805_conv2d_init_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params); - -int shl_i805_depthwise_conv2d_init_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params); - -int shl_i805_avgpool2d_init_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_pool_params *params); - -int shl_i805_maxpool2d_init_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_pool_params *params); - -int shl_i805_fullyconnected_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *weights, struct csinn_tensor *bias, - struct csinn_fc_params *params); - -int shl_i805_fullyconnected_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *weights, struct csinn_tensor *bias, - struct csinn_fc_params *params); - -int shl_i805_softmax_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_softmax_params *params); - -int shl_i805_softmax_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_softmax_params *params); - -int shl_i805_relu_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_relu_params *params); - -int shl_i805_relu_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_relu_params *params); - -int shl_i805_sigmoid_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_sigmoid_params *params); - -int shl_i805_sigmoid_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_sigmoid_params *params); - -int shl_i805_tanh_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_siso_params *params); - -int shl_i805_tanh_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_siso_params *params); - -/*********************** u8 asym quant opt func *********************************/ - -int shl_i805_add_init_u8(struct csinn_tensor *input0, struct csinn_tensor *input1, - struct csinn_tensor *output, struct csinn_diso_params *params); - -int shl_i805_add_u8(struct csinn_tensor *input0, struct csinn_tensor *input1, - struct csinn_tensor *output, struct csinn_diso_params *params); - -int shl_i805_clip_init_u8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_clip_params *params); - -int shl_i805_clip_u8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_clip_params *params); - -int shl_i805_conv2d_init_u8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params); - -int shl_i805_conv2d_u8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params); - -int shl_i805_depthwise_conv2d_init_u8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params); - -int shl_i805_depthwise_conv2d_u8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params); - -int shl_i805_fullyconnected_init_u8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *weights, struct csinn_tensor *bias, - struct csinn_fc_params *params); - -int shl_i805_fullyconnected_u8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *weights, struct csinn_tensor *bias, - struct csinn_fc_params *params); - -int shl_i805_maxpool2d_u8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_pool_params *params); - -int shl_i805_mul_init_u8(struct csinn_tensor *input0, struct csinn_tensor *input1, - struct csinn_tensor *output, struct csinn_diso_params *params); - -int shl_i805_mul_u8(struct csinn_tensor *input0, struct csinn_tensor *input1, - struct csinn_tensor *output, struct csinn_diso_params *params); - -int shl_i805_relu_init_u8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_relu_params *params); - -int shl_i805_relu_u8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_relu_params *params); - -int shl_i805_relu6_init_u8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_relu_params *params); - -int shl_i805_relu6_u8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_relu_params *params); - -int shl_i805_reshape_u8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_reshape_params *params); - -#endif // INCLUDE_SHL_I805_H_ diff --git a/include/shl_memory.h b/include/shl_memory.h index 9dec7829..9ba1c64e 100644 --- a/include/shl_memory.h +++ b/include/shl_memory.h @@ -15,8 +15,6 @@ * See the License for the specific language governing permissions and * limitations under the License. */ - -/* SHL version 2.1.x */ #ifndef INCLUDE_SHL_MEMORY_H_ #define INCLUDE_SHL_MEMORY_H_ diff --git a/include/shl_node.h b/include/shl_node.h index 62c511fb..bc53a3ab 100644 --- a/include/shl_node.h +++ b/include/shl_node.h @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #ifndef INCLUDE_SHL_NODE_H_ #define INCLUDE_SHL_NODE_H_ diff --git a/include/shl_ref.h b/include/shl_ref.h index f14e7f72..463cac1d 100644 --- a/include/shl_ref.h +++ b/include/shl_ref.h @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #ifndef INCLUDE_SHL_REF_H_ #define INCLUDE_SHL_REF_H_ @@ -339,6 +337,14 @@ int shl_ref_depthwise_deconv2d_quant(struct csinn_tensor *input, struct csinn_te struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params); +int shl_ref_group_deconv2d_f32(struct csinn_tensor *input, struct csinn_tensor *output, + struct csinn_tensor *kernel, struct csinn_tensor *bias, + struct csinn_conv2d_params *params); + +int shl_ref_group_deconv2d_quant(struct csinn_tensor *input, struct csinn_tensor *output, + struct csinn_tensor *kernel, struct csinn_tensor *bias, + struct csinn_conv2d_params *params); + int shl_ref_deconv3d_f32(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv3d_params *params); @@ -1024,9 +1030,15 @@ int shl_ref_sqrt_quant(struct csinn_tensor *input, struct csinn_tensor *output, int shl_ref_square_f32(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_siso_params *params); +int shl_ref_square_quant(struct csinn_tensor *input, struct csinn_tensor *output, + struct csinn_siso_params *params); + int shl_ref_squeeze(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_squeeze_params *params); +int shl_ref_squeeze_quant(struct csinn_tensor *input, struct csinn_tensor *output, + struct csinn_squeeze_params *params); + int shl_ref_stack_f32(struct csinn_tensor **input, struct csinn_tensor *output, struct csinn_stack_params *params); @@ -1147,10 +1159,12 @@ int shl_ref_where_quant(struct csinn_tensor *condition, struct csinn_tensor *x, struct csinn_where_params *params); int shl_ref_where_softmax_f32(struct csinn_tensor *condition, struct csinn_tensor *y, - struct csinn_tensor *output, struct csinn_where_softmax_params *params); + struct csinn_tensor *output, + struct csinn_where_softmax_params *params); int shl_ref_where_softmax_quant(struct csinn_tensor *condition, struct csinn_tensor *y, - struct csinn_tensor *output, struct csinn_where_softmax_params *params); + struct csinn_tensor *output, + struct csinn_where_softmax_params *params); int shl_ref_cast_f32(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_cast_params *params); @@ -1161,6 +1175,17 @@ int shl_ref_cast_bool(struct csinn_tensor *input, struct csinn_tensor *output, int shl_ref_cast_i64(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_cast_params *params); +int shl_ref_cast_quant(struct csinn_tensor *input, struct csinn_tensor *output, + struct csinn_cast_params *params); + +int shl_ref_instance_norm_f32(struct csinn_tensor *input, struct csinn_tensor *scales, + struct csinn_tensor *bias, struct csinn_tensor *output, + struct csinn_instance_norm_params *params); + +int shl_ref_instance_norm_quant(struct csinn_tensor *input, struct csinn_tensor *scales, + struct csinn_tensor *bias, struct csinn_tensor *output, + struct csinn_instance_norm_params *params); + int32_t shl_ref_max_internal_s32(int32_t a, int32_t b); int32_t shl_ref_min_internal_s32(int32_t a, int32_t b); int32_t shl_ref_get_index(int32_t *dim, int32_t index0, int32_t index1, int32_t index2, @@ -1197,7 +1222,9 @@ struct csinn_tensor *shl_ref_convert_float_tensor(struct csinn_tensor *src); void shl_ref_conv_free_float_tensor(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *kernel, struct csinn_tensor *bias); struct csinn_tensor *shl_ref_tensor_transform_f32(struct csinn_tensor *input); +struct csinn_tensor *shl_ref_tensor_transform_int64(struct csinn_tensor *input); int shl_ref_tensor_transform_free_f32(struct csinn_tensor *input); +int shl_ref_tensor_transform_free_int64(struct csinn_tensor *input); uint8_t *shl_ref_f32_to_input_dtype(uint32_t index, float *data, struct csinn_session *sess); struct shl_ref_diso_callback { diff --git a/include/shl_ref_i805.h b/include/shl_ref_i805.h deleted file mode 100644 index 428f3298..00000000 --- a/include/shl_ref_i805.h +++ /dev/null @@ -1,77 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#ifndef INCLUDE_SHL_I805_REF_H_ -#define INCLUDE_SHL_I805_REF_H_ - -#include "csi_nn.h" -#include "shl_ref.h" - -int shl_i805_ref_conv2d_init_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params); - -int shl_i805_ref_conv2d_init_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params); - -int shl_i805_ref_depthwise_conv2d_init_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params); - -int shl_i805_ref_avgpool2d_init_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_pool_params *params); - -int shl_i805_ref_maxpool2d_init_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_pool_params *params); - -int shl_i805_ref_fullyconnected_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *weights, struct csinn_tensor *bias, - struct csinn_fc_params *params); - -int shl_i805_ref_fullyconnected_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *weights, struct csinn_tensor *bias, - struct csinn_fc_params *params); - -int shl_i805_ref_softmax_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_softmax_params *params); - -int shl_i805_ref_softmax_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_softmax_params *params); - -int shl_i805_ref_relu_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_relu_params *params); - -int shl_i805_ref_relu_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_relu_params *params); - -int shl_i805_ref_sigmoid_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_sigmoid_params *params); - -int shl_i805_ref_sigmoid_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_sigmoid_params *params); - -int shl_i805_ref_tanh_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_siso_params *params); - -int shl_i805_ref_tanh_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_siso_params *params); - -#endif // INCLUDE_SHL_I805_REF_H_ diff --git a/include/shl_thead_rvm.h b/include/shl_thead_rvm.h index 883b0768..41ba18b2 100644 --- a/include/shl_thead_rvm.h +++ b/include/shl_thead_rvm.h @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #ifndef INCLUDE_SHL_THEAD_RVM_H_ #define INCLUDE_SHL_THEAD_RVM_H_ diff --git a/include/shl_thead_rvv.h b/include/shl_thead_rvv.h index cb95f6ea..6f16f4ff 100644 --- a/include/shl_thead_rvv.h +++ b/include/shl_thead_rvv.h @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #ifndef INCLUDE_SHL_RVV_H_ #define INCLUDE_SHL_RVV_H_ @@ -116,6 +114,11 @@ int shl_rvv_fullyconnected_init_int8(struct csinn_tensor *input, struct csinn_te int shl_rvv_data_convert_init(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_siso_params *params); +int shl_rvv_matmul_init_fp32(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, struct csinn_matmul_params *params); +int shl_rvv_matmul_init_fp16(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, struct csinn_matmul_params *params); + /************************************ convolution *********************************/ /*********************************** im2col + gemm ********************************/ void shl_rvv_conv_im2col_gemm_reorder_kernel_fp32(struct csinn_tensor *kernel, @@ -285,6 +288,13 @@ int shl_rvv_wg_b4f3s1_packn_int8(struct csinn_tensor *input, struct csinn_tensor struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params); +/************************************** direct ************************************/ +void shl_rvv_conv3x3s1_direct_reorder_kernel_pack4n_fp16(struct csinn_tensor *kernel, + struct csinn_conv2d_params *params); +int shl_rvv_conv3x3s1_direct_fp16_nhwc(struct csinn_tensor *input, struct csinn_tensor *output, + struct csinn_tensor *kernel, struct csinn_tensor *bias, + struct csinn_conv2d_params *params); + /******************************* depthwise convolution ****************************/ int shl_rvv_dwconv3x3s1_fp32(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *kernel, struct csinn_tensor *bias, @@ -457,6 +467,23 @@ void shl_rvv_ncxhwx_gemm_4xpack2n_int8(int8_t *dst, const int8_t *sa, const int8 int32_t *bias, int m, int k, int n, int ldc, int32_t out_zp, int32_t *mult, int32_t *shift); +/************************************ gemm block **********************************/ +void shl_rvv_reorder_kernel_block_12xk_fp32(float *src, float *dst, int m, int k, const int M_BLK, + const int K_BLK); +void shl_rvv_reorder_input_block_pack2nxk_fp32(float *src, float *dst, int k, int n, + const int K_BLK, const int N_BLK); +void shl_rvv_gemm_block_12xpack2n_fp32(float *dst, const float *sa, const float *sb, float *bias, + int m, int k, int n, const int M_BLK, const int K_BLK, + const int N_BLK); + +void shl_rvv_reorder_kernel_block_12xk_fp16(__fp16 *src, __fp16 *dst, int m, int k, const int M_BLK, + const int K_BLK); +void shl_rvv_reorder_input_block_pack2nxk_fp16(__fp16 *src, __fp16 *dst, int k, int n, + const int K_BLK, const int N_BLK); +void shl_rvv_gemm_block_12xpack2n_fp16(__fp16 *dst, const __fp16 *sa, const __fp16 *sb, + __fp16 *bias, int m, int k, int n, const int M_BLK, + const int K_BLK, const int N_BLK); + /************************************ pooling *********************************/ int shl_rvv_avgpool2x2s2_fp32(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params); @@ -617,6 +644,7 @@ void shl_rvv_fc_gemv_transform_weight_fp32(struct csinn_tensor *weights); void shl_rvv_fc_gemv_transform_weight_fp16(struct csinn_tensor *weights); void shl_rvv_fc_gemv_transform_weight_int8(struct csinn_tensor *weights); void shl_rvv_fc_gemm_transform_weight_int8(struct csinn_tensor *weights); +void shl_rvv_fc_gemv_transform_weight_fp16_w_int8(struct csinn_tensor *weights); int shl_rvv_fullyconnected_packn_fp32(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *weights, struct csinn_tensor *bias, @@ -651,6 +679,8 @@ int shl_rvv_leaky_relu_fp16(struct csinn_tensor *input, struct csinn_tensor *out int shl_rvv_leaky_relu_int8(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_relu_params *params); +int shl_rvv_sigmoid_fp32(struct csinn_tensor *input, struct csinn_tensor *output, + struct csinn_sigmoid_params *params); int shl_rvv_sigmoid_fp16(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_sigmoid_params *params); @@ -688,9 +718,21 @@ int shl_rvv_reshape_fp16(struct csinn_tensor *input, struct csinn_tensor *output int shl_rvv_reshape_int8(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_reshape_params *params); +int shl_rvv_transpose_fp32(struct csinn_tensor *input, struct csinn_tensor *output, + struct csinn_transpose_params *params); +int shl_rvv_transpose_fp16(struct csinn_tensor *input, struct csinn_tensor *output, + struct csinn_transpose_params *params); +int shl_rvv_transpose_int8(struct csinn_tensor *input, struct csinn_tensor *output, + struct csinn_transpose_params *params); + +int shl_rvv_gather_fp16(struct csinn_tensor *input, struct csinn_tensor *indices, + struct csinn_tensor *output, struct csinn_gather_params *params); int shl_rvv_gather_int8(struct csinn_tensor *input, struct csinn_tensor *indices, struct csinn_tensor *output, struct csinn_gather_params *params); +int shl_rvv_strided_slice_fp16(struct csinn_tensor *input, struct csinn_tensor *output, + struct csinn_strided_slice_params *params); + /************************************ basic math *********************************/ int shl_rvv_add_fp32(struct csinn_tensor *input0, struct csinn_tensor *input1, struct csinn_tensor *output, struct csinn_diso_params *params); @@ -706,14 +748,9 @@ int shl_rvv_mul_fp16(struct csinn_tensor *input0, struct csinn_tensor *input1, int shl_rvv_mul_int8(struct csinn_tensor *input0, struct csinn_tensor *input1, struct csinn_tensor *output, struct csinn_diso_params *params); -int shl_rvv_sum_stride_int8(struct csinn_tensor *input, struct csinn_tensor *output, +int shl_rvv_reduce_sum_int8(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_reduce_params *params); -int shl_rvv_transpose_fp16(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_transpose_params *params); -int shl_rvv_transpose_int8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_transpose_params *params); - /******************************** normalization *****************************/ int shl_rvv_layer_norm_fp32(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *gamma, struct csinn_tensor *beta, @@ -725,7 +762,29 @@ int shl_rvv_layer_norm_int8(struct csinn_tensor *input, struct csinn_tensor *out struct csinn_tensor *gamma, struct csinn_tensor *beta, struct csinn_layer_norm_params *params); -/******************************** linear algebra ****************************/ +/*********************************** matmul *********************************/ +void shl_rvv_matmul_reorder_weight_fp32(struct csinn_tensor *mat1, const int K_BLK, + const int N_BLK); +void shl_rvv_matmul_reorder_weight_fp16(struct csinn_tensor *mat1, const int K_BLK, + const int N_BLK); +void shl_rvv_matmul_reorder_weight_fp16_w_int8(struct csinn_tensor *mat1, const int K_BLK, + const int N_BLK); + +int shl_rvv_matmul_block_fp32(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, struct csinn_matmul_params *params, + const int M_BLK, const int K_BLK, const int N_BLK); +int shl_rvv_matmul_block_fp16(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, struct csinn_matmul_params *params, + const int M_BLK, const int K_BLK, const int N_BLK); +int shl_rvv_matmul_block_fp16_w_int8(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, + struct csinn_matmul_params *params, const int M_BLK, + const int K_BLK, const int N_BLK); + +int shl_rvv_matmul_fp32(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, struct csinn_matmul_params *params); +int shl_rvv_matmul_fp16(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, struct csinn_matmul_params *params); int shl_rvv_matmul_int8(struct csinn_tensor *mat0, struct csinn_tensor *mat1, struct csinn_tensor *output, struct csinn_matmul_params *params); @@ -793,11 +852,40 @@ void shl_rvv_int8_to_int4(int8_t *src, int8_t *dst, int size); void shl_rvv_int4_trans_int8(int8_t *src, int8_t *dst, int size); void shl_rvv_saturated_int4(int32_t *src, int8_t *dst, int32_t out_zp, int size); +void shl_rvv_i16_to_f32(const int16_t *input, float *output, int32_t offset, float *scale, + uint32_t length); +void shl_rvv_f32_to_i16(const float *input, int16_t *output, int32_t offset, float *scale, + uint32_t length); +void shl_rvv_i32_to_f32(const int32_t *input, float *output, int32_t offset, float *scale, + uint32_t length); +void shl_rvv_f32_to_i32(const float *input, int32_t *output, int32_t offset, float *scale, + uint32_t length); +void shl_rvv_i64_to_f32(const int64_t *input, float *output, uint32_t length); +void shl_rvv_f32_to_i64(const float *input, int64_t *output, uint32_t length); +void shl_rvv_f16_to_f32(const __fp16 *input, float *output, float *scale, uint32_t length); +void shl_rvv_f32_to_f16(const float *input, __fp16 *output, float *scale, uint32_t length); + int shl_rvv_data_convert_int8_to_int4(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_siso_params *params); int shl_rvv_data_convert_int4_to_int8(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_siso_params *params); +void shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(struct csinn_tensor *t); +void shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(struct csinn_tensor *t); +void shl_rvv_tensor_ndarray_to_nc1xc0_replace_int8(struct csinn_tensor *t); +void shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp32(struct csinn_tensor *t); +void shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp16(struct csinn_tensor *t); +void shl_rvv_tensor_nc1xc0_to_ndarray_replace_int8(struct csinn_tensor *t); + +void shl_rvv_tensor_ndarray_to_nc1xc0_inplace_fp32(struct csinn_tensor *t); +void shl_rvv_tensor_ndarray_to_nc1xc0_inplace_fp16(struct csinn_tensor *t); +void shl_rvv_tensor_ndarray_to_nc1xc0_inplace_int8(struct csinn_tensor *t); +void shl_rvv_tensor_nc1xc0_to_ndarray_inplace_fp32(struct csinn_tensor *t); +void shl_rvv_tensor_nc1xc0_to_ndarray_inplace_fp16(struct csinn_tensor *t); +void shl_rvv_tensor_nc1xc0_to_ndarray_inplace_int8(struct csinn_tensor *t); + +void shl_rvv_nc1xc0_fp16_to_nchw_fp32(struct csinn_tensor *dest, struct csinn_tensor *src); + struct csinn_callback *shl_cb_map_rvv(int op, int dtype); void shl_rvv_reg_op(enum csinn_dtype_enum dtype, enum csinn_op_enum op_name, void *init, void *exec, void *est, void *cap); @@ -831,6 +919,11 @@ int shl_rvv_dwconv1d_int8(struct csinn_tensor *input, struct csinn_tensor *outpu struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv1d_params *params); +int shl_rvv_transpose_get_tail(int32_t *permute, int32_t permute_num); +int shl_rvv_transpose_get_in_index(int32_t *dim, int32_t *idx, int32_t dim_count); +int shl_rvv_transpose_get_out_index(int32_t *dim, int32_t *idx, int32_t *permute, + int32_t dim_count); + #ifdef SHL_USE_DOT_INT4 int shl_rvv_conv2d_init_int4(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *kernel, struct csinn_tensor *bias, @@ -861,6 +954,14 @@ int shl_rvv_fullyconnected_packn_int4_dot(struct csinn_tensor *input, struct csi struct csinn_fc_params *params); #endif +struct shl_rvv_option { + bool use_packn_layout; + bool binary_model_op_init; +}; + +struct shl_rvv_option *shl_rvv_get_graph_option(struct csinn_session *sess); +bool shl_rvv_get_binary_model_op_init(struct csinn_session *sess); + #ifdef __cplusplus } #endif diff --git a/include/shl_tvmgen.h b/include/shl_tvmgen.h index 01d16545..b9f99b82 100644 --- a/include/shl_tvmgen.h +++ b/include/shl_tvmgen.h @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #ifndef INCLUDE_SHL_TVMGEN_H_ #define INCLUDE_SHL_TVMGEN_H_ diff --git a/include/shl_utils.h b/include/shl_utils.h index d287f430..b3e3cdc6 100644 --- a/include/shl_utils.h +++ b/include/shl_utils.h @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #ifndef INCLUDE_SHL_UTILS_H_ #define INCLUDE_SHL_UTILS_H_ @@ -53,6 +51,7 @@ struct shl_ref_graph { struct shl_gref_target_data { struct shl_ref_graph *graph; int is_hybrid_quantization_type; + void *cpu_option; }; void shl_get_top5(float *buf, uint32_t size, float *prob, uint32_t *cls); @@ -115,6 +114,27 @@ void shl_bm_session_load(struct csinn_session *dest, struct csinn_session *src); int shl_dump_bm_graph_struct_section(FILE *f, struct shl_ref_graph *graph); void shl_bm_graph_struct_load(struct shl_ref_graph *dest, struct shl_ref_graph *src); +bool shl_is_first_layer_input(struct csinn_tensor *input, struct csinn_session *sess); + +/** YOLOv5 detect box */ +struct shl_yolov5_box { + int label; /**< Object label */ + float score; /**< Object confidence */ + float x1; /**< X1 coordinate of object detection rectangle */ + float y1; /**< Y1 coordinate of object detection rectangle */ + float x2; /**< X2 coordinate of object detection rectangle */ + float y2; /**< Y2 coordinate of object detection rectangle */ + float area; /**< Area of object detection rectangle */ +}; + +/** YOLOv5 detect params */ +struct shl_yolov5_params { + float conf_thres; /**< Confidence threshold, must be between 0 and 1 */ + float iou_thres; /**< IoU threshold for NMS calculation */ + int32_t strides[3]; /**< Strides */ + float anchors[18]; /**< Anchor box of three strides */ +}; + #ifdef __cplusplus } #endif diff --git a/source/c860_opt/shl_c860_u8_to_f32.S b/source/c860_opt/shl_c860_u8_to_f32.S deleted file mode 100644 index 338566bc..00000000 --- a/source/c860_opt/shl_c860_u8_to_f32.S +++ /dev/null @@ -1,96 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -/** - * - * void shl_c860_u8_to_f32( - * uint8_t *input, - * float *output, - * int32_t offset, - * float *scale, // for -mfloat-abi = soft and hard - * uint32_t length) - * -**/ - - .file "utils.S" - .section .text.shl_c860_u8_to_f32,"ax",@progbits - .align 2 - .global shl_c860_u8_to_f32 - -shl_c860_u8_to_f32: - ld.w t0, (sp, 0x0) // length - vdupg.32 vr7, a2 // offset - ld.w a3, (a3, 0) - vdupg.32 vr6, a3 // scale - lsri t2, t0, 4 // length >> 4 - bez t2, .L1 - -.L0: - vldmu.8 vr0-vr0, (a0) // input - vmov.u8.e vr2, vr0 - vmov.u16.e vr4, vr2 - vmov.u16.e vr0, vr3 - vsub.s32 vr4, vr4, vr7 // add offset - vsub.s32 vr5, vr5, vr7 - vsub.s32 vr0, vr0, vr7 - vsub.s32 vr1, vr1, vr7 - vitof.s32.f32 vr2, vr4 - vitof.s32.f32 vr3, vr5 - vitof.s32.f32 vr4, vr0 - vitof.s32.f32 vr5, vr1 - vmul.f32 vr2, vr2, vr6 - vmul.f32 vr3, vr3, vr6 - vmul.f32 vr4, vr4, vr6 - vmul.f32 vr5, vr5, vr6 - vstmu.32 vr2-vr5, (a1) - bnezad t2, .L0 - -.L1: - andi t2, t0, 15 // length & 15 - lsri t1, t2, 2 - bez t1, .L3 - -.L2: - vldu.8.4 vr0, (a0) // input - vmov.u8.e vr2, vr0 - vmov.u16.e vr4, vr2 - vsub.s32 vr4, vr4, vr7 // add offset - vitof.s32.f32 vr2, vr4 - vmul.f32 vr2, vr2, vr6 - vstmu.32 vr2-vr2, (a1) - - bnezad t1, .L2 - -.L3: - andi t1, t2, 3 - bez t1, .L4 - - vldx.8 vr0, (a0), t1 // input - vmov.u8.e vr2, vr0 - vmov.u16.e vr4, vr2 - vsub.s32 vr4, vr4, vr7 // add offset - vitof.s32.f32 vr2, vr4 - vmul.f32 vr2, vr2, vr6 - vstx.32 vr2, (a1), t1 - -.L4: - rts - .size shl_c860_u8_to_f32, .-shl_c860_u8_to_f32 - diff --git a/source/c860_opt/utils.S b/source/c860_opt/utils.S deleted file mode 100644 index c90d3d48..00000000 --- a/source/c860_opt/utils.S +++ /dev/null @@ -1,102 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -/** - * - * void shl_c860_dequantize_f32( - * uint8_t *input, - * float *output, - * int32_t offset, - * int32_t multiplier, - * int32_t shift, - * uint32_t length) - * -**/ - - .file "utils.S" - .section .text.shl_c860_dequantize_f32,"ax",@progbits - .align 2 - .global shl_c860_dequantize_f32 - -shl_c860_dequantize_f32: - ld.w t0, (sp, 0x4) // length - ld.w t3, (sp, 0x0) // shift - vdupg.32 vr0, a3 - addi t1, t3, 96 // shift - 31 + 127 - lsli t1, t1, 23 // the float value - vitof.s32.f32 vr1, vr0 - vdupg.32 vr7, a2 // offset - vdupg.32 vr6, t1 // scale - vmul.f32 vr6, vr6, vr1 - lsri t2, t0, 4 // length >> 4 - bez t2, .L2 - -.L0: - vldmu.8 vr0-vr0, (a0) // input - vmov.u8.e vr2, vr0 - vmov.u16.e vr4, vr2 - vmov.u16.e vr0, vr3 - vadd.s32 vr4, vr4, vr7 // add offset - vadd.s32 vr5, vr5, vr7 - vadd.s32 vr0, vr0, vr7 - vadd.s32 vr1, vr1, vr7 - vitof.s32.f32 vr2, vr4 - vitof.s32.f32 vr3, vr5 - vitof.s32.f32 vr4, vr0 - vitof.s32.f32 vr5, vr1 - vmul.f32 vr2, vr2, vr6 - vmul.f32 vr3, vr3, vr6 - vmul.f32 vr4, vr4, vr6 - vmul.f32 vr5, vr5, vr6 - vstmu.32 vr2-vr5, (a1) - bnezad t2, .L0 - -.L1: - andi t2, t0, 15 // length & 15 - lsri t1, t2, 2 - bez t1, .L3 - -.L2: - vldu.8.4 vr0, (a0) // input - vmov.u8.e vr2, vr0 - vmov.u16.e vr4, vr2 - vadd.s32 vr4, vr4, vr7 // add offset - vitof.s32.f32 vr2, vr4 - vmul.f32 vr2, vr2, vr6 - vstmu.32 vr2-vr2, (a1) - - bnezad t1, .L2 - -.L3: - andi t1, t2, 3 - bez t1, .L4 - - vldx.8 vr0, (a0), t1 // input - vmov.u8.e vr2, vr0 - vmov.u16.e vr4, vr2 - vadd.s32 vr4, vr4, vr7 // add offset - vitof.s32.f32 vr2, vr4 - vmul.f32 vr2, vr2, vr6 - vstx.32 vr2, (a1), t1 - -.L4: - rts - .size shl_c860_dequantize_f32, .-shl_c860_dequantize_f32 - diff --git a/source/c906_opt/CMakeLists.txt b/source/c906_opt/CMakeLists.txt index cdc11f24..0d82cf1a 100644 --- a/source/c906_opt/CMakeLists.txt +++ b/source/c906_opt/CMakeLists.txt @@ -5,6 +5,8 @@ if(CONFIG_C906_SOURCE) list(APPEND C906_SRCS source/c906_opt/hpm.c) list(APPEND C906_SRCS source/c906_opt/shl_c906_i8_to_f32.S) list(APPEND C906_SRCS source/c906_opt/shl_c906_u8_to_f32.S) + list(APPEND C906_SRCS source/c906_opt/shl_c906_f32_to_i8.S) + list(APPEND C906_SRCS source/c906_opt/shl_c906_f32_to_u8.S) list(APPEND C906_SRCS source/c906_opt/capability.c) endif() @@ -239,6 +241,6 @@ if(CONFIG_C906_SUB_FP16) list(APPEND C906_SRCS source/c906_opt/fp16/sub.c) endif() -if(CONFIG_C906_SUM_FP16) - list(APPEND C906_SRCS source/c906_opt/fp16/sum.c) +if(CONFIG_C906_REDUCE_SUM_FP16) + list(APPEND C906_SRCS source/c906_opt/fp16/reduce_sum.c) endif() diff --git a/source/c906_opt/Kconfig b/source/c906_opt/Kconfig index a6aa8f70..e78db7c4 100644 --- a/source/c906_opt/Kconfig +++ b/source/c906_opt/Kconfig @@ -371,12 +371,12 @@ config C906_SPLIT_FP16 help Select SHL build v extension optimized split -config C906_SUM_FP16 +config C906_REDUCE_SUM_FP16 depends on C906_SOURCE - bool "Layer sum fp16" + bool "Layer reduce_sum fp16" default y help - Select SHL build v extension optimized fp16 + Select SHL build v extension optimized reduce_sum config C906_SUB_FP32 depends on C906_SOURCE diff --git a/source/c906_opt/capability.c b/source/c906_opt/capability.c index f7b37b8e..2bc90d65 100644 --- a/source/c906_opt/capability.c +++ b/source/c906_opt/capability.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" static int common_all_support(struct csinn_tensor *input, struct csinn_params_base *base) @@ -452,10 +450,28 @@ int shl_c906_lrn_cap(struct csinn_tensor *input, struct csinn_tensor *output, int shl_c906_matmul_cap(struct csinn_tensor *mat0, struct csinn_tensor *mat1, struct csinn_tensor *output, struct csinn_matmul_params *params) { - if (mat0->dtype == CSINN_DTYPE_FLOAT16) { - return CSINN_OPT_ASM; - } else { - return CSINN_OPT_UNSUPPORTED; + const int dims_count = mat0->dim_count; + int batches_a = 1; + int batches_b = 1; + + /* compute the outer size */ + for (int i = 0; i < dims_count - 2; i++) { + batches_a *= mat0->dim[i]; + batches_b *= mat1->dim[i]; + } + + if (mat0->dtype == CSINN_DTYPE_FLOAT32 && mat1->dtype == CSINN_DTYPE_FLOAT32 || + mat0->dtype == CSINN_DTYPE_FLOAT16 && + (mat1->dtype == CSINN_DTYPE_FLOAT16 || mat1->dtype == CSINN_DTYPE_INT8)) { + if (batches_a == batches_b) { + if (!params->trans_a && !params->trans_b) { + return CSINN_OPT_INTRINSIC; + } + } else if (batches_a > 1 && batches_b == 1) { + if (!params->trans_a && !params->trans_b) { + return CSINN_OPT_INTRINSIC; + } + } } return CSINN_OPT_UNSUPPORTED; @@ -577,7 +593,7 @@ int shl_c906_reshape_cap(struct csinn_tensor *input, struct csinn_tensor *output return CSINN_OPT_UNSUPPORTED; } -int shl_c906_sum_stride_cap(struct csinn_tensor *input, struct csinn_tensor *output, +int shl_c906_reduce_sum_cap(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_reduce_params *params) { if (input->dtype == CSINN_DTYPE_FLOAT16) { diff --git a/source/c906_opt/fp16/abs.c b/source/c906_opt/fp16/abs.c index c01ca091..f55ecdbb 100644 --- a/source/c906_opt/fp16/abs.c +++ b/source/c906_opt/fp16/abs.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_abs_fp16(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/c906_opt/fp16/add.c b/source/c906_opt/fp16/add.c index 4199eb38..e7efe9f1 100644 --- a/source/c906_opt/fp16/add.c +++ b/source/c906_opt/fp16/add.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" static int tail_coincide(struct csinn_tensor *input0, struct csinn_tensor *input1) @@ -147,8 +145,8 @@ int shl_c906_add_fp16(struct csinn_tensor *input0, struct csinn_tensor *input1, } } if (!flag) { - __fp16 *in0_data_b = shl_mem_alloc(out_size * 2); - __fp16 *in1_data_b = shl_mem_alloc(out_size * 2); + __fp16 *in0_data_b = shl_mem_alloc(out_size * sizeof(__fp16)); + __fp16 *in1_data_b = shl_mem_alloc(out_size * sizeof(__fp16)); struct csinn_tensor *b_input0 = csinn_alloc_tensor(NULL); struct csinn_tensor *b_input1 = csinn_alloc_tensor(NULL); diff --git a/source/c906_opt/fp16/avgpool.c b/source/c906_opt/fp16/avgpool.c index 3b026e4a..ebf9e84b 100644 --- a/source/c906_opt/fp16/avgpool.c +++ b/source/c906_opt/fp16/avgpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" /* @@ -1364,20 +1362,25 @@ int shl_c906_avgpool2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor { int32_t input_h = input->dim[2]; int32_t input_w = input->dim[3]; - int32_t kernel_h = params->filter_height; int32_t kernel_w = params->filter_width; int32_t stride_h = params->stride_height; int32_t stride_w = params->stride_width; - int32_t pad_left = params->pad_left; int32_t pad_right = params->pad_right; int32_t pad_top = params->pad_top; int32_t pad_down = params->pad_down; - struct csinn_callback *cb = params->base.cb; cb->exec = NULL; + if (input->sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_c906_option *option = shl_c906_get_graph_option(input->sess); + if (option && option->base.use_packn_layout) { + shl_debug_error("%s: unsupport packn\n", __func__); + return CSINN_UNSUPPORT_LAYOUT; + } + } + // global avgpool2d if (input_h == kernel_h && input_w == kernel_w) { cb->exec = shl_c906_global_avgpool2d_fp16; @@ -1412,7 +1415,16 @@ int shl_c906_avgpool2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor // end consider ceil_mode 3x3s2p0 cb->exec = avgpool3x3s2_fp16; } else if (pad_left == 1 && pad_top == 1) { - cb->exec = avgpool3x3s2_p1_fp16; + if (params->ceil_mode == 0) { + cb->exec = avgpool3x3s2_p1_fp16; + } else { + if ((input_w % 2 == 0 && pad_right == 1) || + (input_h % 2 == 0 && pad_down == 1)) { + cb->exec = shl_ref_avgpool2d_quant; + } else { + cb->exec = avgpool3x3s2_p1_fp16; + } + } } } } else if (stride_h == 1 && stride_w == 1) { diff --git a/source/c906_opt/fp16/cache_conv1d.c b/source/c906_opt/fp16/cache_conv1d.c index 29c04cab..474e69f4 100644 --- a/source/c906_opt/fp16/cache_conv1d.c +++ b/source/c906_opt/fp16/cache_conv1d.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_cache_conv1d_init(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/c906_opt/fp16/cache_matmul.c b/source/c906_opt/fp16/cache_matmul.c index efb236e1..9e09338d 100644 --- a/source/c906_opt/fp16/cache_matmul.c +++ b/source/c906_opt/fp16/cache_matmul.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" #include "shl_memory.h" diff --git a/source/c906_opt/fp16/clip.c b/source/c906_opt/fp16/clip.c index fe7878da..35fcd371 100644 --- a/source/c906_opt/fp16/clip.c +++ b/source/c906_opt/fp16/clip.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_clip_fp16(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/c906_opt/fp16/concat.c b/source/c906_opt/fp16/concat.c index e8272bd6..336abcaf 100644 --- a/source/c906_opt/fp16/concat.c +++ b/source/c906_opt/fp16/concat.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" /* XXX:量化信息传播,输入输出量化信息一致? */ diff --git a/source/c906_opt/fp16/convolution.c b/source/c906_opt/fp16/convolution.c index d0860129..c7bbb31b 100644 --- a/source/c906_opt/fp16/convolution.c +++ b/source/c906_opt/fp16/convolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" /* @@ -31,7 +29,7 @@ int shl_c906_conv2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor *o struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { - int32_t out_c = kernel->dim[0]; + int32_t out_c = kernel->dim[0] / params->group; int32_t in_c = kernel->dim[1]; int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; @@ -43,6 +41,14 @@ int shl_c906_conv2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor *o int32_t dalition_w = params->dilation_width; struct csinn_callback *cb = params->base.cb; + if (input->sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_c906_option *option = shl_c906_get_graph_option(input->sess); + if (option && option->base.use_packn_layout) { + shl_debug_error("%s: unsupport packn\n", __func__); + return CSINN_UNSUPPORT_LAYOUT; + } + } + // check int out_height = (in_h + params->pad_top + params->pad_down - kernel_h) / stride_h + 1; int out_width = (in_w + params->pad_left + params->pad_right - kernel_w) / stride_w + 1; diff --git a/source/c906_opt/fp16/convolution1d.c b/source/c906_opt/fp16/convolution1d.c index 6d5752f9..3244e6f8 100644 --- a/source/c906_opt/fp16/convolution1d.c +++ b/source/c906_opt/fp16/convolution1d.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_conv1d_init_fp16(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/c906_opt/fp16/convolution_1x1_fp16.c b/source/c906_opt/fp16/convolution_1x1_fp16.c index 6061b9ed..466f4331 100644 --- a/source/c906_opt/fp16/convolution_1x1_fp16.c +++ b/source/c906_opt/fp16/convolution_1x1_fp16.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" void shl_c906_conv1x1s1_sgemm_transform_kernel_fp16(struct csinn_tensor *kernel, diff --git a/source/c906_opt/fp16/convolution_3x3_fp16.c b/source/c906_opt/fp16/convolution_3x3_fp16.c index a6a3b3ce..3d06b11d 100644 --- a/source/c906_opt/fp16/convolution_3x3_fp16.c +++ b/source/c906_opt/fp16/convolution_3x3_fp16.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - /* the conditions for using winograd convolution in_channel >= 16 diff --git a/source/c906_opt/fp16/convolution_gemm_fp16.c b/source/c906_opt/fp16/convolution_gemm_fp16.c index 3998fe6a..07299930 100644 --- a/source/c906_opt/fp16/convolution_gemm_fp16.c +++ b/source/c906_opt/fp16/convolution_gemm_fp16.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" /************************************************************************************* @@ -64,13 +62,13 @@ int shl_c906_conv_im2col_sgemm_fp16(struct csinn_tensor *input, struct csinn_ten int32_t stride_w = params->stride_width; int32_t pad_left = params->pad_left; int32_t pad_top = params->pad_top; - int32_t pad_if_zero = pad_left + pad_top; - // im2col matrix_col = out_height * out_width - // im2col matrix_row = channel_col + int32_t pad_if_zero = pad_left + pad_top + params->pad_right + params->pad_down; + int32_t dilation_h = params->dilation_height; + int32_t dilation_w = params->dilation_width; int channel_col = in_ch / group * ksize_h * ksize_w; int32_t m = out_ch / group; - int32_t k = channel_col; + int32_t k = in_ch / group * ksize_h * ksize_w; int32_t n = out_height * out_width; __fp16 *im2col_data = (__fp16 *)shl_mem_alloc(k * n * sizeof(__fp16)); @@ -80,28 +78,34 @@ int shl_c906_conv_im2col_sgemm_fp16(struct csinn_tensor *input, struct csinn_ten for (int i = 0; i < batch; i++) { for (int g = 0; g < group; g++) { // im2col - for (int c = 0; c < channel_col; ++c) { - int w_offset = c % ksize_w; - int h_offset = c / ksize_w % ksize_h; - int c_im = c / ksize_h / ksize_w; - for (int h = 0; h < out_height; ++h) { - for (int w = 0; w < out_width; ++w) { - int im_row = h_offset + h * stride_h; - int im_col = w_offset + w * stride_w; - int col_index = (c * out_height + h) * out_width + - w; // [channel_col, out_h, out_w] - im_row = im_row - params->pad_top; - im_col = im_col - params->pad_left; - if (im_row < 0 || im_col < 0 || im_row >= in_height || - im_col >= in_width) { - im2col_data[col_index] = 0.0f; - } else { - im2col_data[col_index] = - input_data[(c_im * input->dim[2] + im_row) * input->dim[3] + - im_col]; + __fp16 *data_col = im2col_data; + __fp16 *channel_data = input_data; + for (int c = 0; c < in_ch / group; c++) { + for (int kh = 0; kh < ksize_h; kh++) { + for (int kw = 0; kw < ksize_w; kw++) { + int in_row = -pad_top + kh * dilation_h; + for (int oh = 0; oh < out_height; oh++) { + if (in_row >= in_height || in_row < 0) { + for (int ow = 0; ow < out_width; ow++) { + *data_col++ = 0.0f; + } + } else { + int in_col = -pad_left + kw * dilation_w; + for (int ow1 = 0; ow1 < out_width; ow1++) { + int col_idx = (c * out_height + oh) * out_width + ow1; + if (in_col < in_width && in_col >= 0) { + *data_col++ = channel_data[in_row * in_width + in_col]; + } else { + *data_col++ = 0.0f; + } + in_col += stride_w; + } + } + in_row += stride_h; } } } + channel_data += in_height * in_width; } __fp16 *pa = kernel_data + g * m * k; diff --git a/source/c906_opt/fp16/depthwise_convolution.c b/source/c906_opt/fp16/depthwise_convolution.c index 11d5aec2..eb636a4a 100644 --- a/source/c906_opt/fp16/depthwise_convolution.c +++ b/source/c906_opt/fp16/depthwise_convolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_depthwise_conv2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor *output, @@ -28,17 +26,23 @@ int shl_c906_depthwise_conv2d_init_fp16(struct csinn_tensor *input, struct csinn int32_t in_ch = input->dim[1]; int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; - int32_t out_ch = output->dim[1]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; - int32_t kernel_h = kernel->dim[2]; int32_t kernel_w = kernel->dim[3]; int32_t stride_h = params->stride_height; int32_t stride_w = params->stride_width; struct csinn_callback *cb = params->base.cb; + if (input->sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_c906_option *option = shl_c906_get_graph_option(input->sess); + if (option && option->base.use_packn_layout) { + shl_debug_error("%s: unsupport packn\n", __func__); + return CSINN_UNSUPPORT_LAYOUT; + } + } + if (kernel_h == 3 && kernel_w == 3 && stride_h == 1 && stride_w == 1) { cb->exec = shl_c906_dwconv3x3s1_fp16; } else if (kernel_h == 3 && kernel_w == 3 && stride_h == 2 && stride_w == 2) { diff --git a/source/c906_opt/fp16/depthwise_convolution1d.c b/source/c906_opt/fp16/depthwise_convolution1d.c index ba831b3d..4bdac106 100644 --- a/source/c906_opt/fp16/depthwise_convolution1d.c +++ b/source/c906_opt/fp16/depthwise_convolution1d.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_dwconv8s1_fp16(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/c906_opt/fp16/depthwise_convolution_3x3_fp16.c b/source/c906_opt/fp16/depthwise_convolution_3x3_fp16.c index 725e7e3e..cb42cd40 100644 --- a/source/c906_opt/fp16/depthwise_convolution_3x3_fp16.c +++ b/source/c906_opt/fp16/depthwise_convolution_3x3_fp16.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" /* @@ -79,7 +77,7 @@ int shl_c906_dwconv3x3s1_fp16(struct csinn_tensor *input, struct csinn_tensor *o __fp16 *input_padd_buf = (__fp16 *)shl_mem_alloc(in_c * (in_h + params->pad_top + params->pad_down) * - (in_w + params->pad_left + params->pad_right) * sizeof(float)); + (in_w + params->pad_left + params->pad_right) * sizeof(__fp16)); shl_c906_pad_input_fp16( input_data, input_padd_buf, in_c, in_h, in_w, in_h + params->pad_top + params->pad_down, @@ -606,7 +604,7 @@ int shl_c906_dwconv3x3s2_fp16(struct csinn_tensor *input, struct csinn_tensor *o __fp16 *input_padd_buf = (__fp16 *)shl_mem_alloc(in_c * (in_h + params->pad_top + params->pad_down) * - (in_w + params->pad_left + params->pad_right) * sizeof(float)); + (in_w + params->pad_left + params->pad_right) * sizeof(__fp16)); shl_c906_pad_input_fp16( input_data, input_padd_buf, in_c, in_h, in_w, in_h + params->pad_top + params->pad_down, diff --git a/source/c906_opt/fp16/depthwise_convolution_3x3_pack8_fp16.c b/source/c906_opt/fp16/depthwise_convolution_3x3_pack8_fp16.c index ccddc054..8747ab39 100644 --- a/source/c906_opt/fp16/depthwise_convolution_3x3_pack8_fp16.c +++ b/source/c906_opt/fp16/depthwise_convolution_3x3_pack8_fp16.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" /************************************************************************************************************ diff --git a/source/c906_opt/fp16/depthwise_convolution_fp16.c b/source/c906_opt/fp16/depthwise_convolution_fp16.c index 416cb33c..69964808 100644 --- a/source/c906_opt/fp16/depthwise_convolution_fp16.c +++ b/source/c906_opt/fp16/depthwise_convolution_fp16.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_dwconv2d_s1_pad0_fp16(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/c906_opt/fp16/div.c b/source/c906_opt/fp16/div.c index 8761d4c8..1e5dca32 100644 --- a/source/c906_opt/fp16/div.c +++ b/source/c906_opt/fp16/div.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_div_init_fp16(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/c906_opt/fp16/fullyconnected.c b/source/c906_opt/fp16/fullyconnected.c index 02988baf..688006ee 100644 --- a/source/c906_opt/fp16/fullyconnected.c +++ b/source/c906_opt/fp16/fullyconnected.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" /* @@ -399,7 +397,7 @@ int shl_c906_fullyconnected_pack8_fp16(struct csinn_tensor *input, struct csinn_ bool flag_bias = 1; // default: fc layer include bias if (bias_data == NULL) { flag_bias = 0; - bias_data = (__fp16 *)shl_mem_alloc(output_depth * 2); + bias_data = (__fp16 *)shl_mem_alloc(output_depth * sizeof(__fp16)); } for (int b = 0; b < batches; b++) { @@ -640,7 +638,7 @@ int shl_c906_fullyconnected_pack8_fp16_1(struct csinn_tensor *input, struct csin bool flag_bias = 1; // default: fc layer include bias if (bias_data == NULL) { flag_bias = 0; - bias_data = (__fp16 *)shl_mem_alloc(output_depth * 2); + bias_data = (__fp16 *)shl_mem_alloc(output_depth * sizeof(__fp16)); } for (int b = 0; b < batches; b++) { @@ -778,7 +776,7 @@ int shl_c906_fullyconnected_pack16_fp16(struct csinn_tensor *input, struct csinn bool flag_bias = 1; // default: fc layer include bias if (bias_data == NULL) { flag_bias = 0; - bias_data = (__fp16 *)shl_mem_alloc(output_depth * 2); + bias_data = (__fp16 *)shl_mem_alloc(output_depth * sizeof(__fp16)); } __fp16 *weights_fp16 = NULL; @@ -952,6 +950,86 @@ int shl_c906_fullyconnected_pack16_output16_fp16(struct csinn_tensor *input, int packn = 16; int vl = 16; int b = 0; + for (; b + 7 < batches; b += 8) { + __fp16 *init_output = output_data + b * output_depth; + __fp16 *init_output2 = init_output + output_depth; + __fp16 *init_output3 = init_output2 + output_depth; + __fp16 *init_output4 = init_output3 + output_depth; + __fp16 *init_output5 = init_output4 + output_depth; + __fp16 *init_output6 = init_output5 + output_depth; + __fp16 *init_output7 = init_output6 + output_depth; + __fp16 *init_output8 = init_output7 + output_depth; + __fp16 *init_input = input_data + b * accum_depth; + __fp16 *init_input2 = init_input + accum_depth; + __fp16 *init_input3 = init_input2 + accum_depth; + __fp16 *init_input4 = init_input3 + accum_depth; + __fp16 *init_input5 = init_input4 + accum_depth; + __fp16 *init_input6 = init_input5 + accum_depth; + __fp16 *init_input7 = init_input6 + accum_depth; + __fp16 *init_input8 = init_input7 + accum_depth; + __fp16 *init_weight = weights_data; + __fp16 *init_bias = bias_data; + int n = output_depth; + while (n > 0) { + __fp16 *in_ptr = init_input; + __fp16 *in_ptr2 = init_input2; + __fp16 *in_ptr3 = init_input3; + __fp16 *in_ptr4 = init_input4; + __fp16 *in_ptr5 = init_input5; + __fp16 *in_ptr6 = init_input6; + __fp16 *in_ptr7 = init_input7; + __fp16 *in_ptr8 = init_input8; + vfloat16m2_t _acc = vle16_v_f16m2(init_bias, vl); + vfloat16m2_t _acc2 = vmv_v_v_f16m2(_acc, vl); + vfloat16m2_t _acc3 = vmv_v_v_f16m2(_acc, vl); + vfloat16m2_t _acc4 = vmv_v_v_f16m2(_acc, vl); + vfloat16m2_t _acc5 = vmv_v_v_f16m2(_acc, vl); + vfloat16m2_t _acc6 = vmv_v_v_f16m2(_acc, vl); + vfloat16m2_t _acc7 = vmv_v_v_f16m2(_acc, vl); + vfloat16m2_t _acc8 = vmv_v_v_f16m2(_acc, vl); + + init_bias += vl; + int k = accum_depth; + while (k > 0) { + vfloat16m2_t _weight = vle16_v_f16m2(init_weight, vl); + _acc = vfmacc_vf_f16m2(_acc, *in_ptr, _weight, vl); + _acc2 = vfmacc_vf_f16m2(_acc2, *in_ptr2, _weight, vl); + _acc3 = vfmacc_vf_f16m2(_acc3, *in_ptr3, _weight, vl); + _acc4 = vfmacc_vf_f16m2(_acc4, *in_ptr4, _weight, vl); + _acc5 = vfmacc_vf_f16m2(_acc5, *in_ptr5, _weight, vl); + _acc6 = vfmacc_vf_f16m2(_acc6, *in_ptr6, _weight, vl); + _acc7 = vfmacc_vf_f16m2(_acc7, *in_ptr7, _weight, vl); + _acc8 = vfmacc_vf_f16m2(_acc8, *in_ptr8, _weight, vl); + init_weight += vl; + in_ptr++; + in_ptr2++; + in_ptr3++; + in_ptr4++; + in_ptr5++; + in_ptr6++; + in_ptr7++; + in_ptr8++; + k--; + } + vse16_v_f16m2(init_output, _acc, vl); + vse16_v_f16m2(init_output2, _acc2, vl); + vse16_v_f16m2(init_output3, _acc3, vl); + vse16_v_f16m2(init_output4, _acc4, vl); + vse16_v_f16m2(init_output5, _acc5, vl); + vse16_v_f16m2(init_output6, _acc6, vl); + vse16_v_f16m2(init_output7, _acc7, vl); + vse16_v_f16m2(init_output8, _acc8, vl); + init_output += vl; + init_output2 += vl; + init_output3 += vl; + init_output4 += vl; + init_output5 += vl; + init_output6 += vl; + init_output7 += vl; + init_output8 += vl; + n -= vl; + } + } for (; b + 3 < batches; b += 4) { __fp16 *init_output = output_data + b * output_depth; __fp16 *init_output2 = init_output + output_depth; diff --git a/source/c906_opt/fp16/gemm_fp16.c b/source/c906_opt/fp16/gemm_fp16.c index 5cb8f058..b171a459 100644 --- a/source/c906_opt/fp16/gemm_fp16.c +++ b/source/c906_opt/fp16/gemm_fp16.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" /* @@ -3491,7 +3489,7 @@ void shl_c906_sgemm_kernel_fp16(__fp16* dst, const __fp16* sa, const __fp16* sb, bool flag_bias = 1; // default: conv2d layer include bias if (bias == NULL) { flag_bias = 0; - bias = (__fp16*)shl_mem_alloc(m * 2); + bias = (__fp16*)shl_mem_alloc(m * sizeof(__fp16)); } __fp16* bias_tmp = bias; diff --git a/source/c906_opt/fp16/gemv_fp16.c b/source/c906_opt/fp16/gemv_fp16.c index f33164df..ebb80532 100644 --- a/source/c906_opt/fp16/gemv_fp16.c +++ b/source/c906_opt/fp16/gemv_fp16.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" /* diff --git a/source/c906_opt/fp16/global_avgpool.c b/source/c906_opt/fp16/global_avgpool.c index 629f66be..a0d2058a 100644 --- a/source/c906_opt/fp16/global_avgpool.c +++ b/source/c906_opt/fp16/global_avgpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_global_avgpool2d_fp16(struct csinn_tensor *input, struct csinn_tensor *output, @@ -32,50 +30,105 @@ int shl_c906_global_avgpool2d_fp16(struct csinn_tensor *input, struct csinn_tens int in_w = input->dim[3]; int in_hw = in_h * in_w; - asm volatile( - "vsetvli zero, zero, e16, m2\n\t" - "mv t0, %4\n\t" - "li t1, 1\n\t" - "fcvt.h.w ft0, t0\n\t" - "fcvt.h.w ft1, t1\n\t" - "fdiv.h ft1, ft1, ft0\n\t" // 1 / in_hw - - "1:\n\t" // batch_loop - "mv t1, %3\n\t" // t1 = in_c - - "2:\n\t" // channel loop - "mv t2, %4\n\t" // t2 = in_hw - "vmv.v.x v4, zero\n\t" // clear v4 - - "3:\n\t" - "vsetvli t0, t2, e16, m2\n\t" // set vl = 8 - "vle.v v2, (%0)\n\t" - "sub t2, t2, t0\n\t" - "slli t0, t0, 1\n\t" - // "vfadd.vv v4, v2, v4\n\t" - "vfredsum.vs v4, v2, v4\n\t" // v4[0] = unorder_sum(v2[0..7]) + v4[0] - - "add %0, %0, t0\n\t" - "bnez t2, 3b\n\t" - - "vfmv.f.s ft0, v4\n\t" // sum = v4[0] - "fmul.h ft0, ft0, ft1\n\t" // sum / in_hw - "fsh ft0, 0(%1)\n\t" - "addi %1, %1, 2\n\t" - - "addi t1, t1, -1\n\t" - "bnez t1, 2b\n\t" - - "addi %2, %2, -1\n\t" - "bnez %2, 1b\n\t" - - : "=r"(input_data), // %0 - "=r"(output_data), // %1 - "=r"(batch), // %2 - "=r"(in_c), // %3 - "=r"(in_hw) // %4 - : "0"(input_data), "1"(output_data), "2"(batch), "3"(in_c), "4"(in_hw) - : "cc", "memory", "v2", "v3", "v4", "v5", "t0", "t1", "t2", "ft0", "ft1"); + /* avoid overflow fp32 = sum(fp16) */ + if (in_hw >= 1000) { + asm volatile( + "mv t0, %4\n\t" + "li t1, 1\n\t" + "fcvt.s.w ft0, t0\n\t" + "fcvt.s.w ft1, t1\n\t" + "fdiv.s ft1, ft1, ft0\n\t" // 1 / in_hw + + "1:\n\t" // batch_loop + "mv t1, %3\n\t" // t1 = in_c + + "2:\n\t" // channel loop + "mv t2, %4\n\t" // t2 = in_hw + "vsetvli zero, zero, e32, m1\n\t" + "vmv.v.x v4, zero\n\t" // clear v4 + + "3:\n\t" + "vsetvli t0, t2, e16, m2\n\t" // set vl = 8 + "csrr t5, vl\n\t" + "csrr t6, vtype\n\t" + "vle.v v2, (%0)\n\t" + "sub t2, t2, t0\n\t" + "slli t0, t0, 1\n\t" + // "vfadd.vv v4, v2, v4\n\t" + "vsetvli zero, zero, e32, m1\n\t" + "vsetvl zero, t5, t6\n\t" + "vfwredsum.vs v4, v2, v4\n\t" // v4[0] = unorder_sum(v2[0..7]) + v4[0] + + "add %0, %0, t0\n\t" + "bnez t2, 3b\n\t" + + "vsetvli zero, zero, e32, m1\n\t" + "vfmv.f.s ft0, v4\n\t" // sum = v4[0] + "fmul.s ft0, ft0, ft1\n\t" // sum / in_hw + + "fcvt.h.s ft0, ft0\n\t" + "fsh ft0, 0(%1)\n\t" + "addi %1, %1, 2\n\t" + + "addi t1, t1, -1\n\t" + "bnez t1, 2b\n\t" + + "addi %2, %2, -1\n\t" + "bnez %2, 1b\n\t" + + : "=r"(input_data), // %0 + "=r"(output_data), // %1 + "=r"(batch), // %2 + "=r"(in_c), // %3 + "=r"(in_hw) // %4 + : "0"(input_data), "1"(output_data), "2"(batch), "3"(in_c), "4"(in_hw) + : "cc", "memory", "v2", "v3", "v4", "v5", "t0", "t1", "t2", "ft0", "ft1"); + } else { + asm volatile( + "vsetvli zero, zero, e16, m2\n\t" + "mv t0, %4\n\t" + "li t1, 1\n\t" + "fcvt.h.w ft0, t0\n\t" + "fcvt.h.w ft1, t1\n\t" + "fdiv.h ft1, ft1, ft0\n\t" // 1 / in_hw + + "1:\n\t" // batch_loop + "mv t1, %3\n\t" // t1 = in_c + + "2:\n\t" // channel loop + "mv t2, %4\n\t" // t2 = in_hw + "vmv.v.x v4, zero\n\t" // clear v4 + + "3:\n\t" + "vsetvli t0, t2, e16, m2\n\t" // set vl = 8 + "vle.v v2, (%0)\n\t" + "sub t2, t2, t0\n\t" + "slli t0, t0, 1\n\t" + // "vfadd.vv v4, v2, v4\n\t" + "vfredsum.vs v4, v2, v4\n\t" // v4[0] = unorder_sum(v2[0..7]) + v4[0] + + "add %0, %0, t0\n\t" + "bnez t2, 3b\n\t" + + "vfmv.f.s ft0, v4\n\t" // sum = v4[0] + "fmul.h ft0, ft0, ft1\n\t" // sum / in_hw + "fsh ft0, 0(%1)\n\t" + "addi %1, %1, 2\n\t" + + "addi t1, t1, -1\n\t" + "bnez t1, 2b\n\t" + + "addi %2, %2, -1\n\t" + "bnez %2, 1b\n\t" + + : "=r"(input_data), // %0 + "=r"(output_data), // %1 + "=r"(batch), // %2 + "=r"(in_c), // %3 + "=r"(in_hw) // %4 + : "0"(input_data), "1"(output_data), "2"(batch), "3"(in_c), "4"(in_hw) + : "cc", "memory", "v2", "v3", "v4", "v5", "t0", "t1", "t2", "ft0", "ft1"); + } // requantize shl_rvv_siso_op_requantize_fp16(input, output); return CSINN_TRUE; diff --git a/source/c906_opt/fp16/global_maxpool.c b/source/c906_opt/fp16/global_maxpool.c index bdce6619..f4d5f795 100644 --- a/source/c906_opt/fp16/global_maxpool.c +++ b/source/c906_opt/fp16/global_maxpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_global_maxpool2d_fp16(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/c906_opt/fp16/leaky_relu.c b/source/c906_opt/fp16/leaky_relu.c index 8864193d..24759549 100644 --- a/source/c906_opt/fp16/leaky_relu.c +++ b/source/c906_opt/fp16/leaky_relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_leaky_relu_fp16(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/c906_opt/fp16/lrn.c b/source/c906_opt/fp16/lrn.c index 7906a3db..726e5f0b 100644 --- a/source/c906_opt/fp16/lrn.c +++ b/source/c906_opt/fp16/lrn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_lrn_fp16(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/c906_opt/fp16/matmul.c b/source/c906_opt/fp16/matmul.c index 89de88f0..19404b16 100644 --- a/source/c906_opt/fp16/matmul.c +++ b/source/c906_opt/fp16/matmul.c @@ -16,10 +16,38 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" +/************************************************************* + Matmul fp16_w_int8 performance on C906@1GHz + ------------------------- + | mkn | GFlops | + |-----------------------| + | 49,32,49 | 2.29 | + | 8,176,176 | 3.13 | + | 8,1584,176 | 3.54 | + | 384,512,512 | 3.71 | + | 196,1536,384 | 3.83 | + ------------------------- + + Matmul fp16 performance on C906@1GHz + ---------------------------------- + | | GFlops | + | mkn |-----------------| + | | C906 | RVV | + |--------------------------------| + | 49,32,49 | 2.27 | 1.94 | + | 8,176,176 | 1.2 | 1.59 | + | 8,1584,176 | 0.36 | 1.81 | + | 384,512,512 | 2.52 | 2.84 | + | 196,1536,384 | 1.19 | 2.91 | + ----------------------------------- + ************************************************************/ + +#define MATMUL_M_BLK 64 +#define MATMUL_K_BLK 64 +#define MATMUL_N_BLK 64 + static void reorder_matrixa_n8_fp16(__fp16 *src, __fp16 *dst, int row, int col) { int vl = vsetvl_e16m1(8); @@ -166,49 +194,6 @@ static void reorder_matrixb_z8_fp16(__fp16 *src, __fp16 *dst, int row, int col) } } -static void reorder_matrixb_z8_int8_fp16(int8_t *src, __fp16 *dst, int row, int col, int32_t zp, - float scale) -{ - int vl = vsetvl_e8m1(8); - int i = 0; - for (; i + 7 < col; i += 8) { - int8_t *in_ptr = src + i; - for (int j = 0; j < row; j++) { - vint8m1_t _input = vle8_v_i8m1(in_ptr, vl); - vint16m2_t _in_w = vwsub_vx_i16m2(_input, zp, vl); - vfloat16m2_t _in_f = vfcvt_f_x_v_f16m2(_in_w, vl); - _in_f = vfmul_vf_f16m2(_in_f, scale, vl); - in_ptr += col; - vse16_v_f16m2(dst, _in_f, vl); - dst += vl; - } - } - for (; i < col; i++) { - int8_t *in_ptr = src + i; - vl = vsetvl_e8m1(8); - int j = 0; - for (; j + 7 < row; j += 8) { - vint8m1_t _input0 = vlse8_v_i8m1(in_ptr, col * sizeof(int8_t), vl); - vint16m2_t _in_w = vwsub_vx_i16m2(_input0, zp, vl); - vfloat16m2_t _in_f = vfcvt_f_x_v_f16m2(_in_w, vl); - _in_f = vfmul_vf_f16m2(_in_f, scale, vl); - in_ptr += 8 * col; - vse16_v_f16m2(dst, _in_f, vl); - dst += vl; - } - // col tail - if (j < row) { - vl = vsetvl_e8m1(row & 7); - vint8m1_t _input0 = vlse8_v_i8m1(in_ptr, col * sizeof(int8_t), vl); - vint16m2_t _in_w = vwsub_vx_i16m2(_input0, zp, vl); - vfloat16m2_t _in_f = vfcvt_f_x_v_f16m2(_in_w, vl); - _in_f = vfmul_vf_f16m2(_in_f, scale, vl); - vse16_v_f16m2(dst, _in_f, vl); - dst += vl; - } - } -} - static int matmul_fp16(struct csinn_tensor *mat0, struct csinn_tensor *mat1, struct csinn_tensor *output, struct csinn_matmul_params *params) { @@ -449,10 +434,16 @@ static int matmul_fp16_w_int8(struct csinn_tensor *mat0, struct csinn_tensor *ma int shl_c906_matmul_fp16(struct csinn_tensor *mat0, struct csinn_tensor *mat1, struct csinn_tensor *output, struct csinn_matmul_params *params) { + const int dim_k = mat0->dim[mat0->dim_count - (params->trans_a ? 2 : 1)]; if (mat1->is_const && mat1->dtype == CSINN_DTYPE_INT8) { return matmul_fp16_w_int8(mat0, mat1, output, params); } else if (mat1->dtype == CSINN_DTYPE_FLOAT16) { - return matmul_fp16(mat0, mat1, output, params); + if (dim_k > MATMUL_K_BLK) { + return shl_rvv_matmul_block_fp16(mat0, mat1, output, params, MATMUL_M_BLK, MATMUL_K_BLK, + MATMUL_N_BLK); + } else { + return matmul_fp16(mat0, mat1, output, params); + } } else { shl_debug_error("mat1 unsupport dtype: %d\n", mat1->dtype); return CSINN_FALSE; @@ -507,13 +498,24 @@ int shl_c906_matmul_init_fp16(struct csinn_tensor *mat0, struct csinn_tensor *ma struct csinn_tensor *output, struct csinn_matmul_params *params) { struct csinn_callback *cb = params->base.cb; + const int dim_k = mat1->dim[mat1->dim_count - (params->trans_b ? 1 : 2)]; if (mat0->dtype == CSINN_DTYPE_FLOAT16) { if (mat1->is_const && mat1->dtype == CSINN_DTYPE_INT8) { shl_c906_matmul_reorder_weight_z32_int8(mat1); + } else if (mat1->dtype == CSINN_DTYPE_FLOAT16) { + if (dim_k > MATMUL_K_BLK) { + if (mat1->is_const) { + shl_rvv_matmul_reorder_weight_fp16(mat1, MATMUL_K_BLK, MATMUL_N_BLK); + } + } + } else { + shl_debug_error("mat1 unsupported dtype: %d\n", mat1->dtype); + return CSINN_FALSE; } cb->exec = shl_c906_matmul_fp16; } else { shl_debug_error("mat0 unsupport dtype: %d\n", mat0->dtype); + return CSINN_FALSE; } return CSINN_TRUE; } diff --git a/source/c906_opt/fp16/maxpool.c b/source/c906_opt/fp16/maxpool.c index 981de535..3d053d2b 100644 --- a/source/c906_opt/fp16/maxpool.c +++ b/source/c906_opt/fp16/maxpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" /* @@ -119,7 +117,6 @@ static int maxpool2x2s2_fp16(struct csinn_tensor *input, struct csinn_tensor *ou if (extend_w) { outptr[0] = line0[0] > line1[0] ? line0[0] : line1[0]; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; outptr++; } line0 += remain_w + in_w; @@ -130,7 +127,6 @@ static int maxpool2x2s2_fp16(struct csinn_tensor *input, struct csinn_tensor *ou "srai t0, %2, 3\n\t" // t0 = out_w >> 3 (out_w8) "beqz t0, 2f\n\t" "vsetvli zero, zero, e16, m1\n\t" - "vmv.v.x v3, zero\n\t" // clear "1:\n\t" "vlseg2e.v v0, (%0)\n\t" // v0[0..7] = line0[0,2,4,6,8,10,12,14] v1[0..7] @@ -138,8 +134,7 @@ static int maxpool2x2s2_fp16(struct csinn_tensor *input, struct csinn_tensor *ou "vfmax.vv v2, v0, v1\n\t" "addi %0, %0, 32\n\t" // line0 += 16 - "vfmax.vv v4, v2, v3\n\t" - "vse.v v4, (%1)\n\t" + "vse.v v2, (%1)\n\t" "addi %1, %1, 16\n\t" // outptr += 8 "addi t0, t0, -1\n\t" @@ -151,7 +146,6 @@ static int maxpool2x2s2_fp16(struct csinn_tensor *input, struct csinn_tensor *ou // out_w_tail "vsetvli zero, t0, e16, m1\n\t" - "vmv.v.x v3, zero\n\t" // clear "slli t1, t0, 1\n\t" "slli t2, t0, 2\n\t" @@ -159,8 +153,7 @@ static int maxpool2x2s2_fp16(struct csinn_tensor *input, struct csinn_tensor *ou "vfmax.vv v2, v0, v1\n\t" "add %0, %0, t2\n\t" - "vfmax.vv v4, v2, v3\n\t" - "vse.v v4, (%1)\n\t" + "vse.v v2, (%1)\n\t" "add %1, %1, t1\n\t" "3:\n\t" // ending @@ -169,10 +162,10 @@ static int maxpool2x2s2_fp16(struct csinn_tensor *input, struct csinn_tensor *ou "=r"(outptr), // %1 "=r"(out_w) // %2 : "0"(line0), "1"(outptr), "2"(out_w) - : "cc", "memory", "v0", "v1", "v2", "v3", "v4", "t0", "t1", "t2"); + : "cc", "memory", "v0", "v1", "v2", "t0", "t1", "t2"); if (extend_w) { - outptr[0] = line0[0] > 0 ? line0[0] : 0; + outptr[0] = line0[0]; outptr++; } } @@ -228,7 +221,7 @@ static int maxpool2x2s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor __fp16 *outptr = output_data + c * out_hw; // h top ---- w left - outptr[0] = line00[0] > 0 ? line00[0] : 0; + outptr[0] = line00[0]; outptr++; line00++; // h top ---- w mid @@ -237,7 +230,6 @@ static int maxpool2x2s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor "srai t0, t3, 3\n\t" // t0 = (out_w - 1) >> 3 (out_w8) "beqz t0, 2f\n\t" "vsetvli zero, zero, e16, m1\n\t" - "vmv.v.x v3, zero\n\t" // clear "1:\n\t" "vlseg2e.v v0, (%0)\n\t" // v0[0..7] = line0[0,2,4,6,8,10,12,14] v1[0..7] = @@ -245,8 +237,7 @@ static int maxpool2x2s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor "vfmax.vv v2, v0, v1\n\t" "addi %0, %0, 32\n\t" // line0 += 16 - "vfmax.vv v4, v2, v3\n\t" - "vse.v v4, (%1)\n\t" + "vse.v v2, (%1)\n\t" "addi %1, %1, 16\n\t" // outptr += 8 "addi t0, t0, -1\n\t" @@ -258,7 +249,6 @@ static int maxpool2x2s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor // out_w_tail "vsetvli zero, t0, e16, m1\n\t" - "vmv.v.x v3, zero\n\t" // clear "slli t1, t0, 1\n\t" "slli t2, t0, 2\n\t" @@ -266,8 +256,7 @@ static int maxpool2x2s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor "vfmax.vv v2, v0, v1\n\t" "add %0, %0, t2\n\t" - "vfmax.vv v4, v2, v3\n\t" - "vse.v v4, (%1)\n\t" + "vse.v v2, (%1)\n\t" "add %1, %1, t1\n\t" "3:\n\t" // ending @@ -276,10 +265,10 @@ static int maxpool2x2s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor "=r"(outptr), // %1 "=r"(out_w) // %2 : "0"(line00), "1"(outptr), "2"(out_w) - : "cc", "memory", "v0", "v1", "v2", "v3", "v4", "t0", "t1", "t2", "t3"); + : "cc", "memory", "v0", "v1", "v2", "t0", "t1", "t2", "t3"); // h top ---- w right if (extend_w) { - outptr[0] = line00[0] > 0 ? line00[0] : 0; + outptr[0] = line00[0]; outptr++; } line00 += remain_w; @@ -290,7 +279,6 @@ static int maxpool2x2s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor for (int h = 0; h < out_h - 1; h++) { // h mid ---- w left outptr[0] = line0[0] > line1[0] ? line0[0] : line1[0]; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; outptr++; line0++; line1++; @@ -354,7 +342,6 @@ static int maxpool2x2s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor // h mid ---- w right if (extend_w) { outptr[0] = line0[0] > line1[0] ? line0[0] : line1[0]; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; outptr++; } line0 += remain_w + in_w; @@ -363,7 +350,7 @@ static int maxpool2x2s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor // h bottom if (extend_h) { // h bottom ---- w left - outptr[0] = line0[0] > 0 ? line0[0] : 0; + outptr[0] = line0[0]; outptr++; line0++; // h bottom ---- w mid @@ -372,7 +359,6 @@ static int maxpool2x2s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor "srai t0, t3, 3\n\t" // t0 = (out_w - 1) >> 3 (out_w8) "beqz t0, 2f\n\t" "vsetvli zero, zero, e16, m1\n\t" - "vmv.v.x v3, zero\n\t" // clear "1:\n\t" "vlseg2e.v v0, (%0)\n\t" // v0[0..7] = line0[0,2,4,6,8,10,12,14] v1[0..7] @@ -380,8 +366,7 @@ static int maxpool2x2s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor "vfmax.vv v2, v0, v1\n\t" "addi %0, %0, 32\n\t" // line0 += 16 - "vfmax.vv v4, v2, v3\n\t" - "vse.v v4, (%1)\n\t" + "vse.v v2, (%1)\n\t" "addi %1, %1, 16\n\t" // outptr += 8 "addi t0, t0, -1\n\t" @@ -393,7 +378,6 @@ static int maxpool2x2s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor // out_w_tail "vsetvli zero, t0, e16, m1\n\t" - "vmv.v.x v3, zero\n\t" // clear "slli t1, t0, 1\n\t" "slli t2, t0, 2\n\t" @@ -401,8 +385,7 @@ static int maxpool2x2s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor "vfmax.vv v2, v0, v1\n\t" "add %0, %0, t2\n\t" - "vfmax.vv v4, v2, v3\n\t" - "vse.v v4, (%1)\n\t" + "vse.v v2, (%1)\n\t" "add %1, %1, t1\n\t" "3:\n\t" // ending @@ -411,10 +394,10 @@ static int maxpool2x2s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor "=r"(outptr), // %1 "=r"(out_w) // %2 : "0"(line0), "1"(outptr), "2"(out_w) - : "cc", "memory", "v0", "v1", "v2", "v3", "v4", "t0", "t1", "t2", "t3"); + : "cc", "memory", "v0", "v1", "v2", "t0", "t1", "t2", "t3"); // h bottom ---- w right if (extend_w) { - outptr[0] = line0[0] > 0 ? line0[0] : 0; + outptr[0] = line0[0]; } } } @@ -564,7 +547,6 @@ static int maxpool3x3s2_fp16(struct csinn_tensor *input, struct csinn_tensor *ou __fp16 max2 = line2[0] > line2[1] ? line2[0] : line2[1]; outptr[0] = max1 > max2 ? max1 : max2; outptr[0] = outptr[0] > max0 ? outptr[0] : max0; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; outptr++; } line0 += remain_w + in_w; @@ -578,7 +560,6 @@ static int maxpool3x3s2_fp16(struct csinn_tensor *input, struct csinn_tensor *ou "srai t0, %3, 3\n\t" // t0 = out_w >> 3 (out_w8) "beqz t0, 2f\n\t" "vsetvli zero, zero, e16, m1\n\t" - "vmv.v.x v11, zero\n\t" // clear "1:\n\t" "vlseg2e.v v0, (%0)\n\t" @@ -596,7 +577,6 @@ static int maxpool3x3s2_fp16(struct csinn_tensor *input, struct csinn_tensor *ou "addi %1, %1, 28\n\t" "vfmax.vv v10, v8, v9\n\t" - "vfmax.vv v10, v10, v11\n\t" "vse.v v10, (%2)\n\t" "addi %2, %2, 16\n\t" @@ -610,7 +590,6 @@ static int maxpool3x3s2_fp16(struct csinn_tensor *input, struct csinn_tensor *ou // out_w_tail "vsetvli zero, t0, e16, m1\n\t" - "vmv.v.x v11, zero\n\t" // clear "slli t1, t0, 1\n\t" "slli t2, t0, 2\n\t" "addi t2, t2, -4\n\t" @@ -630,7 +609,6 @@ static int maxpool3x3s2_fp16(struct csinn_tensor *input, struct csinn_tensor *ou "add %1, %1, t2\n\t" "vfmax.vv v10, v8, v9\n\t" - "vfmax.vv v10, v10, v11\n\t" "vse.v v10, (%2)\n\t" "add %2, %2, t1\n\t" @@ -643,13 +621,12 @@ static int maxpool3x3s2_fp16(struct csinn_tensor *input, struct csinn_tensor *ou "=r"(out_w) // %3 : "0"(line0), "1"(line1), "2"(outptr), "3"(out_w) : "cc", "memory", "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7", "v8", "v9", - "v10", "v11", "t0", "t1", "t2", "t3", "t4"); + "v10", "t0", "t1", "t2", "t3", "t4"); if (extend_w) { __fp16 max0 = line0[0] > line0[1] ? line0[0] : line0[1]; __fp16 max1 = line1[0] > line1[1] ? line1[0] : line1[1]; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; outptr++; } } @@ -709,7 +686,6 @@ static int maxpool3x3s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor __fp16 max0 = line0[0] > line0[1] ? line0[0] : line0[1]; __fp16 max1 = line1[0] > line1[1] ? line1[0] : line1[1]; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; outptr++; line0++; line1++; @@ -720,7 +696,6 @@ static int maxpool3x3s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor "srai t0, t4, 3\n\t" // t0 = (out_w - 1) >> 3 (out_w8) "beqz t0, 2f\n\t" "vsetvli zero, zero, e16, m1\n\t" - "vmv.v.x v11, zero\n\t" // clear "1:\n\t" "vlseg2e.v v0, (%0)\n\t" // v0[0..7] = line0[0,2,4,6,8,10,12,14] v1[0..7] = @@ -739,7 +714,6 @@ static int maxpool3x3s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor "addi %1, %1, 28\n\t" // line1 += 6 "vfmax.vv v10, v8, v9\n\t" - "vfmax.vv v10, v10, v11\n\t" "vse.v v10, (%2)\n\t" "addi %2, %2, 16\n\t" // outptr += 8 @@ -753,7 +727,6 @@ static int maxpool3x3s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor // out_w_tail "vsetvli zero, t0, e16, m1\n\t" - "vmv.v.x v11, zero\n\t" // clear "slli t1, t0, 1\n\t" "slli t2, t0, 2\n\t" "addi t2, t2, -4\n\t" @@ -773,7 +746,6 @@ static int maxpool3x3s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor "add %1, %1, t2\n\t" "vfmax.vv v10, v8, v9\n\t" - "vfmax.vv v10, v10, v11\n\t" "vse.v v10, (%2)\n\t" "add %2, %2, t1\n\t" @@ -786,7 +758,7 @@ static int maxpool3x3s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor "=r"(out_w) // %3 : "0"(line0), "1"(line1), "2"(outptr), "3"(out_w) : "cc", "memory", "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7", "v8", "v9", "v10", - "v11", "t0", "t1", "t2", "t3", "t4" + "t0", "t1", "t2", "t3", "t4" ); @@ -795,7 +767,6 @@ static int maxpool3x3s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor max0 = line0[0] > line0[1] ? line0[0] : line0[1]; max1 = line1[0] > line1[1] ? line1[0] : line1[1]; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; outptr++; } line0 += remain_w; @@ -811,7 +782,6 @@ static int maxpool3x3s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor max2 = line2[0] > line2[1] ? line2[0] : line2[1]; max1 = max1 > max2 ? max1 : max2; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; // consider padding with constant "0" outptr++; line0++; line1++; @@ -910,7 +880,6 @@ static int maxpool3x3s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor max2 = line2[0] > line2[1] ? line2[0] : line2[1]; max1 = max1 > max2 ? max1 : max2; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; outptr++; } line0 += in_w + remain_w; @@ -924,7 +893,6 @@ static int maxpool3x3s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor max0 = line0[0] > line0[1] ? line0[0] : line0[1]; max1 = line1[0] > line1[1] ? line1[0] : line1[1]; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; outptr++; line0++; line1++; @@ -936,7 +904,6 @@ static int maxpool3x3s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor "srai t0, t4, 3\n\t" // t0 = (out_w - 1) >> 3 (out_w8) "beqz t0, 2f\n\t" "vsetvli zero, zero, e16, m1\n\t" - "vmv.v.x v11, zero\n\t" // clear "1:\n\t" "vlseg2e.v v0, (%0)\n\t" @@ -954,8 +921,6 @@ static int maxpool3x3s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor "addi %1, %1, 28\n\t" "vfmax.vv v10, v8, v9\n\t" - "vfmax.vv v10, v10, v11\n\t" - "vse.v v10, (%2)\n\t" "addi %2, %2, 16\n\t" @@ -968,7 +933,6 @@ static int maxpool3x3s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor // out_w_tail "vsetvli zero, t0, e16, m1\n\t" - "vmv.v.x v11, zero\n\t" // clear "slli t1, t0, 1\n\t" "slli t2, t0, 2\n\t" "addi t2, t2, -4\n\t" @@ -988,8 +952,6 @@ static int maxpool3x3s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor "add %1, %1, t2\n\t" "vfmax.vv v10, v8, v9\n\t" - "vfmax.vv v10, v10, v11\n\t" - "vse.v v10, (%2)\n\t" "add %2, %2, t1\n\t" @@ -1001,14 +963,13 @@ static int maxpool3x3s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor "=r"(out_w) // %3 : "0"(line0), "1"(line1), "2"(outptr), "3"(out_w) : "cc", "memory", "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7", "v8", "v9", - "v10", "v11", "t0", "t1", "t2", "t3", "t4"); + "v10", "t0", "t1", "t2", "t3", "t4"); // h bottom ---- w right if (extend_w) { max0 = line0[0] > line0[1] ? line0[0] : line0[1]; max1 = line1[0] > line1[1] ? line1[0] : line1[1]; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; outptr++; } } @@ -1052,7 +1013,6 @@ static int maxpool3x3s1_p1_fp16(struct csinn_tensor *input, struct csinn_tensor __fp16 max0 = line1[0] > line1[1] ? line1[0] : line1[1]; __fp16 max1 = line2[0] > line2[1] ? line2[0] : line2[1]; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; outptr++; // h top ---- w mid asm volatile( @@ -1060,7 +1020,6 @@ static int maxpool3x3s1_p1_fp16(struct csinn_tensor *input, struct csinn_tensor "srai t0, t3, 3\n\t" // t0 = (out_w - 2) >> 3 (out_w8) "beqz t0, 2f\n\t" "vsetvli zero, zero, e16, m1\n\t" - "vmv.v.x v11, zero\n\t" // clear "1:\n\t" "vle.v v0, (%0)\n\t" @@ -1082,7 +1041,6 @@ static int maxpool3x3s1_p1_fp16(struct csinn_tensor *input, struct csinn_tensor "vfmax.vv v9, v7, v8\n\t" "vfmax.vv v10, v4, v9\n\t" - "vfmax.vv v10, v10, v11\n\t" "vse.v v10, (%2)\n\t" "addi %2, %2, 16\n\t" @@ -1095,7 +1053,6 @@ static int maxpool3x3s1_p1_fp16(struct csinn_tensor *input, struct csinn_tensor // out_w_tail "vsetvli zero, t0, e16, m1\n\t" - "vmv.v.x v11, zero\n\t" // clear "slli t1, t0, 1\n\t" "addi t2, t1, -4\n\t" @@ -1118,7 +1075,6 @@ static int maxpool3x3s1_p1_fp16(struct csinn_tensor *input, struct csinn_tensor "vfmax.vv v9, v7, v8\n\t" "vfmax.vv v10, v4, v9\n\t" - "vfmax.vv v10, v10, v11\n\t" "vse.v v10, (%2)\n\t" "add %2, %2, t1\n\t" @@ -1130,14 +1086,13 @@ static int maxpool3x3s1_p1_fp16(struct csinn_tensor *input, struct csinn_tensor "=r"(out_w) // %3 : "0"(line1), "1"(line2), "2"(outptr), "3"(out_w) : "cc", "memory", "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7", "v8", "v9", "v10", - "v11", "t0", "t1", "t2", "t3" + "t0", "t1", "t2", "t3" ); // h top ---- w right max0 = line1[0] > line1[1] ? line1[0] : line1[1]; max1 = line2[0] > line2[1] ? line2[0] : line2[1]; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; outptr++; line1 += 2; // bump next line: line1 --> line2 line2 += 2; @@ -1152,7 +1107,6 @@ static int maxpool3x3s1_p1_fp16(struct csinn_tensor *input, struct csinn_tensor max2 = line2[0] > line2[1] ? line2[0] : line2[1]; max1 = max1 > max2 ? max1 : max2; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; outptr++; // h mid ---- w mid asm volatile( @@ -1254,8 +1208,6 @@ static int maxpool3x3s1_p1_fp16(struct csinn_tensor *input, struct csinn_tensor max2 = line2[0] > line2[1] ? line2[0] : line2[1]; max1 = max1 > max2 ? max1 : max2; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; - outptr++; line0 += 2; line1 += 2; @@ -1265,7 +1217,6 @@ static int maxpool3x3s1_p1_fp16(struct csinn_tensor *input, struct csinn_tensor max0 = line0[0] > line0[1] ? line0[0] : line0[1]; max1 = line1[0] > line1[1] ? line1[0] : line1[1]; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; outptr++; // h bottom ---- w mid asm volatile( @@ -1273,7 +1224,6 @@ static int maxpool3x3s1_p1_fp16(struct csinn_tensor *input, struct csinn_tensor "srai t0, t3, 3\n\t" // t0 = (out_w - 2) >> 3 (out_w8) "beqz t0, 2f\n\t" "vsetvli zero, zero, e16, m1\n\t" - "vmv.v.x v11, zero\n\t" // clear "1:\n\t" "vle.v v0, (%0)\n\t" @@ -1295,7 +1245,6 @@ static int maxpool3x3s1_p1_fp16(struct csinn_tensor *input, struct csinn_tensor "vfmax.vv v9, v7, v8\n\t" "vfmax.vv v10, v4, v9\n\t" - "vfmax.vv v10, v10, v11\n\t" "vse.v v10, (%2)\n\t" "addi %2, %2, 16\n\t" @@ -1308,7 +1257,6 @@ static int maxpool3x3s1_p1_fp16(struct csinn_tensor *input, struct csinn_tensor // out_w_tail "vsetvli zero, t0, e16, m1\n\t" - "vmv.v.x v11, zero\n\t" // clear "slli t1, t0, 1\n\t" "addi t2, t1, -4\n\t" @@ -1331,7 +1279,6 @@ static int maxpool3x3s1_p1_fp16(struct csinn_tensor *input, struct csinn_tensor "vfmax.vv v9, v7, v8\n\t" "vfmax.vv v10, v4, v9\n\t" - "vfmax.vv v10, v10, v11\n\t" "vse.v v10, (%2)\n\t" "add %2, %2, t1\n\t" @@ -1343,13 +1290,12 @@ static int maxpool3x3s1_p1_fp16(struct csinn_tensor *input, struct csinn_tensor "=r"(out_w) // %3 : "0"(line0), "1"(line1), "2"(outptr), "3"(out_w) : "cc", "memory", "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7", "v8", "v9", "v10", - "v11", "t0", "t1", "t2", "t3"); + "t0", "t1", "t2", "t3"); // h bottom ---- w right max0 = line0[0] > line0[1] ? line0[0] : line0[1]; max1 = line1[0] > line1[1] ? line1[0] : line1[1]; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; } input_data += input_size; output_data += output_size; @@ -1364,20 +1310,25 @@ int shl_c906_maxpool2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor { int32_t input_h = input->dim[2]; int32_t input_w = input->dim[3]; - int32_t kernel_h = params->filter_height; int32_t kernel_w = params->filter_width; int32_t stride_h = params->stride_height; int32_t stride_w = params->stride_width; - int32_t pad_left = params->pad_left; int32_t pad_right = params->pad_right; int32_t pad_top = params->pad_top; int32_t pad_down = params->pad_down; - struct csinn_callback *cb = params->base.cb; cb->exec = NULL; + if (input->sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_c906_option *option = shl_c906_get_graph_option(input->sess); + if (option && option->base.use_packn_layout) { + shl_debug_error("%s: unsupport packn\n", __func__); + return CSINN_UNSUPPORT_LAYOUT; + } + } + // global maxpool2d if (input_h == kernel_h && input_w == kernel_w) { cb->exec = shl_c906_global_maxpool2d_fp16; @@ -1413,7 +1364,16 @@ int shl_c906_maxpool2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor // end consider ceil_mode 3x3s2p0 cb->exec = maxpool3x3s2_fp16; } else if (pad_left == 1 && pad_top == 1) { - cb->exec = maxpool3x3s2_p1_fp16; + if (params->ceil_mode == 0) { + cb->exec = maxpool3x3s2_p1_fp16; + } else { + if ((input_w % 2 == 0 && pad_right == 1) || + (input_h % 2 == 0 && pad_down == 1)) { + cb->exec = shl_ref_maxpool2d_quant; + } else { + cb->exec = maxpool3x3s2_p1_fp16; + } + } } } } else if (stride_h == 1 && stride_w == 1) { diff --git a/source/c906_opt/fp16/minimum.c b/source/c906_opt/fp16/minimum.c index 7cffe8fb..61f5bb87 100644 --- a/source/c906_opt/fp16/minimum.c +++ b/source/c906_opt/fp16/minimum.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" static void element_minimum_fp16(__fp16 *input0, __fp16 *input1, __fp16 *output, int size) @@ -84,8 +82,8 @@ int shl_c906_minimum_fp16(struct csinn_tensor *input0, struct csinn_tensor *inpu } } if (!flag) { - __fp16 *in0_data_b = shl_mem_alloc(out_size * 2); - __fp16 *in1_data_b = shl_mem_alloc(out_size * 2); + __fp16 *in0_data_b = shl_mem_alloc(out_size * sizeof(__fp16)); + __fp16 *in1_data_b = shl_mem_alloc(out_size * sizeof(__fp16)); struct csinn_tensor *b_input0 = csinn_alloc_tensor(NULL); struct csinn_tensor *b_input1 = csinn_alloc_tensor(NULL); csinn_tensor_copy(b_input0, output); diff --git a/source/c906_opt/fp16/mul.c b/source/c906_opt/fp16/mul.c index f408dd44..3c0bda74 100644 --- a/source/c906_opt/fp16/mul.c +++ b/source/c906_opt/fp16/mul.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" static void element_mul_fp16(__fp16 *input0, __fp16 *input1, __fp16 *output, int size) @@ -131,8 +129,8 @@ int shl_c906_mul_fp16(struct csinn_tensor *input0, struct csinn_tensor *input1, } } if (!flag) { - __fp16 *in0_data_b = shl_mem_alloc(out_size * 2); - __fp16 *in1_data_b = shl_mem_alloc(out_size * 2); + __fp16 *in0_data_b = shl_mem_alloc(out_size * sizeof(__fp16)); + __fp16 *in1_data_b = shl_mem_alloc(out_size * sizeof(__fp16)); struct csinn_tensor *b_input0 = csinn_alloc_tensor(NULL); struct csinn_tensor *b_input1 = csinn_alloc_tensor(NULL); diff --git a/source/c906_opt/fp16/pad.c b/source/c906_opt/fp16/pad.c index f230d784..a011f951 100644 --- a/source/c906_opt/fp16/pad.c +++ b/source/c906_opt/fp16/pad.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_pad_fp16(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/c906_opt/fp16/prelu.c b/source/c906_opt/fp16/prelu.c index 3c24908d..53155e6b 100644 --- a/source/c906_opt/fp16/prelu.c +++ b/source/c906_opt/fp16/prelu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" // nchw layout diff --git a/source/c906_opt/fp16/sum.c b/source/c906_opt/fp16/reduce_sum.c similarity index 98% rename from source/c906_opt/fp16/sum.c rename to source/c906_opt/fp16/reduce_sum.c index 1c5b21b3..4362a7fc 100644 --- a/source/c906_opt/fp16/sum.c +++ b/source/c906_opt/fp16/reduce_sum.c @@ -16,12 +16,10 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" // reduce_sum -int shl_c906_sum_stride_fp16(struct csinn_tensor *input, struct csinn_tensor *output, +int shl_c906_reduce_sum_fp16(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_reduce_params *params) { __fp16 *input_data = (__fp16 *)input->data; diff --git a/source/c906_opt/fp16/relu.c b/source/c906_opt/fp16/relu.c index 8a0afc28..27690c8d 100644 --- a/source/c906_opt/fp16/relu.c +++ b/source/c906_opt/fp16/relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_relu_fp16(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/c906_opt/fp16/relu1.c b/source/c906_opt/fp16/relu1.c index f8b473a8..0f891658 100644 --- a/source/c906_opt/fp16/relu1.c +++ b/source/c906_opt/fp16/relu1.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_relu1_fp16(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/c906_opt/fp16/relu6.c b/source/c906_opt/fp16/relu6.c index c9fb6324..5091074a 100644 --- a/source/c906_opt/fp16/relu6.c +++ b/source/c906_opt/fp16/relu6.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_relu6_fp16(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/c906_opt/fp16/reshape.c b/source/c906_opt/fp16/reshape.c index 096d32f7..059e4fa3 100644 --- a/source/c906_opt/fp16/reshape.c +++ b/source/c906_opt/fp16/reshape.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_reshape_fp16(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/c906_opt/fp16/split.c b/source/c906_opt/fp16/split.c index 80d51f0e..5a6a7869 100644 --- a/source/c906_opt/fp16/split.c +++ b/source/c906_opt/fp16/split.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" /* XXX:量化信息传播,输入输出量化信息一致? */ @@ -26,14 +24,15 @@ int shl_c906_split_fp16(struct csinn_tensor *input, struct csinn_tensor **output { int32_t inner_size = 1; int32_t out_size = 1; - int32_t avg_dim = (input->dim[params->axis] + params->output_num - 1) / params->output_num; + int32_t axis = params->axis < 0 ? (params->axis + input->dim_count) : params->axis; + int32_t avg_dim = (input->dim[axis] + params->output_num - 1) / params->output_num; __fp16 *input_data = input->data; - for (int i = 0; i < params->axis; i++) { + for (int i = 0; i < axis; i++) { out_size *= input->dim[i]; } - for (int i = params->axis + 1; i < input->dim_count; i++) { + for (int i = axis + 1; i < input->dim_count; i++) { inner_size *= input->dim[i]; } @@ -42,7 +41,7 @@ int shl_c906_split_fp16(struct csinn_tensor *input, struct csinn_tensor **output int s_index; if (params->split_index != NULL) { if (i == params->output_num - 1) { - p_size = inner_size * (input->dim[params->axis] - params->split_index[i - 1]); + p_size = inner_size * (input->dim[axis] - params->split_index[i - 1]); s_index = params->split_index[i - 1]; } else if (i == 0) { p_size = inner_size * params->split_index[0]; @@ -53,7 +52,7 @@ int shl_c906_split_fp16(struct csinn_tensor *input, struct csinn_tensor **output } } else { if (i == params->output_num - 1) { - p_size = inner_size * (input->dim[params->axis] - i * avg_dim); + p_size = inner_size * (input->dim[axis] - i * avg_dim); } else { p_size = inner_size * avg_dim; } @@ -62,10 +61,9 @@ int shl_c906_split_fp16(struct csinn_tensor *input, struct csinn_tensor **output __fp16 *output_i_data = output[i]->data; for (int out = 0; out < out_size; out++) { - int in_index = out * input->dim[params->axis] * inner_size + s_index * inner_size; - int out_index = out * inner_size; - shl_c906_memcpy(output_i_data + out_index, input_data + in_index, - p_size * sizeof(__fp16)); + int in_index = out * input->dim[axis] * inner_size + s_index * inner_size; + shl_c906_memcpy(output_i_data, input_data + in_index, p_size * sizeof(__fp16)); + output_i_data += p_size; } } return CSINN_TRUE; diff --git a/source/c906_opt/fp16/sub.c b/source/c906_opt/fp16/sub.c index ba52b520..8b11c590 100644 --- a/source/c906_opt/fp16/sub.c +++ b/source/c906_opt/fp16/sub.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" static void element_sub_fp16(__fp16 *input0, __fp16 *input1, __fp16 *output, int size) @@ -119,8 +117,8 @@ int shl_c906_sub_fp16(struct csinn_tensor *input0, struct csinn_tensor *input1, } } if (!flag) { - __fp16 *in0_data_b = shl_mem_alloc(out_size * 2); - __fp16 *in1_data_b = shl_mem_alloc(out_size * 2); + __fp16 *in0_data_b = shl_mem_alloc(out_size * sizeof(__fp16)); + __fp16 *in1_data_b = shl_mem_alloc(out_size * sizeof(__fp16)); struct csinn_tensor *b_input0 = csinn_alloc_tensor(NULL); struct csinn_tensor *b_input1 = csinn_alloc_tensor(NULL); diff --git a/source/c906_opt/fp32/abs.c b/source/c906_opt/fp32/abs.c index 8fd16fb1..1b3bf4d1 100644 --- a/source/c906_opt/fp32/abs.c +++ b/source/c906_opt/fp32/abs.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_abs_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/c906_opt/fp32/add.c b/source/c906_opt/fp32/add.c index ade24485..04769c77 100644 --- a/source/c906_opt/fp32/add.c +++ b/source/c906_opt/fp32/add.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" static int tail_coincide(struct csinn_tensor *input0, struct csinn_tensor *input1) @@ -154,8 +152,8 @@ int shl_c906_add_f32(struct csinn_tensor *input0, struct csinn_tensor *input1, } // example: [1, 3, 224, 224] + [3, 224, 1] or [1, 3, 224, 224] + [3, 1, 224] if (!flag) { - float *in0_data_b = shl_mem_alloc(out_size * 4); - float *in1_data_b = shl_mem_alloc(out_size * 4); + float *in0_data_b = shl_mem_alloc(out_size * sizeof(float)); + float *in1_data_b = shl_mem_alloc(out_size * sizeof(float)); struct csinn_tensor *b_input0 = csinn_alloc_tensor(NULL); struct csinn_tensor *b_input1 = csinn_alloc_tensor(NULL); diff --git a/source/c906_opt/fp32/avgpool.c b/source/c906_opt/fp32/avgpool.c index 6bb1fff2..c66aab8a 100644 --- a/source/c906_opt/fp32/avgpool.c +++ b/source/c906_opt/fp32/avgpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" /* @@ -1319,20 +1317,25 @@ int shl_c906_avgpool2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor { int32_t input_h = input->dim[2]; int32_t input_w = input->dim[3]; - int32_t kernel_h = params->filter_height; int32_t kernel_w = params->filter_width; int32_t stride_h = params->stride_height; int32_t stride_w = params->stride_width; - int32_t pad_left = params->pad_left; int32_t pad_right = params->pad_right; int32_t pad_top = params->pad_top; int32_t pad_down = params->pad_down; - struct csinn_callback *cb = params->base.cb; cb->exec = NULL; + if (input->sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_c906_option *option = shl_c906_get_graph_option(input->sess); + if (option && option->base.use_packn_layout) { + shl_debug_error("%s: unsupport packn\n", __func__); + return CSINN_UNSUPPORT_LAYOUT; + } + } + // global avgpool2d if (input_h == kernel_h && input_w == kernel_w) { cb->exec = shl_c906_global_avgpool2d_f32; @@ -1368,7 +1371,16 @@ int shl_c906_avgpool2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor // end consider ceil_mode 3x3s2p0 cb->exec = avgpool3x3s2; } else if (pad_left == 1 && pad_top == 1) { - cb->exec = avgpool3x3s2_p1; + if (params->ceil_mode == 0) { + cb->exec = avgpool3x3s2_p1; + } else { + if ((input_w % 2 == 0 && pad_right == 1) || + (input_h % 2 == 0 && pad_down == 1)) { + cb->exec = shl_ref_avgpool2d_f32; + } else { + cb->exec = avgpool3x3s2_p1; + } + } } } } else if (stride_h == 1 && stride_w == 1) { diff --git a/source/c906_opt/fp32/broadcast_to.c b/source/c906_opt/fp32/broadcast_to.c index 6b401096..52623505 100644 --- a/source/c906_opt/fp32/broadcast_to.c +++ b/source/c906_opt/fp32/broadcast_to.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_broadcast_to_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/c906_opt/fp32/clip.c b/source/c906_opt/fp32/clip.c index 2f2dc2c0..e5d84833 100644 --- a/source/c906_opt/fp32/clip.c +++ b/source/c906_opt/fp32/clip.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_clip_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/c906_opt/fp32/concat.c b/source/c906_opt/fp32/concat.c index 316210fd..e7a2f08b 100644 --- a/source/c906_opt/fp32/concat.c +++ b/source/c906_opt/fp32/concat.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_concat_f32(struct csinn_tensor **input, struct csinn_tensor *output, diff --git a/source/c906_opt/fp32/convolution.c b/source/c906_opt/fp32/convolution.c index 576c0c8c..1450d744 100644 --- a/source/c906_opt/fp32/convolution.c +++ b/source/c906_opt/fp32/convolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" /* @@ -30,7 +28,7 @@ int shl_c906_conv2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor *o struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { - int32_t out_c = kernel->dim[0]; + int32_t out_c = kernel->dim[0] / params->group; int32_t in_c = kernel->dim[1]; int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; @@ -42,6 +40,14 @@ int shl_c906_conv2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor *o int32_t dalition_w = params->dilation_width; struct csinn_callback *cb = params->base.cb; + if (input->sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_c906_option *option = shl_c906_get_graph_option(input->sess); + if (option && option->base.use_packn_layout) { + shl_debug_error("%s: unsupport packn\n", __func__); + return CSINN_UNSUPPORT_LAYOUT; + } + } + // check int out_height = (in_h + params->pad_top + params->pad_down - kernel_h) / stride_h + 1; int out_width = (in_w + params->pad_left + params->pad_right - kernel_w) / stride_w + 1; diff --git a/source/c906_opt/fp32/convolution1d.c b/source/c906_opt/fp32/convolution1d.c index a90e8b9b..b4ea9204 100644 --- a/source/c906_opt/fp32/convolution1d.c +++ b/source/c906_opt/fp32/convolution1d.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_conv1d_init_fp32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/c906_opt/fp32/convolution_1x1_fp32.c b/source/c906_opt/fp32/convolution_1x1_fp32.c index b41b755c..941ed62f 100644 --- a/source/c906_opt/fp32/convolution_1x1_fp32.c +++ b/source/c906_opt/fp32/convolution_1x1_fp32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" void shl_c906_conv1x1s1_sgemm_transform_kernel(struct csinn_tensor *kernel, diff --git a/source/c906_opt/fp32/convolution_3x3_fp32.c b/source/c906_opt/fp32/convolution_3x3_fp32.c index f24785aa..bccf01c4 100644 --- a/source/c906_opt/fp32/convolution_3x3_fp32.c +++ b/source/c906_opt/fp32/convolution_3x3_fp32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - /* the conditions for using winograd convolution in_channel >= 16 diff --git a/source/c906_opt/fp32/convolution_sgemm_fp32.c b/source/c906_opt/fp32/convolution_sgemm_fp32.c index 4d93a952..e2ce0b60 100644 --- a/source/c906_opt/fp32/convolution_sgemm_fp32.c +++ b/source/c906_opt/fp32/convolution_sgemm_fp32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" /************************************************************************************* @@ -64,13 +62,11 @@ static int shl_c906_conv_im2col_sgemm_base(struct csinn_tensor *input, struct cs int32_t stride_w = params->stride_width; int32_t pad_left = params->pad_left; int32_t pad_top = params->pad_top; - - // im2col matrix_col = out_height * out_width - // im2col matrix_row = channel_col - int channel_col = in_ch / group * ksize_h * ksize_w; + int32_t dilation_h = params->dilation_height; + int32_t dilation_w = params->dilation_width; int32_t m = out_ch / group; - int32_t k = channel_col; + int32_t k = in_ch / group * ksize_h * ksize_w; int32_t n = out_height * out_width; float *im2col_data = (float *)shl_mem_alloc(k * n * sizeof(float)); @@ -79,27 +75,34 @@ static int shl_c906_conv_im2col_sgemm_base(struct csinn_tensor *input, struct cs for (int i = 0; i < batch; i++) { for (int g = 0; g < group; g++) { // im2col - for (int c = 0; c < channel_col; ++c) { - int w_offset = c % ksize_w; - int h_offset = c / ksize_w % ksize_h; - int c_im = c / ksize_h / ksize_w; - for (int h = 0; h < out_height; ++h) { - for (int w = 0; w < out_width; ++w) { - int im_row = h_offset + h * stride_h; - int im_col = w_offset + w * stride_w; - int col_index = - (c * out_height + h) * out_width + w; // [channel_col, out_h, out_w] - im_row = im_row - params->pad_top; - im_col = im_col - params->pad_left; - if (im_row < 0 || im_col < 0 || im_row >= in_height || im_col >= in_width) { - im2col_data[col_index] = 0.0f; - } else { - im2col_data[col_index] = - input_data[(c_im * input->dim[2] + im_row) * input->dim[3] + - im_col]; + float *data_col = im2col_data; + float *channel_data = input_data; + for (int c = 0; c < in_ch / group; c++) { + for (int kh = 0; kh < ksize_h; kh++) { + for (int kw = 0; kw < ksize_w; kw++) { + int in_row = -pad_top + kh * dilation_h; + for (int oh = 0; oh < out_height; oh++) { + if (in_row >= in_height || in_row < 0) { + for (int ow = 0; ow < out_width; ow++) { + *data_col++ = 0.0f; + } + } else { + int in_col = -pad_left + kw * dilation_w; + for (int ow1 = 0; ow1 < out_width; ow1++) { + int col_idx = (c * out_height + oh) * out_width + ow1; + if (in_col < in_width && in_col >= 0) { + *data_col++ = channel_data[in_row * in_width + in_col]; + } else { + *data_col++ = 0.0f; + } + in_col += stride_w; + } + } + in_row += stride_h; } } } + channel_data += in_height * in_width; } float *pa = kernel_data + g * m * k; diff --git a/source/c906_opt/fp32/depthwise_convolution.c b/source/c906_opt/fp32/depthwise_convolution.c index dcea6986..22054782 100644 --- a/source/c906_opt/fp32/depthwise_convolution.c +++ b/source/c906_opt/fp32/depthwise_convolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_depthwise_conv2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor *output, @@ -28,17 +26,23 @@ int shl_c906_depthwise_conv2d_init_fp32(struct csinn_tensor *input, struct csinn int32_t in_ch = input->dim[1]; int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; - int32_t out_ch = output->dim[1]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; - int32_t kernel_h = kernel->dim[2]; int32_t kernel_w = kernel->dim[3]; int32_t stride_h = params->stride_height; int32_t stride_w = params->stride_width; struct csinn_callback *cb = params->base.cb; + if (input->sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_c906_option *option = shl_c906_get_graph_option(input->sess); + if (option && option->base.use_packn_layout) { + shl_debug_error("%s: unsupport packn\n", __func__); + return CSINN_UNSUPPORT_LAYOUT; + } + } + if (kernel_h == 3 && kernel_w == 3 && stride_h == 1 && stride_w == 1) { cb->exec = shl_c906_dwconv3x3s1; } else if (kernel_h == 3 && kernel_w == 3 && stride_h == 2 && stride_w == 2) { diff --git a/source/c906_opt/fp32/depthwise_convolution_3x3_fp32.c b/source/c906_opt/fp32/depthwise_convolution_3x3_fp32.c index 481ee3e1..4a6f9be4 100644 --- a/source/c906_opt/fp32/depthwise_convolution_3x3_fp32.c +++ b/source/c906_opt/fp32/depthwise_convolution_3x3_fp32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" #ifndef DWCONV3X3S1 diff --git a/source/c906_opt/fp32/depthwise_convolution_3x3_pack4_fp32.c b/source/c906_opt/fp32/depthwise_convolution_3x3_pack4_fp32.c index 41cdd93a..3bb6166c 100644 --- a/source/c906_opt/fp32/depthwise_convolution_3x3_pack4_fp32.c +++ b/source/c906_opt/fp32/depthwise_convolution_3x3_pack4_fp32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" #ifndef DWCONV3X3S1_PACK4 diff --git a/source/c906_opt/fp32/depthwise_convolution_5x5_fp32.c b/source/c906_opt/fp32/depthwise_convolution_5x5_fp32.c index bef0ac20..520fe732 100644 --- a/source/c906_opt/fp32/depthwise_convolution_5x5_fp32.c +++ b/source/c906_opt/fp32/depthwise_convolution_5x5_fp32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" #ifndef DWCONV5X5S1 diff --git a/source/c906_opt/fp32/depthwise_convolution_relu_3x3_fp32.c b/source/c906_opt/fp32/depthwise_convolution_relu_3x3_fp32.c index 0c43c0cc..576d115c 100644 --- a/source/c906_opt/fp32/depthwise_convolution_relu_3x3_fp32.c +++ b/source/c906_opt/fp32/depthwise_convolution_relu_3x3_fp32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #define DWCONV3X3S1 shl_c906_dwconv3x3s1_fuse_relu #define DWCONV3X3S2 shl_c906_dwconv3x3s2_fuse_relu diff --git a/source/c906_opt/fp32/depthwise_convolution_relu_3x3_pack4_fp32.c b/source/c906_opt/fp32/depthwise_convolution_relu_3x3_pack4_fp32.c index 594d9289..a132d4a3 100644 --- a/source/c906_opt/fp32/depthwise_convolution_relu_3x3_pack4_fp32.c +++ b/source/c906_opt/fp32/depthwise_convolution_relu_3x3_pack4_fp32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #define DWCONV3X3S1_PACK4 shl_c906_dwconv3x3s1_pack4_fuse_relu #define DWCONV3X3S2_PACK4 shl_c906_dwconv3x3s2_pack4_fuse_relu diff --git a/source/c906_opt/fp32/depthwise_convolution_relu_5x5_fp32.c b/source/c906_opt/fp32/depthwise_convolution_relu_5x5_fp32.c index 0422cbbf..d273151c 100644 --- a/source/c906_opt/fp32/depthwise_convolution_relu_5x5_fp32.c +++ b/source/c906_opt/fp32/depthwise_convolution_relu_5x5_fp32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #define DWCONV5X5S1 shl_c906_dwconv5x5s1_fuse_relu #define DWCONV5X5S2 shl_c906_dwconv5x5s2_fuse_relu diff --git a/source/c906_opt/fp32/div.c b/source/c906_opt/fp32/div.c index 55a0c216..23c31df8 100644 --- a/source/c906_opt/fp32/div.c +++ b/source/c906_opt/fp32/div.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_div_init_fp32(struct csinn_tensor *input0, struct csinn_tensor *input1, struct csinn_tensor *output, struct csinn_diso_params *params) diff --git a/source/c906_opt/fp32/gemm_fp32.c b/source/c906_opt/fp32/gemm_fp32.c index c0c610c2..8385d2e0 100644 --- a/source/c906_opt/fp32/gemm_fp32.c +++ b/source/c906_opt/fp32/gemm_fp32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" /* The matrices are stored in row-major order */ @@ -3419,7 +3417,7 @@ void shl_c906_sgemm_kernel_f32(float *dst, const float *sa, const float *sb, int bool flag_bias = 1; // default: conv2d layer include bias if (bias == NULL) { flag_bias = 0; - bias = (float *)shl_mem_alloc(m * 4); + bias = (float *)shl_mem_alloc(m * sizeof(float)); } float *bias_tmp = bias; diff --git a/source/c906_opt/fp32/global_avgpool.c b/source/c906_opt/fp32/global_avgpool.c index 2cbe1b8d..5296adad 100644 --- a/source/c906_opt/fp32/global_avgpool.c +++ b/source/c906_opt/fp32/global_avgpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_global_avgpool2d_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/c906_opt/fp32/global_maxpool.c b/source/c906_opt/fp32/global_maxpool.c index ced00b95..fb7d16e7 100644 --- a/source/c906_opt/fp32/global_maxpool.c +++ b/source/c906_opt/fp32/global_maxpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_global_maxpool2d_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/c906_opt/fp32/leaky_relu.c b/source/c906_opt/fp32/leaky_relu.c index e1e44b09..11a20699 100644 --- a/source/c906_opt/fp32/leaky_relu.c +++ b/source/c906_opt/fp32/leaky_relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_leaky_relu_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/c906_opt/fp32/matmul.c b/source/c906_opt/fp32/matmul.c new file mode 100644 index 00000000..b504913e --- /dev/null +++ b/source/c906_opt/fp32/matmul.c @@ -0,0 +1,64 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#include "shl_c906.h" + +/************************************************************* + Matmul fp32 performance on C906@1GHz + ------------------------- + | mkn | GFlops | + |-----------------------| + | 49,32,49 | 0.94 | + | 8,176,176 | 0.85 | + | 8,1584,176 | 0.93 | + | 384,512,512 | 1.29 | + | 196,1536,384 | 1.28 | + ------------------------- + ************************************************************/ + +#define MATMUL_M_BLK 32 +#define MATMUL_K_BLK 64 +#define MATMUL_N_BLK 64 + +int shl_c906_matmul_fp32(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, struct csinn_matmul_params *params) +{ + return shl_rvv_matmul_block_fp32(mat0, mat1, output, params, MATMUL_M_BLK, MATMUL_K_BLK, + MATMUL_N_BLK); +} + +int shl_rvv_matmul_init_fp32(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, struct csinn_matmul_params *params) +{ + struct csinn_callback *cb = params->base.cb; + if (mat0->dtype == CSINN_DTYPE_FLOAT32) { + if (mat1->dtype == CSINN_DTYPE_FLOAT32) { + if (mat1->is_const) { + shl_rvv_matmul_reorder_weight_fp32(mat1, MATMUL_K_BLK, MATMUL_N_BLK); + } + cb->exec = shl_c906_matmul_fp32; + } else { + shl_debug_error("mat1 unsupported dtype: %d\n", mat1->dtype); + return CSINN_FALSE; + } + } else { + shl_debug_error("mat0 unsupported dtype: %d\n", mat0->dtype); + return CSINN_FALSE; + } + return CSINN_TRUE; +} diff --git a/source/c906_opt/fp32/maxpool.c b/source/c906_opt/fp32/maxpool.c index 79fba62d..085917d9 100644 --- a/source/c906_opt/fp32/maxpool.c +++ b/source/c906_opt/fp32/maxpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" /* @@ -126,7 +124,7 @@ static int maxpool2x2s2(struct csinn_tensor *input, struct csinn_tensor *output, outptr++; } if (extend_w) { - outptr[0] = fmax(fmax(line0[0], line1[0]), 0.0f); + outptr[0] = fmax(line0[0], line1[0]); outptr++; } line0 += remain_w + in_w; @@ -139,13 +137,11 @@ static int maxpool2x2s2(struct csinn_tensor *input, struct csinn_tensor *output, "vsetvli zero, zero, e32, m1\n\t" "mv t0, %2\n\t" "1:\n\t" - "vxor.vv v3, v3, v3\n\t" "vlseg2e.v v0, (%0)\n\t" "vfmax.vv v2, v0, v1\n\t" "addi %0, %0, 32\n\t" - "vfmax.vv v4, v2, v3\n\t" - "vsw.v v4, (%1)\n\t" + "vsw.v v2, (%1)\n\t" "addi %1, %1, 16\n\t" "addi t0, t0, -1\n\t" @@ -155,26 +151,26 @@ static int maxpool2x2s2(struct csinn_tensor *input, struct csinn_tensor *output, "=r"(outptr), // %1 "=r"(out_w4) // %2 : "0"(line0), "1"(outptr), "2"(out_w4) - : "cc", "memory", "v0", "v1", "v2", "v3", "v4", "t0"); + : "cc", "memory", "v0", "v1", "v2", "t0"); } #else for (int w4 = 0; w4 < out_w4; w4++) { - outptr[0] = fmax(fmax(line0[0], line0[1]), 0.0f); - outptr[1] = fmax(fmax(line0[2], line0[3]), 0.0f); - outptr[2] = fmax(fmax(line0[4], line0[5]), 0.0f); - outptr[3] = fmax(fmax(line0[6], line0[7]), 0.0f); + outptr[0] = fmax(line0[0], line0[1]); + outptr[1] = fmax(line0[2], line0[3]); + outptr[2] = fmax(line0[4], line0[5]); + outptr[3] = fmax(line0[6], line0[7]); line0 += 8; outptr += 4; } #endif //__riscv_vector for (int i = out_w4 * 4; i < out_w; i++) { - outptr[0] = fmax(fmax(line0[0], line0[1]), 0.0f); + outptr[0] = fmax(line0[0], line0[1]); line0 += 2; outptr++; } if (extend_w) { - outptr[0] = fmax(line0[0], 0.0f); + outptr[0] = line0[0]; outptr++; } } @@ -228,7 +224,7 @@ static int maxpool2x2s2_p1(struct csinn_tensor *input, struct csinn_tensor *outp float *outptr = output_data + c * out_hw; // h top ---- w left - outptr[0] = fmax(line00[0], 0.0f); + outptr[0] = line00[0]; outptr++; line00++; // h top ---- w mid @@ -238,13 +234,11 @@ static int maxpool2x2s2_p1(struct csinn_tensor *input, struct csinn_tensor *outp "vsetvli zero, zero, e32, m1\n\t" "mv t0, %2\n\t" "1:\n\t" - "vxor.vv v3, v3, v3\n\t" "vlseg2e.v v0, (%0)\n\t" "vfmax.vv v2, v0, v1\n\t" "addi %0, %0, 32\n\t" - "vfmax.vv v4, v2, v3\n\t" - "vsw.v v4, (%1)\n\t" + "vsw.v v2, (%1)\n\t" "addi %1, %1, 16\n\t" "addi t0, t0, -1\n\t" @@ -254,32 +248,27 @@ static int maxpool2x2s2_p1(struct csinn_tensor *input, struct csinn_tensor *outp "=r"(outptr), // %1 "=r"(out_w4) // %2 : "0"(line00), "1"(outptr), "2"(out_w4) - : "cc", "memory", "v0", "v1", "v2", "v3", "v4", "t0"); + : "cc", "memory", "v0", "v1", "v2", "t0"); } #else for (int w4 = 0; w4 < out_w4; w4++) { - float max0 = fmax(line00[0], line00[1]); - float max1 = fmax(line00[2], line00[3]); - float max2 = fmax(line00[4], line00[5]); - float max3 = fmax(line00[6], line00[7]); - - outptr[0] = fmax(max0, 0.0f); - outptr[1] = fmax(max1, 0.0f); - outptr[2] = fmax(max2, 0.0f); - outptr[3] = fmax(max3, 0.0f); + outptr[0] = fmax(line00[0], line00[1]); + outptr[1] = fmax(line00[2], line00[3]); + outptr[2] = fmax(line00[4], line00[5]); + outptr[3] = fmax(line00[6], line00[7]); line00 += 8; outptr += 4; } #endif // __riscv_vector for (int j = out_w4 * 4 + 1; j < out_w; j++) { - outptr[0] = fmax(fmax(line00[0], line00[1]), 0.0f); + outptr[0] = fmax(line00[0], line00[1]); outptr++; line00 += 2; } // h top ---- w right if (extend_w) { - outptr[0] = fmax(line00[0], 0.0f); + outptr[0] = line00[0]; outptr++; } line00 += remain_w; @@ -289,7 +278,7 @@ static int maxpool2x2s2_p1(struct csinn_tensor *input, struct csinn_tensor *outp const float *line1 = line0 + in_w; for (int h = 0; h < out_h - 1; h++) { // h mid ---- w left - outptr[0] = fmax(fmax(line0[0], line1[0]), 0.0f); + outptr[0] = fmax(line0[0], line1[0]); outptr++; line0++; line1++; @@ -355,7 +344,7 @@ static int maxpool2x2s2_p1(struct csinn_tensor *input, struct csinn_tensor *outp } // h mid ---- w right if (extend_w) { - outptr[0] = fmax(fmax(line0[0], line1[0]), 0.0f); + outptr[0] = fmax(line0[0], line1[0]); outptr++; } line0 += remain_w + in_w; @@ -364,7 +353,7 @@ static int maxpool2x2s2_p1(struct csinn_tensor *input, struct csinn_tensor *outp // h bottom if (extend_h) { // h bottom ---- w left - outptr[0] = fmax(line0[0], 0.0f); + outptr[0] = line0[0]; outptr++; line0++; // h bottom ---- w mid @@ -374,13 +363,11 @@ static int maxpool2x2s2_p1(struct csinn_tensor *input, struct csinn_tensor *outp "vsetvli zero, zero, e32, m1\n\t" "mv t0, %2\n\t" "1:\n\t" - "vxor.vv v3, v3, v3\n\t" "vlseg2e.v v0, (%0)\n\t" "vfmax.vv v2, v0, v1\n\t" "addi %0, %0, 32\n\t" - "vfmax.vv v4, v2, v3\n\t" - "vsw.v v4, (%1)\n\t" + "vsw.v v2, (%1)\n\t" "addi %1, %1, 16\n\t" "addi t0, t0, -1\n\t" @@ -390,32 +377,27 @@ static int maxpool2x2s2_p1(struct csinn_tensor *input, struct csinn_tensor *outp "=r"(outptr), // %1 "=r"(out_w4) // %2 : "0"(line0), "1"(outptr), "2"(out_w4) - : "cc", "memory", "v0", "v1", "v2", "v3", "v4", "t0"); + : "cc", "memory", "v0", "v1", "v2", "t0"); } #else for (int w4 = 0; w4 < out_w4; w4++) { - float max0 = fmax(line0[0], line0[1]); - float max1 = fmax(line0[2], line0[3]); - float max2 = fmax(line0[4], line0[5]); - float max3 = fmax(line0[6], line0[7]); - - outptr[0] = fmax(max0, 0.0f); - outptr[1] = fmax(max1, 0.0f); - outptr[2] = fmax(max2, 0.0f); - outptr[3] = fmax(max3, 0.0f); + outptr[0] = fmax(line0[0], line0[1]); + outptr[1] = fmax(line0[2], line0[3]); + outptr[2] = fmax(line0[4], line0[5]); + outptr[3] = fmax(line0[6], line0[7]); line0 += 8; outptr += 4; } #endif // __riscv_vector for (int i = out_w4 * 4 + 1; i < out_w; i++) { - outptr[0] = fmax(fmax(line0[0], line0[1]), 0.0f); + outptr[0] = fmax(line0[0], line0[1]); outptr++; line0 += 2; } // h bottom ---- w right if (extend_w) { - outptr[0] = fmax(line0[0], 0.0f); + outptr[0] = line0[0]; } } } @@ -563,7 +545,6 @@ static int maxpool3x3s2(struct csinn_tensor *input, struct csinn_tensor *output, float max1 = fmax(line1[0], line1[1]); float max2 = fmax(line2[0], line2[1]); outptr[0] = fmax(max0, fmax(max1, max2)); - outptr[0] = fmax(outptr[0], 0.0f); // consider padding with constant "0" outptr++; } line0 += remain_w + in_w; @@ -576,7 +557,6 @@ static int maxpool3x3s2(struct csinn_tensor *input, struct csinn_tensor *output, int load_stride = 8; asm volatile( "vsetvli zero, zero, e32, m1\n\t" - "vxor.vv v11, v11, v11\n\t" "mv t0, %3\n\t" "1:\n\t" "vlseg2e.v v0, (%0)\n\t" @@ -594,8 +574,6 @@ static int maxpool3x3s2(struct csinn_tensor *input, struct csinn_tensor *output, "addi %1, %1, 24\n\t" "vfmax.vv v10, v8, v9\n\t" - "vfmax.vv v10, v10, v11\n\t" - "vsw.v v10, (%2)\n\t" "addi %2, %2, 16\n\t" @@ -609,7 +587,7 @@ static int maxpool3x3s2(struct csinn_tensor *input, struct csinn_tensor *output, "=r"(load_stride) // %4 : "0"(line0), "1"(line1), "2"(outptr), "3"(out_w4), "4"(load_stride) : "cc", "memory", "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7", "v8", - "v9", "v10", "v11", "t0"); + "v9", "v10", "t0"); } #else for (int w4 = 0; w4 < out_w4; w4++) { @@ -623,10 +601,10 @@ static int maxpool3x3s2(struct csinn_tensor *input, struct csinn_tensor *output, float max12 = fmax(line1[4], fmax(line1[5], line1[6])); float max13 = fmax(line1[6], fmax(line1[7], line1[8])); - outptr[0] = fmax(fmax(max00, max10), 0.0f); - outptr[1] = fmax(fmax(max01, max11), 0.0f); - outptr[2] = fmax(fmax(max02, max12), 0.0f); - outptr[3] = fmax(fmax(max03, max13), 0.0f); + outptr[0] = fmax(max00, max10); + outptr[1] = fmax(max01, max11); + outptr[2] = fmax(max02, max12); + outptr[3] = fmax(max03, max13); line0 += 8; line1 += 8; @@ -636,7 +614,7 @@ static int maxpool3x3s2(struct csinn_tensor *input, struct csinn_tensor *output, for (int i = out_w4 * 4; i < out_w; i++) { float max0 = fmax(line0[0], fmax(line0[1], line0[2])); float max1 = fmax(line1[0], fmax(line1[1], line1[2])); - outptr[0] = fmax(fmax(max0, max1), 0.0f); + outptr[0] = fmax(max0, max1); line0 += 2; line1 += 2; @@ -645,7 +623,7 @@ static int maxpool3x3s2(struct csinn_tensor *input, struct csinn_tensor *output, if (extend_w) { float max0 = fmax(line0[0], line0[1]); float max1 = fmax(line1[0], line1[1]); - outptr[0] = fmax(fmax(max0, max1), 0.0f); + outptr[0] = fmax(max0, max1); outptr++; } } @@ -701,7 +679,6 @@ static int maxpool3x3s2_p1(struct csinn_tensor *input, struct csinn_tensor *outp // h top ---- w left outptr[0] = fmax(fmax(line0[0], line0[1]), fmax(line1[0], line1[1])); - outptr[0] = fmax(outptr[0], 0.0f); outptr++; line0++; line1++; @@ -711,7 +688,6 @@ static int maxpool3x3s2_p1(struct csinn_tensor *input, struct csinn_tensor *outp int load_stride = 8; asm volatile( "vsetvli zero, zero, e32, m1\n\t" - "vxor.vv v11, v11, v11\n\t" "mv t0, %3\n\t" // t0 = out_w4 "1:\n\t" "vlseg2e.v v0, (%0)\n\t" // v0[0..3] = line0[0,2.4.6] v1[0..3] = @@ -730,8 +706,6 @@ static int maxpool3x3s2_p1(struct csinn_tensor *input, struct csinn_tensor *outp "addi %1, %1, 24\n\t" // line1 += 6 "vfmax.vv v10, v8, v9\n\t" - "vfmax.vv v10, v10, v11\n\t" - "vsw.v v10, (%2)\n\t" "addi %2, %2, 16\n\t" // outptr += 4 @@ -745,7 +719,7 @@ static int maxpool3x3s2_p1(struct csinn_tensor *input, struct csinn_tensor *outp "=r"(load_stride) // %4 : "0"(line0), "1"(line1), "2"(outptr), "3"(out_w4), "4"(load_stride) : "cc", "memory", "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7", "v8", "v9", - "v10", "v11", "t0"); + "v10", "t0"); } #else for (int w4 = 0; w4 < out_w4; w4++) { @@ -759,10 +733,10 @@ static int maxpool3x3s2_p1(struct csinn_tensor *input, struct csinn_tensor *outp float max12 = fmax(line1[4], fmax(line1[5], line1[6])); float max13 = fmax(line1[6], fmax(line1[7], line1[8])); - outptr[0] = fmax(fmax(max00, max10), 0.0f); - outptr[1] = fmax(fmax(max01, max11), 0.0f); - outptr[2] = fmax(fmax(max02, max12), 0.0f); - outptr[3] = fmax(fmax(max03, max13), 0.0f); + outptr[0] = fmax(max00, max10); + outptr[1] = fmax(max01, max11); + outptr[2] = fmax(max02, max12); + outptr[3] = fmax(max03, max13); line0 += 8; line1 += 8; @@ -772,7 +746,7 @@ static int maxpool3x3s2_p1(struct csinn_tensor *input, struct csinn_tensor *outp for (int i = out_w4 * 4 + 1; i < out_w; i++) { float max0 = fmax(line0[0], fmax(line0[1], line0[2])); float max1 = fmax(line1[0], fmax(line1[1], line1[2])); - outptr[0] = fmax(fmax(max0, max1), 0.0f); + outptr[0] = fmax(max0, max1); line0 += 2; line1 += 2; @@ -781,7 +755,6 @@ static int maxpool3x3s2_p1(struct csinn_tensor *input, struct csinn_tensor *outp // h top ---- w right if (extend_w) { outptr[0] = fmax(fmax(line0[0], line0[1]), fmax(line1[0], line1[1])); - outptr[0] = fmax(outptr[0], 0.0f); outptr++; } line0 += remain_w; @@ -795,7 +768,6 @@ static int maxpool3x3s2_p1(struct csinn_tensor *input, struct csinn_tensor *outp float max1 = fmax(line1[0], line1[1]); float max2 = fmax(line2[0], line2[1]); outptr[0] = fmax(max0, fmax(max1, max2)); - outptr[0] = fmax(outptr[0], 0.0f); // consider padding with constant "0" outptr++; line0++; line1++; @@ -894,7 +866,6 @@ static int maxpool3x3s2_p1(struct csinn_tensor *input, struct csinn_tensor *outp float max1 = fmax(line1[0], line1[1]); float max2 = fmax(line2[0], line2[1]); outptr[0] = fmax(max0, fmax(max1, max2)); - outptr[0] = fmax(outptr[0], 0.0f); outptr++; } line0 += in_w + remain_w; @@ -906,7 +877,6 @@ static int maxpool3x3s2_p1(struct csinn_tensor *input, struct csinn_tensor *outp if (extend_h) { // h bottom ---- w left outptr[0] = fmax(fmax(line0[0], line0[1]), fmax(line1[0], line1[1])); - outptr[0] = fmax(outptr[0], 0.0f); outptr++; line0++; line1++; @@ -917,7 +887,6 @@ static int maxpool3x3s2_p1(struct csinn_tensor *input, struct csinn_tensor *outp int load_stride = 8; asm volatile( "vsetvli zero, zero, e32, m1\n\t" - "vxor.vv v11, v11, v11\n\t" "mv t0, %3\n\t" "1:\n\t" "vlseg2e.v v0, (%0)\n\t" @@ -935,8 +904,6 @@ static int maxpool3x3s2_p1(struct csinn_tensor *input, struct csinn_tensor *outp "addi %1, %1, 24\n\t" "vfmax.vv v10, v8, v9\n\t" - "vfmax.vv v10, v10, v11\n\t" - "vsw.v v10, (%2)\n\t" "addi %2, %2, 16\n\t" @@ -950,7 +917,7 @@ static int maxpool3x3s2_p1(struct csinn_tensor *input, struct csinn_tensor *outp "=r"(load_stride) // %4 : "0"(line0), "1"(line1), "2"(outptr), "3"(out_w4), "4"(load_stride) : "cc", "memory", "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7", "v8", - "v9", "v10", "v11", "t0"); + "v9", "v10", "t0"); } #else for (int w4 = 0; w4 < out_w4; w4++) { @@ -964,10 +931,10 @@ static int maxpool3x3s2_p1(struct csinn_tensor *input, struct csinn_tensor *outp float max12 = fmax(line1[4], fmax(line1[5], line1[6])); float max13 = fmax(line1[6], fmax(line1[7], line1[8])); - outptr[0] = fmax(fmax(max00, max10), 0.0f); - outptr[1] = fmax(fmax(max01, max11), 0.0f); - outptr[2] = fmax(fmax(max02, max12), 0.0f); - outptr[3] = fmax(fmax(max03, max13), 0.0f); + outptr[0] = fmax(max00, max10); + outptr[1] = fmax(max01, max11); + outptr[2] = fmax(max02, max12); + outptr[3] = fmax(max03, max13); line0 += 8; line1 += 8; @@ -977,7 +944,7 @@ static int maxpool3x3s2_p1(struct csinn_tensor *input, struct csinn_tensor *outp for (int i = out_w4 * 4 + 1; i < out_w; i++) { float max0 = fmax(line0[0], fmax(line0[1], line0[2])); float max1 = fmax(line1[0], fmax(line1[1], line1[2])); - outptr[0] = fmax(fmax(max0, max1), 0.0f); + outptr[0] = fmax(max0, max1); line0 += 2; line1 += 2; @@ -986,7 +953,6 @@ static int maxpool3x3s2_p1(struct csinn_tensor *input, struct csinn_tensor *outp // h bottom ---- w right if (extend_w) { outptr[0] = fmax(fmax(line0[0], line0[1]), fmax(line1[0], line1[1])); - outptr[0] = fmax(outptr[0], 0.0f); outptr++; } } @@ -1026,14 +992,12 @@ static int maxpool3x3s1_p1(struct csinn_tensor *input, struct csinn_tensor *outp float *outptr = output_data + c * out_h * out_w; // h top ---- w left outptr[0] = fmax(fmax(line1[0], line1[1]), fmax(line2[0], line2[1])); - outptr[0] = fmax(outptr[0], 0.0f); outptr++; // h top ---- w mid #if __riscv_vector == 128 if (out_w4 > 0) { asm volatile( "vsetvli zero, zero, e32, m1\n\t" - "vxor.vv v11, v11, v11\n\t" "mv t0, %3\n\t" "1:\n\t" "vlw.v v0, (%0)\n\t" @@ -1055,7 +1019,6 @@ static int maxpool3x3s1_p1(struct csinn_tensor *input, struct csinn_tensor *outp "vfmax.vv v9, v7, v8\n\t" "vfmax.vv v10, v4, v9\n\t" - "vfmax.vv v10, v10, v11\n\t" "vsw.v v10, (%2)\n\t" "addi %2, %2, 16\n\t" @@ -1068,7 +1031,7 @@ static int maxpool3x3s1_p1(struct csinn_tensor *input, struct csinn_tensor *outp "=r"(out_w4) // %3 : "0"(line1), "1"(line2), "2"(outptr), "3"(out_w4) : "cc", "memory", "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7", "v8", "v9", - "v10", "v11", "t0"); + "v10", "t0"); } #else for (int w4 = 0; w4 < out_w4; w4++) { @@ -1082,10 +1045,10 @@ static int maxpool3x3s1_p1(struct csinn_tensor *input, struct csinn_tensor *outp float max22 = fmax(line2[2], fmax(line2[3], line2[4])); float max23 = fmax(line2[3], fmax(line2[4], line2[5])); - outptr[0] = fmax(fmax(max10, max20), 0.0f); - outptr[1] = fmax(fmax(max11, max21), 0.0f); - outptr[2] = fmax(fmax(max12, max22), 0.0f); - outptr[3] = fmax(fmax(max13, max23), 0.0f); + outptr[0] = fmax(max10, max20); + outptr[1] = fmax(max11, max21); + outptr[2] = fmax(max12, max22); + outptr[3] = fmax(max13, max23); line1 += 4; line2 += 4; @@ -1095,14 +1058,13 @@ static int maxpool3x3s1_p1(struct csinn_tensor *input, struct csinn_tensor *outp for (int i = out_w4 * 4; i < out_w - 2; i++) { float max1 = fmax(line1[0], fmax(line1[1], line1[2])); float max2 = fmax(line2[0], fmax(line2[1], line2[2])); - outptr[0] = fmax(fmax(max1, max2), 0.0f); + outptr[0] = fmax(max1, max2); outptr++; line1++; line2++; } // h top ---- w right outptr[0] = fmax(fmax(line1[0], line1[1]), fmax(line2[0], line2[1])); - outptr[0] = fmax(outptr[0], 0.0f); outptr++; line1 += 2; // bump next line: line1 --> line2 line2 += 2; @@ -1115,7 +1077,6 @@ static int maxpool3x3s1_p1(struct csinn_tensor *input, struct csinn_tensor *outp float max1 = fmax(line1[0], line1[1]); float max2 = fmax(line2[0], line2[1]); outptr[0] = fmax(max0, fmax(max1, max2)); - outptr[0] = fmax(outptr[0], 0.0f); outptr++; // h mid ---- w mid #if __riscv_vector == 128 @@ -1212,7 +1173,6 @@ static int maxpool3x3s1_p1(struct csinn_tensor *input, struct csinn_tensor *outp float max1_0 = fmax(line1[0], line1[1]); float max2_0 = fmax(line2[0], line2[1]); outptr[0] = fmax(max0_0, fmax(max1_0, max2_0)); - outptr[0] = fmax(outptr[0], 0.0f); outptr++; line0 += 2; @@ -1222,14 +1182,12 @@ static int maxpool3x3s1_p1(struct csinn_tensor *input, struct csinn_tensor *outp // h bottom ---- w left outptr[0] = fmax(fmax(line0[0], line0[1]), fmax(line1[0], line1[1])); - outptr[0] = fmax(outptr[0], 0.0f); outptr++; // h bottom ---- w mid #if __riscv_vector == 128 if (out_w4 > 0) { asm volatile( "vsetvli zero, zero, e32, m1\n\t" - "vxor.vv v11, v11, v11\n\t" "mv t0, %3\n\t" "1:\n\t" "vlw.v v0, (%0)\n\t" @@ -1251,7 +1209,6 @@ static int maxpool3x3s1_p1(struct csinn_tensor *input, struct csinn_tensor *outp "vfmax.vv v9, v7, v8\n\t" "vfmax.vv v10, v4, v9\n\t" - "vfmax.vv v10, v10, v11\n\t" "vsw.v v10, (%2)\n\t" "addi %2, %2, 16\n\t" @@ -1264,7 +1221,7 @@ static int maxpool3x3s1_p1(struct csinn_tensor *input, struct csinn_tensor *outp "=r"(out_w4) // %3 : "0"(line0), "1"(line1), "2"(outptr), "3"(out_w4) : "cc", "memory", "v0", "v1", "v2", "v3", "v4", "v5", "v6", "v7", "v8", "v9", - "v10", "v11", "t0"); + "v10", "t0"); } #else for (int w4 = 0; w4 < out_w4; w4++) { @@ -1278,10 +1235,10 @@ static int maxpool3x3s1_p1(struct csinn_tensor *input, struct csinn_tensor *outp float max12 = fmax(line1[2], fmax(line1[3], line1[4])); float max13 = fmax(line1[3], fmax(line1[4], line1[5])); - outptr[0] = fmax(fmax(max00, max10), 0.0f); - outptr[1] = fmax(fmax(max01, max11), 0.0f); - outptr[2] = fmax(fmax(max02, max12), 0.0f); - outptr[3] = fmax(fmax(max03, max13), 0.0f); + outptr[0] = fmax(max00, max10); + outptr[1] = fmax(max01, max11); + outptr[2] = fmax(max02, max12); + outptr[3] = fmax(max03, max13); line0 += 4; line1 += 4; @@ -1291,14 +1248,13 @@ static int maxpool3x3s1_p1(struct csinn_tensor *input, struct csinn_tensor *outp for (int i = out_w4 * 4; i < out_w - 2; i++) { float max0 = fmax(line0[0], fmax(line0[1], line0[2])); float max1 = fmax(line1[0], fmax(line1[1], line1[2])); - outptr[0] = fmax(fmax(max0, max1), 0.0f); + outptr[0] = fmax(max0, max1); outptr++; line0++; line1++; } // h bottom ---- w right outptr[0] = fmax(fmax(line0[0], line0[1]), fmax(line1[0], line1[1])); - outptr[0] = fmax(outptr[0], 0.0f); } input_data += input_size; output_data += output_size; @@ -1311,20 +1267,25 @@ int shl_c906_maxpool2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor { int32_t input_h = input->dim[2]; int32_t input_w = input->dim[3]; - int32_t kernel_h = params->filter_height; int32_t kernel_w = params->filter_width; int32_t stride_h = params->stride_height; int32_t stride_w = params->stride_width; - int32_t pad_left = params->pad_left; int32_t pad_right = params->pad_right; int32_t pad_top = params->pad_top; int32_t pad_down = params->pad_down; - struct csinn_callback *cb = params->base.cb; cb->exec = NULL; + if (input->sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_c906_option *option = shl_c906_get_graph_option(input->sess); + if (option && option->base.use_packn_layout) { + shl_debug_error("%s: unsupport packn\n", __func__); + return CSINN_UNSUPPORT_LAYOUT; + } + } + // global maxpool2d if (input_h == kernel_h && input_w == kernel_w) { cb->exec = shl_c906_global_maxpool2d_f32; @@ -1359,7 +1320,16 @@ int shl_c906_maxpool2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor // end consider ceil_mode 3x3s2p0 cb->exec = maxpool3x3s2; } else if (pad_left == 1 && pad_top == 1) { - cb->exec = maxpool3x3s2_p1; + if (params->ceil_mode == 0) { + cb->exec = maxpool3x3s2_p1; + } else { + if ((input_w % 2 == 0 && pad_right == 1) || + (input_h % 2 == 0 && pad_down == 1)) { + cb->exec = shl_ref_maxpool2d_f32; + } else { + cb->exec = maxpool3x3s2_p1; + } + } } } } else if (stride_h == 1 && stride_w == 1) { diff --git a/source/c906_opt/fp32/minimum.c b/source/c906_opt/fp32/minimum.c index 6d3e2744..89a47c26 100644 --- a/source/c906_opt/fp32/minimum.c +++ b/source/c906_opt/fp32/minimum.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" static void element_minimum_f32(float *input0, float *input1, float *output, int size) @@ -85,8 +83,8 @@ int shl_c906_minimum_f32(struct csinn_tensor *input0, struct csinn_tensor *input } // example: [1, 3, 224, 224] + [3, 224, 1] or [1, 3, 224, 224] + [3, 1, 224] if (!flag) { - float *in0_data_b = shl_mem_alloc(out_size * 4); - float *in1_data_b = shl_mem_alloc(out_size * 4); + float *in0_data_b = shl_mem_alloc(out_size * sizeof(float)); + float *in1_data_b = shl_mem_alloc(out_size * sizeof(float)); struct csinn_tensor *b_input0 = csinn_alloc_tensor(NULL); struct csinn_tensor *b_input1 = csinn_alloc_tensor(NULL); csinn_tensor_copy(b_input0, output); diff --git a/source/c906_opt/fp32/mul.c b/source/c906_opt/fp32/mul.c index 10801839..ee7c425f 100644 --- a/source/c906_opt/fp32/mul.c +++ b/source/c906_opt/fp32/mul.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" static void element_mul_f32(float *input0, float *input1, float *output, int size) @@ -135,8 +133,8 @@ int shl_c906_mul_f32(struct csinn_tensor *input0, struct csinn_tensor *input1, } // example: [1, 3, 224, 224] + [3, 224, 1] or [1, 3, 224, 224] + [3, 1, 224] if (!flag) { - float *in0_data_b = shl_mem_alloc(out_size * 4); - float *in1_data_b = shl_mem_alloc(out_size * 4); + float *in0_data_b = shl_mem_alloc(out_size * sizeof(float)); + float *in1_data_b = shl_mem_alloc(out_size * sizeof(float)); struct csinn_tensor *b_input0 = csinn_alloc_tensor(NULL); struct csinn_tensor *b_input1 = csinn_alloc_tensor(NULL); diff --git a/source/c906_opt/fp32/pad.c b/source/c906_opt/fp32/pad.c index 93ce0684..96ecca73 100644 --- a/source/c906_opt/fp32/pad.c +++ b/source/c906_opt/fp32/pad.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" // constrain: only support pad on h and w dim diff --git a/source/c906_opt/fp32/prelu.c b/source/c906_opt/fp32/prelu.c index d77cf89d..e04519ba 100644 --- a/source/c906_opt/fp32/prelu.c +++ b/source/c906_opt/fp32/prelu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" static int shl_c906_prelu_nhwc_f32(struct csinn_tensor *input, struct csinn_tensor *alpha, diff --git a/source/c906_opt/fp32/relu.c b/source/c906_opt/fp32/relu.c index 0dcf06e6..d079a3ce 100644 --- a/source/c906_opt/fp32/relu.c +++ b/source/c906_opt/fp32/relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_relu_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/c906_opt/fp32/relu1.c b/source/c906_opt/fp32/relu1.c index 01c8a04b..b9229d33 100644 --- a/source/c906_opt/fp32/relu1.c +++ b/source/c906_opt/fp32/relu1.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_relu1_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/c906_opt/fp32/relu6.c b/source/c906_opt/fp32/relu6.c index 5d7ad818..e9f482e0 100644 --- a/source/c906_opt/fp32/relu6.c +++ b/source/c906_opt/fp32/relu6.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_relu6_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/c906_opt/fp32/split.c b/source/c906_opt/fp32/split.c index f5921888..429f28f4 100644 --- a/source/c906_opt/fp32/split.c +++ b/source/c906_opt/fp32/split.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" int shl_c906_split_f32(struct csinn_tensor *input, struct csinn_tensor **output, @@ -25,14 +23,15 @@ int shl_c906_split_f32(struct csinn_tensor *input, struct csinn_tensor **output, { int32_t inner_size = 1; int32_t out_size = 1; - int32_t avg_dim = (input->dim[params->axis] + params->output_num - 1) / params->output_num; + int32_t axis = params->axis < 0 ? (params->axis + input->dim_count) : params->axis; + int32_t avg_dim = (input->dim[axis] + params->output_num - 1) / params->output_num; float *input_data = input->data; - for (int i = 0; i < params->axis; i++) { + for (int i = 0; i < axis; i++) { out_size *= input->dim[i]; } - for (int i = params->axis + 1; i < input->dim_count; i++) { + for (int i = axis + 1; i < input->dim_count; i++) { inner_size *= input->dim[i]; } @@ -41,7 +40,7 @@ int shl_c906_split_f32(struct csinn_tensor *input, struct csinn_tensor **output, int s_index; if (params->split_index != NULL) { if (i == params->output_num - 1) { - p_size = inner_size * (input->dim[params->axis] - params->split_index[i - 1]); + p_size = inner_size * (input->dim[axis] - params->split_index[i - 1]); s_index = params->split_index[i - 1]; } else if (i == 0) { p_size = inner_size * params->split_index[0]; @@ -52,7 +51,7 @@ int shl_c906_split_f32(struct csinn_tensor *input, struct csinn_tensor **output, } } else { if (i == params->output_num - 1) { - p_size = inner_size * (input->dim[params->axis] - i * avg_dim); + p_size = inner_size * (input->dim[axis] - i * avg_dim); } else { p_size = inner_size * avg_dim; } @@ -61,10 +60,9 @@ int shl_c906_split_f32(struct csinn_tensor *input, struct csinn_tensor **output, float *output_i_data = output[i]->data; for (int out = 0; out < out_size; out++) { - int in_index = out * input->dim[params->axis] * inner_size + s_index * inner_size; - int out_index = out * inner_size; - shl_c906_memcpy(output_i_data + out_index, input_data + in_index, - p_size * sizeof(float)); + int in_index = out * input->dim[axis] * inner_size + s_index * inner_size; + shl_c906_memcpy(output_i_data, input_data + in_index, p_size * sizeof(float)); + output_i_data += p_size; } } return CSINN_TRUE; diff --git a/source/c906_opt/fp32/sub.c b/source/c906_opt/fp32/sub.c index 8e722ccf..650cfd16 100644 --- a/source/c906_opt/fp32/sub.c +++ b/source/c906_opt/fp32/sub.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" static void element_sub_f32(float *input0, float *input1, float *output, int size) @@ -124,8 +122,8 @@ int shl_c906_sub_f32(struct csinn_tensor *input0, struct csinn_tensor *input1, } // example: [1, 3, 224, 224] + [3, 224, 1] or [1, 3, 224, 224] + [3, 1, 224] if (!flag) { - float *in0_data_b = shl_mem_alloc(out_size * 4); - float *in1_data_b = shl_mem_alloc(out_size * 4); + float *in0_data_b = shl_mem_alloc(out_size * sizeof(float)); + float *in1_data_b = shl_mem_alloc(out_size * sizeof(float)); struct csinn_tensor *b_input0 = csinn_alloc_tensor(NULL); struct csinn_tensor *b_input1 = csinn_alloc_tensor(NULL); diff --git a/source/c906_opt/hpm.c b/source/c906_opt/hpm.c index 0814939f..6af31a88 100644 --- a/source/c906_opt/hpm.c +++ b/source/c906_opt/hpm.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" /* diff --git a/source/c906_opt/setup.c b/source/c906_opt/setup.c index 20312019..d72a8141 100644 --- a/source/c906_opt/setup.c +++ b/source/c906_opt/setup.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" #include "shl_c906_cap.h" @@ -70,6 +68,77 @@ struct csinn_callback *shl_cb_map_c906(int op, int dtype) return cb; } +int shl_c906_set_packn_layout(struct csinn_session *sess, bool packn_layout) +{ + struct shl_gref_target_data *gref_td = sess->td; + struct shl_c906_option *c906_option = gref_td->cpu_option; + c906_option->base.use_packn_layout = packn_layout; + return CSINN_TRUE; +} + +struct shl_c906_option *shl_c906_get_graph_option(struct csinn_session *sess) +{ + struct shl_gref_target_data *gref_td = sess->td; + if (gref_td) { + return (struct shl_c906_option *)(gref_td->cpu_option); + } else { + return NULL; + } +} + +void shl_c906_session_init(struct csinn_session *sess) +{ + struct shl_c906_option *c906_option = shl_mem_alloc(sizeof(struct shl_c906_option)); + struct shl_ref_graph *graph = shl_mem_alloc(sizeof(struct shl_ref_graph)); + struct shl_gref_target_data *target_data = shl_mem_alloc(sizeof(struct shl_gref_target_data)); + target_data->graph = graph; + c906_option->base.use_packn_layout = 0; // c906 set use_packn_layout false default + target_data->cpu_option = c906_option; + sess->td = target_data; + sess->base_layout = CSINN_LAYOUT_NCHW; +} + +void shl_c906_session_deinit(struct csinn_session *sess) +{ + struct shl_ref_graph *graph = shl_gref_get_graph(sess); + shl_mem_free(graph->input); + shl_mem_free(graph->output); + struct shl_c906_option *c906_option = shl_c906_get_graph_option(sess); + if (c906_option) { + shl_mem_free(c906_option); + } +} + +void *shl_c906_runtime_callback(int api) +{ + switch (api) { + case CSINN_SESSION_INIT: + return shl_c906_session_init; + break; + case CSINN_SESSION_DEINIT: + return shl_c906_session_deinit; + break; + case CSINN_SESSION_SETUP: + case CSINN_SESSION_RUN: + case CSINN_UPDATE_INPUT: + case CSINN_UPDATE_OUTPUT: + case CSINN_SET_INPUT_NUMBER: + case CSINN_SET_OUTPUT_NUMBER: + case CSINN_SET_INPUT: + case CSINN_SET_OUTPUT: + case CSINN_GET_INPUT: + case CSINN_GET_OUTPUT: + case CSINN_TENSOR_ENTRY: + case CSINN_LOAD_BG: + return shl_gref_runtime_callback(api); + break; + default: + shl_debug_info("%s: Cannot find callback\n", __func__); + break; + } + return NULL; +} + void __attribute__((weak)) shl_target_init_c906() { shl_register_runtime_callback(CSINN_C906, NULL); @@ -187,8 +256,8 @@ void __attribute__((weak)) shl_target_init_c906() #ifndef CONFIG_C906_SUN_FP16_DISABLED shl_c906_reg_op(CSINN_DTYPE_FLOAT16, CSINN_OP_SUB, NULL, shl_c906_sub_fp16); #endif -#ifndef CONFIG_C906_SUM_FP16_DISABLED - shl_c906_reg_op(CSINN_DTYPE_FLOAT16, CSINN_OP_SUM, NULL, shl_c906_sum_stride_fp16); +#ifndef CONFIG_C906_REDUCE_SUM_FP16_DISABLED + shl_c906_reg_op(CSINN_DTYPE_FLOAT16, CSINN_OP_REDUCE_SUM, NULL, shl_c906_reduce_sum_fp16); #endif #ifndef CONFIG_C906_ABS_FP32_DISABLED shl_c906_reg_op(CSINN_DTYPE_FLOAT32, CSINN_OP_ABS, NULL, shl_c906_abs_f32); @@ -239,7 +308,7 @@ void __attribute__((weak)) shl_target_init_c906() #endif #ifdef SHL_BUILD_GREF - shl_register_runtime_callback(CSINN_C906, shl_gref_runtime_callback); + shl_register_runtime_callback(CSINN_C906, shl_c906_runtime_callback); #ifndef CONFIG_GRAPH_REFERENCE_CONVOLUTION_DISABLED shl_c906_reg_op_est(CSINN_DTYPE_FLOAT16, CSINN_OP_CONV2D, shl_gref_conv2d); shl_c906_reg_op_est(CSINN_DTYPE_FLOAT32, CSINN_OP_CONV2D, shl_gref_conv2d); @@ -334,7 +403,7 @@ void __attribute__((weak)) shl_target_init_c906() shl_c906_reg_op_est(CSINN_DTYPE_FLOAT16, CSINN_OP_SUB, shl_gref_sub); #endif #ifndef CONFIG_GRAPH_REFERENCE_SUM_DISABLED - shl_c906_reg_op_est(CSINN_DTYPE_FLOAT16, CSINN_OP_SUM, shl_gref_sum); + shl_c906_reg_op_est(CSINN_DTYPE_FLOAT16, CSINN_OP_REDUCE_SUM, shl_gref_reduce_sum); #endif #ifndef CONFIG_GRAPH_REFERENCE_ABS_DISABLED shl_c906_reg_op_est(CSINN_DTYPE_FLOAT32, CSINN_OP_ABS, shl_gref_abs); @@ -440,5 +509,5 @@ void __attribute__((weak)) shl_target_init_c906() shl_c906_reg_op_cap(CSINN_DTYPE_FLOAT16, CSINN_OP_RESHAPE, shl_c906_reshape_cap); shl_c906_reg_op_cap(CSINN_DTYPE_FLOAT16, CSINN_OP_SPLIT, shl_c906_split_cap); shl_c906_reg_op_cap(CSINN_DTYPE_FLOAT16, CSINN_OP_SUB, shl_c906_sub_cap); - shl_c906_reg_op_cap(CSINN_DTYPE_FLOAT16, CSINN_OP_SUM, shl_c906_sum_stride_cap); + shl_c906_reg_op_cap(CSINN_DTYPE_FLOAT16, CSINN_OP_REDUCE_SUM, shl_c906_reduce_sum_cap); } diff --git a/source/c906_opt/shl_c906_cap.h b/source/c906_opt/shl_c906_cap.h index 619a6dbd..efdc4891 100644 --- a/source/c906_opt/shl_c906_cap.h +++ b/source/c906_opt/shl_c906_cap.h @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #ifndef INCLUDE_SHL_C906_CAP_H_ #define INCLUDE_SHL_C906_CAP_H_ @@ -107,6 +105,6 @@ int shl_c906_sub_cap(struct csinn_tensor *input0, struct csinn_tensor *input1, int shl_c906_reshape_cap(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_reshape_params *params); -int shl_c906_sum_stride_cap(struct csinn_tensor *input, struct csinn_tensor *output, +int shl_c906_reduce_sum_cap(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_reduce_params *params); #endif // INCLUDE_SHL_C906_CAP_H_ diff --git a/source/c906_opt/shl_c906_f32_to_i8.S b/source/c906_opt/shl_c906_f32_to_i8.S new file mode 100644 index 00000000..b2163961 --- /dev/null +++ b/source/c906_opt/shl_c906_f32_to_i8.S @@ -0,0 +1,49 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/************************************************************************************************** + + void shl_c906_f32_to_i8(const float *input, + int8_t *output, + int32_t offset, + float *scale, + uint32_t length) + + Algorithm works as follows: + (1) + + register definition: + a0: input addr + a1: output addr + a2: offset + a3: scale point + a4: element length + + *************************************************************************************************/ +#define SHL_C906_F32_TO_8 shl_c906_f32_to_i8 +#define SHL_C906_F32_TO_8_SIGNED + + .file "shl_c906_f32_to_i8.S" + .section .text.SHL_C906_F32_TO_8, "ax", @progbits + .align 5 + .global SHL_C906_F32_TO_8 + .type SHL_C906_F32_TO_8, @function + +#include "./shl_c906_f32_to_u8.S" + +#undef SHL_C906_F32_TO_8_SIGNED diff --git a/source/c906_opt/shl_c906_f32_to_u8.S b/source/c906_opt/shl_c906_f32_to_u8.S new file mode 100644 index 00000000..da368c0e --- /dev/null +++ b/source/c906_opt/shl_c906_f32_to_u8.S @@ -0,0 +1,176 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance vith the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, viTHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/************************************************************************************************** + + void shl_c906_f32_to_u8(const float *input, + uint8_t *output, + int32_t offset, + float *scale, + uint32_t length) + + Algorithm works as follows: + (1) f32 /= scale, convert to i32 + (2) i32 += offset + (3) for UNSIGNED, i32 = max(i32, 0) + (4) i32 narrow to u16/i16 + (5) u16/i16 narrow to u8/i8 + + register definition: + a0: input addr + a1: output addr + a2: zero_point + a3: scale + a4: element length + fa0: scale + v0-v7: f32 + v8-v15: f32,u32/i32 + v16-v19: u16/i16 + v20-v21: u8/i8 + v28-v31: scale + + note: vector extension 0.7.1 [support flexible vlen] + + *************************************************************************************************/ +#ifndef SHL_C906_F32_TO_8 +#define SHL_C906_F32_TO_8 shl_c906_f32_to_u8 +#endif + + .file "shl_c906_f32_to_u8.S" + .section .text.SHL_C906_F32_TO_8, "ax", @progbits + .align 5 + .global SHL_C906_F32_TO_8 + .type SHL_C906_F32_TO_8, @function + +SHL_C906_F32_TO_8: + csrr t0, vlenb // t0 = vlen/8 + slli t1, t0, 1 + slli t2, t0, 2 + flw fa0, (a3) + vsetvli zero, zero, e32, m4 + vfmv.v.f v28, fa0 + +.L2: + bgt t1, a4, .L1 + vsetvli zero, zero, e32, m4 + vle.v v0, (a0) + add a0, a0, t2 + vle.v v4, (a0) + add a0, a0, t2 + + sub a4, a4, t1 + bgt t1, a4, .L2End + +.L2Loop: + vfdiv.vv v8, v0, v28 + vfdiv.vv v12, v4, v28 + vfcvt.x.f.v v8, v8 + vfcvt.x.f.v v12, v12 + vle.v v0, (a0) + add a0, a0, t2 + vle.v v4, (a0) + add a0, a0, t2 + vadd.vx v8, v8, a2 + vadd.vx v12, v12, a2 +#ifndef SHL_C906_F32_TO_8_SIGNED + vmax.vx v8, v8, zero + vmax.vx v12, v12, zero + vsetvli zero, zero, e16, m2 + vnclipu.vi v16, v8, 0 + vnclipu.vi v18, v12, 0 + vsetvli zero, zero, e8, m1 + vnclipu.vi v20, v16, 0 + vnclipu.vi v21, v18, 0 +#else + vsetvli zero, zero, e16, m2 + vnclip.vi v16, v8, 0 + vnclip.vi v18, v12, 0 + vsetvli zero, zero, e8, m1 + vnclip.vi v20, v16, 0 + vnclip.vi v21, v18, 0 +#endif + vse.v v20, (a1) + add a1, a1, t0 + vse.v v21, (a1) + add a1, a1, t0 + + vsetvli zero, zero, e32, m4 + sub a4, a4, t1 + bgt a4, t1, .L2Loop + +.L2End: + vfdiv.vv v8, v0, v28 + vfdiv.vv v12, v4, v28 + vfcvt.x.f.v v8, v8 + vfcvt.x.f.v v12, v12 + vadd.vx v8, v8, a2 + vadd.vx v12, v12, a2 +#ifndef SHL_C906_F32_TO_8_SIGNED + vmax.vx v8, v8, zero + vmax.vx v12, v12, zero + vsetvli zero, zero, e16, m2 + vnclipu.vi v16, v8, 0 + vnclipu.vi v18, v12, 0 + vsetvli zero, zero, e8, m1 + vnclipu.vi v20, v16, 0 + vnclipu.vi v21, v18, 0 +#else + vsetvli zero, zero, e16, m2 + vnclip.vi v16, v8, 0 + vnclip.vi v18, v12, 0 + vsetvli zero, zero, e8, m1 + vnclip.vi v20, v16, 0 + vnclip.vi v21, v18, 0 +#endif + vse.v v20, (a1) + add a1, a1, t0 + vse.v v21, (a1) + add a1, a1, t0 + +.L1: + beqz a4, .End + +.L1Loop: + vsetvli t0, a4, e32, m4 + slli t2, t0, 2 + vle.v v0, (a0) + add a0, a0, t2 + vfdiv.vv v8, v0, v28 + vfcvt.x.f.v v8, v8 + vadd.vx v8, v8, a2 +#ifndef SHL_C906_F32_TO_8_SIGNED + vmax.vx v8, v8, zero + vsetvli t0, a4, e16, m2 + vnclipu.vi v16, v8, 0 + vsetvli t0, a4, e8, m1 + vnclipu.vi v20, v16, 0 +#else + vsetvli t0, a4, e16, m2 + vnclip.vi v16, v8, 0 + vsetvli t0, a4, e8, m1 + vnclip.vi v20, v16, 0 +#endif + vse.v v20, (a1) + add a1, a1, t0 + + sub a4, a4, t0 + bgtz a4, .L1Loop + +.End: + ret + .end diff --git a/source/c906_opt/shl_c906_u8_to_f32.S b/source/c906_opt/shl_c906_u8_to_f32.S index f03fefef..b5ca5853 100644 --- a/source/c906_opt/shl_c906_u8_to_f32.S +++ b/source/c906_opt/shl_c906_u8_to_f32.S @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - /************************************************************************************************** void shl_c906_u8_to_f32(const uint8_t *input, @@ -27,7 +25,10 @@ uint32_t length) Algorithm works as follows: - (1) + (1) u8/i8 widden to u16/i16 + (2) u16/i16 vwsub(offset) to i32 + (3) i32 convert to f32 + (4) f32 *= scale register definition: a0: input addr diff --git a/source/c906_opt/utils.c b/source/c906_opt/utils.c index 02239646..d041fcf0 100644 --- a/source/c906_opt/utils.c +++ b/source/c906_opt/utils.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c906.h" // constrains: The destination address and source address copy do not overlap diff --git a/source/c908_opt/CMakeLists.txt b/source/c908_opt/CMakeLists.txt index 7bf54f2f..fb8ceab4 100644 --- a/source/c908_opt/CMakeLists.txt +++ b/source/c908_opt/CMakeLists.txt @@ -2,6 +2,8 @@ if(CONFIG_C908_SOURCE) list(APPEND C908_SRCS source/c908_opt/reorder.c) list(APPEND C908_SRCS source/c908_opt/setup.c) + list(APPEND C908_SRCS source/c908_opt/shl_c908_f32_to_i8.S) + list(APPEND C908_SRCS source/c908_opt/shl_c908_f32_to_u8.S) endif() if(CONFIG_C908_AVERAGEPOOL_FP32) diff --git a/source/c908_opt/fp16/avgpool.c b/source/c908_opt/fp16/avgpool.c index e87c6f11..e8520166 100644 --- a/source/c908_opt/fp16/avgpool.c +++ b/source/c908_opt/fp16/avgpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" int shl_c908_avgpool2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor *output, @@ -34,16 +32,27 @@ int shl_c908_avgpool2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor int32_t pad_right = params->pad_right; int32_t pad_top = params->pad_top; int32_t pad_down = params->pad_down; - struct csinn_callback *cb = params->base.cb; cb->exec = NULL; const int packn = csrr_vlenb() / sizeof(__fp16); + int elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_c908_option *option = shl_c908_get_graph_option(sess); + if (option && option->base.use_packn_layout) { + elempack = in_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + elempack = 1; + } + } // global avgpool2d if (in_h == kernel_h && in_w == kernel_w) { - cb->exec = (in_c % packn == 0) ? shl_rvv_global_avgpool2d_packn_fp16 - : shl_rvv_global_avgpool2d_fp16; + cb->exec = (elempack % packn == 0) ? shl_rvv_global_avgpool2d_packn_fp16 + : shl_rvv_global_avgpool2d_fp16; return CSINN_TRUE; } @@ -58,13 +67,11 @@ int shl_c908_avgpool2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor if (params->pad_right) params->pad_right++; } // end consider ceil_mode 2x2s2p0 - cb->exec = (in_c % packn == 0) ? shl_rvv_avgpool2x2s2_packn_fp16 - : shl_rvv_avgpool2x2s2_fp16; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; + cb->exec = (elempack % packn == 0) ? shl_rvv_avgpool2x2s2_packn_fp16 + : shl_rvv_avgpool2x2s2_fp16; } else if (pad_left == 1 && pad_top == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_avgpool2x2s2_packn_fp16 - : shl_rvv_avgpool2x2s2_p1_fp16; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; + cb->exec = (elempack % packn == 0) ? shl_rvv_avgpool2x2s2_packn_fp16 + : shl_rvv_avgpool2x2s2_p1_fp16; } } else if (kernel_h == 3 && kernel_w == 3) { if (pad_left == 0 && pad_top == 0) { @@ -77,28 +84,24 @@ int shl_c908_avgpool2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor if (params->pad_right == 0) params->pad_right++; } // end consider ceil_mode 3x3s2p0 - cb->exec = (in_c % packn == 0) ? shl_rvv_avgpool3x3s2_packn_fp16 - : shl_rvv_avgpool3x3s2_fp16; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; + cb->exec = (elempack % packn == 0) ? shl_rvv_avgpool3x3s2_packn_fp16 + : shl_rvv_avgpool3x3s2_fp16; } else if (pad_left == 1 && pad_top == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_avgpool3x3s2_packn_fp16 - : shl_rvv_avgpool3x3s2_p1_fp16; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; + cb->exec = (elempack % packn == 0) ? shl_rvv_avgpool3x3s2_packn_fp16 + : shl_rvv_avgpool3x3s2_p1_fp16; } } } else if (stride_h == 1 && stride_w == 1) { if (kernel_h == 3 && kernel_w == 3) { if (pad_left == 1 && pad_top == 1 && pad_right == 1 && pad_down == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_avgpool3x3s1_packn_fp16 - : shl_rvv_avgpool3x3s1_p1_fp16; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; + cb->exec = (elempack % packn == 0) ? shl_rvv_avgpool3x3s1_packn_fp16 + : shl_rvv_avgpool3x3s1_p1_fp16; } } } if (cb->exec == NULL) { - if (in_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; + if (elempack % packn == 0) { cb->exec = shl_rvv_avgpool_packn_fp16; } else { shl_debug_warning( diff --git a/source/c908_opt/fp16/convolution.c b/source/c908_opt/fp16/convolution.c index 365524a7..60ced41c 100644 --- a/source/c908_opt/fp16/convolution.c +++ b/source/c908_opt/fp16/convolution.c @@ -16,15 +16,13 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" int shl_c908_conv2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { - int32_t out_c = kernel->dim[0]; + int32_t out_c = kernel->dim[0] / params->group; int32_t in_c = kernel->dim[1]; int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; @@ -37,10 +35,23 @@ int shl_c908_conv2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor *o struct csinn_callback *cb = params->base.cb; const int packn = csrr_vlenb() / sizeof(__fp16); + int in_elempack = 1; + int out_elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_c908_option *option = shl_c908_get_graph_option(sess); + if (option && option->base.use_packn_layout) { + in_elempack = in_c % packn == 0 ? packn : 1; + out_elempack = out_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + in_elempack = 1; + } + } // packn - if (in_c % packn == 0 && out_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; + if (in_elempack % packn == 0 && out_elempack % packn == 0) { if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { params->conv_extra.conv_mode = CSINN_GEMM; @@ -73,8 +84,7 @@ int shl_c908_conv2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor *o } // pack1ton - if (in_c % packn != 0 && out_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; + if (in_elempack % packn != 0 && out_elempack % packn == 0) { params->conv_extra.conv_mode = CSINN_GEMM; if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { @@ -87,7 +97,7 @@ int shl_c908_conv2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor *o } // packnto1 - if (in_c % packn == 0 && out_c % packn != 0) { + if (in_elempack % packn == 0 && out_elempack % packn != 0) { params->conv_extra.conv_mode = CSINN_GEMM; if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { @@ -100,7 +110,7 @@ int shl_c908_conv2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor *o } // pack1 - if (in_c % packn != 0 && out_c % packn != 0) { + if (in_elempack % packn != 0 && out_elempack % packn != 0) { params->conv_extra.conv_mode = CSINN_GEMM; if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { diff --git a/source/c908_opt/fp16/convolution_1x1_fp16.c b/source/c908_opt/fp16/convolution_1x1_fp16.c index 95751f71..0c80f2d3 100644 --- a/source/c908_opt/fp16/convolution_1x1_fp16.c +++ b/source/c908_opt/fp16/convolution_1x1_fp16.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" void shl_c908_conv1x1s1_gemm_reorder_kernel_fp16(struct csinn_tensor *kernel, @@ -41,6 +39,9 @@ int shl_c908_conv1x1s1_gemm_fp16(struct csinn_tensor *input, struct csinn_tensor struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp16(input); + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *kernel_data = (__fp16 *)kernel->data; diff --git a/source/c908_opt/fp16/convolution_1x1_fp16_pack1ton.c b/source/c908_opt/fp16/convolution_1x1_fp16_pack1ton.c index b3066ac0..a29d15c3 100644 --- a/source/c908_opt/fp16/convolution_1x1_fp16_pack1ton.c +++ b/source/c908_opt/fp16/convolution_1x1_fp16_pack1ton.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" /************************************************************************************* @@ -34,6 +32,16 @@ int shl_c908_conv1x1s1_gemm_pack1ton_fp16(struct csinn_tensor *input, struct csi struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp16(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + const int packn = csrr_vlenb() / sizeof(__fp16); + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *kernel_data = (__fp16 *)kernel->data; diff --git a/source/c908_opt/fp16/convolution_1x1_fp16_packn.c b/source/c908_opt/fp16/convolution_1x1_fp16_packn.c index e6292830..92c44baf 100644 --- a/source/c908_opt/fp16/convolution_1x1_fp16_packn.c +++ b/source/c908_opt/fp16/convolution_1x1_fp16_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" void shl_c908_conv1x1s1_gemm_reorder_kernel_packn_fp16(struct csinn_tensor *kernel, @@ -30,6 +28,16 @@ int shl_c908_conv1x1s1_gemm_packn_fp16(struct csinn_tensor *input, struct csinn_ struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + const int packn = csrr_vlenb() / sizeof(__fp16); + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *kernel_data = (__fp16 *)kernel->data; @@ -37,7 +45,7 @@ int shl_c908_conv1x1s1_gemm_packn_fp16(struct csinn_tensor *input, struct csinn_ int32_t group = params->group; int32_t batch = input->dim[0]; // assert(batch == 1); - int32_t in_ch = input->dim[1]; + int32_t in_ch = input->dim[1] * input->dim[4]; int32_t out_ch = kernel->dim[0]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; diff --git a/source/c908_opt/fp16/convolution_1x1_fp16_packnto1.c b/source/c908_opt/fp16/convolution_1x1_fp16_packnto1.c index 7b23a7c0..81d3f0fb 100644 --- a/source/c908_opt/fp16/convolution_1x1_fp16_packnto1.c +++ b/source/c908_opt/fp16/convolution_1x1_fp16_packnto1.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" void shl_c908_conv1x1s1_gemm_reorder_kernel_packnto1_fp16(struct csinn_tensor *kernel, @@ -30,6 +28,9 @@ int shl_c908_conv1x1s1_gemm_packnto1_fp16(struct csinn_tensor *input, struct csi struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input); + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *kernel_data = (__fp16 *)kernel->data; @@ -37,7 +38,7 @@ int shl_c908_conv1x1s1_gemm_packnto1_fp16(struct csinn_tensor *input, struct csi int32_t group = params->group; int32_t batch = input->dim[0]; // assert(batch == 1); - int32_t in_ch = input->dim[1]; + int32_t in_ch = input->dim[1] * input->dim[4]; int32_t out_ch = kernel->dim[0]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; diff --git a/source/c908_opt/fp16/convolution_3x3_fp16.c b/source/c908_opt/fp16/convolution_3x3_fp16.c index fbb972d3..e8fd6aa2 100644 --- a/source/c908_opt/fp16/convolution_3x3_fp16.c +++ b/source/c908_opt/fp16/convolution_3x3_fp16.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" /************************************************************* diff --git a/source/c908_opt/fp16/convolution_3x3_fp16_packn.c b/source/c908_opt/fp16/convolution_3x3_fp16_packn.c index cdace574..04f35a43 100644 --- a/source/c908_opt/fp16/convolution_3x3_fp16_packn.c +++ b/source/c908_opt/fp16/convolution_3x3_fp16_packn.c @@ -15,8 +15,6 @@ * See the License for the specific language governing permissions and * limitations under the License. */ - -/* SHL version 2.1.x */ #ifdef NNN #include "shl_c908.h" diff --git a/source/c908_opt/fp16/convolution_3x3_fp16_packn_1.c b/source/c908_opt/fp16/convolution_3x3_fp16_packn_1.c index fad8a23a..30aa5bdd 100644 --- a/source/c908_opt/fp16/convolution_3x3_fp16_packn_1.c +++ b/source/c908_opt/fp16/convolution_3x3_fp16_packn_1.c @@ -15,8 +15,6 @@ * See the License for the specific language governing permissions and * limitations under the License. */ - -/* SHL version 2.1.x */ // #ifdef NNN #include "shl_c908.h" @@ -1756,6 +1754,15 @@ int shl_c908_ncxhwx_wg_b4f3s1_packn_fp16(struct csinn_tensor *input, struct csin struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *kernel_data = (__fp16 *)params->conv_extra.kernel_tm->data; @@ -1766,7 +1773,7 @@ int shl_c908_ncxhwx_wg_b4f3s1_packn_fp16(struct csinn_tensor *input, struct csin int pad_top = params->pad_top; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; @@ -2228,6 +2235,15 @@ int shl_c908_ncxhwx_wg_b6f3s1_packn_fp16(struct csinn_tensor *input, struct csin struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *kernel_data = (__fp16 *)params->conv_extra.kernel_tm->data; @@ -2238,7 +2254,7 @@ int shl_c908_ncxhwx_wg_b6f3s1_packn_fp16(struct csinn_tensor *input, struct csin int pad_top = params->pad_top; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; diff --git a/source/c908_opt/fp16/convolution_gemm_fp16.c b/source/c908_opt/fp16/convolution_gemm_fp16.c index 6d459116..1e4a942a 100644 --- a/source/c908_opt/fp16/convolution_gemm_fp16.c +++ b/source/c908_opt/fp16/convolution_gemm_fp16.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" /************************************************************************************* @@ -45,6 +43,9 @@ int shl_c908_conv_im2col_gemm_fp16(struct csinn_tensor *input, struct csinn_tens struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp16(input); + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *kernel_data = (__fp16 *)kernel->data; @@ -64,13 +65,11 @@ int shl_c908_conv_im2col_gemm_fp16(struct csinn_tensor *input, struct csinn_tens int32_t stride_w = params->stride_width; int32_t pad_left = params->pad_left; int32_t pad_top = params->pad_top; - - // im2col matrix_col = out_height * out_width - // im2col matrix_row = channel_col - int channel_col = in_ch / group * ksize_h * ksize_w; + int32_t dilation_h = params->dilation_height; + int32_t dilation_w = params->dilation_width; int32_t m = out_ch / group; - int32_t k = channel_col; + int32_t k = in_ch / group * ksize_h * ksize_w; int32_t n = out_height * out_width; __fp16 *im2col_data = (__fp16 *)shl_mem_alloc(k * n * sizeof(__fp16)); @@ -81,27 +80,34 @@ int shl_c908_conv_im2col_gemm_fp16(struct csinn_tensor *input, struct csinn_tens for (int i = 0; i < batch; i++) { for (int g = 0; g < group; g++) { // im2col - for (int c = 0; c < channel_col; ++c) { - int w_offset = c % ksize_w; - int h_offset = c / ksize_w % ksize_h; - int c_im = c / ksize_h / ksize_w; - for (int h = 0; h < out_height; ++h) { - for (int w = 0; w < out_width; ++w) { - int im_row = h_offset + h * stride_h; - int im_col = w_offset + w * stride_w; - int col_index = - (c * out_height + h) * out_width + w; // [channel_col, out_h, out_w] - im_row = im_row - params->pad_top; - im_col = im_col - params->pad_left; - if (im_row < 0 || im_col < 0 || im_row >= in_height || im_col >= in_width) { - im2col_data[col_index] = 0.0f; - } else { - im2col_data[col_index] = - input_data[(c_im * input->dim[2] + im_row) * input->dim[3] + - im_col]; + __fp16 *data_col = im2col_data; + __fp16 *channel_data = input_data; + for (int c = 0; c < in_ch / group; c++) { + for (int kh = 0; kh < ksize_h; kh++) { + for (int kw = 0; kw < ksize_w; kw++) { + int in_row = -pad_top + kh * dilation_h; + for (int oh = 0; oh < out_height; oh++) { + if (in_row >= in_height || in_row < 0) { + for (int ow = 0; ow < out_width; ow++) { + *data_col++ = 0.0f; + } + } else { + int in_col = -pad_left + kw * dilation_w; + for (int ow1 = 0; ow1 < out_width; ow1++) { + int col_idx = (c * out_height + oh) * out_width + ow1; + if (in_col < in_width && in_col >= 0) { + *data_col++ = channel_data[in_row * in_width + in_col]; + } else { + *data_col++ = 0.0f; + } + in_col += stride_w; + } + } + in_row += stride_h; } } } + channel_data += in_height * in_width; } __fp16 *pa = kernel_data + g * m * k; diff --git a/source/c908_opt/fp16/convolution_gemm_fp16_pack1ton.c b/source/c908_opt/fp16/convolution_gemm_fp16_pack1ton.c index 8ea4fa79..cc673706 100644 --- a/source/c908_opt/fp16/convolution_gemm_fp16_pack1ton.c +++ b/source/c908_opt/fp16/convolution_gemm_fp16_pack1ton.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" /************************************************************************************* @@ -34,6 +32,16 @@ int shl_c908_conv_im2col_gemm_pack1ton_fp16(struct csinn_tensor *input, struct c struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp16(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + const int packn = csrr_vlenb() / sizeof(__fp16); + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *kernel_data = (__fp16 *)kernel->data; @@ -47,10 +55,13 @@ int shl_c908_conv_im2col_gemm_pack1ton_fp16(struct csinn_tensor *input, struct c int32_t out_c = kernel->dim[0]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; + int32_t ksize_h = kernel->dim[2]; int32_t ksize_w = kernel->dim[3]; int32_t stride_h = params->stride_height; int32_t stride_w = params->stride_width; + int32_t dilation_h = params->dilation_height; + int32_t dilation_w = params->dilation_width; int32_t m = out_c / group; int32_t in_cp = in_c / group; @@ -60,13 +71,13 @@ int shl_c908_conv_im2col_gemm_pack1ton_fp16(struct csinn_tensor *input, struct c for (int i = 0; i < batch; i++) { for (int g = 0; g < group; g++) { // padding - int padded_in_hw = (in_h + params->pad_top + params->pad_down) * - (in_w + params->pad_left + params->pad_right); + int padded_in_h = in_h + params->pad_top + params->pad_down; + int padded_in_w = in_w + params->pad_left + params->pad_right; + int padded_in_hw = padded_in_h * padded_in_w; __fp16 *input_pad_buf = (__fp16 *)shl_mem_alloc(in_cp * padded_in_hw * sizeof(__fp16)); shl_rvv_pad_input_pack1ton_fp16(input_data, input_pad_buf, in_cp, in_h, in_w, - (in_h + params->pad_top + params->pad_down), - (in_w + params->pad_left + params->pad_right), - params->pad_top, params->pad_left); + padded_in_h, padded_in_w, params->pad_top, + params->pad_left); // im2col const int packn = csrr_vlenb() / sizeof(__fp16); @@ -74,8 +85,7 @@ int shl_c908_conv_im2col_gemm_pack1ton_fp16(struct csinn_tensor *input, struct c // [in_c/packn, maxk, out_h, out_w, packn] + [maxk, out_h, out_w, in_c%packn] __fp16 *im2col_buf = (__fp16 *)shl_mem_alloc(in_cp * maxk * n * sizeof(__fp16)); - const int tailstep = - ((in_w + params->pad_left + params->pad_right) * stride_h - out_w * stride_w); + const int tailstep = (padded_in_w * stride_h - out_w * stride_w); const __fp16 *img0 = input_pad_buf; __fp16 *dst_ptr = im2col_buf; @@ -87,7 +97,7 @@ int shl_c908_conv_im2col_gemm_pack1ton_fp16(struct csinn_tensor *input, struct c for (int a = 0; a < ksize_h; a++) { for (int b = 0; b < ksize_w; b++) { const __fp16 *img1 = - img0 + a * (in_w + params->pad_left + params->pad_right) * vl + b * vl; + img0 + a * dilation_h * padded_in_w * vl + b * dilation_w * vl; for (int p = 0; p < out_h; p++) { for (int q = 0; q < out_w; q++) { diff --git a/source/c908_opt/fp16/convolution_gemm_fp16_packn.c b/source/c908_opt/fp16/convolution_gemm_fp16_packn.c index 0373b76a..32d81e5f 100644 --- a/source/c908_opt/fp16/convolution_gemm_fp16_packn.c +++ b/source/c908_opt/fp16/convolution_gemm_fp16_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" /************************************************************************************* @@ -39,6 +37,16 @@ int shl_c908_conv_im2col_gemm_packn_fp16(struct csinn_tensor *input, struct csin struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + const int packn = csrr_vlenb() / sizeof(__fp16); + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *kernel_data = (__fp16 *)kernel->data; @@ -46,16 +54,19 @@ int shl_c908_conv_im2col_gemm_packn_fp16(struct csinn_tensor *input, struct csin int32_t group = params->group; int32_t batch = input->dim[0]; - int32_t in_c = input->dim[1]; + int32_t in_c = input->dim[1] * input->dim[4]; int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; int32_t out_c = kernel->dim[0]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; + int32_t ksize_h = kernel->dim[2]; int32_t ksize_w = kernel->dim[3]; int32_t stride_h = params->stride_height; int32_t stride_w = params->stride_width; + int32_t dilation_h = params->dilation_height; + int32_t dilation_w = params->dilation_width; int32_t m = out_c / group; int32_t in_cp = in_c / group; @@ -86,7 +97,8 @@ int shl_c908_conv_im2col_gemm_packn_fp16(struct csinn_tensor *input, struct csin for (int a = 0; a < ksize_h; a++) { for (int b = 0; b < ksize_w; b++) { - const __fp16 *img1 = img0 + a * padded_in_w * packn + b * packn; + const __fp16 *img1 = + img0 + a * dilation_h * padded_in_w * packn + b * dilation_w * packn; for (int p = 0; p < out_h; p++) { for (int q = 0; q < out_w; q++) { diff --git a/source/c908_opt/fp16/convolution_gemm_fp16_packnto1.c b/source/c908_opt/fp16/convolution_gemm_fp16_packnto1.c index 5391b97f..1e48ea08 100644 --- a/source/c908_opt/fp16/convolution_gemm_fp16_packnto1.c +++ b/source/c908_opt/fp16/convolution_gemm_fp16_packnto1.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" /************************************************************************************* @@ -34,6 +32,9 @@ int shl_c908_conv_im2col_gemm_packnto1_fp16(struct csinn_tensor *input, struct c struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input); + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *kernel_data = (__fp16 *)kernel->data; @@ -41,7 +42,7 @@ int shl_c908_conv_im2col_gemm_packnto1_fp16(struct csinn_tensor *input, struct c int32_t group = params->group; int32_t batch = input->dim[0]; - int32_t in_c = input->dim[1]; + int32_t in_c = input->dim[1] * input->dim[4]; int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; int32_t out_c = kernel->dim[0]; @@ -51,6 +52,8 @@ int shl_c908_conv_im2col_gemm_packnto1_fp16(struct csinn_tensor *input, struct c int32_t ksize_w = kernel->dim[3]; int32_t stride_h = params->stride_height; int32_t stride_w = params->stride_width; + int32_t dilation_h = params->dilation_height; + int32_t dilation_w = params->dilation_width; int32_t m = out_c / group; int32_t in_cp = in_c / group; @@ -62,13 +65,12 @@ int shl_c908_conv_im2col_gemm_packnto1_fp16(struct csinn_tensor *input, struct c for (int i = 0; i < batch; i++) { for (int g = 0; g < group; g++) { // padding - int padded_in_hw = (in_h + params->pad_top + params->pad_down) * - (in_w + params->pad_left + params->pad_right); + int padded_in_h = in_h + params->pad_top + params->pad_down; + int padded_in_w = in_w + params->pad_left + params->pad_right; + int padded_in_hw = padded_in_h * padded_in_w; __fp16 *input_pad_buf = (__fp16 *)shl_mem_alloc(in_cp * padded_in_hw * sizeof(__fp16)); - shl_rvv_pad_input_packn_fp16(input_data, input_pad_buf, in_cp, in_h, in_w, - (in_h + params->pad_top + params->pad_down), - (in_w + params->pad_left + params->pad_right), - params->pad_top, params->pad_left); + shl_rvv_pad_input_packn_fp16(input_data, input_pad_buf, in_cp, in_h, in_w, padded_in_h, + padded_in_w, params->pad_top, params->pad_left); // im2col const int packn = csrr_vlenb() / sizeof(__fp16); @@ -76,9 +78,7 @@ int shl_c908_conv_im2col_gemm_packnto1_fp16(struct csinn_tensor *input, struct c __fp16 *im2col_buf = (__fp16 *)shl_mem_alloc(in_cp / packn * maxk * out_h * out_w * packn * sizeof(__fp16)); - const int tailstep = - ((in_w + params->pad_left + params->pad_right) * stride_h - out_w * stride_w) * - packn; + const int tailstep = (padded_in_w * stride_h - out_w * stride_w) * packn; for (int c = 0; c + packn - 1 < in_cp; c += packn) { const __fp16 *img0 = input_pad_buf + c * padded_in_hw; @@ -87,8 +87,7 @@ int shl_c908_conv_im2col_gemm_packnto1_fp16(struct csinn_tensor *input, struct c for (int a = 0; a < ksize_h; a++) { for (int b = 0; b < ksize_w; b++) { const __fp16 *img1 = - img0 + a * (in_w + params->pad_left + params->pad_right) * packn + - b * packn; + img0 + a * dilation_h * padded_in_w * packn + b * dilation_w * packn; for (int p = 0; p < out_h; p++) { for (int q = 0; q < out_w; q++) { diff --git a/source/c908_opt/fp16/depthwise_convolution.c b/source/c908_opt/fp16/depthwise_convolution.c index b3c562f4..ea3c7d81 100644 --- a/source/c908_opt/fp16/depthwise_convolution.c +++ b/source/c908_opt/fp16/depthwise_convolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" int shl_c908_depthwise_conv2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor *output, @@ -34,9 +32,23 @@ int shl_c908_depthwise_conv2d_init_fp16(struct csinn_tensor *input, struct csinn struct csinn_callback *cb = params->base.cb; const int packn = csrr_vlenb() / sizeof(__fp16); + int in_elempack = 1; + int out_elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_c908_option *option = shl_c908_get_graph_option(sess); + if (option && option->base.use_packn_layout) { + in_elempack = in_c % packn == 0 ? packn : 1; + out_elempack = out_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + in_elempack = 1; + out_elempack = 1; // dwconv2d out_channel pack is same as in_channel + } + } - if (in_c % packn == 0 && out_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; + if (in_elempack % packn == 0 && out_elempack % packn == 0) { shl_rvv_dwconv_reorder_kernel_packn_fp16(kernel, params); if (kernel_h == 3 && kernel_w == 3 && stride_h == 1 && stride_w == 1) { cb->exec = shl_rvv_dwconv3x3s1_packn_fp16; @@ -47,7 +59,7 @@ int shl_c908_depthwise_conv2d_init_fp16(struct csinn_tensor *input, struct csinn } } - if (in_c % packn != 0 && out_c % packn != 0) { + if (in_elempack % packn != 0 && out_elempack % packn != 0) { if (kernel_h == 3 && kernel_w == 3 && stride_h == 1 && stride_w == 1) { cb->exec = shl_rvv_dwconv3x3s1_fp16; } else if (kernel_h == 3 && kernel_w == 3 && stride_h == 2 && stride_w == 2) { diff --git a/source/c908_opt/fp16/fullyconnected.c b/source/c908_opt/fp16/fullyconnected.c index a55a4932..437aa91d 100644 --- a/source/c908_opt/fp16/fullyconnected.c +++ b/source/c908_opt/fp16/fullyconnected.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" int shl_c908_fullyconnected_init_fp16(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/c908_opt/fp16/gemm_fp16.c b/source/c908_opt/fp16/gemm_fp16.c index a7ab6f80..edb6820a 100644 --- a/source/c908_opt/fp16/gemm_fp16.c +++ b/source/c908_opt/fp16/gemm_fp16.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" /************************************************************* @@ -1882,7 +1880,7 @@ void shl_c908_gemm_8x24_fp16(__fp16 *dst, const __fp16 *sa, const __fp16 *sb, __ bool flag_bias = 1; // default: conv2d layer include bias if (bias == NULL) { flag_bias = 0; - bias = (__fp16 *)shl_mem_alloc(m * 2); + bias = (__fp16 *)shl_mem_alloc(m * sizeof(__fp16)); } __fp16 *bias_ptr = bias; @@ -3644,7 +3642,7 @@ void shl_c908_gemm_8x16_fp16(__fp16 *dst, const __fp16 *sa, const __fp16 *sb, __ bool flag_bias = 1; // default: conv2d layer include bias if (bias == NULL) { flag_bias = 0; - bias = (__fp16 *)shl_mem_alloc(m * 2); + bias = (__fp16 *)shl_mem_alloc(m * sizeof(__fp16)); } __fp16 *bias_ptr = bias; diff --git a/source/c908_opt/fp16/gemm_fp16_ncxhwx.S b/source/c908_opt/fp16/gemm_fp16_ncxhwx.S index 4b12307c..412354f2 100644 --- a/source/c908_opt/fp16/gemm_fp16_ncxhwx.S +++ b/source/c908_opt/fp16/gemm_fp16_ncxhwx.S @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - /************************************************************************************************** void gemm_fp16_ncxhwx_12xpack2n(const __fp16 *output, diff --git a/source/c908_opt/fp16/gemm_fp16_packn.c b/source/c908_opt/fp16/gemm_fp16_packn.c index 35a63e62..41c4564c 100644 --- a/source/c908_opt/fp16/gemm_fp16_packn.c +++ b/source/c908_opt/fp16/gemm_fp16_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" void gemm_fp16_ncxhwx_12xpack2n(__fp16 *output, const __fp16 *kernel, const __fp16 *input, diff --git a/source/c908_opt/fp16/gemm_fp16_v256.c b/source/c908_opt/fp16/gemm_fp16_v256.c index a61f34bf..0f2bb781 100644 --- a/source/c908_opt/fp16/gemm_fp16_v256.c +++ b/source/c908_opt/fp16/gemm_fp16_v256.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" /************************************************************* @@ -1882,7 +1880,7 @@ void shl_c908_gemm_8x48_fp16_v256(__fp16 *dst, const __fp16 *sa, const __fp16 *s bool flag_bias = 1; // default: conv2d layer include bias if (bias == NULL) { flag_bias = 0; - bias = (__fp16 *)shl_mem_alloc(m * 2); + bias = (__fp16 *)shl_mem_alloc(m * sizeof(__fp16)); } __fp16 *bias_ptr = bias; @@ -3212,7 +3210,7 @@ void shl_c908_gemm_8x32_fp16_v256(__fp16 *dst, const __fp16 *sa, const __fp16 *s bool flag_bias = 1; // default: conv2d layer include bias if (bias == NULL) { flag_bias = 0; - bias = (__fp16 *)shl_mem_alloc(m * 2); + bias = (__fp16 *)shl_mem_alloc(m * sizeof(__fp16)); } __fp16 *bias_ptr = bias; diff --git a/source/c908_opt/fp16/maxpool.c b/source/c908_opt/fp16/maxpool.c index d3db12f5..8d3b0473 100644 --- a/source/c908_opt/fp16/maxpool.c +++ b/source/c908_opt/fp16/maxpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" int shl_c908_maxpool2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor *output, @@ -34,16 +32,27 @@ int shl_c908_maxpool2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor int32_t pad_right = params->pad_right; int32_t pad_top = params->pad_top; int32_t pad_down = params->pad_down; - struct csinn_callback *cb = params->base.cb; cb->exec = NULL; const int packn = csrr_vlenb() / sizeof(__fp16); + int elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_c908_option *option = shl_c908_get_graph_option(sess); + if (option && option->base.use_packn_layout) { + elempack = in_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + elempack = 1; + } + } // global maxpool2d // TODO: remove if (in_h == kernel_h && in_w == kernel_w) { - cb->exec = (in_c % packn == 0) ? shl_rvv_global_maxpool2d_packn_fp16 - : shl_rvv_global_maxpool2d_fp16; + cb->exec = (elempack % packn == 0) ? shl_rvv_global_maxpool2d_packn_fp16 + : shl_rvv_global_maxpool2d_fp16; return CSINN_TRUE; } @@ -58,13 +67,11 @@ int shl_c908_maxpool2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor if (params->pad_right == 0) params->pad_right++; } // end consider ceil_mode 2x2s2p0 - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool2x2s2_packn_fp16 - : shl_rvv_maxpool2x2s2_fp16; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; + cb->exec = (elempack % packn == 0) ? shl_rvv_maxpool2x2s2_packn_fp16 + : shl_rvv_maxpool2x2s2_fp16; } else if (pad_left == 1 && pad_top == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool2x2s2_packn_fp16 - : shl_rvv_maxpool2x2s2_p1_fp16; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; + cb->exec = (elempack % packn == 0) ? shl_rvv_maxpool2x2s2_packn_fp16 + : shl_rvv_maxpool2x2s2_p1_fp16; } } else if (kernel_h == 3 && kernel_w == 3) { // 3x3s2 if (pad_left == 0 && pad_top == 0) { @@ -77,27 +84,23 @@ int shl_c908_maxpool2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor if (params->pad_right == 0) params->pad_right++; } // end consider ceil_mode 3x3s2p0 - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool3x3s2_packn_fp16 - : shl_rvv_maxpool3x3s2_fp16; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; + cb->exec = (elempack % packn == 0) ? shl_rvv_maxpool3x3s2_packn_fp16 + : shl_rvv_maxpool3x3s2_fp16; } else if (pad_left == 1 && pad_top == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool3x3s2_packn_fp16 - : shl_rvv_maxpool3x3s2_p1_fp16; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; + cb->exec = (elempack % packn == 0) ? shl_rvv_maxpool3x3s2_packn_fp16 + : shl_rvv_maxpool3x3s2_p1_fp16; } } } else if (stride_h == 1 && stride_w == 1) { if (kernel_h == 3 && kernel_w == 3) { if (pad_left == 1 && pad_top == 1 && pad_right == 1 && pad_down == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool3x3s1_packn_fp16 - : shl_rvv_maxpool3x3s1_p1_fp16; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; + cb->exec = (elempack % packn == 0) ? shl_rvv_maxpool3x3s1_packn_fp16 + : shl_rvv_maxpool3x3s1_p1_fp16; } } } if (cb->exec == NULL) { - if (in_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; + if (elempack % packn == 0) { cb->exec = shl_rvv_maxpool_packn_fp16; } else { shl_debug_warning( diff --git a/source/c908_opt/fp32/avgpool.c b/source/c908_opt/fp32/avgpool.c index 85ab48a2..789bc6d3 100644 --- a/source/c908_opt/fp32/avgpool.c +++ b/source/c908_opt/fp32/avgpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" int shl_c908_avgpool2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor *output, @@ -34,16 +32,27 @@ int shl_c908_avgpool2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor int32_t pad_right = params->pad_right; int32_t pad_top = params->pad_top; int32_t pad_down = params->pad_down; - struct csinn_callback *cb = params->base.cb; cb->exec = NULL; const int packn = csrr_vlenb() / sizeof(float); + int elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_c908_option *option = shl_c908_get_graph_option(sess); + if (option && option->base.use_packn_layout) { + elempack = in_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + elempack = 1; + } + } // global avgpool2d if (in_h == kernel_h && in_w == kernel_w) { - cb->exec = (in_c % packn == 0) ? shl_rvv_global_avgpool2d_packn_fp32 - : shl_rvv_global_avgpool2d_fp32; + cb->exec = (elempack % packn == 0) ? shl_rvv_global_avgpool2d_packn_fp32 + : shl_rvv_global_avgpool2d_fp32; return CSINN_TRUE; } @@ -58,13 +67,11 @@ int shl_c908_avgpool2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor if (params->pad_right) params->pad_right++; } // end consider ceil_mode 2x2s2p0 - cb->exec = (in_c % packn == 0) ? shl_rvv_avgpool2x2s2_packn_fp32 - : shl_rvv_avgpool2x2s2_fp32; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; + cb->exec = (elempack % packn == 0) ? shl_rvv_avgpool2x2s2_packn_fp32 + : shl_rvv_avgpool2x2s2_fp32; } else if (pad_left == 1 && pad_top == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_avgpool2x2s2_packn_fp32 - : shl_rvv_avgpool2x2s2_p1_fp32; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; + cb->exec = (elempack % packn == 0) ? shl_rvv_avgpool2x2s2_packn_fp32 + : shl_rvv_avgpool2x2s2_p1_fp32; } } else if (kernel_h == 3 && kernel_w == 3) { if (pad_left == 0 && pad_top == 0) { @@ -77,28 +84,24 @@ int shl_c908_avgpool2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor if (params->pad_right == 0) params->pad_right++; } // end consider ceil_mode 3x3s2p0 - cb->exec = (in_c % packn == 0) ? shl_rvv_avgpool3x3s2_packn_fp32 - : shl_rvv_avgpool3x3s2_fp32; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; + cb->exec = (elempack % packn == 0) ? shl_rvv_avgpool3x3s2_packn_fp32 + : shl_rvv_avgpool3x3s2_fp32; } else if (pad_left == 1 && pad_top == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_avgpool3x3s2_packn_fp32 - : shl_rvv_avgpool3x3s2_p1_fp32; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; + cb->exec = (elempack % packn == 0) ? shl_rvv_avgpool3x3s2_packn_fp32 + : shl_rvv_avgpool3x3s2_p1_fp32; } } } else if (stride_h == 1 && stride_w == 1) { if (kernel_h == 3 && kernel_w == 3) { if (pad_left == 1 && pad_top == 1 && pad_right == 1 && pad_down == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_avgpool3x3s1_packn_fp32 - : shl_rvv_avgpool3x3s1_p1_fp32; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; + cb->exec = (elempack % packn == 0) ? shl_rvv_avgpool3x3s1_packn_fp32 + : shl_rvv_avgpool3x3s1_p1_fp32; } } } if (cb->exec == NULL) { - if (in_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; + if (elempack % packn == 0) { cb->exec = shl_rvv_avgpool_packn_fp32; } else { shl_debug_warning( diff --git a/source/c908_opt/fp32/convolution.c b/source/c908_opt/fp32/convolution.c index 41fde10e..1f845ae1 100644 --- a/source/c908_opt/fp32/convolution.c +++ b/source/c908_opt/fp32/convolution.c @@ -16,15 +16,13 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" int shl_c908_conv2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { - int32_t out_c = kernel->dim[0]; + int32_t out_c = kernel->dim[0] / params->group; int32_t in_c = kernel->dim[1]; int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; @@ -37,10 +35,23 @@ int shl_c908_conv2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor *o struct csinn_callback *cb = params->base.cb; const int packn = csrr_vlenb() / sizeof(float); + int in_elempack = 1; + int out_elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_c908_option *option = shl_c908_get_graph_option(sess); + if (option && option->base.use_packn_layout) { + in_elempack = in_c % packn == 0 ? packn : 1; + out_elempack = out_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + in_elempack = 1; + } + } // packn - if (in_c % packn == 0 && out_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; + if (in_elempack % packn == 0 && out_elempack % packn == 0) { if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { params->conv_extra.conv_mode = CSINN_GEMM; @@ -73,8 +84,7 @@ int shl_c908_conv2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor *o } // pack1ton - if (in_c % packn != 0 && out_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; + if (in_elempack % packn != 0 && out_elempack % packn == 0) { params->conv_extra.conv_mode = CSINN_GEMM; if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { @@ -87,7 +97,7 @@ int shl_c908_conv2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor *o } // packnto1 - if (in_c % packn == 0 && out_c % packn != 0) { + if (in_elempack % packn == 0 && out_elempack % packn != 0) { params->conv_extra.conv_mode = CSINN_GEMM; if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { @@ -100,7 +110,7 @@ int shl_c908_conv2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor *o } // pack1 - if (in_c % packn != 0 && out_c % packn != 0) { + if (in_elempack % packn != 0 && out_elempack % packn != 0) { params->conv_extra.conv_mode = CSINN_GEMM; if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { diff --git a/source/c908_opt/fp32/convolution_1x1_fp32.c b/source/c908_opt/fp32/convolution_1x1_fp32.c index a66c6d8b..910ba293 100644 --- a/source/c908_opt/fp32/convolution_1x1_fp32.c +++ b/source/c908_opt/fp32/convolution_1x1_fp32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" void shl_c908_conv1x1s1_gemm_reorder_kernel_fp32(struct csinn_tensor *kernel, @@ -41,6 +39,9 @@ int shl_c908_conv1x1s1_gemm_fp32(struct csinn_tensor *input, struct csinn_tensor struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp32(input); + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *kernel_data = (float *)kernel->data; diff --git a/source/c908_opt/fp32/convolution_1x1_fp32_pack1ton.c b/source/c908_opt/fp32/convolution_1x1_fp32_pack1ton.c index 581cfd6e..9f95e610 100644 --- a/source/c908_opt/fp32/convolution_1x1_fp32_pack1ton.c +++ b/source/c908_opt/fp32/convolution_1x1_fp32_pack1ton.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" /************************************************************************************* @@ -34,6 +32,16 @@ int shl_c908_conv1x1s1_gemm_pack1ton_fp32(struct csinn_tensor *input, struct csi struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp32(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + const int packn = csrr_vlenb() / sizeof(float); + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *kernel_data = (float *)kernel->data; diff --git a/source/c908_opt/fp32/convolution_1x1_fp32_packn.c b/source/c908_opt/fp32/convolution_1x1_fp32_packn.c index 76de2d22..2e7046d8 100644 --- a/source/c908_opt/fp32/convolution_1x1_fp32_packn.c +++ b/source/c908_opt/fp32/convolution_1x1_fp32_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" void shl_c908_conv1x1s1_gemm_reorder_kernel_packn_fp32(struct csinn_tensor *kernel, @@ -30,6 +28,16 @@ int shl_c908_conv1x1s1_gemm_packn_fp32(struct csinn_tensor *input, struct csinn_ struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + const int packn = csrr_vlenb() / sizeof(float); + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *kernel_data = (float *)kernel->data; @@ -37,7 +45,7 @@ int shl_c908_conv1x1s1_gemm_packn_fp32(struct csinn_tensor *input, struct csinn_ int32_t group = params->group; int32_t batch = input->dim[0]; // assert(batch == 1); - int32_t in_ch = input->dim[1]; + int32_t in_ch = input->dim[1] * input->dim[4]; int32_t out_ch = kernel->dim[0]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; @@ -48,9 +56,6 @@ int shl_c908_conv1x1s1_gemm_packn_fp32(struct csinn_tensor *input, struct csinn_ float *pb_reorder = (float *)shl_mem_alloc(k * n * sizeof(float)); - // float *input_ncxhwx = (float *)shl_mem_alloc(k * n * sizeof(float)); - // float *output_ncxhwx = (float *)shl_mem_alloc(m * n * sizeof(float)); - for (int i = 0; i < batch; i++) { for (int g = 0; g < group; g++) { float *kernel_ptr = kernel_data + g * m * k; @@ -58,23 +63,16 @@ int shl_c908_conv1x1s1_gemm_packn_fp32(struct csinn_tensor *input, struct csinn_ float *out_ptr = output_data; float *bias_ptr = bias_data ? (bias_data + g * m) : NULL; - // shl_rvv_reorder_input_pack1ton_fp32(input_data, input_ncxhwx, k, out_h, out_w); - // pack shl_rvv_reorder_input_z12_packn_fp32(input_data, in_ptr, k, n, n); // GEMM - // shl_rvv_ncxhwx_gemm_12xpack2n_fp32(pc, pa, pb, m, k, n, n, bias_data + g * m); shl_c908_ncxhwx_gemm_12xpack2n_fp32(out_ptr, kernel_ptr, in_ptr, bias_ptr, m, k, n, false); - // shl_rvv_reorder_input_packnto1_fp32(output_ncxhwx, output_data, m, out_h, out_w); - input_data += k * n; output_data += m * n; } } - // shl_mem_free(input_ncxhwx); - // shl_mem_free(output_ncxhwx); shl_mem_free(pb_reorder); return CSINN_TRUE; } diff --git a/source/c908_opt/fp32/convolution_1x1_fp32_packnto1.c b/source/c908_opt/fp32/convolution_1x1_fp32_packnto1.c index e4f7311a..097d31d9 100644 --- a/source/c908_opt/fp32/convolution_1x1_fp32_packnto1.c +++ b/source/c908_opt/fp32/convolution_1x1_fp32_packnto1.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" void shl_c908_conv1x1s1_gemm_reorder_kernel_packnto1_fp32(struct csinn_tensor *kernel, @@ -30,6 +28,9 @@ int shl_c908_conv1x1s1_gemm_packnto1_fp32(struct csinn_tensor *input, struct csi struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input); + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *kernel_data = (float *)kernel->data; @@ -37,7 +38,7 @@ int shl_c908_conv1x1s1_gemm_packnto1_fp32(struct csinn_tensor *input, struct csi int32_t group = params->group; int32_t batch = input->dim[0]; // assert(batch == 1); - int32_t in_ch = input->dim[1]; + int32_t in_ch = input->dim[1] * input->dim[4]; int32_t out_ch = kernel->dim[0]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; diff --git a/source/c908_opt/fp32/convolution_3x3_fp32.c b/source/c908_opt/fp32/convolution_3x3_fp32.c index eb5dfa56..6d5f3602 100644 --- a/source/c908_opt/fp32/convolution_3x3_fp32.c +++ b/source/c908_opt/fp32/convolution_3x3_fp32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" /************************************************************* diff --git a/source/c908_opt/fp32/convolution_3x3_fp32_packn.c b/source/c908_opt/fp32/convolution_3x3_fp32_packn.c index 9f6f865b..bc597520 100644 --- a/source/c908_opt/fp32/convolution_3x3_fp32_packn.c +++ b/source/c908_opt/fp32/convolution_3x3_fp32_packn.c @@ -15,8 +15,6 @@ * See the License for the specific language governing permissions and * limitations under the License. */ - -/* SHL version 2.1.x */ #ifdef NNN #include "shl_c908.h" diff --git a/source/c908_opt/fp32/convolution_3x3_fp32_packn_1.c b/source/c908_opt/fp32/convolution_3x3_fp32_packn_1.c index b0587fc4..2181e4ff 100644 --- a/source/c908_opt/fp32/convolution_3x3_fp32_packn_1.c +++ b/source/c908_opt/fp32/convolution_3x3_fp32_packn_1.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" /************************************************************* @@ -1754,6 +1752,15 @@ int shl_c908_ncxhwx_wg_b4f3s1_packn_fp32(struct csinn_tensor *input, struct csin struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *kernel_data = (float *)params->conv_extra.kernel_tm->data; @@ -1764,7 +1771,7 @@ int shl_c908_ncxhwx_wg_b4f3s1_packn_fp32(struct csinn_tensor *input, struct csin int pad_top = params->pad_top; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; @@ -1947,6 +1954,15 @@ int shl_c908_ncxhwx_wg_b6f3s1_packn_fp32(struct csinn_tensor *input, struct csin struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *kernel_data = (float *)params->conv_extra.kernel_tm->data; @@ -1957,7 +1973,7 @@ int shl_c908_ncxhwx_wg_b6f3s1_packn_fp32(struct csinn_tensor *input, struct csin int pad_top = params->pad_top; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; diff --git a/source/c908_opt/fp32/convolution_gemm_fp32.c b/source/c908_opt/fp32/convolution_gemm_fp32.c index 3ed354af..6486ccb5 100644 --- a/source/c908_opt/fp32/convolution_gemm_fp32.c +++ b/source/c908_opt/fp32/convolution_gemm_fp32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" /************************************************************************************* @@ -45,6 +43,9 @@ int shl_c908_conv_im2col_gemm_fp32(struct csinn_tensor *input, struct csinn_tens struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp32(input); + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *kernel_data = (float *)kernel->data; @@ -64,13 +65,11 @@ int shl_c908_conv_im2col_gemm_fp32(struct csinn_tensor *input, struct csinn_tens int32_t stride_w = params->stride_width; int32_t pad_left = params->pad_left; int32_t pad_top = params->pad_top; - - // im2col matrix_col = out_height * out_width - // im2col matrix_row = channel_col - int channel_col = in_ch / group * ksize_h * ksize_w; + int32_t dilation_h = params->dilation_height; + int32_t dilation_w = params->dilation_width; int32_t m = out_ch / group; - int32_t k = channel_col; + int32_t k = in_ch / group * ksize_h * ksize_w; int32_t n = out_height * out_width; float *im2col_data = (float *)shl_mem_alloc(k * n * sizeof(float)); @@ -81,27 +80,34 @@ int shl_c908_conv_im2col_gemm_fp32(struct csinn_tensor *input, struct csinn_tens for (int i = 0; i < batch; i++) { for (int g = 0; g < group; g++) { // im2col - for (int c = 0; c < channel_col; ++c) { - int w_offset = c % ksize_w; - int h_offset = c / ksize_w % ksize_h; - int c_im = c / ksize_h / ksize_w; - for (int h = 0; h < out_height; ++h) { - for (int w = 0; w < out_width; ++w) { - int im_row = h_offset + h * stride_h; - int im_col = w_offset + w * stride_w; - int col_index = - (c * out_height + h) * out_width + w; // [channel_col, out_h, out_w] - im_row = im_row - params->pad_top; - im_col = im_col - params->pad_left; - if (im_row < 0 || im_col < 0 || im_row >= in_height || im_col >= in_width) { - im2col_data[col_index] = 0.0f; - } else { - im2col_data[col_index] = - input_data[(c_im * input->dim[2] + im_row) * input->dim[3] + - im_col]; + float *data_col = im2col_data; + float *channel_data = input_data; + for (int c = 0; c < in_ch / group; c++) { + for (int kh = 0; kh < ksize_h; kh++) { + for (int kw = 0; kw < ksize_w; kw++) { + int in_row = -pad_top + kh * dilation_h; + for (int oh = 0; oh < out_height; oh++) { + if (in_row >= in_height || in_row < 0) { + for (int ow = 0; ow < out_width; ow++) { + *data_col++ = 0.0f; + } + } else { + int in_col = -pad_left + kw * dilation_w; + for (int ow1 = 0; ow1 < out_width; ow1++) { + int col_idx = (c * out_height + oh) * out_width + ow1; + if (in_col < in_width && in_col >= 0) { + *data_col++ = channel_data[in_row * in_width + in_col]; + } else { + *data_col++ = 0.0f; + } + in_col += stride_w; + } + } + in_row += stride_h; } } } + channel_data += in_height * in_width; } float *pa = kernel_data + g * m * k; diff --git a/source/c908_opt/fp32/convolution_gemm_fp32_pack1ton.c b/source/c908_opt/fp32/convolution_gemm_fp32_pack1ton.c index b6d9fedf..dd8ac83e 100644 --- a/source/c908_opt/fp32/convolution_gemm_fp32_pack1ton.c +++ b/source/c908_opt/fp32/convolution_gemm_fp32_pack1ton.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" /************************************************************************************* @@ -34,6 +32,16 @@ int shl_c908_conv_im2col_gemm_pack1ton_fp32(struct csinn_tensor *input, struct c struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp32(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + const int packn = csrr_vlenb() / sizeof(float); + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *kernel_data = (float *)kernel->data; @@ -47,10 +55,13 @@ int shl_c908_conv_im2col_gemm_pack1ton_fp32(struct csinn_tensor *input, struct c int32_t out_c = kernel->dim[0]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; + int32_t ksize_h = kernel->dim[2]; int32_t ksize_w = kernel->dim[3]; int32_t stride_h = params->stride_height; int32_t stride_w = params->stride_width; + int32_t dilation_h = params->dilation_height; + int32_t dilation_w = params->dilation_width; int32_t m = out_c / group; int32_t in_cp = in_c / group; @@ -60,13 +71,13 @@ int shl_c908_conv_im2col_gemm_pack1ton_fp32(struct csinn_tensor *input, struct c for (int i = 0; i < batch; i++) { for (int g = 0; g < group; g++) { // padding - int padded_in_hw = (in_h + params->pad_top + params->pad_down) * - (in_w + params->pad_left + params->pad_right); + int padded_in_h = in_h + params->pad_top + params->pad_down; + int padded_in_w = in_w + params->pad_left + params->pad_right; + int padded_in_hw = padded_in_h * padded_in_w; float *input_pad_buf = (float *)shl_mem_alloc(in_cp * padded_in_hw * sizeof(float)); shl_rvv_pad_input_pack1ton_fp32(input_data, input_pad_buf, in_cp, in_h, in_w, - (in_h + params->pad_top + params->pad_down), - (in_w + params->pad_left + params->pad_right), - params->pad_top, params->pad_left); + padded_in_h, padded_in_w, params->pad_top, + params->pad_left); // im2col const int packn = csrr_vlenb() / sizeof(float); @@ -74,8 +85,7 @@ int shl_c908_conv_im2col_gemm_pack1ton_fp32(struct csinn_tensor *input, struct c // [in_c/packn, maxk, out_h, out_w, packn] + [maxk, out_h, out_w, in_c%packn] float *im2col_buf = (float *)shl_mem_alloc(in_cp * maxk * n * sizeof(float)); - const int tailstep = - ((in_w + params->pad_left + params->pad_right) * stride_h - out_w * stride_w); + const int tailstep = (padded_in_w * stride_h - out_w * stride_w); const float *img0 = input_pad_buf; float *dst_ptr = im2col_buf; @@ -87,7 +97,7 @@ int shl_c908_conv_im2col_gemm_pack1ton_fp32(struct csinn_tensor *input, struct c for (int a = 0; a < ksize_h; a++) { for (int b = 0; b < ksize_w; b++) { const float *img1 = - img0 + a * (in_w + params->pad_left + params->pad_right) * vl + b * vl; + img0 + a * dilation_h * padded_in_w * vl + b * dilation_w * vl; for (int p = 0; p < out_h; p++) { for (int q = 0; q < out_w; q++) { diff --git a/source/c908_opt/fp32/convolution_gemm_fp32_packn.c b/source/c908_opt/fp32/convolution_gemm_fp32_packn.c index a5b392dc..42536704 100644 --- a/source/c908_opt/fp32/convolution_gemm_fp32_packn.c +++ b/source/c908_opt/fp32/convolution_gemm_fp32_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" /************************************************************************************* @@ -39,6 +37,16 @@ int shl_c908_conv_im2col_gemm_packn_fp32(struct csinn_tensor *input, struct csin struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + const int packn = csrr_vlenb() / sizeof(float); + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *kernel_data = (float *)kernel->data; @@ -46,16 +54,19 @@ int shl_c908_conv_im2col_gemm_packn_fp32(struct csinn_tensor *input, struct csin int32_t group = params->group; int32_t batch = input->dim[0]; - int32_t in_c = input->dim[1]; + int32_t in_c = input->dim[1] * input->dim[4]; int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; int32_t out_c = kernel->dim[0]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; + int32_t ksize_h = kernel->dim[2]; int32_t ksize_w = kernel->dim[3]; int32_t stride_h = params->stride_height; int32_t stride_w = params->stride_width; + int32_t dilation_h = params->dilation_height; + int32_t dilation_w = params->dilation_width; int32_t m = out_c / group; int32_t in_cp = in_c / group; @@ -89,7 +100,8 @@ int shl_c908_conv_im2col_gemm_packn_fp32(struct csinn_tensor *input, struct csin for (int a = 0; a < ksize_h; a++) { for (int b = 0; b < ksize_w; b++) { - const float *img1 = img0 + a * padded_in_w * packn + b * packn; + const float *img1 = + img0 + a * dilation_h * padded_in_w * packn + b * dilation_w * packn; for (int p = 0; p < out_h; p++) { for (int q = 0; q < out_w; q++) { diff --git a/source/c908_opt/fp32/convolution_gemm_fp32_packnto1.c b/source/c908_opt/fp32/convolution_gemm_fp32_packnto1.c index bb0ba49c..f5f611e2 100644 --- a/source/c908_opt/fp32/convolution_gemm_fp32_packnto1.c +++ b/source/c908_opt/fp32/convolution_gemm_fp32_packnto1.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" /************************************************************************************* @@ -34,6 +32,9 @@ int shl_c908_conv_im2col_gemm_packnto1_fp32(struct csinn_tensor *input, struct c struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input); + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *kernel_data = (float *)kernel->data; @@ -41,7 +42,7 @@ int shl_c908_conv_im2col_gemm_packnto1_fp32(struct csinn_tensor *input, struct c int32_t group = params->group; int32_t batch = input->dim[0]; - int32_t in_c = input->dim[1]; + int32_t in_c = input->dim[1] * input->dim[4]; int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; int32_t out_c = kernel->dim[0]; @@ -51,6 +52,8 @@ int shl_c908_conv_im2col_gemm_packnto1_fp32(struct csinn_tensor *input, struct c int32_t ksize_w = kernel->dim[3]; int32_t stride_h = params->stride_height; int32_t stride_w = params->stride_width; + int32_t dilation_h = params->dilation_height; + int32_t dilation_w = params->dilation_width; int32_t m = out_c / group; int32_t in_cp = in_c / group; @@ -62,13 +65,12 @@ int shl_c908_conv_im2col_gemm_packnto1_fp32(struct csinn_tensor *input, struct c for (int i = 0; i < batch; i++) { for (int g = 0; g < group; g++) { // padding - int padded_in_hw = (in_h + params->pad_top + params->pad_down) * - (in_w + params->pad_left + params->pad_right); + int padded_in_h = in_h + params->pad_top + params->pad_down; + int padded_in_w = in_w + params->pad_left + params->pad_right; + int padded_in_hw = padded_in_h * padded_in_w; float *input_pad_buf = (float *)shl_mem_alloc(in_cp * padded_in_hw * sizeof(float)); - shl_rvv_pad_input_packn_fp32(input_data, input_pad_buf, in_cp, in_h, in_w, - (in_h + params->pad_top + params->pad_down), - (in_w + params->pad_left + params->pad_right), - params->pad_top, params->pad_left); + shl_rvv_pad_input_packn_fp32(input_data, input_pad_buf, in_cp, in_h, in_w, padded_in_h, + padded_in_w, params->pad_top, params->pad_left); // im2col const int packn = csrr_vlenb() / sizeof(float); @@ -77,9 +79,7 @@ int shl_c908_conv_im2col_gemm_packnto1_fp32(struct csinn_tensor *input, struct c // [in_c/packn, maxk, out_h, out_w, packn] float *im2col_buf = (float *)shl_mem_alloc(in_cp / packn * maxk * out_h * out_w * packn * sizeof(float)); - const int tailstep = - ((in_w + params->pad_left + params->pad_right) * stride_h - out_w * stride_w) * - packn; + const int tailstep = (padded_in_w * stride_h - out_w * stride_w) * packn; for (int c = 0; c + packn - 1 < in_cp; c += packn) { const float *img0 = input_pad_buf + c * padded_in_hw; @@ -88,8 +88,7 @@ int shl_c908_conv_im2col_gemm_packnto1_fp32(struct csinn_tensor *input, struct c for (int a = 0; a < ksize_h; a++) { for (int b = 0; b < ksize_w; b++) { const float *img1 = - img0 + a * (in_w + params->pad_left + params->pad_right) * packn + - b * packn; + img0 + a * dilation_h * padded_in_w * packn + b * dilation_w * packn; for (int p = 0; p < out_h; p++) { for (int q = 0; q < out_w; q++) { diff --git a/source/c908_opt/fp32/depthwise_convolution.c b/source/c908_opt/fp32/depthwise_convolution.c index ad50e0ce..c7196991 100644 --- a/source/c908_opt/fp32/depthwise_convolution.c +++ b/source/c908_opt/fp32/depthwise_convolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" int shl_c908_depthwise_conv2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor *output, @@ -34,9 +32,23 @@ int shl_c908_depthwise_conv2d_init_fp32(struct csinn_tensor *input, struct csinn struct csinn_callback *cb = params->base.cb; const int packn = csrr_vlenb() / sizeof(float); + int in_elempack = 1; + int out_elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_c908_option *option = shl_c908_get_graph_option(sess); + if (option && option->base.use_packn_layout) { + in_elempack = in_c % packn == 0 ? packn : 1; + out_elempack = out_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + in_elempack = 1; + out_elempack = 1; // dwconv2d out_channel pack is same as in_channel + } + } - if (in_c % packn == 0 && out_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; + if (in_elempack % packn == 0 && out_elempack % packn == 0) { shl_rvv_dwconv_reorder_kernel_packn_fp32(kernel, params); if (kernel_h == 3 && kernel_w == 3 && stride_h == 1 && stride_w == 1) { cb->exec = shl_rvv_dwconv3x3s1_packn_fp32; @@ -47,7 +59,7 @@ int shl_c908_depthwise_conv2d_init_fp32(struct csinn_tensor *input, struct csinn } } - if (in_c % packn != 0 && out_c % packn != 0) { + if (in_elempack % packn != 0 && out_elempack % packn != 0) { if (kernel_h == 3 && kernel_w == 3 && stride_h == 1 && stride_w == 1) { cb->exec = shl_rvv_dwconv3x3s1_fp32; } else if (kernel_h == 3 && kernel_w == 3 && stride_h == 2 && stride_w == 2) { diff --git a/source/c908_opt/fp32/fullyconnected.c b/source/c908_opt/fp32/fullyconnected.c index 4c0c341c..899f20e9 100644 --- a/source/c908_opt/fp32/fullyconnected.c +++ b/source/c908_opt/fp32/fullyconnected.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" int shl_c908_fullyconnected_init_fp32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/c908_opt/fp32/gemm_fp32.c b/source/c908_opt/fp32/gemm_fp32.c index e322b510..d735e14a 100644 --- a/source/c908_opt/fp32/gemm_fp32.c +++ b/source/c908_opt/fp32/gemm_fp32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" /************************************************************* diff --git a/source/c908_opt/fp32/gemm_fp32_ncxhwx.S b/source/c908_opt/fp32/gemm_fp32_ncxhwx.S index 27e68483..5b4e9ae9 100644 --- a/source/c908_opt/fp32/gemm_fp32_ncxhwx.S +++ b/source/c908_opt/fp32/gemm_fp32_ncxhwx.S @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - /************************************************************************************************** void gemm_fp32_ncxhwx_12xpack2n(const float *output, diff --git a/source/c908_opt/fp32/gemm_fp32_packn.c b/source/c908_opt/fp32/gemm_fp32_packn.c index e8a934bc..6b27911f 100644 --- a/source/c908_opt/fp32/gemm_fp32_packn.c +++ b/source/c908_opt/fp32/gemm_fp32_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" void gemm_fp32_ncxhwx_12xpack2n(float *output, const float *kernel, const float *input, diff --git a/source/c908_opt/fp32/gemm_fp32_v256.c b/source/c908_opt/fp32/gemm_fp32_v256.c index a95f2bef..0c383466 100644 --- a/source/c908_opt/fp32/gemm_fp32_v256.c +++ b/source/c908_opt/fp32/gemm_fp32_v256.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" /************************************************************* diff --git a/source/c908_opt/fp32/maxpool.c b/source/c908_opt/fp32/maxpool.c index 3302aa4b..9f9add1a 100644 --- a/source/c908_opt/fp32/maxpool.c +++ b/source/c908_opt/fp32/maxpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" int shl_c908_maxpool2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor *output, @@ -34,105 +32,27 @@ int shl_c908_maxpool2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor int32_t pad_right = params->pad_right; int32_t pad_top = params->pad_top; int32_t pad_down = params->pad_down; - struct csinn_callback *cb = params->base.cb; cb->exec = NULL; const int packn = csrr_vlenb() / sizeof(float); - - // global maxpool2d // TODO: remove - if (in_h == kernel_h && in_w == kernel_w) { - cb->exec = (in_c % packn == 0) ? shl_rvv_global_maxpool2d_packn_fp32 - : shl_rvv_global_maxpool2d_fp32; - return CSINN_TRUE; - } - - if (stride_h == 2 && stride_w == 2) { - if (kernel_h == 2 && kernel_w == 2) { // 2x2s2 - if (pad_left == 0 && pad_top == 0) { - // adjust pad according to ceil_mode (ceil mode on caffe pytorch..) - if (in_h % 2 == 1 && params->ceil_mode == 1) { - if (params->pad_down == 0) params->pad_down++; - } - if (in_w % 2 == 1 && params->ceil_mode == 1) { - if (params->pad_right == 0) params->pad_right++; - } - // end consider ceil_mode 2x2s2p0 - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool2x2s2_packn_fp32 - : shl_rvv_maxpool2x2s2_fp32; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; - } else if (pad_left == 1 && pad_top == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool2x2s2_packn_fp32 - : shl_rvv_maxpool2x2s2_p1_fp32; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; - } - } else if (kernel_h == 3 && kernel_w == 3) { // 3x3s2 - if (pad_left == 0 && pad_top == 0) { - // adjust pad according to ceil_mode (ceil mode on caffe pytorch..) - if (in_h % 2 == 0 && params->ceil_mode == 1) { - if (params->pad_down == 0) - params->pad_down++; // origin pad_down mast be equal to zero ? - } - if (in_w % 2 == 0 && params->ceil_mode == 1) { - if (params->pad_right == 0) params->pad_right++; - } - // end consider ceil_mode 3x3s2p0 - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool3x3s2_packn_fp32 - : shl_rvv_maxpool3x3s2_fp32; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; - } else if (pad_left == 1 && pad_top == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool3x3s2_packn_fp32 - : shl_rvv_maxpool3x3s2_p1_fp32; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; - } + int elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_c908_option *option = shl_c908_get_graph_option(sess); + if (option && option->base.use_packn_layout) { + elempack = in_c % packn == 0 ? packn : 1; } - } else if (stride_h == 1 && stride_w == 1) { - if (kernel_h == 3 && kernel_w == 3) { - if (pad_left == 1 && pad_top == 1 && pad_right == 1 && pad_down == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool3x3s1_packn_fp32 - : shl_rvv_maxpool3x3s1_p1_fp32; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; - } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + elempack = 1; } } - if (cb->exec == NULL) { - if (in_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; - cb->exec = shl_rvv_maxpool_packn_fp32; - } else { - shl_debug_warning( - "maxpool is not optimized to achieve under this condition on C908, call reference " - "func replaced.\n"); - cb->exec = shl_ref_maxpool2d_f32; - } - } - return CSINN_TRUE; -} - -int shl_c908_maxpool2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_pool_params *params) -{ - int32_t in_c = input->dim[1]; - int32_t in_h = input->dim[2]; - int32_t in_w = input->dim[3]; - int32_t kernel_h = params->filter_height; - int32_t kernel_w = params->filter_width; - int32_t stride_h = params->stride_height; - int32_t stride_w = params->stride_width; - int32_t pad_left = params->pad_left; - int32_t pad_right = params->pad_right; - int32_t pad_top = params->pad_top; - int32_t pad_down = params->pad_down; - - struct csinn_callback *cb = params->base.cb; - cb->exec = NULL; - - const int packn = csrr_vlenb() / sizeof(__fp16); // global maxpool2d // TODO: remove if (in_h == kernel_h && in_w == kernel_w) { - cb->exec = (in_c % packn == 0) ? shl_rvv_global_maxpool2d_packn_fp16 - : shl_rvv_global_maxpool2d_fp16; + cb->exec = (elempack % packn == 0) ? shl_rvv_global_maxpool2d_packn_fp32 + : shl_rvv_global_maxpool2d_fp32; return CSINN_TRUE; } @@ -147,13 +67,11 @@ int shl_c908_maxpool2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor if (params->pad_right == 0) params->pad_right++; } // end consider ceil_mode 2x2s2p0 - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool2x2s2_packn_fp16 - : shl_rvv_maxpool2x2s2_fp16; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; + cb->exec = (elempack % packn == 0) ? shl_rvv_maxpool2x2s2_packn_fp32 + : shl_rvv_maxpool2x2s2_fp32; } else if (pad_left == 1 && pad_top == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool2x2s2_packn_fp16 - : shl_rvv_maxpool2x2s2_p1_fp16; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; + cb->exec = (elempack % packn == 0) ? shl_rvv_maxpool2x2s2_packn_fp32 + : shl_rvv_maxpool2x2s2_p1_fp32; } } else if (kernel_h == 3 && kernel_w == 3) { // 3x3s2 if (pad_left == 0 && pad_top == 0) { @@ -166,122 +84,29 @@ int shl_c908_maxpool2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor if (params->pad_right == 0) params->pad_right++; } // end consider ceil_mode 3x3s2p0 - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool3x3s2_packn_fp16 - : shl_rvv_maxpool3x3s2_fp16; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; + cb->exec = (elempack % packn == 0) ? shl_rvv_maxpool3x3s2_packn_fp32 + : shl_rvv_maxpool3x3s2_fp32; } else if (pad_left == 1 && pad_top == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool3x3s2_packn_fp16 - : shl_rvv_maxpool3x3s2_p1_fp16; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; + cb->exec = (elempack % packn == 0) ? shl_rvv_maxpool3x3s2_packn_fp32 + : shl_rvv_maxpool3x3s2_p1_fp32; } } } else if (stride_h == 1 && stride_w == 1) { if (kernel_h == 3 && kernel_w == 3) { if (pad_left == 1 && pad_top == 1 && pad_right == 1 && pad_down == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool3x3s1_packn_fp16 - : shl_rvv_maxpool3x3s1_p1_fp16; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; + cb->exec = (elempack % packn == 0) ? shl_rvv_maxpool3x3s1_packn_fp32 + : shl_rvv_maxpool3x3s1_p1_fp32; } } } if (cb->exec == NULL) { - if (in_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; - cb->exec = shl_rvv_maxpool_packn_fp16; - } else { - shl_debug_warning( - "maxpool is not optimized to achieve under this condition on C908, call reference " - "func replaced.\n"); - cb->exec = shl_ref_maxpool2d_quant; - } - } - return CSINN_TRUE; -} - -int shl_c908_maxpool2d_init_int8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_pool_params *params) -{ - int32_t in_c = input->dim[1]; - int32_t in_h = input->dim[2]; - int32_t in_w = input->dim[3]; - int32_t kernel_h = params->filter_height; - int32_t kernel_w = params->filter_width; - int32_t stride_h = params->stride_height; - int32_t stride_w = params->stride_width; - int32_t pad_left = params->pad_left; - int32_t pad_right = params->pad_right; - int32_t pad_top = params->pad_top; - int32_t pad_down = params->pad_down; - - struct csinn_callback *cb = params->base.cb; - cb->exec = NULL; - - const int packn = csrr_vlenb() / sizeof(int8_t) / 2; - - // global maxpool2d // TODO: remove - if (in_h == kernel_h && in_w == kernel_w) { - cb->exec = (in_c % packn == 0) ? shl_rvv_global_maxpool2d_packn_int8 - : shl_ref_global_maxpool2d_quant; - return CSINN_TRUE; - } - - if (stride_h == 2 && stride_w == 2) { - if (kernel_h == 2 && kernel_w == 2) { // 2x2s2 - if (pad_left == 0 && pad_top == 0) { - // adjust pad according to ceil_mode (ceil mode on caffe pytorch..) - if (in_h % 2 == 1 && params->ceil_mode == 1) { - if (params->pad_down == 0) params->pad_down++; - } - if (in_w % 2 == 1 && params->ceil_mode == 1) { - if (params->pad_right == 0) params->pad_right++; - } - // end consider ceil_mode 2x2s2p0 - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool2x2s2_packn_int8 - : shl_rvv_maxpool2x2s2_int8; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; - } else if (pad_left == 1 && pad_top == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool2x2s2_packn_int8 - : shl_rvv_maxpool2x2s2_p1_int8; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; - } - } else if (kernel_h == 3 && kernel_w == 3) { // 3x3s2 - if (pad_left == 0 && pad_top == 0) { - // adjust pad according to ceil_mode (ceil mode on caffe pytorch..) - if (in_h % 2 == 0 && params->ceil_mode == 1) { - if (params->pad_down == 0) - params->pad_down++; // origin pad_down mast be equal to zero ? - } - if (in_w % 2 == 0 && params->ceil_mode == 1) { - if (params->pad_right == 0) params->pad_right++; - } - // end consider ceil_mode 3x3s2p0 - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool3x3s2_packn_int8 - : shl_rvv_maxpool3x3s2_int8; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; - } else if (pad_left == 1 && pad_top == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool3x3s2_packn_int8 - : shl_rvv_maxpool3x3s2_p1_int8; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; - } - } - } else if (stride_h == 1 && stride_w == 1) { - if (kernel_h == 3 && kernel_w == 3) { - if (pad_left == 1 && pad_top == 1 && pad_right == 1 && pad_down == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool3x3s1_packn_int8 - : shl_rvv_maxpool3x3s1_p1_int8; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; - } - } - } - if (cb->exec == NULL) { - if (in_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; - cb->exec = shl_rvv_maxpool_packn_int8; + if (elempack % packn == 0) { + cb->exec = shl_rvv_maxpool_packn_fp32; } else { shl_debug_warning( "maxpool is not optimized to achieve under this condition on C908, call reference " "func replaced.\n"); - cb->exec = shl_ref_maxpool2d_quant; + cb->exec = shl_ref_maxpool2d_f32; } } return CSINN_TRUE; diff --git a/source/c908_opt/int4/convolution.c b/source/c908_opt/int4/convolution.c index 50efc6c4..e4384695 100644 --- a/source/c908_opt/int4/convolution.c +++ b/source/c908_opt/int4/convolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" #ifdef SHL_USE_DOT_INT4 @@ -25,7 +23,7 @@ int shl_c908_conv2d_init_int4(struct csinn_tensor *input, struct csinn_tensor *o struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { - int32_t out_c = kernel->dim[0]; + int32_t out_c = kernel->dim[0] / params->group; int32_t in_c = kernel->dim[1]; int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; diff --git a/source/c908_opt/int4/depthwise_convolution.c b/source/c908_opt/int4/depthwise_convolution.c index 424f4944..0fbd14b9 100644 --- a/source/c908_opt/int4/depthwise_convolution.c +++ b/source/c908_opt/int4/depthwise_convolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" #ifdef SHL_USE_DOT_INT4 diff --git a/source/c908_opt/int4/fullyconnected.c b/source/c908_opt/int4/fullyconnected.c index 3fc30cb9..0dc9ba52 100644 --- a/source/c908_opt/int4/fullyconnected.c +++ b/source/c908_opt/int4/fullyconnected.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" int shl_c908_fullyconnected_init_int4(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/c908_opt/int4/gemm_int4_dot_ncxhwx.S b/source/c908_opt/int4/gemm_int4_dot_ncxhwx.S index 1da58b25..88156f47 100644 --- a/source/c908_opt/int4/gemm_int4_dot_ncxhwx.S +++ b/source/c908_opt/int4/gemm_int4_dot_ncxhwx.S @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - /************************************************************************************************** void gemm_int4_dot_ncxhwx_12xpackn(const int8_t *output, diff --git a/source/c908_opt/int8/avgpool.c b/source/c908_opt/int8/avgpool.c index 53a1be76..47adf80c 100644 --- a/source/c908_opt/int8/avgpool.c +++ b/source/c908_opt/int8/avgpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" int shl_c908_avgpool2d_init_int8(struct csinn_tensor *input, struct csinn_tensor *output, @@ -34,20 +32,30 @@ int shl_c908_avgpool2d_init_int8(struct csinn_tensor *input, struct csinn_tensor int32_t pad_right = params->pad_right; int32_t pad_top = params->pad_top; int32_t pad_down = params->pad_down; - struct csinn_callback *cb = params->base.cb; cb->exec = NULL; const int packn = csrr_vlenb() / sizeof(int8_t) / 2; + int elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_c908_option *option = shl_c908_get_graph_option(sess); + if (option && option->base.use_packn_layout) { + elempack = in_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + elempack = 1; + } + } // global avgpool2d if (in_h == kernel_h && in_w == kernel_w) { - cb->exec = (in_c % packn == 0) ? shl_rvv_global_avgpool2d_packn_int8 - : shl_ref_global_avgpool2d_quant; + cb->exec = (elempack % packn == 0) ? shl_rvv_global_avgpool2d_packn_int8 + : shl_ref_global_avgpool2d_quant; return CSINN_TRUE; } - if (in_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; + if (elempack % packn == 0) { if (stride_h == 2 && stride_w == 2) { if (kernel_h == 2 && kernel_w == 2) { if (pad_left == 0 && pad_top == 0) { @@ -88,8 +96,7 @@ int shl_c908_avgpool2d_init_int8(struct csinn_tensor *input, struct csinn_tensor } } if (cb->exec == NULL) { - if (in_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; + if (elempack % packn == 0) { cb->exec = shl_rvv_avgpool_packn_int8; } else { shl_debug_warning( diff --git a/source/c908_opt/int8/convolution.c b/source/c908_opt/int8/convolution.c index 9bb875ba..8b7dfd60 100644 --- a/source/c908_opt/int8/convolution.c +++ b/source/c908_opt/int8/convolution.c @@ -16,15 +16,13 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" int shl_c908_conv2d_init_int8(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { - int32_t out_c = kernel->dim[0]; + int32_t out_c = kernel->dim[0] / params->group; int32_t in_c = kernel->dim[1]; int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; @@ -37,10 +35,23 @@ int shl_c908_conv2d_init_int8(struct csinn_tensor *input, struct csinn_tensor *o struct csinn_callback *cb = params->base.cb; const int packn = csrr_vlenb() / sizeof(int8_t) / 2; + int in_elempack = 1; + int out_elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_c908_option *option = shl_c908_get_graph_option(sess); + if (option && option->base.use_packn_layout) { + in_elempack = in_c % packn == 0 ? packn : 1; + out_elempack = out_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + in_elempack = 1; + } + } // packn - if (in_c % packn == 0 && out_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; + if (in_elempack % packn == 0 && out_elempack % packn == 0) { if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { params->conv_extra.conv_mode = CSINN_GEMM; @@ -70,8 +81,7 @@ int shl_c908_conv2d_init_int8(struct csinn_tensor *input, struct csinn_tensor *o } // pack1ton - if (in_c % packn != 0 && out_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; + if (in_elempack % packn != 0 && out_elempack % packn == 0) { params->conv_extra.conv_mode = CSINN_GEMM; params->conv_extra.kernel_tm = csinn_alloc_tensor(NULL); if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && @@ -85,7 +95,7 @@ int shl_c908_conv2d_init_int8(struct csinn_tensor *input, struct csinn_tensor *o } // packnto1 - if (in_c % packn == 0 && out_c % packn != 0) { + if (in_elempack % packn == 0 && out_elempack % packn != 0) { params->conv_extra.conv_mode = CSINN_GEMM; params->conv_extra.kernel_tm = csinn_alloc_tensor(NULL); if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && @@ -99,7 +109,7 @@ int shl_c908_conv2d_init_int8(struct csinn_tensor *input, struct csinn_tensor *o } // pack1 - if (in_c % packn != 0 && out_c % packn != 0) { + if (in_elempack % packn != 0 && out_elempack % packn != 0) { params->conv_extra.conv_mode = CSINN_GEMM; params->conv_extra.kernel_tm = csinn_alloc_tensor(NULL); if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && @@ -133,11 +143,11 @@ int shl_c908_conv2d_init_int8(struct csinn_tensor *input, struct csinn_tensor *o if (bias_data == NULL) { // XXX: memory leak - bias_data = (int32_t *)shl_mem_alloc(out_c * sizeof(int32_t)); + bias_data = (int32_t *)shl_mem_alloc(out_c * params->group * sizeof(int32_t)); bias->data = bias_data; } int kernel_inner = in_c * kernel_h * kernel_w; - for (int oc = 0; oc < out_c; oc++) { + for (int oc = 0; oc < out_c * params->group; oc++) { int32_t tmp = 0; for (int j = 0; j < kernel_inner; j++) { tmp += kernel_data[oc * kernel_inner + j] * input_zp; @@ -155,7 +165,7 @@ int shl_c908_conv2d_init_int8(struct csinn_tensor *input, struct csinn_tensor *o int32_t input_zp = input->qinfo->zero_point; int kernel_inner = in_c * kernel_h * kernel_w; - for (int oc = 0; oc < out_c; oc++) { + for (int oc = 0; oc < out_c * params->group; oc++) { int32_t tmp = 0; for (int j = 0; j < kernel_inner; j++) { tmp += kernel_data[oc * kernel_inner + j] * input_zp; diff --git a/source/c908_opt/int8/convolution_1x1_int8.c b/source/c908_opt/int8/convolution_1x1_int8.c index b5c89b56..8a528afd 100644 --- a/source/c908_opt/int8/convolution_1x1_int8.c +++ b/source/c908_opt/int8/convolution_1x1_int8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" void shl_c908_conv1x1s1_gemm_reorder_kernel_int8(struct csinn_tensor *kernel, @@ -43,6 +41,9 @@ int shl_c908_conv1x1s1_gemm_int8(struct csinn_tensor *input, struct csinn_tensor struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_int8(input); + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int8_t *kernel_data = (int8_t *)params->conv_extra.kernel_tm->data; diff --git a/source/c908_opt/int8/convolution_1x1_int8_pack1ton.c b/source/c908_opt/int8/convolution_1x1_int8_pack1ton.c index 26144b1c..418ec51f 100644 --- a/source/c908_opt/int8/convolution_1x1_int8_pack1ton.c +++ b/source/c908_opt/int8/convolution_1x1_int8_pack1ton.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" /************************************************************************************* @@ -58,6 +56,16 @@ int shl_c908_conv1x1s1_gemm_pack1ton_int8(struct csinn_tensor *input, struct csi struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_int8(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + const int packn = csrr_vlenb() / sizeof(int8_t) / 2; + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int8_t *kernel_data = (int8_t *)params->conv_extra.kernel_tm->data; diff --git a/source/c908_opt/int8/convolution_1x1_int8_packn.c b/source/c908_opt/int8/convolution_1x1_int8_packn.c index 149b8102..bcfa3fe3 100644 --- a/source/c908_opt/int8/convolution_1x1_int8_packn.c +++ b/source/c908_opt/int8/convolution_1x1_int8_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" void shl_c908_conv1x1s1_gemm_reorder_kernel_packn_int8(struct csinn_tensor *kernel, @@ -30,6 +28,16 @@ int shl_c908_conv1x1s1_gemm_packn_int8(struct csinn_tensor *input, struct csinn_ struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_int8(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + const int packn = csrr_vlenb() / sizeof(int8_t) / 2; + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int8_t *kernel_data = (int8_t *)params->conv_extra.kernel_tm->data; @@ -37,7 +45,7 @@ int shl_c908_conv1x1s1_gemm_packn_int8(struct csinn_tensor *input, struct csinn_ int32_t group = params->group; int32_t batch = input->dim[0]; - int32_t in_ch = input->dim[1]; + int32_t in_ch = input->dim[1] * input->dim[4]; int32_t out_ch = kernel->dim[0]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; diff --git a/source/c908_opt/int8/convolution_1x1_int8_packnto1.c b/source/c908_opt/int8/convolution_1x1_int8_packnto1.c index 86744259..24509357 100644 --- a/source/c908_opt/int8/convolution_1x1_int8_packnto1.c +++ b/source/c908_opt/int8/convolution_1x1_int8_packnto1.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" void shl_c908_conv1x1s1_gemm_reorder_kernel_packnto1_int8(struct csinn_tensor *kernel, @@ -30,6 +28,9 @@ int shl_c908_conv1x1s1_gemm_packnto1_int8(struct csinn_tensor *input, struct csi struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_int8(input); + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int8_t *kernel_data = (int8_t *)params->conv_extra.kernel_tm->data; @@ -37,7 +38,7 @@ int shl_c908_conv1x1s1_gemm_packnto1_int8(struct csinn_tensor *input, struct csi int32_t group = params->group; int32_t batch = input->dim[0]; - int32_t in_ch = input->dim[1]; + int32_t in_ch = input->dim[1] * input->dim[4]; int32_t out_ch = kernel->dim[0]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; diff --git a/source/c908_opt/int8/convolution_3x3_int8.c b/source/c908_opt/int8/convolution_3x3_int8.c index ce6dead4..e6111f5f 100644 --- a/source/c908_opt/int8/convolution_3x3_int8.c +++ b/source/c908_opt/int8/convolution_3x3_int8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" /************************************************************* diff --git a/source/c908_opt/int8/convolution_3x3_int8_packn.c b/source/c908_opt/int8/convolution_3x3_int8_packn.c index f5a428c7..1c3e4f52 100644 --- a/source/c908_opt/int8/convolution_3x3_int8_packn.c +++ b/source/c908_opt/int8/convolution_3x3_int8_packn.c @@ -15,8 +15,6 @@ * See the License for the specific language governing permissions and * limitations under the License. */ - -/* SHL version 2.1.x */ #ifdef NNN #include "shl_c908.h" diff --git a/source/c908_opt/int8/convolution_3x3_int8_packn_1.c b/source/c908_opt/int8/convolution_3x3_int8_packn_1.c index 7cb9f50d..58ece966 100644 --- a/source/c908_opt/int8/convolution_3x3_int8_packn_1.c +++ b/source/c908_opt/int8/convolution_3x3_int8_packn_1.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - // #ifdef NNN #include "shl_c908.h" @@ -949,6 +947,15 @@ int shl_c908_ncxhwx_wg_b4f3s1_packn_int8(struct csinn_tensor *input, struct csin struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_int8(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int16_t *kernel_data = (int16_t *)params->conv_extra.kernel_tm->data; @@ -959,7 +966,7 @@ int shl_c908_ncxhwx_wg_b4f3s1_packn_int8(struct csinn_tensor *input, struct csin int pad_top = params->pad_top; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; diff --git a/source/c908_opt/int8/convolution_gemm_int8.c b/source/c908_opt/int8/convolution_gemm_int8.c index 37bf9ff4..8b8fb8f2 100644 --- a/source/c908_opt/int8/convolution_gemm_int8.c +++ b/source/c908_opt/int8/convolution_gemm_int8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" void shl_c908_conv_im2col_gemm_reorder_kernel_int8(struct csinn_tensor *kernel, @@ -46,6 +44,9 @@ int shl_c908_conv_im2col_gemm_int8(struct csinn_tensor *input, struct csinn_tens struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_int8(input); + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int8_t *kernel_data = (int8_t *)params->conv_extra.kernel_tm->data; @@ -66,13 +67,11 @@ int shl_c908_conv_im2col_gemm_int8(struct csinn_tensor *input, struct csinn_tens int32_t stride_w = params->stride_width; int32_t pad_left = params->pad_left; int32_t pad_top = params->pad_top; - - // im2col matrix_col = out_height * out_width - // im2col matrix_row = channel_col - int channel_col = in_ch / group * ksize_h * ksize_w; + int32_t dilation_h = params->dilation_height; + int32_t dilation_w = params->dilation_width; int32_t m = out_ch / group; - int32_t k = channel_col; + int32_t k = in_ch / group * ksize_h * ksize_w; int32_t n = out_height * out_width; int32_t k4 = (k % 4 != 0) ? ((k / 4 + 1) * 4) : k; @@ -88,27 +87,34 @@ int shl_c908_conv_im2col_gemm_int8(struct csinn_tensor *input, struct csinn_tens for (int i = 0; i < batch; i++) { for (int g = 0; g < group; g++) { // im2col - for (int c = 0; c < channel_col; ++c) { - int w_offset = c % ksize_w; - int h_offset = c / ksize_w % ksize_h; - int c_im = c / ksize_h / ksize_w; - for (int h = 0; h < out_height; ++h) { - for (int w = 0; w < out_width; ++w) { - int im_row = h_offset + h * stride_h; - int im_col = w_offset + w * stride_w; - int col_index = - (c * out_height + h) * out_width + w; // [channel_col, out_h, out_w] - im_row = im_row - params->pad_top; - im_col = im_col - params->pad_left; - if (im_row < 0 || im_col < 0 || im_row >= in_height || im_col >= in_width) { - im2col_data[col_index] = input->qinfo->zero_point; - } else { - im2col_data[col_index] = - input_data[(c_im * input->dim[2] + im_row) * input->dim[3] + - im_col]; + int8_t *data_col = im2col_data; + int8_t *channel_data = input_data; + for (int c = 0; c < in_ch / group; c++) { + for (int kh = 0; kh < ksize_h; kh++) { + for (int kw = 0; kw < ksize_w; kw++) { + int in_row = -pad_top + kh * dilation_h; + for (int oh = 0; oh < out_height; oh++) { + if (in_row >= in_height || in_row < 0) { + for (int ow = 0; ow < out_width; ow++) { + *data_col++ = input->qinfo->zero_point; + } + } else { + int in_col = -pad_left + kw * dilation_w; + for (int ow1 = 0; ow1 < out_width; ow1++) { + int col_idx = (c * out_height + oh) * out_width + ow1; + if (in_col < in_width && in_col >= 0) { + *data_col++ = channel_data[in_row * in_width + in_col]; + } else { + *data_col++ = input->qinfo->zero_point; + } + in_col += stride_w; + } + } + in_row += stride_h; } } } + channel_data += in_height * in_width; } int8_t *pa = kernel_data + g * m * k4; diff --git a/source/c908_opt/int8/convolution_gemm_int8_pack1ton.c b/source/c908_opt/int8/convolution_gemm_int8_pack1ton.c index 67a61258..66053ba2 100644 --- a/source/c908_opt/int8/convolution_gemm_int8_pack1ton.c +++ b/source/c908_opt/int8/convolution_gemm_int8_pack1ton.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" void shl_c908_conv_im2col_gemm_reorder_kernel_pack1ton_int8(struct csinn_tensor *kernel, @@ -30,6 +28,16 @@ int shl_c908_conv_im2col_gemm_pack1ton_int8(struct csinn_tensor *input, struct c struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_int8(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + const int packn = csrr_vlenb() / sizeof(int8_t) / 2; + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int8_t *kernel_data = (int8_t *)params->conv_extra.kernel_tm->data; @@ -43,10 +51,13 @@ int shl_c908_conv_im2col_gemm_pack1ton_int8(struct csinn_tensor *input, struct c int32_t out_c = kernel->dim[0]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; + int32_t ksize_h = kernel->dim[2]; int32_t ksize_w = kernel->dim[3]; int32_t stride_h = params->stride_height; int32_t stride_w = params->stride_width; + int32_t dilation_h = params->dilation_height; + int32_t dilation_w = params->dilation_width; int32_t m = out_c / group; int32_t in_cp = in_c / group; @@ -59,14 +70,13 @@ int shl_c908_conv_im2col_gemm_pack1ton_int8(struct csinn_tensor *input, struct c for (int i = 0; i < batch; i++) { for (int g = 0, j = 0; g < group; g++) { // padding - int padded_in_hw = (in_h + params->pad_top + params->pad_down) * - (in_w + params->pad_left + params->pad_right); + int padded_in_h = in_h + params->pad_top + params->pad_down; + int padded_in_w = in_w + params->pad_left + params->pad_right; + int padded_in_hw = padded_in_h * padded_in_w; int8_t *input_pad_buf = (int8_t *)shl_mem_alloc(in_cp * padded_in_hw * sizeof(int8_t)); shl_rvv_pad_input_pack1ton_int8(input_data, input_pad_buf, in_cp, in_h, in_w, - (in_h + params->pad_top + params->pad_down), - (in_w + params->pad_left + params->pad_right), - params->pad_top, params->pad_left, - input->qinfo->zero_point); + padded_in_h, padded_in_w, params->pad_top, + params->pad_left, input->qinfo->zero_point); if (kernel->quant_channel > 1) { for (int c = 0; c < m; c++, j++) { @@ -88,8 +98,7 @@ int shl_c908_conv_im2col_gemm_pack1ton_int8(struct csinn_tensor *input, struct c int in_cp4 = ((in_cp - 1) & -4) + 4; // [in_cp4/packn, maxk, out_h, out_w, packn] + [maxk, out_h, out_w, in_cp4%packn] int8_t *im2col_buf = (int8_t *)shl_mem_alloc(in_cp4 * maxk * n * sizeof(int8_t)); - const int tailstep = - ((in_w + params->pad_left + params->pad_right) * stride_h - out_w * stride_w); + const int tailstep = (padded_in_w * stride_h - out_w * stride_w); const int8_t *img0 = input_pad_buf; int8_t *dst_ptr = im2col_buf; @@ -101,7 +110,7 @@ int shl_c908_conv_im2col_gemm_pack1ton_int8(struct csinn_tensor *input, struct c for (int a = 0; a < ksize_h; a++) { for (int b = 0; b < ksize_w; b++) { const int8_t *img1 = - img0 + a * (in_w + params->pad_left + params->pad_right) * vl + b * vl; + img0 + a * dilation_h * padded_in_w * vl + b * dilation_w * vl; for (int p = 0; p < out_h; p++) { for (int q = 0; q < out_w; q++) { @@ -133,8 +142,7 @@ int shl_c908_conv_im2col_gemm_pack1ton_int8(struct csinn_tensor *input, struct c // im2col // [in_c/packn, maxk, out_h, out_w, packn] + [maxk, out_h, out_w, in_c%packn] int8_t *im2col_buf = (int8_t *)shl_mem_alloc(in_cp * maxk * n * sizeof(int8_t)); - const int tailstep = - ((in_w + params->pad_left + params->pad_right) * stride_h - out_w * stride_w); + const int tailstep = (padded_in_w * stride_h - out_w * stride_w); const int8_t *img0 = input_pad_buf; int8_t *dst_ptr = im2col_buf; @@ -145,7 +153,7 @@ int shl_c908_conv_im2col_gemm_pack1ton_int8(struct csinn_tensor *input, struct c for (int a = 0; a < ksize_h; a++) { for (int b = 0; b < ksize_w; b++) { const int8_t *img1 = - img0 + a * (in_w + params->pad_left + params->pad_right) * vl + b * vl; + img0 + a * dilation_h * padded_in_w * vl + b * dilation_w * vl; for (int p = 0; p < out_h; p++) { for (int q = 0; q < out_w; q++) { diff --git a/source/c908_opt/int8/convolution_gemm_int8_packn.c b/source/c908_opt/int8/convolution_gemm_int8_packn.c index 83212f0b..33c670d8 100644 --- a/source/c908_opt/int8/convolution_gemm_int8_packn.c +++ b/source/c908_opt/int8/convolution_gemm_int8_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" void shl_c908_conv_im2col_gemm_reorder_kernel_packn_int8(struct csinn_tensor *kernel, @@ -30,6 +28,16 @@ int shl_c908_conv_im2col_gemm_packn_int8(struct csinn_tensor *input, struct csin struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_int8(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + const int packn = csrr_vlenb() / sizeof(int8_t) / 2; + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int8_t *kernel_data = (int8_t *)params->conv_extra.kernel_tm->data; @@ -37,16 +45,19 @@ int shl_c908_conv_im2col_gemm_packn_int8(struct csinn_tensor *input, struct csin int32_t group = params->group; int32_t batch = input->dim[0]; - int32_t in_c = input->dim[1]; + int32_t in_c = input->dim[1] * input->dim[4]; int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; int32_t out_c = kernel->dim[0]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; + int32_t ksize_h = kernel->dim[2]; int32_t ksize_w = kernel->dim[3]; int32_t stride_h = params->stride_height; int32_t stride_w = params->stride_width; + int32_t dilation_h = params->dilation_height; + int32_t dilation_w = params->dilation_width; int32_t m = out_c / group; int32_t in_cp = in_c / group; @@ -82,7 +93,8 @@ int shl_c908_conv_im2col_gemm_packn_int8(struct csinn_tensor *input, struct csin for (int a = 0; a < ksize_h; a++) { for (int b = 0; b < ksize_w; b++) { - const int8_t *img1 = img0 + a * padded_in_w * packn + b * packn; + const int8_t *img1 = + img0 + a * dilation_h * padded_in_w * packn + b * dilation_w * packn; for (int p = 0; p < out_h; p++) { for (int q = 0; q < out_w; q++) { diff --git a/source/c908_opt/int8/convolution_gemm_int8_packnto1.c b/source/c908_opt/int8/convolution_gemm_int8_packnto1.c index 308ddd0e..c5fe38c0 100644 --- a/source/c908_opt/int8/convolution_gemm_int8_packnto1.c +++ b/source/c908_opt/int8/convolution_gemm_int8_packnto1.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" void shl_c908_conv_im2col_gemm_reorder_kernel_packnto1_int8(struct csinn_tensor *kernel, @@ -30,6 +28,9 @@ int shl_c908_conv_im2col_gemm_packnto1_int8(struct csinn_tensor *input, struct c struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_int8(input); + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int8_t *kernel_data = (int8_t *)params->conv_extra.kernel_tm->data; @@ -37,7 +38,7 @@ int shl_c908_conv_im2col_gemm_packnto1_int8(struct csinn_tensor *input, struct c int32_t group = params->group; int32_t batch = input->dim[0]; - int32_t in_c = input->dim[1]; + int32_t in_c = input->dim[1] * input->dim[4]; int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; int32_t out_c = kernel->dim[0]; @@ -47,6 +48,8 @@ int shl_c908_conv_im2col_gemm_packnto1_int8(struct csinn_tensor *input, struct c int32_t ksize_w = kernel->dim[3]; int32_t stride_h = params->stride_height; int32_t stride_w = params->stride_width; + int32_t dilation_h = params->dilation_height; + int32_t dilation_w = params->dilation_width; int32_t m = out_c / group; int32_t in_cp = in_c / group; @@ -61,13 +64,12 @@ int shl_c908_conv_im2col_gemm_packnto1_int8(struct csinn_tensor *input, struct c for (int i = 0; i < batch; i++) { for (int g = 0, j = 0; g < group; g++) { // paddding - int padded_in_hw = (in_h + params->pad_top + params->pad_down) * - (in_w + params->pad_left + params->pad_right); + int padded_in_h = in_h + params->pad_top + params->pad_down; + int padded_in_w = in_w + params->pad_left + params->pad_right; + int padded_in_hw = padded_in_h * padded_in_w; int8_t *input_pad_buf = (int8_t *)shl_mem_alloc(in_cp * padded_in_hw * sizeof(int8_t)); - shl_rvv_pad_input_packn_int8(input_data, input_pad_buf, in_cp, in_h, in_w, - (in_h + params->pad_top + params->pad_down), - (in_w + params->pad_left + params->pad_right), - params->pad_top, params->pad_left, + shl_rvv_pad_input_packn_int8(input_data, input_pad_buf, in_cp, in_h, in_w, padded_in_h, + padded_in_w, params->pad_top, params->pad_left, input->qinfo->zero_point); // im2col @@ -77,9 +79,7 @@ int shl_c908_conv_im2col_gemm_packnto1_int8(struct csinn_tensor *input, struct c // [in_c/packn, maxk, out_h, out_w, packn] int8_t *im2col_buf = (int8_t *)shl_mem_alloc(in_cp / packn * maxk * out_h * out_w * packn * sizeof(int8_t)); - const int tailstep = - ((in_w + params->pad_left + params->pad_right) * stride_h - out_w * stride_w) * - packn; + const int tailstep = (padded_in_w * stride_h - out_w * stride_w) * packn; for (int c = 0; c + packn - 1 < in_cp; c += packn) { const int8_t *img0 = input_pad_buf + c * padded_in_hw; @@ -88,8 +88,7 @@ int shl_c908_conv_im2col_gemm_packnto1_int8(struct csinn_tensor *input, struct c for (int a = 0; a < ksize_h; a++) { for (int b = 0; b < ksize_w; b++) { const int8_t *img1 = - img0 + a * (in_w + params->pad_left + params->pad_right) * packn + - b * packn; + img0 + a * dilation_h * padded_in_w * packn + b * dilation_w * packn; for (int p = 0; p < out_h; p++) { for (int q = 0; q < out_w; q++) { diff --git a/source/c908_opt/int8/depthwise_convolution.c b/source/c908_opt/int8/depthwise_convolution.c index f05e3a74..c135ba85 100644 --- a/source/c908_opt/int8/depthwise_convolution.c +++ b/source/c908_opt/int8/depthwise_convolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" int shl_c908_depthwise_conv2d_init_int8(struct csinn_tensor *input, struct csinn_tensor *output, @@ -34,6 +32,21 @@ int shl_c908_depthwise_conv2d_init_int8(struct csinn_tensor *input, struct csinn struct csinn_callback *cb = params->base.cb; const int packn = csrr_vlenb() / sizeof(int8_t) / 2; + int in_elempack = 1; + int out_elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_c908_option *option = shl_c908_get_graph_option(sess); + if (option && option->base.use_packn_layout) { + in_elempack = in_c % packn == 0 ? packn : 1; + out_elempack = out_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + in_elempack = 1; + out_elempack = 1; // dwconv2d out_channel pack is same as in_channel + } + } // enable fuse zeropoint to bias if (!params->conv_extra.fuse_zp2bias) { @@ -57,8 +70,7 @@ int shl_c908_depthwise_conv2d_init_int8(struct csinn_tensor *input, struct csinn } } - if (in_c % packn == 0 && out_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; + if (in_elempack % packn == 0 && out_elempack % packn == 0) { shl_rvv_dwconv_reorder_kernel_packn_int8(kernel, params); if (kernel_h == 3 && kernel_w == 3 && stride_h == 1 && stride_w == 1) { cb->exec = shl_rvv_dwconv3x3s1_packn_int8; @@ -69,7 +81,7 @@ int shl_c908_depthwise_conv2d_init_int8(struct csinn_tensor *input, struct csinn } } - if (in_c % packn != 0 && out_c % packn != 0) { + if (in_elempack % packn != 0 && out_elempack % packn != 0) { if (kernel_h == 3 && kernel_w == 3 && stride_h == 1 && stride_w == 1) { cb->exec = shl_rvv_dwconv3x3s1_int8; } else if (kernel_h == 3 && kernel_w == 3 && stride_h == 2 && stride_w == 2) { diff --git a/source/c908_opt/int8/fullyconnected.c b/source/c908_opt/int8/fullyconnected.c index 61104568..a5d0055d 100644 --- a/source/c908_opt/int8/fullyconnected.c +++ b/source/c908_opt/int8/fullyconnected.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" int shl_c908_fullyconnected_init_int8(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/c908_opt/int8/gemm_int16_ncxhwx.S b/source/c908_opt/int8/gemm_int16_ncxhwx.S index eb060085..7366119f 100644 --- a/source/c908_opt/int8/gemm_int16_ncxhwx.S +++ b/source/c908_opt/int8/gemm_int16_ncxhwx.S @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - /************************************************************************************************** void gemm_int16_ncxhwx_12xpackn(const int32_t *output, diff --git a/source/c908_opt/int8/gemm_int16_packn.c b/source/c908_opt/int8/gemm_int16_packn.c index 5aa26ce7..cf7f1d5f 100644 --- a/source/c908_opt/int8/gemm_int16_packn.c +++ b/source/c908_opt/int8/gemm_int16_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" void gemm_int16_ncxhwx_12xpackn(int32_t *output, const int16_t *kernel, const int16_t *input, int k, diff --git a/source/c908_opt/int8/gemm_int8_dot.c b/source/c908_opt/int8/gemm_int8_dot.c index 6520bf01..8324e62f 100644 --- a/source/c908_opt/int8/gemm_int8_dot.c +++ b/source/c908_opt/int8/gemm_int8_dot.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" /************************************************************* diff --git a/source/c908_opt/int8/gemm_int8_dot_ncxhwx.S b/source/c908_opt/int8/gemm_int8_dot_ncxhwx.S index c0480fb7..3a158137 100644 --- a/source/c908_opt/int8/gemm_int8_dot_ncxhwx.S +++ b/source/c908_opt/int8/gemm_int8_dot_ncxhwx.S @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - /************************************************************************************************** void gemm_int8_dot_ncxhwx_12xpackn(const int8_t *output, diff --git a/source/c908_opt/int8/gemm_int8_dot_packn.c b/source/c908_opt/int8/gemm_int8_dot_packn.c index 311c2f31..33fb4dbf 100644 --- a/source/c908_opt/int8/gemm_int8_dot_packn.c +++ b/source/c908_opt/int8/gemm_int8_dot_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" void gemm_int8_dot_ncxhwx_12xpackn(int8_t *output, const int8_t *kernel, const int8_t *input, diff --git a/source/c908_opt/int8/gemm_int8_dot_v256.c b/source/c908_opt/int8/gemm_int8_dot_v256.c index 9cbb6575..c30a7b7c 100644 --- a/source/c908_opt/int8/gemm_int8_dot_v256.c +++ b/source/c908_opt/int8/gemm_int8_dot_v256.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" /************************************************************* diff --git a/source/c908_opt/int8/gemm_int8_ncxhwx.S b/source/c908_opt/int8/gemm_int8_ncxhwx.S index df88a654..3e6e36fd 100644 --- a/source/c908_opt/int8/gemm_int8_ncxhwx.S +++ b/source/c908_opt/int8/gemm_int8_ncxhwx.S @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - /************************************************************************************************** void gemm_int8_ncxhwx_4xpack2n(const int8_t *output, diff --git a/source/c908_opt/int8/gemm_int8_packn.c b/source/c908_opt/int8/gemm_int8_packn.c index 4f172acd..5182c73f 100644 --- a/source/c908_opt/int8/gemm_int8_packn.c +++ b/source/c908_opt/int8/gemm_int8_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" void gemm_int8_ncxhwx_4xpack2n(int8_t *output, const int8_t *kernel, const int8_t *input, diff --git a/source/c908_opt/int8/maxpool.c b/source/c908_opt/int8/maxpool.c index e31df8f8..34a52318 100644 --- a/source/c908_opt/int8/maxpool.c +++ b/source/c908_opt/int8/maxpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" int shl_c908_maxpool2d_init_int8(struct csinn_tensor *input, struct csinn_tensor *output, @@ -34,16 +32,27 @@ int shl_c908_maxpool2d_init_int8(struct csinn_tensor *input, struct csinn_tensor int32_t pad_right = params->pad_right; int32_t pad_top = params->pad_top; int32_t pad_down = params->pad_down; - struct csinn_callback *cb = params->base.cb; cb->exec = NULL; const int packn = csrr_vlenb() / sizeof(int8_t) / 2; + int elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_c908_option *option = shl_c908_get_graph_option(sess); + if (option && option->base.use_packn_layout) { + elempack = in_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + elempack = 1; + } + } // global maxpool2d // TODO: remove if (in_h == kernel_h && in_w == kernel_w) { - cb->exec = (in_c % packn == 0) ? shl_rvv_global_maxpool2d_packn_int8 - : shl_ref_global_maxpool2d_quant; + cb->exec = (elempack % packn == 0) ? shl_rvv_global_maxpool2d_packn_int8 + : shl_ref_global_maxpool2d_quant; return CSINN_TRUE; } @@ -58,13 +67,11 @@ int shl_c908_maxpool2d_init_int8(struct csinn_tensor *input, struct csinn_tensor if (params->pad_right == 0) params->pad_right++; } // end consider ceil_mode 2x2s2p0 - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool2x2s2_packn_int8 - : shl_rvv_maxpool2x2s2_int8; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; + cb->exec = (elempack % packn == 0) ? shl_rvv_maxpool2x2s2_packn_int8 + : shl_rvv_maxpool2x2s2_int8; } else if (pad_left == 1 && pad_top == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool2x2s2_packn_int8 - : shl_rvv_maxpool2x2s2_p1_int8; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; + cb->exec = (elempack % packn == 0) ? shl_rvv_maxpool2x2s2_packn_int8 + : shl_rvv_maxpool2x2s2_p1_int8; } } else if (kernel_h == 3 && kernel_w == 3) { // 3x3s2 if (pad_left == 0 && pad_top == 0) { @@ -77,27 +84,23 @@ int shl_c908_maxpool2d_init_int8(struct csinn_tensor *input, struct csinn_tensor if (params->pad_right == 0) params->pad_right++; } // end consider ceil_mode 3x3s2p0 - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool3x3s2_packn_int8 - : shl_rvv_maxpool3x3s2_int8; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; + cb->exec = (elempack % packn == 0) ? shl_rvv_maxpool3x3s2_packn_int8 + : shl_rvv_maxpool3x3s2_int8; } else if (pad_left == 1 && pad_top == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool3x3s2_packn_int8 - : shl_rvv_maxpool3x3s2_p1_int8; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; + cb->exec = (elempack % packn == 0) ? shl_rvv_maxpool3x3s2_packn_int8 + : shl_rvv_maxpool3x3s2_p1_int8; } } } else if (stride_h == 1 && stride_w == 1) { if (kernel_h == 3 && kernel_w == 3) { if (pad_left == 1 && pad_top == 1 && pad_right == 1 && pad_down == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool3x3s1_packn_int8 - : shl_rvv_maxpool3x3s1_p1_int8; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; + cb->exec = (elempack % packn == 0) ? shl_rvv_maxpool3x3s1_packn_int8 + : shl_rvv_maxpool3x3s1_p1_int8; } } } if (cb->exec == NULL) { - if (in_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; + if (elempack % packn == 0) { cb->exec = shl_rvv_maxpool_packn_int8; } else { shl_debug_warning( diff --git a/source/c908_opt/reorder.c b/source/c908_opt/reorder.c index f550783e..de211d30 100644 --- a/source/c908_opt/reorder.c +++ b/source/c908_opt/reorder.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" /************************************************************************ diff --git a/source/c908_opt/setup.c b/source/c908_opt/setup.c index 24275e32..4c3186f1 100644 --- a/source/c908_opt/setup.c +++ b/source/c908_opt/setup.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c908.h" #define C908_OP_PATTERN_MAX 60 @@ -50,25 +48,96 @@ struct csinn_callback *shl_cb_map_c908(int op, int dtype) return cb; } +int shl_c908_set_packn_layout(struct csinn_session *sess, bool packn_layout) +{ + struct shl_gref_target_data *gref_td = sess->td; + struct shl_c908_option *c908_option = gref_td->cpu_option; + c908_option->base.use_packn_layout = packn_layout; + return CSINN_TRUE; +} + +struct shl_c908_option *shl_c908_get_graph_option(struct csinn_session *sess) +{ + struct shl_gref_target_data *gref_td = sess->td; + if (gref_td) { + return (struct shl_c908_option *)(gref_td->cpu_option); + } else { + return NULL; + } +} + +void shl_c908_session_init(struct csinn_session *sess) +{ + struct shl_c908_option *c908_option = shl_mem_alloc(sizeof(struct shl_c908_option)); + struct shl_ref_graph *graph = shl_mem_alloc(sizeof(struct shl_ref_graph)); + struct shl_gref_target_data *target_data = shl_mem_alloc(sizeof(struct shl_gref_target_data)); + target_data->graph = graph; + c908_option->base.use_packn_layout = 1; // c908 set use_packn_layout true default + target_data->cpu_option = c908_option; + sess->td = target_data; + sess->base_layout = CSINN_LAYOUT_NCHW; +} + +void shl_c908_session_deinit(struct csinn_session *sess) +{ + struct shl_ref_graph *graph = shl_gref_get_graph(sess); + shl_mem_free(graph->input); + shl_mem_free(graph->output); + struct shl_c908_option *c908_option = shl_c908_get_graph_option(sess); + if (c908_option) { + shl_mem_free(c908_option); + } +} + +void *shl_c908_runtime_callback(int api) +{ + switch (api) { + case CSINN_SESSION_INIT: + return shl_c908_session_init; + break; + case CSINN_SESSION_DEINIT: + return shl_c908_session_deinit; + break; + case CSINN_SESSION_SETUP: + case CSINN_SESSION_RUN: + case CSINN_UPDATE_INPUT: + case CSINN_UPDATE_OUTPUT: + case CSINN_SET_INPUT_NUMBER: + case CSINN_SET_OUTPUT_NUMBER: + case CSINN_SET_INPUT: + case CSINN_SET_OUTPUT: + case CSINN_GET_INPUT: + case CSINN_GET_OUTPUT: + case CSINN_TENSOR_ENTRY: + case CSINN_LOAD_BG: + return shl_gref_runtime_callback(api); + break; + default: + shl_debug_info("%s: Cannot find callback\n", __func__); + break; + } + return NULL; +} + void shl_target_init_c908() { #ifndef CONFIG_C908_CONVOLUTION_FP32_DISABLED shl_c908_reg_op(CSINN_DTYPE_FLOAT32, CSINN_OP_CONV2D, shl_c908_conv2d_init_fp32, NULL, shl_gref_conv2d); shl_c908_reg_op(CSINN_DTYPE_FLOAT32, CSINN_OP_GROUP_CONV2D, shl_c908_conv2d_init_fp32, NULL, - shl_gref_conv2d); + shl_gref_group_conv2d); #endif #ifndef CONFIG_C908_CONVOLUTION_FP16_DISABLED shl_c908_reg_op(CSINN_DTYPE_FLOAT16, CSINN_OP_CONV2D, shl_c908_conv2d_init_fp16, NULL, shl_gref_conv2d); shl_c908_reg_op(CSINN_DTYPE_FLOAT16, CSINN_OP_GROUP_CONV2D, shl_c908_conv2d_init_fp16, NULL, - shl_gref_conv2d); + shl_gref_group_conv2d); #endif #ifndef CONFIG_C908_CONVOLUTION_INT8_DISABLED shl_c908_reg_op(CSINN_DTYPE_INT8, CSINN_OP_CONV2D, shl_c908_conv2d_init_int8, NULL, shl_gref_conv2d); shl_c908_reg_op(CSINN_DTYPE_INT8, CSINN_OP_GROUP_CONV2D, shl_c908_conv2d_init_int8, NULL, - shl_gref_conv2d); + shl_gref_group_conv2d); shl_c908_reg_op(CSINN_DTYPE_INT8, CSINN_OP_CONV2D_RELU, shl_c908_conv2d_init_int8, NULL, shl_gref_conv2d_relu); shl_c908_reg_op(CSINN_DTYPE_INT8, CSINN_OP_GROUP_CONV2D_RELU, shl_c908_conv2d_init_int8, NULL, @@ -116,7 +185,7 @@ void shl_target_init_c908() shl_c908_reg_op(CSINN_DTYPE_INT4, CSINN_OP_CONV2D, shl_c908_conv2d_init_int4, NULL, shl_gref_conv2d); shl_c908_reg_op(CSINN_DTYPE_INT4, CSINN_OP_GROUP_CONV2D, shl_c908_conv2d_init_int4, NULL, - shl_gref_conv2d); + shl_gref_group_conv2d); shl_c908_reg_op(CSINN_DTYPE_INT4, CSINN_OP_CONV2D_RELU, shl_c908_conv2d_init_int4, NULL, shl_gref_conv2d_relu); shl_c908_reg_op(CSINN_DTYPE_INT4, CSINN_OP_GROUP_CONV2D_RELU, shl_c908_conv2d_init_int4, NULL, @@ -139,5 +208,5 @@ void shl_target_init_c908() shl_register_runtime_callback(CSINN_C908, NULL); shl_register_op_callback(CSINN_C908, shl_cb_map_c908); - shl_register_runtime_callback(CSINN_C908, shl_gref_runtime_callback); + shl_register_runtime_callback(CSINN_C908, shl_c908_runtime_callback); } diff --git a/source/c908_opt/shl_c908_f32_to_i8.S b/source/c908_opt/shl_c908_f32_to_i8.S new file mode 100644 index 00000000..ab6dd273 --- /dev/null +++ b/source/c908_opt/shl_c908_f32_to_i8.S @@ -0,0 +1,49 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/************************************************************************************************** + + void shl_c908_f32_to_i8(const float *input, + int8_t *output, + int32_t offset, + float *scale, + uint32_t length) + + Algorithm works as follows: + (1) + + register definition: + a0: input addr + a1: output addr + a2: offset + a3: scale point + a4: element length + + *************************************************************************************************/ +#define SHL_C908_F32_TO_8 shl_c908_f32_to_i8 +#define SHL_C908_F32_TO_8_SIGNED + + .file "shl_c908_f32_to_i8.S" + .section .text.SHL_C908_F32_TO_8, "ax", @progbits + .align 5 + .global SHL_C908_F32_TO_8 + .type SHL_C908_F32_TO_8, @function + +#include "./shl_c908_f32_to_u8.S" + +#undef SHL_C908_F32_TO_8_SIGNED diff --git a/source/c908_opt/shl_c908_f32_to_u8.S b/source/c908_opt/shl_c908_f32_to_u8.S new file mode 100644 index 00000000..143c6d65 --- /dev/null +++ b/source/c908_opt/shl_c908_f32_to_u8.S @@ -0,0 +1,176 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance vith the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, viTHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/************************************************************************************************** + + void shl_c908_f32_to_u8(const float *input, + uint8_t *output, + int32_t offset, + float *scale, + uint32_t length) + + Algorithm works as follows: + (1) f32 /= scale, convert to i32 + (2) i32 += offset + (3) for UNSIGNED, i32 = max(i32, 0) + (4) i32 narrow to u16/i16 + (5) u16/i16 narrow to u8/i8 + + register definition: + a0: input addr + a1: output addr + a2: zero_point + a3: scale + a4: element length + fa0: scale + v0-v7: f32 + v8-v15: f32,u32/i32 + v16-v19: u16/i16 + v20-v21: u8/i8 + v28-v31: scale + + note: vector extension 1.0 [support flexible vlen] + + *************************************************************************************************/ +#ifndef SHL_C908_F32_TO_8 +#define SHL_C908_F32_TO_8 shl_c908_f32_to_u8 +#endif + + .file "shl_c908_f32_to_u8.S" + .section .text.SHL_C908_F32_TO_8, "ax", @progbits + .align 5 + .global SHL_C908_F32_TO_8 + .type SHL_C908_F32_TO_8, @function + +SHL_C908_F32_TO_8: + csrr t0, vlenb // t0 = vlen/8 + slli t1, t0, 1 + slli t2, t0, 2 + flw fa0, (a3) + vsetvli zero, a4, e32, m4 + vfmv.v.f v28, fa0 + +.L2: + bgt t1, a4, .L1 + vsetvli zero, zero, e32, m4 + vle32.v v0, (a0) + add a0, a0, t2 + vle32.v v4, (a0) + add a0, a0, t2 + + sub a4, a4, t1 + bgt t1, a4, .L2End + +.L2Loop: + vfdiv.vv v8, v0, v28 + vfdiv.vv v12, v4, v28 + vfcvt.x.f.v v8, v8 + vfcvt.x.f.v v12, v12 + vle32.v v0, (a0) + add a0, a0, t2 + vle32.v v4, (a0) + add a0, a0, t2 + vadd.vx v8, v8, a2 + vadd.vx v12, v12, a2 +#ifndef SHL_C908_F32_TO_8_SIGNED + vmax.vx v8, v8, zero + vmax.vx v12, v12, zero + vsetvli zero, zero, e16, m2 + vnclipu.wi v16, v8, 0 + vnclipu.wi v18, v12, 0 + vsetvli zero, zero, e8, m1 + vnclipu.wi v20, v16, 0 + vnclipu.wi v21, v18, 0 +#else + vsetvli zero, zero, e16, m2 + vnclip.wi v16, v8, 0 + vnclip.wi v18, v12, 0 + vsetvli zero, zero, e8, m1 + vnclip.wi v20, v16, 0 + vnclip.wi v21, v18, 0 +#endif + vse8.v v20, (a1) + add a1, a1, t0 + vse8.v v21, (a1) + add a1, a1, t0 + + vsetvli zero, zero, e32, m4 + sub a4, a4, t1 + bgt a4, t1, .L2Loop + +.L2End: + vfdiv.vv v8, v0, v28 + vfdiv.vv v12, v4, v28 + vfcvt.x.f.v v8, v8 + vfcvt.x.f.v v12, v12 + vadd.vx v8, v8, a2 + vadd.vx v12, v12, a2 +#ifndef SHL_C908_F32_TO_8_SIGNED + vmax.vx v8, v8, zero + vmax.vx v12, v12, zero + vsetvli zero, zero, e16, m2 + vnclipu.wi v16, v8, 0 + vnclipu.wi v18, v12, 0 + vsetvli zero, zero, e8, m1 + vnclipu.wi v20, v16, 0 + vnclipu.wi v21, v18, 0 +#else + vsetvli zero, zero, e16, m2 + vnclip.wi v16, v8, 0 + vnclip.wi v18, v12, 0 + vsetvli zero, zero, e8, m1 + vnclip.wi v20, v16, 0 + vnclip.wi v21, v18, 0 +#endif + vse8.v v20, (a1) + add a1, a1, t0 + vse8.v v21, (a1) + add a1, a1, t0 + +.L1: + beqz a4, .End + +.L1Loop: + vsetvli t0, a4, e32, m4 + slli t2, t0, 2 + vle32.v v0, (a0) + add a0, a0, t2 + vfdiv.vv v8, v0, v28 + vfcvt.x.f.v v8, v8 + vadd.vx v8, v8, a2 +#ifndef SHL_C908_F32_TO_8_SIGNED + vmax.vx v8, v8, zero + vsetvli t0, a4, e16, m2 + vnclipu.wi v16, v8, 0 + vsetvli t0, a4, e8, m1 + vnclipu.wi v20, v16, 0 +#else + vsetvli t0, a4, e16, m2 + vnclip.wi v16, v8, 0 + vsetvli t0, a4, e8, m1 + vnclip.wi v20, v16, 0 +#endif + vse8.v v20, (a1) + add a1, a1, t0 + + sub a4, a4, t0 + bgtz a4, .L1Loop + +.End: + ret + .end diff --git a/source/c920_opt/capability.c b/source/c920_opt/capability.c index 72de2b72..82e4877d 100644 --- a/source/c920_opt/capability.c +++ b/source/c920_opt/capability.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c920_cap.h" static int common_all_support(struct csinn_tensor *input, struct csinn_params_base *base) @@ -35,3 +33,33 @@ int shl_c920_conv2d_cap(struct csinn_tensor *input, struct csinn_tensor *output, { return common_all_support(input, &(params->base)); } + +int shl_c920_matmul_cap(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, struct csinn_matmul_params *params) +{ + const int dims_count = mat0->dim_count; + int batches_a = 1; + int batches_b = 1; + + /* compute the outer size */ + for (int i = 0; i < dims_count - 2; i++) { + batches_a *= mat0->dim[i]; + batches_b *= mat1->dim[i]; + } + + if (mat0->dtype == CSINN_DTYPE_FLOAT32 && mat1->dtype == CSINN_DTYPE_FLOAT32 || + mat0->dtype == CSINN_DTYPE_FLOAT16 && + (mat1->dtype == CSINN_DTYPE_FLOAT16 || mat1->dtype == CSINN_DTYPE_INT8)) { + if (batches_a == batches_b) { + if (!params->trans_a && !params->trans_b) { + return CSINN_OPT_INTRINSIC; + } + } else if (batches_a > 1 && batches_b == 1) { + if (!params->trans_a && !params->trans_b) { + return CSINN_OPT_INTRINSIC; + } + } + } + + return CSINN_OPT_UNSUPPORTED; +} diff --git a/source/c920_opt/convolution.c b/source/c920_opt/convolution.c index a2302462..9cb9c6a6 100644 --- a/source/c920_opt/convolution.c +++ b/source/c920_opt/convolution.c @@ -16,15 +16,13 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c920.h" int shl_c920_conv2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { - int32_t out_c = kernel->dim[0]; + int32_t out_c = kernel->dim[0] / params->group; int32_t in_c = kernel->dim[1]; int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; @@ -37,24 +35,45 @@ int shl_c920_conv2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor *o struct csinn_callback *cb = params->base.cb; const int packn = csrr_vlenb() / sizeof(float); + int in_elempack = 1; + int out_elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_c920_option *option = shl_c920_get_graph_option(sess); + if (option && option->base.use_packn_layout) { + in_elempack = in_c % packn == 0 ? packn : 1; + out_elempack = out_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + in_elempack = 1; + } + } + + bool binary_model_op_init = shl_c920_get_binary_model_op_init(sess); // packn - if (in_c % packn == 0 && out_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; + if (in_elempack % packn == 0 && out_elempack % packn == 0) { if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { params->conv_extra.conv_mode = CSINN_GEMM; - shl_rvv_conv1x1s1_gemm_reorder_kernel_packn_fp32(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv1x1s1_gemm_reorder_kernel_packn_fp32(kernel, params); + } cb->exec = shl_c920_conv1x1s1_gemm_packn_fp32; } else if (kernel_h == 3 && kernel_w == 3 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { if (params->group > 1) { params->conv_extra.conv_mode = CSINN_GEMM; - shl_rvv_conv_im2col_gemm_reorder_kernel_packn_fp32(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv_im2col_gemm_reorder_kernel_packn_fp32(kernel, params); + } cb->exec = shl_rvv_conv_im2col_gemm_packn_fp32; return CSINN_TRUE; } else { params->conv_extra.conv_mode = CSINN_WINOGRAD; + + // TODO: params->conv_extra.kernel_tm in binary model struct csinn_tensor *t_kernel = csinn_alloc_tensor(NULL); if ((in_h < 13) && (in_w < 13)) { shl_rvv_wg_b4f3s1_trans_kernel_packn_fp32(kernel, t_kernel); @@ -67,47 +86,60 @@ int shl_c920_conv2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor *o } } else { params->conv_extra.conv_mode = CSINN_GEMM; - shl_rvv_conv_im2col_gemm_reorder_kernel_packn_fp32(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv_im2col_gemm_reorder_kernel_packn_fp32(kernel, params); + } cb->exec = shl_c920_conv_im2col_gemm_packn_fp32; } } // pack1ton - if (in_c % packn != 0 && out_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; + if (in_elempack % packn != 0 && out_elempack % packn == 0) { params->conv_extra.conv_mode = CSINN_GEMM; if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { - shl_rvv_conv1x1s1_gemm_reorder_kernel_pack1ton_fp32(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv1x1s1_gemm_reorder_kernel_pack1ton_fp32(kernel, params); + } cb->exec = shl_rvv_conv1x1s1_gemm_pack1ton_fp32; } else { - shl_rvv_conv_im2col_gemm_reorder_kernel_pack1ton_fp32(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv_im2col_gemm_reorder_kernel_pack1ton_fp32(kernel, params); + } cb->exec = shl_rvv_conv_im2col_gemm_pack1ton_fp32; } } // packnto1 - if (in_c % packn == 0 && out_c % packn != 0) { + if (in_elempack % packn == 0 && out_elempack % packn != 0) { params->conv_extra.conv_mode = CSINN_GEMM; if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { - shl_rvv_conv1x1s1_gemm_reorder_kernel_packnto1_fp32(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv1x1s1_gemm_reorder_kernel_packnto1_fp32(kernel, params); + } cb->exec = shl_rvv_conv1x1s1_gemm_packnto1_fp32; } else { - shl_rvv_conv_im2col_gemm_reorder_kernel_packnto1_fp32(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv_im2col_gemm_reorder_kernel_packnto1_fp32(kernel, params); + } cb->exec = shl_rvv_conv_im2col_gemm_packnto1_fp32; } } // pack1 - if (in_c % packn != 0 && out_c % packn != 0) { + if (in_elempack % packn != 0 && out_elempack % packn != 0) { params->conv_extra.conv_mode = CSINN_GEMM; if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { - shl_rvv_conv1x1s1_gemm_reorder_kernel_fp32(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv1x1s1_gemm_reorder_kernel_fp32(kernel, params); + } cb->exec = shl_rvv_conv1x1s1_gemm_fp32; } else { - shl_rvv_conv_im2col_gemm_reorder_kernel_fp32(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv_im2col_gemm_reorder_kernel_fp32(kernel, params); + } cb->exec = shl_rvv_conv_im2col_gemm_fp32; } } @@ -118,7 +150,7 @@ int shl_c920_conv2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor *o struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { - int32_t out_c = kernel->dim[0]; + int32_t out_c = kernel->dim[0] / params->group; int32_t in_c = kernel->dim[1]; int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; @@ -131,24 +163,45 @@ int shl_c920_conv2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor *o struct csinn_callback *cb = params->base.cb; const int packn = csrr_vlenb() / sizeof(__fp16); + int in_elempack = 1; + int out_elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_c920_option *option = shl_c920_get_graph_option(sess); + if (option && option->base.use_packn_layout) { + in_elempack = in_c % packn == 0 ? packn : 1; + out_elempack = out_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + in_elempack = 1; + } + } + + bool binary_model_op_init = shl_c920_get_binary_model_op_init(sess); // packn - if (in_c % packn == 0 && out_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; + if (in_elempack % packn == 0 && out_elempack % packn == 0) { if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { params->conv_extra.conv_mode = CSINN_GEMM; - shl_rvv_conv1x1s1_gemm_reorder_kernel_packn_fp16(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv1x1s1_gemm_reorder_kernel_packn_fp16(kernel, params); + } cb->exec = shl_c920_conv1x1s1_gemm_packn_fp16; } else if (kernel_h == 3 && kernel_w == 3 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { if (params->group > 1) { params->conv_extra.conv_mode = CSINN_GEMM; - shl_rvv_conv_im2col_gemm_reorder_kernel_packn_fp16(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv_im2col_gemm_reorder_kernel_packn_fp16(kernel, params); + } cb->exec = shl_rvv_conv_im2col_gemm_packn_fp16; return CSINN_TRUE; } else { params->conv_extra.conv_mode = CSINN_WINOGRAD; + + // TODO: params->conv_extra.kernel_tm in binary model struct csinn_tensor *t_kernel = csinn_alloc_tensor(NULL); if ((in_h < 13) && (in_w < 13)) { shl_rvv_wg_b4f3s1_trans_kernel_packn_fp16(kernel, t_kernel); @@ -161,47 +214,66 @@ int shl_c920_conv2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor *o } } else { params->conv_extra.conv_mode = CSINN_GEMM; - shl_rvv_conv_im2col_gemm_reorder_kernel_packn_fp16(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv_im2col_gemm_reorder_kernel_packn_fp16(kernel, params); + } cb->exec = shl_c920_conv_im2col_gemm_packn_fp16; } } // pack1ton - if (in_c % packn != 0 && out_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; + if (in_elempack % packn != 0 && out_elempack % packn == 0) { params->conv_extra.conv_mode = CSINN_GEMM; if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { - shl_rvv_conv1x1s1_gemm_reorder_kernel_pack1ton_fp16(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv1x1s1_gemm_reorder_kernel_pack1ton_fp16(kernel, params); + } cb->exec = shl_rvv_conv1x1s1_gemm_pack1ton_fp16; } else { - shl_rvv_conv_im2col_gemm_reorder_kernel_pack1ton_fp16(kernel, params); - cb->exec = shl_rvv_conv_im2col_gemm_pack1ton_fp16; + // if (!binary_model_op_init) { + // shl_rvv_conv_im2col_gemm_reorder_kernel_pack1ton_fp16(kernel, params); + // } + // cb->exec = shl_rvv_conv_im2col_gemm_pack1ton_fp16; + + /* xxx: pack1 for first layer */ + if (!binary_model_op_init) { + shl_rvv_conv_im2col_gemm_reorder_kernel_fp16(kernel, params); + } + cb->exec = shl_rvv_conv_im2col_gemm_fp16; } } // packnto1 - if (in_c % packn == 0 && out_c % packn != 0) { + if (in_elempack % packn == 0 && out_elempack % packn != 0) { params->conv_extra.conv_mode = CSINN_GEMM; if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { - shl_rvv_conv1x1s1_gemm_reorder_kernel_packnto1_fp16(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv1x1s1_gemm_reorder_kernel_packnto1_fp16(kernel, params); + } cb->exec = shl_rvv_conv1x1s1_gemm_packnto1_fp16; } else { - shl_rvv_conv_im2col_gemm_reorder_kernel_packnto1_fp16(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv_im2col_gemm_reorder_kernel_packnto1_fp16(kernel, params); + } cb->exec = shl_rvv_conv_im2col_gemm_packnto1_fp16; } } // pack1 - if (in_c % packn != 0 && out_c % packn != 0) { + if (in_elempack % packn != 0 && out_elempack % packn != 0) { params->conv_extra.conv_mode = CSINN_GEMM; if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { - shl_rvv_conv1x1s1_gemm_reorder_kernel_fp16(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv1x1s1_gemm_reorder_kernel_fp16(kernel, params); + } cb->exec = shl_rvv_conv1x1s1_gemm_fp16; } else { - shl_rvv_conv_im2col_gemm_reorder_kernel_fp16(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv_im2col_gemm_reorder_kernel_fp16(kernel, params); + } cb->exec = shl_rvv_conv_im2col_gemm_fp16; } } diff --git a/source/c920_opt/convolution_1x1_fp16_packn.c b/source/c920_opt/convolution_1x1_fp16_packn.c index b2d738bf..855caeb8 100644 --- a/source/c920_opt/convolution_1x1_fp16_packn.c +++ b/source/c920_opt/convolution_1x1_fp16_packn.c @@ -16,14 +16,22 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c920.h" int shl_c920_conv1x1s1_gemm_packn_fp16(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + const int packn = csrr_vlenb() / sizeof(__fp16); + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *kernel_data = (__fp16 *)kernel->data; @@ -31,7 +39,7 @@ int shl_c920_conv1x1s1_gemm_packn_fp16(struct csinn_tensor *input, struct csinn_ int32_t group = params->group; int32_t batch = input->dim[0]; // assert(batch == 1); - int32_t in_ch = input->dim[1]; + int32_t in_ch = input->dim[1] * input->dim[4]; int32_t out_ch = kernel->dim[0]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; diff --git a/source/c920_opt/convolution_1x1_fp32_packn.c b/source/c920_opt/convolution_1x1_fp32_packn.c index 74da1fda..13701f2b 100644 --- a/source/c920_opt/convolution_1x1_fp32_packn.c +++ b/source/c920_opt/convolution_1x1_fp32_packn.c @@ -16,14 +16,22 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c920.h" int shl_c920_conv1x1s1_gemm_packn_fp32(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + const int packn = csrr_vlenb() / sizeof(float); + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *kernel_data = (float *)kernel->data; @@ -31,7 +39,7 @@ int shl_c920_conv1x1s1_gemm_packn_fp32(struct csinn_tensor *input, struct csinn_ int32_t group = params->group; int32_t batch = input->dim[0]; // assert(batch == 1); - int32_t in_ch = input->dim[1]; + int32_t in_ch = input->dim[1] * input->dim[4]; int32_t out_ch = kernel->dim[0]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; diff --git a/source/c920_opt/convolution_3x3_fp16_packn.c b/source/c920_opt/convolution_3x3_fp16_packn.c index 274305fa..7b0f1773 100644 --- a/source/c920_opt/convolution_3x3_fp16_packn.c +++ b/source/c920_opt/convolution_3x3_fp16_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c920.h" /************************************************************* @@ -942,6 +940,15 @@ int shl_c920_wg_b4f3s1_packn_fp16(struct csinn_tensor *input, struct csinn_tenso struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *kernel_data = (__fp16 *)params->conv_extra.kernel_tm->data; @@ -952,7 +959,7 @@ int shl_c920_wg_b4f3s1_packn_fp16(struct csinn_tensor *input, struct csinn_tenso int pad_top = params->pad_top; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; @@ -1031,6 +1038,15 @@ int shl_c920_wg_b6f3s1_packn_fp16(struct csinn_tensor *input, struct csinn_tenso struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *kernel_data = (__fp16 *)params->conv_extra.kernel_tm->data; @@ -1041,7 +1057,7 @@ int shl_c920_wg_b6f3s1_packn_fp16(struct csinn_tensor *input, struct csinn_tenso int pad_top = params->pad_top; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; diff --git a/source/c920_opt/convolution_3x3_fp32_packn.c b/source/c920_opt/convolution_3x3_fp32_packn.c index 8525be37..ffce7514 100644 --- a/source/c920_opt/convolution_3x3_fp32_packn.c +++ b/source/c920_opt/convolution_3x3_fp32_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c920.h" /************************************************************* @@ -941,6 +939,15 @@ int shl_c920_wg_b4f3s1_packn_fp32(struct csinn_tensor *input, struct csinn_tenso struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *kernel_data = (float *)params->conv_extra.kernel_tm->data; @@ -951,7 +958,7 @@ int shl_c920_wg_b4f3s1_packn_fp32(struct csinn_tensor *input, struct csinn_tenso int pad_top = params->pad_top; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; @@ -1027,6 +1034,15 @@ int shl_c920_wg_b6f3s1_packn_fp32(struct csinn_tensor *input, struct csinn_tenso struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *kernel_data = (float *)params->conv_extra.kernel_tm->data; @@ -1037,7 +1053,7 @@ int shl_c920_wg_b6f3s1_packn_fp32(struct csinn_tensor *input, struct csinn_tenso int pad_top = params->pad_top; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; diff --git a/source/c920_opt/convolution_gemm_fp16_packn.c b/source/c920_opt/convolution_gemm_fp16_packn.c index df20ec2d..ce00f959 100644 --- a/source/c920_opt/convolution_gemm_fp16_packn.c +++ b/source/c920_opt/convolution_gemm_fp16_packn.c @@ -16,14 +16,22 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c920.h" int shl_c920_conv_im2col_gemm_packn_fp16(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + const int packn = csrr_vlenb() / sizeof(__fp16); + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *kernel_data = (__fp16 *)kernel->data; @@ -31,16 +39,19 @@ int shl_c920_conv_im2col_gemm_packn_fp16(struct csinn_tensor *input, struct csin int32_t group = params->group; int32_t batch = input->dim[0]; - int32_t in_c = input->dim[1]; + int32_t in_c = input->dim[1] * input->dim[4]; int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; int32_t out_c = kernel->dim[0]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; + int32_t ksize_h = kernel->dim[2]; int32_t ksize_w = kernel->dim[3]; int32_t stride_h = params->stride_height; int32_t stride_w = params->stride_width; + int32_t dilation_h = params->dilation_height; + int32_t dilation_w = params->dilation_width; int32_t m = out_c / group; int32_t in_cp = in_c / group; @@ -50,13 +61,12 @@ int shl_c920_conv_im2col_gemm_packn_fp16(struct csinn_tensor *input, struct csin for (int i = 0; i < batch; i++) { for (int g = 0; g < group; g++) { // padding - int padded_in_hw = (in_h + params->pad_top + params->pad_down) * - (in_w + params->pad_left + params->pad_right); + int padded_in_h = in_h + params->pad_top + params->pad_down; + int padded_in_w = in_w + params->pad_left + params->pad_right; + int padded_in_hw = padded_in_h * padded_in_w; __fp16 *input_pad_buf = (__fp16 *)shl_mem_alloc(in_cp * padded_in_hw * sizeof(__fp16)); - shl_rvv_pad_input_packn_fp16(input_data, input_pad_buf, in_cp, in_h, in_w, - (in_h + params->pad_top + params->pad_down), - (in_w + params->pad_left + params->pad_right), - params->pad_top, params->pad_left); + shl_rvv_pad_input_packn_fp16(input_data, input_pad_buf, in_cp, in_h, in_w, padded_in_h, + padded_in_w, params->pad_top, params->pad_left); // im2col const int packn = csrr_vlenb() / sizeof(__fp16); @@ -64,9 +74,7 @@ int shl_c920_conv_im2col_gemm_packn_fp16(struct csinn_tensor *input, struct csin __fp16 *im2col_buf = (__fp16 *)shl_mem_alloc(in_cp / packn * maxk * out_h * out_w * packn * sizeof(__fp16)); - const int tailstep = - ((in_w + params->pad_left + params->pad_right) * stride_h - out_w * stride_w) * - packn; + const int tailstep = (padded_in_w * stride_h - out_w * stride_w) * packn; for (int c = 0; c + packn - 1 < in_cp; c += packn) { const __fp16 *img0 = input_pad_buf + c * padded_in_hw; @@ -75,8 +83,7 @@ int shl_c920_conv_im2col_gemm_packn_fp16(struct csinn_tensor *input, struct csin for (int a = 0; a < ksize_h; a++) { for (int b = 0; b < ksize_w; b++) { const __fp16 *img1 = - img0 + a * (in_w + params->pad_left + params->pad_right) * packn + - b * packn; + img0 + a * dilation_h * padded_in_w * packn + b * dilation_w * packn; for (int p = 0; p < out_h; p++) { for (int q = 0; q < out_w; q++) { diff --git a/source/c920_opt/convolution_gemm_fp32_packn.c b/source/c920_opt/convolution_gemm_fp32_packn.c index c3581629..e83500d3 100644 --- a/source/c920_opt/convolution_gemm_fp32_packn.c +++ b/source/c920_opt/convolution_gemm_fp32_packn.c @@ -16,14 +16,22 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c920.h" int shl_c920_conv_im2col_gemm_packn_fp32(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + const int packn = csrr_vlenb() / sizeof(float); + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *kernel_data = (float *)kernel->data; @@ -31,16 +39,19 @@ int shl_c920_conv_im2col_gemm_packn_fp32(struct csinn_tensor *input, struct csin int32_t group = params->group; int32_t batch = input->dim[0]; - int32_t in_c = input->dim[1]; + int32_t in_c = input->dim[1] * input->dim[4]; int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; int32_t out_c = kernel->dim[0]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; + int32_t ksize_h = kernel->dim[2]; int32_t ksize_w = kernel->dim[3]; int32_t stride_h = params->stride_height; int32_t stride_w = params->stride_width; + int32_t dilation_h = params->dilation_height; + int32_t dilation_w = params->dilation_width; int32_t m = out_c / group; int32_t in_cp = in_c / group; @@ -50,13 +61,12 @@ int shl_c920_conv_im2col_gemm_packn_fp32(struct csinn_tensor *input, struct csin for (int i = 0; i < batch; i++) { for (int g = 0; g < group; g++) { // padding - int padded_in_hw = (in_h + params->pad_top + params->pad_down) * - (in_w + params->pad_left + params->pad_right); + int padded_in_h = in_h + params->pad_top + params->pad_down; + int padded_in_w = in_w + params->pad_left + params->pad_right; + int padded_in_hw = padded_in_h * padded_in_w; float *input_pad_buf = (float *)shl_mem_alloc(in_cp * padded_in_hw * sizeof(float)); - shl_rvv_pad_input_packn_fp32(input_data, input_pad_buf, in_cp, in_h, in_w, - (in_h + params->pad_top + params->pad_down), - (in_w + params->pad_left + params->pad_right), - params->pad_top, params->pad_left); + shl_rvv_pad_input_packn_fp32(input_data, input_pad_buf, in_cp, in_h, in_w, padded_in_h, + padded_in_w, params->pad_top, params->pad_left); // im2col const int packn = csrr_vlenb() / sizeof(float); @@ -65,9 +75,7 @@ int shl_c920_conv_im2col_gemm_packn_fp32(struct csinn_tensor *input, struct csin // [in_c/packn, maxk, out_h, out_w, packn] float *im2col_buf = (float *)shl_mem_alloc(in_cp / packn * maxk * out_h * out_w * packn * sizeof(float)); - const int tailstep = - ((in_w + params->pad_left + params->pad_right) * stride_h - out_w * stride_w) * - packn; + const int tailstep = (padded_in_w * stride_h - out_w * stride_w) * packn; for (int c = 0; c + packn - 1 < in_cp; c += packn) { const float *img0 = input_pad_buf + c * padded_in_hw; @@ -76,8 +84,7 @@ int shl_c920_conv_im2col_gemm_packn_fp32(struct csinn_tensor *input, struct csin for (int a = 0; a < ksize_h; a++) { for (int b = 0; b < ksize_w; b++) { const float *img1 = - img0 + a * (in_w + params->pad_left + params->pad_right) * packn + - b * packn; + img0 + a * dilation_h * padded_in_w * packn + b * dilation_w * packn; for (int p = 0; p < out_h; p++) { for (int q = 0; q < out_w; q++) { diff --git a/source/c920_opt/gemm_fp16_block.c b/source/c920_opt/gemm_fp16_block.c new file mode 100644 index 00000000..f9befcc8 --- /dev/null +++ b/source/c920_opt/gemm_fp16_block.c @@ -0,0 +1,567 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#include "shl_c920.h" + +/************************************************************* + * packn = vlenb / sizeof(__fp16) + * m_blk: 8/4/2/1 + * n_blk: pack2n/packn/n_tail + * k_blk: K_BLK + ************************************************************/ +static inline void gemm_8xpack2n_fp16(__fp16 *dst, const __fp16 *sa, const __fp16 *sb, __fp16 *bias, + int M_BLOCK, int N_BLOCK, int K_BLOCK, int ldc, int k_idx) +{ + const __fp16 *kernel_data = sa; + const __fp16 *input_data = sb; + __fp16 *output_data = dst; + __fp16 *bias_data = bias; + + const int packn = csrr_vlenb() / sizeof(__fp16); + const int pack2n = packn * 2; + int vl = vsetvl_e16m1(packn); + + int i = 0; + for (; i + 7 < M_BLOCK; i += 8) { + const __fp16 *kernel_ptr = kernel_data + i * K_BLOCK; + int j = 0; + vl = vsetvl_e16m1(packn); + for (; j + pack2n - 1 < N_BLOCK; j += pack2n) { + const __fp16 *k_ptr = kernel_ptr; + const __fp16 *in_ptr = input_data + j * K_BLOCK; + __fp16 *out0_ptr = output_data + i * ldc + j; + __fp16 *out1_ptr = out0_ptr + packn; + + // [n, 0] + vfloat16m1_t _acc00; + vfloat16m1_t _acc10; + vfloat16m1_t _acc20; + vfloat16m1_t _acc30; + vfloat16m1_t _acc40; + vfloat16m1_t _acc50; + vfloat16m1_t _acc60; + vfloat16m1_t _acc70; + // [n, 1] + vfloat16m1_t _acc01; + vfloat16m1_t _acc11; + vfloat16m1_t _acc21; + vfloat16m1_t _acc31; + vfloat16m1_t _acc41; + vfloat16m1_t _acc51; + vfloat16m1_t _acc61; + vfloat16m1_t _acc71; + if (k_idx == 0) { + const __fp16 *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f16m1(b_ptr[0], vl); + _acc10 = vfmv_v_f_f16m1(b_ptr[1], vl); + _acc20 = vfmv_v_f_f16m1(b_ptr[2], vl); + _acc30 = vfmv_v_f_f16m1(b_ptr[3], vl); + _acc40 = vfmv_v_f_f16m1(b_ptr[4], vl); + _acc50 = vfmv_v_f_f16m1(b_ptr[5], vl); + _acc60 = vfmv_v_f_f16m1(b_ptr[6], vl); + _acc70 = vfmv_v_f_f16m1(b_ptr[7], vl); + _acc01 = vmv_v_v_f16m1(_acc00, vl); + _acc11 = vmv_v_v_f16m1(_acc10, vl); + _acc21 = vmv_v_v_f16m1(_acc20, vl); + _acc31 = vmv_v_v_f16m1(_acc30, vl); + _acc41 = vmv_v_v_f16m1(_acc40, vl); + _acc51 = vmv_v_v_f16m1(_acc50, vl); + _acc61 = vmv_v_v_f16m1(_acc60, vl); + _acc71 = vmv_v_v_f16m1(_acc70, vl); + } else { + _acc00 = vle16_v_f16m1(out0_ptr, vl); + _acc10 = vle16_v_f16m1(out0_ptr + ldc, vl); + _acc20 = vle16_v_f16m1(out0_ptr + ldc * 2, vl); + _acc30 = vle16_v_f16m1(out0_ptr + ldc * 3, vl); + _acc40 = vle16_v_f16m1(out0_ptr + ldc * 4, vl); + _acc50 = vle16_v_f16m1(out0_ptr + ldc * 5, vl); + _acc60 = vle16_v_f16m1(out0_ptr + ldc * 6, vl); + _acc70 = vle16_v_f16m1(out0_ptr + ldc * 7, vl); + _acc01 = vle16_v_f16m1(out1_ptr, vl); + _acc11 = vle16_v_f16m1(out1_ptr + ldc, vl); + _acc21 = vle16_v_f16m1(out1_ptr + ldc * 2, vl); + _acc31 = vle16_v_f16m1(out1_ptr + ldc * 3, vl); + _acc41 = vle16_v_f16m1(out1_ptr + ldc * 4, vl); + _acc51 = vle16_v_f16m1(out1_ptr + ldc * 5, vl); + _acc61 = vle16_v_f16m1(out1_ptr + ldc * 6, vl); + _acc71 = vle16_v_f16m1(out1_ptr + ldc * 7, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat16m1_t _k0 = vfmv_v_f_f16m1(k_ptr[0], vl); + vfloat16m1_t _k1 = vfmv_v_f_f16m1(k_ptr[1], vl); + vfloat16m1_t _k2 = vfmv_v_f_f16m1(k_ptr[2], vl); + vfloat16m1_t _k3 = vfmv_v_f_f16m1(k_ptr[3], vl); + vfloat16m1_t _k4 = vfmv_v_f_f16m1(k_ptr[4], vl); + vfloat16m1_t _k5 = vfmv_v_f_f16m1(k_ptr[5], vl); + vfloat16m1_t _k6 = vfmv_v_f_f16m1(k_ptr[6], vl); + vfloat16m1_t _k7 = vfmv_v_f_f16m1(k_ptr[7], vl); + vfloat16m1_t _in0 = vle16_v_f16m1(in_ptr, vl); + vfloat16m1_t _in1 = vle16_v_f16m1(in_ptr + packn, vl); + k_ptr += 8; + in_ptr += pack2n; + + _acc00 = vfmacc_vv_f16m1(_acc00, _k0, _in0, vl); + _acc10 = vfmacc_vv_f16m1(_acc10, _k1, _in0, vl); + _acc20 = vfmacc_vv_f16m1(_acc20, _k2, _in0, vl); + _acc30 = vfmacc_vv_f16m1(_acc30, _k3, _in0, vl); + _acc40 = vfmacc_vv_f16m1(_acc40, _k4, _in0, vl); + _acc50 = vfmacc_vv_f16m1(_acc50, _k5, _in0, vl); + _acc60 = vfmacc_vv_f16m1(_acc60, _k6, _in0, vl); + _acc70 = vfmacc_vv_f16m1(_acc70, _k7, _in0, vl); + _acc01 = vfmacc_vv_f16m1(_acc01, _k0, _in1, vl); + _acc11 = vfmacc_vv_f16m1(_acc11, _k1, _in1, vl); + _acc21 = vfmacc_vv_f16m1(_acc21, _k2, _in1, vl); + _acc31 = vfmacc_vv_f16m1(_acc31, _k3, _in1, vl); + _acc41 = vfmacc_vv_f16m1(_acc41, _k4, _in1, vl); + _acc51 = vfmacc_vv_f16m1(_acc51, _k5, _in1, vl); + _acc61 = vfmacc_vv_f16m1(_acc61, _k6, _in1, vl); + _acc71 = vfmacc_vv_f16m1(_acc71, _k7, _in1, vl); + } + + vse16_v_f16m1(out0_ptr, _acc00, vl); + vse16_v_f16m1(out0_ptr + ldc, _acc10, vl); + vse16_v_f16m1(out0_ptr + ldc * 2, _acc20, vl); + vse16_v_f16m1(out0_ptr + ldc * 3, _acc30, vl); + vse16_v_f16m1(out0_ptr + ldc * 4, _acc40, vl); + vse16_v_f16m1(out0_ptr + ldc * 5, _acc50, vl); + vse16_v_f16m1(out0_ptr + ldc * 6, _acc60, vl); + vse16_v_f16m1(out0_ptr + ldc * 7, _acc70, vl); + vse16_v_f16m1(out1_ptr, _acc01, vl); + vse16_v_f16m1(out1_ptr + ldc, _acc11, vl); + vse16_v_f16m1(out1_ptr + ldc * 2, _acc21, vl); + vse16_v_f16m1(out1_ptr + ldc * 3, _acc31, vl); + vse16_v_f16m1(out1_ptr + ldc * 4, _acc41, vl); + vse16_v_f16m1(out1_ptr + ldc * 5, _acc51, vl); + vse16_v_f16m1(out1_ptr + ldc * 6, _acc61, vl); + vse16_v_f16m1(out1_ptr + ldc * 7, _acc71, vl); + } + while (j < N_BLOCK) { + vl = vsetvl_e16m1(N_BLOCK - j); + const __fp16 *k_ptr = kernel_ptr; + const __fp16 *in_ptr = input_data + j * K_BLOCK; + __fp16 *out0_ptr = output_data + i * ldc + j; + + vfloat16m1_t _acc00; + vfloat16m1_t _acc10; + vfloat16m1_t _acc20; + vfloat16m1_t _acc30; + vfloat16m1_t _acc40; + vfloat16m1_t _acc50; + vfloat16m1_t _acc60; + vfloat16m1_t _acc70; + vfloat16m1_t _acc01; + vfloat16m1_t _acc11; + vfloat16m1_t _acc21; + vfloat16m1_t _acc31; + vfloat16m1_t _acc41; + vfloat16m1_t _acc51; + vfloat16m1_t _acc61; + vfloat16m1_t _acc71; + if (k_idx == 0) { + const __fp16 *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f16m1(b_ptr[0], vl); + _acc10 = vfmv_v_f_f16m1(b_ptr[1], vl); + _acc20 = vfmv_v_f_f16m1(b_ptr[2], vl); + _acc30 = vfmv_v_f_f16m1(b_ptr[3], vl); + _acc40 = vfmv_v_f_f16m1(b_ptr[4], vl); + _acc50 = vfmv_v_f_f16m1(b_ptr[5], vl); + _acc60 = vfmv_v_f_f16m1(b_ptr[6], vl); + _acc70 = vfmv_v_f_f16m1(b_ptr[7], vl); + } else { + _acc00 = vle16_v_f16m1(out0_ptr, vl); + _acc10 = vle16_v_f16m1(out0_ptr + ldc, vl); + _acc20 = vle16_v_f16m1(out0_ptr + ldc * 2, vl); + _acc30 = vle16_v_f16m1(out0_ptr + ldc * 3, vl); + _acc40 = vle16_v_f16m1(out0_ptr + ldc * 4, vl); + _acc50 = vle16_v_f16m1(out0_ptr + ldc * 5, vl); + _acc60 = vle16_v_f16m1(out0_ptr + ldc * 6, vl); + _acc70 = vle16_v_f16m1(out0_ptr + ldc * 7, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat16m1_t _k0 = vfmv_v_f_f16m1(k_ptr[0], vl); + vfloat16m1_t _k1 = vfmv_v_f_f16m1(k_ptr[1], vl); + vfloat16m1_t _k2 = vfmv_v_f_f16m1(k_ptr[2], vl); + vfloat16m1_t _k3 = vfmv_v_f_f16m1(k_ptr[3], vl); + vfloat16m1_t _k4 = vfmv_v_f_f16m1(k_ptr[4], vl); + vfloat16m1_t _k5 = vfmv_v_f_f16m1(k_ptr[5], vl); + vfloat16m1_t _k6 = vfmv_v_f_f16m1(k_ptr[6], vl); + vfloat16m1_t _k7 = vfmv_v_f_f16m1(k_ptr[7], vl); + vfloat16m1_t _in0 = vle16_v_f16m1(in_ptr, vl); + k_ptr += 8; + in_ptr += vl; + + _acc00 = vfmacc_vv_f16m1(_acc00, _k0, _in0, vl); + _acc10 = vfmacc_vv_f16m1(_acc10, _k1, _in0, vl); + _acc20 = vfmacc_vv_f16m1(_acc20, _k2, _in0, vl); + _acc30 = vfmacc_vv_f16m1(_acc30, _k3, _in0, vl); + _acc40 = vfmacc_vv_f16m1(_acc40, _k4, _in0, vl); + _acc50 = vfmacc_vv_f16m1(_acc50, _k5, _in0, vl); + _acc60 = vfmacc_vv_f16m1(_acc60, _k6, _in0, vl); + _acc70 = vfmacc_vv_f16m1(_acc70, _k7, _in0, vl); + } + + vse16_v_f16m1(out0_ptr, _acc00, vl); + vse16_v_f16m1(out0_ptr + ldc, _acc10, vl); + vse16_v_f16m1(out0_ptr + ldc * 2, _acc20, vl); + vse16_v_f16m1(out0_ptr + ldc * 3, _acc30, vl); + vse16_v_f16m1(out0_ptr + ldc * 4, _acc40, vl); + vse16_v_f16m1(out0_ptr + ldc * 5, _acc50, vl); + vse16_v_f16m1(out0_ptr + ldc * 6, _acc60, vl); + vse16_v_f16m1(out0_ptr + ldc * 7, _acc70, vl); + j += vl; + } + } + for (; i + 3 < M_BLOCK; i += 4) { + const __fp16 *kernel_ptr = kernel_data + i * K_BLOCK; + int j = 0; + vl = vsetvl_e16m1(packn); + for (; j + pack2n - 1 < N_BLOCK; j += pack2n) { + const __fp16 *k_ptr = kernel_ptr; + const __fp16 *in_ptr = input_data + j * K_BLOCK; + __fp16 *out0_ptr = output_data + i * ldc + j; + __fp16 *out1_ptr = out0_ptr + packn; + + vfloat16m1_t _acc00; + vfloat16m1_t _acc10; + vfloat16m1_t _acc20; + vfloat16m1_t _acc30; + vfloat16m1_t _acc01; + vfloat16m1_t _acc11; + vfloat16m1_t _acc21; + vfloat16m1_t _acc31; + if (k_idx == 0) { + const __fp16 *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f16m1(b_ptr[0], vl); + _acc10 = vfmv_v_f_f16m1(b_ptr[1], vl); + _acc20 = vfmv_v_f_f16m1(b_ptr[2], vl); + _acc30 = vfmv_v_f_f16m1(b_ptr[3], vl); + _acc01 = vmv_v_v_f16m1(_acc00, vl); + _acc11 = vmv_v_v_f16m1(_acc10, vl); + _acc21 = vmv_v_v_f16m1(_acc20, vl); + _acc31 = vmv_v_v_f16m1(_acc30, vl); + } else { + _acc00 = vle16_v_f16m1(out0_ptr, vl); + _acc10 = vle16_v_f16m1(out0_ptr + ldc, vl); + _acc20 = vle16_v_f16m1(out0_ptr + ldc * 2, vl); + _acc30 = vle16_v_f16m1(out0_ptr + ldc * 3, vl); + _acc01 = vle16_v_f16m1(out1_ptr, vl); + _acc11 = vle16_v_f16m1(out1_ptr + ldc, vl); + _acc21 = vle16_v_f16m1(out1_ptr + ldc * 2, vl); + _acc31 = vle16_v_f16m1(out1_ptr + ldc * 3, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat16m1_t _k0 = vfmv_v_f_f16m1(k_ptr[0], vl); + vfloat16m1_t _k1 = vfmv_v_f_f16m1(k_ptr[1], vl); + vfloat16m1_t _k2 = vfmv_v_f_f16m1(k_ptr[2], vl); + vfloat16m1_t _k3 = vfmv_v_f_f16m1(k_ptr[3], vl); + vfloat16m1_t _in0 = vle16_v_f16m1(in_ptr, vl); + vfloat16m1_t _in1 = vle16_v_f16m1(in_ptr + packn, vl); + k_ptr += 4; + in_ptr += pack2n; + + _acc00 = vfmacc_vv_f16m1(_acc00, _k0, _in0, vl); + _acc10 = vfmacc_vv_f16m1(_acc10, _k1, _in0, vl); + _acc20 = vfmacc_vv_f16m1(_acc20, _k2, _in0, vl); + _acc30 = vfmacc_vv_f16m1(_acc30, _k3, _in0, vl); + _acc01 = vfmacc_vv_f16m1(_acc01, _k0, _in1, vl); + _acc11 = vfmacc_vv_f16m1(_acc11, _k1, _in1, vl); + _acc21 = vfmacc_vv_f16m1(_acc21, _k2, _in1, vl); + _acc31 = vfmacc_vv_f16m1(_acc31, _k3, _in1, vl); + } + + vse16_v_f16m1(out0_ptr, _acc00, vl); + vse16_v_f16m1(out0_ptr + ldc, _acc10, vl); + vse16_v_f16m1(out0_ptr + ldc * 2, _acc20, vl); + vse16_v_f16m1(out0_ptr + ldc * 3, _acc30, vl); + vse16_v_f16m1(out1_ptr, _acc01, vl); + vse16_v_f16m1(out1_ptr + ldc, _acc11, vl); + vse16_v_f16m1(out1_ptr + ldc * 2, _acc21, vl); + vse16_v_f16m1(out1_ptr + ldc * 3, _acc31, vl); + } + while (j < N_BLOCK) { + vl = vsetvl_e16m1(N_BLOCK - j); + const __fp16 *k_ptr = kernel_ptr; + const __fp16 *in_ptr = input_data + j * K_BLOCK; + __fp16 *out0_ptr = output_data + i * ldc + j; + + vfloat16m1_t _acc00; + vfloat16m1_t _acc10; + vfloat16m1_t _acc20; + vfloat16m1_t _acc30; + vfloat16m1_t _acc01; + vfloat16m1_t _acc11; + vfloat16m1_t _acc21; + vfloat16m1_t _acc31; + if (k_idx == 0) { + const __fp16 *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f16m1(b_ptr[0], vl); + _acc10 = vfmv_v_f_f16m1(b_ptr[1], vl); + _acc20 = vfmv_v_f_f16m1(b_ptr[2], vl); + _acc30 = vfmv_v_f_f16m1(b_ptr[3], vl); + } else { + _acc00 = vle16_v_f16m1(out0_ptr, vl); + _acc10 = vle16_v_f16m1(out0_ptr + ldc, vl); + _acc20 = vle16_v_f16m1(out0_ptr + ldc * 2, vl); + _acc30 = vle16_v_f16m1(out0_ptr + ldc * 3, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat16m1_t _k0 = vfmv_v_f_f16m1(k_ptr[0], vl); + vfloat16m1_t _k1 = vfmv_v_f_f16m1(k_ptr[1], vl); + vfloat16m1_t _k2 = vfmv_v_f_f16m1(k_ptr[2], vl); + vfloat16m1_t _k3 = vfmv_v_f_f16m1(k_ptr[3], vl); + vfloat16m1_t _in0 = vle16_v_f16m1(in_ptr, vl); + k_ptr += 4; + in_ptr += vl; + + _acc00 = vfmacc_vv_f16m1(_acc00, _k0, _in0, vl); + _acc10 = vfmacc_vv_f16m1(_acc10, _k1, _in0, vl); + _acc20 = vfmacc_vv_f16m1(_acc20, _k2, _in0, vl); + _acc30 = vfmacc_vv_f16m1(_acc30, _k3, _in0, vl); + } + + vse16_v_f16m1(out0_ptr, _acc00, vl); + vse16_v_f16m1(out0_ptr + ldc, _acc10, vl); + vse16_v_f16m1(out0_ptr + ldc * 2, _acc20, vl); + vse16_v_f16m1(out0_ptr + ldc * 3, _acc30, vl); + j += vl; + } + } + for (; i + 1 < M_BLOCK; i += 2) { + const __fp16 *kernel_ptr = kernel_data + i * K_BLOCK; + int j = 0; + vl = vsetvl_e16m1(packn); + for (; j + pack2n - 1 < N_BLOCK; j += pack2n) { + const __fp16 *k_ptr = kernel_ptr; + const __fp16 *in_ptr = input_data + j * K_BLOCK; + __fp16 *out0_ptr = output_data + i * ldc + j; + __fp16 *out1_ptr = out0_ptr + packn; + + vfloat16m1_t _acc00; + vfloat16m1_t _acc10; + vfloat16m1_t _acc01; + vfloat16m1_t _acc11; + if (k_idx == 0) { + const __fp16 *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f16m1(b_ptr[0], vl); + _acc10 = vfmv_v_f_f16m1(b_ptr[1], vl); + _acc01 = vmv_v_v_f16m1(_acc00, vl); + _acc11 = vmv_v_v_f16m1(_acc10, vl); + } else { + _acc00 = vle16_v_f16m1(out0_ptr, vl); + _acc10 = vle16_v_f16m1(out0_ptr + ldc, vl); + _acc01 = vle16_v_f16m1(out1_ptr, vl); + _acc11 = vle16_v_f16m1(out1_ptr + ldc, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat16m1_t _k0 = vfmv_v_f_f16m1(k_ptr[0], vl); + vfloat16m1_t _k1 = vfmv_v_f_f16m1(k_ptr[1], vl); + vfloat16m1_t _in0 = vle16_v_f16m1(in_ptr, vl); + vfloat16m1_t _in1 = vle16_v_f16m1(in_ptr + packn, vl); + k_ptr += 2; + in_ptr += pack2n; + + _acc00 = vfmacc_vv_f16m1(_acc00, _k0, _in0, vl); + _acc10 = vfmacc_vv_f16m1(_acc10, _k1, _in0, vl); + _acc01 = vfmacc_vv_f16m1(_acc01, _k0, _in1, vl); + _acc11 = vfmacc_vv_f16m1(_acc11, _k1, _in1, vl); + } + + vse16_v_f16m1(out0_ptr, _acc00, vl); + vse16_v_f16m1(out0_ptr + ldc, _acc10, vl); + vse16_v_f16m1(out1_ptr, _acc01, vl); + vse16_v_f16m1(out1_ptr + ldc, _acc11, vl); + } + while (j < N_BLOCK) { + vl = vsetvl_e16m1(N_BLOCK - j); + const __fp16 *k_ptr = kernel_ptr; + const __fp16 *in_ptr = input_data + j * K_BLOCK; + __fp16 *out0_ptr = output_data + i * ldc + j; + + vfloat16m1_t _acc00; + vfloat16m1_t _acc10; + vfloat16m1_t _acc01; + vfloat16m1_t _acc11; + if (k_idx == 0) { + const __fp16 *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f16m1(b_ptr[0], vl); + _acc10 = vfmv_v_f_f16m1(b_ptr[1], vl); + } else { + _acc00 = vle16_v_f16m1(out0_ptr, vl); + _acc10 = vle16_v_f16m1(out0_ptr + ldc, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat16m1_t _k0 = vfmv_v_f_f16m1(k_ptr[0], vl); + vfloat16m1_t _k1 = vfmv_v_f_f16m1(k_ptr[1], vl); + vfloat16m1_t _in0 = vle16_v_f16m1(in_ptr, vl); + k_ptr += 2; + in_ptr += vl; + + _acc00 = vfmacc_vv_f16m1(_acc00, _k0, _in0, vl); + _acc10 = vfmacc_vv_f16m1(_acc10, _k1, _in0, vl); + } + + vse16_v_f16m1(out0_ptr, _acc00, vl); + vse16_v_f16m1(out0_ptr + ldc, _acc10, vl); + j += vl; + } + } + for (; i < M_BLOCK; i++) { + const __fp16 *kernel_ptr = kernel_data + i * K_BLOCK; + int j = 0; + vl = vsetvl_e16m1(packn); + for (; j + pack2n - 1 < N_BLOCK; j += pack2n) { + const __fp16 *k_ptr = kernel_ptr; + const __fp16 *in_ptr = input_data + j * K_BLOCK; + __fp16 *out0_ptr = output_data + i * ldc + j; + __fp16 *out1_ptr = out0_ptr + packn; + + vfloat16m1_t _acc00; + vfloat16m1_t _acc01; + if (k_idx == 0) { + const __fp16 *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f16m1(b_ptr[0], vl); + _acc01 = vmv_v_v_f16m1(_acc00, vl); + } else { + _acc00 = vle16_v_f16m1(out0_ptr, vl); + _acc01 = vle16_v_f16m1(out1_ptr, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat16m1_t _k0 = vfmv_v_f_f16m1(k_ptr[0], vl); + vfloat16m1_t _in0 = vle16_v_f16m1(in_ptr, vl); + vfloat16m1_t _in1 = vle16_v_f16m1(in_ptr + packn, vl); + k_ptr += 1; + in_ptr += pack2n; + + _acc00 = vfmacc_vv_f16m1(_acc00, _k0, _in0, vl); + _acc01 = vfmacc_vv_f16m1(_acc01, _k0, _in1, vl); + } + + vse16_v_f16m1(out0_ptr, _acc00, vl); + vse16_v_f16m1(out1_ptr, _acc01, vl); + } + while (j < N_BLOCK) { + vl = vsetvl_e16m1(N_BLOCK - j); + const __fp16 *k_ptr = kernel_ptr; + const __fp16 *in_ptr = input_data + j * K_BLOCK; + __fp16 *out0_ptr = output_data + i * ldc + j; + + vfloat16m1_t _acc00; + vfloat16m1_t _acc01; + if (k_idx == 0) { + const __fp16 *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f16m1(b_ptr[0], vl); + } else { + _acc00 = vle16_v_f16m1(out0_ptr, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat16m1_t _k0 = vfmv_v_f_f16m1(k_ptr[0], vl); + vfloat16m1_t _in0 = vle16_v_f16m1(in_ptr, vl); + k_ptr += 1; + in_ptr += vl; + + _acc00 = vfmacc_vv_f16m1(_acc00, _k0, _in0, vl); + } + + vse16_v_f16m1(out0_ptr, _acc00, vl); + j += vl; + } + } +} + +/************************************************************* + * packn = vlenb / sizeof(__fp16) + * m_blk: M_BLK, M_BLK/2, M_BLK/4, ..., 8 + * n_blk: N_BLK, N_BLK/2, N_BLK/4, ..., pack2n + * k_blk: K_BLK, K_tail + * + * dst - output: [m, n] + * sa - kernel: [m/m_blk, k/k_blk, m_blk/8, 8, k_blk] + * sb - input: [n/n_blk, k/k_blk, n_blk/pack2n, k_blk, pack2n] + * bias: [m] + ************************************************************/ +void shl_c920_gemm_block_8xpack2n_fp16(__fp16 *dst, const __fp16 *sa, const __fp16 *sb, + __fp16 *bias, int m, int k, int n, const int M_BLK, + const int K_BLK, const int N_BLK) +{ + const __fp16 *kernel_data = sa; + const __fp16 *input_data = sb; + __fp16 *output_data = dst; + + int flag_bias = 1; // default: conv2d layer include bias + if (bias == NULL) { + flag_bias = 0; + bias = (__fp16 *)shl_mem_alloc(m * sizeof(__fp16)); + } + + const int packn = csrr_vlenb() / sizeof(__fp16); + + const int MIN_M_BLK = 8; + const int MIN_N_BLK = packn * 2; + + int m_block = M_BLK; + int m_idx = 0; + while (m_idx < m) { + while (!(m_idx + m_block - 1 < m)) { + m_block /= 2; + } + if (m_block < MIN_M_BLK) { + m_block = m - m_idx; + } + + int n_block = N_BLK; + int n_idx = 0; + while (n_idx < n) { + while (!(n_idx + n_block - 1 < n)) { + n_block /= 2; + } + if (n_block < MIN_N_BLK) { + n_block = n - n_idx; + } + + int k_block = K_BLK; + int k_idx = 0; + while (k_idx < k) { + if (k - k_idx < k_block) { + k_block = k - k_idx; + } + __fp16 *out = output_data + m_idx * n + n_idx; + const __fp16 *ker = kernel_data + m_idx * k + k_idx * m_block; + const __fp16 *in = input_data + n_idx * k + k_idx * n_block; + gemm_8xpack2n_fp16(out, ker, in, bias, m_block, n_block, k_block, n, k_idx); + k_idx += k_block; + } + + n_idx += n_block; + } + + m_idx += m_block; + } + + if (!flag_bias) { + shl_mem_free(bias); + bias = NULL; + } +} diff --git a/source/c920_opt/gemm_fp16_packn.c b/source/c920_opt/gemm_fp16_packn.c index da32fd85..951500f6 100644 --- a/source/c920_opt/gemm_fp16_packn.c +++ b/source/c920_opt/gemm_fp16_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c920.h" /************************************************************** diff --git a/source/c920_opt/gemm_fp32_block.c b/source/c920_opt/gemm_fp32_block.c new file mode 100644 index 00000000..fdb78e9c --- /dev/null +++ b/source/c920_opt/gemm_fp32_block.c @@ -0,0 +1,552 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#include "shl_c920.h" + +/************************************************************* + * packn = vlenb / sizeof(float) + * m_blk: 8/4/2/1 + * n_blk: pack2n/packn/n_tail + * k_blk: K_BLK + ************************************************************/ +static inline void gemm_8xpack2n_fp32(float *dst, const float *sa, const float *sb, float *bias, + int M_BLOCK, int N_BLOCK, int K_BLOCK, int ldc, int k_idx) +{ + const float *kernel_data = sa; + const float *input_data = sb; + float *output_data = dst; + float *bias_data = bias; + + const int packn = csrr_vlenb() / sizeof(float); + const int pack2n = packn * 2; + int vl = vsetvl_e32m1(packn); + + int i = 0; + for (; i + 7 < M_BLOCK; i += 8) { + const float *kernel_ptr = kernel_data + i * K_BLOCK; + int j = 0; + vl = vsetvl_e32m1(packn); + for (; j + pack2n - 1 < N_BLOCK; j += pack2n) { + const float *k_ptr = kernel_ptr; + const float *in_ptr = input_data + j * K_BLOCK; + float *out0_ptr = output_data + i * ldc + j; + float *out1_ptr = out0_ptr + packn; + + // [n, 0] + vfloat32m1_t _acc00; + vfloat32m1_t _acc10; + vfloat32m1_t _acc20; + vfloat32m1_t _acc30; + vfloat32m1_t _acc40; + vfloat32m1_t _acc50; + vfloat32m1_t _acc60; + vfloat32m1_t _acc70; + // [n, 1] + vfloat32m1_t _acc01; + vfloat32m1_t _acc11; + vfloat32m1_t _acc21; + vfloat32m1_t _acc31; + vfloat32m1_t _acc41; + vfloat32m1_t _acc51; + vfloat32m1_t _acc61; + vfloat32m1_t _acc71; + if (k_idx == 0) { + const float *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f32m1(b_ptr[0], vl); + _acc10 = vfmv_v_f_f32m1(b_ptr[1], vl); + _acc20 = vfmv_v_f_f32m1(b_ptr[2], vl); + _acc30 = vfmv_v_f_f32m1(b_ptr[3], vl); + _acc40 = vfmv_v_f_f32m1(b_ptr[4], vl); + _acc50 = vfmv_v_f_f32m1(b_ptr[5], vl); + _acc60 = vfmv_v_f_f32m1(b_ptr[6], vl); + _acc70 = vfmv_v_f_f32m1(b_ptr[7], vl); + _acc01 = vmv_v_v_f32m1(_acc00, vl); + _acc11 = vmv_v_v_f32m1(_acc10, vl); + _acc21 = vmv_v_v_f32m1(_acc20, vl); + _acc31 = vmv_v_v_f32m1(_acc30, vl); + _acc41 = vmv_v_v_f32m1(_acc40, vl); + _acc51 = vmv_v_v_f32m1(_acc50, vl); + _acc61 = vmv_v_v_f32m1(_acc60, vl); + _acc71 = vmv_v_v_f32m1(_acc70, vl); + } else { + _acc00 = vle32_v_f32m1(out0_ptr, vl); + _acc10 = vle32_v_f32m1(out0_ptr + ldc, vl); + _acc20 = vle32_v_f32m1(out0_ptr + ldc * 2, vl); + _acc30 = vle32_v_f32m1(out0_ptr + ldc * 3, vl); + _acc40 = vle32_v_f32m1(out0_ptr + ldc * 4, vl); + _acc50 = vle32_v_f32m1(out0_ptr + ldc * 5, vl); + _acc60 = vle32_v_f32m1(out0_ptr + ldc * 6, vl); + _acc70 = vle32_v_f32m1(out0_ptr + ldc * 7, vl); + _acc01 = vle32_v_f32m1(out1_ptr, vl); + _acc11 = vle32_v_f32m1(out1_ptr + ldc, vl); + _acc21 = vle32_v_f32m1(out1_ptr + ldc * 2, vl); + _acc31 = vle32_v_f32m1(out1_ptr + ldc * 3, vl); + _acc41 = vle32_v_f32m1(out1_ptr + ldc * 4, vl); + _acc51 = vle32_v_f32m1(out1_ptr + ldc * 5, vl); + _acc61 = vle32_v_f32m1(out1_ptr + ldc * 6, vl); + _acc71 = vle32_v_f32m1(out1_ptr + ldc * 7, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat32m1_t _k0 = vfmv_v_f_f32m1(k_ptr[0], vl); + vfloat32m1_t _k1 = vfmv_v_f_f32m1(k_ptr[1], vl); + vfloat32m1_t _k2 = vfmv_v_f_f32m1(k_ptr[2], vl); + vfloat32m1_t _k3 = vfmv_v_f_f32m1(k_ptr[3], vl); + vfloat32m1_t _k4 = vfmv_v_f_f32m1(k_ptr[4], vl); + vfloat32m1_t _k5 = vfmv_v_f_f32m1(k_ptr[5], vl); + vfloat32m1_t _k6 = vfmv_v_f_f32m1(k_ptr[6], vl); + vfloat32m1_t _k7 = vfmv_v_f_f32m1(k_ptr[7], vl); + vfloat32m1_t _in0 = vle32_v_f32m1(in_ptr, vl); + vfloat32m1_t _in1 = vle32_v_f32m1(in_ptr + packn, vl); + k_ptr += 8; + in_ptr += pack2n; + + _acc00 = vfmacc_vv_f32m1(_acc00, _k0, _in0, vl); + _acc10 = vfmacc_vv_f32m1(_acc10, _k1, _in0, vl); + _acc20 = vfmacc_vv_f32m1(_acc20, _k2, _in0, vl); + _acc30 = vfmacc_vv_f32m1(_acc30, _k3, _in0, vl); + _acc40 = vfmacc_vv_f32m1(_acc40, _k4, _in0, vl); + _acc50 = vfmacc_vv_f32m1(_acc50, _k5, _in0, vl); + _acc60 = vfmacc_vv_f32m1(_acc60, _k6, _in0, vl); + _acc70 = vfmacc_vv_f32m1(_acc70, _k7, _in0, vl); + _acc01 = vfmacc_vv_f32m1(_acc01, _k0, _in1, vl); + _acc11 = vfmacc_vv_f32m1(_acc11, _k1, _in1, vl); + _acc21 = vfmacc_vv_f32m1(_acc21, _k2, _in1, vl); + _acc31 = vfmacc_vv_f32m1(_acc31, _k3, _in1, vl); + _acc41 = vfmacc_vv_f32m1(_acc41, _k4, _in1, vl); + _acc51 = vfmacc_vv_f32m1(_acc51, _k5, _in1, vl); + _acc61 = vfmacc_vv_f32m1(_acc61, _k6, _in1, vl); + _acc71 = vfmacc_vv_f32m1(_acc71, _k7, _in1, vl); + } + + vse32_v_f32m1(out0_ptr, _acc00, vl); + vse32_v_f32m1(out0_ptr + ldc, _acc10, vl); + vse32_v_f32m1(out0_ptr + ldc * 2, _acc20, vl); + vse32_v_f32m1(out0_ptr + ldc * 3, _acc30, vl); + vse32_v_f32m1(out0_ptr + ldc * 4, _acc40, vl); + vse32_v_f32m1(out0_ptr + ldc * 5, _acc50, vl); + vse32_v_f32m1(out0_ptr + ldc * 6, _acc60, vl); + vse32_v_f32m1(out0_ptr + ldc * 7, _acc70, vl); + vse32_v_f32m1(out1_ptr, _acc01, vl); + vse32_v_f32m1(out1_ptr + ldc, _acc11, vl); + vse32_v_f32m1(out1_ptr + ldc * 2, _acc21, vl); + vse32_v_f32m1(out1_ptr + ldc * 3, _acc31, vl); + vse32_v_f32m1(out1_ptr + ldc * 4, _acc41, vl); + vse32_v_f32m1(out1_ptr + ldc * 5, _acc51, vl); + vse32_v_f32m1(out1_ptr + ldc * 6, _acc61, vl); + vse32_v_f32m1(out1_ptr + ldc * 7, _acc71, vl); + } + while (j < N_BLOCK) { + vl = vsetvl_e32m1(N_BLOCK - j); + const float *k_ptr = kernel_ptr; + const float *in_ptr = input_data + j * K_BLOCK; + float *out0_ptr = output_data + i * ldc + j; + + vfloat32m1_t _acc00; + vfloat32m1_t _acc10; + vfloat32m1_t _acc20; + vfloat32m1_t _acc30; + vfloat32m1_t _acc40; + vfloat32m1_t _acc50; + vfloat32m1_t _acc60; + vfloat32m1_t _acc70; + if (k_idx == 0) { + const float *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f32m1(b_ptr[0], vl); + _acc10 = vfmv_v_f_f32m1(b_ptr[1], vl); + _acc20 = vfmv_v_f_f32m1(b_ptr[2], vl); + _acc30 = vfmv_v_f_f32m1(b_ptr[3], vl); + _acc40 = vfmv_v_f_f32m1(b_ptr[4], vl); + _acc50 = vfmv_v_f_f32m1(b_ptr[5], vl); + _acc60 = vfmv_v_f_f32m1(b_ptr[6], vl); + _acc70 = vfmv_v_f_f32m1(b_ptr[7], vl); + } else { + _acc00 = vle32_v_f32m1(out0_ptr, vl); + _acc10 = vle32_v_f32m1(out0_ptr + ldc, vl); + _acc20 = vle32_v_f32m1(out0_ptr + ldc * 2, vl); + _acc30 = vle32_v_f32m1(out0_ptr + ldc * 3, vl); + _acc40 = vle32_v_f32m1(out0_ptr + ldc * 4, vl); + _acc50 = vle32_v_f32m1(out0_ptr + ldc * 5, vl); + _acc60 = vle32_v_f32m1(out0_ptr + ldc * 6, vl); + _acc70 = vle32_v_f32m1(out0_ptr + ldc * 7, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat32m1_t _k0 = vfmv_v_f_f32m1(k_ptr[0], vl); + vfloat32m1_t _k1 = vfmv_v_f_f32m1(k_ptr[1], vl); + vfloat32m1_t _k2 = vfmv_v_f_f32m1(k_ptr[2], vl); + vfloat32m1_t _k3 = vfmv_v_f_f32m1(k_ptr[3], vl); + vfloat32m1_t _k4 = vfmv_v_f_f32m1(k_ptr[4], vl); + vfloat32m1_t _k5 = vfmv_v_f_f32m1(k_ptr[5], vl); + vfloat32m1_t _k6 = vfmv_v_f_f32m1(k_ptr[6], vl); + vfloat32m1_t _k7 = vfmv_v_f_f32m1(k_ptr[7], vl); + vfloat32m1_t _in0 = vle32_v_f32m1(in_ptr, vl); + k_ptr += 8; + in_ptr += vl; + + _acc00 = vfmacc_vv_f32m1(_acc00, _k0, _in0, vl); + _acc10 = vfmacc_vv_f32m1(_acc10, _k1, _in0, vl); + _acc20 = vfmacc_vv_f32m1(_acc20, _k2, _in0, vl); + _acc30 = vfmacc_vv_f32m1(_acc30, _k3, _in0, vl); + _acc40 = vfmacc_vv_f32m1(_acc40, _k4, _in0, vl); + _acc50 = vfmacc_vv_f32m1(_acc50, _k5, _in0, vl); + _acc60 = vfmacc_vv_f32m1(_acc60, _k6, _in0, vl); + _acc70 = vfmacc_vv_f32m1(_acc70, _k7, _in0, vl); + } + + vse32_v_f32m1(out0_ptr, _acc00, vl); + vse32_v_f32m1(out0_ptr + ldc, _acc10, vl); + vse32_v_f32m1(out0_ptr + ldc * 2, _acc20, vl); + vse32_v_f32m1(out0_ptr + ldc * 3, _acc30, vl); + vse32_v_f32m1(out0_ptr + ldc * 4, _acc40, vl); + vse32_v_f32m1(out0_ptr + ldc * 5, _acc50, vl); + vse32_v_f32m1(out0_ptr + ldc * 6, _acc60, vl); + vse32_v_f32m1(out0_ptr + ldc * 7, _acc70, vl); + j += vl; + } + } + for (; i + 3 < M_BLOCK; i += 4) { + const float *kernel_ptr = kernel_data + i * K_BLOCK; + int j = 0; + vl = vsetvl_e32m1(packn); + for (; j + pack2n - 1 < N_BLOCK; j += pack2n) { + const float *k_ptr = kernel_ptr; + const float *in_ptr = input_data + j * K_BLOCK; + float *out0_ptr = output_data + i * ldc + j; + float *out1_ptr = out0_ptr + packn; + + vfloat32m1_t _acc00; + vfloat32m1_t _acc10; + vfloat32m1_t _acc20; + vfloat32m1_t _acc30; + vfloat32m1_t _acc01; + vfloat32m1_t _acc11; + vfloat32m1_t _acc21; + vfloat32m1_t _acc31; + if (k_idx == 0) { + const float *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f32m1(b_ptr[0], vl); + _acc10 = vfmv_v_f_f32m1(b_ptr[1], vl); + _acc20 = vfmv_v_f_f32m1(b_ptr[2], vl); + _acc30 = vfmv_v_f_f32m1(b_ptr[3], vl); + _acc01 = vmv_v_v_f32m1(_acc00, vl); + _acc11 = vmv_v_v_f32m1(_acc10, vl); + _acc21 = vmv_v_v_f32m1(_acc20, vl); + _acc31 = vmv_v_v_f32m1(_acc30, vl); + } else { + _acc00 = vle32_v_f32m1(out0_ptr, vl); + _acc10 = vle32_v_f32m1(out0_ptr + ldc, vl); + _acc20 = vle32_v_f32m1(out0_ptr + ldc * 2, vl); + _acc30 = vle32_v_f32m1(out0_ptr + ldc * 3, vl); + _acc01 = vle32_v_f32m1(out1_ptr, vl); + _acc11 = vle32_v_f32m1(out1_ptr + ldc, vl); + _acc21 = vle32_v_f32m1(out1_ptr + ldc * 2, vl); + _acc31 = vle32_v_f32m1(out1_ptr + ldc * 3, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat32m1_t _k0 = vfmv_v_f_f32m1(k_ptr[0], vl); + vfloat32m1_t _k1 = vfmv_v_f_f32m1(k_ptr[1], vl); + vfloat32m1_t _k2 = vfmv_v_f_f32m1(k_ptr[2], vl); + vfloat32m1_t _k3 = vfmv_v_f_f32m1(k_ptr[3], vl); + vfloat32m1_t _in0 = vle32_v_f32m1(in_ptr, vl); + vfloat32m1_t _in1 = vle32_v_f32m1(in_ptr + packn, vl); + k_ptr += 4; + in_ptr += pack2n; + + _acc00 = vfmacc_vv_f32m1(_acc00, _k0, _in0, vl); + _acc10 = vfmacc_vv_f32m1(_acc10, _k1, _in0, vl); + _acc20 = vfmacc_vv_f32m1(_acc20, _k2, _in0, vl); + _acc30 = vfmacc_vv_f32m1(_acc30, _k3, _in0, vl); + _acc01 = vfmacc_vv_f32m1(_acc01, _k0, _in1, vl); + _acc11 = vfmacc_vv_f32m1(_acc11, _k1, _in1, vl); + _acc21 = vfmacc_vv_f32m1(_acc21, _k2, _in1, vl); + _acc31 = vfmacc_vv_f32m1(_acc31, _k3, _in1, vl); + } + + vse32_v_f32m1(out0_ptr, _acc00, vl); + vse32_v_f32m1(out0_ptr + ldc, _acc10, vl); + vse32_v_f32m1(out0_ptr + ldc * 2, _acc20, vl); + vse32_v_f32m1(out0_ptr + ldc * 3, _acc30, vl); + vse32_v_f32m1(out1_ptr, _acc01, vl); + vse32_v_f32m1(out1_ptr + ldc, _acc11, vl); + vse32_v_f32m1(out1_ptr + ldc * 2, _acc21, vl); + vse32_v_f32m1(out1_ptr + ldc * 3, _acc31, vl); + } + while (j < N_BLOCK) { + vl = vsetvl_e32m1(N_BLOCK - j); + const float *k_ptr = kernel_ptr; + const float *in_ptr = input_data + j * K_BLOCK; + float *out0_ptr = output_data + i * ldc + j; + + vfloat32m1_t _acc00; + vfloat32m1_t _acc10; + vfloat32m1_t _acc20; + vfloat32m1_t _acc30; + if (k_idx == 0) { + const float *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f32m1(b_ptr[0], vl); + _acc10 = vfmv_v_f_f32m1(b_ptr[1], vl); + _acc20 = vfmv_v_f_f32m1(b_ptr[2], vl); + _acc30 = vfmv_v_f_f32m1(b_ptr[3], vl); + } else { + _acc00 = vle32_v_f32m1(out0_ptr, vl); + _acc10 = vle32_v_f32m1(out0_ptr + ldc, vl); + _acc20 = vle32_v_f32m1(out0_ptr + ldc * 2, vl); + _acc30 = vle32_v_f32m1(out0_ptr + ldc * 3, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat32m1_t _k0 = vfmv_v_f_f32m1(k_ptr[0], vl); + vfloat32m1_t _k1 = vfmv_v_f_f32m1(k_ptr[1], vl); + vfloat32m1_t _k2 = vfmv_v_f_f32m1(k_ptr[2], vl); + vfloat32m1_t _k3 = vfmv_v_f_f32m1(k_ptr[3], vl); + vfloat32m1_t _in0 = vle32_v_f32m1(in_ptr, vl); + k_ptr += 4; + in_ptr += vl; + + _acc00 = vfmacc_vv_f32m1(_acc00, _k0, _in0, vl); + _acc10 = vfmacc_vv_f32m1(_acc10, _k1, _in0, vl); + _acc20 = vfmacc_vv_f32m1(_acc20, _k2, _in0, vl); + _acc30 = vfmacc_vv_f32m1(_acc30, _k3, _in0, vl); + } + + vse32_v_f32m1(out0_ptr, _acc00, vl); + vse32_v_f32m1(out0_ptr + ldc, _acc10, vl); + vse32_v_f32m1(out0_ptr + ldc * 2, _acc20, vl); + vse32_v_f32m1(out0_ptr + ldc * 3, _acc30, vl); + j += vl; + } + } + for (; i + 1 < M_BLOCK; i += 2) { + const float *kernel_ptr = kernel_data + i * K_BLOCK; + int j = 0; + vl = vsetvl_e32m1(packn); + for (; j + pack2n - 1 < N_BLOCK; j += pack2n) { + const float *k_ptr = kernel_ptr; + const float *in_ptr = input_data + j * K_BLOCK; + float *out0_ptr = output_data + i * ldc + j; + float *out1_ptr = out0_ptr + packn; + + vfloat32m1_t _acc00; + vfloat32m1_t _acc10; + vfloat32m1_t _acc01; + vfloat32m1_t _acc11; + if (k_idx == 0) { + const float *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f32m1(b_ptr[0], vl); + _acc10 = vfmv_v_f_f32m1(b_ptr[1], vl); + _acc01 = vmv_v_v_f32m1(_acc00, vl); + _acc11 = vmv_v_v_f32m1(_acc10, vl); + } else { + _acc00 = vle32_v_f32m1(out0_ptr, vl); + _acc10 = vle32_v_f32m1(out0_ptr + ldc, vl); + _acc01 = vle32_v_f32m1(out1_ptr, vl); + _acc11 = vle32_v_f32m1(out1_ptr + ldc, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat32m1_t _k0 = vfmv_v_f_f32m1(k_ptr[0], vl); + vfloat32m1_t _k1 = vfmv_v_f_f32m1(k_ptr[1], vl); + vfloat32m1_t _in0 = vle32_v_f32m1(in_ptr, vl); + vfloat32m1_t _in1 = vle32_v_f32m1(in_ptr + packn, vl); + k_ptr += 2; + in_ptr += pack2n; + + _acc00 = vfmacc_vv_f32m1(_acc00, _k0, _in0, vl); + _acc10 = vfmacc_vv_f32m1(_acc10, _k1, _in0, vl); + _acc01 = vfmacc_vv_f32m1(_acc01, _k0, _in1, vl); + _acc11 = vfmacc_vv_f32m1(_acc11, _k1, _in1, vl); + } + + vse32_v_f32m1(out0_ptr, _acc00, vl); + vse32_v_f32m1(out0_ptr + ldc, _acc10, vl); + vse32_v_f32m1(out1_ptr, _acc01, vl); + vse32_v_f32m1(out1_ptr + ldc, _acc11, vl); + } + while (j < N_BLOCK) { + vl = vsetvl_e32m1(N_BLOCK - j); + const float *k_ptr = kernel_ptr; + const float *in_ptr = input_data + j * K_BLOCK; + float *out0_ptr = output_data + i * ldc + j; + + vfloat32m1_t _acc00; + vfloat32m1_t _acc10; + if (k_idx == 0) { + const float *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f32m1(b_ptr[0], vl); + _acc10 = vfmv_v_f_f32m1(b_ptr[1], vl); + } else { + _acc00 = vle32_v_f32m1(out0_ptr, vl); + _acc10 = vle32_v_f32m1(out0_ptr + ldc, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat32m1_t _k0 = vfmv_v_f_f32m1(k_ptr[0], vl); + vfloat32m1_t _k1 = vfmv_v_f_f32m1(k_ptr[1], vl); + vfloat32m1_t _in0 = vle32_v_f32m1(in_ptr, vl); + k_ptr += 2; + in_ptr += vl; + + _acc00 = vfmacc_vv_f32m1(_acc00, _k0, _in0, vl); + _acc10 = vfmacc_vv_f32m1(_acc10, _k1, _in0, vl); + } + + vse32_v_f32m1(out0_ptr, _acc00, vl); + vse32_v_f32m1(out0_ptr + ldc, _acc10, vl); + j += vl; + } + } + for (; i < M_BLOCK; i++) { + const float *kernel_ptr = kernel_data + i * K_BLOCK; + int j = 0; + vl = vsetvl_e32m1(packn); + for (; j + pack2n - 1 < N_BLOCK; j += pack2n) { + const float *k_ptr = kernel_ptr; + const float *in_ptr = input_data + j * K_BLOCK; + float *out0_ptr = output_data + i * ldc + j; + float *out1_ptr = out0_ptr + packn; + + vfloat32m1_t _acc00; + vfloat32m1_t _acc01; + if (k_idx == 0) { + const float *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f32m1(b_ptr[0], vl); + _acc01 = vmv_v_v_f32m1(_acc00, vl); + } else { + _acc00 = vle32_v_f32m1(out0_ptr, vl); + _acc01 = vle32_v_f32m1(out1_ptr, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat32m1_t _k0 = vfmv_v_f_f32m1(k_ptr[0], vl); + vfloat32m1_t _in0 = vle32_v_f32m1(in_ptr, vl); + vfloat32m1_t _in1 = vle32_v_f32m1(in_ptr + packn, vl); + k_ptr += 1; + in_ptr += pack2n; + + _acc00 = vfmacc_vv_f32m1(_acc00, _k0, _in0, vl); + _acc01 = vfmacc_vv_f32m1(_acc01, _k0, _in1, vl); + } + + vse32_v_f32m1(out0_ptr, _acc00, vl); + vse32_v_f32m1(out1_ptr, _acc01, vl); + } + while (j < N_BLOCK) { + vl = vsetvl_e32m1(N_BLOCK - j); + const float *k_ptr = kernel_ptr; + const float *in_ptr = input_data + j * K_BLOCK; + float *out0_ptr = output_data + i * ldc + j; + + vfloat32m1_t _acc00; + if (k_idx == 0) { + const float *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f32m1(b_ptr[0], vl); + } else { + _acc00 = vle32_v_f32m1(out0_ptr, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat32m1_t _k0 = vfmv_v_f_f32m1(k_ptr[0], vl); + vfloat32m1_t _in0 = vle32_v_f32m1(in_ptr, vl); + k_ptr += 1; + in_ptr += vl; + + _acc00 = vfmacc_vv_f32m1(_acc00, _k0, _in0, vl); + } + + vse32_v_f32m1(out0_ptr, _acc00, vl); + j += vl; + } + } +} + +/************************************************************* + * packn = vlenb / sizeof(float) + * m_blk: M_BLK, M_BLK/2, M_BLK/4, ..., 8 + * n_blk: N_BLK, N_BLK/2, N_BLK/4, ..., pack2n + * k_blk: K_BLK, K_tail + * + * dst - output: [m, n] + * sa - kernel: [m/m_blk, k/k_blk, m_blk/8, 8, k_blk] + * sb - input: [n/n_blk, k/k_blk, n_blk/pack2n, k_blk, pack2n] + * bias: [m] + ************************************************************/ +void shl_c920_gemm_block_8xpack2n_fp32(float *dst, const float *sa, const float *sb, float *bias, + int m, int k, int n, const int M_BLK, const int K_BLK, + const int N_BLK) +{ + const float *kernel_data = sa; + const float *input_data = sb; + float *output_data = dst; + + int flag_bias = 1; // default: conv2d layer include bias + if (bias == NULL) { + flag_bias = 0; + bias = (float *)shl_mem_alloc(m * sizeof(float)); + } + + const int packn = csrr_vlenb() / sizeof(float); + + const int MIN_M_BLK = 8; + const int MIN_N_BLK = packn * 2; + + int m_block = M_BLK; + int m_idx = 0; + while (m_idx < m) { + while (!(m_idx + m_block - 1 < m)) { + m_block /= 2; + } + if (m_block < MIN_M_BLK) { + m_block = m - m_idx; + } + + int n_block = N_BLK; + int n_idx = 0; + while (n_idx < n) { + while (!(n_idx + n_block - 1 < n)) { + n_block /= 2; + } + if (n_block < MIN_N_BLK) { + n_block = n - n_idx; + } + + int k_block = K_BLK; + int k_idx = 0; + while (k_idx < k) { + if (k - k_idx < k_block) { + k_block = k - k_idx; + } + float *out = output_data + m_idx * n + n_idx; + const float *ker = kernel_data + m_idx * k + k_idx * m_block; + const float *in = input_data + n_idx * k + k_idx * n_block; + gemm_8xpack2n_fp32(out, ker, in, bias, m_block, n_block, k_block, n, k_idx); + k_idx += k_block; + } + + n_idx += n_block; + } + + m_idx += m_block; + } + + if (!flag_bias) { + shl_mem_free(bias); + bias = NULL; + } +} \ No newline at end of file diff --git a/source/c920_opt/gemm_fp32_packn.c b/source/c920_opt/gemm_fp32_packn.c index c69b908c..33de5652 100644 --- a/source/c920_opt/gemm_fp32_packn.c +++ b/source/c920_opt/gemm_fp32_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c920.h" /************************************************************** diff --git a/source/c920_opt/matmul_fp16.c b/source/c920_opt/matmul_fp16.c new file mode 100644 index 00000000..04e9c539 --- /dev/null +++ b/source/c920_opt/matmul_fp16.c @@ -0,0 +1,236 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#include "shl_c920.h" + +/************************************************************* + Matmul fp16 performance on C920@1.848GHz + ------------------------- + | mkn | GFlops | + |-----------------------| + | 49,32,49 | 7.83 | + | 64,192,576 | 21.57 | + | 384,512,512 | 22.49 | + | 196,1536,384 | 22.43 | + ------------------------- + ************************************************************/ + +#define MATMUL_M_BLK 64 +#define MATMUL_K_BLK 128 +#define MATMUL_N_BLK 64 + +int shl_c920_matmul_fp16(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, struct csinn_matmul_params *params) +{ + __fp16 *mat0_data = (__fp16 *)mat0->data; + __fp16 *mat1_data = (__fp16 *)mat1->data; + __fp16 *output_data = (__fp16 *)output->data; + + const int dims_count = mat0->dim_count; + int batches_a = 1; + int batches_b = 1; + + /* compute the outer size */ + for (int i = 0; i < dims_count - 2; i++) { + batches_a *= mat0->dim[i]; + } + + for (int i = 0; i < mat1->dim_count - 2; i++) { + batches_b *= mat1->dim[i]; + } + + const int dim_m = mat0->dim[dims_count - (params->trans_a ? 1 : 2)]; + const int dim_k = mat0->dim[dims_count - (params->trans_a ? 2 : 1)]; + const int dim_n = mat1->dim[mat1->dim_count - (params->trans_b ? 2 : 1)]; + + if (batches_a == batches_b) { + if (!params->trans_a && !params->trans_b) { + __fp16 *in0 = (__fp16 *)shl_mem_alloc(dim_m * dim_k * sizeof(__fp16)); + __fp16 *in1; + if (!(mat1->is_const)) { + in1 = (__fp16 *)shl_mem_alloc(dim_k * dim_n * sizeof(__fp16)); + } + + for (int b = 0; b < batches_a; b++) { + shl_c920_reorder_kernel_block_8xk_fp16(mat0_data, in0, dim_m, dim_k, MATMUL_M_BLK, + MATMUL_K_BLK); + if (!(mat1->is_const)) { + shl_rvv_reorder_input_block_pack2nxk_fp16(mat1_data, in1, dim_k, dim_n, + MATMUL_K_BLK, MATMUL_N_BLK); + } else { + in1 = mat1_data; + } + + shl_c920_gemm_block_8xpack2n_fp16(output_data, in0, in1, NULL, dim_m, dim_k, dim_n, + MATMUL_M_BLK, MATMUL_K_BLK, MATMUL_N_BLK); + + mat0_data += dim_m * dim_k; + mat1_data += dim_k * dim_n; + output_data += dim_m * dim_n; + } + shl_mem_free(in0); + if (!(mat1->is_const)) { + shl_mem_free(in1); + } + // requantize + shl_rvv_sidcso_op_requantize_fp16(mat0, output, mat1); + } else { + shl_ref_matmul_quant(mat0, mat1, output, params); + } + } else if (batches_a > 1 && batches_b == 1) { + if (!params->trans_a && !params->trans_b) { + __fp16 *in0 = (__fp16 *)shl_mem_alloc(dim_m * dim_k * sizeof(__fp16)); + __fp16 *in1; + if (!(mat1->is_const)) { + in1 = (__fp16 *)shl_mem_alloc(dim_k * dim_n * sizeof(__fp16)); + shl_rvv_reorder_input_block_pack2nxk_fp16(mat1_data, in1, dim_k, dim_n, + MATMUL_K_BLK, MATMUL_N_BLK); + } else { + in1 = mat1_data; + } + + for (int b = 0; b < batches_a; b++) { + shl_c920_reorder_kernel_block_8xk_fp16(mat0_data, in0, dim_m, dim_k, MATMUL_M_BLK, + MATMUL_K_BLK); + + shl_c920_gemm_block_8xpack2n_fp16(output_data, in0, in1, NULL, dim_m, dim_k, dim_n, + MATMUL_M_BLK, MATMUL_K_BLK, MATMUL_N_BLK); + + mat0_data += dim_m * dim_k; + output_data += dim_m * dim_n; + } + shl_mem_free(in0); + if (!(mat1->is_const)) { + shl_mem_free(in1); + } + // requantize + shl_rvv_sidcso_op_requantize_fp16(mat0, output, mat1); + } else { + shl_debug_error("matmul unsupported this broadcast\n"); + return CSINN_FALSE; + } + } else { + shl_debug_error("matmul unsupported this broadcast\n"); + return CSINN_FALSE; + } + + return CSINN_TRUE; +} + +int shl_c920_matmul_fp16_w_int8(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, struct csinn_matmul_params *params) +{ + __fp16 *mat0_data = (__fp16 *)mat0->data; + int8_t *mat1_data = (int8_t *)mat1->data; + __fp16 *output_data = (__fp16 *)output->data; + + const int dims_count = mat0->dim_count; + int batches_a = 1; + int batches_b = 1; + + /* compute the outer size */ + for (int i = 0; i < dims_count - 2; i++) { + batches_a *= mat0->dim[i]; + batches_b *= mat1->dim[i]; + } + + const int dim_m = mat0->dim[dims_count - (params->trans_a ? 1 : 2)]; + const int dim_k = mat0->dim[dims_count - (params->trans_a ? 2 : 1)]; + const int dim_n = mat1->dim[dims_count - (params->trans_b ? 2 : 1)]; + + int32_t zp = mat1->qinfo->zero_point; + float scale = mat1->qinfo->scale; + + int api = params->base.api; + int size1 = csinn_tensor_size(mat1); + + if (batches_a == batches_b) { + if (!params->trans_a && !params->trans_b) { + __fp16 *in0 = (__fp16 *)shl_mem_alloc(dim_m * dim_k * sizeof(__fp16)); + __fp16 *in1 = (__fp16 *)shl_mem_alloc(size1 * sizeof(__fp16)); + shl_rvv_dequantize_i8_to_f16(mat1_data, in1, size1, zp, scale); + + for (int b = 0; b < batches_a; b++) { + shl_c920_reorder_kernel_block_8xk_fp16(mat0_data, in0, dim_m, dim_k, MATMUL_M_BLK, + MATMUL_K_BLK); + + shl_c920_gemm_block_8xpack2n_fp16(output_data, in0, in1 + b * dim_k * dim_n, NULL, + dim_m, dim_k, dim_n, MATMUL_M_BLK, MATMUL_K_BLK, + MATMUL_N_BLK); + + mat0_data += dim_m * dim_k; + output_data += dim_m * dim_n; + } + shl_mem_free(in0); + shl_mem_free(in1); + } else { + shl_ref_matmul_quant(mat0, mat1, output, params); + } + } else if (batches_a > 1 && batches_b == 1) { + if (!params->trans_a && !params->trans_b) { + __fp16 *in0 = (__fp16 *)shl_mem_alloc(dim_m * dim_k * sizeof(__fp16)); + __fp16 *in1 = (__fp16 *)shl_mem_alloc(size1 * sizeof(__fp16)); + shl_rvv_dequantize_i8_to_f16(mat1_data, in1, size1, zp, scale); + + for (int b = 0; b < batches_a; b++) { + shl_c920_reorder_kernel_block_8xk_fp16(mat0_data, in0, dim_m, dim_k, MATMUL_M_BLK, + MATMUL_K_BLK); + + shl_c920_gemm_block_8xpack2n_fp16(output_data, in0, in1, NULL, dim_m, dim_k, dim_n, + MATMUL_M_BLK, MATMUL_K_BLK, MATMUL_N_BLK); + + mat0_data += dim_m * dim_k; + output_data += dim_m * dim_n; + } + shl_mem_free(in0); + shl_mem_free(in1); + } else { + shl_debug_error("matmul unsupported this broadcast\n"); + return CSINN_FALSE; + } + } else { + shl_debug_error("matmul unsupported this broadcast\n"); + return CSINN_FALSE; + } + + return CSINN_TRUE; +} + +int shl_c920_matmul_init_fp16(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, struct csinn_matmul_params *params) +{ + struct csinn_callback *cb = params->base.cb; + if (mat0->dtype == CSINN_DTYPE_FLOAT16) { + if (mat1->is_const && mat1->dtype == CSINN_DTYPE_INT8) { + shl_rvv_matmul_reorder_weight_fp16_w_int8(mat1, MATMUL_K_BLK, MATMUL_N_BLK); + cb->exec = shl_c920_matmul_fp16_w_int8; + } else if (mat1->dtype == CSINN_DTYPE_FLOAT16) { + if (mat1->is_const) { + shl_rvv_matmul_reorder_weight_fp16(mat1, MATMUL_K_BLK, MATMUL_N_BLK); + } + cb->exec = shl_c920_matmul_fp16; + } else { + shl_debug_error("mat1 unsupported dtype: %d\n", mat1->dtype); + return CSINN_FALSE; + } + } else { + shl_debug_error("mat0 unsupported dtype: %d\n", mat0->dtype); + return CSINN_FALSE; + } + return CSINN_TRUE; +} diff --git a/source/c920_opt/matmul_fp32.c b/source/c920_opt/matmul_fp32.c new file mode 100644 index 00000000..c44eb06b --- /dev/null +++ b/source/c920_opt/matmul_fp32.c @@ -0,0 +1,151 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#include "shl_c920.h" + +/************************************************************* + Matmul fp32 performance on C920@1.848GHz + ------------------------- + | mkn | GFlops | + |-----------------------| + | 49,32,49 | 4.35 | + | 64,192,576 | 10.32 | + | 384,512,512 | 10.25 | + | 196,1536,384 | 9.98 | + ------------------------- + ************************************************************/ + +#define MATMUL_M_BLK 64 +#define MATMUL_K_BLK 64 +#define MATMUL_N_BLK 64 + +int shl_c920_matmul_fp32(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, struct csinn_matmul_params *params) +{ + float *mat0_data = (float *)mat0->data; + float *mat1_data = (float *)mat1->data; + float *output_data = (float *)output->data; + + const int dims_count = mat0->dim_count; + int batches_a = 1; + int batches_b = 1; + + /* compute the outer size */ + for (int i = 0; i < dims_count - 2; i++) { + batches_a *= mat0->dim[i]; + } + + // /* compute the outer size */ + for (int i = 0; i < mat1->dim_count - 2; i++) { + batches_b *= mat1->dim[i]; + } + + const int dim_m = mat0->dim[dims_count - (params->trans_a ? 1 : 2)]; + const int dim_k = mat0->dim[dims_count - (params->trans_a ? 2 : 1)]; + const int dim_n = mat1->dim[mat1->dim_count - (params->trans_b ? 2 : 1)]; + + if (batches_a == batches_b) { + if (!params->trans_a && !params->trans_b) { + float *in0 = (float *)shl_mem_alloc(dim_m * dim_k * sizeof(float)); + float *in1; + if (!(mat1->is_const)) { + in1 = (float *)shl_mem_alloc(dim_k * dim_n * sizeof(float)); + } + + for (int b = 0; b < batches_a; b++) { + shl_c920_reorder_kernel_block_8xk_fp32(mat0_data, in0, dim_m, dim_k, MATMUL_M_BLK, + MATMUL_K_BLK); + if (!(mat1->is_const)) { + shl_rvv_reorder_input_block_pack2nxk_fp32(mat1_data, in1, dim_k, dim_n, + MATMUL_K_BLK, MATMUL_N_BLK); + } else { + in1 = mat1_data; + } + + shl_c920_gemm_block_8xpack2n_fp32(output_data, in0, in1, NULL, dim_m, dim_k, dim_n, + MATMUL_M_BLK, MATMUL_K_BLK, MATMUL_N_BLK); + + mat0_data += dim_m * dim_k; + mat1_data += dim_k * dim_n; + output_data += dim_m * dim_n; + } + shl_mem_free(in0); + if (!(mat1->is_const)) { + shl_mem_free(in1); + } + } else { + shl_ref_matmul_quant(mat0, mat1, output, params); + } + } else if (batches_a > 1 && batches_b == 1) { + if (!params->trans_a && !params->trans_b) { + float *in0 = (float *)shl_mem_alloc(dim_m * dim_k * sizeof(float)); + float *in1; + if (!(mat1->is_const)) { + in1 = (float *)shl_mem_alloc(dim_k * dim_n * sizeof(float)); + shl_rvv_reorder_input_block_pack2nxk_fp32(mat1_data, in1, dim_k, dim_n, + MATMUL_K_BLK, MATMUL_N_BLK); + } else { + in1 = mat1_data; + } + + for (int b = 0; b < batches_a; b++) { + shl_c920_reorder_kernel_block_8xk_fp32(mat0_data, in0, dim_m, dim_k, MATMUL_M_BLK, + MATMUL_K_BLK); + + shl_c920_gemm_block_8xpack2n_fp32(output_data, in0, in1, NULL, dim_m, dim_k, dim_n, + MATMUL_M_BLK, MATMUL_K_BLK, MATMUL_N_BLK); + + mat0_data += dim_m * dim_k; + output_data += dim_m * dim_n; + } + shl_mem_free(in0); + if (!(mat1->is_const)) { + shl_mem_free(in1); + } + } else { + shl_debug_error("matmul unsupported this broadcast\n"); + return CSINN_FALSE; + } + } else { + shl_debug_error("matmul unsupported this broadcast\n"); + return CSINN_FALSE; + } + + return CSINN_TRUE; +} + +int shl_c920_matmul_init_fp32(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, struct csinn_matmul_params *params) +{ + struct csinn_callback *cb = params->base.cb; + if (mat0->dtype == CSINN_DTYPE_FLOAT32) { + if (mat1->dtype == CSINN_DTYPE_FLOAT32) { + if (mat1->is_const) { + shl_rvv_matmul_reorder_weight_fp32(mat1, MATMUL_K_BLK, MATMUL_N_BLK); + } + cb->exec = shl_c920_matmul_fp32; + } else { + shl_debug_error("mat1 unsupported dtype: %d\n", mat1->dtype); + return CSINN_FALSE; + } + } else { + shl_debug_error("mat0 unsupported dtype: %d\n", mat0->dtype); + return CSINN_FALSE; + } + return CSINN_TRUE; +} diff --git a/source/c920_opt/reorder.c b/source/c920_opt/reorder.c new file mode 100644 index 00000000..ee3a4904 --- /dev/null +++ b/source/c920_opt/reorder.c @@ -0,0 +1,265 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#include "shl_c920.h" + +/************************************************************* + * src: [M_BLOCK, K_BLOCK] + * dst: [M_BLOCK/m_blk, K_BLOCK, m_blk] + * m_blk: 8/4/2/1 + ************************************************************/ +static inline void reorder_kernel_8xk_fp32(float *src, float *dst, int M_BLOCK, int K_BLOCK, + int lda) +{ + int i = 0; + for (; i + 7 < M_BLOCK; i += 8) { + float *s_ptr = src + i * lda; + float *d_ptr = dst + i * K_BLOCK; + int stride = 8 * sizeof(float); + int c = 0; + while (c < K_BLOCK) { + int vl = vsetvl_e32m4(K_BLOCK - c); + vfloat32m4_t _s0 = vle32_v_f32m4(s_ptr, vl); + vfloat32m4_t _s1 = vle32_v_f32m4(s_ptr + lda, vl); + vfloat32m4_t _s2 = vle32_v_f32m4(s_ptr + lda * 2, vl); + vfloat32m4_t _s3 = vle32_v_f32m4(s_ptr + lda * 3, vl); + vfloat32m4_t _s4 = vle32_v_f32m4(s_ptr + lda * 4, vl); + vfloat32m4_t _s5 = vle32_v_f32m4(s_ptr + lda * 5, vl); + vfloat32m4_t _s6 = vle32_v_f32m4(s_ptr + lda * 6, vl); + vfloat32m4_t _s7 = vle32_v_f32m4(s_ptr + lda * 7, vl); + vsse32_v_f32m4(d_ptr, stride, _s0, vl); + vsse32_v_f32m4(d_ptr + 1, stride, _s1, vl); + vsse32_v_f32m4(d_ptr + 2, stride, _s2, vl); + vsse32_v_f32m4(d_ptr + 3, stride, _s3, vl); + vsse32_v_f32m4(d_ptr + 4, stride, _s4, vl); + vsse32_v_f32m4(d_ptr + 5, stride, _s5, vl); + vsse32_v_f32m4(d_ptr + 6, stride, _s6, vl); + vsse32_v_f32m4(d_ptr + 7, stride, _s7, vl); + s_ptr += vl; + d_ptr += vl * 8; + c += vl; + } + } + for (; i + 3 < M_BLOCK; i += 4) { + float *s_ptr = src + i * lda; + float *d_ptr = dst + i * K_BLOCK; + int stride = 4 * sizeof(float); + int c = 0; + while (c < K_BLOCK) { + int vl = vsetvl_e32m4(K_BLOCK - c); + vfloat32m4_t _s0 = vle32_v_f32m4(s_ptr, vl); + vfloat32m4_t _s1 = vle32_v_f32m4(s_ptr + lda, vl); + vfloat32m4_t _s2 = vle32_v_f32m4(s_ptr + lda * 2, vl); + vfloat32m4_t _s3 = vle32_v_f32m4(s_ptr + lda * 3, vl); + vsse32_v_f32m4(d_ptr, stride, _s0, vl); + vsse32_v_f32m4(d_ptr + 1, stride, _s1, vl); + vsse32_v_f32m4(d_ptr + 2, stride, _s2, vl); + vsse32_v_f32m4(d_ptr + 3, stride, _s3, vl); + s_ptr += vl; + d_ptr += vl * 4; + c += vl; + } + } + for (; i + 1 < M_BLOCK; i += 2) { + float *s_ptr = src + i * lda; + float *d_ptr = dst + i * K_BLOCK; + int stride = 2 * sizeof(float); + int c = 0; + while (c < K_BLOCK) { + int vl = vsetvl_e32m4(K_BLOCK - c); + vfloat32m4_t _s0 = vle32_v_f32m4(s_ptr, vl); + vfloat32m4_t _s1 = vle32_v_f32m4(s_ptr + lda, vl); + vsse32_v_f32m4(d_ptr, stride, _s0, vl); + vsse32_v_f32m4(d_ptr + 1, stride, _s1, vl); + s_ptr += vl; + d_ptr += vl * 2; + c += vl; + } + } + for (; i < M_BLOCK; i++) { + float *s_ptr = src + i * lda; + float *d_ptr = dst + i * K_BLOCK; + int c = 0; + while (c < K_BLOCK) { + int vl = vsetvl_e32m4(K_BLOCK - c); + vfloat32m4_t _src = vle32_v_f32m4(s_ptr, vl); + vse32_v_f32m4(d_ptr, _src, vl); + s_ptr += vl; + d_ptr += vl; + c += vl; + } + } +} + +/************************************************************* + * src: [m, k] + * dst: [m/m_blk, k/k_blk, m_blk/8, 8, k_blk] + * m_blk: M_BLK, M_BLK/2, M_BLK/4, ..., 8 + * k_blk: K_BLK, K_tail + ************************************************************/ +void shl_c920_reorder_kernel_block_8xk_fp32(float *src, float *dst, int m, int k, const int M_BLK, + const int K_BLK) +{ + const int MIN_M_BLK = 8; + + int m_block = M_BLK; + int m_idx = 0; + while (m_idx < m) { + while (!(m_idx + m_block - 1 < m)) { + m_block /= 2; + } + if (m_block < MIN_M_BLK) { + m_block = m - m_idx; + } + int k_block = K_BLK; + int k_idx = 0; + while (k_idx < k) { + if (k - k_idx < k_block) { + k_block = k - k_idx; + } + float *s_ptr = src + m_idx * k + k_idx; + float *d_ptr = dst + m_idx * k + k_idx * m_block; + reorder_kernel_8xk_fp32(s_ptr, d_ptr, m_block, k_block, k); + k_idx += k_block; + } + m_idx += m_block; + } +} + +/************************************************************* + * src: [M_BLOCK, K_BLOCK] + * dst: [M_BLOCK/m_blk, K_BLOCK, m_blk] + * m_blk: 8/4/2/1 + ************************************************************/ +static inline void reorder_kernel_8xk_fp16(__fp16 *src, __fp16 *dst, int M_BLOCK, int K_BLOCK, + int lda) +{ + int i = 0; + for (; i + 7 < M_BLOCK; i += 8) { + __fp16 *s_ptr = src + i * lda; + __fp16 *d_ptr = dst + i * K_BLOCK; + int stride = 8 * sizeof(__fp16); + int c = 0; + while (c < K_BLOCK) { + int vl = vsetvl_e16m4(K_BLOCK - c); + vfloat16m4_t _s0 = vle16_v_f16m4(s_ptr, vl); + vfloat16m4_t _s1 = vle16_v_f16m4(s_ptr + lda, vl); + vfloat16m4_t _s2 = vle16_v_f16m4(s_ptr + lda * 2, vl); + vfloat16m4_t _s3 = vle16_v_f16m4(s_ptr + lda * 3, vl); + vfloat16m4_t _s4 = vle16_v_f16m4(s_ptr + lda * 4, vl); + vfloat16m4_t _s5 = vle16_v_f16m4(s_ptr + lda * 5, vl); + vfloat16m4_t _s6 = vle16_v_f16m4(s_ptr + lda * 6, vl); + vfloat16m4_t _s7 = vle16_v_f16m4(s_ptr + lda * 7, vl); + vsse16_v_f16m4(d_ptr, stride, _s0, vl); + vsse16_v_f16m4(d_ptr + 1, stride, _s1, vl); + vsse16_v_f16m4(d_ptr + 2, stride, _s2, vl); + vsse16_v_f16m4(d_ptr + 3, stride, _s3, vl); + vsse16_v_f16m4(d_ptr + 4, stride, _s4, vl); + vsse16_v_f16m4(d_ptr + 5, stride, _s5, vl); + vsse16_v_f16m4(d_ptr + 6, stride, _s6, vl); + vsse16_v_f16m4(d_ptr + 7, stride, _s7, vl); + s_ptr += vl; + d_ptr += vl * 8; + c += vl; + } + } + for (; i + 3 < M_BLOCK; i += 4) { + __fp16 *s_ptr = src + i * lda; + __fp16 *d_ptr = dst + i * K_BLOCK; + int stride = 4 * sizeof(__fp16); + int c = 0; + while (c < K_BLOCK) { + int vl = vsetvl_e16m4(K_BLOCK - c); + vfloat16m4_t _s0 = vle16_v_f16m4(s_ptr, vl); + vfloat16m4_t _s1 = vle16_v_f16m4(s_ptr + lda, vl); + vfloat16m4_t _s2 = vle16_v_f16m4(s_ptr + lda * 2, vl); + vfloat16m4_t _s3 = vle16_v_f16m4(s_ptr + lda * 3, vl); + vsse16_v_f16m4(d_ptr, stride, _s0, vl); + vsse16_v_f16m4(d_ptr + 1, stride, _s1, vl); + vsse16_v_f16m4(d_ptr + 2, stride, _s2, vl); + vsse16_v_f16m4(d_ptr + 3, stride, _s3, vl); + s_ptr += vl; + d_ptr += vl * 4; + c += vl; + } + } + for (; i + 1 < M_BLOCK; i += 2) { + __fp16 *s_ptr = src + i * lda; + __fp16 *d_ptr = dst + i * K_BLOCK; + int stride = 2 * sizeof(__fp16); + int c = 0; + while (c < K_BLOCK) { + int vl = vsetvl_e16m4(K_BLOCK - c); + vfloat16m4_t _s0 = vle16_v_f16m4(s_ptr, vl); + vfloat16m4_t _s1 = vle16_v_f16m4(s_ptr + lda, vl); + vsse16_v_f16m4(d_ptr, stride, _s0, vl); + vsse16_v_f16m4(d_ptr + 1, stride, _s1, vl); + s_ptr += vl; + d_ptr += vl * 2; + c += vl; + } + } + for (; i < M_BLOCK; i++) { + __fp16 *s_ptr = src + i * lda; + __fp16 *d_ptr = dst + i * K_BLOCK; + int c = 0; + while (c < K_BLOCK) { + int vl = vsetvl_e16m4(K_BLOCK - c); + vfloat16m4_t _src = vle16_v_f16m4(s_ptr, vl); + vse16_v_f16m4(d_ptr, _src, vl); + s_ptr += vl; + d_ptr += vl; + c += vl; + } + } +} + +/************************************************************* + * src: [m, k] + * dst: [m/m_blk, k/k_blk, m_blk/8, 8, k_blk] + * m_blk: M_BLK, M_BLK/2, M_BLK/4, ..., 8 + * k_blk: K_BLK, K_tail + ************************************************************/ +void shl_c920_reorder_kernel_block_8xk_fp16(__fp16 *src, __fp16 *dst, int m, int k, const int M_BLK, + const int K_BLK) +{ + const int MIN_M_BLK = 8; + + int m_block = M_BLK; + int m_idx = 0; + while (m_idx < m) { + while (!(m_idx + m_block - 1 < m)) { + m_block /= 2; + } + if (m_block < MIN_M_BLK) { + m_block = m - m_idx; + } + int k_block = K_BLK; + int k_idx = 0; + while (k_idx < k) { + if (k - k_idx < k_block) { + k_block = k - k_idx; + } + __fp16 *s_ptr = src + m_idx * k + k_idx; + __fp16 *d_ptr = dst + m_idx * k + k_idx * m_block; + reorder_kernel_8xk_fp16(s_ptr, d_ptr, m_block, k_block, k); + k_idx += k_block; + } + m_idx += m_block; + } +} diff --git a/source/c920_opt/setup.c b/source/c920_opt/setup.c index 233c657e..c6d358b3 100644 --- a/source/c920_opt/setup.c +++ b/source/c920_opt/setup.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_c920.h" #include "shl_c920_cap.h" @@ -52,13 +50,349 @@ struct csinn_callback *shl_cb_map_c920(int op, int dtype) return cb; } +int shl_c920_set_packn_layout(struct csinn_session *sess, bool packn_layout) +{ + struct shl_gref_target_data *gref_td = sess->td; + struct shl_c920_option *c920_option = gref_td->cpu_option; + c920_option->base.use_packn_layout = packn_layout; + return CSINN_TRUE; +} + +struct shl_c920_option *shl_c920_get_graph_option(struct csinn_session *sess) +{ + struct shl_gref_target_data *gref_td = sess->td; + if (gref_td) { + return (struct shl_c920_option *)(gref_td->cpu_option); + } else { + return NULL; + } +} + +void shl_c920_session_init(struct csinn_session *sess) +{ + struct shl_c920_option *c920_option = shl_mem_alloc(sizeof(struct shl_c920_option)); + struct shl_ref_graph *graph = shl_mem_alloc(sizeof(struct shl_ref_graph)); + struct shl_gref_target_data *target_data = shl_mem_alloc(sizeof(struct shl_gref_target_data)); + target_data->graph = graph; + c920_option->base.use_packn_layout = 1; // c920 set use_packn_layout true default + target_data->cpu_option = c920_option; + sess->td = target_data; + shl_c920_set_binary_model_op_init(sess, false); + sess->base_layout = CSINN_LAYOUT_NCHW; +} + +void shl_c920_session_deinit(struct csinn_session *sess) +{ + struct shl_ref_graph *graph = shl_gref_get_graph(sess); + shl_mem_free(graph->input); + shl_mem_free(graph->output); + struct shl_c920_option *c920_option = shl_c920_get_graph_option(sess); + if (c920_option) { + shl_mem_free(c920_option); + } +} + +static int pre_init(struct shl_node *node) +{ + /* base has same address with params */ + struct csinn_params_base *params = node->data; + + int (*func)(); + + int org_rm = params->sess->base_run_mode; + params->sess->base_run_mode = CSINN_RM_LAYER; + struct csinn_callback *cb = shl_gref_best_callback(node); + + params->sess->base_run_mode = org_rm; + + return CSINN_TRUE; +} + +static int init_op(struct shl_node *node) +{ + /* base has same address with params */ + struct csinn_params_base *params = node->data; + struct csinn_callback *cb = params->cb; + + if (cb->init != NULL) { + if (shl_gref_call_layer_func(cb->init, node) != CSINN_TRUE) { + return CSINN_FALSE; + } + } + + return CSINN_TRUE; +} + +static void sess_op_init(struct csinn_session *sess) +{ + struct shl_ref_graph *graph = shl_gref_get_graph(sess); + + // pre init, find best callback + for (int i = 0; i < graph->layer_index; i++) { + struct shl_node *n = graph->layer[i]; + if (n->type >= 0 && n->type < CSINN_OP_SIZE) { + pre_init(n); + } else { + shl_debug_error("Unknown layer\n"); + return; + } + } + + // different layout + bool use_packn = true; + for (int i = 0; i < graph->layer_index; i++) { + struct csinn_params_base *curr_params = graph->layer[i]->data; + if (curr_params->api == CSINN_TVMGEN) { + use_packn = false; + break; + } + } + shl_c920_set_packn_layout(sess, use_packn); + + // call init + for (int i = 0; i < graph->layer_index; i++) { + struct shl_node *n = graph->layer[i]; + if (n->type >= 0 && n->type < CSINN_OP_SIZE) { + init_op(n); + } else { + shl_debug_error("Unknown layer\n"); + return; + } + } +} + +void shl_c920_session_setup(struct csinn_session *sess) +{ + struct shl_ref_graph *graph = shl_gref_get_graph(sess); + struct shl_node *n; + FILE *b; + char *path; + int bm_offset = 8192; + struct shl_binary_model_section_info *sinfo; + bool save_binary_model = false; + + if (sess->model.save_mode == CSINN_SAVE_AND_RUN || sess->model.save_mode == CSINN_SAVE_ONLY) { + if (sess->base_dtype == CSINN_DTYPE_FLOAT16 || sess->base_dtype == CSINN_DTYPE_FLOAT32) { + save_binary_model = true; + } else { + shl_debug_warning("Unsupport to save this dtype binary model yet\n"); + } + } + + struct shl_ref_graph *ggraph = graph; + + sess_op_init(sess); + + for (int i = 0; i < ggraph->layer_index; i++) { + n = ggraph->layer[i]; + for (int j = 0; j < n->in_num; j++) { + if (n->in[j]->ref_count_init > 0) { + n->in[j]->ref_count_init++; + } + } + if (n->type != CSINN_SUBGRAPH) { + for (int k = 0; k < n->out_num; k++) { + n->out[k]->ref_count_init++; + } + } + } + + for (int i = 0; i < ggraph->output_num; i++) { + ggraph->output[i]->ref_count_init++; + } + + if (save_binary_model) { + if (sess->model.bm_path == NULL) { + path = "shl.hhb.bm"; + } else { + path = sess->model.bm_path; + } + b = fopen(path, "wb"); + shl_dump_bm_header(b); + + /* TODO: start from more */ + bm_offset = 8192; + fseek(b, bm_offset, SEEK_SET); + sinfo = shl_mem_alloc(sizeof(struct shl_binary_model_section_info)); + + /* only dump top(global) graph, unsupport subgraph */ + fseek(b, bm_offset, SEEK_SET); + int ggraph_size = shl_dump_bm_graph_struct_section(b, ggraph); + sinfo->sections[0].graph_offset = bm_offset / 4096; + sinfo->sections[0].graph_size = ggraph_size; + bm_offset = shl_gref_size_align(bm_offset + ggraph_size, 4096); + + fseek(b, bm_offset, SEEK_SET); + int info_size = shl_dump_bm_graph_info_section(b, sess); + sinfo->sections[0].info_offset = bm_offset / 4096; + sinfo->sections[0].info_size = info_size; + bm_offset = shl_gref_size_align(bm_offset + info_size, 4096); + + /* save section info */ + sinfo->section_num = 2; + fseek(b, 4096, SEEK_SET); + shl_dump_bm_section_info(b, sinfo); + fclose(b); + } +} + +/* use tensor name to match same */ +static void merge_output(struct shl_ref_graph *graph, struct csinn_session *sess) +{ + /* match graph output */ + for (int i = 0; i < graph->output_num; i++) { + struct shl_node *gnode = graph->output[i]; + char *sname = gnode->name; + for (int j = 0; j < graph->layer_index; j++) { + struct shl_node *node = graph->layer[j]; + for (int m = 0; m < node->out_num; m++) { + if (strcmp(node->name, sname) == 0) { + /* TODO: free graph output node */ + graph->output[i] = node->out[m]; + break; + } + } + } + } + + for (int i = 0; i < sess->input_num; i++) { + /* TODO: free sess output node */ + sess->input[i] = graph->input[i]->data; + } + + for (int i = 0; i < sess->output_num; i++) { + /* TODO: free sess output node */ + sess->output[i] = graph->output[i]->data; + } +} + +static void graph_match_session(struct shl_ref_graph *graph, struct csinn_session *sess) +{ + struct shl_gref_target_data *td = sess->td; + td->graph = graph; + + for (int i = 0; i < graph->layer_index; i++) { + struct shl_node *n = graph->layer[i]; + /* fix op callback, skip subgraph */ + if (n->type < CSINN_OP_SIZE) { + struct csinn_params_base *base = n->data; + base->sess = sess; + struct csinn_tensor *input = n->in[0]->data; + + int org_rm = base->sess->base_run_mode; + base->sess->base_run_mode = CSINN_RM_LAYER; + shl_op_callback_map(base, n->type, input->dtype); + base->sess->base_run_mode = org_rm; + } + } +} + +int shl_c920_load_binary_model(struct csinn_session *sess) +{ + char *bm_base = sess->model.bm_addr; + struct shl_binary_model_section_info *sinfo = + (struct shl_binary_model_section_info *)(bm_base + 4096); + struct shl_ref_graph *ggraph = shl_mem_alloc(sizeof(struct shl_ref_graph)); + shl_bm_graph_struct_load( + ggraph, (struct shl_ref_graph *)(bm_base + sinfo->sections[0].graph_offset * 4096)); + graph_match_session(ggraph, sess); + merge_output(ggraph, sess); + shl_c920_set_binary_model_op_init(sess, true); + sess_op_init(sess); + + return CSINN_TRUE; +} + +int shl_c920_get_output(int index, struct csinn_tensor *output, struct csinn_session *sess) +{ + struct csinn_tensor *sess_output = sess->output[index]; + struct shl_c920_option *option = shl_c920_get_graph_option(sess); + if (option && option->base.use_packn_layout) { + if (output->layout == CSINN_LAYOUT_NC1DHWC0 || output->layout == CSINN_LAYOUT_NC1HWC0 || + output->layout == CSINN_LAYOUT_NC1WC0 || output->layout == CSINN_LAYOUT_NC1C0) { + if (output->dtype == CSINN_DTYPE_FLOAT32) { + shl_rvv_tensor_nc1xc0_to_ndarray_inplace_fp32(output); + } else if (output->dtype == CSINN_DTYPE_FLOAT16) { + shl_rvv_tensor_nc1xc0_to_ndarray_inplace_fp16(output); + } else if (output->dtype == CSINN_DTYPE_INT8) { + shl_rvv_tensor_nc1xc0_to_ndarray_inplace_int8(output); + } else { + shl_debug_error("c920 get output unsupported dtype: %d\n", output->dtype); + return CSINN_UNSUPPORT_DTYPE; + } + + /* TODO: unset sess_output, alloc another data space and copy to output */ + sess_output->dim[1] = + sess_output->dim[1] * sess_output->dim[sess_output->dim_count - 1]; + sess_output->dim[sess_output->dim_count - 1] = 0; + sess_output->dim_count = sess_output->dim_count - 1; + if (sess_output->layout == CSINN_LAYOUT_NC1DHWC0) { + sess_output->layout = CSINN_LAYOUT_NCDHW; + } else if (sess_output->layout == CSINN_LAYOUT_NC1HWC0) { + sess_output->layout = CSINN_LAYOUT_NCHW; + } else if (sess_output->layout == CSINN_LAYOUT_NC1WC0) { + sess_output->layout = CSINN_LAYOUT_NCW; + } else if (sess_output->layout == CSINN_LAYOUT_NC1C0) { + sess_output->layout = CSINN_LAYOUT_NC; + } + } + } + + return CSINN_TRUE; +} + +void *shl_c920_runtime_callback(int api) +{ + switch (api) { + case CSINN_SESSION_INIT: + return shl_c920_session_init; + break; + case CSINN_SESSION_DEINIT: + return shl_c920_session_deinit; + break; + case CSINN_SESSION_SETUP: + return shl_c920_session_setup; + break; + case CSINN_LOAD_BG: + return shl_c920_load_binary_model; + break; + case CSINN_GET_OUTPUT: + return shl_c920_get_output; + break; + case CSINN_SESSION_RUN: + case CSINN_UPDATE_INPUT: + case CSINN_UPDATE_OUTPUT: + case CSINN_SET_INPUT_NUMBER: + case CSINN_SET_OUTPUT_NUMBER: + case CSINN_SET_INPUT: + case CSINN_SET_OUTPUT: + case CSINN_GET_INPUT: + case CSINN_TENSOR_ENTRY: + return shl_gref_runtime_callback(api); + break; + default: + shl_debug_info("%s: Cannot find callback\n", __func__); + break; + } + return NULL; +} + void shl_target_init_c920() { shl_c920_reg_op(CSINN_DTYPE_FLOAT32, CSINN_OP_CONV2D, shl_c920_conv2d_init_fp32, NULL, shl_gref_conv2d, shl_c920_conv2d_cap); + shl_c920_reg_op(CSINN_DTYPE_FLOAT32, CSINN_OP_GROUP_CONV2D, shl_c920_conv2d_init_fp32, NULL, + shl_gref_group_conv2d, shl_c920_conv2d_cap); shl_c920_reg_op(CSINN_DTYPE_FLOAT16, CSINN_OP_CONV2D, shl_c920_conv2d_init_fp16, NULL, shl_gref_conv2d, shl_c920_conv2d_cap); + shl_c920_reg_op(CSINN_DTYPE_FLOAT16, CSINN_OP_GROUP_CONV2D, shl_c920_conv2d_init_fp16, NULL, + shl_gref_group_conv2d, shl_c920_conv2d_cap); + + shl_c920_reg_op(CSINN_DTYPE_FLOAT32, CSINN_OP_MATMUL, shl_c920_matmul_init_fp32, NULL, + shl_gref_matmul, shl_c920_matmul_cap); + shl_c920_reg_op(CSINN_DTYPE_FLOAT16, CSINN_OP_MATMUL, shl_c920_matmul_init_fp16, NULL, + shl_gref_matmul, shl_c920_matmul_cap); shl_register_op_callback(CSINN_C920, shl_cb_map_c920); - shl_register_runtime_callback(CSINN_C920, shl_gref_runtime_callback); + shl_register_runtime_callback(CSINN_C920, shl_c920_runtime_callback); } diff --git a/source/c920_opt/shl_c920_cap.h b/source/c920_opt/shl_c920_cap.h index 661b033f..21a547e1 100644 --- a/source/c920_opt/shl_c920_cap.h +++ b/source/c920_opt/shl_c920_cap.h @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #ifndef INCLUDE_SHL_C920_CAP_H_ #define INCLUDE_SHL_C920_CAP_H_ @@ -28,4 +26,7 @@ int shl_c920_conv2d_cap(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params); +int shl_c920_matmul_cap(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, struct csinn_matmul_params *params); + #endif // INCLUDE_SHL_C920_CAP_H_ diff --git a/source/c920_opt/shl_c920_f32_to_i8.S b/source/c920_opt/shl_c920_f32_to_i8.S new file mode 100644 index 00000000..0bbee52b --- /dev/null +++ b/source/c920_opt/shl_c920_f32_to_i8.S @@ -0,0 +1,49 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/************************************************************************************************** + + void shl_c920_f32_to_i8(const float *input, + int8_t *output, + int32_t offset, + float *scale, + uint32_t length) + + Algorithm works as follows: + (1) + + register definition: + a0: input addr + a1: output addr + a2: offset + a3: scale point + a4: element length + + *************************************************************************************************/ +#define SHL_C906_F32_TO_8 shl_c920_f32_to_i8 +#define SHL_C906_F32_TO_8_SIGNED + + .file "shl_c920_f32_to_i8.S" + .section .text.SHL_C906_F32_TO_8, "ax", @progbits + .align 5 + .global SHL_C906_F32_TO_8 + .type SHL_C906_F32_TO_8, @function + +#include "../c906_opt/shl_c906_f32_to_u8.S" + +#undef SHL_C906_F32_TO_8_SIGNED diff --git a/source/c920_opt/shl_c920_f32_to_u8.S b/source/c920_opt/shl_c920_f32_to_u8.S new file mode 100644 index 00000000..6418e233 --- /dev/null +++ b/source/c920_opt/shl_c920_f32_to_u8.S @@ -0,0 +1,46 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/************************************************************************************************** + + void shl_c920_f32_to_u8(const float *input, + uint8_t *output, + int32_t offset, + float *scale, + uint32_t length) + + Algorithm works as follows: + (1) + + register definition: + a0: input addr + a1: output addr + a2: offset + a3: scale point + a4: element length + + *************************************************************************************************/ +#define SHL_C906_F32_TO_8 shl_c920_f32_to_u8 + + .file "shl_c920_f32_to_u8.S" + .section .text.SHL_C906_F32_TO_8, "ax", @progbits + .align 5 + .global SHL_C906_F32_TO_8 + .type SHL_C906_F32_TO_8, @function + +#include "../c906_opt/shl_c906_f32_to_u8.S" diff --git a/source/c920_opt/shl_c920_i8_to_f32.S b/source/c920_opt/shl_c920_i8_to_f32.S new file mode 100644 index 00000000..0ef68242 --- /dev/null +++ b/source/c920_opt/shl_c920_i8_to_f32.S @@ -0,0 +1,49 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/************************************************************************************************** + + void shl_c920_i8_to_f32(const int8_t *input, + float *output, + int32_t offset, + float *scale, + uint32_t length) + + Algorithm works as follows: + (1) + + register definition: + a0: input addr + a1: output addr + a2: offset + a3: scale point + a4: element length + + *************************************************************************************************/ +#define SHL_C906_8_TO_F32 shl_c920_i8_to_f32 +#define SHL_C906_8_TO_F32_SIGNED + + .file "shl_c920_i8_to_f32.S" + .section .text.SHL_C906_8_TO_F32, "ax", @progbits + .align 5 + .global SHL_C906_8_TO_F32 + .type SHL_C906_8_TO_F32, @function + +#include "../c906_opt/shl_c906_u8_to_f32.S" + +#undef SHL_C906_8_TO_F32_SIGNED diff --git a/source/c920_opt/shl_c920_u8_to_f32.S b/source/c920_opt/shl_c920_u8_to_f32.S new file mode 100644 index 00000000..f76b2215 --- /dev/null +++ b/source/c920_opt/shl_c920_u8_to_f32.S @@ -0,0 +1,46 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +/************************************************************************************************** + + void shl_c920_u8_to_f32(const uint8_t *input, + float *output, + int32_t offset, + float *scale, + uint32_t length) + + Algorithm works as follows: + (1) + + register definition: + a0: input addr + a1: output addr + a2: offset + a3: scale point + a4: element length + + *************************************************************************************************/ +#define SHL_C906_8_TO_F32 shl_c920_u8_to_f32 + + .file "shl_c920_u8_to_f32.S" + .section .text.SHL_C906_8_TO_F32, "ax", @progbits + .align 5 + .global SHL_C906_8_TO_F32 + .type SHL_C906_8_TO_F32, @function + +#include "../c906_opt/shl_c906_u8_to_f32.S" diff --git a/source/c920_opt/utils.c b/source/c920_opt/utils.c new file mode 100644 index 00000000..f324bf0f --- /dev/null +++ b/source/c920_opt/utils.c @@ -0,0 +1,100 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#include "shl_c920.h" + +// Only dtype conversion is supported. Layout conversion is not supported. +void *shl_c920_f32_to_input_dtype(uint32_t index, float *data, struct csinn_session *sess) +{ + struct csinn_tensor *t = sess->input[index]; + float scale = t->qinfo->scale; + int32_t zero_point = t->qinfo->zero_point; + uint32_t size = csinn_tensor_size(t); + void *ret_data; + if (t->dtype == CSINN_DTYPE_UINT8) { + ret_data = shl_mem_alloc(size * sizeof(uint8_t)); + shl_c920_f32_to_u8(data, ret_data, zero_point, &scale, size); + } else if (t->dtype == CSINN_DTYPE_INT8) { + ret_data = shl_mem_alloc(size * sizeof(int8_t)); + shl_c920_f32_to_i8(data, ret_data, zero_point, &scale, size); + } else if (t->dtype == CSINN_DTYPE_INT16) { + ret_data = shl_mem_alloc(size * sizeof(int16_t)); + shl_rvv_f32_to_i16(data, (int16_t *)ret_data, zero_point, &scale, size); + } else if (t->dtype == CSINN_DTYPE_INT32) { + ret_data = shl_mem_alloc(size * sizeof(int32_t)); + shl_rvv_f32_to_i32(data, (int32_t *)ret_data, zero_point, &scale, size); + } else if (t->dtype == CSINN_DTYPE_INT64) { + ret_data = shl_mem_alloc(size * sizeof(int64_t)); + shl_rvv_f32_to_i64(data, (int64_t *)ret_data, size); + } else if (t->dtype == CSINN_DTYPE_FLOAT16) { + ret_data = shl_mem_alloc(size * sizeof(__fp16)); + shl_rvv_f32_to_f16(data, (__fp16 *)ret_data, &scale, size); + } else if (t->dtype == CSINN_DTYPE_FLOAT32) { + ret_data = shl_mem_alloc(size * sizeof(float)); + memcpy(ret_data, data, csinn_tensor_byte_size(t)); + } else { + ret_data = shl_ref_f32_to_input_dtype(index, data, sess); + } + return ret_data; +} + +// Only dtype conversion is supported. Layout conversion is not supported. +float *shl_c920_output_to_f32_dtype(uint32_t index, void *data, struct csinn_session *sess) +{ + struct csinn_tensor *t = sess->output[index]; + float scale = t->qinfo->scale; + int32_t zero_point = t->qinfo->zero_point; + uint32_t size = csinn_tensor_size(t); + float *ret_data = (float *)shl_mem_alloc(size * sizeof(float)); + + if (t->dtype == CSINN_DTYPE_UINT8) { + shl_c920_u8_to_f32(data, ret_data, zero_point, &scale, size); + } else if (t->dtype == CSINN_DTYPE_INT8) { + shl_c920_i8_to_f32(data, ret_data, zero_point, &scale, size); + } else if (t->dtype == CSINN_DTYPE_INT16) { + shl_rvv_i16_to_f32((int16_t *)data, ret_data, zero_point, &scale, size); + } else if (t->dtype == CSINN_DTYPE_INT32) { + shl_rvv_i32_to_f32((int32_t *)data, ret_data, zero_point, &scale, size); + } else if (t->dtype == CSINN_DTYPE_INT64) { + shl_rvv_i64_to_f32((int64_t *)data, ret_data, size); + } else if (t->dtype == CSINN_DTYPE_FLOAT16) { + shl_rvv_f16_to_f32((__fp16 *)data, ret_data, &scale, size); + } else if (t->dtype == CSINN_DTYPE_FLOAT32) { + memcpy(ret_data, data, csinn_tensor_byte_size(t)); + } else { + shl_debug_error("output_to_f32 unsupported dtype: %d\n", t->dtype); + return NULL; + } + return ret_data; +} + +bool shl_c920_get_binary_model_op_init(struct csinn_session *sess) +{ + struct shl_c920_option *option = shl_c920_get_graph_option(sess); + if (option && option->base.binary_model_op_init) { + return true; + } else { + return false; + } +} + +void shl_c920_set_binary_model_op_init(struct csinn_session *sess, bool value) +{ + struct shl_c920_option *option = shl_c920_get_graph_option(sess); + option->base.binary_model_op_init = value; +} diff --git a/source/c920_opt/yolov5.c b/source/c920_opt/yolov5.c new file mode 100644 index 00000000..2295bc58 --- /dev/null +++ b/source/c920_opt/yolov5.c @@ -0,0 +1,329 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#include "shl_c920.h" + +static void qsort_desc_fp32(int32_t *box_idx, float *scores, int left, int right) +{ + int i = left; + int j = right; + float p = scores[(left + right) / 2]; + while (i <= j) { + while (scores[i] > p) { + i++; + } + while (scores[j] < p) { + j--; + } + if (i <= j) { + int32_t tmp_idx = box_idx[i]; + box_idx[i] = box_idx[j]; + box_idx[j] = tmp_idx; + float tmp_score = scores[i]; + scores[i] = scores[j]; + scores[j] = tmp_score; + i++; + j--; + } + } + if (j > left) { + qsort_desc_fp32(box_idx, scores, left, j); + } + if (i < right) { + qsort_desc_fp32(box_idx, scores, i, right); + } +} + +static float get_iou_fp32(const struct shl_yolov5_box box1, const struct shl_yolov5_box box2) +{ + float x1 = fmax(box1.x1, box2.x1); + float y1 = fmax(box1.y1, box2.y1); + float x2 = fmin(box1.x2, box2.x2); + float y2 = fmin(box1.y2, box2.y2); + float inter_area = fmax(0, x2 - x1) * fmax(0, y2 - y1); + float iou = inter_area / (box1.area + box2.area - inter_area); + return iou; +} + +static int non_max_suppression_fp32(struct shl_yolov5_box *boxes, int32_t *indices, float iou_thres, + int box_num) +{ + float *scores = (float *)shl_mem_alloc(box_num * sizeof(float)); + int32_t *box_indices = (int32_t *)shl_mem_alloc(box_num * sizeof(int32_t)); + for (int i = 0; i < box_num; i++) { + scores[i] = boxes[i].score; + box_indices[i] = i; + } + qsort_desc_fp32(box_indices, scores, 0, box_num - 1); + + int box_cnt = 0; + for (int i = 0; i < box_num; i++) { + bool keep = true; + int32_t box_idx = box_indices[i]; + struct shl_yolov5_box box1 = boxes[box_idx]; + for (int j = 0; j < box_cnt; j++) { + struct shl_yolov5_box box2 = boxes[indices[j]]; + float iou = get_iou_fp32(box1, box2); + if (iou > iou_thres) { + keep = false; + } + } + if (keep) { + indices[box_cnt++] = box_idx; + } + } + + shl_mem_free(box_indices); + shl_mem_free(scores); + + return box_cnt; +} + +static inline float sigmoid(float x) { return 1.0f / (1.0f + exp(-x)); } + +static void proposal_fp32(struct csinn_tensor *input, const float *anchors, int stride, + float conf_thres, struct shl_yolov5_box *box, int *box_num) +{ + /* [1, 255, y, x] -> [1, 3, 85, y, x] */ + float *data = (float *)input->data; + const int num_anchors = 3; + const int inner_size = input->dim[1] / 3; + const int grid_x = input->dim[2]; + const int grid_y = input->dim[3]; + const int grid_size = grid_x * grid_y; + + /* sigmoid(x) > t <=> x > -ln(1/t-1) */ + float threshold = -log(1.f / conf_thres - 1.f); + + float *feat_tmp = (float *)shl_mem_alloc(inner_size * sizeof(float)); + + for (int q = 0; q < num_anchors; q++) { + const float *feat = data + q * inner_size * grid_size; + const float anchor_w = anchors[q * 2]; + const float anchor_h = anchors[q * 2 + 1]; + for (int i = 0; i < grid_x; i++) { + for (int j = 0; j < grid_y; j++) { + const float *featptr = feat + (i * grid_y + j); + float box_score = featptr[4 * grid_size]; + if (box_score <= threshold) { + continue; + } + + int k = 0; + while (k < inner_size) { + int vl = vsetvl_e32m4(inner_size - k); + vfloat32m4_t _tmp = + vlse32_v_f32m4(featptr + k * grid_size, grid_size * sizeof(float), vl); + vse32_v_f32m4(feat_tmp + k, _tmp, vl); + k += vl; + } + + float max_score = -FLT_MAX; + int max_idx = -1; + for (int k = 5; k < inner_size; k++) { + float score = feat_tmp[k]; + if (score > max_score) { + max_score = score; + max_idx = k - 5; + } + } + + float box_conf = sigmoid(box_score); + float class_conf = box_conf * sigmoid(max_score); + if (class_conf <= conf_thres) { + continue; + } + + float dx = sigmoid(feat_tmp[0]); + float dy = sigmoid(feat_tmp[1]); + float dw = sigmoid(feat_tmp[2]); + float dh = sigmoid(feat_tmp[3]); + + float pb_cx = (dx * 2.f - 0.5f + j) * stride; + float pb_cy = (dy * 2.f - 0.5f + i) * stride; + + float pb_w = powf(dw * 2.f, 2) * anchor_w; + float pb_h = powf(dh * 2.f, 2) * anchor_h; + + box[*box_num].x1 = pb_cx - pb_w * 0.5f; + box[*box_num].y1 = pb_cy - pb_h * 0.5f; + box[*box_num].x2 = pb_cx + pb_w * 0.5f; + box[*box_num].y2 = pb_cy + pb_h * 0.5f; + box[*box_num].label = max_idx; + box[*box_num].score = class_conf; + box[*box_num].area = + (box[*box_num].x2 - box[*box_num].x1) * (box[*box_num].y2 - box[*box_num].y1); + *box_num += 1; + } + } + } + + shl_mem_free(feat_tmp); +} + +static void proposal_uint8(struct csinn_tensor *input, const float *anchors, int stride, + float conf_thres, struct shl_yolov5_box *box, int *box_num) +{ + /* [1, 255, y, x] -> [1, 3, 85, y, x] */ + uint8_t *data = (uint8_t *)input->data; + const int num_anchors = 3; + const int inner_size = input->dim[1] / 3; + const int grid_x = input->dim[2]; + const int grid_y = input->dim[3]; + const int grid_size = grid_x * grid_y; + + float scale = input->qinfo->scale; + int32_t zero_point = input->qinfo->zero_point; + + /* sigmoid(x) > t <=> x > -ln(1/t-1) */ + float threshold = -log(1.f / conf_thres - 1.f); + uint8_t threshold_u8 = nearbyint(threshold / scale + zero_point); + + uint8_t *feat_u8 = (uint8_t *)shl_mem_alloc(inner_size * sizeof(uint8_t)); + float *feat_tmp = (float *)shl_mem_alloc(inner_size * sizeof(float)); + + for (int q = 0; q < num_anchors; q++) { + const uint8_t *feat = data + q * inner_size * grid_size; + const float anchor_w = anchors[q * 2]; + const float anchor_h = anchors[q * 2 + 1]; + for (int i = 0; i < grid_x; i++) { + for (int j = 0; j < grid_y; j++) { + const uint8_t *featptr = feat + (i * grid_y + j); + uint8_t box_score_u8 = featptr[4 * grid_size]; + if (box_score_u8 <= threshold_u8) { + continue; + } + + int k = 0; + while (k < inner_size) { + int vl = vsetvl_e8m1(inner_size - k); + vuint8m1_t _u8 = + vlse8_v_u8m1(featptr + k * grid_size, grid_size * sizeof(uint8_t), vl); + vse8_v_u8m1(feat_u8 + k, _u8, vl); + k += vl; + } + shl_c920_u8_to_f32(feat_u8, feat_tmp, zero_point, &scale, inner_size); + + float max_score = -FLT_MAX; + int max_idx = -1; + for (int k = 5; k < inner_size; k++) { + float score = feat_tmp[k]; + if (score > max_score) { + max_score = score; + max_idx = k - 5; + } + } + + float box_score = ((float)box_score_u8 - zero_point) * scale; + float box_conf = sigmoid(box_score); + float class_conf = box_conf * sigmoid(max_score); + if (class_conf <= conf_thres) { + continue; + } + + float dx = sigmoid(feat_tmp[0]); + float dy = sigmoid(feat_tmp[1]); + float dw = sigmoid(feat_tmp[2]); + float dh = sigmoid(feat_tmp[3]); + + float pb_cx = (dx * 2.f - 0.5f + j) * stride; + float pb_cy = (dy * 2.f - 0.5f + i) * stride; + + float pb_w = powf(dw * 2.f, 2) * anchor_w; + float pb_h = powf(dh * 2.f, 2) * anchor_h; + + box[*box_num].x1 = pb_cx - pb_w * 0.5f; + box[*box_num].y1 = pb_cy - pb_h * 0.5f; + box[*box_num].x2 = pb_cx + pb_w * 0.5f; + box[*box_num].y2 = pb_cy + pb_h * 0.5f; + box[*box_num].label = max_idx; + box[*box_num].score = class_conf; + box[*box_num].area = + (box[*box_num].x2 - box[*box_num].x1) * (box[*box_num].y2 - box[*box_num].y1); + *box_num += 1; + } + } + } + + shl_mem_free(feat_u8); + shl_mem_free(feat_tmp); +} + +int shl_c920_detect_yolov5_postprocess(struct csinn_tensor **input_tensors, + struct shl_yolov5_box *out, struct shl_yolov5_params *params) +{ + /* [1, 255, x, y] */ + struct csinn_tensor *input0 = input_tensors[0]; + struct csinn_tensor *input1 = input_tensors[1]; + struct csinn_tensor *input2 = input_tensors[2]; + if (!((input0->dtype == CSINN_DTYPE_FLOAT32 && input1->dtype == CSINN_DTYPE_FLOAT32 && + input2->dtype == CSINN_DTYPE_FLOAT32) || + (input0->dtype == CSINN_DTYPE_UINT8 && input1->dtype == CSINN_DTYPE_UINT8 && + input2->dtype == CSINN_DTYPE_UINT8))) { + shl_debug_error("yolov5 posprocess unsupported dtype: %d", input0->dtype); + return 0; + } + + const int max_box = (input0->dim[2] * input0->dim[3] + input1->dim[2] * input1->dim[3] + + input2->dim[2] * input2->dim[3]) * + 3; + + const float conf_thres = params->conf_thres; + const float iou_thres = params->iou_thres; + const int32_t *strides = params->strides; + const float *anchors = params->anchors; + + if (!(conf_thres > 0.f && conf_thres < 1.f)) { + shl_debug_error("Confidence threshold must be between 0 and 1!"); + return 0; + } + + struct shl_yolov5_box proposals[max_box]; + int box_num = 0; + if (input0->dtype == CSINN_DTYPE_FLOAT32 && input1->dtype == CSINN_DTYPE_FLOAT32 && + input2->dtype == CSINN_DTYPE_FLOAT32) { + proposal_fp32(input0, anchors, strides[0], conf_thres, proposals, &box_num); + proposal_fp32(input1, anchors + 6, strides[1], conf_thres, proposals, &box_num); + proposal_fp32(input2, anchors + 12, strides[2], conf_thres, proposals, &box_num); + } else if (input0->dtype == CSINN_DTYPE_UINT8 && input1->dtype == CSINN_DTYPE_UINT8 && + input2->dtype == CSINN_DTYPE_UINT8) { + proposal_uint8(input0, anchors, strides[0], conf_thres, proposals, &box_num); + proposal_uint8(input1, anchors + 6, strides[1], conf_thres, proposals, &box_num); + proposal_uint8(input2, anchors + 12, strides[2], conf_thres, proposals, &box_num); + } + + if (box_num == 0) { + return 0; + } + + int32_t *indices = (int32_t *)shl_mem_alloc(box_num * sizeof(int32_t)); + int num = non_max_suppression_fp32(proposals, indices, iou_thres, box_num); + + for (int i = 0; i < num; i++) { + int idx = indices[i]; + out[i].label = proposals[idx].label; + out[i].score = proposals[idx].score; + out[i].x1 = proposals[idx].x1; + out[i].y1 = proposals[idx].y1; + out[i].x2 = proposals[idx].x2; + out[i].y2 = proposals[idx].y2; + } + + shl_mem_free(indices); + return num; +} diff --git a/source/e804_opt/activation/shl_xt800p_nn_activations_q15.S b/source/e804_opt/activation/shl_xt800p_nn_activations_q15.S deleted file mode 100644 index 82ef7c11..00000000 --- a/source/e804_opt/activation/shl_xt800p_nn_activations_q15.S +++ /dev/null @@ -1,143 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800p_nn_activations_q15.S - * @brief Q15 neural network activation function using direct table look-up. - * @version V1.0 - * @date 01. June 2018 - ******************************************************************************/ -.import sigmoidTable_q15 -.import tanhTable_q15 - -/* - *void shl_xt800p_nn_activations_direct_q15(q15_t * data, - * uint16_t size, - * uint16_t int_width, - * shl_xt800p_nn_activation_type type) - */ - - .file "shl_xt800p_nn_activations_q15.S" - .section .text.shl_xt800p_nn_activations_direct_q15,"ax",@progbits - .align 2 - .global shl_xt800p_nn_activations_direct_q15 - .type shl_xt800p_nn_activations_direct_q15, @function - -shl_xt800p_nn_activations_direct_q15: - push l0, l1, l2, l3, l4, l5, l6, l7, l8, l9 - lrw l0, sigmoidTable_q15 - lrw l1, tanhTable_q15 - cmplti a3, 1 - movt l2, l0 - movf l2, l1 - - mov l0, a0 - lrw l1, 0x7ff07ff - movi l3, 11 - subu l3, l3, a2 // shift_size - plsr.u16 l1, l1, a2 // bit_mask - lrw a3, 0x10001 - padd.16 l4, l1, a3 // full_frac - - - lsri t9, a1, 2 - bez t9, .L1 - -.L0: - pldbi.d t0, (a0) // in - pasr.s16 t2, t0, l3 // in >> shift_size - pasr.s16 t3, t1, l3 - and t0, t0, l1 // frac = in & bit_mask - and t1, t1, l1 - padd.16 t4, t2, a3 - padd.16 t5, t3, a3 - pclipi.s16 t2, t2, 8 // __SSAT(8) - pclipi.s16 t3, t3, 8 - pclipi.s16 t4, t4, 8 - pclipi.s16 t5, t5, 8 - - zextb t6, t2 - xtrb1 t7, t2 - zextb l5, t4 - xtrb1 l6, t4 - ldr.hs t6, (l2, t6 << 1) // value - ldr.hs t7, (l2, t7 << 1) - ldr.hs l5, (l2, l5 << 1) // value2 - ldr.hs l6, (l2, l6 << 1) - - mulll.s16 l8, l5, t0 // value2 * frac - psub.16 l7, l4, t0 // full_frac - frac - mulall.s16.s l8, l7, t6 - mulhl.s16 l9, t0, l6 // value2 * frac - mulahl.s16.s l9, l7, t7 - asr l8, l8, l3 // >> shift_size - asr l9, l9, l3 - pkgll l8, l8, l9 - stbi.w l8, (l0) - - zextb t6, t3 - xtrb1 t7, t3 - zextb l5, t5 - xtrb1 l6, t5 - ldr.hs t6, (l2, t6 << 1) // value - ldr.hs t7, (l2, t7 << 1) - ldr.hs l5, (l2, l5 << 1) // value2 - ldr.hs l6, (l2, l6 << 1) - - mulll.s16 l8, l5, t1 // value2 * frac - psub.16 l7, l4, t1 // full_frac - frac - mulall.s16.s l8, l7, t6 - mulhl.s16 l9, t1, l6 // value2 * frac - mulahl.s16.s l9, l7, t7 - asr l8, l8, l3 // >> shift_size - asr l9, l9, l3 - pkgll l8, l8, l9 - stbi.w l8, (l0) - - bnezad t9, .L0 - -.L1: - andi t9, a1, 3 - bez t9, .L3 - -.L2: - ldbi.h t0, (a0) // in - pasr.s16 t2, t0, l3 // in >> shift_size - and t0, t0, l1 // frac = in & bit_mask - padd.16 t4, t2, a3 - pclipi.s16 t2, t2, 8 // __SSAT(8) - pclipi.s16 t4, t4, 8 - - zextb t6, t2 - zextb l5, t4 - ldr.hs t6, (l2, t6 << 1) // value - ldr.hs l5, (l2, l5 << 1) // value2 - - mulll.s16 l8, l5, t0 // value2 * frac - psub.16 l7, l4, t0 // full_frac - frac - mulall.s16.s l8, l7, t6 - asr l8, l8, l3 // >> shift_size - stbi.h l8, (l0) - - bnezad t9, .L2 - -.L3: - pop l0, l1, l2, l3, l4, l5, l6, l7, l8, l9 - .size shl_xt800p_nn_activations_direct_q15, .-shl_xt800p_nn_activations_direct_q15 -.weak csky_dsp2_nn_activations_direct_q15 -.set csky_dsp2_nn_activations_direct_q15, shl_xt800p_nn_activations_direct_q15 diff --git a/source/e804_opt/activation/shl_xt800p_nn_activations_q7.S b/source/e804_opt/activation/shl_xt800p_nn_activations_q7.S deleted file mode 100644 index 1ae9e7d3..00000000 --- a/source/e804_opt/activation/shl_xt800p_nn_activations_q7.S +++ /dev/null @@ -1,111 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800p_nn_activations_q7.S - * @brief Q7 neural network activation function using direct table look-up. - * @version V1.0 - * @date 05. June 2018 - ******************************************************************************/ - -.import sigmoidTable_q7 -.import tanhTable_q7 -/* - *void shl_xt800p_nn_activations_direct_q7(q7_t * data, - * uint16_t size, - * uint16_t int_width, - * shl_xt800p_nn_activation_type type) - */ - - .file "shl_xt800p_nn_activations_q7.S" - .section .text.shl_xt800p_nn_activations_direct_q7,"ax",@progbits - .align 2 - .global shl_xt800p_nn_activations_direct_q7 - .type shl_xt800p_nn_activations_direct_q7, @function - -shl_xt800p_nn_activations_direct_q7: - push l0, l1, l2, l3, l4, l5, l6, l7 - movi l0, 3 // shift_size = 3 - int_width - subu t2, l0, a2 - lrw l0, sigmoidTable_q7 - lrw l1, tanhTable_q7 - movi t1, 0 - mov l3, a0 - - cmplti a3, 1 // swith(type) - movt l2, l0 - movf l2, l1 - - lsri t0, a1, 3 - bez t0, .L1 - -.L0: - pldbi.d t4, (a0) - pext.u8.e t6, t4 - pext.u8.e t8, t5 - plsr.u16 t6, t6, t2 // int >> shift_size - plsr.u16 t7, t7, t2 - plsr.u16 t8, t8, t2 - plsr.u16 t9, t9, t2 - pkgll l0, t6, t1 - pkghh l1, t6, t1 - pkgll t4, t7, t1 - pkghh t5, t7, t1 - ldr.b l4, (l2, l0 << 0) // table lookup - ldr.b l5, (l2, l1 << 0) - ldr.b l6, (l2, t4 << 0) - ldr.b l7, (l2, t5 << 0) - pkgll l4, l4, l5 - pkgll l5, l6, l7 - narl l4, l4, l5 - stbi.w l4, (l3) - - pkgll l0, t8, t1 - pkghh l1, t8, t1 - pkgll t4, t9, t1 - pkghh t5, t9, t1 - ldr.b l4, (l2, l0 << 0) // table lookup - ldr.b l5, (l2, l1 << 0) - ldr.b l6, (l2, t4 << 0) - ldr.b l7, (l2, t5 << 0) - pkgll l4, l4, l5 - pkgll l5, l6, l7 - narl l4, l4, l5 - stbi.w l4, (l3) - - bnezad t0, .L0 - -.L1: - andi t0, a1, 7 - bez t0, .L3 - -.L2: - ldbi.b t4, (a0) - pext.u8.e t6, t4 - plsr.u16 t6, t6, t2 // int >> shift_size - pkgll l0, t6, t1 - ldr.b l4, (l2, l0 << 0) // table lookup - stbi.b l4, (l3) - - bnezad t0, .L2 - -.L3: - pop l0, l1, l2, l3, l4, l5, l6, l7 - .size shl_xt800p_nn_activations_direct_q7, .-shl_xt800p_nn_activations_direct_q7 -.weak csky_dsp2_nn_activations_direct_q7 -.set csky_dsp2_nn_activations_direct_q7, shl_xt800p_nn_activations_direct_q7 diff --git a/source/e804_opt/activation/shl_xt800p_relu_q15.S b/source/e804_opt/activation/shl_xt800p_relu_q15.S deleted file mode 100644 index 82451c14..00000000 --- a/source/e804_opt/activation/shl_xt800p_relu_q15.S +++ /dev/null @@ -1,74 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800p_relu_q15.S - * @brief Q15 version of ReLU. - * @version V1.0 - * @date 01. June 2018 - ******************************************************************************/ - -/* - *void shl_xt800p_relu_q15(q15_t * data, - * uint16_t size) - */ - - .file "shl_xt800p_relu_q15.S" - .section .text.shl_xt800p_relu_q15,"ax",@progbits - .align 2 - .global shl_xt800p_relu_q15 - .type shl_xt800p_relu_q15, @function - -shl_xt800p_relu_q15: - movi t9, 0 - mov t8, a0 - lsri t7, a1, 3 - bez t7, .L1 - -.L0: - pldbi.d t0, (a0) - pldbi.d t2, (a0) - pmax.s16 t0, t0, t9 - pmax.s16 t1, t1, t9 - pmax.s16 t2, t2, t9 - pmax.s16 t3, t3, t9 - - st.w t0, (t8, 0x0) - st.w t1, (t8, 0x4) - st.w t2, (t8, 0x8) - st.w t3, (t8, 0xc) - addi t8, t8, 16 - - bnezad t7, .L0 - -.L1: - andi t7, a1, 7 - bez t7, .L3 - -.L4: - ldbi.hs t0, (a0) - max.s32 t0, t0, t9 - stbi.h t0, (t8) - - bnezad t7, .L4 - -.L3: - rts - .size shl_xt800p_relu_q15, .-shl_xt800p_relu_q15 -.weak csky_dsp2_relu_q15 -.set csky_dsp2_relu_q15, shl_xt800p_relu_q15 diff --git a/source/e804_opt/activation/shl_xt800p_relu_q7.S b/source/e804_opt/activation/shl_xt800p_relu_q7.S deleted file mode 100644 index 8a4715c1..00000000 --- a/source/e804_opt/activation/shl_xt800p_relu_q7.S +++ /dev/null @@ -1,86 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800p_relu_q7.S - * @brief Q15 version of ReLU. - * @version V1.0 - * @date 01. June 2018 - ******************************************************************************/ - -/* - *void shl_xt800p_relu_q7(q7_t * data, - * uint8_t size) - */ - - .file "shl_xt800p_relu_q7.S" - .section .text.shl_xt800p_relu_q7,"ax",@progbits - .align 2 - .global shl_xt800p_relu_q7 - .type shl_xt800p_relu_q7, @function - -shl_xt800p_relu_q7: - movi t9, 0 - mov t8, a0 - lsri t7, a1, 4 - bez t7, .L1 - -.L0: - pldbi.d t0, (a0) - pldbi.d t2, (a0) - pmax.s8 t0, t0, t9 - pmax.s8 t1, t1, t9 - pmax.s8 t2, t2, t9 - pmax.s8 t3, t3, t9 - - st.w t0, (t8, 0x0) - st.w t1, (t8, 0x4) - st.w t2, (t8, 0x8) - st.w t3, (t8, 0xc) - addi t8, t8, 16 - - bnezad t7, .L0 - -.L1: - andi t7, a1, 31 - lsri t6, t7, 2 - bez t6, .L3 - -.L2: - ldbi.w t0, (a0) - pmax.s8 t0, t0, t9 - stbi.w t0, (t8) - - bnezad t6, .L2 - -.L3: - andi t6, t7, 3 - bez t6, .L5 - -.L4: - ld.bs t0, (a0) - max.s32 t0, t0, t9 - stbi.b t0, (a0) - - bnezad t6, .L4 - -.L5: - rts - .size shl_xt800p_relu_q7, .-shl_xt800p_relu_q7 -.weak csky_dsp2_relu_q7 -.set csky_dsp2_relu_q7, shl_xt800p_relu_q7 diff --git a/source/e804_opt/avgpool.c b/source/e804_opt/avgpool.c deleted file mode 100644 index 0d04ab8c..00000000 --- a/source/e804_opt/avgpool.c +++ /dev/null @@ -1,71 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "e804_function.h" -#include "shl_e804.h" - -static int shl_e804_avgpool2d_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_pool_params *params) -{ - q7_t *input_data = (q7_t *)input->data; - q7_t *output_data = (q7_t *)output->data; - - uint16_t batch = input->dim[0]; - uint16_t in_hw = input->dim[1]; // e.g. in_hw = input->dim[2]; - uint16_t in_c = input->dim[3]; - - uint16_t out_hw = output->dim[1]; // e.g. out_hw = output->dim[2] - - q7_t buffer_tmp[out_hw * out_hw * in_c]; // buffer_size = out_h * out_w * channel - - csky_dsp2_avepool_q7_HWC(input_data, in_hw, in_c, params->filter_height, params->pad_top, - params->stride_height, out_hw, buffer_tmp, output_data); - - return CSINN_TRUE; -} - -int shl_e804_avgpool2d_init_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_pool_params *params) -{ - struct csinn_callback *cb = params->base.cb; - uint8_t flag = 0; - if ((params->pad_top != params->pad_down) || (params->pad_left != params->pad_right) || - (params->pad_top != params->pad_left)) { - flag |= 0x01; - } - if (input->dim[1] != input->dim[2]) { - flag |= 0x02; - } - if (params->filter_height != params->filter_width) { - flag |= 0x04; - } - if (params->stride_height != params->stride_width) { - flag |= 0x08; - } - if (flag > 0) { - shl_debug_warning( - "avgpool q7 is not optimized to achieve under this condition on e804, call reference " - "func replaced.\n"); - cb->exec = shl_ref_avgpool2d_quant; - } else { - cb->exec = shl_e804_avgpool2d_q7; - } - return CSINN_TRUE; -} diff --git a/source/e804_opt/convolution.c b/source/e804_opt/convolution.c deleted file mode 100644 index 37066fe3..00000000 --- a/source/e804_opt/convolution.c +++ /dev/null @@ -1,228 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "e804_function.h" -#include "shl_e804.h" - -static int shl_e804_conv2d_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params) -{ - q7_t *input_data = (q7_t *)input->data; - q7_t *kernel_data = (q7_t *)kernel->data; - q7_t *bias_data = (q7_t *)bias->data; - q7_t *output_data = (q7_t *)output->data; - - uint16_t batch = input->dim[0]; // batch = 1 - uint16_t in_h = input->dim[1]; - uint16_t in_w = input->dim[2]; - uint16_t in_c = input->dim[3]; - - uint16_t out_h = output->dim[1]; - uint16_t out_w = output->dim[2]; - uint16_t out_c = output->dim[3]; - - // kernel_layout: OIHW - uint16_t kernel_h = kernel->dim[2]; - uint16_t kernel_w = kernel->dim[3]; - - uint16_t stride_h = params->stride_height; - uint16_t stride_w = params->stride_width; - - uint16_t pad_x = params->pad_left; - uint16_t pad_y = params->pad_top; - - q15_t buffer_tmp[2 * in_c * kernel_h * - kernel_w]; // buffer_size = in_c * kernel_size * kernel_size - - if ((in_c % 4 == 0) && (out_c % 2 == 0)) { - if ((kernel_h == 1) && (kernel_w == 1)) { - csky_dsp2_convolve_1x1_HWC_q7_fast(input_data, in_w, in_h, in_c, kernel_data, out_c, - bias_data, bias->qinfo->shift, output->qinfo->shift, - output_data, out_w, out_h, buffer_tmp); - } else { - csky_dsp2_convolve_HWC_q7_basic(input_data, in_h, in_c, kernel_data, out_c, kernel_h, - pad_y, stride_h, bias_data, bias->qinfo->shift, - output->qinfo->shift, output_data, out_h, buffer_tmp); - } - } else if (in_c == 3) { - csky_dsp2_convolve_HWC_q7_RGB(input_data, in_h, kernel_data, out_c, kernel_h, pad_y, - stride_h, bias_data, bias->qinfo->shift, output->qinfo->shift, - output_data, out_h, buffer_tmp); - } else { - csky_dsp2_convolve_HWC_q7_basic(input_data, in_h, in_c, kernel_data, out_c, kernel_h, pad_y, - stride_h, bias_data, bias->qinfo->shift, - output->qinfo->shift, output_data, out_h, buffer_tmp); - } - return CSINN_TRUE; -} - -static int shl_e804_conv2d_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params) -{ - q15_t *input_data = (q15_t *)input->data; - q15_t *kernel_data = (q15_t *)kernel->data; - q15_t *bias_data = (q15_t *)bias->data; - q15_t *output_data = (q15_t *)output->data; - - uint16_t batch = input->dim[0]; - uint16_t in_hw = input->dim[1]; // e.g. in_hw = input->dim[2]; - uint16_t in_c = input->dim[3]; - - uint16_t out_hw = output->dim[1]; // e.g. out_hw = output->dim[2] - uint16_t out_c = output->dim[3]; - - uint16_t kernel_size = kernel->dim[2]; // e.g. kernel_size = kernel->dim[3]; - uint16_t stride = params->stride_height; // e.g. stride = params->stride_width - uint16_t padding = - params->pad_top; // e.g. padding = params->down = params->left = params->right - - q15_t buffer_tmp[in_c * kernel_size * - kernel_size]; // buffer_size = in_c * kernel_size * kernel_size - - csky_dsp2_convolve_HWC_q15_basic(input_data, in_hw, in_c, kernel_data, out_c, kernel_size, - padding, stride, bias_data, bias->qinfo->shift, - output->qinfo->shift, output_data, out_hw, buffer_tmp); - - return CSINN_TRUE; -} - -static int shl_e804_depthwise_conv2d_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params) -{ - q7_t *input_data = (q7_t *)input->data; - q7_t *kernel_data = (q7_t *)kernel->data; - q7_t *bias_data = (q7_t *)bias->data; - q7_t *output_data = (q7_t *)output->data; - - uint16_t batch = input->dim[0]; - uint16_t in_hw = input->dim[1]; // e.g. in_hw = input->dim[2]; - uint16_t in_c = input->dim[3]; - - uint16_t out_hw = output->dim[1]; // e.g. out_hw = output->dim[2] - uint16_t out_c = output->dim[3]; - - uint16_t kernel_size = kernel->dim[2]; // e.g. kernel_size = kernel->dim[3]; - uint16_t stride = params->stride_height; // e.g. stride = params->stride_width - uint16_t padding = - params->pad_top; // e.g. padding = params->down = params->left = params->right - - q15_t buffer_tmp[2 * in_c * kernel_size * - kernel_size]; // buffer_size = in_c * kernel_size * kernel_size - - csky_dsp2_depthwise_separable_conv_HWC_q7( - input_data, in_hw, in_c, kernel_data, out_c, kernel_size, padding, stride, bias_data, - bias->qinfo->shift, output->qinfo->shift, output_data, out_hw, buffer_tmp); - - return CSINN_TRUE; -} - -int shl_e804_conv2d_init_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params) -{ - struct csinn_callback *cb = params->base.cb; - uint8_t flag = 0; - if ((params->pad_top != params->pad_down) || (params->pad_left != params->pad_right)) { - flag |= 0x01; - } - if ((input->dim[1] != input->dim[2]) || (kernel->dim[2] != kernel->dim[3]) || - (params->pad_left != params->pad_top) || (params->stride_height != params->stride_width)) { - if ((input->dim[3] % 4 != 0) || (output->dim[3] % 2 != 0)) { - flag |= 0x02; - } else { - if (kernel->dim[2] != 1 || kernel->dim[3] != 1) { - flag |= 0x04; - } - } - } - if (flag > 0) { - shl_debug_warning( - "conv2d q7 is not optimized to achieve under this condition on e804, call reference " - "func replaced.\n"); - cb->exec = shl_ref_conv2d_quant; - } else { - cb->exec = shl_e804_conv2d_q7; - } - return CSINN_TRUE; -} - -int shl_e804_conv2d_init_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params) -{ - struct csinn_callback *cb = params->base.cb; - uint8_t flag = 0; - if ((params->pad_top != params->pad_down) || (params->pad_left != params->pad_right) || - (params->pad_top != params->pad_left)) { - flag |= 0x01; - } - if (input->dim[1] != input->dim[2]) { - flag |= 0x02; - } - if (kernel->dim[2] != kernel->dim[3]) { - flag |= 0x04; - } - if (params->stride_height != params->stride_width) { - flag |= 0x08; - } - if (flag > 0) { - shl_debug_warning( - "conv2d q15 is not optimized to achieve under this condition on e804, call reference " - "func replaced.\n"); - cb->exec = shl_ref_conv2d_quant; - } else { - cb->exec = shl_e804_conv2d_q15; - } - return CSINN_TRUE; -} - -int shl_e804_depthwise_conv2d_init_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params) -{ - struct csinn_callback *cb = params->base.cb; - uint8_t flag = 0; - if ((params->pad_top != params->pad_down) || (params->pad_left != params->pad_right) || - (params->pad_top != params->pad_left)) { - flag |= 0x01; - } - if (input->dim[1] != input->dim[2]) { - flag |= 0x02; - } - if (kernel->dim[2] != kernel->dim[3]) { - flag |= 0x04; - } - if (params->stride_height != params->stride_width) { - flag |= 0x08; - } - if (flag > 0) { - cb->exec = shl_ref_depthwise_conv2d_quant; - shl_debug_warning( - "depthwise_conv2d q7 is not optimized to achieve under this condition on e804, call " - "reference func replaced.\n"); - - } else { - cb->exec = shl_e804_depthwise_conv2d_q7; - } - return CSINN_TRUE; -} diff --git a/source/e804_opt/convolution/shl_xt800p_convolve_1x1_HWC_q7_fast.S b/source/e804_opt/convolution/shl_xt800p_convolve_1x1_HWC_q7_fast.S deleted file mode 100644 index c3b02696..00000000 --- a/source/e804_opt/convolution/shl_xt800p_convolve_1x1_HWC_q7_fast.S +++ /dev/null @@ -1,307 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800p_convolve_1x1_HWC_q7_fast.S - * @brief Fast Q7 vresion of 1x1 convolution (non-square shape). - * @version V1.0 - * @date 05. June 2018 - ******************************************************************************/ - -/* - * void shl_xt800p_convolve_1x1_HWC_q7_fast(const q7_t * Im_in, - * const uint16_t dim_im_in_x, - * const uint16_t dim_im_in_y, - * const uint16_t ch_im_in, - * const q7_t * wt, - * const uint16_t ch_im_out, - * const q7_t * bias, - * const uint16_t bias_shift, - * const uint16_t out_shift, - * q7_t * Im_out, - * const uint16_t dim_im_out_x, - * const uint16_t dim_im_out_y, - * q15_t * bufferA) - * - */ - - .file "shl_xt800p_convolve_1x1_HWC_q7_fast.S" - .section .text.shl_xt800p_convolve_HWC_q7_fast,"ax",@progbits - .align 2 - .global shl_xt800p_convolve_1x1_HWC_q7_fast - .type shl_xt800p_convolve_1x1_HWC_q7_fast, @function - -shl_xt800p_convolve_1x1_HWC_q7_fast: - push l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - subi sp, sp, 8 - st.w a0, (sp, 0x0) - st.w a1, (sp, 0x4) - ld.hs l3, (sp, 0x44) // out_shift - movi l5, 1 - subi l6, l3, 1 - lsl l5, l5, l6 - ld.hs l1, (sp, 0x38) // ch_im_out - ld.hs l6, (sp, 0x40) // bias_shift - ld.w l4, (sp, 0x48) // *im_out - ld.w l7, (sp, 0x54) // *bufferA - - movi t0, 0 // i_out_y - -.L0: - ld.hs t9, (sp, 0x50) // dim_im_out_y - cmplt t0, t9 // i_out_y < dim_im_out_y - bf .L18 - - movi t1, 0 // i_out_x - -.L1: - ld.hs t9, (sp, 0x4c) // dim_im_out_x - cmplt t1, t9 // i_out_x < dim_im_out_x - bf .L17 - - ld.w a0, (sp, 0x0) - ld.w a1, (sp, 0x4) - mult t6, t0, a1 // (i_out_y * dim_im_in_x + i_out_x)*ch_im_in - addu t6, t6, t1 - mult t6, t6, a3 - addu t6, t6, a0 // pSrc - - lsri t2, a3, 3 // ch_im_in >> 4u - bez t2, .L3 - -.L2: - pldbi.d l8, (t6) - stbi.w l8, (l7) - stbi.w l9, (l7) - - bnezad t2, .L2 - -.L3: - andi t2, a3, 7 // ch_im_in & 15u - bez t2, .L4 - -.L24: - ldbi.b l8, (t6) - stbi.b l8, (l7) - - bnezad t2, .L24 - -.L4: - ld.w l8, (sp, 0x54) // *bufferA - ixh l8, l8, a3 - cmpne l7, l8 - bt .L16 - - ld.w l2, (sp, 0x3c) // bias - ld.w t8, (sp, 0x34) // wt - addu t9, t8, a3 - lsri t6, l1, 1 // rowCnt = ch_im_out >> 1u - bez t6, .L10 - -.L5: - ld.w l7, (sp, 0x54) // *bufferA - addu lr, l7, a3 // *pB2 = pB + numCol_A - - ldbi.bs t2, (l2) - ldbi.bs t3, (l2) - lsl.s32.s t2, t2, l6 // sum + bias - lsl.s32.s t3, t3, l6 - add.s32.s t2, t2, l5 // + NN_ROUND - add.s32.s t3, t3, l5 - mov t4, t2 - mov t5, t3 - - lsri t7, a3, 2 // colCnt = numCol_A >> 4u - bez t7, .L7 - -.L6: - ldbi.w l8, (l7) // load 4 data from col1 - ldbi.w l9, (lr) // load 4 data from col2 - ldbi.w a0, (t8) // load 4 data from kernel 1 and 2 - ldbi.w a1, (t9) - mulaca.s8 l0, a0, l8 - mulaca.s8 a0, a0, l9 - mulaca.s8 l8, a1, l8 - mulaca.s8 l9, a1, l9 - - add.s32.s t2, t2, l0 - add.s32.s t3, t3, l8 - add.s32.s t4, t4, a0 - add.s32.s t5, t5, l9 - - bnezad t7, .L6 - -.L7: - andi t7, a3, 3 // colCnt = numCol_A & 15u - bez t7, .L9 - -.L8: - ldbi.bs l8, (l7) // load 1 data from col1 - ldbi.bs l9, (lr) // load 1 data from col2 - ldbi.bs a0, (t8) // load 1 data from kernel 1 and 2 - ldbi.bs a1, (t9) - mula.32.l t2, a0, l8 - mula.32.l t3, a0, l9 - mula.32.l t4, a1, l8 - mula.32.l t5, a1, l9 - - bnezad t7, .L8 - -.L9: - asr t2, t2, l3 - asr t3, t3, l3 - asr t4, t4, l3 - asr t5, t5, l3 - clipi.s32 t2, t2, 8 - clipi.s32 t3, t3, 8 - clipi.s32 t4, t4, 8 - clipi.s32 t5, t5, 8 - pkgll t2, t2, t3 - pkgll t3, t4, t5 - narl t2, t2, t2 - narl t3, t3, t3 - stbi.h t2, (l4) - addu t4, l4, l1 - subi t4, t4, 2 - stbi.h t3, (t4) - - mov t8, t9 - addu t9, t9, a3 - bnezad t6, .L5 - -.L10: - andi t6, l1, 1 // ch_im_out % 0x4u - bez t6, .L15 - -.L11: - ld.w l7, (sp, 0x54) // *bufferA - addu lr, l7, a3 // *pB2 = pB + numCol_A - - ldbi.bs t2, (l2) - lsl.s32.s t2, t2, l6 // sum + bias - add.s32.s t2, t2, l5 // + NN_ROUND - mov t3, t2 - - lsri t7, a3, 2 // colCnt = numCol_A >> 2u - bez t7, .L13 - -.L12: - ldbi.w t4, (l7) // load 4 data from col1 - ldbi.w t5, (lr) // load 4 data from col2 - ldbi.w a0, (t8) // load 4 data from kernel 1 - mulaca.s8 t4, t4, a0 - mulaca.s8 t5, t5, a0 - - add.s32.s t2, t2, t4 - add.s32.s t3, t3, t5 - - bnezad t7, .L12 - -.L13: - andi t7, a3, 3 // colCnt = numCol_A & 15u - bez t7, .L14 - -.L25: - ldbi.bs t4, (l7) // load 4 data from col1 - ldbi.bs t5, (lr) // load 4 data from col2 - ldbi.bs a0, (t8) // load 4 data from kernel 1 - mula.32.l t2, t4, a0 - mula.32.l t3, t5, a0 - - bnezad t7, .L25 - -.L14: - asr t2, t2, l3 - asr t3, t3, l3 - clipi.s32 t2, t2, 8 - clipi.s32 t3, t3, 8 - stbi.b t2, (l4) - addu t4, l4, l1 - subi t4, t4, 1 - stbi.b t3, (t4) - - bnezad t6, .L11 - -.L15: - addu l4, l4, l1 - ld.w l7, (sp, 0x54) // *bufferA - -.L16: - addi t1, t1, 1 - br .L1 - -.L17: - addi t0, t0, 1 - br .L0 - - /* check for left-over */ -.L18: - ld.w l8, (sp, 0x54) // *bufferA - cmpne l7, l8 - bf .L23 - - ld.w t9, (sp, 0x34) // wt - ld.w l2, (sp, 0x3c) // bias - movi t1, 0 - -.L19: - cmplt t1, l1 // i < ch_im_out - bf .L23 - - ldbi.bs t2, (l2) - lsl.s32.s t2, t2, l6 // sum + bias - add.s32.s t2, t2, l5 // + NN_ROUND - - ld.w l7, (sp, 0x54) // *bufferA - lsri t4, a3, 2 // colCnt - bez t4, .L21 - -.L20: - ldbi.w l8, (l7) // col - ldbi.w l9, (t9) // kernel - mulaca.s8 l8, l8, l9 - add.s32.s t2, t2, l8 - - bnezad t4, .L20 - -.L21: - andi t4, a3, 3 // colCnt - bez t4, .L22 - -.L26: - ldbi.bs l8, (l7) // col - ldbi.bs l9, (t9) // kernel - mula.32.l t2, l8, l9 - - bnezad t4, .L26 - -.L22: - asr t2, t2, l3 - clipi.s32 t2, t2, 8 - stbi.b t2, (l4) - - addi t1, t1, 1 - br .L19 - -.L23: - addi sp, sp, 8 - pop l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - .size shl_xt800p_convolve_1x1_HWC_q7_fast, .-shl_xt800p_convolve_1x1_HWC_q7_fast - -.weak csky_dsp2_convolve_1x1_HWC_q7_fast -.set csky_dsp2_convolve_1x1_HWC_q7_fast, shl_xt800p_convolve_1x1_HWC_q7_fast diff --git a/source/e804_opt/convolution/shl_xt800p_convolve_HWC_q15_basic.S b/source/e804_opt/convolution/shl_xt800p_convolve_HWC_q15_basic.S deleted file mode 100644 index 92ab489b..00000000 --- a/source/e804_opt/convolution/shl_xt800p_convolve_HWC_q15_basic.S +++ /dev/null @@ -1,342 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800p_convolve_HWC_q15_basic.S - * @brief Q7 vresion of convolution. - * @version V1.0 - * @date 19. Mar 2018 - ******************************************************************************/ - -/* - * shl_xt800p_status - * shl_xt800p_convolve_HWC_q15_basic(const q15_t * Im_in, - * const uint16_t dim_im_in, - * const uint16_t ch_im_in, - * const q15_t * wt, - * const uint16_t ch_im_out, - * const uint16_t dim_kernel, - * const uint16_t padding, - * const uint16_t stride, - * const q15_t * bias, - * const uint16_t bias_shift, - * const uint16_t out_shift, - * q15_t * Im_out, - * const uint16_t dim_im_out, - * q15_t * bufferA) - */ - - .file "shl_xt800p_convolve_HWC_q15_basic.S" - .section .text.shl_xt800p_convolve_HWC_q15_basic,"ax",@progbits - .align 2 - .global shl_xt800p_convolve_HWC_q15_basic - .type shl_xt800p_convolve_HWC_q15_basic, @function - -shl_xt800p_convolve_HWC_q15_basic: - push l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - subi sp, sp, 12 - st.w a0, (sp) - st.w a2, (sp, 0x4) - st.w a3, (sp, 0x8) - ld.hs l1, (sp, 0x3c) // dim_kernel - ld.hs l6, (sp, 0x50) // out_shift - movi l7, 1 - subi l8, l6, 1 - lsl l8, l7, l8 // NN_ROUND - ld.w l6, (sp, 0x54) // *im_out - ld.w l7, (sp, 0x5c) // *bufferA - mult l9, l1, l1 // ch_im_in * dim_kernel * dim_kernel - mult l9, l9, a2 - - movi t0, 0 // i_out_y - -.L0: - ld.hs t9, (sp, 0x58) // dim_im_out - cmplt t0, t9 // i_out_y < dim_im_out - bf .L16 - - movi t1, 0 // i_out_x - -.L1: - ld.hs t9, (sp, 0x58) // dim_im_out - cmplt t1, t9 // i_out_x < dim_im_out - bf .L15 - - ld.hs l3, (sp, 0x44) // stride - ld.hs l2, (sp, 0x40) // padding - ld.hs l1, (sp, 0x3c) // dim_kernel - mult t2, t0, l3 // i_ker_y = i_out_y * stride - subu t2, t2, l2 - addu t3, t2, l1 // i_out_y * stride - padding + dim_kernel - -.L2: - cmplt t2, t3 - bf .L13 - - ld.hs l3, (sp, 0x44) // stride - ld.hs l2, (sp, 0x40) // padding - ld.hs l1, (sp, 0x3c) // dim_kernel - mult t4, t1, l3 // i_ker_x = i_out_x * stride - subu t4, t4, l2 - addu t5, t4, l1 // i_out_x * stride - padding + dim_kernel - -.L3: - cmplt t4, t5 - bf .L12 - - movi t6, 0 - cmplt t2, t6 - bt .L23 - cmphs t2, a1 - bt .L23 - cmplt t4, t6 - bt .L23 - cmphs t4, a1 - bt .L23 - -.L7: // else branch - ld.w a0, (sp, 0x0) - ld.w a2, (sp, 0x4) - mult t6, t2, a1 // (i_ker_y * dim_im_in + i_ker_x)*ch_im_in - addu t6, t6, t4 - mult t6, t6, a2 - ixh t6, a0, t6 // pSrc - - lsri t7, a2, 2 // ch_im_in >> 2u - bez t7, .L9 - -.L8: - pldbi.d l0, (t6) - stbi.w l0, (l7) - stbi.w l1, (l7) - - bnezad t7, .L8 - -.L9: - andi t7, a2, 3 // ch_im_in & 3u - bez t7, .L11 - -.L10: - ldbi.h l0, (t6) - stbi.h l0, (l7) - - bnezad t7, .L10 - br .L11 - -.L23: - movi l0, 0 - ld.w a2, (sp, 0x4) - lsri t6, a2, 2 // ch_im_in >> 2u(if branch) - bez t6, .L5 - -.L4: - st.w l0, (l7, 0x0) // 0 padding - st.w l0, (l7, 0x4) - addi l7, l7, 8 - - bnezad t6, .L4 - -.L5: - andi t6, a2, 3 // ch_im_in & 3u - bez t6, .L11 - -.L6: - stbi.h l0, (l7) - - bnezad t6, .L6 - -.L11: - addi t4, t4, 1 - br .L3 - -.L12: - addi t2, t2, 1 - br .L2 - -.L13: - ld.w l5, (sp, 0x48) // *bias - ld.w t8, (sp, 0x8) - ixh t9, t8, l9 - ld.hs l0, (sp, 0x38) // ch_im_out - lsri t6, l0, 1 // rowCnt = ch_im_out >> 2u - bez t6, .L35 - -.L30: - ld.w l7, (sp, 0x5c) // *pB = *bufferA - - ld.hs l4, (sp, 0x4c) // bias_shift - ldbi.hs l0, (l5) - ldbi.hs l1, (l5) - lsl.s32.s l0, l0, l4 // sum0, sum1 + bias - lsl.s32.s l1, l1, l4 - add.s32.s l0, l0, l8 // + NN_ROUND - add.s32.s l1, l1, l8 - - lsri t7, l9, 2 // colCnt = numCol_A >> 2u - bez t7, .L32 - -.L31: - pldbi.d a2, (l7) // load 4 data from col1 - pldbi.d l2, (t8) // load 4 data from kernel 1 - ldbi.w l4, (t9) - ldbi.w a0, (t9) - - mulaca.s16.s l0, a2, l2 - mulaca.s16.s l0, a3, l3 - mulaca.s16.s l1, a2, l4 - mulaca.s16.s l1, a3, a0 - - bnezad t7, .L31 - -.L32: - andi t7, l9, 3 // colCnt = numCol_A & 15u - bez t7, .L34 - -.L33: - ldbi.h a2, (l7) // load 1 data from col1 - ldbi.h l2, (t8) // load 1 data from kernel 1 - ldbi.h l3, (t9) // load 1 data from kernel 2 - mulaca.s16.s l0, a2, l2 - mulaca.s16.s l1, a2, l3 - - bnezad t7, .L33 - -.L34: - ld.hs t7, (sp, 0x50) // out_shift - asr l0, l0, t7 - asr l1, l1, t7 - clipi.s32 l0, l0, 16 - clipi.s32 l1, l1, 16 - pkgll l0, l0, l1 - stbi.w l0, (l6) - - mov t8, t9 - ixh t9, t9, l9 - bnezad t6, .L30 - -.L35: - ld.hs l0, (sp, 0x38) // ch_im_out - andi t6, l0, 1 // ch_im_out % 0x2u - bez t6, .L40 - ld.hs l4, (sp, 0x4c) // bias_shift - ld.hs a0, (sp, 0x50) // out_shift - -.L36: - ld.w l7, (sp, 0x5c) // *bufferA - - ldbi.hs l0, (l5) - lsl.s32.s l0, l0, l4 // sum0, sum1 + bias - add.s32.s l0, l0, l8 // + NN_ROUND - - lsri t7, l9, 2 // colCnt = numCol_A >> 2u - bez t7, .L37 - -.L38: - pldbi.d a2, (l7) // load 4 data from col1 - pldbi.d l2, (t8) // load 4 data from kernel 1 - mulaca.s16.s l0, a2, l2 - mulaca.s16.s l0, a3, l3 - - bnezad t7, .L38 - -.L37: - andi t7, l9, 3 // colCnt = numCol_A & 15u - bez t7, .L39 - -.L41: - ldbi.h a2, (l7) // load 4 data from col1 - ldbi.h a3, (t8) // load 4 data from kernel 1 - mulaca.s16.s l0, a2, a3 - - bnezad t7, .L41 - -.L39: - asr l0, l0, a0 - clipi.s32 l0, l0, 16 - stbi.h l0, (l6) - -.L40: - ld.w l7, (sp, 0x5c) // *bufferA - -.L14: - addi t1, t1, 1 - br .L1 - -.L15: - addi t0, t0, 1 - br .L0 - - /* leftover process */ - -.L16: - ld.w t7, (sp, 0x5c) // *bufferA - cmpne l7, t7 - bf .L22 - - ld.w l5, (sp, 0x48) // *bias - ld.hs t6, (sp, 0x50) // out_shift - movi t1, 0 - ld.w t9, (sp, 0x8) - ld.hs l4, (sp, 0x4c) // bias_shift - -.L17: - ld.hs l0, (sp, 0x38) // ch_im_out - cmplt t1, l0 - bf .L22 - - ldbi.hs l0, (l5) - lsl.s32.s l0, l0, l4 // bias_shift - addu l0, l0, l8 // + NN_ROUND - - mov t8, t7 // *pB = bufferA - lsri t4, l9, 1 // colCnt - bez t4, .L19 - -.L18: - ldbi.w l2, (t8) // col - ldbi.w l3, (t9) // kernel - mulaca.s16.s l0, l3, l2 - - bnezad t4, .L18 - -.L19: - andi t4, l9, 1 // colCnt - bez t4, .L21 - -.L20: - ldbi.h l2, (t8) // col - ldbi.h l3, (t9) // kernel - mulaca.s16.s l0, l3, l2 - - bnezad t4, .L20 - -.L21: - asr l0, l0, t6 - clipi.s32 l0, l0, 16 - stbi.h l0, (l6) - - addi t1, t1, 1 - br .L17 - -.L22: - addi sp, sp, 12 - pop l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - .size shl_xt800p_convolve_HWC_q15_basic, .-shl_xt800p_convolve_HWC_q15_basic - -.weak csky_dsp2_convolve_HWC_q15_basic -.set csky_dsp2_convolve_HWC_q15_basic, shl_xt800p_convolve_HWC_q15_basic diff --git a/source/e804_opt/convolution/shl_xt800p_convolve_HWC_q7_RGB.S b/source/e804_opt/convolution/shl_xt800p_convolve_HWC_q7_RGB.S deleted file mode 100644 index c6600b9d..00000000 --- a/source/e804_opt/convolution/shl_xt800p_convolve_HWC_q7_RGB.S +++ /dev/null @@ -1,355 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800p_convolve_HWC_q7_RGB.S - * @brief Q7 vresion of convolution. - * @version V1.0 - * @date 19. Mar 2018 - ******************************************************************************/ - -/* - * shl_xt800p_status - * shl_xt800p_convolve_HWC_q7_RGB(const q7_t * Im_in, - * const uint16_t dim_im_in, - * const q7_t * wt, - * const uint16_t ch_im_out, - * const uint16_t dim_kernel, - * const uint16_t padding, - * const uint16_t stride, - * const q7_t * bias, - * const uint16_t bias_shift, - * const uint16_t out_shift, - * q7_t * Im_out, - * const uint16_t dim_im_out, - * q15_t * bufferA) - */ - - .file "shl_xt800p_convolve_HWC_q7_RGB.S" - .section .text.shl_xt800p_convolve_HWC_q7_RGB,"ax",@progbits - .align 2 - .global shl_xt800p_convolve_HWC_q7_RGB - .type shl_xt800p_convolve_HWC_q7_RGB, @function - -shl_xt800p_convolve_HWC_q7_RGB: - push l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - subi sp, sp, 12 - st.w a0, (sp) - st.w a2, (sp, 0x4) - st.w a3, (sp, 0x8) - ld.hs l1, (sp, 0x38) // dim_kernel - ld.hs l6, (sp, 0x4c) // out_shift - movi a2, 3 - movi l7, 1 - subi l8, l6, 1 - lsl l8, l7, l8 // NN_ROUND - ld.w l6, (sp, 0x50) // *im_out - ld.w l7, (sp, 0x58) // *bufferA - mult l9, l1, l1 // ch_im_in * dim_kernel * dim_kernel - mult l9, l9, a2 - - movi t0, 0 // i_out_y - -.L0: - ld.hs t9, (sp, 0x54) // dim_im_out - cmplt t0, t9 // i_out_y < dim_im_out - bf .L16 - - movi t1, 0 // i_out_x - -.L1: - ld.hs t9, (sp, 0x54) // dim_im_out - cmplt t1, t9 // i_out_x < dim_im_out - bf .L15 - - ld.hs l3, (sp, 0x40) // stride - ld.hs l2, (sp, 0x3c) // padding - ld.hs l1, (sp, 0x38) // dim_kernel - mult t2, t0, l3 // i_ker_y = i_out_y * stride - subu t2, t2, l2 - addu t3, t2, l1 // i_out_y * stride - padding + dim_kernel - -.L2: - cmplt t2, t3 - bf .L13 - - ld.hs l3, (sp, 0x40) // stride - ld.hs l2, (sp, 0x3c) // padding - ld.hs l1, (sp, 0x38) // dim_kernel - mult t4, t1, l3 // i_ker_x = i_out_x * stride - subu t4, t4, l2 - addu t5, t4, l1 // i_out_x * stride - padding + dim_kernel - -.L3: - cmplt t4, t5 - bf .L12 - - movi t6, 0 - cmplt t2, t6 - bt .L23 - cmphs t2, a1 - bt .L23 - cmplt t4, t6 - bt .L23 - cmphs t4, a1 - bt .L23 - -.L7: // else branch - ld.w a0, (sp, 0x0) - movi a2, 3 - mult t6, t2, a1 // (i_ker_y * dim_im_in + i_ker_x)*ch_im_in - addu t6, t6, t4 - mult t6, t6, a2 - addu t6, t6, a0 // pSrc - - ldbi.h l0, (t6) // else branch - ldbi.b l1, (t6) - stbi.h l0, (l7) - stbi.b l1, (l7) - - br .L11 - -.L23: - movi l0, 0 // if branch - stbi.h l0, (l7) // 0 padding - stbi.b l0, (l7) - -.L11: - addi t4, t4, 1 - br .L3 - -.L12: - addi t2, t2, 1 - br .L2 - -.L13: - ld.w t9, (sp, 0x58) // *bufferA - ixh t9, t9, l9 - cmpne l7, t9 - bt .L14 - - ld.w l5, (sp, 0x44) // *bias - ld.w t8, (sp, 0x4) - addu t9, t8, l9 - ld.hs l0, (sp, 0x8) // ch_im_out - lsri t6, l0, 1 // rowCnt = ch_im_out >> 2u - bez t6, .L35 - -.L30: - ld.w l7, (sp, 0x58) // *bufferA - addu lr, l7, l9 // *pB2 = pB + numCol_A - - ld.hs l4, (sp, 0x48) // bias_shift - ldbi.bs l0, (l5) - ldbi.bs l1, (l5) - lsl.s32.s l0, l0, l4 // sum0, sum1 + bias - lsl.s32.s l1, l1, l4 - add.s32.s l0, l0, l8 // + NN_ROUND - add.s32.s l1, l1, l8 - mov l2, l0 // sum2, sum3 - mov l3, l1 - - lsri t7, l9, 2 // colCnt = numCol_A >> 2u - bez t7, .L32 - -.L31: - ldbi.w a2, (l7) // load 4 data from col1 - ldbi.w a3, (lr) // load 4 data from col2 - ldbi.w l4, (t8) // load 4 data from kernel 1 - mulaca.s8 a0, a2, l4 - mulaca.s8 l4, a3, l4 - addu l0, l0, a0 - addu l2, l2, l4 - ldbi.w l4, (t9) // load 4 data from kernel 2 - mulaca.s8 a0, a2, l4 - mulaca.s8 l4, a3, l4 - addu l1, l1, a0 - addu l3, l3, l4 - - bnezad t7, .L31 - -.L32: - andi t7, l9, 3 // colCnt = numCol_A & 15u - bez t7, .L34 - -.L33: - ldbi.bs a2, (l7) // load 1 data from col1 - ldbi.bs a3, (lr) // load 1 data from col2 - ldbi.bs l4, (t8) // load 1 data from kernel 1 - ldbi.bs a0, (t9) // load 1 data from kernel 2 - mula.32.l l0, a2, l4 - mula.32.l l2, a3, l4 - mula.32.l l1, a2, a0 - mula.32.l l3, a3, a0 - - bnezad t7, .L33 - -.L34: - ld.hs t7, (sp, 0x4c) // out_shift - asr l0, l0, t7 - asr l1, l1, t7 - asr l2, l2, t7 - asr l3, l3, t7 - clipi.s32 l0, l0, 8 - clipi.s32 l1, l1, 8 - clipi.s32 l2, l2, 8 - clipi.s32 l3, l3, 8 - pkgll l0, l0, l1 - pkgll l1, l2, l3 - narl l0, l0, l0 - narl l1, l1, l1 - stbi.h l0, (l6) - ld.hs l0, (sp, 0x8) // ch_im_out - addu t7, l6, l0 - subi t7, t7, 2 - stbi.h l1, (t7) - - mov t8, t9 - addu t9, t9, l9 - bnezad t6, .L30 - -.L35: - ld.hs l0, (sp, 0x8) // ch_im_out - andi t6, l0, 1 // ch_im_out % 0x2u - bez t6, .L40 - ld.hs l4, (sp, 0x48) // bias_shift - ld.hs l2, (sp, 0x4c) // out_shift - -.L36: - ld.w l7, (sp, 0x58) // *bufferA - addu lr, l7, l9 // *pB2 = pB + numCol_A - - ldbi.bs l0, (l5) - lsl.s32.s l0, l0, l4 // sum0, sum1 + bias - add.s32.s l0, l0, l8 // + NN_ROUND - mov l1, l0 - - lsri t7, l9, 2 // colCnt = numCol_A >> 2u - bez t7, .L37 - -.L38: - ldbi.w a2, (l7) // load 4 data from col1 - ldbi.w a3, (lr) // load 4 data from col2 - ldbi.w l3, (t8) // load 4 data from kernel 1 - mulaca.s8 a2, a2, l3 - mulaca.s8 a3, a3, l3 - addu l0, l0, a2 - addu l1, l1, a3 - - bnezad t7, .L38 - -.L37: - andi t7, l9, 3 // colCnt = numCol_A & 15u - bez t7, .L39 - -.L41: - ldbi.b a2, (l7) // load 4 data from col1 - ldbi.b a3, (lr) // load 4 data from col2 - ldbi.b l3, (t8) // load 4 data from kernel 1 - mulaca.s8 a2, a2, l3 - mulaca.s8 a3, a3, l3 - addu l0, l0, a2 - addu l1, l1, a3 - - bnezad t7, .L41 - -.L39: - asr l0, l0, l2 - asr l1, l1, l2 - clipi.s32 l0, l0, 8 - clipi.s32 l1, l1, 8 - stbi.b l0, (l6) - ld.hs l0, (sp, 0x8) // ch_im_out - addu t7, l6, l0 - subi t7, t7, 1 - stbi.b l1, (t7) - -.L40: - ld.hs l0, (sp, 0x8) // ch_im_out - addu l6, l6, l0 - ld.w l7, (sp, 0x58) // *bufferA - -.L14: - addi t1, t1, 1 - br .L1 - -.L15: - addi t0, t0, 1 - br .L0 - - /* leftover process */ - -.L16: - ld.w t7, (sp, 0x58) // *bufferA - cmpne l7, t7 - bf .L22 - - ld.w l5, (sp, 0x44) // *bias - ld.hs t6, (sp, 0x4c) // out_shift - movi t1, 0 - ld.w t9, (sp, 0x4) - ld.hs l4, (sp, 0x48) // bias_shift - -.L17: - ld.hs l0, (sp, 0x8) // ch_im_out - cmplt t1, l0 - bf .L22 - - ldbi.bs l0, (l5) - lsl.s32.s l0, l0, l4 // bias_shift - addu l0, l0, l8 // + NN_ROUND - - mov t8, t7 // *pB = bufferA - lsri t4, l9, 2 // colCnt - bez t4, .L19 - -.L18: - ldbi.w l2, (t8) // col - ldbi.w l3, (t9) // kernel - mulaca.s8 l2, l3, l2 - addu l0, l0, l2 - - bnezad t4, .L18 - -.L19: - andi t4, l9, 3 // colCnt - bez t4, .L21 - -.L20: - ldbi.b l2, (t8) // col - ldbi.b l3, (t9) // kernel - mulaca.s8 l2, l3, l2 - addu l0, l0, l2 - - bnezad t4, .L20 - -.L21: - asr l0, l0, t6 - clipi.s32 l0, l0, 8 - stbi.b l0, (l6) - - addi t1, t1, 1 - br .L17 - -.L22: - addi sp, sp, 12 - pop l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - .size shl_xt800p_convolve_HWC_q7_RGB, .-shl_xt800p_convolve_HWC_q7_RGB - -.weak csky_dsp2_convolve_HWC_q7_RGB -.set csky_dsp2_convolve_HWC_q7_RGB, shl_xt800p_convolve_HWC_q7_RGB diff --git a/source/e804_opt/convolution/shl_xt800p_convolve_HWC_q7_basic.S b/source/e804_opt/convolution/shl_xt800p_convolve_HWC_q7_basic.S deleted file mode 100644 index 1174fba1..00000000 --- a/source/e804_opt/convolution/shl_xt800p_convolve_HWC_q7_basic.S +++ /dev/null @@ -1,386 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800p_convolve_HWC_q7_basic.S - * @brief Q7 vresion of convolution. - * @version V1.0 - * @date 19. Mar 2018 - ******************************************************************************/ - -/* - * shl_xt800p_status - * shl_xt800p_convolve_HWC_q7_basic(const q7_t * Im_in, - * const uint16_t dim_im_in, - * const uint16_t ch_im_in, - * const q7_t * wt, - * const uint16_t ch_im_out, - * const uint16_t dim_kernel, - * const uint16_t padding, - * const uint16_t stride, - * const q7_t * bias, - * const uint16_t bias_shift, - * const uint16_t out_shift, - * q7_t * Im_out, - * const uint16_t dim_im_out, - * q15_t * bufferA) - */ - - .file "shl_xt800p_convolve_HWC_q7_basic.S" - .section .text.shl_xt800p_convolve_HWC_q7_basic,"ax",@progbits - .align 2 - .global shl_xt800p_convolve_HWC_q7_basic - .type shl_xt800p_convolve_HWC_q7_basic, @function - -shl_xt800p_convolve_HWC_q7_basic: - push l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - subi sp, sp, 12 - st.w a0, (sp) - st.w a2, (sp, 0x4) - st.w a3, (sp, 0x8) - ld.hs l1, (sp, 0x3c) // dim_kernel - ld.hs l6, (sp, 0x50) // out_shift - movi l7, 1 - subi l8, l6, 1 - lsl l8, l7, l8 // NN_ROUND - ld.w l6, (sp, 0x54) // *im_out - ld.w l7, (sp, 0x5c) // *bufferA - mult l9, l1, l1 // ch_im_in * dim_kernel * dim_kernel - mult l9, l9, a2 - - movi t0, 0 // i_out_y - -.L0: - ld.hs t9, (sp, 0x58) // dim_im_out - cmplt t0, t9 // i_out_y < dim_im_out - bf .L16 - - movi t1, 0 // i_out_x - -.L1: - ld.hs t9, (sp, 0x58) // dim_im_out - cmplt t1, t9 // i_out_x < dim_im_out - bf .L15 - - ld.hs l3, (sp, 0x44) // stride - ld.hs l2, (sp, 0x40) // padding - ld.hs l1, (sp, 0x3c) // dim_kernel - mult t2, t0, l3 // i_ker_y = i_out_y * stride - subu t2, t2, l2 - addu t3, t2, l1 // i_out_y * stride - padding + dim_kernel - -.L2: - cmplt t2, t3 - bf .L13 - - ld.hs l3, (sp, 0x44) // stride - ld.hs l2, (sp, 0x40) // padding - ld.hs l1, (sp, 0x3c) // dim_kernel - mult t4, t1, l3 // i_ker_x = i_out_x * stride - subu t4, t4, l2 - addu t5, t4, l1 // i_out_x * stride - padding + dim_kernel - -.L3: - cmplt t4, t5 - bf .L12 - - movi t6, 0 - cmplt t2, t6 - bt .L23 - cmphs t2, a1 - bt .L23 - cmplt t4, t6 - bt .L23 - cmphs t4, a1 - bt .L23 - -.L7: // else branch - ld.w a0, (sp, 0x0) - ld.w a2, (sp, 0x4) - mult t6, t2, a1 // (i_ker_y * dim_im_in + i_ker_x)*ch_im_in - addu t6, t6, t4 - mult t6, t6, a2 - addu t6, t6, a0 // pSrc - - lsri t7, a2, 3 // ch_im_in >> 3u - bez t7, .L9 - -.L8: - pldbi.d l0, (t6) - stbi.w l0, (l7) - stbi.w l1, (l7) - - bnezad t7, .L8 - -.L9: - andi t7, a2, 7 // ch_im_in & 7u - bez t7, .L11 - -.L10: - ldbi.b l0, (t6) - stbi.b l0, (l7) - - bnezad t7, .L10 - br .L11 - -.L23: - movi l0, 0 - ld.w a2, (sp, 0x4) - lsri t6, a2, 3 // ch_im_in >> 4u(if branch) - bez t6, .L5 - -.L4: - st.w l0, (l7, 0x0) // 0 padding - st.w l0, (l7, 0x4) - addi l7, l7, 8 - - bnezad t6, .L4 - -.L5: - andi t6, a2, 7 // ch_im_in & 7u - bez t6, .L11 - -.L6: - stbi.b l0, (l7) - - bnezad t6, .L6 - -.L11: - addi t4, t4, 1 - br .L3 - -.L12: - addi t2, t2, 1 - br .L2 - -.L13: - ld.w t9, (sp, 0x5c) // *bufferA - ixh t9, t9, l9 - cmpne l7, t9 - bt .L14 - - ld.w l5, (sp, 0x48) // *bias - ld.w t8, (sp, 0x8) - addu t9, t8, l9 - ld.hs l0, (sp, 0x38) // ch_im_out - lsri t6, l0, 1 // rowCnt = ch_im_out >> 2u - bez t6, .L35 - -.L30: - ld.w l7, (sp, 0x5c) // *bufferA - addu lr, l7, l9 // *pB2 = pB + numCol_A - - ld.hs l4, (sp, 0x4c) // bias_shift - ldbi.bs l0, (l5) - ldbi.bs l1, (l5) - lsl.s32.s l0, l0, l4 // sum0, sum1 + bias - lsl.s32.s l1, l1, l4 - add.s32.s l0, l0, l8 // + NN_ROUND - add.s32.s l1, l1, l8 - mov l2, l0 // sum2, sum3 - mov l3, l1 - - lsri t7, l9, 2 // colCnt = numCol_A >> 2u - bez t7, .L32 - -.L31: - ldbi.w a2, (l7) // load 4 data from col1 - ldbi.w a3, (lr) // load 4 data from col2 - ldbi.w l4, (t8) // load 4 data from kernel 1 - mulaca.s8 a0, a2, l4 - mulaca.s8 l4, a3, l4 - addu l0, l0, a0 - addu l2, l2, l4 - ldbi.w l4, (t9) // load 4 data from kernel 2 - mulaca.s8 a0, a2, l4 - mulaca.s8 l4, a3, l4 - addu l1, l1, a0 - addu l3, l3, l4 - - bnezad t7, .L31 - -.L32: - andi t7, l9, 3 // colCnt = numCol_A & 15u - bez t7, .L34 - -.L33: - ldbi.bs a2, (l7) // load 1 data from col1 - ldbi.bs a3, (lr) // load 1 data from col2 - ldbi.bs l4, (t8) // load 1 data from kernel 1 - ldbi.bs a0, (t9) // load 1 data from kernel 2 - mula.32.l l0, a2, l4 - mula.32.l l2, a3, l4 - mula.32.l l1, a2, a0 - mula.32.l l3, a3, a0 - - bnezad t7, .L33 - -.L34: - ld.hs t7, (sp, 0x50) // out_shift - asr l0, l0, t7 - asr l1, l1, t7 - asr l2, l2, t7 - asr l3, l3, t7 - clipi.s32 l0, l0, 8 - clipi.s32 l1, l1, 8 - clipi.s32 l2, l2, 8 - clipi.s32 l3, l3, 8 - pkgll l0, l0, l1 - pkgll l1, l2, l3 - narl l0, l0, l0 - narl l1, l1, l1 - stbi.h l0, (l6) - ld.hs l0, (sp, 0x38) // ch_im_out - addu t7, l6, l0 - subi t7, t7, 2 - stbi.h l1, (t7) - - mov t8, t9 - addu t9, t9, l9 - bnezad t6, .L30 - -.L35: - ld.hs l0, (sp, 0x38) // ch_im_out - andi t6, l0, 1 // ch_im_out % 0x2u - bez t6, .L40 - ld.hs l4, (sp, 0x4c) // bias_shift - ld.hs l2, (sp, 0x50) // out_shift - -.L36: - ld.w l7, (sp, 0x5c) // *bufferA - addu lr, l7, l9 // *pB2 = pB + numCol_A - - ldbi.bs l0, (l5) - lsl.s32.s l0, l0, l4 // sum0, sum1 + bias - add.s32.s l0, l0, l8 // + NN_ROUND - mov l1, l0 - - lsri t7, l9, 2 // colCnt = numCol_A >> 2u - bez t7, .L37 - -.L38: - ldbi.w a2, (l7) // load 4 data from col1 - ldbi.w a3, (lr) // load 4 data from col2 - ldbi.w l3, (t8) // load 4 data from kernel 1 - mulaca.s8 a2, a2, l3 - mulaca.s8 a3, a3, l3 - addu l0, l0, a2 - addu l1, l1, a3 - - bnezad t7, .L38 - -.L37: - andi t7, l9, 3 // colCnt = numCol_A & 15u - bez t7, .L39 - -.L41: - ldbi.b a2, (l7) // load 4 data from col1 - ldbi.b a3, (lr) // load 4 data from col2 - ldbi.b l3, (t8) // load 4 data from kernel 1 - mulaca.s8 a2, a2, l3 - mulaca.s8 a3, a3, l3 - addu l0, l0, a2 - addu l1, l1, a3 - - bnezad t7, .L41 - -.L39: - asr l0, l0, l2 - asr l1, l1, l2 - clipi.s32 l0, l0, 8 - clipi.s32 l1, l1, 8 - stbi.b l0, (l6) - ld.hs l0, (sp, 0x38) // ch_im_out - addu t7, l6, l0 - subi t7, t7, 1 - stbi.b l1, (t7) - -.L40: - ld.hs l0, (sp, 0x38) // ch_im_out - addu l6, l6, l0 - ld.w l7, (sp, 0x5c) // *bufferA - -.L14: - addi t1, t1, 1 - br .L1 - -.L15: - addi t0, t0, 1 - br .L0 - - /* leftover process */ - -.L16: - ld.w t7, (sp, 0x5c) // *bufferA - cmpne l7, t7 - bf .L22 - - ld.w l5, (sp, 0x48) // *bias - ld.hs t6, (sp, 0x50) // out_shift - movi t1, 0 - ld.w t9, (sp, 0x8) - ld.hs l4, (sp, 0x4c) // bias_shift - -.L17: - ld.hs l0, (sp, 0x38) // ch_im_out - cmplt t1, l0 - bf .L22 - - ldbi.bs l0, (l5) - lsl.s32.s l0, l0, l4 // bias_shift - addu l0, l0, l8 // + NN_ROUND - - mov t8, t7 // *pB = bufferA - lsri t4, l9, 2 // colCnt - bez t4, .L19 - -.L18: - ldbi.w l2, (t8) // col - ldbi.w l3, (t9) // kernel - mulaca.s8 l2, l3, l2 - addu l0, l0, l2 - - bnezad t4, .L18 - -.L19: - andi t4, l9, 3 // colCnt - bez t4, .L21 - -.L20: - ldbi.b l2, (t8) // col - ldbi.b l3, (t9) // kernel - mulaca.s8 l2, l3, l2 - addu l0, l0, l2 - - bnezad t4, .L20 - -.L21: - asr l0, l0, t6 - clipi.s32 l0, l0, 8 - stbi.b l0, (l6) - - addi t1, t1, 1 - br .L17 - -.L22: - addi sp, sp, 12 - pop l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - .size shl_xt800p_convolve_HWC_q7_basic, .-shl_xt800p_convolve_HWC_q7_basic - -.weak csky_dsp2_convolve_HWC_q7_basic -.set csky_dsp2_convolve_HWC_q7_basic, shl_xt800p_convolve_HWC_q7_basic diff --git a/source/e804_opt/convolution/shl_xt800p_depthwise_separable_conv_HWC_q7.S b/source/e804_opt/convolution/shl_xt800p_depthwise_separable_conv_HWC_q7.S deleted file mode 100644 index 1f3aa4eb..00000000 --- a/source/e804_opt/convolution/shl_xt800p_depthwise_separable_conv_HWC_q7.S +++ /dev/null @@ -1,307 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800p_depthwise_separable_conv_HWC_q7.S - * @brief Q7 depthwise separable convolution function. - * @version V1.0 - * @date 05. June 2018 - ******************************************************************************/ - -/* - *shl_xt800p_status shl_xt800p_depthwise_separable_conv_HWC_q7(const q7_t * Im_in, - * const uint16_t dim_im_in, - * const uint16_t ch_im_in, - * const q7_t * wt, - * const uint16_t ch_im_out, - * const uint16_t dim_kernel, - * const uint16_t padding, - * const uint16_t stride, - * const q7_t * bias, - * const uint16_t bias_shift, - * const uint16_t out_shift, - * q7_t * Im_out, - * const uint16_t dim_im_out, - * q15_t * bufferA) - */ - - .file "shl_xt800p_depthwise_separable_conv_HWC_q7.S" - .section .text.shl_xt800p_depthwise_separatable_conv_HWC_q7,"ax",@progbits - .align 2 - .global shl_xt800p_depthwise_separable_conv_HWC_q7 - .type shl_xt800p_depthwise_separable_conv_HWC_q7, @function - -shl_xt800p_depthwise_separable_conv_HWC_q7: - push l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - subi sp, sp, 16 - st.w a0, (sp) - st.w a1, (sp, 0x4) - st.w a2, (sp, 0x8) - st.w a3, (sp, 0xc) - ld.hs l1, (sp, 0x40) // dim_kernel - ld.hs l6, (sp, 0x54) // out_shift - movi l7, 1 - subi l8, l6, 1 - lsl l8, l7, l8 // NN_ROUND - ld.w l6, (sp, 0x58) // *im_out - ld.w l7, (sp, 0x60) // *bufferA - mult l9, l1, l1 // ch_im_in * dim_kernel * dim_kernel - - movi t0, 0 // i_out_y - -.L0: - ld.hs t9, (sp, 0x5c) // dim_im_out - cmplt t0, t9 // i_out_y < dim_im_out - bf .L16 - - movi t1, 0 // i_out_x - -.L1: - ld.hs t9, (sp, 0x5c) // dim_im_out - cmplt t1, t9 // i_out_x < dim_im_out - bf .L15 - - ld.hs l3, (sp, 0x48) // stride - ld.hs l2, (sp, 0x44) // padding - ld.hs l1, (sp, 0x40) // dim_kernel - mult t2, t0, l3 // i_ker_y = i_out_y * stride - subu t2, t2, l2 - addu t3, t2, l1 // i_out_y * stride - padding + dim_kernel - -.L2: - cmplt t2, t3 - bf .L13 - - ld.hs l3, (sp, 0x48) // stride - ld.hs l2, (sp, 0x44) // padding - ld.hs l1, (sp, 0x40) // dim_kernel - mult t4, t1, l3 // i_ker_x = i_out_x * stride - subu t4, t4, l2 - addu t5, t4, l1 // i_out_x * stride - padding + dim_kernel - -.L3: - cmplt t4, t5 - bf .L12 - - movi t6, 0 - ld.w a1, (sp, 0x4) - cmplt t2, t6 - bt .L23 - cmphs t2, a1 - bt .L23 - cmplt t4, t6 - bt .L23 - cmphs t4, a1 - bt .L23 - -.L7: // else branch - ld.w a0, (sp, 0x0) - ld.w a1, (sp, 0x4) - ld.w a2, (sp, 0x8) - mult t6, t2, a1 // (i_ker_y * dim_im_in + i_ker_x)*ch_im_in - addu t6, t6, t4 - mult t6, t6, a2 - addu t6, t6, a0 // pSrc - - lsri t7, a2, 3 // ch_im_in >> 3u - bez t7, .L9 - -.L8: - pldbi.d l0, (t6) - stbi.w l0, (l7) - stbi.w l1, (l7) - - bnezad t7, .L8 - -.L9: - andi t7, a2, 7 // ch_im_in & 7u - bez t7, .L11 - -.L10: - ldbi.b l0, (t6) - stbi.b l0, (l7) - - bnezad t7, .L10 - br .L11 - -.L23: - movi l0, 0 - ld.w a2, (sp, 0x8) - lsri t6, a2, 3 // ch_im_in >> 4u(if branch) - bez t6, .L5 - -.L4: - st.w l0, (l7, 0x0) // 0 padding - st.w l0, (l7, 0x4) - addi l7, l7, 8 - - bnezad t6, .L4 - -.L5: - andi t6, a2, 7 // ch_im_in & 7u - bez t6, .L11 - -.L6: - stbi.b l0, (l7) - - bnezad t6, .L6 - -.L11: - addi t4, t4, 1 - br .L3 - -.L12: - addi t2, t2, 1 - br .L2 - -.L13: - ld.w a3, (sp, 0x4c) // *bias - ld.w a2, (sp, 0x8) - ld.hs l0, (sp, 0x3c) // ch_im_out - ld.w t9, (sp, 0xc) - ld.w lr, (sp, 0x60) // *bufferA - lsri t6, l0, 2 // rowCnt = ch_im_out >> 2u - bez t6, .L35 - -.L30: - mov l7, lr // *pB = *bufferA - mov t8, t9 - - ld.hs l4, (sp, 0x50) // bias_shift - ldbi.bs l0, (a3) - ldbi.bs l1, (a3) - ldbi.bs l2, (a3) - ldbi.bs l3, (a3) - lsl.s32.s l0, l0, l4 // sum0, ..., sum3 + bias - lsl.s32.s l1, l1, l4 - lsl.s32.s l2, l2, l4 - lsl.s32.s l3, l3, l4 - add.s32.s l0, l0, l8 // + NN_ROUND - add.s32.s l1, l1, l8 - add.s32.s l2, l2, l8 - add.s32.s l3, l3, l8 - - lsri t7, l9, 1 // colCnt = numCol_A >> 1u - bez t7, .L32 - -.L31: - ldbir.w a0, (l7), a2 // load 4 data from diff channels - ldbir.w l4, (t8), a2 // load 4 diff kernels - pext.s8.e a0, a0 - pext.s8.e l4, l4 - mulall.s16.s l0, a0, l4 - mulahh.s16.s l1, a0, l4 - mulall.s16.s l2, a1, l5 - mulahh.s16.s l3, a1, l5 - - ldbir.w a0, (l7), a2 - ldbir.w l4, (t8), a2 - pext.s8.e a0, a0 - pext.s8.e l4, l4 - mulall.s16.s l0, a0, l4 - mulahh.s16.s l1, a0, l4 - mulall.s16.s l2, a1, l5 - mulahh.s16.s l3, a1, l5 - - bnezad t7, .L31 - -.L32: - andi t7, l9, 1 // colCnt = numCol_A & 15u - bez t7, .L34 - -.L33: - ldbir.w a0, (l7), a2 - ldbir.w l4, (t8), a2 - pext.s8.e a0, a0 - pext.s8.e l4, l4 - mulall.s16.s l0, a0, l4 - mulahh.s16.s l1, a0, l4 - mulall.s16.s l2, a1, l5 - mulahh.s16.s l3, a1, l5 - -.L34: - ld.hs t7, (sp, 0x54) // out_shift - asr l0, l0, t7 - asr l1, l1, t7 - asr l2, l2, t7 - asr l3, l3, t7 - clipi.s32 l0, l0, 8 - clipi.s32 l1, l1, 8 - clipi.s32 l2, l2, 8 - clipi.s32 l3, l3, 8 - pkgll l0, l0, l1 - pkgll l1, l2, l3 - narl l0, l0, l1 - stbi.w l0, (l6) - - addi lr, lr, 4 - addi t9, t9, 4 - bnezad t6, .L30 - -.L35: - ld.hs l0, (sp, 0x3c) // ch_im_out - andi t6, l0, 3 // ch_im_out % 0x4u - bez t6, .L40 - ld.hs l4, (sp, 0x50) // bias_shift - ld.hs l2, (sp, 0x54) // out_shift - -.L36: - mov l7, lr // *pB - mov t8, t9 // *pA - - ldbi.bs l0, (a3) - lsl.s32.s l0, l0, l4 // sum0 + bias - add.s32.s l0, l0, l8 // + NN_ROUND - - mov t7, l9 // colCnt = numCol_A >> 2u - bez t7, .L39 - -.L38: - ldbir.bs a0, (l7), a2 // load 4 data from col1 - ldbir.bs a1, (t8), a2 // load 4 data from kernel 1 - mula.32.l l0, a0, a1 - - bnezad t7, .L38 - -.L39: - asr l0, l0, l2 - clipi.s32 l0, l0, 8 - stbi.b l0, (l6) - - addi lr, lr, 1 - addi t9, t9, 1 - bnezad t6, .L36 - -.L40: - ld.w l7, (sp, 0x60) // *bufferA - -.L14: - addi t1, t1, 1 - br .L1 - -.L15: - addi t0, t0, 1 - br .L0 - -.L16: - addi sp, sp, 16 - pop l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - .size shl_xt800p_depthwise_separable_conv_HWC_q7, .-shl_xt800p_depthwise_separable_conv_HWC_q7 - -.weak csky_dsp2_depthwise_separable_conv_HWC_q7 -.set csky_dsp2_depthwise_separable_conv_HWC_q7, shl_xt800p_depthwise_separable_conv_HWC_q7 diff --git a/source/e804_opt/e804_function.h b/source/e804_opt/e804_function.h deleted file mode 100644 index d2d810cc..00000000 --- a/source/e804_opt/e804_function.h +++ /dev/null @@ -1,615 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* ---------------------------------------------------------------------- - * Title: csky_dsp2_nnfunctions.h - * Description: Public header file for CSI NN Library - * - * -------------------------------------------------------------------- */ - -#ifndef SOURCE_E804_OPT_E804_FUNCTION_H_ -#define SOURCE_E804_OPT_E804_FUNCTION_H_ - -#ifdef __cplusplus -extern "C" { -#endif - -#include - -/** - * @brief 8-bit fractional data type in 1.7 format. - */ -typedef int8_t q7_t; - -/** - * @brief 16-bit fractional data type in 1.15 format. - */ -typedef int16_t q15_t; - -/** - * @brief 32-bit fractional data type in 1.31 format. - */ -typedef int32_t q31_t; - -/** - * @brief Struct for specifying activation function types - * - */ -typedef enum { - CSKY_SIGMOID = 0, /**< Sigmoid activation function */ - CSKY_TANH = 1, /**< Tanh activation function */ -} csky_dsp2_nn_activation_type; - -/** - * @brief Basic Q7 convolution function - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in input tensor dimention - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel filter kernel size - * @param[in] padding padding sizes - * @param[in] stride convolution stride - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out output tensor dimension - * @param[in,out] bufferA pointer to buffer space for input - * @return none. - * - */ - -void csky_dsp2_convolve_HWC_q7_basic(const q7_t *Im_in, const uint16_t dim_im_in, - const uint16_t ch_im_in, const q7_t *wt, - const uint16_t ch_im_out, const uint16_t dim_kernel, - const uint16_t padding, const uint16_t stride, - const q7_t *bias, const uint16_t bias_shift, - const uint16_t out_shift, q7_t *Im_out, - const uint16_t dim_im_out, q15_t *bufferA); - -/** - * @brief Basic Q15 convolution function - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in input tensor dimention - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel filter kernel size - * @param[in] padding padding sizes - * @param[in] stride convolution stride - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out output tensor dimension - * @param[in,out] bufferA pointer to buffer space for input - * @return none. - * - */ - -void csky_dsp2_convolve_HWC_q15_basic(const q15_t *Im_in, const uint16_t dim_im_in, - const uint16_t ch_im_in, const q15_t *wt, - const uint16_t ch_im_out, const uint16_t dim_kernel, - const uint16_t padding, const uint16_t stride, - const q15_t *bias, const uint16_t bias_shift, - const uint16_t out_shift, q15_t *Im_out, - const uint16_t dim_im_out, q15_t *bufferA); - -/** - * @brief Fast Q7 convolution function - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in input tensor dimention - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel filter kernel size - * @param[in] padding padding sizes - * @param[in] stride convolution stride - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out output tensor dimension - * @param[in,out] bufferA pointer to buffer space for input - * @return none. - * - * This function is the version with full list of optimization tricks, but with - * some contraints: - * ch_im_in is multiple of 4 - * ch_im_out is multiple of 2 - */ - -void csky_dsp2_convolve_HWC_q7_fast(const q7_t *Im_in, const uint16_t dim_im_in, - const uint16_t ch_im_in, const q7_t *wt, - const uint16_t ch_im_out, const uint16_t dim_kernel, - const uint16_t padding, const uint16_t stride, const q7_t *bias, - const uint16_t bias_shift, const uint16_t out_shift, - q7_t *Im_out, const uint16_t dim_im_out, q15_t *bufferA); - -/** - * @brief Fast Q7 convolution function (non-sqaure shape) - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in_x input tensor dimention x - * @param[in] dim_im_in_y input tensor dimention y - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel_x filter kernel size x - * @param[in] dim_kernel_y filter kernel size y - * @param[in] padding_x padding size x - * @param[in] padding_y padding size y - * @param[in] stride_x convolution stride x - * @param[in] stride_y convolution stride y - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out_x output tensor dimension x - * @param[in] dim_im_out_y output tensor dimension y - * @param[in,out] bufferA pointer to buffer space for input - * @return none. - * - * This function is the version with full list of optimization tricks, but with - * some contraints: - * ch_im_in is multiple of 4 - * ch_im_out is multiple of 2 - */ - -void csky_dsp2_convolve_HWC_q7_fast_nonsquare( - const q7_t *Im_in, const uint16_t dim_im_in_x, const uint16_t dim_im_in_y, - const uint16_t ch_im_in, const q7_t *wt, const uint16_t ch_im_out, const uint16_t dim_kernel_x, - const uint16_t dim_kernel_y, const uint16_t padding_x, const uint16_t padding_y, - const uint16_t stride_x, const uint16_t stride_y, const q7_t *bias, const uint16_t bias_shift, - const uint16_t out_shift, q7_t *Im_out, const uint16_t dim_im_out_x, - const uint16_t dim_im_out_y, q15_t *bufferA); - -/** - * @brief Fast Q7 version of 1x1 convolution (non-sqaure shape) - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in_x input tensor dimention x - * @param[in] dim_im_in_y input tensor dimention y - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel_x filter kernel size x - * @param[in] dim_kernel_y filter kernel size y - * @param[in] padding_x padding size x - * @param[in] padding_y padding size y - * @param[in] stride_x convolution stride x - * @param[in] stride_y convolution stride y - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out_x output tensor dimension x - * @param[in] dim_im_out_y output tensor dimension y - * @param[in,out] bufferA pointer to buffer space for input - * @return none. - * - * This function implement convolution with 1x1 kernel size (i.e., dim_kernel_x=1 - * and dim_kernel_y=1). It can be used for - * second half of MobileNets after depthwise separable convolution. - * - * This function is the version with full list of optimization tricks, but with - * some contraints: - * ch_im_in is multiple of 4 - * ch_im_out is multiple of 2 - */ -void csky_dsp2_convolve_1x1_HWC_q7_fast(const q7_t *Im_in, const uint16_t dim_im_in_x, - const uint16_t dim_im_in_y, const uint16_t ch_im_in, - const q7_t *wt, const uint16_t ch_im_out, const q7_t *bias, - const uint16_t bias_shift, const uint16_t out_shift, - q7_t *Im_out, const uint16_t dim_im_out_x, - const uint16_t dim_im_out_y, q15_t *bufferA); - -/** - * @brief Q7 version of convolution for RGB image - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in input tensor dimention - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel filter kernel size - * @param[in] padding padding sizes - * @param[in] stride convolution stride - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out output tensor dimension - * @param[in,out] bufferA pointer to buffer space for input - * @return none. - * - * This kernel is written exclusively for convolution with ch_im_in - * equals 3. This applies on the first layer of CNNs which has input - * image with RGB format. - */ - -void csky_dsp2_convolve_HWC_q7_RGB(const q7_t *Im_in, const uint16_t dim_im_in, const q7_t *wt, - const uint16_t ch_im_out, const uint16_t dim_kernel, - const uint16_t padding, const uint16_t stride, const q7_t *bias, - const uint16_t bias_shift, const uint16_t out_shift, - q7_t *Im_out, const uint16_t dim_im_out, q15_t *bufferA); - -/** - * @brief Fast Q15 convolution function - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in input tensor dimention - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel filter kernel size - * @param[in] padding padding sizes - * @param[in] stride convolution stride - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out output tensor dimension - * @param[in,out] bufferA pointer to buffer space for input - * @return none. - * - * This function is the version with full list of optimization tricks, but with - * some contraints: - * ch_im_in is multiple of 2 - * ch_im_out is multiple of 2 - */ - -void csky_dsp2_convolve_HWC_q15_fast(const q15_t *Im_in, const uint16_t dim_im_in, - const uint16_t ch_im_in, const q15_t *wt, - const uint16_t ch_im_out, const uint16_t dim_kernel, - const uint16_t padding, const uint16_t stride, - const q15_t *bias, const uint16_t bias_shift, - const uint16_t out_shift, q15_t *Im_out, - const uint16_t dim_im_out, q15_t *bufferA); - -/** - * @brief Q7 depthwise separable convolution function - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in input tensor dimention - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel filter kernel size - * @param[in] padding padding sizes - * @param[in] stride convolution stride - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out output tensor dimension - * @param[in,out] bufferA pointer to buffer space for input - * @return none. - * - * This function is the version with full list of optimization tricks, but with - * some contraints: - * ch_im_in is multiple of 2 - * ch_im_out is multiple of 2 - */ - -void csky_dsp2_depthwise_separable_conv_HWC_q7(const q7_t *Im_in, const uint16_t dim_im_in, - const uint16_t ch_im_in, const q7_t *wt, - const uint16_t ch_im_out, const uint16_t dim_kernel, - const uint16_t padding, const uint16_t stride, - const q7_t *bias, const uint16_t bias_shift, - const uint16_t out_shift, q7_t *Im_out, - const uint16_t dim_im_out, q15_t *bufferA); - -/** - * @brief Q7 depthwise separable convolution function (non-square shape) - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in_x input tensor dimention x - * @param[in] dim_im_in_y input tensor dimention y - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel_x filter kernel size x - * @param[in] dim_kernel_y filter kernel size y - * @param[in] padding_x padding sizes x - * @param[in] padding_y padding sizes y - * @param[in] stride_x convolution stride x - * @param[in] stride_y convolution stride y - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out_x output tensor dimension x - * @param[in] dim_im_out_y output tensor dimension y - * @param[in,out] bufferA pointer to buffer space for input - * @return none. - * - * This function is the version with full list of optimization tricks, but with - * some contraints: - * ch_im_in is multiple of 2 - * ch_im_out is multiple of 2 - */ -void csky_dsp2_depthwise_separable_conv_HWC_q7_nonsquare( - const q7_t *Im_in, const uint16_t dim_im_in_x, const uint16_t dim_im_in_y, - const uint16_t ch_im_in, const q7_t *wt, const uint16_t ch_im_out, const uint16_t dim_kernel_x, - const uint16_t dim_kernel_y, const uint16_t padding_x, const uint16_t padding_y, - const uint16_t stride_x, const uint16_t stride_y, const q7_t *bias, const uint16_t bias_shift, - const uint16_t out_shift, q7_t *Im_out, const uint16_t dim_im_out_x, - const uint16_t dim_im_out_y, q15_t *bufferA); - -/** - * @brief Q7 basic fully-connected layer function - * @param[in] pV pointer to input vector - * @param[in] pM pointer to matrix weights - * @param[in] dim_vec length of the vector - * @param[in] num_of_rows number of rows in weight matrix - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in] bias pointer to bias - * @param[in,out] pOut pointer to output vector - * @return none. - */ - -void csky_dsp2_fully_connected_q7(const q7_t *pV, const q7_t *pM, const uint16_t dim_vec, - const uint16_t num_of_rows, const uint16_t bias_shift, - const uint16_t out_shift, const q7_t *bias, q7_t *pOut); - -/** - * @brief Q7 opt fully-connected layer function - * @param[in] pV pointer to input vector - * @param[in] pM pointer to matrix weights - * @param[in] dim_vec length of the vector - * @param[in] num_of_rows number of rows in weight matrix - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in] bias pointer to bias - * @param[in,out] pOut pointer to output vector - * @param[in,out] vec_buffer pointer to buffer space for input - * @return none. - * - */ - -void csky_dsp2_fully_connected_q7_opt(const q7_t *pV, const q7_t *pM, const uint16_t dim_vec, - const uint16_t num_of_rows, const uint16_t bias_shift, - const uint16_t out_shift, const q7_t *bias, q7_t *pOut, - q15_t *vec_buffer); - -/** - * @brief Q15 basic fully-connected layer function - * @param[in] pV pointer to input vector - * @param[in] pM pointer to matrix weights - * @param[in] dim_vec length of the vector - * @param[in] num_of_rows number of rows in weight matrix - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in] bias pointer to bias - * @param[in,out] pOut pointer to output vector - * @return none. - * - */ - -void csky_dsp2_fully_connected_q15(const q15_t *pV, const q15_t *pM, const uint16_t dim_vec, - const uint16_t num_of_rows, const uint16_t bias_shift, - const uint16_t out_shift, const q15_t *bias, q15_t *pOut); - -/** - * @brief Q15 opt fully-connected layer function - * @param[in] pV pointer to input vector - * @param[in] pM pointer to matrix weights - * @param[in] dim_vec length of the vector - * @param[in] num_of_rows number of rows in weight matrix - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in] bias pointer to bias - * @param[in,out] pOut pointer to output vector - * @return none. - * - */ - -void csky_dsp2_fully_connected_q15_opt(const q15_t *pV, const q15_t *pM, const uint16_t dim_vec, - const uint16_t num_of_rows, const uint16_t bias_shift, - const uint16_t out_shift, const q15_t *bias, q15_t *pOut); - -/** - * @brief Mixed Q15-Q7 fully-connected layer function - * @param[in] pV pointer to input vector - * @param[in] pM pointer to matrix weights - * @param[in] dim_vec length of the vector - * @param[in] num_of_rows number of rows in weight matrix - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in] bias pointer to bias - * @param[in,out] pOut pointer to output vector - * @return none. - * - */ - -void csky_dsp2_fully_connected_mat_q7_vec_q15(const q15_t *pV, const q7_t *pM, - const uint16_t dim_vec, const uint16_t num_of_rows, - const uint16_t bias_shift, const uint16_t out_shift, - const q7_t *bias, q15_t *pOut); - -/** - * @brief Mixed Q15-Q7 opt fully-connected layer function - * @param[in] pV pointer to input vector - * @param[in] pM pointer to matrix weights - * @param[in] dim_vec length of the vector - * @param[in] num_of_rows number of rows in weight matrix - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in] bias pointer to bias - * @param[in,out] pOut pointer to output vector - * @return none. - * - */ - -void csky_dsp2_fully_connected_mat_q7_vec_q15_opt( - const q15_t *pV, const q7_t *pM, const uint16_t dim_vec, const uint16_t num_of_rows, - const uint16_t bias_shift, const uint16_t out_shift, const q7_t *bias, q15_t *pOut); - -/** - * @brief Matrix-Multiplication Kernels for Convolution - * - * These functions are used within convolution layer functions for - * matrix multiplication. - * - * The implementation is similar to CSI-DSP csky_dsp2_mat_mult functions - * with one Q7 and one Q15 operands. The Q15 operand is the im2col - * output which is always with 2 columns. - * - */ - -/** - * @brief Matrix-multiplication function for convolution - * @param[in] pA pointer to operand A - * @param[in] pInBuffer pointer to operand B, always conssists of 2 vectors - * @param[in] ch_im_out numRow of A - * @param[in] numCol_A numCol of A - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in] bias the bias - * @param[in,out] pOut pointer to output - * @return The function returns the incremented output pointer - */ - -q7_t *csky_dsp2_nn_mat_mult_kernel_q7_q15(const q7_t *pA, const q15_t *pInBuffer, - const uint16_t ch_im_out, const uint16_t numCol_A, - const uint16_t bias_shift, const uint16_t out_shift, - const q7_t *bias, q7_t *pOut); - -/** - * @brief Matrix-multiplication function for convolution with reordered columns - * @param[in] pA pointer to operand A - * @param[in] pInBuffer pointer to operand B, always conssists of 2 vectors - * @param[in] ch_im_out numRow of A - * @param[in] numCol_A numCol of A - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in] bias the bias - * @param[in,out] pOut pointer to output - * @return The function returns the incremented output pointer - */ - -q7_t *csky_dsp2_nn_mat_mult_kernel_q7_q15_reordered( - const q7_t *pA, const q15_t *pInBuffer, const uint16_t ch_im_out, const uint16_t numCol_A, - const uint16_t bias_shift, const uint16_t out_shift, const q7_t *bias, q7_t *pOut); - -/** - * @brief Q7 RELU function - * @param[in,out] data pointer to input - * @param[in] size number of elements - * @return none. - */ - -void csky_dsp2_relu_q7(q7_t *data, uint16_t size); - -/** - * @brief Q15 RELU function - * @param[in,out] data pointer to input - * @param[in] size number of elements - * @return none. - */ - -void csky_dsp2_relu_q15(q15_t *data, uint16_t size); - -/** - * @brief Q7 neural network activation function using direct table look-up - * @param[in,out] data pointer to input - * @param[in] size number of elements - * @param[in] int_width bit-width of the integer part, assume to be smaller than 3 - * @param[in] type type of activation functions - * @return none. - */ - -void csky_dsp2_nn_activations_direct_q7(q7_t *data, uint16_t size, uint16_t int_width, - csky_dsp2_nn_activation_type type); - -/** - * @brief Q15 neural network activation function using direct table look-up - * @param[in,out] data pointer to input - * @param[in] size number of elements - * @param[in] int_width bit-width of the integer part, assume to be smaller than 3 - * @param[in] type type of activation functions - * @return none. - */ - -void csky_dsp2_nn_activations_direct_q15(q15_t *data, uint16_t size, uint16_t int_width, - csky_dsp2_nn_activation_type type); - -/** - * @brief Q7 max pooling function - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in input tensor dimention - * @param[in] ch_im_in number of input tensor channels - * @param[in] dim_kernel filter kernel size - * @param[in] padding padding sizes - * @param[in] stride convolution stride - * @param[in] dim_im_out output tensor dimension - * @param[in,out] bufferA pointer to buffer space for input - * @param[in,out] Im_out pointer to output tensor - * @return none. - * - */ - -void csky_dsp2_maxpool2d_q7_HWC(q7_t *Im_in, const uint16_t dim_im_in, const uint16_t ch_im_in, - const uint16_t dim_kernel, const uint16_t padding, - const uint16_t stride, const uint16_t dim_im_out, q7_t *bufferA, - q7_t *Im_out); - -/** - * @brief Q7 average pooling function - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in input tensor dimention - * @param[in] ch_im_in number of input tensor channels - * @param[in] dim_kernel filter kernel size - * @param[in] padding padding sizes - * @param[in] stride convolution stride - * @param[in] dim_im_out output tensor dimension - * @param[in,out] bufferA pointer to buffer space for input - * @param[in,out] Im_out pointer to output tensor - * @return none. - * - */ - -void csky_dsp2_avepool_q7_HWC(q7_t *Im_in, const uint16_t dim_im_in, const uint16_t ch_im_in, - const uint16_t dim_kernel, const uint16_t padding, - const uint16_t stride, const uint16_t dim_im_out, q7_t *bufferA, - q7_t *Im_out); - -/** - * @brief Q7 softmax function - * @param[in] vec_in pointer to input vector - * @param[in] dim_vec input vector dimention - * @param[out] p_out pointer to output vector - * @return none. - * - */ - -void csky_dsp2_softmax_q7(const q7_t *vec_in, const uint16_t dim_vec, q7_t *p_out); - -/** - * @brief Q15 softmax function - * @param[in] vec_in pointer to input vector - * @param[in] dim_vec input vector dimention - * @param[out] p_out pointer to output vector - * @return none. - * - */ - -void csky_dsp2_softmax_q15(const q15_t *vec_in, const uint16_t dim_vec, q15_t *p_out); - -#ifdef __cplusplus -} -#endif - -#endif // SOURCE_E804_OPT_E804_FUNCTION_H_ diff --git a/source/e804_opt/fully-connect/shl_xt800p_fully_connected_mat_q7_vec_q15.S b/source/e804_opt/fully-connect/shl_xt800p_fully_connected_mat_q7_vec_q15.S deleted file mode 100644 index 21381df6..00000000 --- a/source/e804_opt/fully-connect/shl_xt800p_fully_connected_mat_q7_vec_q15.S +++ /dev/null @@ -1,194 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800p_fully_connected_mat_q7_vec_q15.S - * @brief Mixed Q15-Q7 fully-connected layer function. - * @version V1.0 - * @date 31. May 2018 - ******************************************************************************/ - -/* - * shl_xt800p_status - * shl_xt800p_fully_connected_mat_q7_vec_q15(const q15_t * pV, - * const q7_t * pM, - * const uint16_t dim_vec, - * const uint16_t num_of_rows, - * const uint16_t bias_shift, - * const uint16_t out_shift, - * const q7_t * bias, - * q15_t * pOut) - */ - - .file "shl_xt800p_fully_connected_mat_q7_vec_q15.S" - .section .text.shl_xt800p_fully_connected_mat_q7_vec_q15,"ax",@progbits - .align 2 - .global shl_xt800p_fully_connected_mat_q7_vec_q15 - .type shl_xt800p_fully_connected_mat_q7_vec_q15, @function - -shl_xt800p_fully_connected_mat_q7_vec_q15: - push l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - ld.h l0, (sp, 0x2c) // bias_shift - ld.h l1, (sp, 0x30) // out_shift - movi t0, 1 - subi t1, l1, 1 - lsl l2, t0, t1 // round value - ld.w l3, (sp, 0x34) // *bias - ld.w l4, (sp, 0x38) // *pOut - mov l5, a1 - - lsri t9, a3, 2 // rowCnt = num_of_rows >> 2u - bez t9, .L5 - -.L0: - ldbi.w t0, (l3) // bias - pext.s8.e t0, t0 - sexth l6, t0 - asri l7, t0, 16 - sexth l8, t1 - asri l9, t1, 16 - lsl.s32.s l6, l6, l0 // bias << bias_shift - lsl.s32.s l7, l7, l0 - lsl.s32.s l8, l8, l0 - lsl.s32.s l9, l9, l0 - addu l6, l6, l2 // + NN_ROUND - addu l7, l7, l2 - addu l8, l8, l2 - addu l9, l9, l2 - - mov t7, a0 // pA = pV - - lsri t8, a2, 2 // colCnt = dim_vec >> 2u - bez t8, .L2 - -.L1: - mov t6, a1 // pB = pM - pldbi.d t0, (t7) // x0, ..., x3 - ldbir.w t2, (t6), a2 // y00, ..., y03 - ldbir.w t3, (t6), a2 - - pext.s8.e t4, t2 - mulaca.s16.s l6, t0, t4 - mulaca.s16.s l6, t1, t5 // y10, ..., y13 - - pext.s8.e t4, t3 - mulaca.s16.s l7, t0, t4 // y20, ..., y23 - mulaca.s16.s l7, t1, t5 // y30, ..., y33 - - ldbir.w t2, (t6), a2 // y00, ..., y03 - ldbir.w t3, (t6), a2 - - pext.s8.e t4, t2 - mulaca.s16.s l8, t0, t4 - mulaca.s16.s l8, t1, t5 // y10, ..., y13 - - pext.s8.e t4, t3 - mulaca.s16.s l9, t0, t4 // y20, ..., y23 - mulaca.s16.s l9, t1, t5 // y30, ..., y33 - - addi a1, a1, 4 - bnezad t8, .L1 - -.L2: - andi t8, a2, 3 // colCnt = dim_vec % 8u - bez t8, .L4 - -.L3: - mov t6, a1 - ldbi.hs t0, (t7) // x0 - ldbir.bs t2, (t6), a2 // y00 - ldbir.bs t3, (t6), a2 // y10 - ldbir.bs t4, (t6), a2 // y20 - ldbir.bs t5, (t6), a2 // y30 - addi a1, a1, 1 - - mula.32.l l6, t0, t2 - mula.32.l l7, t0, t3 // y10 - mula.32.l l8, t0, t4 // y20 - mula.32.l l9, t0, t5 // y30 - - bnezad t8, .L3 - -.L4: - asr l6, l6, l1 - asr l7, l7, l1 - asr l8, l8, l1 - asr l9, l9, l1 - clipi.s32 l6, l6, 16 - clipi.s32 l7, l7, 16 - clipi.s32 l8, l8, 16 - clipi.s32 l9, l9, 16 - pkgll l6, l6, l7 - pkgll l7, l8, l9 - stbi.w l6, (l4) - stbi.w l7, (l4) - - lsli t1, a2, 2 - addu l5, l5, t1 - mov a1, l5 - bnezad t9, .L0 - -.L5: - andi t9, a3, 3 // rowCnt = num_of_rows % 8u - bez t9, .L10 - mov l9, a1 - -.L12: - ldbi.bs l7, (l3) - lsl.s32.s l7, l7, l0 - addu l7, l7, l2 - - mov l8, a0 // pA = pV - - lsri t8, a2, 2 // colCnt = dim_vec >> 5u - bez t8, .L7 - -.L6: - pldbi.d t0, (l8) - ldbi.w t2, (l9) - - pext.s8.e t4, t2 - mulaca.s16.s l7, t0, t4 - mulaca.s16.s l7, t1, t5 - - bnezad t8, .L6 - -.L7: - andi t8, a2, 3 // colCnt = dim_vec % 32u - bez t8, .L9 - -.L8: - ldbi.hs t0, (l8) - ldbi.bs t1, (l9) - mula.32.l l7, t0, t1 - - bnezad t8, .L8 - -.L9: - asr l7, l7, l1 - clipi.s32 l7, l7, 16 - stbi.h l7, (l4) - - bnezad t9, .L12 - -.L10: - pop l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - .size shl_xt800p_fully_connected_mat_q7_vec_q15, .-shl_xt800p_fully_connected_mat_q7_vec_q15 - -.weak csky_dsp2_fully_connected_mat_q7_vec_q15 -.set csky_dsp2_fully_connected_mat_q7_vec_q15, shl_xt800p_fully_connected_mat_q7_vec_q15 diff --git a/source/e804_opt/fully-connect/shl_xt800p_fully_connected_q15.S b/source/e804_opt/fully-connect/shl_xt800p_fully_connected_q15.S deleted file mode 100644 index 675a6c77..00000000 --- a/source/e804_opt/fully-connect/shl_xt800p_fully_connected_q15.S +++ /dev/null @@ -1,192 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800p_fully_connected_q15.S - * @brief Q15 basic fully-connected layer function. - * @version V1.0 - * @date 31. May 2018 - ******************************************************************************/ - -/* - * shl_xt800p_status - * shl_xt800p_fully_connected_q15(const q15_t * pV, - * const q15_t * pM, - * const uint16_t dim_vec, - * const uint16_t num_of_rows, - * const uint16_t bias_shift, - * const uint16_t out_shift, - * const q15_t * bias, - * q15_t * pOut) - */ - - .file "shl_xt800p_fully_connected_q15.S" - .section .text.shl_xt800p_fully_connected_q15,"ax",@progbits - .align 2 - .global shl_xt800p_fully_connected_q15 - .type shl_xt800p_fully_connected_q15, @function - -shl_xt800p_fully_connected_q15: - push l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - ld.h l0, (sp, 0x2c) // bias_shift - ld.h l1, (sp, 0x30) // out_shift - movi t0, 1 - subi t1, l1, 1 - lsl l2, t0, t1 // round value - ld.w l3, (sp, 0x34) // *bias - ld.w l4, (sp, 0x38) // *pOut - mov l5, a1 - lsli l6, a2, 1 - - lsri t9, a3, 2 // rowCnt = num_of_rows >> 2u - bez t9, .L5 - -.L0: - pldbi.d t0, (l3) // bias - sexth l7, t0 - asri l8, t0, 16 - sexth l9, t1 - asri lr, t1, 16 - lsl.s32.s l7, l7, l0 // bias << bias_shift - lsl.s32.s l8, l8, l0 - lsl.s32.s l9, l9, l0 - lsl.s32.s lr, lr, l0 - addu l7, l7, l2 // + NN_ROUND - addu l8, l8, l2 - addu l9, l9, l2 - addu lr, lr, l2 - - mov t7, a0 // pA = pV - - lsri t8, a2, 2 // colCnt = dim_vec >> 2u - bez t8, .L2 - -.L1: - mov t6, a1 // pB = pM - pldbi.d t0, (t7) // x0, ..., x3 - ldbir.w t2, (t6), l6 // y00, ..., y03 - ldbir.w t3, (t6), l6 - ldbir.w t4, (t6), l6 - ldbir.w t5, (t6), l6 - - mulaca.s16.s l7, t0, t2 - mulaca.s16.s l8, t0, t3 // y10, ..., y13 - mulaca.s16.s l9, t0, t4 // y20, ..., y23 - mulaca.s16.s lr, t0, t5 // y30, ..., y33 - - addi a1, a1, 4 - mov t6, a1 - ldbir.w t2, (t6), l6 // y00, ..., y03 - ldbir.w t3, (t6), l6 - ldbir.w t4, (t6), l6 - ldbir.w t5, (t6), l6 - - mulaca.s16.s l7, t1, t2 - mulaca.s16.s l8, t1, t3 // y10, ..., y13 - mulaca.s16.s l9, t1, t4 // y20, ..., y23 - mulaca.s16.s lr, t1, t5 // y30, ..., y33 - - addi a1, a1, 4 - bnezad t8, .L1 - -.L2: - andi t8, a2, 3 // colCnt = dim_vec % 8u - bez t8, .L4 - -.L3: - mov t6, a1 - ldbi.h t0, (t7) // x0 - ldbir.h t2, (t6), l6 // y00 - ldbir.h t3, (t6), l6 // y10 - ldbir.h t4, (t6), l6 // y20 - ldbir.h t5, (t6), l6 // y30 - addi a1, a1, 2 - - mulaca.s16.s l7, t0, t2 - mulaca.s16.s l8, t0, t3 // y10 - mulaca.s16.s l9, t0, t4 // y20 - mulaca.s16.s lr, t0, t5 // y30 - - bnezad t8, .L3 - -.L4: - asr l7, l7, l1 - asr l8, l8, l1 - asr l9, l9, l1 - asr lr, lr, l1 - clipi.s32 l7, l7, 16 - clipi.s32 l8, l8, 16 - clipi.s32 l9, l9, 16 - clipi.s32 lr, lr, 16 - pkgll l7, l7, l8 - pkgll l8, l9, lr - stbi.w l7, (l4) - stbi.w l8, (l4) - - lsli t1, a2, 3 - addu l5, l5, t1 - mov a1, l5 - bnezad t9, .L0 - -.L5: - andi t9, a3, 3 // rowCnt = num_of_rows % 8u - bez t9, .L10 - mov l9, a1 - -.L12: - ldbi.hs l7, (l3) - lsl.s32.s l7, l7, l0 - addu l7, l7, l2 - - mov l8, a0 // pA = pV - - lsri t8, a2, 2 // colCnt = dim_vec >> 5u - bez t8, .L7 - -.L6: - pldbi.d t0, (l8) - pldbi.d t2, (l9) - mulaca.s16.s l7, t0, t2 - mulaca.s16.s l7, t1, t3 - - bnezad t8, .L6 - -.L7: - andi t8, a2, 3 // colCnt = dim_vec % 32u - bez t8, .L9 - -.L8: - ldbi.h t0, (l8) - ldbi.h t1, (l9) - mulaca.s16.s l7, t0, t1 - - bnezad t8, .L8 - -.L9: - asr l7, l7, l1 - clipi.s32 l7, l7, 16 - stbi.h l7, (l4) - - bnezad t9, .L12 - -.L10: - pop l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - .size shl_xt800p_fully_connected_q15, .-shl_xt800p_fully_connected_q15 - -.weak csky_dsp2_fully_connected_q15 -.set csky_dsp2_fully_connected_q15, shl_xt800p_fully_connected_q15 diff --git a/source/e804_opt/fully-connect/shl_xt800p_fully_connected_q7.S b/source/e804_opt/fully-connect/shl_xt800p_fully_connected_q7.S deleted file mode 100644 index e361d058..00000000 --- a/source/e804_opt/fully-connect/shl_xt800p_fully_connected_q7.S +++ /dev/null @@ -1,193 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800p_fully_connected_q7.S - * @brief Q7 basic fully-connected layer function. - * @version V1.0 - * @date 19. Mar 2018 - ******************************************************************************/ - -/* - * shl_xt800p_status - * shl_xt800p_fully_connected_q7(const q7_t * pV, - * const q7_t * pM, - * const uint16_t dim_vec, - * const uint16_t num_of_rows, - * const uint16_t bias_shift, - * const uint16_t out_shift, - * const q7_t * bias, - * q7_t * pOut) - */ - - .file "shl_xt800p_fully_connected_q7.S" - .section .text.shl_xt800p_fully_connected_q7,"ax",@progbits - .align 2 - .global shl_xt800p_fully_connected_q7 - .type shl_xt800p_fully_connected_q7, @function - -shl_xt800p_fully_connected_q7: - push l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - ld.h l0, (sp, 0x2c) // bias_shift - ld.h l1, (sp, 0x30) // out_shift - movi t0, 1 - subi t1, l1, 1 - lsl l2, t0, t1 // round value - ld.w l3, (sp, 0x34) // *bias - ld.w l4, (sp, 0x38) // *pOut - mov l5, a1 - - lsri t9, a3, 2 // rowCnt = num_of_rows >> 2u - bez t9, .L5 - -.L0: - ldbi.w t0, (l3) // bias - pext.s8.e t0, t0 - sexth l6, t0 - asri l7, t0, 16 - sexth l8, t1 - asri l9, t1, 16 - lsl.s32.s l6, l6, l0 // bias << bias_shift - lsl.s32.s l7, l7, l0 - lsl.s32.s l8, l8, l0 - lsl.s32.s l9, l9, l0 - addu l6, l6, l2 // + NN_ROUND - addu l7, l7, l2 - addu l8, l8, l2 - addu l9, l9, l2 - - mov t7, a0 // pA = pV - - lsri t8, a2, 2 // colCnt = dim_vec >> 2u - bez t8, .L2 - -.L1: - mov t6, a1 // pB = pM - ldbi.w t0, (t7) // x0, ..., x3 - ldbir.w t2, (t6), a2 // y00, ..., y03 - ldbir.w t3, (t6), a2 - ldbir.w t4, (t6), a2 - ldbir.w t5, (t6), a2 - - mulaca.s8 t2, t0, t2 - mulaca.s8 t3, t0, t3 // y10, ..., y13 - mulaca.s8 t4, t0, t4 // y20, ..., y23 - mulaca.s8 t5, t0, t5 // y30, ..., y33 - - add.s32.s l6, l6, t2 - add.s32.s l7, l7, t3 - add.s32.s l8, l8, t4 - add.s32.s l9, l9, t5 - - addi a1, a1, 4 - bnezad t8, .L1 - -.L2: - andi t8, a2, 3 // colCnt = dim_vec % 8u - bez t8, .L4 - -.L3: - mov t6, a1 - ldbi.b t0, (t7) // x0 - ldbir.b t2, (t6), a2 // y00 - ldbir.b t3, (t6), a2 // y10 - ldbir.b t4, (t6), a2 // y20 - ldbir.b t5, (t6), a2 // y30 - addi a1, a1, 1 - - mulaca.s8 t2, t0, t2 - mulaca.s8 t3, t0, t3 // y10 - mulaca.s8 t4, t0, t4 // y20 - mulaca.s8 t5, t0, t5 // y30 - - add.s32.s l6, l6, t2 - add.s32.s l7, l7, t3 - add.s32.s l8, l8, t4 - add.s32.s l9, l9, t5 - - bnezad t8, .L3 - -.L4: - asr l6, l6, l1 - asr l7, l7, l1 - asr l8, l8, l1 - asr l9, l9, l1 - clipi.s32 l6, l6, 8 - clipi.s32 l7, l7, 8 - clipi.s32 l8, l8, 8 - clipi.s32 l9, l9, 8 - pkgll l6, l6, l7 - pkgll l7, l8, l9 - narl l6, l6, l7 - stbi.w l6, (l4) - - lsli t1, a2, 2 - addu l5, l5, t1 - mov a1, l5 - bnezad t9, .L0 - -.L5: - andi t9, a3, 3 // rowCnt = num_of_rows % 8u - bez t9, .L10 - mov l9, a1 - -.L12: - ldbi.bs l7, (l3) - lsl.s32.s l7, l7, l0 - addu l7, l7, l2 - - mov l8, a0 // pA = pV - - lsri t8, a2, 3 // colCnt = dim_vec >> 5u - bez t8, .L7 - -.L6: - pldbi.d t0, (l8) - pldbi.d t2, (l9) - mulaca.s8 t0, t0, t2 - mulaca.s8 t1, t1, t3 - add.s32.s l7, l7, t0 - add.s32.s l7, l7, t1 - - bnezad t8, .L6 - -.L7: - andi t8, a2, 7 // colCnt = dim_vec % 32u - bez t8, .L9 - -.L8: - ldbi.b t0, (l8) - ldbi.b t1, (l9) - mulaca.s8 t0, t0, t1 - add.s32.s l7, l7, t0 - - bnezad t8, .L8 - -.L9: - asr l7, l7, l1 - clipi.s32 l7, l7, 8 - stbi.b l7, (l4) - - bnezad t9, .L12 - -.L10: - pop l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - .size shl_xt800p_fully_connected_q7, .-shl_xt800p_fully_connected_q7 - -.weak csky_dsp2_fully_connected_q7 -.set csky_dsp2_fully_connected_q7, shl_xt800p_fully_connected_q7 diff --git a/source/e804_opt/fullyconnected.c b/source/e804_opt/fullyconnected.c deleted file mode 100644 index f4bccf89..00000000 --- a/source/e804_opt/fullyconnected.c +++ /dev/null @@ -1,50 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "e804_function.h" -#include "shl_e804.h" - -int shl_e804_fullyconnected_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *weights, struct csinn_tensor *bias, - struct csinn_fc_params *params) -{ - q7_t *input_data = (q7_t *)input->data; - q7_t *weight_data = (q7_t *)weights->data; - q7_t *bias_data = (q7_t *)bias->data; - q7_t *output_data = (q7_t *)output->data; - - csky_dsp2_fully_connected_q7(input_data, weight_data, input->dim[1], weights->dim[0], - bias->qinfo->shift, output->qinfo->shift, bias_data, output_data); - return CSINN_TRUE; -} - -int shl_e804_fullyconnected_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *weights, struct csinn_tensor *bias, - struct csinn_fc_params *params) -{ - q15_t *input_data = (q15_t *)input->data; - q15_t *weight_data = (q15_t *)weights->data; - q15_t *bias_data = (q15_t *)bias->data; - q15_t *output_data = (q15_t *)output->data; - - csky_dsp2_fully_connected_q15(input_data, weight_data, input->dim[1], weights->dim[0], - bias->qinfo->shift, output->qinfo->shift, bias_data, output_data); - return CSINN_TRUE; -} diff --git a/source/e804_opt/maxpool.c b/source/e804_opt/maxpool.c deleted file mode 100644 index 6afebf16..00000000 --- a/source/e804_opt/maxpool.c +++ /dev/null @@ -1,71 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "e804_function.h" -#include "shl_e804.h" - -static int shl_e804_maxpool2d_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_pool_params *params) -{ - q7_t *input_data = (q7_t *)input->data; - q7_t *output_data = (q7_t *)output->data; - - uint16_t batch = input->dim[0]; - uint16_t in_hw = input->dim[1]; // e.g. in_hw = input->dim[2]; - uint16_t in_c = input->dim[3]; - - uint16_t out_hw = output->dim[1]; // e.g. out_hw = output->dim[2] - - q7_t buffer_tmp[out_hw * out_hw * in_c]; // buffer_size = out_h * out_w * channel - - csky_dsp2_maxpool2d_q7_HWC(input_data, in_hw, in_c, params->filter_height, params->pad_top, - params->stride_height, out_hw, buffer_tmp, output_data); - - return CSINN_TRUE; -} - -int shl_e804_maxpool2d_init_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_pool_params *params) -{ - struct csinn_callback *cb = params->base.cb; - uint8_t flag = 0; - if ((params->pad_top != params->pad_down) || (params->pad_left != params->pad_right) || - (params->pad_top != params->pad_left)) { - flag |= 0x01; - } - if (input->dim[1] != input->dim[2]) { - flag |= 0x02; - } - if (params->filter_height != params->filter_width) { - flag |= 0x04; - } - if (params->stride_height != params->stride_width) { - flag |= 0x08; - } - if (flag > 0) { - shl_debug_warning( - "maxpool q7 is not optimized to achieve under this condition on e804, call reference " - "func replaced.\n"); - cb->exec = shl_ref_maxpool2d_quant; - } else { - cb->exec = shl_e804_maxpool2d_q7; - } - return CSINN_TRUE; -} \ No newline at end of file diff --git a/source/e804_opt/nn-support/shl_xt800p_nntables.c b/source/e804_opt/nn-support/shl_xt800p_nntables.c deleted file mode 100644 index 5e8b1af3..00000000 --- a/source/e804_opt/nn-support/shl_xt800p_nntables.c +++ /dev/null @@ -1,156 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* ---------------------------------------------------------------------- - * Title: csky_vdsp2_nntables.c - * Description: Converts the elements of the Q7 vector to Q15 vector without left-shift - * - * -------------------------------------------------------------------- */ - -#include -/** - * @brief 8-bit fractional data type in 1.7 format. - */ -typedef int8_t q7_t; - -/** - * @brief 16-bit fractional data type in 1.15 format. - */ -typedef int16_t q15_t; - -/** - * @brief tables for various activation functions - * - * This file include the declaration of common tables. - * Most of them are used for activation functions - * - * Assumption: - * Unified table: input is 3.x format, i.e, range of [-8, 8) - * sigmoid(8) = 0.9996646498695336 - * tanh(8) = 0.9999997749296758 - * The accuracy here should be good enough - * - * 2-stage HL table: - * - * The entire input range is divided into two parts: - * - * Low range table: 0x000x xxxx or 0x111x xxxx - * table entry will be the binary number excluding the first - * two digits, i.e., 0x0x xxxx or 0x1x xxxx - * - * - * - * High range table 0x0010 0000 -- 0x0111 1111 - * 0x1000 0000 -- 0x1101 1111 - * - * For positive numbers, table entry will be - * 0x0010 0000 -- 0x0111 1111 minus 0x0010 0000 - * i.e., 0x0000 0000 - 0x0101 11111 - * - * same thing for the negative numbers, table entry will be - * 0x1000 0000 -- 0x1101 1111 minux 0x0010 0000 - * i.e., 0x0110 0000 - 0x1011 1111 - */ - -const q7_t sigmoidTable_q7[256] = { - 0x40, 0x42, 0x44, 0x46, 0x48, 0x4a, 0x4c, 0x4e, 0x50, 0x52, 0x53, 0x55, 0x57, 0x59, 0x5a, 0x5c, - 0x5e, 0x5f, 0x61, 0x62, 0x63, 0x65, 0x66, 0x67, 0x69, 0x6a, 0x6b, 0x6c, 0x6d, 0x6e, 0x6f, 0x70, - 0x71, 0x72, 0x72, 0x73, 0x74, 0x74, 0x75, 0x76, 0x76, 0x77, 0x77, 0x78, 0x78, 0x79, 0x79, 0x7a, - 0x7a, 0x7a, 0x7b, 0x7b, 0x7b, 0x7c, 0x7c, 0x7c, 0x7c, 0x7c, 0x7d, 0x7d, 0x7d, 0x7d, 0x7d, 0x7e, - 0x7e, 0x7e, 0x7e, 0x7e, 0x7e, 0x7e, 0x7e, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, - 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, - 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, - 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, - 0x02, 0x02, 0x03, 0x03, 0x03, 0x03, 0x03, 0x04, 0x04, 0x04, 0x04, 0x04, 0x05, 0x05, 0x05, 0x06, - 0x06, 0x06, 0x07, 0x07, 0x08, 0x08, 0x09, 0x09, 0x0a, 0x0a, 0x0b, 0x0c, 0x0c, 0x0d, 0x0e, 0x0e, - 0x0f, 0x10, 0x11, 0x12, 0x13, 0x14, 0x15, 0x16, 0x17, 0x19, 0x1a, 0x1b, 0x1d, 0x1e, 0x1f, 0x21, - 0x22, 0x24, 0x26, 0x27, 0x29, 0x2b, 0x2d, 0x2e, 0x30, 0x32, 0x34, 0x36, 0x38, 0x3a, 0x3c, 0x3e, -}; - -const q15_t sigmoidTable_q15[256] = { - 0x4000, 0x4200, 0x43ff, 0x45fc, 0x47f5, 0x49eb, 0x4bdc, 0x4dc8, 0x4fad, 0x518a, 0x5360, 0x552c, - 0x56ef, 0x58a8, 0x5a57, 0x5bfb, 0x5d93, 0x5f20, 0x60a1, 0x6216, 0x637f, 0x64db, 0x662b, 0x676f, - 0x68a6, 0x69d2, 0x6af1, 0x6c05, 0x6d0d, 0x6e09, 0x6efb, 0x6fe2, 0x70be, 0x7190, 0x7258, 0x7316, - 0x73cc, 0x7478, 0x751b, 0x75b7, 0x764a, 0x76d6, 0x775b, 0x77d8, 0x784f, 0x78c0, 0x792a, 0x798f, - 0x79ee, 0x7a48, 0x7a9d, 0x7aed, 0x7b39, 0x7b80, 0x7bc4, 0x7c03, 0x7c3f, 0x7c78, 0x7cad, 0x7ce0, - 0x7d0f, 0x7d3c, 0x7d66, 0x7d8d, 0x7db3, 0x7dd6, 0x7df7, 0x7e16, 0x7e33, 0x7e4f, 0x7e69, 0x7e81, - 0x7e98, 0x7eae, 0x7ec2, 0x7ed5, 0x7ee7, 0x7ef8, 0x7f08, 0x7f17, 0x7f25, 0x7f32, 0x7f3e, 0x7f4a, - 0x7f55, 0x7f5f, 0x7f69, 0x7f72, 0x7f7b, 0x7f83, 0x7f8a, 0x7f91, 0x7f98, 0x7f9e, 0x7fa4, 0x7faa, - 0x7faf, 0x7fb4, 0x7fb8, 0x7fbd, 0x7fc1, 0x7fc5, 0x7fc8, 0x7fcc, 0x7fcf, 0x7fd2, 0x7fd5, 0x7fd7, - 0x7fda, 0x7fdc, 0x7fde, 0x7fe0, 0x7fe2, 0x7fe4, 0x7fe6, 0x7fe7, 0x7fe9, 0x7fea, 0x7feb, 0x7fed, - 0x7fee, 0x7fef, 0x7ff0, 0x7ff1, 0x7ff2, 0x7ff3, 0x7ff4, 0x7ff4, 0x000b, 0x000c, 0x000c, 0x000d, - 0x000e, 0x000f, 0x0010, 0x0011, 0x0012, 0x0013, 0x0015, 0x0016, 0x0017, 0x0019, 0x001a, 0x001c, - 0x001e, 0x0020, 0x0022, 0x0024, 0x0026, 0x0029, 0x002b, 0x002e, 0x0031, 0x0034, 0x0038, 0x003b, - 0x003f, 0x0043, 0x0048, 0x004c, 0x0051, 0x0056, 0x005c, 0x0062, 0x0068, 0x006f, 0x0076, 0x007d, - 0x0085, 0x008e, 0x0097, 0x00a1, 0x00ab, 0x00b6, 0x00c2, 0x00ce, 0x00db, 0x00e9, 0x00f8, 0x0108, - 0x0119, 0x012b, 0x013e, 0x0152, 0x0168, 0x017f, 0x0197, 0x01b1, 0x01cd, 0x01ea, 0x0209, 0x022a, - 0x024d, 0x0273, 0x029a, 0x02c4, 0x02f1, 0x0320, 0x0353, 0x0388, 0x03c1, 0x03fd, 0x043c, 0x0480, - 0x04c7, 0x0513, 0x0563, 0x05b8, 0x0612, 0x0671, 0x06d6, 0x0740, 0x07b1, 0x0828, 0x08a5, 0x092a, - 0x09b6, 0x0a49, 0x0ae5, 0x0b88, 0x0c34, 0x0cea, 0x0da8, 0x0e70, 0x0f42, 0x101e, 0x1105, 0x11f7, - 0x12f3, 0x13fb, 0x150f, 0x162e, 0x175a, 0x1891, 0x19d5, 0x1b25, 0x1c81, 0x1dea, 0x1f5f, 0x20e0, - 0x226d, 0x2405, 0x25a9, 0x2758, 0x2911, 0x2ad4, 0x2ca0, 0x2e76, 0x3053, 0x3238, 0x3424, 0x3615, - 0x380b, 0x3a04, 0x3c01, 0x3e00, -}; - -const q7_t tanhTable_q7[256] = { - 0x00, 0x08, 0x10, 0x18, 0x1f, 0x27, 0x2e, 0x35, 0x3b, 0x41, 0x47, 0x4c, 0x51, 0x56, 0x5a, 0x5e, - 0x61, 0x65, 0x68, 0x6a, 0x6d, 0x6f, 0x71, 0x72, 0x74, 0x75, 0x76, 0x78, 0x78, 0x79, 0x7a, 0x7b, - 0x7b, 0x7c, 0x7c, 0x7d, 0x7d, 0x7e, 0x7e, 0x7e, 0x7e, 0x7e, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, - 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, - 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, - 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, - 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x81, - 0x81, 0x81, 0x81, 0x81, 0x81, 0x81, 0x81, 0x82, 0x82, 0x82, 0x82, 0x82, 0x83, 0x83, 0x84, 0x84, - 0x85, 0x85, 0x86, 0x87, 0x88, 0x88, 0x8a, 0x8b, 0x8c, 0x8e, 0x8f, 0x91, 0x93, 0x96, 0x98, 0x9b, - 0x9f, 0xa2, 0xa6, 0xaa, 0xaf, 0xb4, 0xb9, 0xbf, 0xc5, 0xcb, 0xd2, 0xd9, 0xe1, 0xe8, 0xf0, 0xf8, -}; - -const q15_t tanhTable_q15[256] = { - 0x0000, 0x07fd, 0x0feb, 0x17b9, 0x1f59, 0x26bf, 0x2ddf, 0x34ae, 0x3b27, 0x4142, 0x46fd, 0x4c56, - 0x514d, 0x55e2, 0x5a1a, 0x5df6, 0x617c, 0x64b0, 0x6797, 0x6a37, 0x6c95, 0x6eb5, 0x709e, 0x7254, - 0x73dc, 0x753a, 0x7672, 0x7788, 0x787f, 0x795b, 0x7a1e, 0x7acb, 0x7b65, 0x7bee, 0x7c66, 0x7cd1, - 0x7d30, 0x7d84, 0x7dce, 0x7e0f, 0x7e49, 0x7e7d, 0x7eaa, 0x7ed2, 0x7ef5, 0x7f14, 0x7f30, 0x7f48, - 0x7f5e, 0x7f71, 0x7f82, 0x7f91, 0x7f9e, 0x7fa9, 0x7fb3, 0x7fbc, 0x7fc4, 0x7fcb, 0x7fd1, 0x7fd7, - 0x7fdc, 0x7fe0, 0x7fe4, 0x7fe7, 0x7fea, 0x7fed, 0x7fef, 0x7ff1, 0x7ff3, 0x7ff4, 0x7ff6, 0x7ff7, - 0x7ff8, 0x7ff9, 0x7ffa, 0x7ffa, 0x7ffb, 0x7ffc, 0x7ffc, 0x7ffd, 0x7ffd, 0x7ffd, 0x7ffe, 0x7ffe, - 0x7ffe, 0x7ffe, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, - 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, - 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, - 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x8000, 0x8000, 0x8000, 0x8000, - 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, - 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, - 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8001, 0x8001, 0x8001, 0x8001, 0x8001, 0x8001, - 0x8001, 0x8001, 0x8001, 0x8002, 0x8002, 0x8002, 0x8002, 0x8003, 0x8003, 0x8003, 0x8004, 0x8004, - 0x8005, 0x8006, 0x8006, 0x8007, 0x8008, 0x8009, 0x800a, 0x800c, 0x800d, 0x800f, 0x8011, 0x8013, - 0x8016, 0x8019, 0x801c, 0x8020, 0x8024, 0x8029, 0x802f, 0x8035, 0x803c, 0x8044, 0x804d, 0x8057, - 0x8062, 0x806f, 0x807e, 0x808f, 0x80a2, 0x80b8, 0x80d0, 0x80ec, 0x810b, 0x812e, 0x8156, 0x8183, - 0x81b7, 0x81f1, 0x8232, 0x827c, 0x82d0, 0x832f, 0x839a, 0x8412, 0x849b, 0x8535, 0x85e2, 0x86a5, - 0x8781, 0x8878, 0x898e, 0x8ac6, 0x8c24, 0x8dac, 0x8f62, 0x914b, 0x936b, 0x95c9, 0x9869, 0x9b50, - 0x9e84, 0xa20a, 0xa5e6, 0xaa1e, 0xaeb3, 0xb3aa, 0xb903, 0xbebe, 0xc4d9, 0xcb52, 0xd221, 0xd941, - 0xe0a7, 0xe847, 0xf015, 0xf803, -}; diff --git a/source/e804_opt/pooling/shl_xt800p_pool_q7_HWC.S b/source/e804_opt/pooling/shl_xt800p_pool_q7_HWC.S deleted file mode 100644 index ad823576..00000000 --- a/source/e804_opt/pooling/shl_xt800p_pool_q7_HWC.S +++ /dev/null @@ -1,588 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800p_pool_q7_HWC.S - * @brief Pooling functions implementations. - * @version V1.0 - * @date 31. May 2018 - ******************************************************************************/ - -/* - * void - * shl_xt800p_maxpool2d_q7_HWC(q7_t * Im_in, - * const uint16_t dim_im_in, - * const uint16_t ch_im_in, - * const uint16_t dim_kernel, - * const uint16_t padding, - * const uint16_t stride, - * const uint16_t dim_im_out, - * q7_t * bufferA, - * q7_t * Im_out) - */ - - .file "shl_xt800p_pool_HWC_q7.S" - .section .text.shl_xt800p_maxpool2d_q7_HWC,"ax",@progbits - .align 2 - .global shl_xt800p_maxpool2d_q7_HWC - .type shl_xt800p_maxpool2d_q7_HWC, @function - -shl_xt800p_maxpool2d_q7_HWC: - push l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - ld.w l0, (sp, 0x3c) // im_out - ld.hs l1, (sp, 0x34) // dim_im_out - ld.hs l2, (sp, 0x30) // stride - ld.hs l3, (sp, 0x2c) // padding - - /* pooling along x axis*/ - movi t0, 0 // i_y = 0 - -.L0: - cmplt t0, a1 // i_y < dim_im_in - bf .L1 - movi t1, 0 // i_x = 0 - -.L2: - cmplt t1, l1 // i_x < dim_im_out - bf .L15 - mult l7, t0, a1 - addu l4, l7, t1 - mult l4, l4, a2 - addu l4, l4, a0 // target - - mult l5, t1, l2 - cmplt l5, l3 // i_x*stride < padding - bt .L3 - mult l6, t1, l2 - addu l6, l6, l7 - subu l6, l6, l3 - mult l6, l6, a2 - addu l6, l6, a0 // win_start - br .L4 - -.L3: - mov l6, l4 - -.L4: - subu t2, l5, l3 - addu t2, t2, a3 - cmphs t2, a1 - bf .L5 - addu l7, l7, a1 - mult l7, l7, a2 - addu l7, l7, a0 // win_stop - br .L6 - -.L5: - addu l7, l7, l5 - subu l7, l7, l3 - addu l7, l7, a3 - mult l7, l7, a2 - addu l7, l7, a0 - -.L6: - mov l5, l4 - lsri t2, a2, 3 - bez t2, .L8 - -.L7: - pldbi.d l8, (l6) // memmove - stbi.w l8, (l5) - stbi.w l9, (l5) - - bnezad t2, .L7 - -.L8: - andi t2, a2, 7 - bez t2, .L9 - -.L29: - ldbi.b l8, (l6) - stbi.b l8, (l5) - - bnezad t2, .L29 - -.L9: - cmplt l6, l7 // win_start < win_stop - bf .L14 - -.L10: - mov l5, l4 - lsri t2, a2, 3 - bez t2, .L12 - -.L11: - ld.w t7, (l5, 0x0) // compare_and_replace_if_larger_q7 - ld.w t8, (l5, 0x4) // compare_and_replace_if_larger_q7 - pldbi.d l8, (l6) - pmax.s8 l8, l8, t7 - pmax.s8 l9, l9, t8 - stbi.w l8, (l5) - stbi.w l9, (l5) - - bnezad t2, .L11 - -.L12: - andi t2, a2, 7 - bez t2, .L13 - -.L70: - ld.b l8, (l5, 0x0) - ldbi.b l9, (l6) - pmax.s8 l8, l8, l9 - stbi.b l8, (l5) - - bnezad t2, .L70 - -.L13: - br .L9 // for loop - -.L14: - addi t1, t1, 1 - br .L2 - -.L15: - addi t0, t0, 1 - br .L0 - - /* pooling along y axis*/ -.L1: - mult t2, l1, a2 // dim_im_out * ch_im_in - mult t3, a1, a2 // dim_im_in * ch_im_in - movi t0, 0 // i_y = 0 - -.L16: - cmplt t0, l1 // i_y < dim_im_out - bf .L28 - - mult l4, t0, t2 // target - addu l4, l4, l0 - - mult l7, t0, l2 - cmplt l7, l3 // i_y* stride -padding < 0 - bt .L17 - subu l5, l7, l3 - mult l5, l5, t3 - addu l5, l5, a0 - br .L18 - -.L17: - mov l5, a0 // row_start - -.L18: - subu l6, l7, l3 - addu l6, l6, a3 - cmphs l6, a1 - bf .L19 - mult l6, a1, t3 - addu l6, l6, a0 - br .L20 - -.L19: - subu l6, l7, l3 - addu l6, l6, a3 - mult l6, l6, t3 // row_end - addu l6, l6, a0 - -.L20: - mov l7, l4 // memmove - mov t4, l5 - addu l5, l5, t3 - lsri t1, t2, 3 - bez t1, .L22 - -.L21: - pldbi.d l8, (t4) - stbi.w l8, (l7) - stbi.w l9, (l7) - - bnezad t1, .L21 - -.L22: - andi t1, t2, 7 - bez t1, .L23 - -.L71: - ldbi.b l8, (t4) - stbi.b l8, (l7) - - bnezad t1, .L71 - -.L23: - cmplt l5, l6 - bf .L27 - - mov l7, l4 - mov t4, l5 - lsri t1, t2, 3 - bez t1, .L25 - -.L24: - ld.w t7, (l7, 0x0) // compare_and_replace - ld.w t8, (l7, 0x4) - pldbi.d l8, (t4) - pmax.s8 l8, l8, t7 - pmax.s8 l9, l9, t8 - stbi.w l8, (l7) - stbi.w l9, (l7) - - bnezad t1, .L24 - -.L25: - andi t1, t2, 15 - bez t1, .L26 - -.L72: - ld.b l8, (l7, 0x0) - ldbi.b l9, (t4) - pmax.s8 l8, l8, l9 - stbi.b l8, (l7) - - bnezad t1, .L72 - -.L26: - addu l5, l5, t3 - br .L23 - -.L27: - addi t0, t0, 1 - br .L16 - -.L28: - pop l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - .size shl_xt800p_maxpool2d_q7_HWC, .-shl_xt800p_maxpool2d_q7_HWC - -.weak csky_dsp2_maxpool2d_q7_HWC -.set csky_dsp2_maxpool2d_q7_HWC, shl_xt800p_maxpool2d_q7_HWC - -/* - * void - * shl_xt800p_avepool_q7_HWC(q7_t * Im_in, - * const uint16_t dim_im_in, - * const uint16_t ch_im_in, - * const uint16_t dim_kernel, - * const uint16_t padding, - * const uint16_t stride, - * const uint16_t dim_im_out, - * q7_t * bufferA, - * q7_t * Im_out) - */ - - .section .text.shl_xt800p_avepool_q7_HWC,"ax",@progbits - .align 2 - .global shl_xt800p_avepool_q7_HWC - .type shl_xt800p_avepool_q7_HWC, @function - -shl_xt800p_avepool_q7_HWC: - push l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - ld.w l0, (sp, 0x3c) // im_out - ld.w lr, (sp, 0x38) // bufferA - ld.hs l1, (sp, 0x34) // dim_im_out - ld.hs l2, (sp, 0x30) // stride - ld.hs l3, (sp, 0x2c) // padding - movi t9, 1 - lsli t9, t9, 15 - - /* pooling along x axis*/ - movi t0, 0 // i_y = 0 - -.L30: - cmplt t0, a1 // i_y < dim_im_in - bf .L49 - - movi t1, 0 // i_x = 0 - -.L31: - cmplt t1, l1 // i_x < dim_im_out - bf .L48 - - mult l7, t0, a1 // target - addu l4, l7, t1 - mult l4, l4, a2 - addu l4, l4, a0 - - mult l6, t1, l2 - cmplt l6, l3 - bt .L32 - addu l5, l6, l7 - subu l5, l5, l3 - mult l5, l5, a2 - addu l5, l5, a0 - br .L33 - -.L32: - mov l5, l4 // win_start - -.L33: - subu t2, l6, l3 - addu t2, t2, a3 - cmphs t2, a1 - bf .L34 - addu l6, l7, a1 - mult l6, l6, a2 - addu l6, l6, a0 - br .L35 - -.L34: - addu l6, l7, l6 - subu l6, l6, l3 - addu l6, l6, a3 - mult l6, l6, a2 - addu l6, l6, a0 // win_stop - -.L35: - mov l7, lr - movi t4, 1 // count = 1 - lsri t2, a2, 3 - bez t2, .L37 - -.L36: - pldbi.d l8, (l5) // q7_to_q15 - pext.s8.e t5, l8 - stbi.w t5, (l7) - stbi.w t6, (l7) - - pext.s8.e t5, l9 - stbi.w t5, (l7) - stbi.w t6, (l7) - - bnezad t2, .L36 - -.L37: - andi t2, a2, 15 - bez t2, .L39 - -.L38: - ldbi.bs l8, (l5) - stbi.h l8, (l7) - - bnezad t2, .L38 - -.L39: - cmplt l5, l6 - bf .L43 - - mov l7, lr - lsri t2, a2, 2 - bez t2, .L41 - -.L40: - ldbi.w l8, (l5) // accumulate_q7_to_q15 - ld.w t5, (l7, 0x0) - pext.s8.e l8, l8 - ld.w t6, (l7, 0x4) - padd.s16.s t5, t5, l8 - padd.s16.s t6, t6, l9 - stbi.w t5, (l7) - stbi.w t6, (l7) - - bnezad t2, .L40 - -.L41: - andi t2, a2, 3 - bez t2, .L42 - -.L68: - ldbi.bs l8, (l5) - ld.hs l9, (l7, 0x0) - padd.s16.s l8, l8, l9 - stbi.h l8, (l7) - - bnezad t2, .L68 - -.L42: - addi t4, t4, 1 - br .L39 - -.L43: - divu t2, t9, t4 // 1/count - dup.16 t5, t2, 0 - pabs.s16.s t5, t5 - - mov l7, lr - lsri t2, a2, 2 - bez t2, .L45 - -.L44: - pldbi.d l8, (l7) // buffer_scale_back_q15_to_q7 - prmul.s16.rh l8, l8, t5 - prmul.s16.rh l9, l9, t5 - narl l8, l8, l9 - stbi.w l8, (l4) - - bnezad t2, .L44 - -.L45: - andi t2, a2, 3 - bez t2, .L47 - -.L46: - ldbi.h l8, (l7) - prmul.s16.rh l8, l8, t5 - stbi.b l8, (l4) - -.L47: - addi t1, t1, 1 - br .L31 - -.L48: - addi t0, t0, 1 - br .L30 - - /* y axis */ -.L49: - mult t3, a1, a2 // dim_im_in * ch_im_in - mult t2, l1, a2 // dim_im_out * ch_im_in - movi t0, 0 - -.L50: - cmplt t0, l1 - bf .L67 - mult l4, t2, t0 // target - addu l4, l4, l0 - - mult l7, t0, l2 - cmplt l7, l3 // i_y * stride < padding - bt .L51 - subu l5, l7, l3 - mult l5, l5, t3 - addu l5, l5, a0 - br .L52 - -.L51: - mov l5, a0 // row_start - -.L52: - subu l6, l7, l3 - addu l6, l6, a3 - cmphs l6, a1 - bf .L53 - mult l6, t3, a1 - addu l6, l6, a0 - br .L54 - -.L53: - mult l6, l6, t3 - addu l6, l6, a0 // row_end - -.L54: - mov l7, lr - mov t8, l5 - addu l5, l5, t3 // update row_start - movi t4, 1 // count = 1 - lsri t1, t2, 3 - bez t1, .L56 - -.L55: - pldbi.d l8, (t8) // q7_to_q15 - pext.s8.e t5, l8 - stbi.w t5, (l7) - stbi.w t6, (l7) - pext.s8.e t5, l9 - stbi.w t5, (l7) - stbi.w t6, (l7) - - bnezad t1, .L55 - -.L56: - andi t1, t2, 7 - bez t1, .L58 - -.L57: - ldbi.bs l8, (t8) - stbi.h l8, (l7) - - bnezad t1, .L57 - -.L58: - cmplt l5, l6 - bf .L62 - - mov l7, lr - mov t8, l5 - lsri t1, t2, 2 - bez t1, .L60 - -.L59: - ldbi.w l8, (t8) // accumulate_q7_to_q15 - pext.s8.e l8, l8 - ld.w t5, (l7, 0x0) - ld.w t6, (l7, 0x4) - padd.s16.s t5, t5, l8 - padd.s16.s t6, t6, l9 - stbi.w t5, (l7) - stbi.w t6, (l7) - - bnezad t1, .L59 - -.L60: - andi t1, t2, 3 - bez t1, .L61 - -.L69: - ldbi.bs l8, (t8) - ld.hs l9, (l7, 0x0) - padd.s16.s l8, l8, l9 - stbi.h l8, (l7) - - bnezad t1, .L69 - -.L61: - addu l5, l5, t3 - addi t4, t4, 1 - br .L58 - -.L62: - divu t7, t9, t4 // 1/count - dup.16 t5, t7, 0 - pabs.s16.s t5, t5 - - mov l7, lr - lsri t1, t2, 2 - bez t1, .L64 - -.L63: - pldbi.d l8, (l7) // buffer_scale_back_q15_to_q7 - prmul.s16.rh l8, l8, t5 - prmul.s16.rh l9, l9, t5 - narl l8, l8, l9 - stbi.w l8, (l4) - - bnezad t1, .L63 - -.L64: - andi t1, t2, 3 - bez t1, .L66 - -.L65: - ldbi.h l8, (l7) - prmul.s16.rh l8, l8, t5 - stbi.b l8, (l4) - - bnezad t1, .L65 - -.L66: - addi t0, t0, 1 - br .L50 - -.L67: - pop l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - .size shl_xt800p_avepool_q7_HWC, .-shl_xt800p_avepool_q7_HWC - -.weak csky_dsp2_avepool_q7_HWC -.set csky_dsp2_avepool_q7_HWC, shl_xt800p_avepool_q7_HWC diff --git a/source/e804_opt/relu.c b/source/e804_opt/relu.c deleted file mode 100644 index 5dd1a036..00000000 --- a/source/e804_opt/relu.c +++ /dev/null @@ -1,42 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "e804_function.h" -#include "shl_e804.h" - -int shl_e804_relu_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_relu_params *params) -{ - q7_t *input_data = (q7_t *)input->data; - int size = csinn_tensor_size(input); - csky_dsp2_relu_q7(input_data, size); - output->data = input->data; - return CSINN_TRUE; -} - -int shl_e804_relu_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_relu_params *params) -{ - q15_t *input_data = (q15_t *)input->data; - int size = csinn_tensor_size(input); - csky_dsp2_relu_q15(input_data, size); - output->data = input->data; - return CSINN_TRUE; -} diff --git a/source/e804_opt/setup.c b/source/e804_opt/setup.c deleted file mode 100644 index 2782ca08..00000000 --- a/source/e804_opt/setup.c +++ /dev/null @@ -1,75 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "shl_e804.h" - -static void *setup_cb_map() -{ - static struct csinn_callback cb_map[CSINN_OP_AND_UTILS_SIZE][2]; - memset(cb_map, 0, sizeof(struct csinn_callback) * CSINN_OP_AND_UTILS_SIZE * 2); - - /* q7 dtype */ - cb_map[CSINN_OP_AVGPOOL2D][0].init = shl_e804_avgpool2d_init_q7; - cb_map[CSINN_OP_CONV2D][0].init = shl_e804_conv2d_init_q7; - cb_map[CSINN_OP_DEPTHWISE_CONV2D][0].init = shl_e804_depthwise_conv2d_init_q7; - cb_map[CSINN_OP_MAXPOOL2D][0].init = shl_e804_maxpool2d_init_q7; - cb_map[CSINN_OP_FULLYCONNECTED][0].exec = shl_e804_fullyconnected_q7; - cb_map[CSINN_OP_RELU][0].exec = shl_e804_relu_q7; - cb_map[CSINN_OP_SIGMOID][0].exec = shl_e804_sigmoid_q7; - cb_map[CSINN_OP_SOFTMAX][0].exec = shl_e804_softmax_q7; - cb_map[CSINN_OP_TANH][0].exec = shl_e804_tanh_q7; - - /* q15 dtype */ - cb_map[CSINN_OP_CONV2D][1].init = shl_e804_conv2d_init_q15; - cb_map[CSINN_OP_FULLYCONNECTED][1].exec = shl_e804_fullyconnected_q15; - cb_map[CSINN_OP_RELU][1].exec = shl_e804_relu_q15; - cb_map[CSINN_OP_SIGMOID][1].exec = shl_e804_sigmoid_q15; - cb_map[CSINN_OP_SOFTMAX][1].exec = shl_e804_softmax_q15; - cb_map[CSINN_OP_TANH][1].exec = shl_e804_tanh_q15; - - return cb_map; -} - -static int get_cb_map_index(int op, int dtype) -{ - switch (dtype) { - case CSINN_DTYPE_INT8: - return op * 2; - break; - case CSINN_DTYPE_INT16: - return op * 2 + 1; - break; - default: - return CSINN_UNSUPPORT_DTYPE; - } -} - -static struct csinn_callback *__cb_map_table_e804; -struct csinn_callback *shl_cb_map_e804(int op, int dtype) -{ - return &__cb_map_table_e804[get_cb_map_index(op, dtype)]; -} - -void shl_target_init_e804() -{ - __cb_map_table_e804 = setup_cb_map(); - shl_register_runtime_callback(CSINN_E804, NULL); - shl_register_op_callback(CSINN_E804, shl_cb_map_e804); -} diff --git a/source/e804_opt/sigmoid.c b/source/e804_opt/sigmoid.c deleted file mode 100644 index ea9ff970..00000000 --- a/source/e804_opt/sigmoid.c +++ /dev/null @@ -1,50 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "e804_function.h" -#include "shl_e804.h" - -int shl_e804_sigmoid_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_sigmoid_params *params) -{ - float tensor_max = fmax(fabs(input->qinfo->min), fabs(input->qinfo->max)); - int int_width = ceilf(log(tensor_max) / log(2)); - int_width = int_width > 3 ? 3 : int_width; - - q7_t *input_data = (q7_t *)input->data; - int size = csinn_tensor_size(input); - csky_dsp2_nn_activations_direct_q7(input_data, size, int_width, 0); - output->data = input_data; - return CSINN_TRUE; -} - -int shl_e804_sigmoid_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_sigmoid_params *params) -{ - float tensor_max = fmax(fabs(input->qinfo->min), fabs(input->qinfo->max)); - int int_width = ceilf(log(tensor_max) / log(2)); - int_width = int_width > 3 ? 3 : int_width; - - q15_t *input_data = (q15_t *)input->data; - int size = csinn_tensor_size(input); - csky_dsp2_nn_activations_direct_q15(input_data, size, int_width, 0); - output->data = input_data; - return CSINN_TRUE; -} diff --git a/source/e804_opt/softmax.c b/source/e804_opt/softmax.c deleted file mode 100644 index 8eb0125e..00000000 --- a/source/e804_opt/softmax.c +++ /dev/null @@ -1,42 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "e804_function.h" -#include "shl_e804.h" - -int shl_e804_softmax_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_softmax_params *params) -{ - q7_t *input_data = (q7_t *)input->data; - q7_t *output_data = (q7_t *)output->data; - int size = csinn_tensor_size(input); - csky_dsp2_softmax_q7(input_data, size, output_data); - return CSINN_TRUE; -} - -int shl_e804_softmax_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_softmax_params *params) -{ - q15_t *input_data = (q15_t *)input->data; - q15_t *output_data = (q15_t *)output->data; - int size = csinn_tensor_size(input); - csky_dsp2_softmax_q15(input_data, size, output_data); - return CSINN_TRUE; -} diff --git a/source/e804_opt/softmax/shl_xt800p_softmax_q15.S b/source/e804_opt/softmax/shl_xt800p_softmax_q15.S deleted file mode 100644 index d25fbd17..00000000 --- a/source/e804_opt/softmax/shl_xt800p_softmax_q15.S +++ /dev/null @@ -1,227 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800p_softmax_q15.S - * @brief Pooling functions implementations. - * @version V1.0 - * @date 01. June 20116 - ******************************************************************************/ - -/* - * void shl_xt800p_softmax_q15(const q15_t * vec_in, - * const uint8_t dim_vec, - * q15_t * p_out) - */ - - .file "shl_xt800p_softmax_q15.S" - .section .text.shl_xt800p_softmax_q15,"ax",@progbits - .align 2 - .global shl_xt800p_softmax_q15 - .type shl_xt800p_softmax_q15, @function - -shl_xt800p_softmax_q15: - push l0, l1, l2, l3, l4, l5, l6, l7, l8, l9 - lrw t9, 0x80008000 // init max value - mov l0, a0 - movi l1, 1 - - lsri a3, a1, 3 - bez a3, .L1 - -.L0: - pldbi.d t0, (a0) - pldbi.d t2, (a0) - pmax.s16 t9, t9, t0 // max - pmax.s16 t9, t9, t1 - pmax.s16 t9, t9, t2 - pmax.s16 t9, t9, t3 - - bnezad a3, .L0 - - sexth t0, t9 // compute the max value - asri t1, t9, 16 - max.s32 t9, t0, t1 - -.L1: - andi a3, a1, 7 - bez a3, .L3 - -.L2: - ldbi.hs t0, (a0) - cmplt t9, t0 - movt t9, t0 - - bnezad a3, .L2 - -.L3: - subi t9, t9, 16 // base - 16 - dup.16 t9, t9, 0 - mov a0, l0 - - movi t8, 0 // sum = 0 - lsri a3, a1, 2 - bez a3, .L5 - -.L4: - pldbi.d t0, (a0) - pcmplt.s16 t6, t9, t0 - pcmplt.s16 t7, t9, t1 - psub.s16.s t0, t0, t9 - psub.s16.s t1, t1, t9 - pclipi.u16 t0, t0, 5 - pclipi.u16 t1, t1, 5 - - zexth t2, t0 - lsri t3, t0, 16 - zexth t4, t1 - lsri t5, t1, 16 - lsl.u32.s t2, l1, t2 - lsl.u32.s t3, l1, t3 - lsl.u32.s t4, l1, t4 - lsl.u32.s t5, l1, t5 - - sexth t0, t6 - asri t1, t6, 16 - sexth t6, t7 - asri t7, t7, 16 - and t2, t2, t0 - and t3, t3, t1 - and t4, t4, t6 - and t5, t5, t7 - - addu t8, t8, t2 - addu t8, t8, t3 - addu t8, t8, t4 - addu t8, t8, t5 - - bnezad a3, .L4 - -.L5: - andi a3, a1, 3 - bez a3, .L7 - -.L6: - ldbi.h t0, (a0) - pcmplt.s16 t4, t9, t0 - psub.s16.s t0, t0, t9 - pclipi.u16 t0, t0, 5 - zexth t0, t0 - sexth t4, t4 - lsl.u32.s t0, l1, t0 - and t0, t0, t4 - add.s32.s t8, t8, t0 - - bnezad a3, .L6 - -.L7: - movi t0, 0 - movi t1, 1 - sexth l2, t9 - addi l2, l2, 17 // 17 + base - dup.16 l2, l2, 0 - divsl t0, t0, t8 // output_base - mov t8, t0 - movi l3, 0 - - mov a0, l0 - lsri a3, a1, 3 - bez a3, .L9 - -.L8: - pldbi.d t0, (a0) - pldbi.d t2, (a0) - pcmplt.s16 t4, t9, t0 // if(vec[in] > base) - pcmplt.s16 t5, t9, t1 - pcmplt.s16 t6, t9, t2 - pcmplt.s16 t7, t9, t3 - - psub.s16.s t0, l2, t0 // shift - psub.s16.s t1, l2, t1 - psub.s16.s t2, l2, t2 - psub.s16.s t3, l2, t3 - pclipi.u16 t0, t0, 5 - pclipi.u16 t1, t1, 5 - pclipi.u16 t2, t2, 5 - pclipi.u16 t3, t3, 5 - - pkgll l8, t0, l3 - pkghh l9, t0, l3 - pkgll t0, t1, l3 - pkghh t1, t1, l3 - - asr l8, t8, l8 - asr l9, t8, l9 - asr t0, t8, t0 - asr t1, t8, t1 - clipi.s32 l8, l8, 16 - clipi.s32 l9, l9, 16 - clipi.s32 t0, t0, 16 - clipi.s32 t1, t1, 16 - pkgll l8, l8, l9 - pkgll l9, t0, t1 - and l8, l8, t4 - and l9, l9, t5 - stbi.w l8, (a2) - stbi.w l9, (a2) - - pkgll l8, t2, l3 - pkghh l9, t2, l3 - pkgll t0, t3, l3 - pkghh t1, t3, l3 - - asr l8, t8, l8 - asr l9, t8, l9 - asr t0, t8, t0 - asr t1, t8, t1 - clipi.s32 l8, l8, 16 - clipi.s32 l9, l9, 16 - clipi.s32 t0, t0, 16 - clipi.s32 t1, t1, 16 - pkgll l8, l8, l9 - pkgll l9, t0, t1 - and l8, l8, t6 - and l9, l9, t7 - stbi.w l8, (a2) - stbi.w l9, (a2) - - bnezad a3, .L8 - -.L9: - andi a3, a1, 7 - bez a3, .L11 - -.L10: - ldbi.h t0, (a0) - pcmplt.s16 t4, t9, t0 // if(vec[in] > base) - psub.s16.s t0, l2, t0 // shift - pclipi.u16 t0, t0, 5 - pkgll l8, t0, l3 - asr l8, t8, l8 - clipi.s32 l8, l8, 16 - and l8, l8, t4 - stbi.h l8, (a2) - - bnezad a3, .L10 - -.L11: - pop l0, l1, l2, l3, l4, l5, l6, l7, l8, l9 - .size shl_xt800p_softmax_q15, .-shl_xt800p_softmax_q15 - -.weak csky_dsp2_softmax_q15 -.set csky_dsp2_softmax_q15, shl_xt800p_softmax_q15 diff --git a/source/e804_opt/softmax/shl_xt800p_softmax_q7.S b/source/e804_opt/softmax/shl_xt800p_softmax_q7.S deleted file mode 100644 index c2932e1b..00000000 --- a/source/e804_opt/softmax/shl_xt800p_softmax_q7.S +++ /dev/null @@ -1,230 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800p_softmax_q7.S - * @brief Pooling functions implementations. - * @version V1.0 - * @date 04. June 2018 - ******************************************************************************/ - -/* - * void shl_xt800p_softmax_q7(const q7_t * vec_in, - * const uint16_t dim_vec, - * q7_t * p_out) - */ - - .file "shl_xt800p_softmax_q7.S" - .section .text.shl_xt800p_softmax_q7,"ax",@progbits - .align 2 - .global shl_xt800p_softmax_q7 - .type shl_xt800p_softmax_q7, @function - -shl_xt800p_softmax_q7: - push l0, l1, l2, l3, l4, l5, l6, l7, l8, l9 - lrw t9, 0x80808080 // init max value - mov l0, a0 - movi l1, 1 - - lsri a3, a1, 4 - bez a3, .L1 - -.L0: - pldbi.d t0, (a0) - pldbi.d t2, (a0) - pmax.s8 t9, t9, t0 // max - pmax.s8 t9, t9, t1 - pmax.s8 t9, t9, t2 - pmax.s8 t9, t9, t3 - - bnezad a3, .L0 - pext.s8.e t0, t9 - pmax.s16 t9, t0, t1 - sexth t0, t9 - asri t1, t9, 16 - max.s32 t9, t0, t1 - -.L1: - andi a3, a1, 15 - bez a3, .L3 - -.L2: - ldbi.bs t0, (a0) - max.s32 t9, t9, t0 - - bnezad a3, .L2 - -.L3: - subi t9, t9, 8 - mov a0, l0 - dup.8 t9, t9, 0 - - movi t8, 0 // sum = 0 - lsri a3, a1, 2 - bez a3, .L5 - -.L4: - ldbi.w t0, (a0) - pcmplt.s8 t1, t9, t0 - psub.s8.s t0, t0, t9 - pext.s8.e t4, t0 - pclipi.u16 t4, t4, 5 - pclipi.u16 t5, t5, 5 - - zexth t6, t4 - lsri t7, t4, 16 - zexth l2, t5 - lsri l3, t5, 16 - lsl.u32.s t6, l1, t6 - lsl.u32.s t7, l1, t7 - lsl.u32.s l2, l1, l2 - lsl.u32.s l3, l1, l3 - - pext.s8.e t2, t1 - sexth l4, t2 - asri l5, t2, 16 - sexth l6, t3 - asri l7, t3, 16 - - and t6, t6, l4 - and t7, t7, l5 - and l2, l2, l6 - and l3, l3, l7 - - addu t8, t8, t6 - addu t8, t8, t7 - addu t8, t8, l2 - addu t8, t8, l3 - - bnezad a3, .L4 - -.L5: - andi a3, a1, 3 - bez a3, .L7 - -.L6: - ldbi.b t0, (a0) - pcmplt.s8 t4, t9, t0 - psub.s8.s t0, t0, t9 - pext.s8.e t2, t0 - pclipi.u16 t2, t2, 5 - - zexth t2, t2 - lsl.u32.s t2, l1, t2 - pext.s8.e t4, t4 - sexth t4, t4 - and t2, t2, t4 - - add.s32.s t8, t8, t2 - - bnezad a3, .L6 - -.L7: - movi t0, 1 - lsli t0, t0, 20 // output_base - divs t8, t0, t8 - pext.s8.e l2, t9 - lrw l3, 0x0d000d - addu l2, l2, l3 // 13 + base - movi l3, 0 - - mov a0, l0 - lsri a3, a1, 3 - bez a3, .L9 - -.L8: - pldbi.d t0, (a0) - pcmplt.s8 t4, t9, t0 // if(vec[in] > base) - pcmplt.s8 t5, t9, t1 - - pext.s8.e t2, t1 // shift - pext.s8.e t0, t0 - psub.s16.s t0, l2, t0 - psub.s16.s t1, l2, t1 - psub.s16.s t2, l2, t2 - psub.s16.s t3, l2, t3 - - pclipi.u16 t0, t0, 5 - pclipi.u16 t1, t1, 5 - pclipi.u16 t2, t2, 5 - pclipi.u16 t3, t3, 5 - - pkgll l8, t0, l3 - pkghh l9, t0, l3 - pkgll t0, t1, l3 - pkghh t1, t1, l3 - - asr l8, t8, l8 - asr l9, t8, l9 - asr t0, t8, t0 - asr t1, t8, t1 - clipi.s32 l8, l8, 8 - clipi.s32 l9, l9, 8 - clipi.s32 t0, t0, 8 - clipi.s32 t1, t1, 8 - pkgll l8, l8, l9 - pkgll l9, t0, t1 - narl l8, l8, l9 - and l8, l8, t4 - stbi.w l8, (a2) - - pkgll l8, t2, l3 - pkghh l9, t2, l3 - pkgll t0, t3, l3 - pkghh t1, t3, l3 - - asr l8, t8, l8 - asr l9, t8, l9 - asr t0, t8, t0 - asr t1, t8, t1 - clipi.s32 l8, l8, 8 - clipi.s32 l9, l9, 8 - clipi.s32 t0, t0, 8 - clipi.s32 t1, t1, 8 - pkgll l8, l8, l9 - pkgll l9, t0, t1 - narl l8, l8, l9 - and l8, l8, t5 - stbi.w l8, (a2) - - bnezad a3, .L8 - -.L9: - andi a3, a1, 7 - bez a3, .L11 - -.L10: - ldbi.b t0, (a0) - pcmplt.s8 t4, t9, t0 // if(vec[in] > base) - - pext.s8.e t0, t0 - psub.s16.s t0, l2, t0 // shift - pclipi.u16 t0, t0, 5 - asr l8, t8, t0 - clipi.s32 l8, l8, 8 - and l8, l8, t4 - stbi.b l8, (a2) - - bnezad a3, .L10 - -.L11: - pop l0, l1, l2, l3, l4, l5, l6, l7, l8, l9 - .size shl_xt800p_softmax_q7, .-shl_xt800p_softmax_q7 - -.weak csky_dsp2_softmax_q7 -.set csky_dsp2_softmax_q7, shl_xt800p_softmax_q7 diff --git a/source/e804_opt/tanh.c b/source/e804_opt/tanh.c deleted file mode 100644 index 3803f5a1..00000000 --- a/source/e804_opt/tanh.c +++ /dev/null @@ -1,50 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "e804_function.h" -#include "shl_e804.h" - -int shl_e804_tanh_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_siso_params *params) -{ - float tensor_max = fmax(fabs(input->qinfo->min), fabs(input->qinfo->max)); - int int_width = ceilf(log(tensor_max) / log(2)); - int_width = int_width > 3 ? 3 : int_width; - - q7_t *input_data = (q7_t *)input->data; - int size = csinn_tensor_size(input); - csky_dsp2_nn_activations_direct_q7(input_data, size, int_width, 1); - output->data = input_data; - return CSINN_TRUE; -} - -int shl_e804_tanh_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_siso_params *params) -{ - float tensor_max = fmax(fabs(input->qinfo->min), fabs(input->qinfo->max)); - int int_width = ceilf(log(tensor_max) / log(2)); - int_width = int_width > 3 ? 3 : int_width; - - q15_t *input_data = (q15_t *)input->data; - int size = csinn_tensor_size(input); - csky_dsp2_nn_activations_direct_q15(input_data, size, int_width, 1); - output->data = input_data; - return CSINN_TRUE; -} diff --git a/source/e907_opt/concat.c b/source/e907_opt/concat.c index 5bc3d2a7..91c11341 100644 --- a/source/e907_opt/concat.c +++ b/source/e907_opt/concat.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_e907.h" int shl_e907_concat_int8(struct csinn_tensor **input, struct csinn_tensor *output, diff --git a/source/e907_opt/convolution.c b/source/e907_opt/convolution.c index dbdac053..a1ec792d 100644 --- a/source/e907_opt/convolution.c +++ b/source/e907_opt/convolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_e907.h" int shl_e907_conv2d_int8(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/e907_opt/fullyconnected.c b/source/e907_opt/fullyconnected.c index 9147d274..7b795a38 100644 --- a/source/e907_opt/fullyconnected.c +++ b/source/e907_opt/fullyconnected.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_e907.h" int shl_e907_fullyconnected_init(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/e907_opt/fullyconnected_int8.c b/source/e907_opt/fullyconnected_int8.c index d18e431e..0c65a1dd 100644 --- a/source/e907_opt/fullyconnected_int8.c +++ b/source/e907_opt/fullyconnected_int8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_e907.h" static void shl_e907_fullyconnectd_int8_internel(const int8_t *input, int32_t *output, diff --git a/source/e907_opt/mul.c b/source/e907_opt/mul.c index 4f2ee79a..b41221f1 100644 --- a/source/e907_opt/mul.c +++ b/source/e907_opt/mul.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_e907.h" /************************************************************************************ diff --git a/source/e907_opt/relu.c b/source/e907_opt/relu.c index f8bc508a..4e45a08e 100644 --- a/source/e907_opt/relu.c +++ b/source/e907_opt/relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_e907.h" /************************************************************************************ diff --git a/source/e907_opt/setup.c b/source/e907_opt/setup.c index e451f7f0..fe248189 100644 --- a/source/e907_opt/setup.c +++ b/source/e907_opt/setup.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_e907.h" static struct shl_cb_op_list shl_e907_cb_op_list; diff --git a/source/e907_opt/softmax.c b/source/e907_opt/softmax.c index e99dc17b..2e4002e2 100644 --- a/source/e907_opt/softmax.c +++ b/source/e907_opt/softmax.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_e907.h" static inline float fast_exp(float y) diff --git a/source/e907_opt/sum.c b/source/e907_opt/sum.c index 8b532ce7..1650f4a3 100644 --- a/source/e907_opt/sum.c +++ b/source/e907_opt/sum.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_e907.h" int shl_e907_sum_int8(struct csinn_tensor *input, struct csinn_tensor *output, @@ -37,103 +35,85 @@ int shl_e907_sum_int8(struct csinn_tensor *input, struct csinn_tensor *output, intXLEN_t multiplier_32xn = shl_rvp_int32_to_xlen(multiplier); intXLEN_t z2_16xn = shl_rvp_int16_to_xlen(z2); - if (*(params->axis) == -1) { - int size = 1; - for (int i = 0; i < input->dim_count; i++) { - size = size * input->dim[i]; - } - float res = 0; - for (int j = 0; j < size; j++) { - float temp = (input_data[j] - input->qinfo->zero_point) * input->qinfo->scale; - res = res + temp; - } - float ret = round(res / output->qinfo->scale) + output->qinfo->zero_point; - if (ret > 127) - ret = 127; - else if (ret < -128) - ret = -128; - *output_data = (int8_t)ret; - } else { - int32_t inner_size = 1; - int32_t outer_size = 1; - for (int32_t k = 0; k < params->n; k++) { - outer_size *= params->out_extents[k]; - } - for (int32_t k = 0; k < params->m; k++) { - inner_size *= params->inner_extents[k]; - } + int32_t inner_size = 1; + int32_t outer_size = 1; + for (int32_t k = 0; k < params->n; k++) { + outer_size *= params->out_extents[k]; + } + for (int32_t k = 0; k < params->m; k++) { + inner_size *= params->inner_extents[k]; + } - int16_t z1xn = inner_size * z1; - intXLEN_t z1_16xn = shl_rvp_int16_to_xlen(z1xn); - const int xlenh = shl_rvp_get_xlenb() >> 1; // xlen in half-word + int16_t z1xn = inner_size * z1; + intXLEN_t z1_16xn = shl_rvp_int16_to_xlen(z1xn); + const int xlenh = shl_rvp_get_xlenb() >> 1; // xlen in half-word - int i = 0; - for (; i + xlenh - 1 < outer_size; i += xlenh) { - int8_t *input_ptr = input_data + i; - intXLEN_t acc = 0; - for (int j = 0; j < inner_size; j++) { - int16_t tmp_i16[xlenh]; - shl_rvp_int8_to_int16((input_ptr + j * outer_size), tmp_i16, xlenh); - intXLEN_t *x_16xn = (intXLEN_t *)(tmp_i16); - acc = __rv__add16(acc, x_16xn[0]); - } - acc = __rv__sub16(acc, z1_16xn); // - (z1 * inner_size) - int32_t tmp_i32[xlenh]; - shl_rvp_int16_to_int32((int16_t *)(&acc), tmp_i32, xlenh); - intXLEN_t *x_32xn = (intXLEN_t *)(tmp_i32); + int i = 0; + for (; i + xlenh - 1 < outer_size; i += xlenh) { + int8_t *input_ptr = input_data + i; + intXLEN_t acc = 0; + for (int j = 0; j < inner_size; j++) { + int16_t tmp_i16[xlenh]; + shl_rvp_int8_to_int16((input_ptr + j * outer_size), tmp_i16, xlenh); + intXLEN_t *x_16xn = (intXLEN_t *)(tmp_i16); + acc = __rv__add16(acc, x_16xn[0]); + } + acc = __rv__sub16(acc, z1_16xn); // - (z1 * inner_size) + int32_t tmp_i32[xlenh]; + shl_rvp_int16_to_int32((int16_t *)(&acc), tmp_i32, xlenh); + intXLEN_t *x_32xn = (intXLEN_t *)(tmp_i32); #if __riscv_xlen == 64 - if (shift < 0) { - x_32xn[0] = __rv__sra32_u(x_32xn[0], -shift - 1); - x_32xn[1] = __rv__sra32_u(x_32xn[1], -shift - 1); - } else { - x_32xn[0] = __rv__sll32(x_32xn[0], shift + 1); - x_32xn[1] = __rv__sll32(x_32xn[1], shift + 1); - } + if (shift < 0) { + x_32xn[0] = __rv__sra32_u(x_32xn[0], -shift - 1); + x_32xn[1] = __rv__sra32_u(x_32xn[1], -shift - 1); + } else { + x_32xn[0] = __rv__sll32(x_32xn[0], shift + 1); + x_32xn[1] = __rv__sll32(x_32xn[1], shift + 1); + } #elif __riscv_xlen == 32 - if (shift < 0) { - x_32xn[0] >>= -shift - 1; - x_32xn[1] >>= -shift - 1; - } else { - x_32xn[0] <<= shift + 1; - x_32xn[1] <<= shift + 1; - } + if (shift < 0) { + x_32xn[0] >>= -shift - 1; + x_32xn[1] >>= -shift - 1; + } else { + x_32xn[0] <<= shift + 1; + x_32xn[1] <<= shift + 1; + } #endif - intXLEN_t mulh[2]; - for (int k = 0; k < 2; k++) { - mulh[k] = __rv__smmul_u(x_32xn[k], multiplier_32xn); - mulh[k] = __rv__sclip32(mulh[k], 15); // narrow 32->16 - } + intXLEN_t mulh[2]; + for (int k = 0; k < 2; k++) { + mulh[k] = __rv__smmul_u(x_32xn[k], multiplier_32xn); + mulh[k] = __rv__sclip32(mulh[k], 15); // narrow 32->16 + } - int16_t tmp_i16[xlenh]; - shl_rvp_int32_to_int16((int32_t *)mulh, tmp_i16, xlenh); + int16_t tmp_i16[xlenh]; + shl_rvp_int32_to_int16((int32_t *)mulh, tmp_i16, xlenh); - intXLEN_t *x_16xn = (intXLEN_t *)tmp_i16; - for (int j = 0; j < 2; j++) { - x_16xn[j] = __rv__add16(x_16xn[j], z2_16xn); // + z2 - x_16xn[j] = __rv__sclip16(x_16xn[j], 7); // narrow 16->8 - } - shl_rvp_int16_to_int8((int16_t *)x_16xn, output_data + i, xlenh); + intXLEN_t *x_16xn = (intXLEN_t *)tmp_i16; + for (int j = 0; j < 2; j++) { + x_16xn[j] = __rv__add16(x_16xn[j], z2_16xn); // + z2 + x_16xn[j] = __rv__sclip16(x_16xn[j], 7); // narrow 16->8 } + shl_rvp_int16_to_int8((int16_t *)x_16xn, output_data + i, xlenh); + } - for (; i < outer_size; i++) { - int8_t *input_ptr = input_data + i; - int32_t res = 0; - for (int j = 0; j < inner_size; j++) { - int32_t in = (int32_t)input_ptr[j * outer_size]; - res += in; - } - res -= z1xn; - res = shl_rvp_mulh(res, multiplier); - if (shift < 0) { - res >>= -shift - 1; - } else { - res <<= shift + 1; - } - res += z2; - output_data[i] = shl_rvp_clip_i8(res); + for (; i < outer_size; i++) { + int8_t *input_ptr = input_data + i; + int32_t res = 0; + for (int j = 0; j < inner_size; j++) { + int32_t in = (int32_t)input_ptr[j * outer_size]; + res += in; + } + res -= z1xn; + res = shl_rvp_mulh(res, multiplier); + if (shift < 0) { + res >>= -shift - 1; + } else { + res <<= shift + 1; } + res += z2; + output_data[i] = shl_rvp_clip_i8(res); } return CSINN_TRUE; diff --git a/source/e907_opt/utils.c b/source/e907_opt/utils.c index 84c8e78a..947082d7 100644 --- a/source/e907_opt/utils.c +++ b/source/e907_opt/utils.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_e907.h" int shl_rvp_get_xlenb() diff --git a/source/graph_ref/CMakeLists.txt b/source/graph_ref/CMakeLists.txt index 79c26c2c..97245b8e 100644 --- a/source/graph_ref/CMakeLists.txt +++ b/source/graph_ref/CMakeLists.txt @@ -2,6 +2,7 @@ if(CONFIG_GRAPH_REFERENCE_SOURCE) list(APPEND GREF_SRCS source/graph_ref/utils.c) list(APPEND GREF_SRCS source/graph_ref/setup.c) + list(APPEND GREF_SRCS source/graph_ref/subgraph.c) endif() if(CONFIG_GRAPH_REFERENCE_TVMGEN) @@ -9,10 +10,6 @@ if(CONFIG_GRAPH_REFERENCE_TVMGEN) list(APPEND GREF_SRCS source/tvm_gen/setup.c) endif() -if(CONFIG_GRAPH_REFERENCE_SUBGRAPH) - list(APPEND GREF_SRCS source/graph_ref/subgraph.c) -endif() - if(CONFIG_GRAPH_REFERENCE_ABS) list(APPEND GREF_SRCS source/graph_ref/abs.c) endif() @@ -648,3 +645,7 @@ endif() if(CONFIG_GRAPH_REFERENCE_ONE_HOT) list(APPEND GREF_SRCS source/graph_ref/one_hot.c) endif() + +if(CONFIG_GRAPH_REFERENCE_INSTANCE_NORM) + list(APPEND GREF_SRCS source/graph_ref/instance_norm.c) +endif() diff --git a/source/graph_ref/Kconfig b/source/graph_ref/Kconfig index 9aa29323..8d0de302 100644 --- a/source/graph_ref/Kconfig +++ b/source/graph_ref/Kconfig @@ -7,13 +7,6 @@ config GRAPH_REFERENCE_SOURCE help Select SHL build graph reference -config GRAPH_REFERENCE_SUBGRAPH - depends on GRAPH_REFERENCE_SOURCE - bool "Subgraph for hybrid model" - default n - help - Select to support subgraph for hybrid model - config GRAPH_REFERENCE_TVMGEN depends on GRAPH_REFERENCE_SOURCE bool "Subgraph for hhb(tvm) generate code" diff --git a/source/graph_ref/abs.c b/source/graph_ref/abs.c index b428e0b9..acbfb024 100644 --- a/source/graph_ref/abs.c +++ b/source/graph_ref/abs.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_abs(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/acos.c b/source/graph_ref/acos.c index 7fb5c47a..925e89a5 100644 --- a/source/graph_ref/acos.c +++ b/source/graph_ref/acos.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_acos(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/acosh.c b/source/graph_ref/acosh.c index 994bda8c..6a1976b8 100644 --- a/source/graph_ref/acosh.c +++ b/source/graph_ref/acosh.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_acosh(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/add.c b/source/graph_ref/add.c index f8cccdf8..becada0f 100644 --- a/source/graph_ref/add.c +++ b/source/graph_ref/add.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_add(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/graph_ref/all.c b/source/graph_ref/all.c index b6fa3a6f..33aff82a 100644 --- a/source/graph_ref/all.c +++ b/source/graph_ref/all.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_all(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/and.c b/source/graph_ref/and.c index e3b23e47..19e5ad55 100644 --- a/source/graph_ref/and.c +++ b/source/graph_ref/and.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_and(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/graph_ref/any.c b/source/graph_ref/any.c index 5f9153e2..3120e594 100644 --- a/source/graph_ref/any.c +++ b/source/graph_ref/any.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_any(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/arange.c b/source/graph_ref/arange.c index 0661799b..d813d2be 100644 --- a/source/graph_ref/arange.c +++ b/source/graph_ref/arange.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_arange(struct csinn_tensor *output, struct csinn_arange_params *params) diff --git a/source/graph_ref/argmax.c b/source/graph_ref/argmax.c index 9636f059..7fbd5381 100644 --- a/source/graph_ref/argmax.c +++ b/source/graph_ref/argmax.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_argmax(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/argmin.c b/source/graph_ref/argmin.c index fa4a8e01..76ce82fa 100644 --- a/source/graph_ref/argmin.c +++ b/source/graph_ref/argmin.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_argmin(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/asin.c b/source/graph_ref/asin.c index 0cdb80b8..cfe146fa 100644 --- a/source/graph_ref/asin.c +++ b/source/graph_ref/asin.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_asin(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/asinh.c b/source/graph_ref/asinh.c index 5c80d668..9570ca20 100644 --- a/source/graph_ref/asinh.c +++ b/source/graph_ref/asinh.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_asinh(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/atan.c b/source/graph_ref/atan.c index 3d7dc1c3..15c65889 100644 --- a/source/graph_ref/atan.c +++ b/source/graph_ref/atan.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_atan(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/atanh.c b/source/graph_ref/atanh.c index 11bd0c68..0820c4c7 100644 --- a/source/graph_ref/atanh.c +++ b/source/graph_ref/atanh.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_atanh(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/avgpool.c b/source/graph_ref/avgpool.c index 6a18d81e..e8dafdd4 100644 --- a/source/graph_ref/avgpool.c +++ b/source/graph_ref/avgpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_avgpool2d(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/avgpool3d.c b/source/graph_ref/avgpool3d.c index a5089030..76451709 100644 --- a/source/graph_ref/avgpool3d.c +++ b/source/graph_ref/avgpool3d.c @@ -16,14 +16,12 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_avgpool3d(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { - shl_gref_siso_op(input, output, CSINN_OP_AVGPOOL2D, params); + shl_gref_siso_op(input, output, CSINN_OP_AVGPOOL3D, params); return CSINN_TRUE; } diff --git a/source/graph_ref/batch_to_space.c b/source/graph_ref/batch_to_space.c index 7ed70d2c..56b7c6ac 100644 --- a/source/graph_ref/batch_to_space.c +++ b/source/graph_ref/batch_to_space.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_batch_to_space(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/batch_to_space_nd.c b/source/graph_ref/batch_to_space_nd.c index 14a17ac1..d5ee89ba 100644 --- a/source/graph_ref/batch_to_space_nd.c +++ b/source/graph_ref/batch_to_space_nd.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_batch_to_space_nd(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/bn.c b/source/graph_ref/bn.c index ea745216..efa8dfde 100644 --- a/source/graph_ref/bn.c +++ b/source/graph_ref/bn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_batch_normalization(struct csinn_tensor *input, struct csinn_tensor *mean, diff --git a/source/graph_ref/broadcast_to.c b/source/graph_ref/broadcast_to.c index fc43cfdf..9dc2edc3 100644 --- a/source/graph_ref/broadcast_to.c +++ b/source/graph_ref/broadcast_to.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_broadcast_to(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/cache_conv1d.c b/source/graph_ref/cache_conv1d.c index 0f843eca..76cfc311 100644 --- a/source/graph_ref/cache_conv1d.c +++ b/source/graph_ref/cache_conv1d.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_cache_conv1d(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/cache_matmul.c b/source/graph_ref/cache_matmul.c index 8a29c5e1..ebb3bf1c 100644 --- a/source/graph_ref/cache_matmul.c +++ b/source/graph_ref/cache_matmul.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_cache_matmul(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/cast.c b/source/graph_ref/cast.c index 2d6e780a..e8f1be22 100644 --- a/source/graph_ref/cast.c +++ b/source/graph_ref/cast.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_cast(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/ceil.c b/source/graph_ref/ceil.c index 48406251..c956dcc5 100644 --- a/source/graph_ref/ceil.c +++ b/source/graph_ref/ceil.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_ceil(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/clip.c b/source/graph_ref/clip.c index e355ae0a..0b18d248 100644 --- a/source/graph_ref/clip.c +++ b/source/graph_ref/clip.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_clip(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/col2im.c b/source/graph_ref/col2im.c index a411ded5..fd6c3e1c 100644 --- a/source/graph_ref/col2im.c +++ b/source/graph_ref/col2im.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_col2im(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/concat.c b/source/graph_ref/concat.c index 8ccbafe9..a80701bf 100644 --- a/source/graph_ref/concat.c +++ b/source/graph_ref/concat.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_concat(struct csinn_tensor **input, struct csinn_tensor *output, diff --git a/source/graph_ref/convolution.c b/source/graph_ref/convolution.c index 2ab30fd2..56ee22df 100644 --- a/source/graph_ref/convolution.c +++ b/source/graph_ref/convolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_conv2d(struct csinn_tensor *input, struct csinn_tensor *output, @@ -56,7 +54,7 @@ int shl_gref_conv2d_infer_shape(struct csinn_tensor *input, struct csinn_tensor int32_t dilation_h = params->dilation_height; int32_t dilation_w = params->dilation_width; - output->dim_count = input->dim_count; + output->dim_count = kernel->dim_count; output->dim[0] = input->dim[0]; // N output->dim[c] = kernel->dim[0]; output->dim[h] = (in_h + padding_h - dilation_h * (kernel_h - 1) - 1) / stride_h + 1; diff --git a/source/graph_ref/convolution1d.c b/source/graph_ref/convolution1d.c index 8a3f3bed..cb2eca64 100644 --- a/source/graph_ref/convolution1d.c +++ b/source/graph_ref/convolution1d.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_conv1d(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/convolution3d.c b/source/graph_ref/convolution3d.c index 7d38b890..db50149f 100644 --- a/source/graph_ref/convolution3d.c +++ b/source/graph_ref/convolution3d.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_conv3d(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/cos.c b/source/graph_ref/cos.c index 19df79bd..a6c61446 100644 --- a/source/graph_ref/cos.c +++ b/source/graph_ref/cos.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_cos(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/cosh.c b/source/graph_ref/cosh.c index 42072aa5..cd423620 100644 --- a/source/graph_ref/cosh.c +++ b/source/graph_ref/cosh.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_cosh(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/crop.c b/source/graph_ref/crop.c index d4d4d10f..51a4bc49 100644 --- a/source/graph_ref/crop.c +++ b/source/graph_ref/crop.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_crop(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/cumprod.c b/source/graph_ref/cumprod.c index bf2aa6ae..156df090 100644 --- a/source/graph_ref/cumprod.c +++ b/source/graph_ref/cumprod.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_cumprod(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/cumsum.c b/source/graph_ref/cumsum.c index 7c6371cb..fe947c22 100644 --- a/source/graph_ref/cumsum.c +++ b/source/graph_ref/cumsum.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_cumsum(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/data_convert.c b/source/graph_ref/data_convert.c index 41356246..9194f91e 100644 --- a/source/graph_ref/data_convert.c +++ b/source/graph_ref/data_convert.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_data_convert(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/deconvolution.c b/source/graph_ref/deconvolution.c index f574d8c1..5a0bd0bb 100644 --- a/source/graph_ref/deconvolution.c +++ b/source/graph_ref/deconvolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_deconv2d(struct csinn_tensor *input, struct csinn_tensor *output, @@ -69,6 +67,14 @@ int shl_gref_depthwise_deconv2d(struct csinn_tensor *input, struct csinn_tensor return CSINN_TRUE; } +int shl_gref_group_deconv2d(struct csinn_tensor *input, struct csinn_tensor *output, + struct csinn_tensor *kernel, struct csinn_tensor *bias, + struct csinn_conv2d_params *params) +{ + shl_gref_sidcso_op(input, output, kernel, bias, CSINN_OP_GROUP_DECONV2D, params); + return CSINN_TRUE; +} + int shl_gref_depthwise_deconv2d_infer_shape(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) diff --git a/source/graph_ref/deconvolution3d.c b/source/graph_ref/deconvolution3d.c index 1e2d7fde..ae0075c6 100644 --- a/source/graph_ref/deconvolution3d.c +++ b/source/graph_ref/deconvolution3d.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_deconv3d(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/depth_to_space.c b/source/graph_ref/depth_to_space.c index 4bc9453c..ddfba1a6 100644 --- a/source/graph_ref/depth_to_space.c +++ b/source/graph_ref/depth_to_space.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_depth_to_space(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/div.c b/source/graph_ref/div.c index 75317d34..d0bf2bfd 100644 --- a/source/graph_ref/div.c +++ b/source/graph_ref/div.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_div(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/graph_ref/elu.c b/source/graph_ref/elu.c index 53cec235..be53a20d 100644 --- a/source/graph_ref/elu.c +++ b/source/graph_ref/elu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_elu(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/equal.c b/source/graph_ref/equal.c index aec765e3..3895908d 100644 --- a/source/graph_ref/equal.c +++ b/source/graph_ref/equal.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_equal(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/graph_ref/erf.c b/source/graph_ref/erf.c index 032d15de..84004eb9 100644 --- a/source/graph_ref/erf.c +++ b/source/graph_ref/erf.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_erf(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/exp.c b/source/graph_ref/exp.c index 38049033..638f01b4 100644 --- a/source/graph_ref/exp.c +++ b/source/graph_ref/exp.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_exp(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/expand_dims.c b/source/graph_ref/expand_dims.c index fc31f52f..d57ed9a8 100644 --- a/source/graph_ref/expand_dims.c +++ b/source/graph_ref/expand_dims.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_expand_dims(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/expm1.c b/source/graph_ref/expm1.c index 0e19209b..24645824 100644 --- a/source/graph_ref/expm1.c +++ b/source/graph_ref/expm1.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_expm1(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/flatten.c b/source/graph_ref/flatten.c index 8bdce65a..8e0f21d3 100644 --- a/source/graph_ref/flatten.c +++ b/source/graph_ref/flatten.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_flatten(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/floor.c b/source/graph_ref/floor.c index c253257e..6f4ce04d 100644 --- a/source/graph_ref/floor.c +++ b/source/graph_ref/floor.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_floor(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/floor_divide.c b/source/graph_ref/floor_divide.c index acfd25eb..f5ac5557 100644 --- a/source/graph_ref/floor_divide.c +++ b/source/graph_ref/floor_divide.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_floor_divide(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/graph_ref/floor_mod.c b/source/graph_ref/floor_mod.c index 3f0e4382..58124c7c 100644 --- a/source/graph_ref/floor_mod.c +++ b/source/graph_ref/floor_mod.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_floor_mod(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/graph_ref/fsmn.c b/source/graph_ref/fsmn.c index da031a0c..6cdaef75 100644 --- a/source/graph_ref/fsmn.c +++ b/source/graph_ref/fsmn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_fsmn(struct csinn_tensor *frame, struct csinn_tensor *l_filter, diff --git a/source/graph_ref/fullyconnected.c b/source/graph_ref/fullyconnected.c index 3067886c..c7756efc 100644 --- a/source/graph_ref/fullyconnected.c +++ b/source/graph_ref/fullyconnected.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_fullyconnected(struct csinn_tensor *input, struct csinn_tensor *output, @@ -32,8 +30,10 @@ int shl_gref_fullyconnected_infer_shape(struct csinn_tensor *input, struct csinn struct csinn_tensor *weights, struct csinn_tensor *bias, struct csinn_fc_params *params) { - output->dim_count = 2; - output->dim[0] = input->dim[0]; - output->dim[1] = weights->dim[0]; + output->dim_count = input->dim_count; + for (int i = 0; i < input->dim_count; i++) { + output->dim[i] = input->dim[i]; + } + output->dim[output->dim_count - 1] = weights->dim[0]; return CSINN_TRUE; } diff --git a/source/graph_ref/gather.c b/source/graph_ref/gather.c index de59838a..9d6cd324 100644 --- a/source/graph_ref/gather.c +++ b/source/graph_ref/gather.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_gather(struct csinn_tensor *input, struct csinn_tensor *indices, diff --git a/source/graph_ref/gather_nd.c b/source/graph_ref/gather_nd.c index d58998e9..fbffd9e5 100644 --- a/source/graph_ref/gather_nd.c +++ b/source/graph_ref/gather_nd.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_gather_nd(struct csinn_tensor *input, struct csinn_tensor *indices, diff --git a/source/graph_ref/global_averagepool.c b/source/graph_ref/global_averagepool.c index 0812b5a2..9c2c20a7 100644 --- a/source/graph_ref/global_averagepool.c +++ b/source/graph_ref/global_averagepool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_global_avgpool2d(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/global_maxpool.c b/source/graph_ref/global_maxpool.c index 5463debd..8529bad4 100644 --- a/source/graph_ref/global_maxpool.c +++ b/source/graph_ref/global_maxpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_global_maxpool2d(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/greater.c b/source/graph_ref/greater.c index 581568f4..53cdb5b2 100644 --- a/source/graph_ref/greater.c +++ b/source/graph_ref/greater.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_greater(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/graph_ref/greater_equal.c b/source/graph_ref/greater_equal.c index c0c0f6ff..8c88f2a1 100644 --- a/source/graph_ref/greater_equal.c +++ b/source/graph_ref/greater_equal.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_greater_equal(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/graph_ref/hard_sigmoid.c b/source/graph_ref/hard_sigmoid.c index 1d3aa951..e48baa48 100644 --- a/source/graph_ref/hard_sigmoid.c +++ b/source/graph_ref/hard_sigmoid.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_hard_sigmoid(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/im2col.c b/source/graph_ref/im2col.c index 1dae60d5..da50744c 100644 --- a/source/graph_ref/im2col.c +++ b/source/graph_ref/im2col.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_im2col(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/i805_ref/relu.c b/source/graph_ref/instance_norm.c similarity index 50% rename from source/i805_ref/relu.c rename to source/graph_ref/instance_norm.c index 3ec8cf1f..f6e68b72 100644 --- a/source/i805_ref/relu.c +++ b/source/graph_ref/instance_norm.c @@ -16,27 +16,24 @@ * limitations under the License. */ -/* SHL version 2.1.x */ +#include "shl_gref.h" -#include "i805_ref_function.h" -#include "shl_ref_i805.h" - -int shl_i805_ref_relu_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_relu_params *params) +int shl_gref_instance_norm(struct csinn_tensor *input, struct csinn_tensor *scales, + struct csinn_tensor *bias, struct csinn_tensor *output, + struct csinn_instance_norm_params *params) { - q7_t *input_data = (q7_t *)input->data; - int size = csinn_tensor_size(input); - shl_relu_q7(input_data, size); - output->data = input_data; + shl_gref_diso_op(input, scales, output, CSINN_OP_INSTANCE_NORM, params); return CSINN_TRUE; } -int shl_i805_ref_relu_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_relu_params *params) +int shl_gref_instance_norm_infer_shape(struct csinn_tensor *input, struct csinn_tensor *scales, + struct csinn_tensor *bias, struct csinn_tensor *output, + struct csinn_instance_norm_params *params) { - q15_t *input_data = (q15_t *)input->data; - int size = csinn_tensor_size(input); - shl_relu_q15(input_data, size); - output->data = input_data; + output->dim_count = input->dim_count; + for (int i = 0; i < input->dim_count; i++) { + output->dim[i] = input->dim[i]; + } + return CSINN_TRUE; } diff --git a/source/graph_ref/isnan.c b/source/graph_ref/isnan.c index dc1b9bc0..891abec3 100644 --- a/source/graph_ref/isnan.c +++ b/source/graph_ref/isnan.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_isnan_bool(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/l2_normalization.c b/source/graph_ref/l2_normalization.c index 357c7ad0..7793d5f2 100644 --- a/source/graph_ref/l2_normalization.c +++ b/source/graph_ref/l2_normalization.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_l2_normalization(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/l2pool.c b/source/graph_ref/l2pool.c index 51fcc65f..6af2ac7c 100644 --- a/source/graph_ref/l2pool.c +++ b/source/graph_ref/l2pool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_l2pool(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/layer_norm.c b/source/graph_ref/layer_norm.c index b4090eba..cb1af530 100644 --- a/source/graph_ref/layer_norm.c +++ b/source/graph_ref/layer_norm.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_layer_norm(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/leaky_relu.c b/source/graph_ref/leaky_relu.c index 92ea3967..121cf8e7 100644 --- a/source/graph_ref/leaky_relu.c +++ b/source/graph_ref/leaky_relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_leaky_relu(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/less.c b/source/graph_ref/less.c index ac73b498..8afba9cc 100644 --- a/source/graph_ref/less.c +++ b/source/graph_ref/less.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_less(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/graph_ref/less_equal.c b/source/graph_ref/less_equal.c index 1d5a71fd..c70fd6cb 100644 --- a/source/graph_ref/less_equal.c +++ b/source/graph_ref/less_equal.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_less_equal(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/graph_ref/log.c b/source/graph_ref/log.c index 7a21e5d6..9f25251d 100644 --- a/source/graph_ref/log.c +++ b/source/graph_ref/log.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_log(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/log1p.c b/source/graph_ref/log1p.c index f7891cfa..c9c008da 100644 --- a/source/graph_ref/log1p.c +++ b/source/graph_ref/log1p.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_log1p(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/log_softmax.c b/source/graph_ref/log_softmax.c index 5bd0e27c..ba74d23f 100644 --- a/source/graph_ref/log_softmax.c +++ b/source/graph_ref/log_softmax.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_log_softmax(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/logical_and.c b/source/graph_ref/logical_and.c index 03212f9f..e3cf4137 100644 --- a/source/graph_ref/logical_and.c +++ b/source/graph_ref/logical_and.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_logical_and(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/graph_ref/logical_not.c b/source/graph_ref/logical_not.c index 3591c784..fe6c232b 100644 --- a/source/graph_ref/logical_not.c +++ b/source/graph_ref/logical_not.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_logical_not(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/logical_or.c b/source/graph_ref/logical_or.c index d53dbdb6..723f009c 100644 --- a/source/graph_ref/logical_or.c +++ b/source/graph_ref/logical_or.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_logical_or(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/graph_ref/logical_xor.c b/source/graph_ref/logical_xor.c index 236c1bbc..a5fc6de1 100644 --- a/source/graph_ref/logical_xor.c +++ b/source/graph_ref/logical_xor.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_logical_xor(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/graph_ref/lrn.c b/source/graph_ref/lrn.c index 23f04d00..c9442b85 100644 --- a/source/graph_ref/lrn.c +++ b/source/graph_ref/lrn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_lrn(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/matmul.c b/source/graph_ref/matmul.c index 4415a969..53b549d7 100644 --- a/source/graph_ref/matmul.c +++ b/source/graph_ref/matmul.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_matmul(struct csinn_tensor *mat0, struct csinn_tensor *mat1, diff --git a/source/graph_ref/max.c b/source/graph_ref/max.c index 2d019b56..7e56ea03 100644 --- a/source/graph_ref/max.c +++ b/source/graph_ref/max.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_max(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/maximum.c b/source/graph_ref/maximum.c index 9b25b562..9c445377 100644 --- a/source/graph_ref/maximum.c +++ b/source/graph_ref/maximum.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_maximum(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/graph_ref/maxpool.c b/source/graph_ref/maxpool.c index 2cb46779..e4c90bcc 100644 --- a/source/graph_ref/maxpool.c +++ b/source/graph_ref/maxpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_maxpool2d(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/maxpool2d_locat.c b/source/graph_ref/maxpool2d_locat.c index c9475745..28636a4a 100644 --- a/source/graph_ref/maxpool2d_locat.c +++ b/source/graph_ref/maxpool2d_locat.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_maxpool2d_locat(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/maxpool3d.c b/source/graph_ref/maxpool3d.c index c222d3b6..f3309824 100644 --- a/source/graph_ref/maxpool3d.c +++ b/source/graph_ref/maxpool3d.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_maxpool3d(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/mean.c b/source/graph_ref/mean.c index e77ac54e..8c04b0a5 100644 --- a/source/graph_ref/mean.c +++ b/source/graph_ref/mean.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_mean(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/min.c b/source/graph_ref/min.c index 182d130d..c600bbec 100644 --- a/source/graph_ref/min.c +++ b/source/graph_ref/min.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_min(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/minimum.c b/source/graph_ref/minimum.c index f1246b71..55aea272 100644 --- a/source/graph_ref/minimum.c +++ b/source/graph_ref/minimum.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_minimum(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/graph_ref/mod.c b/source/graph_ref/mod.c index 59fb17d5..759ed2a5 100644 --- a/source/graph_ref/mod.c +++ b/source/graph_ref/mod.c @@ -16,14 +16,12 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_mod(struct csinn_tensor *input0, struct csinn_tensor *input1, struct csinn_tensor *output, struct csinn_diso_params *params) { - shl_gref_diso_op(input0, input1, output, CSINN_OP_ADD, params); + shl_gref_diso_op(input0, input1, output, CSINN_OP_MOD, params); return CSINN_TRUE; } diff --git a/source/graph_ref/mul.c b/source/graph_ref/mul.c index 42e912e7..520eba5a 100644 --- a/source/graph_ref/mul.c +++ b/source/graph_ref/mul.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_mul(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/graph_ref/ndarray_size.c b/source/graph_ref/ndarray_size.c index e512e5bb..36d910af 100644 --- a/source/graph_ref/ndarray_size.c +++ b/source/graph_ref/ndarray_size.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_ndarray_size(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/negative.c b/source/graph_ref/negative.c index a402e38b..ea9c8dd2 100644 --- a/source/graph_ref/negative.c +++ b/source/graph_ref/negative.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_negative(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/non_max_suppression.c b/source/graph_ref/non_max_suppression.c index 6390a1e8..77248bc1 100644 --- a/source/graph_ref/non_max_suppression.c +++ b/source/graph_ref/non_max_suppression.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_non_max_suppression(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/graph_ref/not.c b/source/graph_ref/not.c index de59a460..889be6de 100644 --- a/source/graph_ref/not.c +++ b/source/graph_ref/not.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_not(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/not_equal.c b/source/graph_ref/not_equal.c index 29fcfe64..f2b06052 100644 --- a/source/graph_ref/not_equal.c +++ b/source/graph_ref/not_equal.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_not_equal(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/graph_ref/one_hot.c b/source/graph_ref/one_hot.c index 9a39d588..63cb6388 100644 --- a/source/graph_ref/one_hot.c +++ b/source/graph_ref/one_hot.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_one_hot(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/or.c b/source/graph_ref/or.c index 809e4467..097fe089 100644 --- a/source/graph_ref/or.c +++ b/source/graph_ref/or.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_or(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/graph_ref/pad.c b/source/graph_ref/pad.c index 86a13dc9..580f3023 100644 --- a/source/graph_ref/pad.c +++ b/source/graph_ref/pad.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_pad(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/power.c b/source/graph_ref/power.c index 1396f462..80dcec5e 100644 --- a/source/graph_ref/power.c +++ b/source/graph_ref/power.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_power(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/graph_ref/prelu.c b/source/graph_ref/prelu.c index 6f0e9a63..82c4dd82 100644 --- a/source/graph_ref/prelu.c +++ b/source/graph_ref/prelu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_prelu(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/graph_ref/prod.c b/source/graph_ref/prod.c index 168eece0..3ea2d9cb 100644 --- a/source/graph_ref/prod.c +++ b/source/graph_ref/prod.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_prod(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/proposal.c b/source/graph_ref/proposal.c index 98e76ca9..bfc4287b 100644 --- a/source/graph_ref/proposal.c +++ b/source/graph_ref/proposal.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_proposal(struct csinn_tensor *cls_prob, struct csinn_tensor *bbox_pred, diff --git a/source/graph_ref/psroipooling.c b/source/graph_ref/psroipooling.c index 01c2c2e7..68faa70d 100644 --- a/source/graph_ref/psroipooling.c +++ b/source/graph_ref/psroipooling.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_psroipooling(struct csinn_tensor *data, struct csinn_tensor *rois, diff --git a/source/graph_ref/reduce_logsumexp.c b/source/graph_ref/reduce_logsumexp.c index 3c1c4bb9..cdbf7bbb 100644 --- a/source/graph_ref/reduce_logsumexp.c +++ b/source/graph_ref/reduce_logsumexp.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_reduce_logsumexp(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/reduce_max.c b/source/graph_ref/reduce_max.c index d1a5e0a5..1cb1cf43 100644 --- a/source/graph_ref/reduce_max.c +++ b/source/graph_ref/reduce_max.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_reduce_max(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/reduce_mean.c b/source/graph_ref/reduce_mean.c index 223b5102..4d46e041 100644 --- a/source/graph_ref/reduce_mean.c +++ b/source/graph_ref/reduce_mean.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_reduce_mean(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/reduce_min.c b/source/graph_ref/reduce_min.c index 40c1ef49..4cdc0f55 100644 --- a/source/graph_ref/reduce_min.c +++ b/source/graph_ref/reduce_min.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_reduce_min(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/reduce_prod.c b/source/graph_ref/reduce_prod.c index 2d896ea4..0e428167 100644 --- a/source/graph_ref/reduce_prod.c +++ b/source/graph_ref/reduce_prod.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_reduce_prod(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/reduce_sum.c b/source/graph_ref/reduce_sum.c index edce3a2f..e0033c9a 100644 --- a/source/graph_ref/reduce_sum.c +++ b/source/graph_ref/reduce_sum.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_reduce_sum(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/relu.c b/source/graph_ref/relu.c index a4e578a2..e7372071 100644 --- a/source/graph_ref/relu.c +++ b/source/graph_ref/relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_relu(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/relu1.c b/source/graph_ref/relu1.c index 4fac5010..2a3a0e90 100644 --- a/source/graph_ref/relu1.c +++ b/source/graph_ref/relu1.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_relu1(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/relu6.c b/source/graph_ref/relu6.c index ddd16cfd..0b1f3ef9 100644 --- a/source/graph_ref/relu6.c +++ b/source/graph_ref/relu6.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_relu6(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/relun.c b/source/graph_ref/relun.c index d58af52e..3ea469b6 100644 --- a/source/graph_ref/relun.c +++ b/source/graph_ref/relun.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_relun(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/reorg.c b/source/graph_ref/reorg.c index 91278f56..960307f2 100644 --- a/source/graph_ref/reorg.c +++ b/source/graph_ref/reorg.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_reorg(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/reshape.c b/source/graph_ref/reshape.c index b8936acb..edb2d808 100644 --- a/source/graph_ref/reshape.c +++ b/source/graph_ref/reshape.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_reshape(struct csinn_tensor *input, struct csinn_tensor *output, @@ -37,6 +35,10 @@ int shl_gref_reshape_infer_shape(struct csinn_tensor *input, struct csinn_tensor for (int i = 0; i < output->dim_count; i++) { if (params->shape[i] == -1) { index = i; + } else if (params->shape[i] == 0) { + // By default, when any value in the ‘shape’ input is equal to zero the corresponding + // dimension value is copied from the input tensor dynamically. + reshape_size *= output->dim[i]; } else { output->dim[i] = params->shape[i]; reshape_size *= params->shape[i]; diff --git a/source/graph_ref/resize.c b/source/graph_ref/resize.c index a901f8e1..b953893e 100644 --- a/source/graph_ref/resize.c +++ b/source/graph_ref/resize.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_resize(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/reverse.c b/source/graph_ref/reverse.c index e90a69fc..bdd50b77 100644 --- a/source/graph_ref/reverse.c +++ b/source/graph_ref/reverse.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_reverse(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/roialign.c b/source/graph_ref/roialign.c index b64352ec..a3fa650d 100644 --- a/source/graph_ref/roialign.c +++ b/source/graph_ref/roialign.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_roi_align(struct csinn_tensor *data, struct csinn_tensor *rois, diff --git a/source/graph_ref/roipool.c b/source/graph_ref/roipool.c index aa91c62e..cf08b3e8 100644 --- a/source/graph_ref/roipool.c +++ b/source/graph_ref/roipool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_roipool(struct csinn_tensor *data, struct csinn_tensor *rois, diff --git a/source/graph_ref/round.c b/source/graph_ref/round.c index d6794771..c9b9fb3f 100644 --- a/source/graph_ref/round.c +++ b/source/graph_ref/round.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_round(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/rsqrt.c b/source/graph_ref/rsqrt.c index 2f63557d..de2df453 100644 --- a/source/graph_ref/rsqrt.c +++ b/source/graph_ref/rsqrt.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_rsqrt(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/scatter.c b/source/graph_ref/scatter.c index ddffb6f3..a5bd2c48 100644 --- a/source/graph_ref/scatter.c +++ b/source/graph_ref/scatter.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_scatter_nd(struct csinn_tensor *input, struct csinn_tensor *indices, diff --git a/source/graph_ref/segment_max.c b/source/graph_ref/segment_max.c index 29cd8f53..55daaf3c 100644 --- a/source/graph_ref/segment_max.c +++ b/source/graph_ref/segment_max.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_segment_max(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/graph_ref/segment_mean.c b/source/graph_ref/segment_mean.c index f99fab81..b6d0cfc0 100644 --- a/source/graph_ref/segment_mean.c +++ b/source/graph_ref/segment_mean.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_segment_mean(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/graph_ref/segment_min.c b/source/graph_ref/segment_min.c index d645c796..6f20dac8 100644 --- a/source/graph_ref/segment_min.c +++ b/source/graph_ref/segment_min.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_segment_min(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/graph_ref/segment_prod.c b/source/graph_ref/segment_prod.c index 00c0de5b..fc51d6aa 100644 --- a/source/graph_ref/segment_prod.c +++ b/source/graph_ref/segment_prod.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_segment_prod(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/graph_ref/segment_sum.c b/source/graph_ref/segment_sum.c index 452d2404..7d701d20 100644 --- a/source/graph_ref/segment_sum.c +++ b/source/graph_ref/segment_sum.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_segment_sum(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/graph_ref/select.c b/source/graph_ref/select.c index bb692e49..4befd92e 100644 --- a/source/graph_ref/select.c +++ b/source/graph_ref/select.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_select(struct csinn_tensor *condition, struct csinn_tensor *input0, diff --git a/source/graph_ref/sequence_mask.c b/source/graph_ref/sequence_mask.c index 9c276822..edaee19c 100644 --- a/source/graph_ref/sequence_mask.c +++ b/source/graph_ref/sequence_mask.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_sequence_mask(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/graph_ref/setup.c b/source/graph_ref/setup.c index 8fc26883..1fbff724 100644 --- a/source/graph_ref/setup.c +++ b/source/graph_ref/setup.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" #include "shl_tvmgen.h" #include "shl_utils.h" @@ -74,7 +72,7 @@ void shl_gref_session_init(struct csinn_session *sess) sess->base_layout = CSINN_LAYOUT_NCHW; } -static int call_layer_func(void *fn, struct shl_node *node) +int shl_gref_call_layer_func(void *fn, struct shl_node *node) { /* base has same address with params */ struct csinn_params_base *params = node->data; @@ -187,6 +185,7 @@ static int call_layer_func(void *fn, struct shl_node *node) case CSINN_OP_TRUNC: case CSINN_OP_UNPOOLING: case CSINN_OP_UNSTACK: + case CSINN_OP_CAST: case CSINN_OP_YUV_RGB_SCALE: ret = func(node->in[0]->data, node->out[0]->data, params); break; @@ -252,6 +251,7 @@ static int call_layer_func(void *fn, struct shl_node *node) case CSINN_OP_CONV3D: case CSINN_OP_DECONV2D: case CSINN_OP_DEPTHWISE_DECONV2D: + case CSINN_OP_GROUP_DECONV2D: case CSINN_OP_DECONV3D: case CSINN_OP_FULLYCONNECTED: case CSINN_OP_LAYER_NORM: @@ -329,7 +329,7 @@ static int call_layer_func(void *fn, struct shl_node *node) return ret; } -static struct csinn_callback *best_callback(struct shl_node *node) +struct csinn_callback *shl_gref_best_callback(struct shl_node *node) { struct csinn_params_base *params = node->data; #ifdef GRAPH_REFERENCE_TVMGEN @@ -352,7 +352,7 @@ static struct csinn_callback *best_callback(struct shl_node *node) #ifdef GRAPH_REFERENCE_TVMGEN if (tvmgen_cb) { if (params->cb->caps != NULL) { - int opt_method = call_layer_func(params->cb->caps, node); + int opt_method = shl_gref_call_layer_func(params->cb->caps, node); if (opt_method > tvm_gen_opt_method) { params->api = CSINN_TVMGEN; memcpy(params->cb, tvmgen_cb, sizeof(struct csinn_callback)); @@ -377,20 +377,19 @@ static int init_op(struct shl_node *node) int org_rm = params->sess->base_run_mode; params->sess->base_run_mode = CSINN_RM_LAYER; - struct csinn_callback *cb = best_callback(node); + struct csinn_callback *cb = shl_gref_best_callback(node); + params->sess->base_run_mode = org_rm; if (cb->init != NULL) { - if (call_layer_func(cb->init, node) != CSINN_TRUE) { + if (shl_gref_call_layer_func(cb->init, node) != CSINN_TRUE) { return CSINN_FALSE; } } - params->sess->base_run_mode = org_rm; - return CSINN_TRUE; } -static inline int shl_size_align(int orig, int align) +int shl_gref_size_align(int orig, int align) { int aligned = (orig + align - 1) / align * align; return aligned; @@ -424,21 +423,21 @@ void shl_gref_session_setup(struct csinn_session *sess) } struct shl_ref_graph *ggraph; -#ifdef GRAPH_REFERENCE_SUBGRAPH - ggraph = shl_subgraph_establish(graph); -#else - ggraph = graph; - /* update subgraph_idx */ - for (int i = 0; i < ggraph->layer_index; i++) { - ggraph->layer[i]->subgraph_idx = i; - if (ggraph->layer[i]->type == CSINN_SUBGRAPH) { - struct shl_ref_graph *s_subgraph = ggraph->layer[i]->data; - for (int j = 0; j < s_subgraph->layer_index; j++) { - s_subgraph->layer[j]->subgraph_idx = i; + if (sess->base_run_mode == CSINN_RM_CPU_BASE_HYBRID) { + ggraph = shl_subgraph_establish(graph); + } else { + ggraph = graph; + /* update subgraph_idx */ + for (int i = 0; i < ggraph->layer_index; i++) { + ggraph->layer[i]->subgraph_idx = i; + if (ggraph->layer[i]->type == CSINN_SUBGRAPH) { + struct shl_ref_graph *s_subgraph = ggraph->layer[i]->data; + for (int j = 0; j < s_subgraph->layer_index; j++) { + s_subgraph->layer[j]->subgraph_idx = i; + } } } } -#endif if (save_binary_model) { if (sess->model.bm_path == NULL) { @@ -466,14 +465,14 @@ void shl_gref_session_setup(struct csinn_session *sess) for (int i = 0; i < ggraph->layer_index; i++) { struct shl_node *n = ggraph->layer[i]; if (n->type == CSINN_SUBGRAPH) { -#ifdef GRAPH_REFERENCE_SUBGRAPH - shl_subgraph_setup(n); - if (save_binary_model) { - struct shl_ref_graph *sgraph = n->data; - subgraphs[subgraph_count] = sgraph; - subgraph_count++; + if (sess->base_run_mode == CSINN_RM_CPU_BASE_HYBRID) { + shl_subgraph_setup(n); + if (save_binary_model) { + struct shl_ref_graph *sgraph = n->data; + subgraphs[subgraph_count] = sgraph; + subgraph_count++; + } } -#endif } else if (n->type >= 0 && n->type < CSINN_OP_SIZE) { init_op(n); } else { @@ -513,13 +512,13 @@ void shl_gref_session_setup(struct csinn_session *sess) int ggraph_size = shl_dump_bm_graph_struct_section(b, ggraph); sinfo->sections[0].graph_offset = bm_offset / 4096; sinfo->sections[0].graph_size = ggraph_size; - bm_offset = shl_size_align(bm_offset + ggraph_size, 4096); + bm_offset = shl_gref_size_align(bm_offset + ggraph_size, 4096); fseek(b, bm_offset, SEEK_SET); int info_size = shl_dump_bm_graph_info_section(b, sess); sinfo->sections[0].info_offset = bm_offset / 4096; sinfo->sections[0].info_size = info_size; - bm_offset = shl_size_align(bm_offset + info_size, 4096); + bm_offset = shl_gref_size_align(bm_offset + info_size, 4096); /* TODO: support more subgraph */ if (subgraph_num > 63) { @@ -542,19 +541,19 @@ void shl_gref_session_setup(struct csinn_session *sess) fwrite(sub_binary_addr, 1, sub_binary_size, b); sinfo->sections[subgraph_count].params_offset = bm_offset / 4096; sinfo->sections[subgraph_count].params_size = sub_binary_size; - bm_offset = shl_size_align(bm_offset + sub_binary_size, 4096); + bm_offset = shl_gref_size_align(bm_offset + sub_binary_size, 4096); fseek(b, bm_offset, SEEK_SET); int subgraph_size = shl_dump_bm_graph_struct_section(b, subgraphs[i]); sinfo->sections[subgraph_count].graph_offset = bm_offset / 4096; sinfo->sections[subgraph_count].graph_size = subgraph_size; - bm_offset = shl_size_align(bm_offset + subgraph_size, 4096); + bm_offset = shl_gref_size_align(bm_offset + subgraph_size, 4096); fseek(b, bm_offset, SEEK_SET); int info_size = shl_dump_bm_graph_info_section(b, subgraph_sess); sinfo->sections[subgraph_count].info_offset = bm_offset / 4096; sinfo->sections[subgraph_count].info_size = info_size; - bm_offset = shl_size_align(bm_offset + info_size, 4096); + bm_offset = shl_gref_size_align(bm_offset + info_size, 4096); subgraph_count++; } @@ -569,7 +568,9 @@ void shl_gref_session_setup(struct csinn_session *sess) static void graph_match_session(struct shl_ref_graph *graph, struct csinn_session *sess) { struct shl_gref_target_data *td = sess->td; - if (sess->base_api == CSINN_REF && sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + /* FIXME: unuse CSINN_REF */ + if ((sess->base_api == CSINN_REF && sess->base_run_mode == CSINN_RM_CPU_GRAPH) || + sess->base_run_mode == CSINN_RM_CPU_BASE_HYBRID) { td->graph = graph; } @@ -610,10 +611,10 @@ static void merge_output(struct shl_ref_graph *ggraph, struct shl_ref_graph **sg } } /* match graph output */ - for (int i = 0; i < ggraph->output_num; i++) { - struct shl_node *gnode = ggraph->output[i]; + for (int n = 0; n < ggraph->output_num; n++) { + struct shl_node *gnode = ggraph->output[n]; if (strcmp(gnode->name, sname) == 0) { - ggraph->output[i] = snode->out[j]; + ggraph->output[n] = snode->out[j]; } } } @@ -716,12 +717,16 @@ static void session_dynamic_infer_shape(struct csinn_session *sess) case CSINN_OP_DIV: case CSINN_OP_LAYER_NORM: case CSINN_OP_RELU: + case CSINN_OP_RELU1: + case CSINN_OP_RELU6: case CSINN_OP_SIGMOID: case CSINN_OP_SOFTMAX: shl_gref_siso_infer_shape(n->in[0]->data, n->out[0]->data, params); break; case CSINN_OP_ADD: case CSINN_OP_MUL: + case CSINN_OP_SUB: + case CSINN_OP_POWER: shl_gref_diso_infer_shape(n->in[0]->data, n->in[1]->data, n->out[0]->data, params); break; case CSINN_OP_CONCAT: @@ -741,6 +746,7 @@ static void session_dynamic_infer_shape(struct csinn_session *sess) break; case CSINN_OP_CONV2D: case CSINN_OP_GROUP_CONV2D: + case CSINN_OP_DEPTHWISE_CONV2D: shl_gref_conv2d_infer_shape(n->in[0]->data, n->out[0]->data, n->in[1]->data, n->in[2]->data, (struct csinn_conv2d_params *)params); break; @@ -783,6 +789,10 @@ static void session_dynamic_infer_shape(struct csinn_session *sess) shl_gref_where_softmax_infer_shape(n->in[0]->data, n->in[1]->data, n->out[0]->data, (struct csinn_where_softmax_params *)params); break; + case CSINN_OP_GLOBAL_AVGPOOL2D: + case CSINN_OP_GLOBAL_MAXPOOL2D: + shl_gref_global_pooling2d_infer_shape(n->in[0]->data, n->out[0]->data, (struct csinn_pool_params *)params); + break; default: shl_debug_error("[infer_shape]:unknown op %d\n", n->type); break; @@ -835,7 +845,7 @@ static int op_run(struct shl_node *node) int (*func)(); struct csinn_callback *cb = params->cb; func = cb->exec; - return call_layer_func(func, node); + return shl_gref_call_layer_func(func, node); } int shl_gref_session_run(struct csinn_session *sess) @@ -851,32 +861,31 @@ int shl_gref_session_run(struct csinn_session *sess) for (int i = 0; i < g->layer_index; i++) { struct shl_node *n = g->layer[i]; if (n->type == CSINN_SUBGRAPH) { -#ifdef GRAPH_REFERENCE_SUBGRAPH - shl_subgraph_run_init(n); + if (sess->base_run_mode == CSINN_RM_CPU_BASE_HYBRID) { + shl_subgraph_run_init(n); #ifdef SHL_LAYER_BENCHMARK - if (sess->profiler_level == CSINN_PROFILER_LEVEL_TIMER || - sess->profiler_level == CSINN_PROFILER_LEVEL_ALL) { - uint64_t start_time = shl_get_timespec(); - shl_subgraph_run(n); - uint64_t end_time = shl_get_timespec(); - shl_benchmark_layer(n, start_time, end_time, i); - time_acc += end_time - start_time; - } else { - shl_subgraph_run(n); - } + if (sess->profiler_level == CSINN_PROFILER_LEVEL_TIMER || + sess->profiler_level == CSINN_PROFILER_LEVEL_ALL) { + uint64_t start_time = shl_get_timespec(); + shl_subgraph_run(n); + uint64_t end_time = shl_get_timespec(); + shl_benchmark_layer(n, start_time, end_time, i); + time_acc += end_time - start_time; + } else { + shl_subgraph_run(n); + } - shl_subgraph_run_deinit(n, g); + shl_subgraph_run_deinit(n, g); - if (sess->profiler_level == CSINN_PROFILER_LEVEL_DUMP || - sess->profiler_level == CSINN_PROFILER_LEVEL_ALL) { - shl_dump_output_tensor(n); - } + if (sess->profiler_level == CSINN_PROFILER_LEVEL_DUMP || + sess->profiler_level == CSINN_PROFILER_LEVEL_ALL) { + shl_dump_output_tensor(n); + } #else - shl_subgraph_run(n); - shl_subgraph_run_deinit(n, g); -#endif - + shl_subgraph_run(n); + shl_subgraph_run_deinit(n, g); #endif + } } else if (n->type >= 0 && n->type < CSINN_OP_SIZE) { op_run_init(n); #ifdef SHL_LAYER_BENCHMARK @@ -934,16 +943,17 @@ void shl_gref_set_output(int index, struct csinn_tensor *output, struct csinn_se void shl_gref_session_deinit(struct csinn_session *sess) { -#ifdef GRAPH_REFERENCE_SUBGRAPH - struct shl_ref_graph *g = shl_gref_get_graph(sess); + if (sess->base_run_mode == CSINN_RM_CPU_BASE_HYBRID) { + struct shl_ref_graph *g = shl_gref_get_graph(sess); - for (int i = 0; i < g->layer_index; i++) { - struct shl_node *n = g->layer[i]; - if (n->type == CSINN_SUBGRAPH) { - shl_subgraph_deinit(n); + for (int i = 0; i < g->layer_index; i++) { + struct shl_node *n = g->layer[i]; + if (n->type == CSINN_SUBGRAPH) { + shl_subgraph_deinit(n); + } } } -#endif + struct shl_ref_graph *graph = shl_gref_get_graph(sess); shl_mem_free(graph->input); shl_mem_free(graph->output); @@ -1043,6 +1053,7 @@ static void *setup_cb_map() #endif #ifndef CONFIG_GRAPH_REFERENCE_CONVOLUTION1D_DISABLED cb_map[CSINN_OP_CONV1D].est = shl_gref_conv1d; + cb_map[CSINN_OP_GROUP_CONV1D].est = shl_gref_conv1d; cb_map[CSINN_OP_DEPTHWISE_CONV1D].est = shl_gref_depthwise_conv1d; #endif #ifndef CONFIG_GRAPH_REFERENCE_CONVOLUTION_DISABLED @@ -1063,6 +1074,7 @@ static void *setup_cb_map() #ifndef CONFIG_GRAPH_REFERENCE_DECONVOLUTION_DISABLED cb_map[CSINN_OP_DECONV2D].est = shl_gref_deconv2d; cb_map[CSINN_OP_DEPTHWISE_DECONV2D].est = shl_gref_depthwise_deconv2d; + cb_map[CSINN_OP_GROUP_DECONV2D].est = shl_gref_group_deconv2d; #endif #ifndef CONFIG_GRAPH_REFERENCE_DECONVOLUTION3D_DISABLED cb_map[CSINN_OP_DECONV3D].est = shl_gref_deconv3d; diff --git a/source/graph_ref/shape.c b/source/graph_ref/shape.c index ff82b9c4..a47dd1a3 100644 --- a/source/graph_ref/shape.c +++ b/source/graph_ref/shape.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_shape(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/shuffle_channel.c b/source/graph_ref/shuffle_channel.c index 2ef24c7e..4435418d 100644 --- a/source/graph_ref/shuffle_channel.c +++ b/source/graph_ref/shuffle_channel.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_shuffle_channel(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/sigmoid.c b/source/graph_ref/sigmoid.c index 528c66b3..9a411532 100644 --- a/source/graph_ref/sigmoid.c +++ b/source/graph_ref/sigmoid.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_sigmoid(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/sign.c b/source/graph_ref/sign.c index 239202ca..3fd579f0 100644 --- a/source/graph_ref/sign.c +++ b/source/graph_ref/sign.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_sign(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/sin.c b/source/graph_ref/sin.c index a8806ed0..f98b844c 100644 --- a/source/graph_ref/sin.c +++ b/source/graph_ref/sin.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_sin(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/sinh.c b/source/graph_ref/sinh.c index adb24838..32173e4d 100644 --- a/source/graph_ref/sinh.c +++ b/source/graph_ref/sinh.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_sinh(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/slice.c b/source/graph_ref/slice.c index 1253688b..161da709 100644 --- a/source/graph_ref/slice.c +++ b/source/graph_ref/slice.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_slice(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/softmax.c b/source/graph_ref/softmax.c index e656b4c9..dd7f6fef 100644 --- a/source/graph_ref/softmax.c +++ b/source/graph_ref/softmax.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_softmax(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/softplus.c b/source/graph_ref/softplus.c index 6aacaebc..c00bd22a 100644 --- a/source/graph_ref/softplus.c +++ b/source/graph_ref/softplus.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_softplus(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/softrelu.c b/source/graph_ref/softrelu.c index 839ae71b..53bd7dc8 100644 --- a/source/graph_ref/softrelu.c +++ b/source/graph_ref/softrelu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_softrelu(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/softsign.c b/source/graph_ref/softsign.c index 1abe3965..5f107eff 100644 --- a/source/graph_ref/softsign.c +++ b/source/graph_ref/softsign.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_softsign(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/space_to_batch.c b/source/graph_ref/space_to_batch.c index 3260ad72..53368619 100644 --- a/source/graph_ref/space_to_batch.c +++ b/source/graph_ref/space_to_batch.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_space_to_batch(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/space_to_batch_nd.c b/source/graph_ref/space_to_batch_nd.c index 5b04a885..32d50026 100644 --- a/source/graph_ref/space_to_batch_nd.c +++ b/source/graph_ref/space_to_batch_nd.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_space_to_batch_nd(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/space_to_depth.c b/source/graph_ref/space_to_depth.c index ce60774f..2119573a 100644 --- a/source/graph_ref/space_to_depth.c +++ b/source/graph_ref/space_to_depth.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_space_to_depth(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/split.c b/source/graph_ref/split.c index b4c05407..195f9330 100644 --- a/source/graph_ref/split.c +++ b/source/graph_ref/split.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_split(struct csinn_tensor *input, struct csinn_tensor **output, diff --git a/source/graph_ref/sqrt.c b/source/graph_ref/sqrt.c index 4e62c331..293e7067 100644 --- a/source/graph_ref/sqrt.c +++ b/source/graph_ref/sqrt.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_sqrt(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/square.c b/source/graph_ref/square.c index 1ec272bb..7a0e4f99 100644 --- a/source/graph_ref/square.c +++ b/source/graph_ref/square.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_square(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/squeeze.c b/source/graph_ref/squeeze.c index 4003fc55..1fa5119b 100644 --- a/source/graph_ref/squeeze.c +++ b/source/graph_ref/squeeze.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_squeeze(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/stack.c b/source/graph_ref/stack.c index 48dc06cb..9b2eccd5 100644 --- a/source/graph_ref/stack.c +++ b/source/graph_ref/stack.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_stack(struct csinn_tensor **input, struct csinn_tensor *output, diff --git a/source/graph_ref/strided_slice.c b/source/graph_ref/strided_slice.c index fcb43b0f..ba1565f4 100644 --- a/source/graph_ref/strided_slice.c +++ b/source/graph_ref/strided_slice.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_strided_slice(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/sub.c b/source/graph_ref/sub.c index 0a021e24..e72b39b7 100644 --- a/source/graph_ref/sub.c +++ b/source/graph_ref/sub.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_sub(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/graph_ref/subgraph.c b/source/graph_ref/subgraph.c index 284787fd..08f1ed16 100644 --- a/source/graph_ref/subgraph.c +++ b/source/graph_ref/subgraph.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" void shl_gref_reset_graph_visit(struct shl_ref_graph *graph) @@ -376,14 +374,6 @@ static void set_sub_session(struct csinn_session *sub_sess, struct csinn_params_ } else if (params->quant_type == CSINN_QUANT_INT4_SYM) { sub_sess->base_dtype = CSINN_DTYPE_INT4; } - } else if (params->api = CSINN_ASP) { - sub_sess->base_dtype = base_sess->base_dtype; - sub_sess->debug_level = base_sess->debug_level; - sub_sess->base_quant_type = base_sess->base_quant_type; - sub_sess->td = shl_mem_alloc(sizeof(struct shl_gref_target_data)); - /* ASP: reuse gref graph */ - struct shl_gref_target_data *td = sub_sess->td; - td->graph = graph; } else { shl_debug_error("sub session api unsupport\n"); } @@ -560,6 +550,7 @@ int shl_subgraph_setup(struct shl_node *n) case CSINN_OP_CONV3D: case CSINN_OP_DECONV2D: case CSINN_OP_DEPTHWISE_DECONV2D: + case CSINN_OP_GROUP_DECONV2D: case CSINN_OP_DECONV3D: case CSINN_OP_FULLYCONNECTED: output = node->out[0]->data; @@ -927,9 +918,11 @@ void shl_subgraph_fvisit_fuse(struct shl_ref_graph *graph, struct shl_node *node } int is_th1520 = shl_subgraph_get_device(node) == CSINN_TH1520 ? 1 : 0; - int is_profiler = params->sess->debug_level == CSINN_PROFILER_LEVEL_UNSET ? 0 : 1; - if (shl_gref_is_root_node(graph, node) || (is_profiler && !is_th1520) || - (is_profiler && is_th1520 && !is_memory_op(node->type) && node->type != CSINN_OP_ADD)) { + int is_profiler = params->sess->profiler_level == CSINN_PROFILER_LEVEL_UNSET ? 0 : 1; + if (shl_gref_is_root_node(graph, node) || (is_profiler && is_th1520)) { + // if (shl_gref_is_root_node(graph, node) || (is_profiler && !is_th1520) || + // (is_profiler && is_th1520 && !is_memory_op(node->type) && node->type != + // CSINN_OP_ADD)) { /* create subgraph node */ struct shl_ref_graph *sgraph = shl_mem_alloc(sizeof(struct shl_ref_graph)); struct shl_node *sg_in = shl_node_alloc(CSINN_SUBGRAPH, "graph_in", 0, 0, sgraph); diff --git a/source/graph_ref/sum.c b/source/graph_ref/sum.c index 9c44a1dc..ea63941b 100644 --- a/source/graph_ref/sum.c +++ b/source/graph_ref/sum.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_sum(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/tan.c b/source/graph_ref/tan.c index cb3e5808..d15e6769 100644 --- a/source/graph_ref/tan.c +++ b/source/graph_ref/tan.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_tan(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/tanh.c b/source/graph_ref/tanh.c index e9619bf1..6f238fea 100644 --- a/source/graph_ref/tanh.c +++ b/source/graph_ref/tanh.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_tanh(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/threshold_relu.c b/source/graph_ref/threshold_relu.c index 0bc41d2a..222b23d9 100644 --- a/source/graph_ref/threshold_relu.c +++ b/source/graph_ref/threshold_relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_threshold_relu(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/tile.c b/source/graph_ref/tile.c index 02946585..c117f8b4 100644 --- a/source/graph_ref/tile.c +++ b/source/graph_ref/tile.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_tile(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/topk.c b/source/graph_ref/topk.c index 728de8a1..6f3a6047 100644 --- a/source/graph_ref/topk.c +++ b/source/graph_ref/topk.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_topk(struct csinn_tensor *input, struct csinn_tensor *output1, diff --git a/source/graph_ref/transpose.c b/source/graph_ref/transpose.c index 0d21fe37..a77f49ee 100644 --- a/source/graph_ref/transpose.c +++ b/source/graph_ref/transpose.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_transpose(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/trunc.c b/source/graph_ref/trunc.c index e8e009a1..ee0e4e75 100644 --- a/source/graph_ref/trunc.c +++ b/source/graph_ref/trunc.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_trunc(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/graph_ref/unpooling.c b/source/graph_ref/unpooling.c index 7d6130d4..3090c86c 100644 --- a/source/graph_ref/unpooling.c +++ b/source/graph_ref/unpooling.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_unpooling(struct csinn_tensor *input, struct csinn_tensor *mask, diff --git a/source/graph_ref/unstack.c b/source/graph_ref/unstack.c index 82aab75a..d385e136 100644 --- a/source/graph_ref/unstack.c +++ b/source/graph_ref/unstack.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_unstack(struct csinn_tensor *input, struct csinn_tensor **output, diff --git a/source/graph_ref/utils.c b/source/graph_ref/utils.c index a80812db..4e43145d 100644 --- a/source/graph_ref/utils.c +++ b/source/graph_ref/utils.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_graph_insert(struct shl_node *node, struct shl_ref_graph *graph) @@ -106,23 +104,43 @@ int shl_gref_siso_infer_shape(struct csinn_tensor *input, struct csinn_tensor *o int shl_gref_diso_infer_shape(struct csinn_tensor *input0, struct csinn_tensor *input1, struct csinn_tensor *output, void *params) { - output->dim_count = input0->dim_count; - for (int i = 0; i < input0->dim_count; i++) { - output->dim[i] = input0->dim[i]; + int32_t dim_count = + input0->dim_count > input1->dim_count ? input0->dim_count : input1->dim_count; + + for (int i = 0; i < dim_count; ++i) { + const int d1 = input0->dim_count - 1 - i; + const int d2 = input1->dim_count - 1 - i; + const int s1 = d1 >= 0 ? input0->dim[d1] : 1; + const int s2 = d2 >= 0 ? input1->dim[d2] : 1; + if (s1 == s2) { + output->dim[dim_count - 1 - i] = s1; + } else if (s1 == 1) { + output->dim[dim_count - 1 - i] = s2; + } else if (s2 == 1) { + output->dim[dim_count - 1 - i] = s1; + } else { + shl_debug_error("%s: Invalid shapes for broadcast!\n", __func__); + return CSINN_FALSE; + } } + output->dim_count = dim_count; return CSINN_TRUE; } int shl_gref_pooling2d_infer_shape(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { - int h, w; + int n, c, h, w; if (output->layout == CSINN_LAYOUT_NCHW) { + n = 0; + c = 1; h = 2; w = 3; } else if (output->layout == CSINN_LAYOUT_NHWC) { + n = 0; h = 1; w = 2; + c = 3; } else { return CSINN_UNSUPPORT_LAYOUT; } @@ -143,6 +161,8 @@ int shl_gref_pooling2d_infer_shape(struct csinn_tensor *input, struct csinn_tens ceil_w = stride_w - 1; } output->dim_count = input->dim_count; + output->dim[n] = input->dim[n]; + output->dim[c] = input->dim[c]; output->dim[h] = (in_h + padding_h - kernel_h + ceil_h) / stride_h + 1; output->dim[w] = (in_w + padding_w - kernel_w + ceil_w) / stride_w + 1; @@ -197,17 +217,21 @@ int shl_gref_pooling3d_infer_shape(struct csinn_tensor *input, struct csinn_tens int shl_gref_global_pooling2d_infer_shape(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { - int h, w; + int c, h, w; if (output->layout == CSINN_LAYOUT_NCHW) { + c = 1; h = 2; w = 3; } else if (output->layout == CSINN_LAYOUT_NHWC) { h = 1; w = 2; + c = 3; } else { return CSINN_UNSUPPORT_LAYOUT; } - + output->dim_count = input->dim_count; + output->dim[0] = input->dim[0]; + output->dim[c] = input->dim[c]; output->dim[h] = 1; output->dim[w] = 1; diff --git a/source/graph_ref/where.c b/source/graph_ref/where.c index 7ec3716b..bfeb6f2d 100644 --- a/source/graph_ref/where.c +++ b/source/graph_ref/where.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_where(struct csinn_tensor *condition, struct csinn_tensor *x, struct csinn_tensor *y, diff --git a/source/graph_ref/where_softmax.c b/source/graph_ref/where_softmax.c index 59ef5346..3ed60d24 100644 --- a/source/graph_ref/where_softmax.c +++ b/source/graph_ref/where_softmax.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_where_softmax(struct csinn_tensor *condition, struct csinn_tensor *y, diff --git a/source/graph_ref/xor.c b/source/graph_ref/xor.c index 008bbb23..90cc7697 100644 --- a/source/graph_ref/xor.c +++ b/source/graph_ref/xor.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_xor(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/graph_ref/yuv_rgb_scale.c b/source/graph_ref/yuv_rgb_scale.c index 97d55369..78e351da 100644 --- a/source/graph_ref/yuv_rgb_scale.c +++ b/source/graph_ref/yuv_rgb_scale.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_gref.h" int shl_gref_yuv_rgb_scale(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/i805_opt/activation/shl_i805_clip_8.S b/source/i805_opt/activation/shl_i805_clip_8.S deleted file mode 100644 index 667292a1..00000000 --- a/source/i805_opt/activation/shl_i805_clip_8.S +++ /dev/null @@ -1,130 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - - -/****************************************************************************** - * @file shl_i805_clip_8.S - * @brief uint8 clip layer function. - * @version V1.0 - * @date 2. Aug 2021 - ******************************************************************************/ - -/* - void shl_i805_clip_opt_u8(uint8_t *input_data, - uint8_t *output_data, - int32_t size, - int32_t clip_qmin, - int32_t clip_qmax, - int32_t input_zeropoint, - int32_t output_zeropoint, - int32_t out_multiplier, - int32_t out_shift) - - Algorithm works as follows: - (1) f_out = clip(f_in) - (2) s_out(q_out - zp_out) = clip{ s_in(q_in - zp_in) } - (3) q_temp = min( max(q_in, clip_qmin), clip_qmax ) - (4) q_out = s_in/s_out * (q_temp - zp_in) + zp_out - - register definition: - a0: input_data - a1: output_data - a2: size - a3: clip_min - vr2: clip_qmin - vr3: clip_qmax - vr4: input_zp - vr5: output_zp - vr6: output_mult - vr7: output left shift - */ - - .file "shl_i805_clip_8.S" - .section .text.shl_i805_clip_opt_u8,"ax",@progbits - .align 2 - .global shl_i805_clip_opt_u8 - .type shl_i805_clip_opt_u8, @function - -shl_i805_clip_opt_u8: - - ld.w t7, (sp, 0x00) // clip_qmax - ld.w t0, (sp, 0x04) // input_zp - ld.w t1, (sp, 0x08) // output_zp - ld.w t2, (sp, 0x0c) // out_multiplier - ld.w t3, (sp, 0x10) // out_shift: shift left > 0 - - - vdupg.32 vr4, t0 // vr4[0..3] = input_zero_point - vdupg.32 vr5, t1 // vr5[0..3] = output_zero_point - - vdupg.32 vr6, t2 // vr6[0..3] = multiplier - vdupg.32 vr7, t3 // shift left > 0 - - vdupg.32 vr2, a3 // clip_min - vdupg.32 vr3, t7 // clip_max - - lsri t4, a2, 2 // size >> 2 - bez t4, .TAIL_4 - -.LOOP_4: - // deal with 4 elements for this loop - vldu.8.4 vr0, (a0) - vmov.u8.e vr0, vr0 - vmov.u16.e vr0, vr0 // widen to 32 bit - vmax.u32 vr0, vr0, vr2 // max(q_in, clip_qmin) - vmin.u32 vr0, vr0, vr3 // min(q_in, clip_qmax) - vsub.u32 vr0, vr0, vr4 // q_ = q - zp - - vshl.s32.S vr0, vr0, vr7 // shift left - - vrmulh.s32.rs vr1, vr0, vr6 // doubling multiply high half - - vadd.u32 vr1, vr1, vr5 // + output_zp - - vmov.u32.sl vr1, vr1, vr1 - vmov.u16.sl vr1, vr1, vr1 // narrow to 8 bit - - vstu.8.4 vr1, (a1) - bnezad t4, .LOOP_4 - -.TAIL_4: - andi t4, a2, 4 // size & 3u - bez t4, .END - - vldx.8 vr0, (a0), t4 - vmov.u8.e vr0, vr0 - vmov.u16.e vr0, vr0 // 16bit -> 32bit - vmax.u32 vr0, vr0, vr2 // max(q_in, clip_qmin) - vmin.u32 vr0, vr0, vr3 // min(q_in, clip_qmax) - vsub.u32 vr0, vr0, vr4 // q_ = q - zp - - vshl.s32.S vr0, vr0, vr7 // shift left - - vrmulh.s32.rs vr1, vr0, vr6 // doubling multiply high half - vadd.u32 vr1, vr1, vr5 - - vmov.u32.sl vr1, vr1, vr1 - vmov.u16.sl vr1, vr1, vr1 // narrow to 8 bit - - vstx.8 vr1, (a1), t4 - -.END: - rts - .size shl_i805_clip_opt_u8, .-shl_i805_clip_opt_u8 diff --git a/source/i805_opt/activation/shl_i805_relu6_8.S b/source/i805_opt/activation/shl_i805_relu6_8.S deleted file mode 100644 index 08b38572..00000000 --- a/source/i805_opt/activation/shl_i805_relu6_8.S +++ /dev/null @@ -1,111 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - - -/****************************************************************************** - * @file shl_i805_rel8_8.S - * @brief uint8 asym relu6 layer function. - * @version V1.0 - * @date 9. Jul 2021 - ******************************************************************************/ - -/* - void shl_i805_relu6_opt_u8(uint8_t *data, - int32_t size, - int32_t input_zeropoint, - int32_t out_multiplier, - int32_t out_shift) - - Algorithm works as follows: - (1) same as relu - (2) 现在relu6完全和relu实现一样,主要是上限255和缩位到u8对上了,要FIX一下 - - register definition: - a0: data - a1: size - a2: input_zeropoint - a3: out_multiplier - sp+4/l0: shift left - vr5: shift left - vr6: multipiler - vr7: input_zeropoint - vr0: input_data_tmp / compare result - vr1: output_data_tmp - t0: temp loop count - */ - - .file "shl_i805_relu6_8.S" - .section .text.shl_i805_relu6_opt_u8,"ax",@progbits - .align 2 - .global shl_i805_relu6_opt_u8 - .type shl_i805_relu6_opt_u8, @function - -shl_i805_relu6_opt_u8: - push l0 - - ld.w l0, (sp, 0x04) // out_shift - vdupg.32 vr7, a2 // vr7[0..3] = input_zero_point - vdupg.32 vr6, a3 // vr6[0..3] = multiplier - vdupg.32 vr5, l0 // shift left > 0 - lsri t0, a1, 2 // size >> 2 - - bez t0, .TAIL_4 - -.LOOP_4: - // deal with 64 elements for this loop - vld.8.4 vr0, (a0, 0) - vmov.u8.e vr0, vr0 - vmov.u16.e vr0, vr0 // widen to 32 bit - vmax.u32 vr0, vr0, vr7 // max_ = max(q , zp) - vsub.u32 vr0, vr0, vr7 // q_ = max_ - zp - - vshl.s32.S vr0, vr0, vr5 // shift left - - vrmulh.s32.rs vr1, vr0, vr6 // doubling multiply high half - - vmov.u32.sl vr1, vr1, vr1 - vmov.u16.sl vr1, vr1, vr1 // narrow to 8 bit - - vstu.8.4 vr1, (a0) - bnezad t0, .LOOP_4 - -.TAIL_4: - andi t0, a1, 4 // size % 4 - bez t0, .END - - vldx.8 vr0, (a0), t0 - vmov.u8.e vr0, vr0 - vmov.u16.e vr0, vr0 // 16bit -> 32bit - vmax.u32 vr0, vr0, vr7 // max_ = max(q , zp) - vsub.u32 vr0, vr0, vr7 // q_ = max_ - zp - - vshl.s32.S vr0, vr0, vr5 // shift left - - vrmulh.s32.rs vr1, vr0, vr6 // doubling multiply high half - - vmov.u32.sl vr1, vr1, vr1 - vmov.u16.sl vr1, vr1, vr1 // narrow to 8 bit - - vstx.8 vr1, (a0), t0 - -.END: - pop l0 - rts - .size shl_i805_relu6_opt_u8, .-shl_i805_relu6_opt_u8 diff --git a/source/i805_opt/activation/shl_i805_relu_8.S b/source/i805_opt/activation/shl_i805_relu_8.S deleted file mode 100644 index f0663603..00000000 --- a/source/i805_opt/activation/shl_i805_relu_8.S +++ /dev/null @@ -1,115 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - - -/****************************************************************************** - * @file shl_i805_relu_8.S - * @brief uint8 relu layer function. - * @version V1.0 - * @date 9. Jul 2021 - ******************************************************************************/ - -/* - void shl_i805_relu_opt_u8(uint8_t *data, - int32_t size, - int32_t input_zeropoint, - int32_t out_multiplier, - int32_t out_shift) - - Algorithm works as follows: - if (input_data > zero_point) { - output_data = (input_data - input_zero_point) * input_scale / output_scale; - } else { - output_data = 0; - } - - register definition: - a0: data - a1: size - a2: input_zeropoint - a3: out_multiplier - sp+4/l0: shift left - vr5: shift left - vr6: multipiler - vr7: input_zeropoint - vr0: input_data_tmp / compare result - vr1: output_data_tmp - t0: temp loop count - */ - - - .file "shl_i805_relu_8.S" - .section .text.shl_i805_relu_opt_u8,"ax",@progbits - .align 2 - .global shl_i805_relu_opt_u8 - .type shl_i805_relu_opt_u8, @function - -shl_i805_relu_opt_u8: - push l0 - - ld.w l0, (sp, 0x04) // out_shift - vdupg.32 vr7, a2 // vr7[0..3] = input_zero_point - vdupg.32 vr6, a3 // vr6[0..3] = multiplier - vdupg.32 vr5, l0 // shift left > 0 - lsri t0, a1, 2 // size >> 2 - - bez t0, .TAIL_4 - -.LOOP_4: - // deal with 4 elements for this loop - vld.8.4 vr0, (a0, 0) - vmov.u8.e vr0, vr0 - vmov.u16.e vr0, vr0 // widen to 32 bit - vmax.u32 vr0, vr0, vr7 // max_ = max(q , zp) - vsub.u32 vr0, vr0, vr7 // q_ = max_ - zp - - vshl.s32.S vr0, vr0, vr5 // shift left - - vrmulh.s32.rs vr1, vr0, vr6 // doubling multiply high half - - vmov.u32.sl vr1, vr1, vr1 - vmov.u16.sl vr1, vr1, vr1 // narrow to 8 bit - - vstu.8.4 vr1, (a0) - bnezad t0, .LOOP_4 - -.TAIL_4: - andi t0, a1, 4 // size % 4 - bez t0, .END - - vldx.8 vr0, (a0), t0 - vmov.u8.e vr0, vr0 - vmov.u16.e vr0, vr0 // 16bit -> 32bit - vmax.u32 vr0, vr0, vr7 // max_ = max(q , zp) - vsub.u32 vr0, vr0, vr7 // q_ = max_ - zp - - vshl.s32.S vr0, vr0, vr5 // shift left - - vrmulh.s32.rs vr1, vr0, vr6 // doubling multiply high half - - vmov.u32.sl vr1, vr1, vr1 - vmov.u16.sl vr1, vr1, vr1 // narrow to 8 bit - - vstx.8 vr1, (a0), t0 - -.END: - pop l0 - rts - .size shl_i805_relu_opt_u8, .-shl_i805_relu_opt_u8 diff --git a/source/i805_opt/activation/shl_xt800v_nn_activations_q15.S b/source/i805_opt/activation/shl_xt800v_nn_activations_q15.S deleted file mode 100644 index 088c6678..00000000 --- a/source/i805_opt/activation/shl_xt800v_nn_activations_q15.S +++ /dev/null @@ -1,208 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800v_nn_activations_q15.S - * @brief Q15 neural network activation function using direct table look-up. - * @version V1.0 - * @date 01. June 2018 - ******************************************************************************/ -.import sigmoidTable_q15 -.import tanhTable_q15 - -/* - *void shl_xt800v_nn_activations_direct_q15(q15_t * data, - * uint16_t size, - * uint16_t int_width, - * shl_xt800v_nn_activation_type type) - */ - - .file "shl_xt800v_nn_activations_q15.S" - .section .text.shl_xt800v_nn_activations_direct_q15,"ax",@progbits - .align 2 - .global shl_xt800v_nn_activations_direct_q15 - .type shl_xt800v_nn_activations_direct_q15, @function - -shl_xt800v_nn_activations_direct_q15: - push l0, l1, l2, l3 - subi sp, sp, 64 - vstm.8 vr8-vr11, (sp) - subi sp, sp, 64 - vstm.8 vr12-vr15, (sp) - vlrw.32.4 vr7, 0x7ff07ff_7ff07ff_7ff07ff_7ff07ff - vdupg.16 vr0, a2 - vshr.s16 vr7, vr7, vr0 // bit_mask - movi t0, 11 - subu a2, t0, a2 - vdupg.16 vr6, a2 // shift_size - vmovi.u16 vr8, 0x1, 0 - vadd.u16 vr9, vr7, vr8 // full_frac - lrw l0, sigmoidTable_q15 - lrw l1, tanhTable_q15 - - cmplti a3, 1 - movt l2, l0 - movf l2, l1 - vdupg.32 vr10, l2 - vdupg.32 vr11, l2 - - mov l0, a0 - mov l1, a0 - - lsri t0, a1, 3 - bez t0, .L1 - -.L0: - vldmu.16 vr0-vr0, (l0) // in - vand.16 vr1, vr0, vr7 // frc = in & bit_mask - vshr.s16 vr0, vr0, vr6 // in >> shift_size - vclip.s8 vr2, vr0, 8 // value - vmov.16.l vr2, vr2, vr2 - vmov.u8.e vr2, vr2 - vshli.u16 vr2, vr2, 1 - vadd.u16.x vr4, vr10, vr2 - vadd.s16 vr0, vr0, vr8 - vclip.s8 vr2, vr0, 8 // value2 - vmov.16.l vr2, vr2, vr2 - vmov.u8.e vr2, vr2 - vshli.u16 vr2, vr2, 1 - vadd.u16.x vr2, vr10, vr2 - vmfvr.s32 l3, vr4, 0 - vldu.16.1 vr12, (l3) - vmfvr.s32 l3, vr4, 1 - vldu.16.1 vr13, (l3) - vmfvr.s32 l3, vr4, 2 - vldu.16.1 vr14, (l3) - vmfvr.s32 l3, vr4, 3 - vldu.16.1 vr15, (l3) - vpkg.16.4 vr0, vr12, 0, 0 - vmfvr.s32 l3, vr5, 0 - vldu.16.1 vr12, (l3) - vmfvr.s32 l3, vr5, 1 - vldu.16.1 vr13, (l3) - vmfvr.s32 l3, vr5, 2 - vldu.16.1 vr14, (l3) - vmfvr.s32 l3, vr5, 3 - vldu.16.1 vr15, (l3) - vpkg.16.4 vr0, vr12, 0, 4 // value - - vmfvr.s32 l3, vr2, 0 - vldu.16.1 vr12, (l3) - vmfvr.s32 l3, vr2, 1 - vldu.16.1 vr13, (l3) - vmfvr.s32 l3, vr2, 2 - vldu.16.1 vr14, (l3) - vmfvr.s32 l3, vr2, 3 - vldu.16.1 vr15, (l3) - vpkg.16.4 vr4, vr12, 0, 0 - vmfvr.s32 l3, vr3, 0 - vldu.16.1 vr12, (l3) - vmfvr.s32 l3, vr3, 1 - vldu.16.1 vr13, (l3) - vmfvr.s32 l3, vr3, 2 - vldu.16.1 vr14, (l3) - vmfvr.s32 l3, vr3, 3 - vldu.16.1 vr15, (l3) - vpkg.16.4 vr4, vr12, 0, 4 // value2 - - vsub.u16 vr5, vr9, vr1 // full_frac - frac - vmul.s16.e vr2, vr5, vr0 - vmula.s16.e vr2, vr4, vr1 - - vshr.s32 vr2, vr2, vr6 - vshr.s32 vr3, vr3, vr6 - - vmov.32.l vr2, vr2, vr3 - vstmu.16 vr2-vr2, (l1) - - bnezad t0, .L0 - -.L1: - andi t0, a1, 7 - bez t0, .L3 - -.L2: - vldx.16 vr0, (l0), t0 // in - vand.16 vr1, vr0, vr7 // frc = in & bit_mask - vshr.s16 vr0, vr0, vr6 // in >> shift_size - vclip.s8 vr2, vr0, 8 // value - vshli.u16 vr2, vr2, 1 - vmov.16.l vr2, vr2, vr2 - vmov.u8.e vr2, vr2 - vadd.u16.x vr4, vr10, vr2 - vadd.s16 vr0, vr0, vr8 - vclip.s8 vr2, vr0, 8 // value2 - vmov.16.l vr2, vr2, vr2 - vmov.u8.e vr2, vr2 - vshli.u16 vr2, vr2, 1 - vadd.u16.x vr2, vr10, vr2 - vmfvr.s32 l3, vr4, 0 - vldu.16.1 vr12, (l3) - vmfvr.s32 l3, vr4, 1 - vldu.16.1 vr13, (l3) - vmfvr.s32 l3, vr4, 2 - vldu.16.1 vr14, (l3) - vmfvr.s32 l3, vr4, 3 - vldu.16.1 vr15, (l3) - vpkg.16.4 vr0, vr12, 0, 0 - vmfvr.s32 l3, vr5, 0 - vldu.16.1 vr12, (l3) - vmfvr.s32 l3, vr5, 1 - vldu.16.1 vr13, (l3) - vmfvr.s32 l3, vr5, 2 - vldu.16.1 vr14, (l3) - vmfvr.s32 l3, vr5, 3 - vldu.16.1 vr15, (l3) - vpkg.16.4 vr0, vr12, 0, 4 // value - - vmfvr.s32 l3, vr2, 0 - vldu.16.1 vr12, (l3) - vmfvr.s32 l3, vr2, 1 - vldu.16.1 vr13, (l3) - vmfvr.s32 l3, vr2, 2 - vldu.16.1 vr14, (l3) - vmfvr.s32 l3, vr2, 3 - vldu.16.1 vr15, (l3) - vpkg.16.4 vr4, vr12, 0, 0 - vmfvr.s32 l3, vr3, 0 - vldu.16.1 vr12, (l3) - vmfvr.s32 l3, vr3, 1 - vldu.16.1 vr13, (l3) - vmfvr.s32 l3, vr3, 2 - vldu.16.1 vr14, (l3) - vmfvr.s32 l3, vr3, 3 - vldu.16.1 vr15, (l3) - vpkg.16.4 vr4, vr12, 0, 4 // value2 - - vsub.s16.s vr5, vr9, vr1 // full_frac - frac - vmul.s16.e vr2, vr5, vr0 - vmula.s16.e vr2, vr4, vr1 - - vshr.s32 vr2, vr2, vr6 - vshr.s32 vr3, vr3, vr6 - - vmov.32.l vr2, vr2, vr3 - vstx.16 vr2, (l1), t0 - - bnezad t0, .L2 - -.L3: - vldmu.8 vr12-vr15, (sp) - vldmu.8 vr8-vr11, (sp) - pop l0, l1, l2, l3 - .size shl_xt800v_nn_activations_direct_q15, .-shl_xt800v_nn_activations_direct_q15 diff --git a/source/i805_opt/activation/shl_xt800v_nn_activations_q15_fast.S b/source/i805_opt/activation/shl_xt800v_nn_activations_q15_fast.S deleted file mode 100644 index a5b9ad04..00000000 --- a/source/i805_opt/activation/shl_xt800v_nn_activations_q15_fast.S +++ /dev/null @@ -1,130 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800v_nn_activations_q15_fast.S - * @brief Q15 neural network activation function using direct table look-up. - * @version V1.0 - * @date 01. June 2018 - ******************************************************************************/ -.import sigmoidTable_q15 -.import tanhTable_q15 - -/* - *void shl_xt800v_nn_activations_direct_q15(q15_t * data, - * uint16_t size, - * uint16_t int_width, - * shl_xt800v_nn_activation_type type) - */ - - .file "shl_xt800v_nn_activations_q15.S" - .section .text.shl_xt800v_nn_activations_direct_q15,"ax",@progbits - .align 2 - .global shl_xt800v_nn_activations_direct_q15 - .type shl_xt800v_nn_activations_direct_q15, @function - -shl_xt800v_nn_activations_direct_q15: - push l0, l1, l2, l3 - subi sp, sp, 32 - vstm.8 vr8-vr9, (sp) - vlrw.32.4 vr7, 0x7ff07ff_7ff07ff_7ff07ff_7ff07ff - vdupg.16 vr0, a2 - vshr.s16 vr7, vr7, vr0 // bit_mask - movi t0, 11 - subu a2, t0, a2 - vdupg.16 vr6, a2 // shift_size - vmovi.u16 vr8, 0x1, 0 - vadd.u16 vr9, vr7, vr8 // full_frac - lrw l0, sigmoidTable_q15 - lrw l1, tanhTable_q15 - - cmplti a3, 1 - movt l2, l0 - movf l2, l1 - - mov l0, a0 - mov l1, a0 - - lsri t0, a1, 3 - bez t0, .L1 - -.L0: - vldmu.16 vr0-vr0, (l0) // in - vand.16 vr1, vr0, vr7 // frc = in & bit_mask - vshr.s16 vr0, vr0, vr6 // in >> shift_size - vclip.s8 vr2, vr0, 8 // value - vmov.16.l vr2, vr2, vr2 - vmov.u8.e vr2, vr2 - vshli.u16 vr2, vr2, 1 - vadd.s16 vr4, vr0, vr8 - vlde.16 vr0, (l2, vr2) - vclip.s8 vr3, vr4, 8 // value2 - vmov.16.l vr3, vr3, vr3 - vmov.u8.e vr3, vr3 - vshli.u16 vr3, vr3, 1 - vlde.16 vr4, (l2, vr3) - - vsub.u16 vr5, vr9, vr1 // full_frac - frac - vmul.s16.e vr2, vr5, vr0 - vmula.s16.e vr2, vr4, vr1 - - vshr.s32 vr2, vr2, vr6 - vshr.s32 vr3, vr3, vr6 - - vmov.32.l vr2, vr2, vr3 - vstmu.16 vr2-vr2, (l1) - - bnezad t0, .L0 - -.L1: - andi t0, a1, 7 - bez t0, .L3 - -.L2: - vldx.16 vr0, (l0), t0 // in - vand.16 vr1, vr0, vr7 // frc = in & bit_mask - vshr.s16 vr0, vr0, vr6 // in >> shift_size - vclip.s8 vr2, vr0, 8 // value - vmov.16.l vr2, vr2, vr2 - vmov.u8.e vr2, vr2 - vshli.u16 vr2, vr2, 1 - vadd.s16 vr4, vr0, vr8 - vlde.16 vr0, (l2, vr2) - vclip.s8 vr3, vr4, 8 // value2 - vmov.16.l vr3, vr3, vr3 - vmov.u8.e vr3, vr3 - vshli.u16 vr3, vr3, 1 - vlde.16 vr4, (l2, vr3) - - vsub.s16.s vr5, vr9, vr1 // full_frac - frac - vmul.s16.e vr2, vr5, vr0 - vmula.s16.e vr2, vr4, vr1 - - vshr.s32 vr2, vr2, vr6 - vshr.s32 vr3, vr3, vr6 - - vmov.32.l vr2, vr2, vr3 - vstx.16 vr2, (l1), t0 - -.L3: - vldmu.8 vr8-vr9, (sp) - pop l0, l1, l2, l3 - .size shl_xt800v_nn_activations_direct_q15, .-shl_xt800v_nn_activations_direct_q15 - -.weak csky_vdsp2_nn_activations_direct_q15 -.set csky_vdsp2_nn_activations_direct_q15, shl_xt800v_nn_activations_direct_q15 diff --git a/source/i805_opt/activation/shl_xt800v_nn_activations_q7.S b/source/i805_opt/activation/shl_xt800v_nn_activations_q7.S deleted file mode 100644 index 2d25f92b..00000000 --- a/source/i805_opt/activation/shl_xt800v_nn_activations_q7.S +++ /dev/null @@ -1,165 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800v_nn_activations_q7.S - * @brief Q7 neural network activation function using direct table look-up. - * @version V1.0 - * @date 05. June 2018 - ******************************************************************************/ - -.import sigmoidTable_q7 -.import tanhTable_q7 -/* - *void shl_xt800v_nn_activations_direct_q7(q7_t * data, - * uint16_t size, - * uint16_t int_width, - * shl_xt800v_nn_activation_type type) - */ - - .file "shl_xt800v_nn_activations_q7.S" - .section .text.shl_xt800v_nn_activations_direct_q7,"ax",@progbits - .align 2 - .global shl_xt800v_nn_activations_direct_q7 - .type shl_xt800v_nn_activations_direct_q7, @function - -shl_xt800v_nn_activations_direct_q7: - push l0, l1, l2, l3 - subi sp, sp, 64 - vstm.8 vr8-vr11, (sp) - movi l0, 3 // shift_size = 3 - int_width - subu l0, l0, a2 - vdupg.8 vr7, l0 - lrw l0, sigmoidTable_q7 - lrw l1, tanhTable_q7 - - cmplti a3, 1 // swith(type) - movt l2, l0 - movf l2, l1 - vdupg.32 vr4, l2 - vdupg.32 vr5, l2 - - lsri t0, a1, 4 - bez t0, .L1 - -.L0: - vldm.8 vr0-vr0, (a0) - vshr.u8 vr0, vr0, vr7 // int >> shift_size - vmov.u8.e vr0, vr0 - vadd.s16.x vr2, vr4, vr0 // address of out - vmfvr.s32 l3, vr2, 0 // table lookup - vldu.8.1 vr8, (l3) - vmfvr.s32 l3, vr2, 1 - vldu.8.1 vr9, (l3) - vmfvr.s32 l3, vr2, 2 - vldu.8.1 vr10, (l3) - vmfvr.s32 l3, vr2, 3 - vldu.8.1 vr11, (l3) - vpkg.8.4 vr6, vr8, 0, 0 - - vmfvr.s32 l3, vr3, 0 - vldu.8.1 vr8, (l3) - vmfvr.s32 l3, vr3, 1 - vldu.8.1 vr9, (l3) - vmfvr.s32 l3, vr3, 2 - vldu.8.1 vr10, (l3) - vmfvr.s32 l3, vr3, 3 - vldu.8.1 vr11, (l3) - vpkg.8.4 vr6, vr8, 0, 4 - - vadd.s16.x vr2, vr4, vr1 // address of out - vmfvr.s32 l3, vr2, 0 - vldu.8.1 vr8, (l3) - vmfvr.s32 l3, vr2, 1 - vldu.8.1 vr9, (l3) - vmfvr.s32 l3, vr2, 2 - vldu.8.1 vr10, (l3) - vmfvr.s32 l3, vr2, 3 - vldu.8.1 vr11, (l3) - vpkg.8.4 vr6, vr8, 0, 8 - - vmfvr.s32 l3, vr3, 0 - vldu.8.1 vr8, (l3) - vmfvr.s32 l3, vr3, 1 - vldu.8.1 vr9, (l3) - vmfvr.s32 l3, vr3, 2 - vldu.8.1 vr10, (l3) - vmfvr.s32 l3, vr3, 3 - vldu.8.1 vr11, (l3) - vpkg.8.4 vr6, vr8, 0, 12 - - vstmu.8 vr6-vr6, (a0) - - bnezad t0, .L0 - -.L1: - andi t0, a1, 15 - bez t0, .L2 - - vldx.8 vr0, (a0), t0 - vshr.u8 vr0, vr0, vr7 // int >> shift_size - vmov.u8.e vr0, vr0 - vadd.s16.x vr2, vr4, vr0 // address of out - vmfvr.s32 l3, vr2, 0 // table lookup - vldu.8.1 vr8, (l3) - vmfvr.s32 l3, vr2, 1 - vldu.8.1 vr9, (l3) - vmfvr.s32 l3, vr2, 2 - vldu.8.1 vr10, (l3) - vmfvr.s32 l3, vr2, 3 - vldu.8.1 vr11, (l3) - vpkg.8.4 vr6, vr8, 0, 0 - - vmfvr.s32 l3, vr3, 0 - vldu.8.1 vr8, (l3) - vmfvr.s32 l3, vr3, 1 - vldu.8.1 vr9, (l3) - vmfvr.s32 l3, vr3, 2 - vldu.8.1 vr10, (l3) - vmfvr.s32 l3, vr3, 3 - vldu.8.1 vr11, (l3) - vpkg.8.4 vr6, vr8, 0, 4 - - vadd.s16.x vr2, vr4, vr1 // address of out - vmfvr.s32 l3, vr2, 0 - vldu.8.1 vr8, (l3) - vmfvr.s32 l3, vr2, 1 - vldu.8.1 vr9, (l3) - vmfvr.s32 l3, vr2, 2 - vldu.8.1 vr10, (l3) - vmfvr.s32 l3, vr2, 3 - vldu.8.1 vr11, (l3) - vpkg.8.4 vr6, vr8, 0, 8 - - vmfvr.s32 l3, vr3, 0 - vldu.8.1 vr8, (l3) - vmfvr.s32 l3, vr3, 1 - vldu.8.1 vr9, (l3) - vmfvr.s32 l3, vr3, 2 - vldu.8.1 vr10, (l3) - vmfvr.s32 l3, vr3, 3 - vldu.8.1 vr11, (l3) - vpkg.8.4 vr6, vr8, 0, 12 - - vstx.8 vr6, (a0), t0 - -.L2: - - vldmu.8 vr8-vr11, (sp) - pop l0, l1, l2, l3 - .size shl_xt800v_nn_activations_direct_q7, .-shl_xt800v_nn_activations_direct_q7 diff --git a/source/i805_opt/activation/shl_xt800v_nn_activations_q7_fast.S b/source/i805_opt/activation/shl_xt800v_nn_activations_q7_fast.S deleted file mode 100644 index 76795c89..00000000 --- a/source/i805_opt/activation/shl_xt800v_nn_activations_q7_fast.S +++ /dev/null @@ -1,79 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800v_nn_activations_q7_fast.S - * @brief Q7 neural network activation function using direct table look-up. - * @version V1.0 - * @date 05. June 2018 - ******************************************************************************/ - -.import sigmoidTable_q7 -.import tanhTable_q7 -/* - *void shl_xt800v_nn_activations_direct_q7(q7_t * data, - * uint16_t size, - * uint16_t int_width, - * shl_xt800v_nn_activation_type type) - */ - - .file "shl_xt800v_nn_activations_q7.S" - .section .text.shl_xt800v_nn_activations_direct_q7,"ax",@progbits - .align 2 - .global shl_xt800v_nn_activations_direct_q7 - .type shl_xt800v_nn_activations_direct_q7, @function - -shl_xt800v_nn_activations_direct_q7: - push l0, l1, l2, l3 - movi l0, 3 // shift_size = 3 - int_width - subu l0, l0, a2 - vdupg.8 vr7, l0 - lrw l0, sigmoidTable_q7 - lrw l1, tanhTable_q7 - - cmplti a3, 1 // swith(type) - movt l2, l0 - movf l2, l1 - - lsri t0, a1, 4 - bez t0, .L1 - -.L0: - vldm.8 vr0-vr0, (a0) - vshr.u8 vr0, vr0, vr7 // int >> shift_size - vlde.8 vr2, (l2, vr0) - - vstmu.8 vr2-vr2, (a0) - - bnezad t0, .L0 - -.L1: - andi t0, a1, 15 - bez t0, .L2 - - vldx.8 vr0, (a0), t0 - vshr.u8 vr0, vr0, vr7 // int >> shift_size - vlde.8 vr2, (l2, vr0) - vstx.8 vr2, (a0), t0 - -.L2: - pop l0, l1, l2, l3 - .size shl_xt800v_nn_activations_direct_q7, .-shl_xt800v_nn_activations_direct_q7 - -.weak csky_vdsp2_nn_activations_direct_q7 -.set csky_vdsp2_nn_activations_direct_q7, shl_xt800v_nn_activations_direct_q7 diff --git a/source/i805_opt/activation/shl_xt800v_relu_q15.S b/source/i805_opt/activation/shl_xt800v_relu_q15.S deleted file mode 100644 index 765d26d0..00000000 --- a/source/i805_opt/activation/shl_xt800v_relu_q15.S +++ /dev/null @@ -1,79 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800v_relu_q15.S - * @brief Q15 version of ReLU. - * @version V1.0 - * @date 01. June 2018 - ******************************************************************************/ - -/* - *void shl_xt800v_relu_q15(q15_t * data, - * uint16_t size) - */ - - .file "shl_xt800v_relu_q15.S" - .section .text.shl_xt800v_relu_q15,"ax",@progbits - .align 2 - .global shl_xt800v_relu_q15 - .type shl_xt800v_relu_q15, @function - -shl_xt800v_relu_q15: - vmovi.8 vr7, 0 - lsri t0, a1, 5 - bez t0, .L1 - -.L0: - vldm.16 vr0-vr3, (a0) - vmax.s16 vr0, vr0, vr7 - vmax.s16 vr1, vr1, vr7 - vmax.s16 vr2, vr2, vr7 - vmax.s16 vr3, vr3, vr7 - - vstmu.16 vr0-vr3, (a0) - - bnezad t0, .L0 - -.L1: - andi t1, a1, 31 - lsri t0, t1, 3 - bez t0, .L3 - -.L2: - vldm.16 vr0-vr0, (a0) - vmax.s16 vr0, vr0, vr7 - vstmu.16 vr0-vr0, (a0) - - bnezad t0, .L2 - - -.L3: - andi t0, t1, 7 - bez t0, .L4 - vldx.16 vr0, (a0), t0 - vmax.s16 vr0, vr0, vr7 - vstx.16 vr0, (a0), t0 - -.L4: - rts - .size shl_xt800v_relu_q15, .-shl_xt800v_relu_q15 -.weak csinn_relu_q15 -.set csinn_relu_q15, shl_xt800v_relu_q15 -.weak csky_vdsp2_relu_q15 -.set csky_vdsp2_relu_q15, shl_xt800v_relu_q15 diff --git a/source/i805_opt/activation/shl_xt800v_relu_q7.S b/source/i805_opt/activation/shl_xt800v_relu_q7.S deleted file mode 100644 index 805b24d2..00000000 --- a/source/i805_opt/activation/shl_xt800v_relu_q7.S +++ /dev/null @@ -1,79 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800v_relu_q7.S - * @brief Q15 version of ReLU. - * @version V1.0 - * @date 01. June 2018 - ******************************************************************************/ - -/* - *void shl_xt800v_relu_q7(q7_t * data, - * uint8_t size) - */ - - .file "shl_xt800v_relu_q7.S" - .section .text.shl_xt800v_relu_q7,"ax",@progbits - .align 2 - .global shl_xt800v_relu_q7 - .type shl_xt800v_relu_q7, @function - -shl_xt800v_relu_q7: - vmovi.8 vr7, 0 - lsri t0, a1, 6 - bez t0, .L1 - -.L0: - vldm.8 vr0-vr3, (a0) - vmax.s8 vr0, vr0, vr7 - vmax.s8 vr1, vr1, vr7 - vmax.s8 vr2, vr2, vr7 - vmax.s8 vr3, vr3, vr7 - - vstmu.8 vr0-vr3, (a0) - - bnezad t0, .L0 - -.L1: - andi t1, a1, 63 - lsri t0, t1, 4 - bez t0, .L3 - -.L2: - vldm.8 vr0-vr0, (a0) - vmax.s8 vr0, vr0, vr7 - vstmu.8 vr0-vr0, (a0) - - bnezad t0, .L2 - - -.L3: - andi t0, t1, 15 - bez t0, .L4 - vldx.8 vr0, (a0), t0 - vmax.s8 vr0, vr0, vr7 - vstx.8 vr0, (a0), t0 - -.L4: - rts - .size shl_xt800v_relu_q7, .-shl_xt800v_relu_q7 -.weak csinn_relu_q7 -.set csinn_relu_q7, shl_xt800v_relu_q7 -.weak csky_vdsp2_relu_q7 -.set csky_vdsp2_relu_q7, shl_xt800v_relu_q7 diff --git a/source/i805_opt/add.c b/source/i805_opt/add.c deleted file mode 100644 index 11cf9517..00000000 --- a/source/i805_opt/add.c +++ /dev/null @@ -1,52 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "i805_function.h" -#include "shl_i805.h" - -int shl_i805_add_init_u8(struct csinn_tensor *input0, struct csinn_tensor *input1, - struct csinn_tensor *output, struct csinn_diso_params *params) -{ - struct csinn_callback *cb = params->base.cb; - // update multiplier and shift for s1/s3, s2/s3 - shl_quantize_multiplier(input0->qinfo->scale / output->qinfo->scale, - &(input0->qinfo->multiplier), &(input0->qinfo->shift)); - shl_quantize_multiplier(input1->qinfo->scale / output->qinfo->scale, - &(input1->qinfo->multiplier), &(input1->qinfo->shift)); - cb->exec = shl_i805_add_u8; - return CSINN_TRUE; -} - -int shl_i805_add_u8(struct csinn_tensor *input0, struct csinn_tensor *input1, - struct csinn_tensor *output, struct csinn_diso_params *params) -{ - uint8_t *input0_data = (uint8_t *)input0->data; - uint8_t *input1_data = (uint8_t *)input1->data; - uint8_t *output_data = (uint8_t *)output->data; - - int32_t size = csinn_tensor_size(input0); - - shl_i805_elementwise_add_opt_u8( - input0_data, input1_data, output_data, size, input0->qinfo->zero_point, - input0->qinfo->multiplier, -input0->qinfo->shift, input1->qinfo->zero_point, - input1->qinfo->multiplier, -input1->qinfo->shift, output->qinfo->zero_point, - output->qinfo->multiplier, -output->qinfo->shift); - return CSINN_TRUE; -} diff --git a/source/i805_opt/avgpool.c b/source/i805_opt/avgpool.c deleted file mode 100644 index 3a666f17..00000000 --- a/source/i805_opt/avgpool.c +++ /dev/null @@ -1,78 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "i805_function.h" -#include "shl_i805.h" - -/* - constraint: 1.input tensor layout: NHWC - 2. pad_left = pad_right; pad_top = pad_down - FIXME: count_include_pad -*/ -static int shl_i805_avgpool2d_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_pool_params *params) -{ - q7_t *input_data = (q7_t *)input->data; - q7_t *output_data = (q7_t *)output->data; - - uint16_t batch = input->dim[0]; - uint16_t in_h = input->dim[1]; - uint16_t in_w = input->dim[2]; - uint16_t in_c = input->dim[3]; - - uint16_t out_h = output->dim[1]; - uint16_t out_w = output->dim[2]; - - uint16_t kernel_h = params->filter_height; - uint16_t kernel_w = params->filter_width; - - uint16_t stride_h = params->stride_height; - uint16_t stride_w = params->stride_width; - - uint16_t pad_x = params->pad_left; // i.e. pad_x = params->pad_right - uint16_t pad_y = params->pad_top; // i.e. pad_y = params->pad_down - - q7_t buffer_tmp[out_h * out_w * in_c]; // buffer_size = out_h * out_w * channel - - if ((in_h == in_w) && (kernel_h == kernel_w) && (pad_x == pad_y) && (stride_h == stride_w)) { - csky_vdsp2_avepool_q7_HWC(input_data, in_h, in_c, kernel_h, pad_y, stride_h, out_h, - buffer_tmp, output_data); - } else { - csky_vdsp2_avepool_q7_HWC_nonsquare(input_data, in_w, in_h, in_c, kernel_w, kernel_h, pad_x, - pad_y, stride_w, stride_h, out_w, out_h, buffer_tmp, - output_data, output->qinfo->shift); - } - return CSINN_TRUE; -} - -int shl_i805_avgpool2d_init_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_pool_params *params) -{ - struct csinn_callback *cb = params->base.cb; - if ((params->pad_top != params->pad_down) || (params->pad_left != params->pad_right)) { - shl_debug_warning( - "avgpool q7 unsupport asymmetric padddings on i805, call reference func replaced.\n"); - cb->exec = shl_ref_avgpool2d_quant; // FIXME: shl_ref_avgpool2d_quant may be not - // applicable to i805 - } else { - cb->exec = shl_i805_avgpool2d_q7; - } - return CSINN_TRUE; -} diff --git a/source/i805_opt/basic_math/shl_i805_elementwise_add_8.S b/source/i805_opt/basic_math/shl_i805_elementwise_add_8.S deleted file mode 100644 index 9d88e4e1..00000000 --- a/source/i805_opt/basic_math/shl_i805_elementwise_add_8.S +++ /dev/null @@ -1,172 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - - -/****************************************************************************** - * @file shl_i805_elementwise_add_8.S - * @brief uint8 elementwise add layer function. - * @version V1.0 - * @date 9. Jul 2021 - ******************************************************************************/ - - -/* - void shl_i805_elementwise_add_opt_u8(uint8_t *input_0, - uint8_t *input_1, - uint8_t *output, - int32_t size, - int32_t input_0_zeroponit, - int32_t input_0_mult, - int32_t input_0_shift, - int32_t input_1_zeropoint, - int32_t input_1_mult, - int32_t input_1_shift, - int32_t output_zeropoint, - int32_t output_mult, - int32_t output_shift) - - Algorithm works as follows: - (1): 先按照s3(q3-z3) = s1(q1-z1) + s2(q2-z2) - (2): 上式其实可以 q3-z3 = s1/s3(q1-z1) + s2/s3(q2-z2) - (3): 上式中 s1/s3*z1 和 s2/s3*z2 其实是常量,在函数刚进来就可以算出来,不用在循环体内计算 - - register definition: - a0: input_0_data pointer - a1: input_1_data pointer - a2: output_data pointer - a3: element size to add - t0: loop count - vr6: input_0 zero_point - vr7: input_1 zero_point - vr4: input_0 mult - vr5: input_1 mult - vr14: input_0 shift - vr15: input_1 shift - vr13: output zero_point - vr3: output mult - vr12: output shift - - */ - - - .file "shl_i805_elementwise_add_8.S" - .section .text.shl_i805_elementwise_add_opt_u8,"ax",@progbits - .align 2 - .global shl_i805_elementwise_add_opt_u8 - .type shl_i805_elementwise_add_opt_u8, @function - -shl_i805_elementwise_add_opt_u8: - push l0, l1, l2, l3, l4, l5, l6, l7 - subi sp, sp, 64 - vstm.8 vr8-vr11, (sp) - subi sp, sp, 64 - vstm.8 vr12-vr15, (sp) - - ld.w l0, (sp, 0xa0) // input_0 zero_point - vdupg.32 vr6, l0 - ld.w l3, (sp, 0xac) // input_1_zeropoint - vdupg.32 vr7, l3 - - ld.w l1, (sp, 0xa4) // input_0_mult - vdupg.32 vr4, l1 - ld.w l4, (sp, 0xb0) // input_1_mult - vdupg.32 vr5, l4 - - ld.w l2, (sp, 0xa8) // input_0_shift - vdupg.32 vr14, l2 - ld.w l5, (sp, 0xb4) // input_1_shift - vdupg.32 vr15, l5 - - ld.w l6, (sp, 0xb8) // output_zeropoint - vdupg.32 vr13, l6 - ld.w l7, (sp, 0xbc) // output_mult - vdupg.32 vr3, l7 - ld.w l0, (sp, 0xc0) // output_shift - vdupg.32 vr12, l0 - - lsri t0, a3, 2 // size >> 2 - bez t0, .TAIL_4 - -.LOOP_4: - // deal with 4 elements for this loop - vldu.8.4 vr0, (a0) // updata input_0_data pointer - vmov.u8.e vr0, vr0 - vmov.u16.e vr0, vr0 - - vldu.8.4 vr1, (a1) // updata input_1_data pointer - vmov.u8.e vr1, vr1 - vmov.u16.e vr1, vr1 - - vsub.s32 vr0, vr0, vr6 // vr0 = q1-z1 - vsub.s32 vr1, vr1, vr7 // vr1 = q2-z2 - - vrmulh.s32.rs vr8, vr0, vr4 - vshr.s32 vr8, vr8, vr14 - - vrmulh.s32.rs vr9, vr1, vr5 - vshr.s32 vr9, vr9, vr15 - - vadd.s32 vr8, vr8, vr9 - vadd.s32 vr8, vr8, vr13 // FIXME: fault when vr8 < 0 - vclip.u32 vr8, vr8, 8 - - vmov.u32.sl vr8, vr8, vr8 - vmov.u16.sl vr8, vr8, vr8 // narrow to 8 bit - - vstu.8.4 vr8, (a2) - bnezad t0, .LOOP_4 - -.TAIL_4: - // deal with tail(< 4) elements for this loop - andi t0, a3, 4 - bez t0, .END - - vldx.8 vr0, (a0), t0 - vmov.u8.e vr0, vr0 - vmov.u16.e vr0, vr0 - - vldx.8 vr1, (a1), t0 - vmov.u8.e vr1, vr1 - vmov.u16.e vr1, vr1 - - vsub.s32 vr0, vr0, vr6 // vr0 = q1-z1 - vsub.s32 vr1, vr1, vr7 // vr1 = q2-z2 - - vrmulh.s32.rs vr8, vr0, vr4 - vshr.s32 vr8, vr8, vr14 - - vrmulh.s32.rs vr9, vr1, vr5 - vshr.s32 vr9, vr9, vr15 - - vadd.s32 vr8, vr8, vr9 - vadd.s32 vr8, vr8, vr13 - - vmov.u32.sl vr8, vr8, vr8 - vmov.u16.sl vr8, vr8, vr8 // narrow to 8 bit - - vstx.8 vr8, (a2), t0 - -.END: - vldmu.8 vr12-vr15, (sp) - vldmu.8 vr8-vr11, (sp) - pop l0, l1, l2, l3, l4, l5, l6, l7 - rts - .size shl_i805_elementwise_add_opt_u8, .-shl_i805_elementwise_add_opt_u8 - diff --git a/source/i805_opt/basic_math/shl_i805_elementwise_mul_8.S b/source/i805_opt/basic_math/shl_i805_elementwise_mul_8.S deleted file mode 100644 index 26b2adcc..00000000 --- a/source/i805_opt/basic_math/shl_i805_elementwise_mul_8.S +++ /dev/null @@ -1,142 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - - -/****************************************************************************** - * @file shl_i805_elementwise_mul_8.S - * @brief uint8 elementwise mul layer function. - * @version V1.0 - * @date 9. Jul 2021 - ******************************************************************************/ - - -/* - void shl_i805_elementwise_mul_opt_u8(uint8_t *input_0, - uint8_t *input_1, - uint8_t *output, - int32_t size, - int32_t input_0_zeroponit, - int32_t input_1_zeropoint, - int32_t output_zeropoint, - int32_t output_mult, - int32_t output_shift); - - - Algorithm works as follows: - (1) s3*(q3-z3) = s1*(q1-z1) * s2*(q2-z2) - (2) q3 = [ (q1-z1) * (q2-z2) * (s1*s2/s3) ] + z3 - (3) params:output_mult means mult of s1*s2/s3 and params:output_shift represents the right shift(>0) - - register definition: - a0: input_0_data pointer - a1: input_1_data pointer - a2: output_data pointer - a3: element size to mul - sp+0x14/l0: input0_zp - sp+0x18/l1: input1_zp - */ - - .file "shl_i805_elementwise_mul_8.S" - .section .text.shl_i805_elementwise_mul_opt_u8,"ax",@progbits - .align 2 - .global shl_i805_elementwise_mul_opt_u8 - .type shl_i805_elementwise_mul_opt_u8, @function - -shl_i805_elementwise_mul_opt_u8: - push l0, l1, l2, l3, l4 - ld.w l0, (sp, 0x14) // input_0_zeroponit - ld.w l1, (sp, 0x18) // input_1_zeropoint - - ld.w l2, (sp, 0x1c) // output_zeropoint - ld.w l3, (sp, 0x20) // output_mult - ld.w l4, (sp, 0x24) // output_shift - - vdupg.32 vr3, l0 // z1 - vdupg.32 vr4, l1 // z2 - vdupg.32 vr5, l2 // z3 - vdupg.32 vr6, l3 // mult - vdupg.32 vr7, l4 // shift - - lsri t0, a3, 2 // size >> 2u - bez t0, .TAIL_4 - -.LOOP_4: - // deal with 4 elements for this loop - vldu.8.4 vr0, (a0) - vmov.u8.e vr0, vr0 - vmov.u16.e vr0, vr0 - - vldu.8.4 vr1, (a1) - vmov.u8.e vr1, vr1 - vmov.u16.e vr1, vr1 - - vadd.s32 vr0, vr0, vr3 - vadd.s32 vr1, vr1, vr4 // add zero_point - vmul.s32 vr2, vr0, vr1 // vr2 = (q1-z1)(q2-z2) - vrmulh.s32.rs vr2, vr2, vr6 // doubling multiply high half - - vand.32 vr1, vr2, vr7 - vshri.s32 vr1, vr1, 31 - vadd.s32.S vr1, vr1, vr2 - vshr.s32 vr1, vr1, vr7 - - vadd.s32 vr1, vr1, vr5 - - vmov.u32.sl vr1, vr1, vr1 - vmov.u16.sl vr1, vr1, vr1 // narrow to 8 bit - - vstu.8.4 vr1, (a2) - bnezad t0, .LOOP_4 - -.TAIL_4: - // deal with tail(< 4) elements for this loop - andi t0, a3, 4 - bez t0, .END - - vldx.8 vr0, (a0), t0 - vmov.u8.e vr0, vr0 - vmov.u16.e vr0, vr0 - - vldx.8 vr1, (a1), t0 - vmov.u8.e vr1, vr1 - vmov.u16.e vr1, vr1 - - vadd.s32 vr0, vr0, vr3 - vadd.s32 vr1, vr1, vr4 // add zero_point - vmul.s32 vr2, vr0, vr1 // vr2 = (q1-z1)(q2-z2) - vrmulh.s32.rs vr2, vr2, vr6 // doubling multiply high half - - vand.32 vr1, vr2, vr7 - vshri.s32 vr1, vr1, 31 - vadd.s32.S vr1, vr1, vr2 - vshr.s32 vr1, vr1, vr7 - - vadd.s32 vr1, vr1, vr5 // add output_zero_point - - vmov.u32.sl vr1, vr1, vr1 - vmov.u16.sl vr1, vr1, vr1 // narrow to 8 bit - - vstx.8 vr1, (a2), t0 - -.END: - pop l0, l1, l2, l3, l4 - rts - .size shl_i805_elementwise_mul_opt_u8, .-shl_i805_elementwise_mul_opt_u8 - diff --git a/source/i805_opt/clip.c b/source/i805_opt/clip.c deleted file mode 100644 index 1a4ea71d..00000000 --- a/source/i805_opt/clip.c +++ /dev/null @@ -1,48 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "i805_function.h" -#include "shl_i805.h" - -int shl_i805_clip_init_u8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_clip_params *params) -{ - float real_scale = input->qinfo->scale / output->qinfo->scale; - shl_quantize_multiplier(real_scale, &(output->qinfo->multiplier), &(output->qinfo->shift)); - struct csinn_callback *cb = params->base.cb; - cb->exec = shl_i805_clip_u8; - return CSINN_TRUE; -} - -int shl_i805_clip_u8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_clip_params *params) -{ - uint8_t *input_data = (uint8_t *)input->data; - uint8_t *output_data = (uint8_t *)output->data; - int32_t size = csinn_tensor_size(input); - - int32_t clip_qmin = floor(params->min_value / input->qinfo->scale) + input->qinfo->zero_point; - int32_t clip_qmax = ceil(params->max_value / input->qinfo->scale) + input->qinfo->zero_point; - - shl_i805_clip_opt_u8(input_data, output_data, size, clip_qmin, clip_qmax, - input->qinfo->zero_point, output->qinfo->zero_point, - output->qinfo->multiplier, output->qinfo->shift); - return CSINN_TRUE; -} diff --git a/source/i805_opt/convolution.c b/source/i805_opt/convolution.c deleted file mode 100644 index b4e4f1ea..00000000 --- a/source/i805_opt/convolution.c +++ /dev/null @@ -1,335 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "i805_function.h" -#include "shl_i805.h" - -static int shl_i805_conv2d_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params) -{ - q7_t *input_data = (q7_t *)input->data; - q7_t *kernel_data = (q7_t *)kernel->data; - q7_t *bias_data = (q7_t *)bias->data; - q7_t *output_data = (q7_t *)output->data; - - uint16_t batch = input->dim[0]; - uint16_t in_h = input->dim[1]; - uint16_t in_w = input->dim[2]; - uint16_t in_c = input->dim[3]; - - uint16_t out_h = output->dim[1]; - uint16_t out_w = output->dim[2]; - uint16_t out_c = output->dim[3]; - - // kernel_layout: OIHW - uint16_t kernel_h = kernel->dim[2]; - uint16_t kernel_w = kernel->dim[3]; - - uint16_t stride_h = params->stride_height; - uint16_t stride_w = params->stride_width; - - uint16_t pad_x = params->pad_left; // e.g. pad_x = params->pad_right - uint16_t pad_y = params->pad_top; // e.g. pad_y = params->pad_down - - q15_t buffer_tmp[2 * in_c * kernel_h * - kernel_w]; // buffer_size = in_c * kernel_size * kernel_size - - if ((in_c % 4 == 0) && (out_c % 2 == 0)) { - if ((kernel_h == 1) && (kernel_w == 1)) { - csky_vdsp2_convolve_1x1_HWC_q7_fast(input_data, in_w, in_h, in_c, kernel_data, out_c, - bias_data, bias->qinfo->shift, output->qinfo->shift, - output_data, out_w, out_h, buffer_tmp); - } else { - csky_vdsp2_convolve_HWC_q7_fast_nonsquare( - input_data, in_w, in_h, in_c, kernel_data, out_c, kernel_w, kernel_h, pad_x, pad_y, - stride_w, stride_h, bias_data, bias->qinfo->shift, output->qinfo->shift, - output_data, out_w, out_h, buffer_tmp); - } - } else if (in_c == 3) { - csky_vdsp2_convolve_HWC_q7_RGB(input_data, in_h, kernel_data, out_c, kernel_h, pad_y, - stride_h, bias_data, bias->qinfo->shift, - output->qinfo->shift, output_data, out_h, buffer_tmp); - } else { - csky_vdsp2_convolve_HWC_q7_basic(input_data, in_h, in_c, kernel_data, out_c, kernel_h, - pad_y, stride_h, bias_data, bias->qinfo->shift, - output->qinfo->shift, output_data, out_h, buffer_tmp); - } - return CSINN_TRUE; -} - -static int shl_i805_conv2d_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params) -{ - q15_t *input_data = (q15_t *)input->data; - q15_t *kernel_data = (q15_t *)kernel->data; - q15_t *bias_data = (q15_t *)bias->data; - q15_t *output_data = (q15_t *)output->data; - - uint16_t batch = input->dim[0]; - uint16_t in_hw = input->dim[1]; // e.g. in_hw = input->dim[2]; - uint16_t in_c = input->dim[3]; - - uint16_t out_hw = output->dim[1]; // e.g. out_hw = output->dim[2] - uint16_t out_c = output->dim[3]; - - uint16_t kernel_size = kernel->dim[2]; // e.g. kernel_size = kernel->dim[3]; - uint16_t stride = params->stride_height; // e.g. stride = params->stride_width - uint16_t padding = - params->pad_top; // e.g. padding = params->down = params->left = params->right - - q15_t buffer_tmp[in_c * kernel_size * - kernel_size]; // buffer_size = in_c * kernel_size * kernel_size - - csky_vdsp2_convolve_HWC_q15_basic(input_data, in_hw, in_c, kernel_data, out_c, kernel_size, - padding, stride, bias_data, bias->qinfo->shift, - output->qinfo->shift, output_data, out_hw, buffer_tmp); - - return CSINN_TRUE; -} - -static int shl_i805_depthwise_conv2d_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params) -{ - q7_t *input_data = (q7_t *)input->data; - q7_t *kernel_data = (q7_t *)kernel->data; - q7_t *bias_data = (q7_t *)bias->data; - q7_t *output_data = (q7_t *)output->data; - - uint16_t batch = input->dim[0]; - uint16_t in_h = input->dim[1]; - uint16_t in_w = input->dim[2]; - uint16_t in_c = input->dim[3]; - - uint16_t out_h = output->dim[1]; - uint16_t out_w = output->dim[2]; - uint16_t out_c = output->dim[3]; - - uint16_t kernel_h = kernel->dim[2]; - uint16_t kernel_w = kernel->dim[3]; - - uint16_t stride_h = params->stride_height; - uint16_t stride_w = params->stride_width; - - uint16_t pad_x = params->pad_left; - uint16_t pad_y = params->pad_top; - - q15_t buffer_tmp[2 * in_c * kernel_h * - kernel_w]; // buffer_size = in_c * kernel_size * kernel_size - - if ((in_h == in_w) && (kernel_h == kernel_w) && (pad_x == pad_y) && (stride_h == stride_w)) { - csky_vdsp2_depthwise_separable_conv_HWC_q7( - input_data, in_h, in_c, kernel_data, out_c, kernel_h, pad_y, stride_h, bias_data, - bias->qinfo->shift, output->qinfo->shift, output_data, out_h, buffer_tmp); - } else { - csky_vdsp2_depthwise_separable_conv_HWC_q7_nonsquare( - input_data, in_w, in_h, in_c, kernel_data, out_c, kernel_w, kernel_h, pad_x, pad_y, - stride_h, stride_w, bias_data, bias->qinfo->shift, output->qinfo->shift, output_data, - out_w, out_h, buffer_tmp); - } - return CSINN_TRUE; -} - -int shl_i805_conv2d_init_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params) -{ - struct csinn_callback *cb = params->base.cb; - uint8_t flag = 0; - if ((params->pad_top != params->pad_down) || (params->pad_left != params->pad_right)) { - flag |= 0x01; - } - - if ((input->dim[3] % 4 != 0) || (output->dim[3] % 2 != 0)) { - if ((input->dim[1] != input->dim[2]) || (kernel->dim[2] != kernel->dim[3]) || - (params->pad_left != params->pad_top) || - (params->stride_height != params->stride_width)) { - flag |= 0x02; - } - } - - if (flag > 0) { - shl_debug_warning( - "conv2d q7 is not optimized to achieve under this condition on i805, call reference " - "func replaced.\n"); - cb->exec = shl_ref_conv2d_quant; - } else { - cb->exec = shl_i805_conv2d_q7; - } - return CSINN_TRUE; -} - -int shl_i805_conv2d_init_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params) -{ - struct csinn_callback *cb = params->base.cb; - uint8_t flag = 0; - if ((params->pad_top != params->pad_down) || (params->pad_left != params->pad_right) || - (params->pad_top != params->pad_left)) { - flag |= 0x01; - } - if (input->dim[1] != input->dim[2]) { - flag |= 0x02; - } - if (kernel->dim[2] != kernel->dim[3]) { - flag |= 0x04; - } - if (params->stride_height != params->stride_width) { - flag |= 0x08; - } - if (flag > 0) { - shl_debug_warning( - "conv2d q15 is not optimized to achieve under this condition on i805, call reference " - "func replaced.\n"); - cb->exec = shl_ref_conv2d_quant; - } else { - cb->exec = shl_i805_conv2d_q15; - } - return CSINN_TRUE; -} - -int shl_i805_depthwise_conv2d_init_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params) -{ - struct csinn_callback *cb = params->base.cb; - uint8_t flag = 0; - if ((params->pad_top != params->pad_down) || (params->pad_left != params->pad_right)) { - flag |= 0x01; - } - if (flag > 0) { - shl_debug_warning( - "depthwise_conv2d q7 is not optimized to achieve under this condition on i805, call " - "reference func replaced.\n"); - cb->exec = shl_ref_depthwise_conv2d_quant; - } else { - cb->exec = shl_i805_depthwise_conv2d_q7; - } - return CSINN_TRUE; -} - -int shl_i805_conv2d_init_u8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params) -{ - float real_scale = input->qinfo->scale * kernel->qinfo->scale / output->qinfo->scale; - shl_quantize_multiplier(real_scale, &(output->qinfo->multiplier), &(output->qinfo->shift)); - struct csinn_callback *cb = params->base.cb; - cb->exec = shl_i805_conv2d_u8; - return CSINN_TRUE; -} - -int shl_i805_conv2d_u8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params) -{ - uint8_t *input_data = (uint8_t *)input->data; - uint8_t *kernel_data = (uint8_t *)kernel->data; - int32_t *bias_data = (int32_t *)bias->data; - uint8_t *output_data = (uint8_t *)output->data; - - uint16_t batch = input->dim[0]; - uint16_t in_h = input->dim[1]; - uint16_t in_w = input->dim[2]; - uint16_t in_c = input->dim[3]; - - uint16_t out_h = output->dim[1]; - uint16_t out_w = output->dim[2]; - uint16_t out_c = output->dim[3]; - - uint16_t kernel_h = kernel->dim[1]; - uint16_t kernel_w = kernel->dim[2]; - - uint16_t stride_h = params->stride_height; - uint16_t stride_w = params->stride_width; - - uint16_t pad_w = params->pad_left; - uint16_t pad_h = params->pad_top; - - uint8_t *buffer_tmp = shl_mem_alloc(2 * in_c * kernel_h * kernel_w); - - if ((kernel_h == 1) && (kernel_w == 1)) { - shl_i805_pwconv2d_opt_u8(input_data, kernel_data, bias_data, output_data, in_h * in_w, in_c, - out_c, input->qinfo->zero_point, kernel->qinfo->zero_point, - output->qinfo->zero_point, output->qinfo->multiplier, - -output->qinfo->shift); - } else { - shl_i805_conv2d_opt_u8(input_data, kernel_data, bias_data, output_data, buffer_tmp, in_h, - in_w, in_c, kernel_h, kernel_w, pad_h, pad_w, stride_h, stride_w, - out_h, out_w, out_c, input->qinfo->zero_point, - kernel->qinfo->zero_point, output->qinfo->zero_point, - output->qinfo->multiplier, -output->qinfo->shift); - } - shl_mem_free(buffer_tmp); - return CSINN_TRUE; -} - -int shl_i805_depthwise_conv2d_init_u8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params) -{ - float real_scale = input->qinfo->scale * kernel->qinfo->scale / output->qinfo->scale; - shl_quantize_multiplier(real_scale, &(output->qinfo->multiplier), &(output->qinfo->shift)); - struct csinn_callback *cb = params->base.cb; - cb->exec = shl_i805_depthwise_conv2d_u8; - return CSINN_TRUE; -} - -int shl_i805_depthwise_conv2d_u8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params) -{ - uint8_t *input_data = (uint8_t *)input->data; - uint8_t *kernel_data = (uint8_t *)kernel->data; - int32_t *bias_data = (int32_t *)bias->data; - uint8_t *output_data = (uint8_t *)output->data; - - uint16_t batch = input->dim[0]; - uint16_t in_h = input->dim[1]; - uint16_t in_w = input->dim[2]; - uint16_t in_c = input->dim[3]; - - uint16_t out_h = output->dim[1]; - uint16_t out_w = output->dim[2]; - uint16_t out_c = output->dim[3]; // assert(out_c == in_c) - - uint16_t kernel_h = kernel->dim[1]; - uint16_t kernel_w = kernel->dim[2]; - - uint16_t stride_h = params->stride_height; - uint16_t stride_w = params->stride_width; - - uint16_t pad_w = params->pad_left; - uint16_t pad_h = params->pad_top; - - uint8_t *buffer_tmp = shl_mem_alloc(4 * in_c * kernel_h * kernel_w); - - shl_i805_dwconv2d_opt_u8(input_data, kernel_data, bias_data, output_data, buffer_tmp, in_h, - in_w, in_c, kernel_h, kernel_w, pad_h, pad_w, stride_h, stride_w, - out_h, out_w, input->qinfo->zero_point, kernel->qinfo->zero_point, - output->qinfo->zero_point, output->qinfo->multiplier, - -output->qinfo->shift); - - shl_mem_free(buffer_tmp); - return CSINN_TRUE; -} \ No newline at end of file diff --git a/source/i805_opt/convolution/shl_i805_convolution_1x1_8.S b/source/i805_opt/convolution/shl_i805_convolution_1x1_8.S deleted file mode 100644 index 4e683959..00000000 --- a/source/i805_opt/convolution/shl_i805_convolution_1x1_8.S +++ /dev/null @@ -1,297 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -/****************************************************************************** - * @file shl_i805_depthwise_convolution_3x3_8.S - * @brief uint8 pointwise convolution layer function. - * @version V1.0 - * @date 9. Jul 2021 - ******************************************************************************/ - -/* - void shl_i805_pwconv2d_opt_u8(uint8_t * input_data, - uint8_t * kernel_data - int32_t * bias_data, - uint8_t * output_data, - int32_t input_hxw, - int32_t input_ch, - int32_t output_ch, - int32_t input_zero_point, - int32_t weight_zero_point, - int32_t output_zero_point, - int32_t out_mult, - int32_t out_shift); - - Algorithm works as follows: - (1) convert to vector- matrix multiplication, for hwc layout, loop input_h * input_w times for vector-matrix mul - input layout: NHWC - kernel layout: O 1x1 I - (2) input_row:h*w - input_col:in_ch - kernel_row:out_ch - kernel_col:in_ch - - constraints: - stride_h = stride_w = 1 - pad_h = pad_w = 0 - - register definition: - a0: bias_data - a1: weight_data - a2: input_data - a3: output_data - l4: input_data temp - l5: weight_data temp - l6: bias_data temp - vr0: input data / output_temp - vr1-vr4: weight data / accumulate temp for q1 * q2 - vr10: bias data - vr5: accumulate temp for q1 * z2 - vr6-vr9: accumulate temp for q2 * z1 - vr11: input_zeropoint - vr12: kernel_zeropoint - vr13: output_mult (s1*s2/s3) - vr14: output_shift (s1*s2/s3) - vr15: constant of z1 * z2 * k - -*/ - - .file "shl_i805_convolution_1x1_8.S" - .section .text.shl_i805_pwconv2d_opt_u8,"ax",@progbits - .align 2 - .global shl_i805_pwconv2d_opt_u8 - .type shl_i805_pwconv2d_opt_u8, @function - -shl_i805_pwconv2d_opt_u8: - push l0, l1, l2, l3, l4, l5, l6, l7 - subi sp, sp, 64 - vstm.8 vr8-vr11, (sp) - subi sp, sp, 64 - vstm.8 vr12-vr15, (sp) - - ld.w l0, (sp, 0xa0) // lhs_row (m) - ld.w l1, (sp, 0xa4) // lhs_col (k) - ld.w l2, (sp, 0xa8) // rhs_row (n) - ld.w l3, (sp, 0xac) // input_zp - ld.w l4, (sp, 0xb0) // weight_zp - ld.w l7, (sp, 0xb4) // output_zp - ld.w l5, (sp, 0xb8) // out_mult - ld.w l6, (sp, 0xbc) // out_shift - - vdupg.8 vr11, l3 // z1 - vdupg.8 vr12, l4 // z2 - vdupg.32 vr13, l5 // out_mult - vdupg.32 vr14, l6 // out_shift - - // z1 * z2 * k constraints: z1 * z2 * k < int32 - mult t3, l3, l4 - mult t3, l1, t3 // t3 = z1 * z2 * k - vdupg.32 vr15, t3 // v10[0..3] = z1 * z2 * k - - -.L00: - mov l6, a2 // l6 = bias_data - mov l3, a1 // l3 = weight_data - mov t2, a1 // t2 = weight_data - - lsri t0, l2, 2 // n >> 2 - bez t0, .L5 - -.L0: - vldu.32.4 vr10, (l6) - - vmovi.8 vr5, 0 - vmovi.8 vr6, 0 - vmovi.8 vr7, 0 - vmovi.8 vr8, 0 - vmovi.8 vr9, 0 // clear vr5-vr9 - - mov l4, a0 // l4 = input_data - - lsri t1, l1, 4 // k >> 4 - bez t1, .L2 - -.IN1_KER4X16: // 4x16 - - mov l5, l3 - vldmu.8 vr0-vr0, (l4) - vldmru.8 vr1-vr4, (l5), l1 // load weight_data 4 lines - - vmulacaa.u8 vr5, vr0, vr12 // acc(q1*z2) - - vmulacaa.u8 vr6, vr1, vr11 - vmulacaa.u8 vr7, vr2, vr11 - vmulacaa.u8 vr8, vr3, vr11 - vmulacaa.u8 vr9, vr4, vr11 // acc(q2*z1) - - vmulaca.u8 vr1, vr0, vr1 - vmulaca.u8 vr2, vr0, vr2 - vmulaca.u8 vr3, vr0, vr3 - vmulaca.u8 vr4, vr0, vr4 // acc(q1*q2) - - vpadd.s32 vr1, vr1, vr2 - vpadd.s32 vr3, vr3, vr4 - vpadd.s32 vr1, vr1, vr3 // sum[0..3] - vadd.s32 vr10, vr10, vr1 // bias + q1*q2 temp - - addi l3, l3, 16 // weight point + 16 - bnezad t1, .IN1_KER4X16 - -.L2: - andi t1, l1, 15 // k % 15 - bez t1, .OUT_4 - -.IN1_KER4XTAIL: - mov l5, l3 // weight_data point bump to line_tail - vldx.8 vr0, (l4), t1 // load tail input data - addu l4, l4, t1 // bump to input next line - - vldx.8 vr1, (l5), t1 - addu l5, l5, l1 - vldx.8 vr2, (l5), t1 - addu l5, l5, l1 - vldx.8 vr3, (l5), t1 - addu l5, l5, l1 - vldx.8 vr4, (l5), t1 // load tail weight data - - vmulacaa.u8 vr5, vr0, vr12 // acc(q1*z2) - - vmulacaa.u8 vr6, vr1, vr11 - vmulacaa.u8 vr7, vr2, vr11 - vmulacaa.u8 vr8, vr3, vr11 - vmulacaa.u8 vr9, vr4, vr11 // acc(q2*z1) - - vmulaca.u8 vr1, vr0, vr1 - vmulaca.u8 vr2, vr0, vr2 - vmulaca.u8 vr3, vr0, vr3 - vmulaca.u8 vr4, vr0, vr4 // acc(q1*q2) - - vpadd.s32 vr1, vr1, vr2 - vpadd.s32 vr3, vr3, vr4 - vpadd.s32 vr1, vr1, vr3 // sum[0..3] - vadd.s32 vr10, vr10, vr1 // bias + q1*q2 temp - -.OUT_4: // 4xrow_len - vpadd.s32.s vr6, vr6, vr7 - vpadd.s32.s vr8, vr8, vr9 - vpadd.s32.s vr6, vr6, vr8 // sum(q2*z1) - - vpadd.s32.s vr5, vr5, vr5 - vpadd.s32.s vr5, vr5, vr5 // sum(q1*z2) - - vadd.s32 vr5, vr5, vr6 // sum(q2*z1) + sum(q1*z2) - vadd.s32 vr10, vr10, vr15 // sum(q1*q2) + bias + z1*z2*k - vsub.s32 vr10, vr10, vr5 // sum(q1*q2) + bias + z1*z2*k - ( sum(q2*z1) + sum(q1*z2) ) - - vrmulh.s32.rs vr0, vr10, vr13 - vshr.s32 vr0, vr0, vr14 // mult scale - - vdupg.32 vr1, l7 // vr1[0..3] = z3 - vadd.s32 vr0, vr0, vr1 // add z3 - vclip.u32 vr0, vr0, 8 - - vmov.u32.sl vr0, vr0, vr0 - vmov.u16.sl vr0, vr0, vr0 - vstu.8.4 vr0, (a3) - - lsli t1, l1, 2 // t1 = 4 * k - addu t2, t2, t1 - mov l3, t2 // weight_addr add 4 lines - bnezad t0, .L0 // remain out_ch > 4 - -.L5: - andi t0, l2, 3 // n_tail - bez t0, .L22 - -.IN1_KERTAIL: - vldu.32.1 vr10, (l6) - - vmovi.8 vr5, 0 // accumulate temp for q1*z - vmovi.8 vr6, 0 // accumulate temp for q2*z1 - vmovi.8 vr7, 0 // accumulate temp for q1*q2 - - mov l4, a0 // updata input_data point - mov l5, l3 // updata weight_data point - - lsri t1, l1, 4 // k >> 4 - bez t1, .L7 - -.IN1_KER1X16: // 1x16 - vldmu.8 vr0-vr0, (l4) - vldmu.8 vr1-vr1, (l5) - - vmulacaa.u8 vr7, vr0, vr1 // acc(q1*q2) - - vmulacaa.u8 vr5, vr0, vr12 // acc(q1*z2) - vmulacaa.u8 vr6, vr1, vr11 // acc(q2*z1) - - bnezad t1, .IN1_KER1X16 - -.L7: - andi t1, l1, 15 // k % 15 - bez t1, .OUT_1 - -.IN1_KER1XTAIL: // 1xtail - vldx.8 vr0, (l4), t1 - vldx.8 vr1, (l5), t1 - - vmulacaa.u8 vr7, vr0, vr1 // acc(q1*q2) - - vmulacaa.u8 vr5, vr0, vr12 // acc(q1*z2) - vmulacaa.u8 vr6, vr1, vr11 // acc(q2*z1) - -.OUT_1: // 1xrow_len - vpadd.s32.s vr5, vr5, vr5 - vpadd.s32.s vr5, vr5, vr5 // vr5[0..3] = sum(q1*z2) - - vpadd.s32.s vr6, vr6, vr6 - vpadd.s32.s vr6, vr6, vr6 // vr6[0..3] = sum(q2*z1) - - vpadd.s32.s vr7, vr7, vr7 - vpadd.s32.s vr7, vr7, vr7 // vr7[0..3] = sum(q1*q2) - - vadd.s32.s vr5, vr5, vr6 // sum(q1*z2) + sum(q2*z1) - vadd.s32.s vr10, vr10, vr7 // sum(q1*q2) + bias - vadd.s32.s vr10, vr10, vr15 // sum(q1*q2) + bias + z1*z2*k - vsub.s32.s vr10, vr10, vr5 // sum(q1*q2) + bias + z1*z2*k - ( sum(q1*z2) + sum(q2*z1) ) - - vrmulh.s32.rs vr0, vr10, vr13 - vshr.s32 vr0, vr0, vr14 // mult scale - - vdupg.32 vr1, l7 - vadd.s32 vr0, vr0, vr1 // add output_zp - vclip.u32 vr0, vr0, 8 - - vmov.u32.sl vr0, vr0, vr0 - vmov.u16.sl vr0, vr0, vr0 - vstu.8.1 vr0, (a3) - - addu l3, l3, l1 // weight_data point bump to next line - bnezad t0, .IN1_KERTAIL // n_tail - 1 > 0 ? - -.L22: - addu a0, a0, l1 // input_data point bump to next line - bnezad l0, .L00 // m - 1 > 0 ? - -.END: - vldmu.8 vr12-vr15, (sp) - vldmu.8 vr8-vr11, (sp) - pop l0, l1, l2, l3, l4, l5, l6, l7 - .size shl_i805_pwconv2d_opt_u8, .-shl_i805_pwconv2d_opt_u8 diff --git a/source/i805_opt/convolution/shl_i805_convolution_8.S b/source/i805_opt/convolution/shl_i805_convolution_8.S deleted file mode 100644 index 7301667d..00000000 --- a/source/i805_opt/convolution/shl_i805_convolution_8.S +++ /dev/null @@ -1,425 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -/****************************************************************************** - * @file shl_i805_convolution_8.S - * @brief uint8 basic convolution layer function. - * @version V1.0 - * @date 9. Jul 2021 - ******************************************************************************/ -/* - - void shl_i805_conv2d_opt_u8(uint8_t * input_data, - uint8_t * kernel_data, - int32_t * bias_data, - uint8_t * output_data, - uint8_t * bufferA, - int32_t input_h, - int32_t input_w, - int32_t input_ch, - int32_t kernel_h, - int32_t kernel_w, - int32_t pad_h, - int32_t pad_w, - int32_t stride_h, - int32_t stride_w, - int32_t out_h, - int32_t out_w, - int32_t out_c, - int32_t input_zero_point, - int32_t weight_zero_point, - int32_t output_zero_point, - int32_t out_mult, - int32_t out_shift); - - Algorithm works as follows: - (1) partition im2col(one by one) + vec matrix mult - (2) input_col[vector] * kernel[matrix]: - 1 x 4lines: 1 x [4*loop_16 + 4*tail_16] --> loop kernel_row / 4 - 1 x 1lines: 1 x [1*loop_16 + 1*tail_16] --> loop kernel_row % 4 - - constraints: - dilation_h = dilation_w = 1 - - register definition: - t0: i_out_h - t1: i_out_w - t2: i_ker_h - t4: i_ker_w - l0: bufferA - l1: input_ch - l2: input_h - l3: input_w - l4: kernel_h - l5: kernel_w - l9: input_ch * kernel_h * kernel_w - vr0: input data / output_temp - vr1-vr4: weight data / accumulate temp for q1 * q2 - vr10: bias data - vr5: accumulate temp for q1 * z2 - vr6-vr9: accumulate temp for q2 * z1 - vr11: input_zeropoint - vr12: kernel_zeropoint - vr13: output_mult - vr14: output_shift - vr15: constant for z1 * z2 * k - - TODO: support per-channel quantization - -*/ - - - .file "shl_i805_convolution_8.S" - .section .text.shl_i805_conv2d_opt_u8,"ax",@progbits - .align 2 - .global shl_i805_conv2d_opt_u8 - .type shl_i805_conv2d_opt_u8, @function - -shl_i805_conv2d_opt_u8: - push l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - subi sp, sp, 64 - vstm.8 vr8-vr11, (sp) - subi sp, sp, 64 - vstm.8 vr12-vr15, (sp) - - ld.w t0, (sp, 0xe0) // input_zero_point - ld.w t1, (sp, 0xe4) // weight_zero_point - ld.w l2, (sp, 0xec) // out_mult - ld.w l3, (sp, 0xf0) // out_shift - - vdupg.8 vr11, t0 - vdupg.8 vr12, t1 - vdupg.32 vr13, l2 - vdupg.32 vr14, l3 - - ld.w l0, (sp, 0xac) // bufferA - ld.w l2, (sp, 0xb0) // input_h - ld.w l3, (sp, 0xb4) // input_w - ld.w l1, (sp, 0xb8) // input_ch - - ld.w l4, (sp, 0xbc) // kernel_h - ld.w l5, (sp, 0xc0) // kernel_w - mult l9, l4, l5 // ker_h * ker_w - mult l9, l9, l1 // ker_h * ker_w * in_ch - - // z1 * z2 * k constraints: z1 * z2 * k < int32 - mult t2, t0, t1 - mult t2, t2, l9 // t3 = z1 * z2 * k - vdupg.32 vr15, t2 // v10[0..3] = z1 * z2 * k - - movi t0, 0 // i_out_h - mov lr, l0 // im2col_buffer bufferA - -.OUT_H: - ld.w t8, (sp, 0xd4) // t8 = out_h (out_h used for outer loop, load from stack) - cmplt t0, t8 // i_out_h < out_h - bf .BATCH_END // - - movi t1, 0 // i_out_w - -.OUT_W: - ld.w t9, (sp, 0xd8) // t9 = out_w - cmplt t1, t9 // i_out_w < out_w - bf .OUT_H_ADD // jump to i_out_h++ - - ld.w t8, (sp, 0xc4) // pad_h - ld.w t9, (sp, 0xcc) // stride_h - - mult t2, t0, t9 // i_out_h * stride_h - subu t2, t2, t8 // i_kernel_h = i_out_h * stride_h - pad_h - addu t3, t2, l4 // i_out_h * stride_h - pad_h + kernel_h - -.KERNEL_H: - cmplt t2, t3 // i_ker_h < i_out_h * stride_h - pad_h + kernel_h - bf .IN_KER // C flag = 0 ? - - ld.w t8, (sp, 0xc8) // pad_w - ld.w t9, (sp, 0xd0) // stride_w - - mult t4, t1, t9 // i_out_w * stride_w - subu t4, t4, t8 // i_out_w * stride_w - pad_w - addu t5, t4, l5 // i_out_w * stride_w - pad_w + kernel_w - -.KERNEL_W: - cmplt t4, t5 // i_ker_w < i_out_w * stride_w - pad_w + kernel_w - bf .KERNEL_H_ADD - - // if (i_ker_h < 0 || i_ker_h >= input_h || i_ker_w < 0 || i_ker_w >= input_w) - // jump to im2col_padding - movi t6, 0 - cmplt t2, t6 // i_kernel_h < 0 ? - bt .IM2COL_PAD_PRE // c_flag = 1 -> .IM2COL_PAD_PRE - cmphs t2, l2 // i_kernel_h >= input_h - bt .IM2COL_PAD_PRE - cmplt t4, t6 // i_kernel_w < 0 ? - bt .IM2COL_PAD_PRE - cmphs t4, l3 // i_kernel_w >= input_w - bt .IM2COL_PAD_PRE - -.IM2COL_COPY_PRE: - // else branch, prepare to copy from input_data to im2col_buf - // copy num: input_ch --> loop_16 --> tail<16 - mult t6, t2, l3 // i_ker_h * input_w - addu t6, t6, t4 // i_ker_h * input_w + i_ker_w - mult t6, t6, l1 // (i_ker_h * input_w + i_ker_w) * in_ch - addu t6, t6, a0 // (i_ker_h * input_w + i_ker_w) * in_ch + input_data - - lsri t7, l1, 4 // in_ch >> 4u - bez t7, .IM2COL_COPY_TAIL - -.IM2COL_COPY_16: - vldmu.8 vr0-vr0, (t6) // load from input_data + (i_ker_h * input_w + i_ker_w)*in_ch - vstmu.8 vr0-vr0, (lr) // store to im2col_buf - - bnezad t7, .IM2COL_COPY_16 - -.IM2COL_COPY_TAIL: - andi t7, l1, 15 // in_ch & 15u - bez t7, .KERNEL_W_ADD // nothing to copy, - - vldx.8 vr0, (t6), t7 - vstx.8 vr0, (lr), t7 - addu lr, lr, t7 // update im2col_buff addr - br .KERNEL_W_ADD // im2col copy done - -.IM2COL_PAD_PRE: - ld.w t8, (sp, 0xe0) // input_zero_point - vdupg.8 vr0, t8 - lsri t6, l1, 4 // in_ch >> 4u - bez t6, .IM2COL_PAD_TAIL - -.IM2COL_PAD_16: - vstmu.8 vr0-vr0, (lr) // pad input_zp to im2col_buf - - bnezad t6, .IM2COL_PAD_16 - -.IM2COL_PAD_TAIL: - andi t6, l1, 15 // in_ch & 15u - bez t6, .KERNEL_W_ADD // nothing to pad - - vstx.8 vr0, (lr), t6 - addu lr, lr, t6 // im2col pad done, im2col_buff addr had add input_ch - -.KERNEL_W_ADD: - addi t4, t4, 1 // i_ker_w ++ - br .KERNEL_W - -.KERNEL_H_ADD: - addi t2, t2, 1 // i_ker_h ++ - br .KERNEL_H - - -// available register: t2, t3, t4, t5, t6, t7 -.IN_KER: - // vec mult matrix_trans of 1 line input/im2col_buffer and out_ch lines kernel - ld.w t2, (sp, 0xdc) // out_ch - mov l7, a1 // l7 = weight_data - mov t4, a1 - mov l8, a2 // l8 = bias_data - - lsri t6, t2, 2 // out_ch >> 2u - bez t6, .L5 // jump to out_ch_tail - -.IN1_KER4: - vldu.32.4 vr10, (l8) // load bias and update addr - - vmovi.8 vr5, 0 - vmovi.8 vr6, 0 - vmovi.8 vr7, 0 - vmovi.8 vr8, 0 - vmovi.8 vr9, 0 // clear acc vr5-vr9 - - mov lr, l0 // im2col_buffer = bufferA - - lsri t7, l9, 4 // in_ch * ker_h * ker_w >> 4u - bez t7, .L2 - -.IN1_KER4X16: - mov l6, l7 - vldmu.8 vr0-vr0, (lr) // load im2col_buff - vldmru.8 vr1-vr4, (l6), l9 // load weight_data 4 lines - - vmulacaa.u8 vr5, vr0, vr12 // acc(q1*z2) - - vmulacaa.u8 vr6, vr1, vr11 - vmulacaa.u8 vr7, vr2, vr11 - vmulacaa.u8 vr8, vr3, vr11 - vmulacaa.u8 vr9, vr4, vr11 // acc(q2*z1) - - vmulaca.u8 vr1, vr0, vr1 - vmulaca.u8 vr2, vr0, vr2 - vmulaca.u8 vr3, vr0, vr3 - vmulaca.u8 vr4, vr0, vr4 // acc(q1*q2) - - vpadd.s32 vr1, vr1, vr2 - vpadd.s32 vr3, vr3, vr4 - vpadd.s32 vr1, vr1, vr3 // sum[0..3] - vadd.s32 vr10, vr10, vr1 // bias + q1*q2 temp - - addi l7, l7, 16 // weight pointer + 16 - bnezad t7, .IN1_KER4X16 - -.L2: - andi t7, l9, 15 // in_ch * ker_h * ker_w & 15u - bez t7, .OUT_4 - -.IN1_KER4XTAIL: - mov l6, l7 // weight_data point bump to line_tail - vldx.8 vr0, (lr), t7 // load tail im2col data - - vldx.8 vr1, (l6), t7 - addu l6, l6, l9 - vldx.8 vr2, (l6), t7 - addu l6, l6, l9 - vldx.8 vr3, (l6), t7 - addu l6, l6, l9 - vldx.8 vr4, (l6), t7 - - vmulacaa.u8 vr5, vr0, vr12 // acc(q1*z2) - - vmulacaa.u8 vr6, vr1, vr11 - vmulacaa.u8 vr7, vr2, vr11 - vmulacaa.u8 vr8, vr3, vr11 - vmulacaa.u8 vr9, vr4, vr11 // acc(q2*z1) - - vmulaca.u8 vr1, vr0, vr1 - vmulaca.u8 vr2, vr0, vr2 - vmulaca.u8 vr3, vr0, vr3 - vmulaca.u8 vr4, vr0, vr4 // acc(q1*q2) - - vpadd.s32 vr1, vr1, vr2 - vpadd.s32 vr3, vr3, vr4 - vpadd.s32 vr1, vr1, vr3 // sum[0..3] - vadd.s32 vr10, vr10, vr1 // bias + q1*q2 temp - -.OUT_4: - vpadd.s32.s vr6, vr6, vr7 - vpadd.s32.s vr8, vr8, vr9 - vpadd.s32.s vr6, vr6, vr8 // sum(q2*z1) - - vpadd.s32.s vr5, vr5, vr5 - vpadd.s32.s vr5, vr5, vr5 // sum(q1*z2) - - vadd.s32 vr5, vr5, vr6 // sum(q2*z1) + sum(q1*z2) - vadd.s32 vr10, vr10, vr15 // sum(q1*q2) + bias + z1*z2*k - vsub.s32 vr10, vr10, vr5 // sum(q1*q2) + bias + z1*z2*k - ( sum(q2*z1) + sum(q1*z2) ) - - vrmulh.s32.rs vr0, vr10, vr13 - vshr.s32.r vr0, vr0, vr14 // round mult scale - - ld.w t3, (sp, 0xe8) // z3 - vdupg.32 vr1, t3 // vr1[0..3] = z3 - vadd.s32 vr0, vr0, vr1 // add z3 - vclip.u32 vr0, vr0, 8 - - vmov.u32.sl vr0, vr0, vr0 - vmov.u16.sl vr0, vr0, vr0 - vstu.8.4 vr0, (a3) // store to output_data - - lsli t7, l9, 2 // t1 = 4 * in_ch * ker_h * ker_w - addu t4, t4, t7 - mov l7, t4 // weight_addr add 4 lines - bnezad t6, .IN1_KER4 // remain out_ch > 4 - -.L5: - andi t6, t2, 3 // out_ch_tail - bez t6, .OUT_W_ADD // all out_ch done - -.IN1_KERTAIL: - vldu.32.1 vr10, (l8) - - vmovi.8 vr5, 0 // accumulate temp for q1*z - vmovi.8 vr6, 0 // accumulate temp for q2*z1 - vmovi.8 vr7, 0 // accumulate temp for q1*q2 - - mov lr, l0 // update input_data point - mov l6, l7 // update weight_data point - - lsri t7, l9, 4 // in_ch * ker_h * ker_w >> 4u - bez t7, .L7 - -.IN1_KER1X16: - vldmu.8 vr0-vr0, (lr) - vldmu.8 vr1-vr1, (l6) - - vmulacaa.u8 vr7, vr0, vr1 // acc(q1*q2) - - vmulacaa.u8 vr5, vr0, vr12 // acc(q1*z2) - vmulacaa.u8 vr6, vr1, vr11 // acc(q2*z1) - - bnezad t7, .IN1_KER1X16 - -.L7: - andi t7, l9, 15 - bez t7, .OUT_1 - -.IN1_KER1XTAIL: - vldx.8 vr0, (lr), t7 - vldx.8 vr1, (l6), t7 - - vmulacaa.u8 vr7, vr0, vr1 // acc(q1*q2) - - vmulacaa.u8 vr5, vr0, vr12 // acc(q1*z2) - vmulacaa.u8 vr6, vr1, vr11 // acc(q2*z1) - -.OUT_1: - vpadd.s32.s vr5, vr5, vr5 - vpadd.s32.s vr5, vr5, vr5 // vr5[0..3] = sum(q1*z2) - - vpadd.s32.s vr6, vr6, vr6 - vpadd.s32.s vr6, vr6, vr6 // vr6[0..3] = sum(q2*z1) - - vpadd.s32.s vr7, vr7, vr7 - vpadd.s32.s vr7, vr7, vr7 // vr7[0..3] = sum(q1*q2) - - vadd.s32.s vr5, vr5, vr6 // sum(q1*z2) + sum(q2*z1) - vadd.s32.s vr10, vr10, vr7 // sum(q1*q2) + bias - vadd.s32.s vr10, vr10, vr15 // sum(q1*q2) + bias + z1*z2*k - vsub.s32.s vr10, vr10, vr5 // sum(q1*q2) + bias + z1*z2*k - ( sum(q1*z2) + sum(q2*z1) ) - - vrmulh.s32.rs vr0, vr10, vr13 - vshr.s32.r vr0, vr0, vr14 // round mult scale - - ld.w t3, (sp, 0xe8) // z3 - vdupg.32 vr1, t3 - vadd.s32 vr0, vr0, vr1 // add output_zp - vclip.u32 vr0, vr0, 8 - - vmov.u32.sl vr0, vr0, vr0 - vmov.u16.sl vr0, vr0, vr0 - vstu.8.1 vr0, (a3) - - addu l7, l7, l9 // weight_data point bump to next line - bnezad t6, .IN1_KERTAIL // n_tail - 1 > 0 ? - -.OUT_W_ADD: - mov lr, l0 // im2col_buffer = bufferA - addi t1, t1, 1 // i_out_w++ - br .OUT_W - -.OUT_H_ADD: - addi t0, t0, 1 // i_out_h++ - br .OUT_H - -.BATCH_END: - vldmu.8 vr12-vr15, (sp) - vldmu.8 vr8-vr11, (sp) - pop l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - .size shl_i805_conv2d_opt_u8, .-shl_i805_conv2d_opt_u8 diff --git a/source/i805_opt/convolution/shl_i805_depthwise_convolution_8.S b/source/i805_opt/convolution/shl_i805_depthwise_convolution_8.S deleted file mode 100644 index 036bab05..00000000 --- a/source/i805_opt/convolution/shl_i805_depthwise_convolution_8.S +++ /dev/null @@ -1,717 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -/****************************************************************************** - * @file shl_i805_depthwise_convolution_8.S - * @brief uint8 depthwise convolution layer function. - * @version V1.0 - * @date 9. Jul 2021 - ******************************************************************************/ -/* - - void shl_i805_dwconv2d_opt_u8(uint8_t * input_data, - uint8_t * kernel_data - int32_t * bias_data, - uint8_t * output_data, - uint8_t * bufferA, - int32_t input_h, - int32_t input_w, - int32_t input_ch, - int32_t kernel_h, - int32_t kernel_w, - int32_t pad_h, - int32_t pad_w, - int32_t stride_h, - int32_t stride_w, - int32_t out_h, - int32_t out_w, - int32_t input_zero_point, - int32_t weight_zero_point, - int32_t output_zero_point, - int32_t out_mult, - int32_t out_shift); - - Algorithm works as follows: - (1) partition im2col(loop_4 + tail_4 buffer) + acc(matrix dot matrix) in kernel_h*kernel_w dimension - (2) im2col_buffer_row: kernel_h * kernel_w - im2col_buffer_col: in_ch - kernel_data_row: kernel_h * kernel_w - kernel_data_col: in_ch - (3) 4 im2col_buffer * kernel_data = 4*in_ch output_data - - constraints: - input_channel = output_channel i.e. channel_mult equals 1 - dilation_h = dilation_w = 1 - - register definition: - t0: i_out_h - t1: i_out_w - t2: i_ker_h - t4: i_ker_w - vr6-vr9: acc(q1*q2) - vr11-vr14: acc(q1) - vr15: acc(q2) - - TODO: support per-channel quantization ??? - -*/ - - .file "shl_i805_depthwise_convolution_8.S" - .section .text.shl_i805_dwconv2d_opt_u8,"ax",@progbits - .align 2 - .global shl_i805_dwconv2d_opt_u8 - .type shl_i805_dwconv2d_opt_u8, @function - -shl_i805_dwconv2d_opt_u8: - push l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - subi sp, sp, 64 - vstm.8 vr8-vr11, (sp) - subi sp, sp, 64 - vstm.8 vr12-vr15, (sp) - - ld.w l0, (sp, 0xac) // bufferA - ld.w l2, (sp, 0xb0) // input_h - ld.w l3, (sp, 0xb4) // input_w - ld.w l1, (sp, 0xb8) // input_ch - - ld.w l4, (sp, 0xbc) // kernel_h - ld.w l5, (sp, 0xc0) // kernel_w - mult l9, l4, l5 // ker_h * ker_w - mult l9, l9, l1 // ker_h * ker_w * in_ch - - movi t0, 0 // i_out_h - movi lr, 0 // buffer_cnt - -.OUT_H: - ld.w t8, (sp, 0xd4) // t8 = out_h (out_h used for outer loop, load from stack) - cmplt t0, t8 // i_out_h < out_h - bf .IN_TAIL_KER // buffer_cnt for im2col - - movi t1, 0 // i_out_w - -.OUT_W: - ld.w t9, (sp, 0xd8) // t9 = out_w - cmplt t1, t9 // i_out_w < out_w - bf .OUT_H_ADD // jump to i_out_h++ - - ld.w t8, (sp, 0xc4) // pad_h - ld.w t9, (sp, 0xcc) // stride_h - - mult t2, t0, t9 // i_out_h * stride_h - subu t2, t2, t8 // i_kernel_h = i_out_h * stride_h - pad_h - addu t3, t2, l4 // i_out_h * stride_h - pad_h + kernel_h - -.KERNEL_H: - cmplt t2, t3 // i_ker_h < i_out_h * stride_h - pad_h + kernel_h - bf .BUFFER_CNT // C flag = 0 ? - - ld.w t8, (sp, 0xc8) // pad_w - ld.w t9, (sp, 0xd0) // stride_w - - mult t4, t1, t9 // i_out_w * stride_w - subu t4, t4, t8 // i_out_w * stride_w - pad_w - addu t5, t4, l5 // i_out_w * stride_w - pad_w + kernel_w - -.KERNEL_W: - cmplt t4, t5 // i_ker_w < i_out_w * stride_w - pad_w + kernel_w - bf .KERNEL_H_ADD - - // if (i_ker_h < 0 || i_ker_h >= input_h || i_ker_w < 0 || i_ker_w >= input_w) - // jump to im2col_padding - movi t6, 0 - cmplt t2, t6 // i_kernel_h < 0 ? - bt .IM2COL_PAD_PRE // c_flag = 1 -> .IM2COL_PAD_PRE - cmphs t2, l2 // i_kernel_h >= input_h - bt .IM2COL_PAD_PRE - cmplt t4, t6 // i_kernel_w < 0 ? - bt .IM2COL_PAD_PRE - cmphs t4, l3 // i_kernel_w >= input_w - bt .IM2COL_PAD_PRE - -.IM2COL_COPY_PRE: - // else branch, prepare to copy from input_data to im2col_buf - // copy num: input_ch: loop_16 --> tail<16 - mult t6, t2, l3 // i_ker_h * input_w - addu t6, t6, t4 // i_ker_h * input_w + i_ker_w - mult t6, t6, l1 // (i_ker_h * input_w + i_ker_w) * in_ch - addu t6, t6, a0 // (i_ker_h * input_w + i_ker_w) * in_ch + input_data - - lsri t7, l1, 4 // in_ch >> 4u - bez t7, .IM2COL_COPY_TAIL - -.IM2COL_COPY_16: - vldmu.8 vr0-vr0, (t6) // load from input_data + (i_ker_h * input_w + i_ker_w)*in_ch - vstmu.8 vr0-vr0, (l0) // store to im2col_buf - - bnezad t7, .IM2COL_COPY_16 - -.IM2COL_COPY_TAIL: - andi t7, l1, 15 // in_ch & 15u - bez t7, .KERNEL_W_ADD // nothing to copy, - - vldx.8 vr0, (t6), t7 - vstx.8 vr0, (l0), t7 - addu l0, l0, t7 // im2col_buff addr update +input_ch - br .KERNEL_W_ADD // im2col copy done - -.IM2COL_PAD_PRE: - ld.w t8, (sp, 0xdc) // input_zero_point - vdupg.8 vr0, t8 - lsri t6, l1, 4 // in_ch >> 4u - bez t6, .IM2COL_PAD_TAIL - -.IM2COL_PAD_16: - vstmu.8 vr0-vr0, (l0) // pad input_zp to im2col_buf - - bnezad t6, .IM2COL_PAD_16 - -.IM2COL_PAD_TAIL: - andi t6, l1, 15 // in_ch & 15u - bez t6, .KERNEL_W_ADD // nothing to pad - - vstx.8 vr0, (l0), t6 - addu l0, l0, t6 // im2col pad done, // im2col_buff addr uapdate +input_ch - -.KERNEL_W_ADD: - addi t4, t4, 1 // i_ker_w ++ - br .KERNEL_W - -.KERNEL_H_ADD: - addi t2, t2, 1 // i_ker_h ++ - br .KERNEL_H - -.BUFFER_CNT: - addi lr, lr, 1 // buffer_fill_count++ - cmplti lr, 4 // signed < 4 - bt .OUT_W_ADD // if branch, im2col until buffer_cnt = 4 - - - -/* - t5: in_ch >> 2 or in_ch & 3 - t3: i_ker_hw - - t6: input_data_0 - t7: input_data_1 - t8: input_data_2 - t9: input_data_3 - l7: weight_data - l8: bias_data - l6: output_data -*/ - -// else branch (buffer_fill_count = 4) -// available register: t2, t3, t4, t5, t6, t7, t8, t9, l6, l7, l8 -.IN4_KER: - movi lr, 0 // clear buffer_fill_count first - - lsli t5, l9, 2 // 4 * in_ch * ker_h * ker_w - subu l0, l0, t5 // notice: im2col_buffer addr jump to origin addr - - mov t6, l0 // input0_addr - addu t7, t6, l9 // input1_addr - addu t8, t7, l9 // input2_addr - addu t9, t8, l9 // input3_addr - - mov l7, a1 // kernel addr - mov l8, a2 // bias addr - mov l6, a3 // output addr - - lsri t5, l1, 2 // in_ch >> 2 - bez t5, .CH_TAIL // in_ch tail < 4 - -.IN4_KER4_PRE: - vldu.32.4 vr10, (l8) // load 4 int32 bias - - vmovi.8 vr6, 0 - vmovi.8 vr7, 0 - vmovi.8 vr8, 0 - vmovi.8 vr9, 0 // clear vr6-vr9 for acc q1*q2 - - vmovi.8 vr11, 0 - vmovi.8 vr12, 0 - vmovi.8 vr13, 0 - vmovi.8 vr14, 0 // clear vr11-vr14 for acc q1 - - vmovi.8 vr15, 0 // clear vr15 for acc q2 - - mult t3, l4, l5 // i_ker_h*w = ker_h * ker_w - -.IN4_KER4: - vldru.8.4 vr0, (l7), l1 // load kernel_data, and bump to next line - vmov.u8.e vr0, vr0 // -> 16bit - vmov.u16.e vr0, vr0 // -> 32bit - - vldru.8.4 vr1, (t6), l1 - vmov.u8.e vr1, vr1 - vmov.u16.e vr1, vr1 // -> 32bit - - vldru.8.4 vr2, (t7), l1 - vmov.u8.e vr2, vr2 - vmov.u16.e vr2, vr2 // -> 32bit - - vldru.8.4 vr3, (t8), l1 - vmov.u8.e vr3, vr3 - vmov.u16.e vr3, vr3 // -> 32bit - - vldru.8.4 vr4, (t9), l1 - vmov.u8.e vr4, vr4 - vmov.u16.e vr4, vr4 // -> 32bit - - vmula.s32 vr6, vr0, vr1 - vmula.s32 vr7, vr0, vr2 - vmula.s32 vr8, vr0, vr3 - vmula.s32 vr9, vr0, vr4 // acc q1*q2 - - vadd.s32 vr11, vr11, vr1 - vadd.s32 vr12, vr12, vr2 - vadd.s32 vr13, vr13, vr3 - vadd.s32 vr14, vr14, vr4 // acc q1 - - vadd.s32 vr15, vr15, vr0 // acc q2 - - bnezad t3, .IN4_KER4 - -.OUT_4X4: - ld.w t3, (sp, 0xdc) // z1 - vdupg.32 vr5, t3 - - vmul.s32 vr15, vr15, vr5 // acc(q2*z1) - - ld.w t4, (sp, 0xe0) // z2 - vdupg.32 vr5, t4 - - vmul.s32 vr11, vr11, vr5 - vmul.s32 vr12, vr12, vr5 - vmul.s32 vr13, vr13, vr5 - vmul.s32 vr14, vr14, vr5 // acc(q1*z2) - - vadd.s32.s vr11, vr11, vr15 - vadd.s32.s vr12, vr12, vr15 - vadd.s32.s vr13, vr13, vr15 - vadd.s32.s vr14, vr14, vr15 // q1*z2 + q2*z1 - - vsub.s32.s vr6, vr6, vr11 - vsub.s32.s vr7, vr7, vr12 - vsub.s32.s vr8, vr8, vr13 - vsub.s32.s vr9, vr9, vr14 // q1*q2 - (q1*z2 + q2*z1) - - mult t2, t3, t4 // z1*z2 - mult t2, t2, l4 // z1*z2*ker_h - mult t2, t2, l5 // z1*z2*ker_h*ker_w = z1*z2*k - vdupg.32 vr3, t2 - - vadd.s32.s vr6, vr6, vr3 - vadd.s32.s vr7, vr7, vr3 - vadd.s32.s vr8, vr8, vr3 - vadd.s32.s vr9, vr9, vr3 // q1*q2 - (q1*z2 + q2*z1) + z1*z2*k - - vadd.s32.s vr6, vr6, vr10 - vadd.s32.s vr7, vr7, vr10 - vadd.s32.s vr8, vr8, vr10 - vadd.s32.s vr9, vr9, vr10 // q1*q2 - (q1*z2 + q2*z1) + z1*z2*k + bias - - ld.w t3, (sp, 0xe8) // out_mult - ld.w t4, (sp, 0xec) // out_shift - vdupg.32 vr1, t3 - vdupg.32 vr2, t4 - - vrmulh.s32.rs vr6, vr6, vr1 - vrmulh.s32.rs vr7, vr7, vr1 - vrmulh.s32.rs vr8, vr8, vr1 - vrmulh.s32.rs vr9, vr9, vr1 - vshr.s32.r vr6, vr6, vr2 - vshr.s32.r vr7, vr7, vr2 - vshr.s32.r vr8, vr8, vr2 - vshr.s32.r vr9, vr9, vr2 // round mult scale - - ld.w t3, (sp, 0xe4) // output_zero_point - vdupg.32 vr0, t3 - - vadd.s32 vr6, vr6, vr0 - vadd.s32 vr7, vr7, vr0 - vadd.s32 vr8, vr8, vr0 - vadd.s32 vr9, vr9, vr0 // + z3 - - vclip.u32 vr6, vr6, 8 - vclip.u32 vr7, vr7, 8 - vclip.u32 vr8, vr8, 8 - vclip.u32 vr9, vr9, 8 // clip[0, 255] - - vmov.u32.sl vr6, vr6, vr6 - vmov.u16.sl vr6, vr6, vr6 - vmov.u32.sl vr7, vr7, vr7 - vmov.u16.sl vr7, vr7, vr7 - vmov.u32.sl vr8, vr8, vr8 - vmov.u16.sl vr8, vr8, vr8 - vmov.u32.sl vr9, vr9, vr9 - vmov.u16.sl vr9, vr9, vr9 // -> 8bit - - vstru.8.4 vr6, (l6), l1 - vstru.8.4 vr7, (l6), l1 - vstru.8.4 vr8, (l6), l1 - vstru.8.4 vr9, (l6), l1 - - addi t9, t8, 4 - addi t8, t7, 4 - addi t7, t6, 4 - subu t6, t6, l9 - addi t6, t6, 4 // bump input addr to first line start + 4*i_ch4 - - subu l7, l7, l9 - addi l7, l7, 4 // bump kernel addr to first line start + 4*i_ch4 - - lsli t3, l1, 2 // 4 * in_ch - subu l6, l6, t3 - addi l6, l6, 4 // // bump output addr to first line start + 4*i_ch4 - - bnezad t5, .IN4_KER4_PRE - -.CH_TAIL: - andi t5, l1, 3 // in_ch & 3u - bez t5, .L11 // finish all in_ch - -.IN4_CH_TAIL_PRE: - vldx.32 vr10, (l8), t5 // load tail int32 bias - - vmovi.8 vr6, 0 - vmovi.8 vr7, 0 - vmovi.8 vr8, 0 - vmovi.8 vr9, 0 // clear vr6-vr9 for acc q1*q2 - - vmovi.8 vr11, 0 - vmovi.8 vr12, 0 - vmovi.8 vr13, 0 - vmovi.8 vr14, 0 // clear vr11-vr14 for acc q1 - - vmovi.8 vr15, 0 // clear vr15 for acc q2 - - mult t3, l4, l5 // i_ker_h*w = ker_h * ker_w - -.IN4_CH_TAIL: - // 最开始这里确保 input_data 和 kernel_data 在第一行末梢 tail处 - vldx.8 vr0, (l7), t5 - addu l7, l7, l1 // kernel next line - vmov.u8.e vr0, vr0 - vmov.u16.e vr0, vr0 // -> 32bit - - vldx.8 vr1, (t6), t5 - addu t6, t6, l1 // input0 next line - vmov.u8.e vr1, vr1 - vmov.u16.e vr1, vr1 // -> 32bit - - vldx.8 vr2, (t7), t5 - addu t7, t7, l1 // input1 next line - vmov.u8.e vr2, vr2 - vmov.u16.e vr2, vr2 // -> 32bit - - vldx.8 vr3, (t8), t5 - addu t8, t8, l1 // input2 next line - vmov.u8.e vr3, vr3 - vmov.u16.e vr3, vr3 // -> 32bit - - vldx.8 vr4, (t9), t5 - addu t9, t9, l1 // input3 next line - vmov.u8.e vr4, vr4 - vmov.u16.e vr4, vr4 // -> 32bit - - vmula.s32 vr6, vr0, vr1 - vmula.s32 vr7, vr0, vr2 - vmula.s32 vr8, vr0, vr3 - vmula.s32 vr9, vr0, vr4 // acc q1*q2 - - vadd.s32 vr11, vr11, vr1 - vadd.s32 vr12, vr12, vr2 - vadd.s32 vr13, vr13, vr3 - vadd.s32 vr14, vr14, vr4 // acc q1 - - vadd.s32 vr15, vr15, vr0 // acc q2 - - bnezad t3, .IN4_CH_TAIL - -.OUT_4XTAIL: - ld.w t3, (sp, 0xdc) // z1 - vdupg.32 vr5, t3 - - vmul.s32 vr15, vr15, vr5 // acc(q2*z1) - - ld.w t4, (sp, 0xe0) // z2 - vdupg.32 vr5, t4 - - vmul.s32 vr11, vr11, vr5 - vmul.s32 vr12, vr12, vr5 - vmul.s32 vr13, vr13, vr5 - vmul.s32 vr14, vr14, vr5 // acc(q1*z2) - - vadd.s32.s vr11, vr11, vr15 - vadd.s32.s vr12, vr12, vr15 - vadd.s32.s vr13, vr13, vr15 - vadd.s32.s vr14, vr14, vr15 // q1*z2 + q2*z1 - - vsub.s32.s vr6, vr6, vr11 - vsub.s32.s vr7, vr7, vr12 - vsub.s32.s vr8, vr8, vr13 - vsub.s32.s vr9, vr9, vr14 // q1*q2 - (q1*z2 + q2*z1) - - mult t2, t3, t4 // z1*z2 - mult t2, t2, l4 // z1*z2*ker_h - mult t2, t2, l5 // z1*z2*ker_h*ker_w = z1*z2*k - vdupg.32 vr3, t2 - - vadd.s32.s vr6, vr6, vr3 - vadd.s32.s vr7, vr7, vr3 - vadd.s32.s vr8, vr8, vr3 - vadd.s32.s vr9, vr9, vr3 // q1*q2 - (q1*z2 + q2*z1) + z1*z2*k - - vadd.s32.s vr6, vr6, vr10 - vadd.s32.s vr7, vr7, vr10 - vadd.s32.s vr8, vr8, vr10 - vadd.s32.s vr9, vr9, vr10 // q1*q2 - (q1*z2 + q2*z1) + z1*z2*k + bias - - ld.w t3, (sp, 0xe8) // out_mult - ld.w t4, (sp, 0xec) // out_shift - vdupg.32 vr1, t3 - vdupg.32 vr2, t4 - - vrmulh.s32.rs vr6, vr6, vr1 - vrmulh.s32.rs vr7, vr7, vr1 - vrmulh.s32.rs vr8, vr8, vr1 - vrmulh.s32.rs vr9, vr9, vr1 - vshr.s32.r vr6, vr6, vr2 - vshr.s32.r vr7, vr7, vr2 - vshr.s32.r vr8, vr8, vr2 - vshr.s32.r vr9, vr9, vr2 // round mult scale - - ld.w t3, (sp, 0xe4) // output_zero_point - vdupg.32 vr0, t3 - - vadd.s32 vr6, vr6, vr0 - vadd.s32 vr7, vr7, vr0 - vadd.s32 vr8, vr8, vr0 - vadd.s32 vr9, vr9, vr0 // + z3 - - vclip.u32 vr6, vr6, 8 - vclip.u32 vr7, vr7, 8 - vclip.u32 vr8, vr8, 8 - vclip.u32 vr9, vr9, 8 // clip[0, 255] - - vmov.u32.sl vr6, vr6, vr6 - vmov.u16.sl vr6, vr6, vr6 - vmov.u32.sl vr7, vr7, vr7 - vmov.u16.sl vr7, vr7, vr7 - vmov.u32.sl vr8, vr8, vr8 - vmov.u16.sl vr8, vr8, vr8 - vmov.u32.sl vr9, vr9, vr9 - vmov.u16.sl vr9, vr9, vr9 // -> 8bit - - vstx.8 vr6, (l6), t5 - addu l6, l6, l1 - vstx.8 vr7, (l6), t5 - addu l6, l6, l1 - vstx.8 vr8, (l6), t5 - addu l6, l6, l1 - vstx.8 vr9, (l6), t5 - -.L11: - lsli t3, l1, 2 // 4 * in_ch - addu a3, a3, t3 // output_addr + 4 * in_ch - - -.OUT_W_ADD: - addi t1, t1, 1 // i_out_w++ - br .OUT_W - -.OUT_H_ADD: - addi t0, t0, 1 // i_out_h++ - br .OUT_H - - - -/* - t0: in_ch >> 2 or in_ch & 3 - t1: i_ker_hw - - l6: input_data / buffer_addr - l7: weight_data - l8: bias_data - - vr0: kernel_data - vr1: input_data - vr3: acc(q1*q2) - vr4: acc(q1/q1*z2) - vr5: acc(q2/q2*z1) - vr6: z1 - vr7: z2 - vr8: z3 - vr15: z1*z2*k - -*/ - -.IN_TAIL_KER: - andi lr, lr, 3 // buffer_fill_cnt & 4u - bez lr, .BATCH_END - - ld.w t2, (sp, 0xdc) // input_zero_point - ld.w t3, (sp, 0xe0) // weight_zero_point - ld.w t4, (sp, 0xe4) // output_zero_point - - vdupg.32 vr6, t2 // z1 - vdupg.32 vr7, t3 // z2 - vdupg.32 vr8, t4 // z3 - - mult t5, t2, t3 // z1*z2 - mult t5, t5, l4 // z1*z2*ker_h - mult t5, t5, l5 // z1*z2*ker_h*ker_w = z1*z2*k - vdupg.32 vr15, t5 - - ld.w t2, (sp, 0xe8) // out_mult - vdupg.32 vr13, t2 - ld.w t2, (sp, 0xec) // out_shift - vdupg.32 vr14, t2 - - mult t8, l4, l5 // t8 = ker_h * ker_w - mult t9, t8, l1 // t9 = ker_h * ker_w * in_ch - - mult t2, l9, lr // buffer_cnt_tail * in_ch * ker_h * ker_w - subu l0, l0, t2 // notice: im2col_buffer addr jump to origin addr - mov l6, l0 // reset input_data addr on bufferA - -.IN1_KER: - mov l7, a1 // reset kernel_data addr - mov l8, a2 // reset bias_data addr - lsri t0, l1, 2 // in_ch >> 2u - bez t0, .CH_TAIL_1 - -.IN1_KER4_PRE: - vldu.32.4 vr10, (l8) - - vmovi.8 vr3, 0 // clear vr6 for acc q1*q2 - vmovi.8 vr4, 0 // clear vr11 for acc q1 - vmovi.8 vr5, 0 // clear vr for acc q2 - - mov t1, t8 // reset t1 = ker_h * ker_w - -.IN1_KER4: - vldru.8.4 vr0, (l7), l1 // load kernel_data, and bump kernel_addr to next line - vmov.u8.e vr0, vr0 // -> 16bit - vmov.u16.e vr0, vr0 // -> 32bit - - vldru.8.4 vr1, (l6), l1 // load input_data, and bump input_addr to next line - vmov.u8.e vr1, vr1 - vmov.u16.e vr1, vr1 // -> 32bit - - vmula.s32 vr3, vr0, vr1 // acc q1*q2 - vadd.s32 vr4, vr4, vr1 // acc q1 - vadd.s32 vr5, vr5, vr0 // acc q2 - - bnezad t1, .IN1_KER4 - -.OUT_1X4: - vmul.s32 vr4, vr4, vr7 // acc(q1*z2) - vmul.s32 vr5, vr5, vr6 // acc(q2*z1) - - vadd.s32.s vr4, vr4, vr5 // q1*z2 + q2*z1 - vadd.s32.s vr3, vr3, vr15 // q1*q2 + z1*z*k - vadd.s32.s vr3, vr3, vr10 // q1*q2 + z1*z*k + bais - vsub.s32.s vr3, vr3, vr4 // q1*q2 + z1*z*k + bais - (q1*z2 + q2*z1) - - vrmulh.s32.rs vr3, vr3, vr13 - vshr.s32.r vr3, vr3, vr14 // round mult scale - - vadd.s32 vr3, vr3, vr8 // +z3 - vclip.u32 vr3, vr3, 8 - - vmov.u32.sl vr3, vr3, vr3 - vmov.u16.sl vr3, vr3, vr3 - - vstu.8.4 vr3, (a3) - - subu l6, l6, l9 - addi l6, l6, 4 // bump input addr to first line start + 4*i_ch4 - - subu l7, l7, l9 - addi l7, l7, 4 // bump kernel addr to first line start + 4*i_ch4 - - bnezad t0, .IN1_KER4_PRE - -.CH_TAIL_1: - andi t0, l1, 3 // in_ch & 3u - bez t0, .NEXT_IN1 // 一个 input 和 kernel 的所有in_ch 都处理完了, 处理下一个输入 - -.IN1_CH_TAIL_PRE: - vldx.32 vr10, (l8), t0 - // addu l8, l8, t0 // bias addr update +in_ch - - vmovi.8 vr3, 0 // clear vr6 for acc q1*q2 - vmovi.8 vr4, 0 // clear vr11 for acc q1 - vmovi.8 vr5, 0 // clear vr for acc q2 - - mov t1, t8 - -.IN1_CH_TAIL: - vldx.8 vr0, (l7), t0 - addu l7, l7, l1 // kernel next line - vmov.u8.e vr0, vr0 - vmov.u16.e vr0, vr0 // -> 32bit - - vldx.8 vr1, (l6), t0 - addu l6, l6, l1 // input next line - vmov.u8.e vr1, vr1 - vmov.u16.e vr1, vr1 // -> 32bit - - vmula.s32 vr3, vr0, vr1 // acc q1*q2 - vadd.s32 vr4, vr4, vr1 // acc q1 - vadd.s32 vr5, vr5, vr0 // acc q2 - - bnezad t1, .IN1_CH_TAIL - -.OUT_1XTAIL: - vmul.s32 vr4, vr4, vr7 // acc(q1*z2) - vmul.s32 vr5, vr5, vr6 // acc(q2*z1) - - vadd.s32.s vr4, vr4, vr5 // q1*z2 + q2*z1 - vadd.s32.s vr3, vr3, vr15 // q1*q2 + z1*z*k - vadd.s32.s vr3, vr3, vr10 // q1*q2 + z1*z*k + bais - vsub.s32.s vr3, vr3, vr4 // q1*q2 + z1*z*k + bais - (q1*z2 + q2*z1) - - vrmulh.s32.rs vr3, vr3, vr13 - vshr.s32.r vr3, vr3, vr14 // round mult scale - - vadd.s32 vr3, vr3, vr8 // +z3 - vclip.u32 vr3, vr3, 8 - - vmov.u32.sl vr3, vr3, vr3 - vmov.u16.sl vr3, vr3, vr3 - - vstx.8 vr3, (a3), t0 - addu a3, a3, t0 // output addr updata +in_ch - - addu l6, l6, t0 // 跳转到了下一个输入的第一行末尾 - -.NEXT_IN1: - subu l6, l6, l1 // 下一个输入起始地址 - bnezad lr, .IN1_KER // buffer_cnt-- - - -.BATCH_END: - vldmu.8 vr12-vr15, (sp) - vldmu.8 vr8-vr11, (sp) - pop l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - .size shl_i805_dwconv2d_opt_u8, .-shl_i805_dwconv2d_opt_u8 diff --git a/source/i805_opt/convolution/shl_xt800v_convolve_1x1_HWC_q7_fast.S b/source/i805_opt/convolution/shl_xt800v_convolve_1x1_HWC_q7_fast.S deleted file mode 100644 index 55ac3212..00000000 --- a/source/i805_opt/convolution/shl_xt800v_convolve_1x1_HWC_q7_fast.S +++ /dev/null @@ -1,332 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800v_convolve_1x1_HWC_q7_fast.S - * @brief Fast Q7 vresion of 1x1 convolution (non-square shape). - * @version V1.0 - * @date 05. June 2018 - ******************************************************************************/ - -/* - * void shl_xt800v_convolve_1x1_HWC_q7_fast(const q7_t * Im_in, - * const uint16_t dim_im_in_x, - * const uint16_t dim_im_in_y, - * const uint16_t ch_im_in, - * const q7_t * wt, - * const uint16_t ch_im_out, - * const q7_t * bias, - * const uint16_t bias_shift, - * const uint16_t out_shift, - * q7_t * Im_out, - * const uint16_t dim_im_out_x, - * const uint16_t dim_im_out_y, - * q15_t * bufferA) - * - */ - - .file "shl_xt800v_convolve_1x1_HWC_q7_fast.S" - .section .text.shl_xt800v_convolve_HWC_q7_fast,"ax",@progbits - .align 2 - .global shl_xt800v_convolve_1x1_HWC_q7_fast - .type shl_xt800v_convolve_1x1_HWC_q7_fast, @function - -shl_xt800v_convolve_1x1_HWC_q7_fast: - push l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - subi sp, sp, 64 - vstm.8 vr8-vr11, (sp) - subi sp, sp, 64 - vstm.8 vr12-vr15, (sp) - ld.w l0, (sp, 0xac) // wt - ld.hs l1, (sp, 0xb0) // ch_im_out - ld.hs l3, (sp, 0xb8) // bias_shift - vdupg.32 vr15, l3 - ld.hs l3, (sp, 0xbc) // out_shift - movi l5, 1 - subi l6, l3, 1 - lsl l5, l5, l6 - vdupg.32 vr14, l5 // NN_ROUND - ld.w l4, (sp, 0xc0) // *im_out - ld.hs l5, (sp, 0xc4) // dim_im_out_x - ld.hs l6, (sp, 0xc8) // dim_im_out_y - ld.w l7, (sp, 0xcc) // *bufferA - mov l9, l7 - lsli t9, a3, 1 - addu l8, l7, t9 // bufferA + 2*a3 - - movi t0, 0 // i_out_y - -.L0: - cmplt t0, l6 // i_out_y < dim_im_out_y - bf .L18 - - movi t1, 0 // i_out_x - -.L1: - cmplt t1, l5 // i_out_x < dim_im_out_x - bf .L17 - - mult t6, t0, a1 // (i_out_y * dim_im_in_x + i_out_x)*ch_im_in - addu t6, t6, t1 - mult t6, t6, a3 - addu t6, t6, a0 // pSrc - - lsri t2, a3, 4 // ch_im_in >> 4u - bez t2, .L3 - -.L2: - vldmu.8 vr0-vr0, (t6) - vstmu.8 vr0-vr0, (l7) - - bnezad t2, .L2 - -.L3: - andi t2, a3, 15 // ch_im_in & 15u - bez t2, .L4 - - vldx.8 vr0, (t6), t2 - vstx.8 vr0, (l7), t2 - addu l7, l7, t2 - -.L4: - cmpne l7, l8 - bt .L16 - - ld.w l2, (sp, 0xb4) // bias - mov t9, l0 - addu t2, l4, l1 // pOut2 - lsri t6, l1, 2 // rowCnt = ch_im_out >> 2u - bez t6, .L10 - -.L5: - mov l7, l9 - addu lr, l7, a3 // *pB2 = pB + numCol_A - - vldu.8.4 vr0, (l2) - vmov.s8.e vr0, vr0 - vmov.s16.e vr12, vr0 - vshl.s32.s vr12, vr12, vr15 // sum0, ... sum3 + bias - vadd.s32.s vr12, vr12, vr14 // + NN_ROUND - - vor.32 vr13, vr12, vr12 // 4 diff kernels a time, sum4, ... sum7 - - lsri t7, a3, 4 // colCnt = numCol_A >> 4u - bez t7, .L7 - -.L6: - mov t8, t9 - vldmu.8 vr0-vr0, (l7) // load 16 data from col1 - vldmu.8 vr1-vr1, (lr) // load 16 data from col2 - vldmru.8 vr2-vr3, (t8), a3 // load 16 data from kernel 1 and 2 - vmulaca.s8 vr4, vr2, vr0 - vmulaca.s8 vr5, vr3, vr0 - vmulaca.s8 vr8, vr2, vr1 - vmulaca.s8 vr9, vr3, vr1 - vldmru.8 vr2-vr3, (t8), a3 // load 16 data form kernel 3 and 4 - vmulaca.s8 vr6, vr2, vr0 - vmulaca.s8 vr7, vr3, vr0 - vmulaca.s8 vr10, vr2, vr1 - vmulaca.s8 vr11, vr3, vr1 - vpadd.s32.s vr4, vr4, vr5 - vpadd.s32.s vr5, vr6, vr7 - vpadd.s32.s vr4, vr4, vr5 - vadd.s32.s vr12, vr12, vr4 // sum0, ... sum3 - vpadd.s32.s vr8, vr8, vr9 - vpadd.s32.s vr9, vr10, vr11 - vpadd.s32.s vr8, vr8, vr9 - vadd.s32.s vr13, vr13, vr8 // sum4, ... sum7 - - addi t9, t9, 16 - bnezad t7, .L6 - -.L7: - andi t7, a3, 15 // colCnt = numCol_A & 15u - bez t7, .L9 - -.L8: - mov t8, t9 - vldx.8 vr0, (l7), t7 // load x data from col1 - vldx.8 vr1, (lr), t7 // load x data from col2 - vldx.8 vr2, (t8), t7 // load x data from kernel 1 - addu t8, t8, a3 - vldx.8 vr3, (t8), t7 // load x data from kernel 2 - addu t8, t8, a3 - vmulaca.s8 vr4, vr2, vr0 - vmulaca.s8 vr5, vr3, vr0 - vmulaca.s8 vr8, vr2, vr1 - vmulaca.s8 vr9, vr3, vr1 - vldx.8 vr2, (t8), t7 - addu t8, t8, a3 - vldx.8 vr3, (t8), t7 - addu t8, t8, a3 - vmulaca.s8 vr6, vr2, vr0 - vmulaca.s8 vr7, vr3, vr0 - vmulaca.s8 vr10, vr2, vr1 - vmulaca.s8 vr11, vr3, vr1 - vpadd.s32.s vr4, vr4, vr5 - vpadd.s32.s vr5, vr6, vr7 - vpadd.s32.s vr4, vr4, vr5 - vadd.s32.s vr12, vr12, vr4 // sum0, ... sum3 - vpadd.s32.s vr8, vr8, vr9 - vpadd.s32.s vr9, vr10, vr11 - vpadd.s32.s vr8, vr8, vr9 - vadd.s32.s vr13, vr13, vr8 // sum4, ... sum7 - addu t9, t9, t7 - -.L9: - vdupg.32 vr0, l3 - vshr.s32 vr12, vr12, vr0 - vshr.s32 vr13, vr13, vr0 - vmov.s32.sl vr0, vr12, vr13 - vmov.s16.sl vr0, vr0, vr0 - vexti.8 vr2, vr0, vr0, 0x2b - vstu.8.4 vr0, (l4) - vstu.8.4 vr2, (t2) - - lsli t8, a3, 2 - addu t9, t9, t8 - subu t9, t9, a3 - - bnezad t6, .L5 - -.L10: - andi t6, l1, 3 // ch_im_out % 0x4u - bez t6, .L15 - mov t8, t9 - -.L11: - mov l7, l9 - addu lr, l7, a3 // *pB2 = pB + numCol_A - - vldu.8.1 vr0, (l2) - vmov.s8.e vr0, vr0 - vmov.s16.e vr12, vr0 - vshl.s32.s vr12, vr12, vr15 // sum0, sum1 + bias - vor.32 vr13, vr12, vr12 - - lsri t7, a3, 4 // colCnt = numCol_A >> 4u - bez t7, .L13 - -.L12: - vldmu.8 vr0-vr0, (l7) // load 16 data from col1 - vldmu.8 vr1-vr1, (lr) // load 16 data from col2 - vldmu.8 vr2-vr2, (t8) // load 16 data from kernel 1 - vmulacaa.s8 vr12, vr0, vr2 - vmulacaa.s8 vr13, vr1, vr2 - - bnezad t7, .L12 - -.L13: - andi t7, a3, 15 // colCnt = numCol_A & 15u - bez t7, .L14 - - vldx.8 vr0, (l7), t7 // load x data from col1 - vldx.8 vr1, (lr), t7 // load x data from col2 - vldx.8 vr2, (t8), t7 // load x data from kernel 1 - addu t8, t8, t7 - vmulacaa.s8 vr12, vr0, vr2 - vmulacaa.s8 vr13, vr1, vr2 - -.L14: - vpadd.s32.s vr12, vr12, vr12 - vpadd.s32.s vr12, vr12, vr12 - vadd.s32.s vr12, vr12, vr14 // + NN_ROUND - vpadd.s32.s vr13, vr13, vr13 - vpadd.s32.s vr13, vr13, vr13 - vadd.s32.s vr13, vr13, vr14 // + NN_ROUND - vdupg.32 vr0, l3 - vshr.s32 vr12, vr12, vr0 - vshr.s32 vr13, vr13, vr0 - vclip.s32 vr12, vr12, 8 - vclip.s32 vr13, vr13, 8 - vstu.8.1 vr12, (l4) - vstu.8.1 vr13, (t2) - - bnezad t6, .L11 - -.L15: - addu l4, l4, l1 - mov l7, l9 // bufferA - -.L16: - addi t1, t1, 1 - br .L1 - -.L17: - addi t0, t0, 1 - br .L0 - - /* check for left-over */ -.L18: - cmpne l7, l8 - bf .L23 - - ld.w l2, (sp, 0xb4) // bias - vdupg.32 vr8, l3 - movi t1, 0 - mov t9, l0 - -.L19: - cmplt t1, l1 // i < ch_im_out - bf .L23 - - vldu.8.1 vr0, (l2) - vmov.s8.e vr0, vr0 - vmov.s16.e vr6, vr0 - vshl.s32.s vr6, vr6, vr15 - - mov l7, l9 // *pB = bufferA - lsri t4, a3, 4 // colCnt - bez t4, .L21 - -.L20: - vldmu.8 vr0-vr0, (l7) // col - vldmu.8 vr1-vr1, (t9) // kernel - vmulacaa.s8 vr6, vr0, vr1 - - bnezad t4, .L20 - -.L21: - andi t4, a3, 15 // colCnt - bez t4, .L22 - - vldx.8 vr0, (l7), t4 - vldx.8 vr1, (t9), t4 - vmulacaa.s8 vr6, vr0, vr1 - addu t9, t9, t4 - -.L22: - vpadd.s32.s vr0, vr6, vr6 - vpadd.s32.s vr0, vr0, vr0 - vadd.s32.s vr0, vr0, vr14 // sum - vshr.s32 vr0, vr0, vr8 - vclip.s32 vr0, vr0, 8 - vstu.8.1 vr0, (l4) - - addi t1, t1, 1 - br .L19 - -.L23: - movi a0, 0 - vldmu.8 vr12-vr15, (sp) - vldmu.8 vr8-vr11, (sp) - pop l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - .size shl_xt800v_convolve_1x1_HWC_q7_fast, .-shl_xt800v_convolve_1x1_HWC_q7_fast - -.weak csky_vdsp2_convolve_1x1_HWC_q7_fast -.set csky_vdsp2_convolve_1x1_HWC_q7_fast, shl_xt800v_convolve_1x1_HWC_q7_fast diff --git a/source/i805_opt/convolution/shl_xt800v_convolve_HWC_q15_basic.S b/source/i805_opt/convolution/shl_xt800v_convolve_HWC_q15_basic.S deleted file mode 100644 index 77d131a0..00000000 --- a/source/i805_opt/convolution/shl_xt800v_convolve_HWC_q15_basic.S +++ /dev/null @@ -1,321 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800v_convolve_HWC_q15_basic.S - * @brief Q15 vresion of convolution. - * @version V1.0 - * @date 04. June 2018 - ******************************************************************************/ - -/* - * shl_xt800v_status - * shl_xt800v_convolve_HWC_q15_basic(const q15_t * Im_in, - * const uint16_t dim_im_in, - * const uint16_t ch_im_in, - * const q15_t * wt, - * const uint16_t ch_im_out, - * const uint16_t dim_kernel, - * const uint16_t padding, - * const uint16_t stride, - * const q15_t * bias, - * const uint16_t bias_shift, - * const uint16_t out_shift, - * q15_t * Im_out, - * const uint16_t dim_im_out, - * q15_t * bufferA) - */ - - .file "shl_xt800v_convolve_HWC_q15_basic.S" - .section .text.shl_xt800v_convolve_HWC_q15_basic,"ax",@progbits - .align 2 - .global shl_xt800v_convolve_HWC_q15_basic - .type shl_xt800v_convolve_HWC_q15_basic, @function - -shl_xt800v_convolve_HWC_q15_basic: - push l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - subi sp, sp, 64 - vstm.8 vr8-vr11, (sp) - subi sp, sp, 64 - vstm.8 vr12-vr15, (sp) - ld.hs l0, (sp, 0xac) // ch_im_out - ld.hs l1, (sp, 0xb0) // dim_kernel - ld.hs l2, (sp, 0xb4) // padding - ld.hs l3, (sp, 0xb8) // stride - ld.hs l5, (sp, 0xc0) // bias_shift - vdupg.32 vr15, l5 - ld.hs l6, (sp, 0xc4) // out_shift - vdupg.32 vr14, l6 - movi l7, 1 - subi l6, l6, 1 - lsl l7, l7, l6 - vdupg.32 vr12, l7 // NN_ROUND - ld.w l5, (sp, 0xc8) // *im_out - ld.hs l6, (sp, 0xcc) // dim_im_out - ld.w l7, (sp, 0xd0) // *bufferA - mult l9, l1, l1 // ch_im_in * dim_kernel * dim_kernel - mult l9, l9, a2 - lsli l8, l9, 2 - addu l8, l8, l7 // bufferA + 2 * l9 - vmovi.8 vr13, 0 - - movi t0, 0 // i_out_y = 0 - -.L0: - cmplt t0, l6 // i_out_y < dim_im_out - bf .L16 - - movi t1, 0 // i_out_x = 0 - -.L1: - cmplt t1, l6 // i_out_x < dim_im_out - bf .L15 - - mult t2, t0, l3 // i_ker_y = i_out_y * stride - subu t2, t2, l2 - addu t3, t2, l1 // i_out_y * stride - padding + dim_kernel - -.L2: - cmplt t2, t3 - bf .L13 - - mult t4, t1, l3 // i_ker_x = i_out_x * stride - subu t4, t4, l2 - addu t5, t4, l1 // i_out_x * stride - padding + dim_kernel - -.L3: - cmplt t4, t5 - bf .L12 - - movi t6, 0 - cmplt t2, t6 - bt .L10 - cmphs t2, a1 - bt .L10 - cmplt t4, t6 - bt .L10 - cmphs t4, a1 - bt .L10 - -.L7: // else branch - mult t6, t2, a1 // (i_ker_y * dim_im_in + i_ker_x)*ch_im_in - addu t6, t6, t4 - mult t6, t6, a2 - lsli t6, t6, 1 - addu t6, t6, a0 // pSrc - - lsri t7, a2, 3 // ch_im_in >> 3u - bez t7, .L9 - -.L8: - vldmu.16 vr0-vr0, (t6) // memcpy - vstmu.16 vr0-vr0, (l7) - - bnezad t7, .L8 - -.L9: - andi t7, a2, 7 // ch_im_in & 7u - bez t7, .L11 - - vldx.16 vr0, (t6), t7 - vstx.16 vr0, (l7), t7 - lsli t7, t7, 1 - addu l7, l7, t7 - br .L11 - -.L10: - lsri t6, a2, 3 // ch_im_in >> 3u(if branch) - bez t6, .L5 - -.L4: - vstmu.16 vr13-vr13, (l7) // 0 padding - - bnezad t6, .L4 - -.L5: - andi t6, a2, 7 // ch_im_in & 7u - bez t6, .L11 - -.L6: - vstx.16 vr13, (l7), t6 - lsli t6, t6, 1 - addu l7, l7, t6 - -.L11: - addi t4, t4, 1 - br .L3 - -.L12: - addi t2, t2, 1 - br .L2 - -.L13: - mov lr, a3 // *pA = *wt - - ld.w l4, (sp, 0xbc) // *bias - lsli t9, l9, 1 - lsri t6, l0, 2 // ch_im_out >> 2 - bez t6, .L34 - -.L30: - ld.w l7, (sp, 0xd0) // *pB = *bufferA - vldu.16.4 vr0, (l4) - vmov.s16.e vr8, vr0 - vshl.s32.s vr11, vr8, vr15 - vadd.s32.s vr11, vr11, vr12 // sum0, ... sum3 + bias - vmovi.8 vr3, 0 - vmovi.8 vr4, 0 - vmovi.8 vr5, 0 - vmovi.8 vr6, 0 - vmovi.8 vr7, 0 - vmovi.8 vr8, 0 - vmovi.8 vr9, 0 - vmovi.8 vr10, 0 - - lsri t7, l9, 3 // numCol_weight >> 3u - bez t7, .L32 - -.L31: - mov t8, lr - vldmu.16 vr0-vr0, (l7) // pB - vldmru.16 vr1-vr2, (t8), t9 // load 2 kernrls - vmula.s16.e vr3, vr0, vr1 - vmula.s16.e vr5, vr0, vr2 - vldmru.16 vr1-vr2, (t8), t9 // load 2 kernrls - vmula.s16.e vr7, vr0, vr1 - vmula.s16.e vr9, vr0, vr2 - - addi lr, lr, 16 - bnezad t7, .L31 - -.L32: - andi t7, l9, 7 - bez t7, .L33 - - mov t8, lr - vldx.16 vr0, (l7), t7 - vldx.16 vr1, (t8), t7 - addu t8, t8, t9 - vmula.s16.e vr3, vr0, vr1 - - vldx.16 vr1, (t8), t7 - addu t8, t8, t9 - vmula.s16.e vr5, vr0, vr1 - - vldx.16 vr1, (t8), t7 - addu t8, t8, t9 - vmula.s16.e vr7, vr0, vr1 - - vldx.16 vr1, (t8), t7 - addu t8, t8, t9 - vmula.s16.e vr9, vr0, vr1 - ixh lr, lr, t7 - -.L33: - vadd.s32.s vr0, vr3, vr4 - vadd.s32.s vr1, vr5, vr6 - vadd.s32.s vr2, vr7, vr8 - vadd.s32.s vr3, vr9, vr10 - vpadd.s32.s vr0, vr0, vr1 - vpadd.s32.s vr1, vr2, vr3 - vpadd.s32.s vr0, vr0, vr1 - vadd.s32.s vr0, vr0, vr11 - vshr.s32 vr0, vr0, vr14 // sum >> out_shift - vmov.s32.sl vr0, vr0, vr0 - vstu.16.4 vr0, (l5) - - lsli t8, l9, 3 - addu lr, lr, t8 - subu lr, lr, t9 - bnezad t6, .L30 - -.L34: - andi t6, l0, 3 - bez t6, .L41 - mov t8, lr - -.L35: - ld.w l7, (sp, 0xd0) // *pB = *bufferA - vldu.16.1 vr0, (l4) - vmov.s16.e vr10, vr0 - vshl.s32.s vr10, vr10, vr15 - vmovi.8 vr11, 0 - - lsri t7, l9, 5 - bez t7, .L37 - -.L36: - vldmu.16 vr0-vr3, (l7) // col - vldmu.16 vr4-vr7, (t8) // kernel - vmula.s16.e vr10, vr0, vr4 - vmula.s16.e vr10, vr1, vr5 - vmula.s16.e vr10, vr2, vr6 - vmula.s16.e vr10, vr3, vr7 - - bnezad t7, .L36 - -.L37: - andi t9, l9, 31 - lsri t7, t9, 3 - bez t7, .L39 - -.L38: - vldmu.16 vr0-vr0, (l7) - vldmu.16 vr4-vr4, (t8) // kernel - vmula.s16.e vr10, vr0, vr4 - - bnezad t7, .L38 - -.L39: - andi t7, t9, 7 - bez t7, .L40 - vldx.16 vr0, (l7), t7 - vldx.16 vr1, (t8), t7 - ixh t8, t8, t7 - vmula.s16.e vr10, vr0, vr1 - -.L40: - vadd.s32.s vr0, vr10, vr11 - vpadd.s32.s vr0, vr0, vr0 - vpadd.s32.s vr0, vr0, vr0 - vadd.s32.s vr0, vr0, vr12 // sum0 + bias - vshr.s32 vr0, vr0, vr14 // sum >> out_shift - vstu.16.1 vr0, (l5) - - bnezad t6, .L35 - -.L41: - ld.w l7, (sp, 0xd0) // pBuffer = im_buffer; - -.L14: - addi t1, t1, 1 - br .L1 - -.L15: - addi t0, t0, 1 - br .L0 - -.L16: - movi a0, 0 - vldmu.8 vr12-vr15, (sp) - vldmu.8 vr8-vr11, (sp) - pop l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - .size shl_xt800v_convolve_HWC_q15_basic, .-shl_xt800v_convolve_HWC_q15_basic - -.weak csky_vdsp2_convolve_HWC_q15_basic -.set csky_vdsp2_convolve_HWC_q15_basic, shl_xt800v_convolve_HWC_q15_basic diff --git a/source/i805_opt/convolution/shl_xt800v_convolve_HWC_q7_RGB.S b/source/i805_opt/convolution/shl_xt800v_convolve_HWC_q7_RGB.S deleted file mode 100644 index 18964573..00000000 --- a/source/i805_opt/convolution/shl_xt800v_convolve_HWC_q7_RGB.S +++ /dev/null @@ -1,367 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800v_convolve_HWC_q7_RGB.S - * @brief Q7 vresion of convolution for RGB image. - * @version V1.0 - * @date 04. june 2018 - ******************************************************************************/ - -/* - * shl_xt800v_status - * shl_xt800v_convolve_HWC_q7_RGB(const q7_t * Im_in, - * const uint16_t dim_im_in, - * const q7_t * wt, - * const uint16_t ch_im_out, - * const uint16_t dim_kernel, - * const uint16_t padding, - * const uint16_t stride, - * const q7_t * bias, - * const uint16_t bias_shift, - * const uint16_t out_shift, - * q7_t * Im_out, - * const uint16_t dim_im_out, - * q15_t * bufferA) - */ - - .file "shl_xt800v_convolve_HWC_q7_RGB.S" - .section .text.shl_xt800v_convolve_HWC_q7_RGB,"ax",@progbits - .align 2 - .global shl_xt800v_convolve_HWC_q7_RGB - .type shl_xt800v_convolve_HWC_q7_RGB, @function - -shl_xt800v_convolve_HWC_q7_RGB: - push l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - subi sp, sp, 64 - vstm.8 vr8-vr11, (sp) - subi sp, sp, 64 - vstm.8 vr12-vr15, (sp) - mov l0, a3 // ch_im_out - mov a3, a2 - movi a2, 3 - ld.hs l1, (sp, 0xac) // dim_kernel - ld.hs l2, (sp, 0xb0) // padding - ld.hs l3, (sp, 0xb4) // stride - ld.hs l5, (sp, 0xbc) // bias_shift - vdupg.32 vr15, l5 - ld.hs l6, (sp, 0xc0) // out_shift - movi l7, 1 - subi l8, l6, 1 - lsl l7, l7, l8 - vdupg.32 vr14, l7 // NN_ROUND - ld.w l5, (sp, 0xc4) // *im_out - ld.hs l6, (sp, 0xc8) // dim_im_out - ld.w l7, (sp, 0xcc) // *bufferA - mult l9, l1, l1 // ch_im_in * dim_kernel * dim_kernel - mult l9, l9, a2 - lsli l8, l9, 1 - addu l8, l8, l7 // bufferA + 2 * l9 - - movi t0, 0 // i_out_y - -.L0: - cmplt t0, l6 // i_out_y < dim_im_out - bf .L16 - - movi t1, 0 // i_out_x - -.L1: - cmplt t1, l6 // i_out_x < dim_im_out - bf .L15 - - mult t2, t0, l3 // i_ker_y = i_out_y * stride - subu t2, t2, l2 - addu t3, t2, l1 // i_out_y * stride - padding + dim_kernel - -.L2: - cmplt t2, t3 - bf .L13 - - mult t4, t1, l3 // i_ker_x = i_out_x * stride - subu t4, t4, l2 - addu t5, t4, l1 // i_out_x * stride - padding + dim_kernel - -.L3: - cmplt t4, t5 - bf .L12 - - movi t6, 0 - cmplt t2, t6 - bt .L7 - cmphs t2, a1 - bt .L7 - cmplt t4, t6 - bt .L7 - cmphs t4, a1 - bt .L7 - - mult t6, t2, a1 // (i_ker_y * dim_im_in + i_ker_x)*3 - addu t6, t6, t4 - mult t6, t6, a2 - addu t6, t6, a0 // pSrc - - vldu.8.3 vr0, (t6) - vstu.8.3 vr0, (l7) - br .L11 - -.L7: // else branch - vmovi.8 vr0, 0 - vstu.8.3 vr0, (l7) // 0 padding - -.L11: - addi t4, t4, 1 - br .L3 - -.L12: - addi t2, t2, 1 - br .L2 - -.L13: - cmpne l7, l8 - bt .L14 - - ld.w l4, (sp, 0xb8) // *bias - mov t9, a3 - lsri t6, l0, 2 // rowCnt = ch_im_out >> 2u - bez t6, .L35 - -.L30: - ld.w l7, (sp, 0xcc) // *bufferA - addu lr, l7, l9 // *pB2 = pB + numCol_A - - vldu.8.4 vr0, (l4) - vmov.s8.e vr0, vr0 - vmov.s16.e vr12, vr0 - vshl.s32.s vr12, vr12, vr15 // sum0, ... sum3 + bias - vadd.s32.s vr12, vr12, vr14 // + NN_ROUND - - vor.32 vr13, vr12, vr12 // 4 diff kernels a time, sum4, ... sum7 - vmovi.8 vr4, 0 - vmovi.8 vr5, 0 - vmovi.8 vr6, 0 - vmovi.8 vr7, 0 - vmovi.8 vr8, 0 - vmovi.8 vr9, 0 - vmovi.8 vr10, 0 - vmovi.8 vr11, 0 - - lsri t7, l9, 4 // colCnt = numCol_A >> 4u - bez t7, .L32 - -.L31: - mov t8, t9 - vldmu.8 vr0-vr0, (l7) // load 16 data from col1 - vldmu.8 vr1-vr1, (lr) // load 16 data from col2 - vldmru.8 vr2-vr3, (t8), l9 // load 16 data from kernel 1 and 2 - vmulacaa.s8 vr4, vr2, vr0 - vmulacaa.s8 vr5, vr3, vr0 - vmulacaa.s8 vr8, vr2, vr1 - vmulacaa.s8 vr9, vr3, vr1 - vldmru.8 vr2-vr3, (t8), l9 // load 16 data form kernel 3 and 4 - vmulacaa.s8 vr6, vr2, vr0 - vmulacaa.s8 vr7, vr3, vr0 - vmulacaa.s8 vr10, vr2, vr1 - vmulacaa.s8 vr11, vr3, vr1 - - addi t9, t9, 16 - bnezad t7, .L31 - -.L32: - andi t7, l9, 15 // colCnt = numCol_A & 15u - bez t7, .L34 - -.L33: - mov t8, t9 - vldx.8 vr0, (l7), t7 // load x data from col1 - vldx.8 vr1, (lr), t7 // load x data from col2 - vldx.8 vr2, (t8), t7 // load x data from kernel 1 - addu t8, t8, l9 - vldx.8 vr3, (t8), t7 // load x data from kernel 2 - addu t8, t8, l9 - vmulacaa.s8 vr4, vr2, vr0 - vmulacaa.s8 vr5, vr3, vr0 - vmulacaa.s8 vr8, vr2, vr1 - vmulacaa.s8 vr9, vr3, vr1 - vldx.8 vr2, (t8), t7 - addu t8, t8, l9 - vldx.8 vr3, (t8), t7 - addu t8, t8, l9 - vmulacaa.s8 vr6, vr2, vr0 - vmulacaa.s8 vr7, vr3, vr0 - vmulacaa.s8 vr10, vr2, vr1 - vmulacaa.s8 vr11, vr3, vr1 - addu t9, t9, t7 - -.L34: - ld.hs t7, (sp, 0xc0) // out_shift - vdupg.32 vr0, t7 - vpadd.s32.s vr4, vr4, vr5 - vpadd.s32.s vr5, vr6, vr7 - vpadd.s32.s vr4, vr4, vr5 - vadd.s32.s vr12, vr12, vr4 - vpadd.s32.s vr8, vr8, vr9 - vpadd.s32.s vr9, vr10, vr11 - vpadd.s32.s vr8, vr8, vr9 - vadd.s32.s vr13, vr13, vr8 - vshr.s32 vr12, vr12, vr0 - vshr.s32 vr13, vr13, vr0 - vmov.s32.sl vr0, vr12, vr13 - vmov.s16.sl vr0, vr0, vr0 - vexti.8 vr2, vr0, vr0, 0x2b - vstu.8.4 vr0, (l5) - addu t7, l5, l0 - subi t7, t7, 4 - vstu.8.4 vr2, (t7) - - lsli t8, l9, 2 - addu t9, t9, t8 - subu t9, t9, l9 - bnezad t6, .L30 - -.L35: - andi t6, l0, 3 // ch_im_out % 0x4u - bez t6, .L40 - mov t8, t9 - -.L36: - ld.w l7, (sp, 0xcc) // *bufferA - addu lr, l7, l9 // *pB2 = pB + numCol_A - - vldu.8.1 vr0, (l4) - vmov.s8.e vr0, vr0 - vmov.s16.e vr12, vr0 - vshl.s32.s vr12, vr12, vr15 // sum0, sum1 + bias - vor.32 vr13, vr12, vr12 - - lsri t7, l9, 4 // colCnt = numCol_A >> 4u - bez t7, .L37 - -.L38: - vldmu.8 vr0-vr0, (l7) // load 16 data from col1 - vldmu.8 vr1-vr1, (lr) // load 16 data from col2 - vldmu.8 vr2-vr2, (t8) // load 16 data from kernel 1 - vmulacaa.s8 vr12, vr0, vr2 - vmulacaa.s8 vr13, vr1, vr2 - - bnezad t7, .L38 - -.L37: - andi t7, l9, 15 // colCnt = numCol_A & 15u - bez t7, .L39 - - vldx.8 vr0, (l7), t7 // load x data from col1 - vldx.8 vr1, (lr), t7 // load x data from col2 - vldx.8 vr2, (t8), t7 // load x data from kernel 1 - addu t8, t8, t7 - vmulacaa.s8 vr12, vr0, vr2 - vmulacaa.s8 vr13, vr1, vr2 - -.L39: - vpadd.s32.s vr12, vr12, vr12 - vpadd.s32.s vr12, vr12, vr12 - vadd.s32.s vr12, vr12, vr14 // + NN_ROUND - vpadd.s32.s vr13, vr13, vr13 - vpadd.s32.s vr13, vr13, vr13 - vadd.s32.s vr13, vr13, vr14 // + NN_ROUND - ld.hs t7, (sp, 0xc0) // out_shift - vdupg.32 vr0, t7 - vshr.s32 vr12, vr12, vr0 - vshr.s32 vr13, vr13, vr0 - vclip.s32 vr12, vr12, 8 - vclip.s32 vr13, vr13, 8 - vstu.8.1 vr12, (l5) - addu t7, l5, l0 - subi t7, t7, 1 - vstu.8.1 vr13, (t7) - - bnezad t6, .L36 - -.L40: - addu l5, l5, l0 - ld.w l7, (sp, 0xcc) // *bufferA - -.L14: - addi t1, t1, 1 - br .L1 - -.L15: - addi t0, t0, 1 - br .L0 - -.L16: - ld.w t7, (sp, 0xcc) // *bufferA - cmpne l7, t7 - bf .L22 - - ld.w l4, (sp, 0xb8) // *bias - ld.hs t6, (sp, 0xc0) // out_shift - vdupg.32 vr8, t6 - movi t1, 0 - mov t9, a3 - -.L17: - cmplt t1, l0 - bf .L22 - - vldu.8.1 vr0, (l4) - vmov.s8.e vr0, vr0 - vmov.s16.e vr6, vr0 - vshl.s32.s vr6, vr6, vr15 - - mov t8, t7 // *pB = bufferA - lsri t4, l9, 4 // colCnt - bez t4, .L19 - -.L18: - vldmu.8 vr0-vr0, (t8) // col - vldmu.8 vr1-vr1, (t9) // kernel - vmulacaa.s8 vr6, vr0, vr1 - - bnezad t4, .L18 - -.L19: - andi t4, l9, 15 // colCnt - bez t4, .L21 - -.L20: - vldx.8 vr0, (t8), t4 - vldx.8 vr1, (t9), t4 - vmulacaa.s8 vr6, vr0, vr1 - addu t9, t9, t4 - -.L21: - vpadd.s32.s vr0, vr6, vr6 - vpadd.s32.s vr0, vr0, vr0 - vadd.s32.s vr0, vr0, vr14 // sum - vshr.s32 vr0, vr0, vr8 - vclip.s32 vr0, vr0, 8 - vstu.8.1 vr0, (l5) - - addi t1, t1, 1 - br .L17 - -.L22: - movi a0, 0 - vldmu.8 vr12-vr15, (sp) - vldmu.8 vr8-vr11, (sp) - pop l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - .size shl_xt800v_convolve_HWC_q7_RGB, .-shl_xt800v_convolve_HWC_q7_RGB - -.weak csky_vdsp2_convolve_HWC_q7_RGB -.set csky_vdsp2_convolve_HWC_q7_RGB, shl_xt800v_convolve_HWC_q7_RGB diff --git a/source/i805_opt/convolution/shl_xt800v_convolve_HWC_q7_basic.S b/source/i805_opt/convolution/shl_xt800v_convolve_HWC_q7_basic.S deleted file mode 100644 index 3d5e3489..00000000 --- a/source/i805_opt/convolution/shl_xt800v_convolve_HWC_q7_basic.S +++ /dev/null @@ -1,396 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800v_convolve_HWC_q7_basic.S - * @brief Q7 vresion of convolution. - * @version V1.0 - * @date 19. Mar 2018 - ******************************************************************************/ - -/* - * shl_xt800v_status - * shl_xt800v_convolve_HWC_q7_basic(const q7_t * Im_in, - * const uint16_t dim_im_in, - * const uint16_t ch_im_in, - * const q7_t * wt, - * const uint16_t ch_im_out, - * const uint16_t dim_kernel, - * const uint16_t padding, - * const uint16_t stride, - * const q7_t * bias, - * const uint16_t bias_shift, - * const uint16_t out_shift, - * q7_t * Im_out, - * const uint16_t dim_im_out, - * q15_t * bufferA) - */ - - .file "shl_xt800v_convolve_HWC_q7_basic.S" - .section .text.shl_xt800v_convolve_HWC_q7_basic,"ax",@progbits - .align 2 - .global shl_xt800v_convolve_HWC_q7_basic - .type shl_xt800v_convolve_HWC_q7_basic, @function - -shl_xt800v_convolve_HWC_q7_basic: - push l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - subi sp, sp, 64 - vstm.8 vr8-vr11, (sp) - subi sp, sp, 64 - vstm.8 vr12-vr15, (sp) - ld.hs l0, (sp, 0xac) // ch_im_out - ld.hs l1, (sp, 0xb0) // dim_kernel - ld.hs l2, (sp, 0xb4) // padding - ld.hs l3, (sp, 0xb8) // stride - ld.hs l5, (sp, 0xc0) // bias_shift - vdupg.32 vr15, l5 - ld.hs l6, (sp, 0xc4) // out_shift - movi l7, 1 - subi l8, l6, 1 - lsl l7, l7, l8 - vdupg.32 vr14, l7 // NN_ROUND - ld.w l5, (sp, 0xc8) // *im_out - ld.hs l6, (sp, 0xcc) // dim_im_out - ld.w l7, (sp, 0xd0) // *bufferA - mult l9, l1, l1 // ch_im_in * dim_kernel * dim_kernel - mult l9, l9, a2 - lsli l8, l9, 1 - addu l8, l8, l7 // bufferA + 2 * l9 - - movi t0, 0 // i_out_y - -.L0: - cmplt t0, l6 // i_out_y < dim_im_out - bf .L16 - - movi t1, 0 // i_out_x - -.L1: - cmplt t1, l6 // i_out_x < dim_im_out - bf .L15 - - mult t2, t0, l3 // i_ker_y = i_out_y * stride - subu t2, t2, l2 - addu t3, t2, l1 // i_out_y * stride - padding + dim_kernel - -.L2: - cmplt t2, t3 - bf .L13 - - mult t4, t1, l3 // i_ker_x = i_out_x * stride - subu t4, t4, l2 - addu t5, t4, l1 // i_out_x * stride - padding + dim_kernel - -.L3: - cmplt t4, t5 - bf .L12 - - movi t6, 0 - cmplt t2, t6 - bt .L23 - cmphs t2, a1 - bt .L23 - cmplt t4, t6 - bt .L23 - cmphs t4, a1 - bt .L23 - -.L7: // else branch - mult t6, t2, a1 // (i_ker_y * dim_im_in + i_ker_x)*ch_im_in - addu t6, t6, t4 - mult t6, t6, a2 - addu t6, t6, a0 // pSrc - - lsri t7, a2, 4 // ch_im_in >> 4u - bez t7, .L9 - -.L8: - vldmu.8 vr0-vr0, (t6) - vstmu.8 vr0-vr0, (l7) - - bnezad t7, .L8 - -.L9: - andi t7, a2, 15 // ch_im_in & 15u - bez t7, .L11 - -.L10: - vldx.8 vr0, (t6), t7 - vstx.8 vr0, (l7), t7 - addu l7, l7, t7 - br .L11 - -.L23: - vmovi.8 vr0, 0 - lsri t6, a2, 4 // ch_im_in >> 4u(if branch) - bez t6, .L5 - -.L4: - vstmu.8 vr0-vr0, (l7) // 0 padding - - bnezad t6, .L4 - -.L5: - andi t6, a2, 15 // ch_im_in & 7u - bez t6, .L11 - -.L6: - vstx.8 vr0, (l7), t6 - addu l7, l7, t6 - -.L11: - addi t4, t4, 1 - br .L3 - -.L12: - addi t2, t2, 1 - br .L2 - -.L13: - cmpne l7, l8 - bt .L14 - - ld.w l4, (sp, 0xbc) // *bias - mov t9, a3 - lsri t6, l0, 2 // rowCnt = ch_im_out >> 2u - bez t6, .L35 - -.L30: - ld.w l7, (sp, 0xd0) // *bufferA - addu lr, l7, l9 // *pB2 = pB + numCol_A - - vldu.8.4 vr0, (l4) - vmov.s8.e vr0, vr0 - vmov.s16.e vr12, vr0 - vshl.s32.s vr12, vr12, vr15 // sum0, ... sum3 + bias - vadd.s32.s vr12, vr12, vr14 // + NN_ROUND - - vor.32 vr13, vr12, vr12 // 4 diff kernels a time, sum4, ... sum7 - vmovi.8 vr4, 0 - vmovi.8 vr5, 0 - vmovi.8 vr6, 0 - vmovi.8 vr7, 0 - vmovi.8 vr8, 0 - vmovi.8 vr9, 0 - vmovi.8 vr10, 0 - vmovi.8 vr11, 0 - - lsri t7, l9, 4 // colCnt = numCol_A >> 4u - bez t7, .L32 - -.L31: - mov t8, t9 - vldmu.8 vr0-vr0, (l7) // load 16 data from col1 - vldmu.8 vr1-vr1, (lr) // load 16 data from col2 - vldmru.8 vr2-vr3, (t8), l9 // load 16 data from kernel 1 and 2 - vmulacaa.s8 vr4, vr2, vr0 - vmulacaa.s8 vr5, vr3, vr0 - vmulacaa.s8 vr8, vr2, vr1 - vmulacaa.s8 vr9, vr3, vr1 - vldmru.8 vr2-vr3, (t8), l9 // load 16 data form kernel 3 and 4 - vmulacaa.s8 vr6, vr2, vr0 - vmulacaa.s8 vr7, vr3, vr0 - vmulacaa.s8 vr10, vr2, vr1 - vmulacaa.s8 vr11, vr3, vr1 - - addi t9, t9, 16 - bnezad t7, .L31 - -.L32: - andi t7, l9, 15 // colCnt = numCol_A & 15u - bez t7, .L34 - -.L33: - mov t8, t9 - vldx.8 vr0, (l7), t7 // load x data from col1 - vldx.8 vr1, (lr), t7 // load x data from col2 - vldx.8 vr2, (t8), t7 // load x data from kernel 1 - addu t8, t8, l9 - vldx.8 vr3, (t8), t7 // load x data from kernel 2 - addu t8, t8, l9 - vmulacaa.s8 vr4, vr2, vr0 - vmulacaa.s8 vr5, vr3, vr0 - vmulacaa.s8 vr8, vr2, vr1 - vmulacaa.s8 vr9, vr3, vr1 - vldx.8 vr2, (t8), t7 - addu t8, t8, l9 - vldx.8 vr3, (t8), t7 - addu t8, t8, l9 - vmulacaa.s8 vr6, vr2, vr0 - vmulacaa.s8 vr7, vr3, vr0 - vmulacaa.s8 vr10, vr2, vr1 - vmulacaa.s8 vr11, vr3, vr1 - addu t9, t9, t7 - -.L34: - ld.hs t7, (sp, 0xc4) // out_shift - vdupg.32 vr0, t7 - vpadd.s32.s vr4, vr4, vr5 - vpadd.s32.s vr5, vr6, vr7 - vpadd.s32.s vr4, vr4, vr5 - vadd.s32.s vr12, vr12, vr4 - vpadd.s32.s vr8, vr8, vr9 - vpadd.s32.s vr9, vr10, vr11 - vpadd.s32.s vr8, vr8, vr9 - vadd.s32.s vr13, vr13, vr8 - vshr.s32 vr12, vr12, vr0 - vshr.s32 vr13, vr13, vr0 - vmov.s32.sl vr0, vr12, vr13 - vmov.s16.sl vr0, vr0, vr0 - vexti.8 vr2, vr0, vr0, 0x2b - vstu.8.4 vr0, (l5) - addu t7, l5, l0 - subi t7, t7, 4 - vstu.8.4 vr2, (t7) - - lsli t8, l9, 2 - addu t9, t9, t8 - subu t9, t9, l9 - bnezad t6, .L30 - -.L35: - andi t6, l0, 3 // ch_im_out % 0x4u - bez t6, .L40 - mov t8, t9 - -.L36: - ld.w l7, (sp, 0xd0) // *bufferA - addu lr, l7, l9 // *pB2 = pB + numCol_A - - vldu.8.1 vr0, (l4) - vmov.s8.e vr0, vr0 - vmov.s16.e vr12, vr0 - vshl.s32.s vr12, vr12, vr15 // sum0, sum1 + bias - vor.32 vr13, vr12, vr12 - - lsri t7, l9, 4 // colCnt = numCol_A >> 4u - bez t7, .L37 - -.L38: - vldmu.8 vr0-vr0, (l7) // load 16 data from col1 - vldmu.8 vr1-vr1, (lr) // load 16 data from col2 - vldmu.8 vr2-vr2, (t8) // load 16 data from kernel 1 - vmulacaa.s8 vr12, vr0, vr2 - vmulacaa.s8 vr13, vr1, vr2 - - bnezad t7, .L38 - -.L37: - andi t7, l9, 15 // colCnt = numCol_A & 15u - bez t7, .L39 - - vldx.8 vr0, (l7), t7 // load x data from col1 - vldx.8 vr1, (lr), t7 // load x data from col2 - vldx.8 vr2, (t8), t7 // load x data from kernel 1 - addu t8, t8, t7 - vmulacaa.s8 vr12, vr0, vr2 - vmulacaa.s8 vr13, vr1, vr2 - -.L39: - vpadd.s32.s vr12, vr12, vr12 - vpadd.s32.s vr12, vr12, vr12 - vadd.s32.s vr12, vr12, vr14 // + NN_ROUND - vpadd.s32.s vr13, vr13, vr13 - vpadd.s32.s vr13, vr13, vr13 - vadd.s32.s vr13, vr13, vr14 // + NN_ROUND - ld.hs t7, (sp, 0xc4) // out_shift - vdupg.32 vr0, t7 - vshr.s32 vr12, vr12, vr0 - vshr.s32 vr13, vr13, vr0 - vclip.s32 vr12, vr12, 8 - vclip.s32 vr13, vr13, 8 - vstu.8.1 vr12, (l5) - addu t7, l5, l0 - subi t7, t7, 1 - vstu.8.1 vr13, (t7) - - bnezad t6, .L36 - -.L40: - addu l5, l5, l0 - ld.w l7, (sp, 0xd0) // *bufferA - -.L14: - addi t1, t1, 1 - br .L1 - -.L15: - addi t0, t0, 1 - br .L0 - -.L16: - ld.w t7, (sp, 0xd0) // *bufferA - cmpne l7, t7 - bf .L22 - - ld.w l4, (sp, 0xbc) // *bias - ld.hs t6, (sp, 0xc4) // out_shift - vdupg.32 vr8, t6 - movi t1, 0 - mov t9, a3 - -.L17: - cmplt t1, l0 - bf .L22 - - vldu.8.1 vr0, (l4) - vmov.s8.e vr0, vr0 - vmov.s16.e vr6, vr0 - vshl.s32.s vr6, vr6, vr15 - - mov t8, t7 // *pB = bufferA - lsri t4, l9, 4 // colCnt - bez t4, .L19 - -.L18: - vldmu.8 vr0-vr0, (t8) // col - vldmu.8 vr1-vr1, (t9) // kernel - vmulacaa.s8 vr6, vr0, vr1 - - bnezad t4, .L18 - -.L19: - andi t4, l9, 15 // colCnt - bez t4, .L21 - -.L20: - vldx.8 vr0, (t8), t4 - vldx.8 vr1, (t9), t4 - vmulacaa.s8 vr6, vr0, vr1 - addu t9, t9, t4 - -.L21: - vpadd.s32.s vr0, vr6, vr6 - vpadd.s32.s vr0, vr0, vr0 - vadd.s32.s vr0, vr0, vr14 // sum - vshr.s32 vr0, vr0, vr8 - vclip.s32 vr0, vr0, 8 - vstu.8.1 vr0, (l5) - - addi t1, t1, 1 - br .L17 - -.L22: - movi a0, 0 - vldmu.8 vr12-vr15, (sp) - vldmu.8 vr8-vr11, (sp) - pop l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - .size shl_xt800v_convolve_HWC_q7_basic, .-shl_xt800v_convolve_HWC_q7_basic - -.weak csky_vdsp2_convolve_HWC_q7_basic -.set csky_vdsp2_convolve_HWC_q7_basic, shl_xt800v_convolve_HWC_q7_basic diff --git a/source/i805_opt/convolution/shl_xt800v_convolve_HWC_q7_fast_nonsquare.S b/source/i805_opt/convolution/shl_xt800v_convolve_HWC_q7_fast_nonsquare.S deleted file mode 100644 index 197c150c..00000000 --- a/source/i805_opt/convolution/shl_xt800v_convolve_HWC_q7_fast_nonsquare.S +++ /dev/null @@ -1,1433 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800v_convolve_HWC_q7_fast_nonsquare.S - * @brief Fast Q7 vresion of convolution (non-square shape). - * @version V1.0 - * @date 05. June 2018 - ******************************************************************************/ - -/* - * shl_xt800v_status shl_xt800v_convolve_HWC_q7_fast_nonsquare(const q7_t * Im_in, - * const uint16_t dim_im_in_x, - * const uint16_t dim_im_in_y, - * const uint16_t ch_im_in, - * const q7_t * wt, - * const uint16_t ch_im_out, - * const uint16_t dim_kernel_x, - * const uint16_t dim_kernel_y, - * const uint16_t padding_x, - * const uint16_t padding_y, - * const uint16_t stride_x, - * const uint16_t stride_y, - * const q7_t * bias, - * const uint16_t bias_shift, - * const uint16_t out_shift, - * q7_t * Im_out, - * const uint16_t dim_im_out_x, - * const uint16_t dim_im_out_y, - * q15_t * bufferA) - * - */ - - .file "shl_xt800v_convolve_HWC_q7_fast_nonsquare.S" - .section .text.shl_xt800v_convolve_HWC_q7_fast_nonsquare,"ax",@progbits - .align 2 - .global shl_xt800v_convolve_HWC_q7_fast_nonsquare - .type shl_xt800v_convolve_HWC_q7_fast_nonsquare, @function - -shl_xt800v_convolve_HWC_q7_fast_nonsquare: - push l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - subi sp, sp, 64 - vstm.8 vr8-vr11, (sp) - subi sp, sp, 64 - vstm.8 vr12-vr15, (sp) - ld.w l0, (sp, 0xac) // wt - ld.hs l1, (sp, 0xb0) // ch_im_out - ld.hs l2, (sp, 0xb4) // dim_kernel_x - ld.hs l3, (sp, 0xb8) // dim_kernel_y - ld.hs l5, (sp, 0xd0) // bias_shift - vdupg.32 vr15, l5 - ld.hs l6, (sp, 0xd4) // out_shift - movi l7, 1 - subi l8, l6, 1 - lsl l7, l7, l8 - vdupg.32 vr14, l7 // NN_ROUND - ld.w l5, (sp, 0xd8) // *im_out - ld.hs l6, (sp, 0xdc) // dim_im_out_x - ld.hs l7, (sp, 0xe0) // dim_im_out_y - ld.w l8, (sp, 0xe4) // *bufferA - mult l9, l2, l3 // ch_im_in * dim_kernel_x * dim_kernel_y - mult l9, l9, a3 - - /* top part */ - movi t0, 0 // i_out_y - -.L0: - ld.hs t9, (sp, 0xc0) // padding_y - cmplt t0, t9 // i_out_y < padding_y - bf .L41 - - movi t1, 0 // i_out_x - -.L1: - cmplt t1, l6 // i_out_x < dim_im_out_x - bf .L15 - - ld.hs t8, (sp, 0xc0) // padding_y - ld.hs t9, (sp, 0xc8) // stride_y - mult t2, t0, t9 // i_ker_y = i_out_y * stride_y - subu t2, t2, t8 - addu t3, t2, l3 // i_out_y * stride_y - padding_y + dim_kernel_y - -.L2: - cmplt t2, t3 - bf .L13 - - ld.hs t8, (sp, 0xbc) // padding_x - ld.hs t9, (sp, 0xc4) // stride_x - mult t4, t1, t9 // i_ker_x = i_out_x * stride_x - subu t4, t4, t8 - addu t5, t4, l2 // i_out_x * stride - padding_x + dim_kernel_x - -.L3: - cmplt t4, t5 - bf .L12 - - movi t6, 0 - cmplt t2, t6 - bt .L10 - cmphs t2, a2 - bt .L10 - cmplt t4, t6 - bt .L10 - cmphs t4, a1 - bt .L10 - -.L7: // else branch - mult t6, t2, a1 // (i_ker_y * dim_im_in_x + i_ker_x)*ch_im_in - addu t6, t6, t4 - mult t6, t6, a3 - addu t6, t6, a0 // pSrc - - lsri t7, a3, 4 // ch_im_in >> 5u - bez t7, .L9 - -.L8: - vldmu.8 vr0-vr0, (t6) - vstmu.8 vr0-vr0, (l8) - - bnezad t7, .L8 - -.L9: - andi t7, a3, 15 // ch_im_in & 15u - bez t7, .L11 - - vldx.8 vr0, (t6), t7 - vstx.8 vr0, (l8), t7 - addu l8, l8, t7 - br .L11 - -.L10: - vmovi.8 vr0, 0 - lsri t6, a3, 4 // ch_im_in >> 4u(if branch) - bez t6, .L5 - -.L4: - vstmu.8 vr0-vr0, (l8) // 0 padding - - bnezad t6, .L4 - -.L5: - andi t6, a3, 15 // ch_im_in & 7u - bez t6, .L11 - -.L6: - vstx.8 vr0, (l8), t6 - addu l8, l8, t6 - -.L11: - addi t4, t4, 1 - br .L3 - -.L12: - addi t2, t2, 1 - br .L2 - -.L13: - ld.w t9, (sp, 0xe4) // *bufferA - lsli lr, l9, 1 - addu lr, t9, lr // bufferA + 2 * l9 - cmpne l8, lr - bt .L14 - - ld.w l4, (sp, 0xcc) // bias - mov t9, l0 - lsri t6, l1, 2 // rowCnt = ch_im_out >> 2u - bez t6, .L35 - -.L30: - ld.w l8, (sp, 0xe4) // *bufferA - addu lr, l8, l9 // *pB2 = pB + numCol_A - - vldu.8.4 vr0, (l4) - vmov.s8.e vr0, vr0 - vmov.s16.e vr12, vr0 - vshl.s32.s vr12, vr12, vr15 // sum0, ... sum3 + bias - vadd.s32.s vr12, vr12, vr14 // + NN_ROUND - - vor.32 vr13, vr12, vr12 // 4 diff kernels a time, sum4, ... sum7 - vmovi.8 vr4, 0 - vmovi.8 vr5, 0 - vmovi.8 vr6, 0 - vmovi.8 vr7, 0 - vmovi.8 vr8, 0 - vmovi.8 vr9, 0 - vmovi.8 vr10, 0 - vmovi.8 vr11, 0 - - lsri t7, l9, 4 // colCnt = numCol_A >> 4u - bez t7, .L32 - -.L31: - mov t8, t9 - vldmu.8 vr0-vr0, (l8) // load 16 data from col1 - vldmu.8 vr1-vr1, (lr) // load 16 data from col2 - vldmru.8 vr2-vr3, (t8), l9 // load 16 data from kernel 1 and 2 - vmulacaa.s8 vr4, vr2, vr0 - vmulacaa.s8 vr5, vr3, vr0 - vmulacaa.s8 vr8, vr2, vr1 - vmulacaa.s8 vr9, vr3, vr1 - vldmru.8 vr2-vr3, (t8), l9 // load 16 data form kernel 3 and 4 - vmulacaa.s8 vr6, vr2, vr0 - vmulacaa.s8 vr7, vr3, vr0 - vmulacaa.s8 vr10, vr2, vr1 - vmulacaa.s8 vr11, vr3, vr1 - - addi t9, t9, 16 - bnezad t7, .L31 - -.L32: - andi t7, l9, 15 // colCnt = numCol_A & 15u - bez t7, .L34 - -.L33: - mov t8, t9 - vldx.8 vr0, (l8), t7 // load x data from col1 - vldx.8 vr1, (lr), t7 // load x data from col2 - vldx.8 vr2, (t8), t7 // load x data from kernel 1 - addu t8, t8, l9 - vldx.8 vr3, (t8), t7 // load x data from kernel 2 - addu t8, t8, l9 - vmulacaa.s8 vr4, vr2, vr0 - vmulacaa.s8 vr5, vr3, vr0 - vmulacaa.s8 vr8, vr2, vr1 - vmulacaa.s8 vr9, vr3, vr1 - vldx.8 vr2, (t8), t7 - addu t8, t8, l9 - vldx.8 vr3, (t8), t7 - addu t8, t8, l9 - vmulacaa.s8 vr6, vr2, vr0 - vmulacaa.s8 vr7, vr3, vr0 - vmulacaa.s8 vr10, vr2, vr1 - vmulacaa.s8 vr11, vr3, vr1 - addu t9, t9, t7 - -.L34: - ld.hs t7, (sp, 0xd4) // out_shift - vdupg.32 vr0, t7 - vpadd.s32.s vr4, vr4, vr5 - vpadd.s32.s vr5, vr6, vr7 - vpadd.s32.s vr4, vr4, vr5 - vadd.s32.s vr12, vr12, vr4 - vpadd.s32.s vr8, vr8, vr9 - vpadd.s32.s vr9, vr10, vr11 - vpadd.s32.s vr8, vr8, vr9 - vadd.s32.s vr13, vr13, vr8 - vshr.s32 vr12, vr12, vr0 - vshr.s32 vr13, vr13, vr0 - vclip.s32 vr0, vr12, 8 - vclip.s32 vr2, vr13, 8 - vmov.32.l vr0, vr0, vr0 - vmov.16.l vr0, vr0, vr0 - vstu.8.4 vr0, (l5) - vmov.32.l vr2, vr2, vr2 - vmov.16.l vr2, vr2, vr2 - addu t7, l5, l1 - subi t7, t7, 4 - vstu.8.4 vr2, (t7) - - lsli t8, l9, 2 - addu t9, t9, t8 - subu t9, t9, l9 - bnezad t6, .L30 - -.L35: - andi t6, l1, 3 // ch_im_out % 0x4u - bez t6, .L40 - mov t8, t9 - -.L36: - ld.w l8, (sp, 0xe4) // *bufferA - addu lr, l8, l9 // *pB2 = pB + numCol_A - - vldu.8.1 vr0, (l4) - vmov.s8.e vr0, vr0 - vmov.s16.e vr12, vr0 - vshl.s32.s vr12, vr12, vr15 // sum0, sum1 + bias - vor.32 vr13, vr12, vr12 - - lsri t7, l9, 4 // colCnt = numCol_A >> 4u - bez t7, .L37 - -.L38: - vldmu.8 vr0-vr0, (l8) // load 16 data from col1 - vldmu.8 vr1-vr1, (lr) // load 16 data from col2 - vldmu.8 vr2-vr2, (t8) // load 16 data from kernel 1 - vmulacaa.s8 vr12, vr0, vr2 - vmulacaa.s8 vr13, vr1, vr2 - - bnezad t7, .L38 - -.L37: - andi t7, l9, 15 // colCnt = numCol_A & 15u - bez t7, .L39 - - vldx.8 vr0, (l8), t7 // load x data from col1 - vldx.8 vr1, (lr), t7 // load x data from col2 - vldx.8 vr2, (t8), t7 // load x data from kernel 1 - addu t8, t8, t7 - vmulacaa.s8 vr12, vr0, vr2 - vmulacaa.s8 vr13, vr1, vr2 - -.L39: - vpadd.s32.s vr12, vr12, vr12 - vpadd.s32.s vr12, vr12, vr12 - vadd.s32.s vr12, vr12, vr14 // + NN_ROUND - vpadd.s32.s vr13, vr13, vr13 - vpadd.s32.s vr13, vr13, vr13 - vadd.s32.s vr13, vr13, vr14 // + NN_ROUND - ld.hs t7, (sp, 0xd4) // out_shift - vdupg.32 vr0, t7 - vshr.s32 vr12, vr12, vr0 - vshr.s32 vr13, vr13, vr0 - vclip.s32 vr12, vr12, 8 - vclip.s32 vr13, vr13, 8 - vstu.8.1 vr12, (l5) - addu t7, l5, l1 - subi t7, t7, 1 - vstu.8.1 vr13, (t7) - - bnezad t6, .L36 - -.L40: - addu l5, l5, l1 - ld.w l8, (sp, 0xe4) // *bufferA - -.L14: - addi t1, t1, 1 - br .L1 - -.L15: - addi t0, t0, 1 - br .L0 - - /* middle part */ -.L41: - ld.hs t9, (sp, 0xc0) // padding_y - subu t9, l7, t9 - cmplt t0, t9 // i_out_y < dim_in_out -padding - bf .L112 - - /* left part */ - movi t1, 0 // i_out_x - -.L42: - ld.hs t9, (sp, 0xbc) // padding_x - cmplt t1, t9 // i_out_x < padding_x - bf .L146 - - ld.hs t8, (sp, 0xc0) // padding_y - ld.hs t9, (sp, 0xc8) // stride_y - mult t2, t0, t9 // i_ker_y = i_out_y * stride_y - subu t2, t2, t8 - addu t3, t2, l3 // i_out_y * stride_y - padding_y + dim_kernel_y - -.L43: - cmplt t2, t3 - bf .L54 - - ld.hs t8, (sp, 0xbc) // padding_x - ld.hs t9, (sp, 0xc4) // stride_x - mult t4, t1, t9 // i_ker_x = i_out_x * stride_x - subu t4, t4, t8 - addu t5, t4, l2 // i_out_x * stride - padding_x + dim_kernel_x - -.L44: - cmplt t4, t5 - bf .L53 - - movi t6, 0 - cmplt t4, t6 - bt .L51 - cmphs t4, a1 - bt .L51 - -.L48: // else branch - mult t6, t2, a1 // (i_ker_y * dim_im_in_x + i_ker_x)*ch_im_in - addu t6, t6, t4 - mult t6, t6, a3 - addu t6, t6, a0 // pSrc - - lsri t7, a3, 4 // ch_im_in >> 5u - bez t7, .L50 - -.L49: - vldmu.8 vr0-vr0, (t6) - vstmu.8 vr0-vr0, (l8) - - bnezad t7, .L49 - -.L50: - andi t7, a3, 15 // ch_im_in & 15u - bez t7, .L52 - - vldx.8 vr0, (t6), t7 - vstx.8 vr0, (l8), t7 - addu l8, l8, t7 - br .L52 - -.L51: - vmovi.8 vr0, 0 - lsri t6, a3, 4 // ch_im_in >> 4u(if branch) - bez t6, .L46 - -.L45: - vstmu.8 vr0-vr0, (l8) // 0 padding - - bnezad t6, .L45 - -.L46: - andi t6, a3, 15 // ch_im_in & 7u - bez t6, .L52 - -.L47: - vstx.8 vr0, (l8), t6 - addu l8, l8, t6 - -.L52: - addi t4, t4, 1 - br .L44 - -.L53: - addi t2, t2, 1 - br .L43 - -.L54: - ld.w t9, (sp, 0xe4) // *bufferA - lsli lr, l9, 1 - addu lr, t9, lr // bufferA + 2 * l9 - cmpne l8, lr - bt .L66 - - ld.w l4, (sp, 0xcc) // bias - mov t9, l0 - lsri t6, l1, 2 // rowCnt = ch_im_out >> 2u - bez t6, .L60 - -.L55: - ld.w l8, (sp, 0xe4) // *bufferA - addu lr, l8, l9 // *pB2 = pB + numCol_A - - vldu.8.4 vr0, (l4) - vmov.s8.e vr0, vr0 - vmov.s16.e vr12, vr0 - vshl.s32.s vr12, vr12, vr15 // sum0, ... sum3 + bias - vadd.s32.s vr12, vr12, vr14 // + NN_ROUND - - vor.32 vr13, vr12, vr12 // 4 diff kernels a time, sum4, ... sum7 - vmovi.8 vr4, 0 - vmovi.8 vr5, 0 - vmovi.8 vr6, 0 - vmovi.8 vr7, 0 - vmovi.8 vr8, 0 - vmovi.8 vr9, 0 - vmovi.8 vr10, 0 - vmovi.8 vr11, 0 - - lsri t7, l9, 4 // colCnt = numCol_A >> 4u - bez t7, .L57 - -.L56: - mov t8, t9 - vldmu.8 vr0-vr0, (l8) // load 16 data from col1 - vldmu.8 vr1-vr1, (lr) // load 16 data from col2 - vldmru.8 vr2-vr3, (t8), l9 // load 16 data from kernel 1 and 2 - vmulacaa.s8 vr4, vr2, vr0 - vmulacaa.s8 vr5, vr3, vr0 - vmulacaa.s8 vr8, vr2, vr1 - vmulacaa.s8 vr9, vr3, vr1 - vldmru.8 vr2-vr3, (t8), l9 // load 16 data form kernel 3 and 4 - vmulacaa.s8 vr6, vr2, vr0 - vmulacaa.s8 vr7, vr3, vr0 - vmulacaa.s8 vr10, vr2, vr1 - vmulacaa.s8 vr11, vr3, vr1 - - addi t9, t9, 16 - bnezad t7, .L56 - -.L57: - andi t7, l9, 15 // colCnt = numCol_A & 15u - bez t7, .L59 - -.L58: - mov t8, t9 - vldx.8 vr0, (l8), t7 // load x data from col1 - vldx.8 vr1, (lr), t7 // load x data from col2 - vldx.8 vr2, (t8), t7 // load x data from kernel 1 - addu t8, t8, l9 - vldx.8 vr3, (t8), t7 // load x data from kernel 2 - addu t8, t8, l9 - vmulacaa.s8 vr4, vr2, vr0 - vmulacaa.s8 vr5, vr3, vr0 - vmulacaa.s8 vr8, vr2, vr1 - vmulacaa.s8 vr9, vr3, vr1 - vldx.8 vr2, (t8), t7 - addu t8, t8, l9 - vldx.8 vr3, (t8), t7 - addu t8, t8, l9 - vmulacaa.s8 vr6, vr2, vr0 - vmulacaa.s8 vr7, vr3, vr0 - vmulacaa.s8 vr10, vr2, vr1 - vmulacaa.s8 vr11, vr3, vr1 - addu t9, t9, t7 - -.L59: - ld.hs t7, (sp, 0xd4) // out_shift - vdupg.32 vr0, t7 - vpadd.s32.s vr4, vr4, vr5 - vpadd.s32.s vr5, vr6, vr7 - vpadd.s32.s vr4, vr4, vr5 - vadd.s32.s vr12, vr12, vr4 - vpadd.s32.s vr8, vr8, vr9 - vpadd.s32.s vr9, vr10, vr11 - vpadd.s32.s vr8, vr8, vr9 - vadd.s32.s vr13, vr13, vr8 - vshr.s32 vr12, vr12, vr0 - vshr.s32 vr13, vr13, vr0 - vclip.s32 vr0, vr12, 8 - vclip.s32 vr2, vr13, 8 - vmov.32.l vr0, vr0, vr0 - vmov.16.l vr0, vr0, vr0 - vstu.8.4 vr0, (l5) - vmov.32.l vr2, vr2, vr2 - vmov.16.l vr2, vr2, vr2 - addu t7, l5, l1 - subi t7, t7, 4 - vstu.8.4 vr2, (t7) - - lsli t8, l9, 2 - addu t9, t8, t9 - subu t9, t9, l9 - bnezad t6, .L55 - -.L60: - andi t6, l1, 3 // ch_im_out % 0x4u - bez t6, .L65 - mov t8, t9 - -.L61: - ld.w l8, (sp, 0xe4) // *bufferA - addu lr, l8, l9 // *pB2 = pB + numCol_A - - vldu.8.1 vr0, (l4) - vmov.s8.e vr0, vr0 - vmov.s16.e vr12, vr0 - vshl.s32.s vr12, vr12, vr15 // sum0, sum1 + bias - vor.32 vr13, vr12, vr12 - - lsri t7, l9, 4 // colCnt = numCol_A >> 4u - bez t7, .L62 - -.L63: - vldmu.8 vr0-vr0, (l8) // load 16 data from col1 - vldmu.8 vr1-vr1, (lr) // load 16 data from col2 - vldmu.8 vr2-vr2, (t8) // load 16 data from kernel 1 - vmulacaa.s8 vr12, vr0, vr2 - vmulacaa.s8 vr13, vr1, vr2 - - bnezad t7, .L63 - -.L62: - andi t7, l9, 15 // colCnt = numCol_A & 15u - bez t7, .L64 - - vldx.8 vr0, (l8), t7 // load x data from col1 - vldx.8 vr1, (lr), t7 // load x data from col2 - vldx.8 vr2, (t8), t7 // load x data from kernel 1 - addu t8, t8, t7 - vmulacaa.s8 vr12, vr0, vr2 - vmulacaa.s8 vr13, vr1, vr2 - -.L64: - vpadd.s32.s vr12, vr12, vr12 - vpadd.s32.s vr12, vr12, vr12 - vadd.s32.s vr12, vr12, vr14 // + NN_ROUND - vpadd.s32.s vr13, vr13, vr13 - vpadd.s32.s vr13, vr13, vr13 - vadd.s32.s vr13, vr13, vr14 // + NN_ROUND - ld.hs t7, (sp, 0xd4) // out_shift - vdupg.32 vr0, t7 - vshr.s32 vr12, vr12, vr0 - vshr.s32 vr13, vr13, vr0 - vclip.s32 vr12, vr12, 8 - vclip.s32 vr13, vr13, 8 - vstu.8.1 vr12, (l5) - addu t7, l5, l1 - subi t7, t7, 1 - vstu.8.1 vr13, (t7) - - bnezad t6, .L61 - -.L65: - addu l5, l5, l1 - ld.w l8, (sp, 0xe4) // *bufferA - -.L66: - addi t1, t1, 1 - br .L42 - -.L67: - addi t0, t0, 1 - br .L41 - - /* mid part */ - -.L146: - mult t7, a3, l2 // ch_im_in * dim_kernel_x - -.L68: - ld.hs t9, (sp, 0xbc) // padding_x - subu t9, l6, t9 - cmplt t1, t9 // i_out_x < dim_in_out_x -padding_x - bf .L86 - - ld.hs t8, (sp, 0xc0) // padding_y - ld.hs t9, (sp, 0xc8) // stride_y - mult t2, t0, t9 // i_ker_y = i_out_y * stride_y - subu t2, t2, t8 - addu t3, t2, l3 // i_out_y * stride_y - padding_y + dim_kernel_y - -.L69: - cmplt t2, t3 - bf .L73 - - ld.hs t8, (sp, 0xbc) // padding_x - ld.hs t9, (sp, 0xc4) // stride_x - mult t4, t2, a1 // i_ker_y * dim_im_in_x - mult t5, t1, t9 // i_out_x * stride_x - addu t4, t4, t5 - subu t4, t4, t8 - mult t4, t4, a3 - addu t4, t4, a0 // pSrc - - lsri t5, t7, 4 - bez t5, .L71 - -.L70: - vldmu.8 vr0-vr0, (t4) - vstmu.8 vr0-vr0, (l8) - - bnezad t5, .L70 - -.L71: - andi t5, t7, 15 - bez t5, .L72 - vldx.8 vr0, (t4), t5 - vstx.8 vr0, (l8), t5 - addu l8, l8, t5 - -.L72: - addi t2, t2, 1 - br .L69 - -.L73: - ld.w t9, (sp, 0xe4) // *bufferA - lsli lr, l9, 1 - addu lr, t9, lr // bufferA + 2 * l9 - cmpne l8, lr - bt .L85 - - ld.w l4, (sp, 0xcc) // bias - mov t9, l0 - lsri t5, l1, 2 // rowCnt = ch_im_out >> 2u - bez t5, .L79 - -.L74: - ld.w l8, (sp, 0xe4) // *bufferA - addu lr, l8, l9 // *pB2 = pB + numCol_A - - vldu.8.4 vr0, (l4) - vmov.s8.e vr0, vr0 - vmov.s16.e vr12, vr0 - vshl.s32.s vr12, vr12, vr15 // sum0, ... sum3 + bias - vadd.s32.s vr12, vr12, vr14 // + NN_ROUND - - vor.32 vr13, vr12, vr12 // 4 diff kernels a time, sum4, ... sum7 - vmovi.8 vr4, 0 - vmovi.8 vr5, 0 - vmovi.8 vr6, 0 - vmovi.8 vr7, 0 - vmovi.8 vr8, 0 - vmovi.8 vr9, 0 - vmovi.8 vr10, 0 - vmovi.8 vr11, 0 - - lsri t6, l9, 4 // colCnt = numCol_A >> 4u - bez t6, .L76 - -.L75: - mov t8, t9 - vldmu.8 vr0-vr0, (l8) // load 16 data from col1 - vldmu.8 vr1-vr1, (lr) // load 16 data from col2 - vldmru.8 vr2-vr3, (t8), l9 // load 16 data from kernel 1 and 2 - vmulacaa.s8 vr4, vr2, vr0 - vmulacaa.s8 vr5, vr3, vr0 - vmulacaa.s8 vr8, vr2, vr1 - vmulacaa.s8 vr9, vr3, vr1 - vldmru.8 vr2-vr3, (t8), l9 // load 16 data form kernel 3 and 4 - vmulacaa.s8 vr6, vr2, vr0 - vmulacaa.s8 vr7, vr3, vr0 - vmulacaa.s8 vr10, vr2, vr1 - vmulacaa.s8 vr11, vr3, vr1 - - addi t9, t9, 16 - bnezad t6, .L75 - -.L76: - andi t6, l9, 15 // colCnt = numCol_A & 15u - bez t6, .L78 - -.L77: - mov t8, t9 - vldx.8 vr0, (l8), t6 // load x data from col1 - vldx.8 vr1, (lr), t6 // load x data from col2 - vldx.8 vr2, (t8), t6 // load x data from kernel 1 - addu t8, t8, l9 - vldx.8 vr3, (t8), t6 // load x data from kernel 2 - addu t8, t8, l9 - vmulacaa.s8 vr4, vr2, vr0 - vmulacaa.s8 vr5, vr3, vr0 - vmulacaa.s8 vr8, vr2, vr1 - vmulacaa.s8 vr9, vr3, vr1 - vldx.8 vr2, (t8), t6 - addu t8, t8, l9 - vldx.8 vr3, (t8), t6 - addu t8, t8, l9 - vmulacaa.s8 vr6, vr2, vr0 - vmulacaa.s8 vr7, vr3, vr0 - vmulacaa.s8 vr10, vr2, vr1 - vmulacaa.s8 vr11, vr3, vr1 - addu t9, t9, t6 - -.L78: - ld.hs t6, (sp, 0xd4) // out_shift - vdupg.32 vr0, t6 - vpadd.s32.s vr4, vr4, vr5 - vpadd.s32.s vr5, vr6, vr7 - vpadd.s32.s vr4, vr4, vr5 - vadd.s32.s vr12, vr12, vr4 - vpadd.s32.s vr8, vr8, vr9 - vpadd.s32.s vr9, vr10, vr11 - vpadd.s32.s vr8, vr8, vr9 - vadd.s32.s vr13, vr13, vr8 - vshr.s32 vr12, vr12, vr0 - vshr.s32 vr13, vr13, vr0 - vclip.s32 vr0, vr12, 8 - vclip.s32 vr2, vr13, 8 - vmov.32.l vr0, vr0, vr0 - vmov.16.l vr0, vr0, vr0 - vstu.8.4 vr0, (l5) - vmov.32.l vr2, vr2, vr2 - vmov.16.l vr2, vr2, vr2 - addu t6, l5, l1 - subi t6, t6, 4 - vstu.8.4 vr2, (t6) - - lsli t8, l9, 2 - addu t9, t9, t8 - subu t9, t9, l9 - bnezad t5, .L74 - -.L79: - andi t5, l1, 3 // ch_im_out % 0x4u - bez t5, .L84 - mov t8, t9 - -.L80: - ld.w l8, (sp, 0xe4) // *bufferA - addu lr, l8, l9 // *pB2 = pB + numCol_A - - vldu.8.1 vr0, (l4) - vmov.s8.e vr0, vr0 - vmov.s16.e vr12, vr0 - vshl.s32.s vr12, vr12, vr15 // sum0, sum1 + bias - vor.32 vr13, vr12, vr12 - - lsri t6, l9, 4 // colCnt = numCol_A >> 4u - bez t6, .L82 - -.L81: - vldmu.8 vr0-vr0, (l8) // load 16 data from col1 - vldmu.8 vr1-vr1, (lr) // load 16 data from col2 - vldmu.8 vr2-vr2, (t8) // load 16 data from kernel 1 - vmulacaa.s8 vr12, vr0, vr2 - vmulacaa.s8 vr13, vr1, vr2 - - bnezad t6, .L81 - -.L82: - andi t6, l9, 15 // colCnt = numCol_A & 15u - bez t6, .L83 - - vldx.8 vr0, (l8), t6 // load x data from col1 - vldx.8 vr1, (lr), t6 // load x data from col2 - vldx.8 vr2, (t8), t6 // load x data from kernel 1 - addu t8, t8, t6 - vmulacaa.s8 vr12, vr0, vr2 - vmulacaa.s8 vr13, vr1, vr2 - -.L83: - vpadd.s32.s vr12, vr12, vr12 - vpadd.s32.s vr12, vr12, vr12 - vadd.s32.s vr12, vr12, vr14 // + NN_ROUND - vpadd.s32.s vr13, vr13, vr13 - vpadd.s32.s vr13, vr13, vr13 - vadd.s32.s vr13, vr13, vr14 // + NN_ROUND - ld.hs t6, (sp, 0xd4) // out_shift - vdupg.32 vr0, t6 - vshr.s32 vr12, vr12, vr0 - vshr.s32 vr13, vr13, vr0 - vclip.s32 vr12, vr12, 8 - vclip.s32 vr13, vr13, 8 - vstu.8.1 vr12, (l5) - addu t6, l5, l1 - subi t6, t6, 1 - vstu.8.1 vr13, (t6) - - bnezad t5, .L80 - -.L84: - addu l5, l5, l1 - ld.w l8, (sp, 0xe4) // *bufferA - -.L85: - addi t1, t1, 1 - br .L68 - - /* right part */ -.L86: - cmplt t1, l6 // i_out_x < dim_im_out_x - bf .L111 - - ld.hs t8, (sp, 0xc0) // padding_y - ld.hs t9, (sp, 0xc8) // stride_y - mult t2, t0, t9 // i_ker_y = i_out_y * stride_y - subu t2, t2, t8 - addu t3, t2, l3 // i_out_y * stride_y - padding_y + dim_kernel_y - -.L87: - cmplt t2, t3 - bf .L98 - - ld.hs t8, (sp, 0xbc) // padding_x - ld.hs t9, (sp, 0xc4) // stride_x - mult t4, t1, t9 // i_ker_x = i_out_x * stride_x - subu t4, t4, t8 - addu t5, t4, l2 // i_out_x * stride - padding_x + dim_kernel_x - -.L88: - cmplt t4, t5 - bf .L97 - - movi t6, 0 - cmplt t4, t6 - bt .L95 - cmphs t4, a1 - bt .L95 - -.L92: // else branch - mult t6, t2, a1 // (i_ker_y * dim_im_in_x + i_ker_x)*ch_im_in - addu t6, t6, t4 - mult t6, t6, a3 - addu t6, t6, a0 // pSrc - - lsri t7, a3, 4 // ch_im_in >> 4u - bez t7, .L94 - -.L93: - vldmu.8 vr0-vr0, (t6) - vstmu.8 vr0-vr0, (l8) - - bnezad t7, .L93 - -.L94: - andi t7, a3, 15 // ch_im_in & 15u - bez t7, .L96 - - vldx.8 vr0, (t6), t7 - vstx.8 vr0, (l8), t7 - addu l8, l8, t7 - br .L96 - -.L95: - vmovi.8 vr0, 0 - lsri t6, a3, 4 // ch_im_in >> 4u(if branch) - bez t6, .L90 - -.L89: - vstmu.8 vr0-vr0, (l8) // 0 padding - - bnezad t6, .L89 - -.L90: - andi t6, a3, 15 // ch_im_in & 15u - bez t6, .L96 - -.L91: - vstx.8 vr0, (l8), t6 - addu l8, l8, t6 - -.L96: - addi t4, t4, 1 - br .L88 - -.L97: - addi t2, t2, 1 - br .L87 - -.L98: - ld.w t9, (sp, 0xe4) // *bufferA - lsli lr, l9, 1 - addu lr, t9, lr // bufferA + 2 * l9 - cmpne l8, lr - bt .L110 - - ld.w l4, (sp, 0xcc) // bias - mov t9, l0 - lsri t6, l1, 2 // rowCnt = ch_im_out >> 2u - bez t6, .L104 - -.L99: - ld.w l8, (sp, 0xe4) // *bufferA - addu lr, l8, l9 // *pB2 = pB + numCol_A - - vldu.8.4 vr0, (l4) - vmov.s8.e vr0, vr0 - vmov.s16.e vr12, vr0 - vshl.s32.s vr12, vr12, vr15 // sum0, ... sum3 + bias - vadd.s32.s vr12, vr12, vr14 // + NN_ROUND - - vor.32 vr13, vr12, vr12 // 4 diff kernels a time, sum4, ... sum7 - vmovi.8 vr4, 0 - vmovi.8 vr5, 0 - vmovi.8 vr6, 0 - vmovi.8 vr7, 0 - vmovi.8 vr8, 0 - vmovi.8 vr9, 0 - vmovi.8 vr10, 0 - vmovi.8 vr11, 0 - - lsri t7, l9, 4 // colCnt = numCol_A >> 4u - bez t7, .L101 - -.L100: - mov t8, t9 - vldmu.8 vr0-vr0, (l8) // load 16 data from col1 - vldmu.8 vr1-vr1, (lr) // load 16 data from col2 - vldmru.8 vr2-vr3, (t8), l9 // load 16 data from kernel 1 and 2 - vmulacaa.s8 vr4, vr2, vr0 - vmulacaa.s8 vr5, vr3, vr0 - vmulacaa.s8 vr8, vr2, vr1 - vmulacaa.s8 vr9, vr3, vr1 - vldmru.8 vr2-vr3, (t8), l9 // load 16 data form kernel 3 and 4 - vmulacaa.s8 vr6, vr2, vr0 - vmulacaa.s8 vr7, vr3, vr0 - vmulacaa.s8 vr10, vr2, vr1 - vmulacaa.s8 vr11, vr3, vr1 - - addi t9, t9, 16 - bnezad t7, .L100 - -.L101: - andi t7, l9, 15 // colCnt = numCol_A & 15u - bez t7, .L103 - -.L102: - mov t8, t9 - vldx.8 vr0, (l8), t7 // load x data from col1 - vldx.8 vr1, (lr), t7 // load x data from col2 - vldx.8 vr2, (t8), t7 // load x data from kernel 1 - addu t8, t8, l9 - vldx.8 vr3, (t8), t7 // load x data from kernel 2 - addu t8, t8, l9 - vmulacaa.s8 vr4, vr2, vr0 - vmulacaa.s8 vr5, vr3, vr0 - vmulacaa.s8 vr8, vr2, vr1 - vmulacaa.s8 vr9, vr3, vr1 - vldx.8 vr2, (t8), t7 - addu t8, t8, l9 - vldx.8 vr3, (t8), t7 - addu t8, t8, l9 - vmulacaa.s8 vr6, vr2, vr0 - vmulacaa.s8 vr7, vr3, vr0 - vmulacaa.s8 vr10, vr2, vr1 - vmulacaa.s8 vr11, vr3, vr1 - addu t9, t9, t7 - -.L103: - ld.hs t7, (sp, 0xd4) // out_shift - vdupg.32 vr0, t7 - vpadd.s32.s vr4, vr4, vr5 - vpadd.s32.s vr5, vr6, vr7 - vpadd.s32.s vr4, vr4, vr5 - vadd.s32.s vr12, vr12, vr4 - vpadd.s32.s vr8, vr8, vr9 - vpadd.s32.s vr9, vr10, vr11 - vpadd.s32.s vr8, vr8, vr9 - vadd.s32.s vr13, vr13, vr8 - vshr.s32 vr12, vr12, vr0 - vshr.s32 vr13, vr13, vr0 - vclip.s32 vr0, vr12, 8 - vclip.s32 vr2, vr13, 8 - vmov.32.l vr0, vr0, vr0 - vmov.16.l vr0, vr0, vr0 - vstu.8.4 vr0, (l5) - vmov.32.l vr2, vr2, vr2 - vmov.16.l vr2, vr2, vr2 - addu t7, l5, l1 - subi t7, t7, 4 - vstu.8.4 vr2, (t7) - - lsli t8, l9, 2 - addu t9, t9, t8 - subu t9, t9, l9 - bnezad t6, .L99 - -.L104: - andi t6, l1, 3 // ch_im_out % 0x4u - bez t6, .L109 - mov t8, t9 - -.L105: - ld.w l8, (sp, 0xe4) // *bufferA - addu lr, l8, l9 // *pB2 = pB + numCol_A - - vldu.8.1 vr0, (l4) - vmov.s8.e vr0, vr0 - vmov.s16.e vr12, vr0 - vshl.s32.s vr12, vr12, vr15 // sum0, sum1 + bias - vor.32 vr13, vr12, vr12 - - lsri t7, l9, 4 // colCnt = numCol_A >> 4u - bez t7, .L106 - -.L107: - vldmu.8 vr0-vr0, (l8) // load 16 data from col1 - vldmu.8 vr1-vr1, (lr) // load 16 data from col2 - vldmu.8 vr2-vr2, (t8) // load 16 data from kernel 1 - vmulacaa.s8 vr12, vr0, vr2 - vmulacaa.s8 vr13, vr1, vr2 - - bnezad t7, .L107 - -.L106: - andi t7, l9, 15 // colCnt = numCol_A & 15u - bez t7, .L108 - - vldx.8 vr0, (l8), t7 // load x data from col1 - vldx.8 vr1, (lr), t7 // load x data from col2 - vldx.8 vr2, (t8), t7 // load x data from kernel 1 - addu t8, t8, t7 - vmulacaa.s8 vr12, vr0, vr2 - vmulacaa.s8 vr13, vr1, vr2 - -.L108: - vpadd.s32.s vr12, vr12, vr12 - vpadd.s32.s vr12, vr12, vr12 - vadd.s32.s vr12, vr12, vr14 // + NN_ROUND - vpadd.s32.s vr13, vr13, vr13 - vpadd.s32.s vr13, vr13, vr13 - vadd.s32.s vr13, vr13, vr14 // + NN_ROUND - ld.hs t7, (sp, 0xd4) // out_shift - vdupg.32 vr0, t7 - vshr.s32 vr12, vr12, vr0 - vshr.s32 vr13, vr13, vr0 - vclip.s32 vr12, vr12, 8 - vclip.s32 vr13, vr13, 8 - vstu.8.1 vr12, (l5) - addu t7, l5, l1 - subi t7, t7, 1 - vstu.8.1 vr13, (t7) - - bnezad t6, .L105 - -.L109: - addu l5, l5, l1 - ld.w l8, (sp, 0xe4) // *bufferA - -.L110: - addi t1, t1, 1 - br .L86 - -.L111: - addi t0, t0, 1 - br .L41 - - /* bottom part */ -.L112: - cmplt t0, l7 // i_out_y < dim_im_out_y - bf .L139 - - movi t1, 0 - -.L113: - cmplt t1, l6 // i_out_x < dim_im_out_x - bf .L138 - - ld.hs t8, (sp, 0xc0) // padding_y - ld.hs t9, (sp, 0xc8) // stride_y - mult t2, t0, t9 // i_ker_y = i_out_y * stride_y - subu t2, t2, t8 - addu t3, t2, l3 // i_out_y * stride_y - padding_y + dim_kernel_y - -.L114: - cmplt t2, t3 - bf .L125 - - ld.hs t8, (sp, 0xbc) // padding_x - ld.hs t9, (sp, 0xc4) // stride_x - mult t4, t1, t9 // i_ker_x = i_out_x * stride_x - subu t4, t4, t8 - addu t5, t4, l2 // i_out_x * stride - padding_x + dim_kernel_x - -.L115: - cmplt t4, t5 - bf .L124 - - movi t6, 0 - cmplt t2, t6 - bt .L122 - cmphs t2, a2 - bt .L122 - cmplt t4, t6 - bt .L122 - cmphs t4, a1 - bt .L122 - -.L119: // else branch - mult t6, t2, a1 // (i_ker_y * dim_im_in_x + i_ker_x)*ch_im_in - addu t6, t6, t4 - mult t6, t6, a3 - addu t6, t6, a0 // pSrc - - lsri t7, a3, 4 // ch_im_in >> 4u - bez t7, .L121 - -.L120: - vldmu.8 vr0-vr0, (t6) - vstmu.8 vr0-vr0, (l8) - - bnezad t7, .L120 - -.L121: - andi t7, a3, 15 // ch_im_in & 15u - bez t7, .L123 - - vldx.8 vr0, (t6), t7 - vstx.8 vr0, (l8), t7 - addu l8, l8, t7 - br .L123 - -.L122: - vmovi.8 vr0, 0 - lsri t6, a3, 4 // ch_im_in >> 4u(if branch) - bez t6, .L117 - -.L116: - vstmu.8 vr0-vr0, (l8) // 0 padding - - bnezad t6, .L116 - -.L117: - andi t6, a3, 15 // ch_im_in & 15u - bez t6, .L123 - -.L118: - vstx.8 vr0, (l8), t6 - addu l8, l8, t6 - -.L123: - addi t4, t4, 1 - br .L115 - -.L124: - addi t2, t2, 1 - br .L114 - -.L125: - ld.w t9, (sp, 0xe4) // *bufferA - lsli lr, l9, 1 - addu lr, t9, lr // bufferA + 2 * l9 - cmpne l8, lr - bt .L137 - - ld.w l4, (sp, 0xcc) // bias - mov t9, l0 - lsri t6, l1, 2 // rowCnt = ch_im_out >> 2u - bez t6, .L131 - -.L126: - ld.w l8, (sp, 0xe4) // *bufferA - addu lr, l8, l9 // *pB2 = pB + numCol_A - - vldu.8.4 vr0, (l4) - vmov.s8.e vr0, vr0 - vmov.s16.e vr12, vr0 - vshl.s32.s vr12, vr12, vr15 // sum0, ... sum3 + bias - vadd.s32.s vr12, vr12, vr14 // + NN_ROUND - - vor.32 vr13, vr12, vr12 // 4 diff kernels a time, sum4, ... sum7 - vmovi.8 vr4, 0 - vmovi.8 vr5, 0 - vmovi.8 vr6, 0 - vmovi.8 vr7, 0 - vmovi.8 vr8, 0 - vmovi.8 vr9, 0 - vmovi.8 vr10, 0 - vmovi.8 vr11, 0 - - lsri t7, l9, 4 // colCnt = numCol_A >> 4u - bez t7, .L128 - -.L127: - mov t8, t9 - vldmu.8 vr0-vr0, (l8) // load 16 data from col1 - vldmu.8 vr1-vr1, (lr) // load 16 data from col2 - vldmru.8 vr2-vr3, (t8), l9 // load 16 data from kernel 1 and 2 - vmulacaa.s8 vr4, vr2, vr0 - vmulacaa.s8 vr5, vr3, vr0 - vmulacaa.s8 vr8, vr2, vr1 - vmulacaa.s8 vr9, vr3, vr1 - vldmru.8 vr2-vr3, (t8), l9 // load 16 data form kernel 3 and 4 - vmulacaa.s8 vr6, vr2, vr0 - vmulacaa.s8 vr7, vr3, vr0 - vmulacaa.s8 vr10, vr2, vr1 - vmulacaa.s8 vr11, vr3, vr1 - - addi t9, t9, 16 - bnezad t7, .L127 - -.L128: - andi t7, l9, 15 // colCnt = numCol_A & 15u - bez t7, .L130 - -.L129: - mov t8, t9 - vldx.8 vr0, (l8), t7 // load x data from col1 - vldx.8 vr1, (lr), t7 // load x data from col2 - vldx.8 vr2, (t8), t7 // load x data from kernel 1 - addu t8, t8, l9 - vldx.8 vr3, (t8), t7 // load x data from kernel 2 - addu t8, t8, l9 - vmulacaa.s8 vr4, vr2, vr0 - vmulacaa.s8 vr5, vr3, vr0 - vmulacaa.s8 vr8, vr2, vr1 - vmulacaa.s8 vr9, vr3, vr1 - vldx.8 vr2, (t8), t7 - addu t8, t8, l9 - vldx.8 vr3, (t8), t7 - addu t8, t8, l9 - vmulacaa.s8 vr6, vr2, vr0 - vmulacaa.s8 vr7, vr3, vr0 - vmulacaa.s8 vr10, vr2, vr1 - vmulacaa.s8 vr11, vr3, vr1 - addu t9, t9, t7 - -.L130: - ld.hs t7, (sp, 0xd4) // out_shift - vdupg.32 vr0, t7 - vpadd.s32.s vr4, vr4, vr5 - vpadd.s32.s vr5, vr6, vr7 - vpadd.s32.s vr4, vr4, vr5 - vadd.s32.s vr12, vr12, vr4 - vpadd.s32.s vr8, vr8, vr9 - vpadd.s32.s vr9, vr10, vr11 - vpadd.s32.s vr8, vr8, vr9 - vadd.s32.s vr13, vr13, vr8 - vshr.s32 vr12, vr12, vr0 - vshr.s32 vr13, vr13, vr0 - vclip.s32 vr0, vr12, 8 - vclip.s32 vr2, vr13, 8 - vmov.32.l vr0, vr0, vr0 - vmov.16.l vr0, vr0, vr0 - vstu.8.4 vr0, (l5) - vmov.32.l vr2, vr2, vr2 - vmov.16.l vr2, vr2, vr2 - addu t7, l5, l1 - subi t7, t7, 4 - vstu.8.4 vr2, (t7) - - lsli t8, l9, 2 - addu t9, t9, t8 - subu t9, t9, l9 - bnezad t6, .L126 - -.L131: - andi t6, l1, 3 // ch_im_out % 0x4u - bez t6, .L136 - mov t8, t9 - -.L132: - ld.w l8, (sp, 0xe4) // *bufferA - addu lr, l8, l9 // *pB2 = pB + numCol_A - - vldu.8.1 vr0, (l4) - vmov.s8.e vr0, vr0 - vmov.s16.e vr12, vr0 - vshl.s32.s vr12, vr12, vr15 // sum0, sum1 + bias - vor.32 vr13, vr12, vr12 - - lsri t7, l9, 4 // colCnt = numCol_A >> 4u - bez t7, .L134 - -.L133: - vldmu.8 vr0-vr0, (l8) // load 16 data from col1 - vldmu.8 vr1-vr1, (lr) // load 16 data from col2 - vldmu.8 vr2-vr2, (t8) // load 16 data from kernel 1 - vmulacaa.s8 vr12, vr0, vr2 - vmulacaa.s8 vr13, vr1, vr2 - - bnezad t7, .L133 - -.L134: - andi t7, l9, 15 // colCnt = numCol_A & 15u - bez t7, .L135 - - vldx.8 vr0, (l8), t7 // load x data from col1 - vldx.8 vr1, (lr), t7 // load x data from col2 - vldx.8 vr2, (t8), t7 // load x data from kernel 1 - addu t8, t8, t7 - vmulacaa.s8 vr12, vr0, vr2 - vmulacaa.s8 vr13, vr1, vr2 - -.L135: - vpadd.s32.s vr12, vr12, vr12 - vpadd.s32.s vr12, vr12, vr12 - vadd.s32.s vr12, vr12, vr14 // + NN_ROUND - vpadd.s32.s vr13, vr13, vr13 - vpadd.s32.s vr13, vr13, vr13 - vadd.s32.s vr13, vr13, vr14 // + NN_ROUND - ld.hs t7, (sp, 0xd4) // out_shift - vdupg.32 vr0, t7 - vshr.s32 vr12, vr12, vr0 - vshr.s32 vr13, vr13, vr0 - vclip.s32 vr12, vr12, 8 - vclip.s32 vr13, vr13, 8 - vstu.8.1 vr12, (l5) - addu t7, l5, l1 - subi t7, t7, 1 - vstu.8.1 vr13, (t7) - - bnezad t6, .L132 - -.L136: - addu l5, l5, l1 - ld.w l8, (sp, 0xe4) // *bufferA - -.L137: - addi t1, t1, 1 - br .L113 - -.L138: - addi t0, t0, 1 - br .L112 - - /* check for left-over */ -.L139: - ld.w t7, (sp, 0xe4) // *bufferA - cmpne l8, t7 - bf .L145 - - ld.hs t6, (sp, 0xd4) // out_shift - ld.w l4, (sp, 0xcc) // bias - vdupg.32 vr8, t6 - movi t1, 0 - mov t9, l0 - -.L140: - cmplt t1, l1 // i < ch_im_out - bf .L145 - - vldu.8.1 vr0, (l4) - vmov.s8.e vr0, vr0 - vmov.s16.e vr6, vr0 - vshl.s32.s vr6, vr6, vr15 - - mov t8, t7 // *pB = bufferA - lsri t4, l9, 4 // colCnt - bez t4, .L142 - -.L141: - vldmu.8 vr0-vr0, (t8) // col - vldmu.8 vr1-vr1, (t9) // kernel - vmulacaa.s8 vr6, vr0, vr1 - - bnezad t4, .L141 - -.L142: - andi t4, l9, 15 // colCnt - bez t4, .L144 - -.L143: - vldx.8 vr0, (t8), t4 - vldx.8 vr1, (t9), t4 - vmulacaa.s8 vr6, vr0, vr1 - addu t9, t9, t4 - -.L144: - vpadd.s32.s vr0, vr6, vr6 - vpadd.s32.s vr0, vr0, vr0 - vadd.s32.s vr0, vr0, vr14 - vshr.s32 vr0, vr0, vr8 - vclip.s32 vr0, vr0, 8 - vstu.8.1 vr0, (l5) - - addi t1, t1, 1 - br .L140 - -.L145: - movi a0, 0 - vldmu.8 vr12-vr15, (sp) - vldmu.8 vr8-vr11, (sp) - pop l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - .size shl_xt800v_convolve_HWC_q7_fast_nonsquare, .-shl_xt800v_convolve_HWC_q7_fast_nonsquare - -.weak csky_vdsp2_convolve_HWC_q7_fast_nonsquare -.set csky_vdsp2_convolve_HWC_q7_fast_nonsquare, shl_xt800v_convolve_HWC_q7_fast_nonsquare diff --git a/source/i805_opt/convolution/shl_xt800v_depthwise_separable_conv_HWC_q7.S b/source/i805_opt/convolution/shl_xt800v_depthwise_separable_conv_HWC_q7.S deleted file mode 100644 index b215d39a..00000000 --- a/source/i805_opt/convolution/shl_xt800v_depthwise_separable_conv_HWC_q7.S +++ /dev/null @@ -1,325 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800v_depthwise_separable_conv_HWC_q7.S - * @brief Q7 depthwise separable convolution function. - * @version V1.0 - * @date 05. June 2018 - ******************************************************************************/ - -/* - *shl_xt800v_status shl_xt800v_depthwise_separable_conv_HWC_q7(const q7_t * Im_in, - * const uint16_t dim_im_in, - * const uint16_t ch_im_in, - * const q7_t * wt, - * const uint16_t ch_im_out, - * const uint16_t dim_kernel, - * const uint16_t padding, - * const uint16_t stride, - * const q7_t * bias, - * const uint16_t bias_shift, - * const uint16_t out_shift, - * q7_t * Im_out, - * const uint16_t dim_im_out, - * q15_t * bufferA) - */ - - .file "shl_xt800v_depthwise_separable_conv_HWC_q7.S" - .section .text.shl_xt800v_depthwise_separatable_conv_HWC_q7,"ax",@progbits - .align 2 - .global shl_xt800v_depthwise_separable_conv_HWC_q7 - .type shl_xt800v_depthwise_separable_conv_HWC_q7, @function - -shl_xt800v_depthwise_separable_conv_HWC_q7: - push l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - subi sp, sp, 64 - vstm.8 vr8-vr11, (sp) - subi sp, sp, 64 - vstm.8 vr12-vr15, (sp) - ld.hs l0, (sp, 0xac) // ch_im_out - ld.hs l1, (sp, 0xb0) // dim_kernel - ld.hs l2, (sp, 0xb4) // padding - ld.hs l3, (sp, 0xb8) // stride - ld.hs l5, (sp, 0xc0) // bias_shift - vdupg.32 vr15, l5 - ld.hs l6, (sp, 0xc4) // out_shift - movi l7, 1 - subi l8, l6, 1 - lsl l7, l7, l8 - vdupg.32 vr14, l7 // NN_ROUND - ld.w l5, (sp, 0xc8) // *im_out - ld.hs l6, (sp, 0xcc) // dim_im_out - ld.w l7, (sp, 0xd0) // *bufferB - mult l9, l1, l1 // dim_kernel * dim_kernel - mov l8, l7 - mov lr, l8 - - movi t0, 0 // i_out_y - -.L0: - cmplt t0, l6 // i_out_y < dim_im_out - bf .L16 - - movi t1, 0 // i_out_x - -.L1: - cmplt t1, l6 // i_out_x < dim_im_out - bf .L15 - - mult t2, t0, l3 // i_ker_y = i_out_y * stride - subu t2, t2, l2 - addu t3, t2, l1 // i_out_y * stride - padding + dim_kernel - -.L2: - cmplt t2, t3 - bf .L13 - - mult t4, t1, l3 // i_ker_x = i_out_x * stride - subu t4, t4, l2 - addu t5, t4, l1 // i_out_x * stride - padding + dim_kernel - -.L3: - cmplt t4, t5 - bf .L12 - - movi t6, 0 - cmplt t2, t6 - bt .L10 - cmphs t2, a1 - bt .L10 - cmplt t4, t6 - bt .L10 - cmphs t4, a1 - bt .L10 - -.L7: // else branch - mult t6, t2, a1 // (i_ker_y * dim_im_in + i_ker_x)*ch_im_in - addu t6, t6, t4 - mult t6, t6, a2 - addu t6, t6, a0 // pSrc - - lsri t7, a2, 4 // ch_im_in >> 5u - bez t7, .L9 - -.L8: - vldmu.8 vr0-vr0, (t6) - vstmu.8 vr0-vr0, (l7) - - bnezad t7, .L8 - -.L9: - andi t7, a2, 15 // ch_im_in & 15u - bez t7, .L11 - - vldx.8 vr0, (t6), t7 - vstx.8 vr0, (l7), t7 - addu l7, l7, t7 - br .L11 - -.L10: - vmovi.8 vr8, 0 - lsri t6, a2, 4 // ch_im_in >> 4u(if branch) - bez t6, .L5 - -.L4: - vstmu.8 vr8-vr8, (l7) // 0 padding - - bnezad t6, .L4 - -.L5: - andi t6, a2, 15 // ch_im_in & 7u - bez t6, .L11 - -.L6: - vstx.8 vr8, (l7), t6 - addu l7, l7, t6 - -.L11: - addi t4, t4, 1 - br .L3 - -.L12: - addi t2, t2, 1 - br .L2 - -.L13: - ld.w l4, (sp, 0xbc) // *bias - mov t9, a3 - lsri t6, l0, 4 // rowCnt = ch_im_out >> 4u - bez t6, .L35 - -.L30: - mov l7, lr // *bufferB - mov t8, t9 - - vldmu.8 vr0-vr0, (l4) // 16 diff kernel a time - vmov.s8.e vr0, vr0 - vmov.s16.e vr10, vr0 - vmov.s16.e vr12, vr1 - vshl.s32.s vr10, vr10, vr15 // sum0, ... sum3 + bias - vshl.s32.s vr11, vr11, vr15 // sum4, ... sum7 + bias - vshl.s32.s vr12, vr12, vr15 // sum8, ... sum11 + bias - vshl.s32.s vr13, vr13, vr15 // sum12, ... sum15 + bias - vadd.s32.s vr10, vr10, vr14 // + NN_ROUND - vadd.s32.s vr11, vr11, vr14 - vadd.s32.s vr12, vr12, vr14 - vadd.s32.s vr13, vr13, vr14 - vmovi.8 vr6, 0 - vmovi.8 vr7, 0 - vmovi.8 vr8, 0 - vmovi.8 vr9, 0 - - lsri t7, l9, 1 // colCnt = numCol_A >> 2u - bez t7, .L32 - -.L31: - vldmru.8 vr0-vr1, (l7), a2 // load 16 data from diff channels - vldmru.8 vr2-vr3, (t8), a2 // load 16 diff kernels - vmul.s8.e vr4, vr0, vr2 - vadd.s16.x vr6, vr6, vr4 - vadd.s16.x vr8, vr8, vr5 - - vmul.s8.e vr4, vr1, vr3 - vadd.s16.x vr6, vr6, vr4 - vadd.s16.x vr8, vr8, vr5 - - bnezad t7, .L31 - -.L32: - andi t7, l9, 1 // colCnt = numCol_A & 1u - bez t7, .L34 - -.L33: - vldmru.8 vr0-vr0, (l7), a2 // load x data from diff channels - vldmru.8 vr1-vr1, (t8), a2 // load x kernels - vmul.s8.e vr2, vr0, vr1 - vadd.s16.x vr6, vr6, vr2 - vadd.s16.x vr8, vr8, vr3 - -.L34: - ld.hs t7, (sp, 0xc4) // out_shift - vdupg.32 vr0, t7 - vadd.s32.s vr10, vr10, vr6 - vadd.s32.s vr11, vr11, vr7 - vadd.s32.s vr12, vr12, vr8 - vadd.s32.s vr13, vr13, vr9 - vshr.s32 vr10, vr10, vr0 - vshr.s32 vr11, vr11, vr0 - vshr.s32 vr12, vr12, vr0 - vshr.s32 vr13, vr13, vr0 - vmov.s32.sl vr0, vr10, vr11 - vmov.s32.sl vr1, vr12, vr13 - vmov.s16.sl vr0, vr0, vr1 - vstmu.8 vr0-vr0, (l5) - - addi lr, lr, 16 - addi t9, t9, 16 - bnezad t6, .L30 - -.L35: - andi t6, l0, 15 // ch_im_out % 0x10u - bez t6, .L40 - -.L36: - mov l7, lr // *pB - mov t8, t9 // *pA - - vldx.8 vr0, (l4), t6 - vmov.s8.e vr0, vr0 - vmov.s16.e vr10, vr0 - vmov.s16.e vr12, vr1 - vshl.s32.s vr10, vr10, vr15 // sum0, ... sumx + bias - vshl.s32.s vr11, vr11, vr15 - vshl.s32.s vr12, vr12, vr15 - vshl.s32.s vr13, vr13, vr15 - vadd.s32.s vr10, vr10, vr14 // + NN_ROUND - vadd.s32.s vr11, vr11, vr14 - vadd.s32.s vr12, vr12, vr14 - vadd.s32.s vr13, vr13, vr14 - vmovi.8 vr6, 0 - vmovi.8 vr7, 0 - vmovi.8 vr8, 0 - vmovi.8 vr9, 0 - - lsri t7, l9, 1 // colCnt = numCol_A >> 1u - bez t7, .L37 - -.L38: - vldmru.8 vr0-vr1, (l7), a2 // load 16 data from diff channels - vldmru.8 vr2-vr3, (t8), a2 // load 16 diff kernels - vmul.s8.e vr4, vr0, vr2 - vadd.s16.x vr6, vr6, vr4 - vadd.s16.x vr8, vr8, vr5 - - vmul.s8.e vr4, vr1, vr3 - vadd.s16.x vr6, vr6, vr4 - vadd.s16.x vr8, vr8, vr5 - - bnezad t7, .L38 - -.L37: - andi t7, l9, 1 // colCnt = numCol_A & 1u - bez t7, .L39 - -.L41: - vldmru.8 vr0-vr0, (l7), a2 // load x data from diff channels - vldmru.8 vr1-vr1, (t8), a2 // load x kernels - vmul.s8.e vr2, vr0, vr1 - vadd.s16.x vr6, vr6, vr2 - vadd.s16.x vr8, vr8, vr3 - - -.L39: - vadd.s32.s vr10, vr10, vr6 - vadd.s32.s vr11, vr11, vr7 - vadd.s32.s vr12, vr12, vr8 - vadd.s32.s vr13, vr13, vr9 - ld.hs t7, (sp, 0xc4) // out_shift - vdupg.32 vr0, t7 - vshr.s32 vr10, vr10, vr0 - vshr.s32 vr11, vr11, vr0 - vshr.s32 vr12, vr12, vr0 - vshr.s32 vr13, vr13, vr0 - vmov.s32.sl vr0, vr10, vr11 - vmov.s32.sl vr1, vr12, vr13 - vmov.s16.sl vr0, vr0, vr1 - vstx.8 vr0, (l5), t6 - addu l5, l5, t6 - -.L40: - mov l7, l8 // *bufferB - mov lr, l7 - -.L14: - addi t1, t1, 1 - br .L1 - -.L15: - addi t0, t0, 1 - br .L0 - -.L16: - movi a0, 0 - vldmu.8 vr12-vr15, (sp) - vldmu.8 vr8-vr11, (sp) - pop l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - .size shl_xt800v_depthwise_separable_conv_HWC_q7, .-shl_xt800v_depthwise_separable_conv_HWC_q7 - -.weak csky_vdsp2_depthwise_separable_conv_HWC_q7 -.set csky_vdsp2_depthwise_separable_conv_HWC_q7, shl_xt800v_depthwise_separable_conv_HWC_q7 diff --git a/source/i805_opt/convolution/shl_xt800v_depthwise_separable_conv_HWC_q7_nonsquare.S b/source/i805_opt/convolution/shl_xt800v_depthwise_separable_conv_HWC_q7_nonsquare.S deleted file mode 100644 index f1c97ea9..00000000 --- a/source/i805_opt/convolution/shl_xt800v_depthwise_separable_conv_HWC_q7_nonsquare.S +++ /dev/null @@ -1,344 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800v_depthwise_separable_conv_HWC_q7_nonsquare.S - * @brief Q7 depthwise separatble convolution function (non-square shape). - * @version V1.0 - * @date 05. June 2018 - ******************************************************************************/ - -/* - * shl_xt800v_status - * shl_xt800v_depthwise_separable_conv_HWC_q7_nonsquare(const q7_t * Im_in, - * const uint16_t dim_im_in_x, - * const uint16_t dim_im_in_y, - * const uint16_t ch_im_in, - * const q7_t * wt, - * const uint16_t ch_im_out, - * const uint16_t dim_kernel_x, - * const uint16_t dim_kernel_y, - * const uint16_t padding_x, - * const uint16_t padding_y, - * const uint16_t stride_x, - * const uint16_t stride_y, - * const q7_t * bias, - * const uint16_t bias_shift, - * const uint16_t out_shift, - * q7_t * Im_out, - * const uint16_t dim_im_out_x, - * const uint16_t dim_im_out_y, - * q15_t * bufferA) - * - */ - - .file "shl_xt800v_depthwise_separable_conv_HWC_q7_nonsquare.S" - .section .text.shl_xt800v_depthwise_separable_conv_HWC_q7_nonsquare,"ax",@progbits - .align 2 - .global shl_xt800v_depthwise_separable_conv_HWC_q7_nonsquare - .type shl_xt800v_depthwise_separable_conv_HWC_q7_nonsquare, @function - -shl_xt800v_depthwise_separable_conv_HWC_q7_nonsquare: - push l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - subi sp, sp, 64 - vstm.8 vr8-vr11, (sp) - subi sp, sp, 64 - vstm.8 vr12-vr15, (sp) - ld.w l0, (sp, 0xac) // wt - ld.hs l1, (sp, 0xb0) // ch_im_out - ld.hs l2, (sp, 0xb4) // dim_kernel_x - ld.hs l3, (sp, 0xb8) // dim_kernel_y - ld.hs l5, (sp, 0xd0) // bias_shift - vdupg.32 vr15, l5 - ld.hs l6, (sp, 0xd4) // out_shift - movi l7, 1 - subi l8, l6, 1 - lsl l7, l7, l8 - vdupg.32 vr14, l7 // NN_ROUND - ld.w l5, (sp, 0xd8) // *im_out - ld.hs l6, (sp, 0xdc) // dim_im_out_x - ld.hs l7, (sp, 0xe0) // dim_im_out_y - ld.w l8, (sp, 0xe4) // *bufferA - mult l9, l2, l3 // ch_im_in * dim_kernel_x * dim_kernel_y - mov lr, l8 - - movi t0, 0 // i_out_y - -.L0: - cmplt t0, l7 // i_out_y < dim_im_out_y - bf .L16 - - movi t1, 0 // i_out_x - -.L1: - cmplt t1, l6 // i_out_x < dim_im_out_x - bf .L15 - - ld.hs t8, (sp, 0xc0) // padding_y - ld.hs t9, (sp, 0xc8) // stride_y - mult t2, t0, t9 // i_ker_y = i_out_y * stride_y - subu t2, t2, t8 - addu t3, t2, l3 // i_out_y * stride_y - padding_y + dim_kernel_y - -.L2: - cmplt t2, t3 - bf .L13 - - ld.hs t8, (sp, 0xbc) // padding_x - ld.hs t9, (sp, 0xc4) // stride_x - mult t4, t1, t9 // i_ker_x = i_out_x * stride_x - subu t4, t4, t8 - addu t5, t4, l2 // i_out_x * stride - padding_x + dim_kernel_x - -.L3: - cmplt t4, t5 - bf .L12 - - movi t6, 0 - cmplt t2, t6 - bt .L10 - cmphs t2, a2 - bt .L10 - cmplt t4, t6 - bt .L10 - cmphs t4, a1 - bt .L10 - -.L7: // else branch - mult t6, t2, a1 // (i_ker_y * dim_im_in_x + i_ker_x)*ch_im_in - addu t6, t6, t4 - mult t6, t6, a3 - addu t6, t6, a0 // pSrc - - lsri t7, a3, 4 // ch_im_in >> 5u - bez t7, .L9 - -.L8: - vldmu.8 vr0-vr0, (t6) - vstmu.8 vr0-vr0, (l8) - - bnezad t7, .L8 - -.L9: - andi t7, a3, 15 // ch_im_in & 15u - bez t7, .L11 - - vldx.8 vr0, (t6), t7 - vstx.8 vr0, (l8), t7 - addu l8, l8, t7 - br .L11 - -.L10: - vmovi.8 vr0, 0 - lsri t6, a3, 4 // ch_im_in >> 4u(if branch) - bez t6, .L5 - -.L4: - vstmu.8 vr0-vr0, (l8) // 0 padding - - bnezad t6, .L4 - -.L5: - andi t6, a3, 15 // ch_im_in & 15u - bez t6, .L11 - -.L6: - vstx.8 vr0, (l8), t6 - addu l8, l8, t6 - -.L11: - addi t4, t4, 1 - br .L3 - -.L12: - addi t2, t2, 1 - br .L2 - -.L13: - ld.w l4, (sp, 0xcc) // bias - mov t9, l0 - lsri t6, l1, 4 // rowCnt = ch_im_out >> 4u - bez t6, .L35 - -.L30: - mov l8, lr // *pB - mov t8, t9 // *pA - - vldmu.8 vr0-vr0, (l4) - vmov.s8.e vr0, vr0 - vmov.s16.e vr10, vr0 - vmov.s16.e vr12, vr1 - vshl.s32.s vr10, vr10, vr15 // sum0, ... sum3 + bias - vshl.s32.s vr11, vr11, vr15 // sum4, ... sum7 + bias - vshl.s32.s vr12, vr12, vr15 // sum8, ... sum11 + bias - vshl.s32.s vr13, vr13, vr15 // sum12, ... sum15 + bias - vadd.s32.s vr10, vr10, vr14 // + NN_ROUND - vadd.s32.s vr11, vr11, vr14 - vadd.s32.s vr12, vr12, vr14 - vadd.s32.s vr13, vr13, vr14 - vmovi.8 vr6, 0 - vmovi.8 vr7, 0 - vmovi.8 vr8, 0 - vmovi.8 vr9, 0 - - lsri t7, l9, 1 // colCnt = numCol_A >> 2u - bez t7, .L32 - -.L31: - vldmru.8 vr0-vr1, (l8), a3 // load 16 data from diff in channel - vldmru.8 vr2-vr3, (t8), a3 // load 16 diff kernels - vmul.s8.e vr4, vr0, vr2 - vadd.s16.x vr6, vr6, vr4 - vadd.s16.x vr8, vr8, vr5 - - vmul.s8.e vr4, vr1, vr3 - vadd.s16.x vr6, vr6, vr4 - vadd.s16.x vr8, vr8, vr5 - - bnezad t7, .L31 - -.L32: - andi t7, l9, 1 // colCnt = numCol_A & 1u - bez t7, .L34 - -.L33: - vldmru.8 vr0-vr0, (l8), a3 // load 16 data from diff in channel - vldmru.8 vr1-vr1, (t8), a3 // load 16 diff kernels - vmul.s8.e vr2, vr0, vr1 - vadd.s16.x vr6, vr6, vr2 - vadd.s16.x vr8, vr8, vr3 - -.L34: - ld.hs t7, (sp, 0xd4) // out_shift - vdupg.32 vr0, t7 - vadd.s32.s vr10, vr10, vr6 - vadd.s32.s vr11, vr11, vr7 - vadd.s32.s vr12, vr12, vr8 - vadd.s32.s vr13, vr13, vr9 - vshr.s32 vr10, vr10, vr0 - vshr.s32 vr11, vr11, vr0 - vshr.s32 vr12, vr12, vr0 - vshr.s32 vr13, vr13, vr0 - vclip.s32 vr10, vr10, 8 - vclip.s32 vr11, vr11, 8 - vclip.s32 vr12, vr12, 8 - vclip.s32 vr13, vr13, 8 - vmov.32.l vr0, vr10, vr11 - vmov.32.l vr1, vr12, vr13 - vmov.16.l vr0, vr0, vr1 - vstmu.8 vr0-vr0, (l5) - - addi t9, t9, 16 - addi lr, lr, 16 - bnezad t6, .L30 - -.L35: - andi t6, l1, 15 // ch_im_out % 0x10u - bez t6, .L40 - -.L36: - mov l8, lr // *pB - mov t8, t9 // *pA - - vldx.8 vr0, (l4), t6 - vmov.s8.e vr0, vr0 - vmov.s16.e vr10, vr0 - vmov.s16.e vr12, vr1 - vshl.s32.s vr10, vr10, vr15 // sum0, ... sumx + bias - vshl.s32.s vr11, vr11, vr15 - vshl.s32.s vr12, vr12, vr15 - vshl.s32.s vr13, vr13, vr15 - vadd.s32.s vr10, vr10, vr14 // + NN_ROUND - vadd.s32.s vr11, vr11, vr14 - vadd.s32.s vr12, vr12, vr14 - vadd.s32.s vr13, vr13, vr14 - vmovi.8 vr6, 0 - vmovi.8 vr7, 0 - vmovi.8 vr8, 0 - vmovi.8 vr9, 0 - - lsri t7, l9, 1 // colCnt = numCol_A >> 1u - bez t7, .L37 - -.L38: - vldmru.8 vr0-vr1, (l8), a3 // load 16 data from diff in channel - vldmru.8 vr2-vr3, (t8), a3 // load 16 diff kernels - vmul.s8.e vr4, vr0, vr2 - vadd.s16.x vr6, vr6, vr4 - vadd.s16.x vr8, vr8, vr5 - - vmul.s8.e vr4, vr1, vr3 - vadd.s16.x vr6, vr6, vr4 - vadd.s16.x vr8, vr8, vr5 - - bnezad t7, .L38 - -.L37: - andi t7, l9, 1 // colCnt = numCol_A & 1u - bez t7, .L39 - -.L41: - vldmru.8 vr0-vr0, (l8), a3 // load 16 data from diff in channel - vldmru.8 vr1-vr1, (t8), a3 // load 16 diff kernels - vmul.s8.e vr2, vr0, vr1 - vadd.s16.x vr6, vr6, vr2 - vadd.s16.x vr8, vr8, vr3 - - -.L39: - vadd.s32.s vr10, vr10, vr6 - vadd.s32.s vr11, vr11, vr7 - vadd.s32.s vr12, vr12, vr8 - vadd.s32.s vr13, vr13, vr9 - ld.hs t7, (sp, 0xd4) // out_shift - vdupg.32 vr0, t7 - vshr.s32 vr10, vr10, vr0 - vshr.s32 vr11, vr11, vr0 - vshr.s32 vr12, vr12, vr0 - vshr.s32 vr13, vr13, vr0 - vclip.s32 vr10, vr10, 8 - vclip.s32 vr11, vr11, 8 - vclip.s32 vr12, vr12, 8 - vclip.s32 vr13, vr13, 8 - vmov.32.l vr0, vr10, vr11 - vmov.32.l vr1, vr12, vr13 - vmov.16.l vr0, vr0, vr1 - vstx.8 vr0, (l5), t6 - addu l5, l5, t6 - -.L40: - ld.w l8, (sp, 0xe4) // *bufferA - mov lr, l8 - -.L14: - addi t1, t1, 1 - br .L1 - -.L15: - addi t0, t0, 1 - br .L0 - -.L16: - movi a0, 0 - vldmu.8 vr12-vr15, (sp) - vldmu.8 vr8-vr11, (sp) - pop l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - .size shl_xt800v_depthwise_separable_conv_HWC_q7_nonsquare, .-shl_xt800v_depthwise_separable_conv_HWC_q7_nonsquare - -.weak csky_vdsp2_depthwise_separable_conv_HWC_q7_nonsquare -.set csky_vdsp2_depthwise_separable_conv_HWC_q7_nonsquare, shl_xt800v_depthwise_separable_conv_HWC_q7_nonsquare diff --git a/source/i805_opt/fully-connect/shl_i805_fullyconnected_8.S b/source/i805_opt/fully-connect/shl_i805_fullyconnected_8.S deleted file mode 100644 index be57763f..00000000 --- a/source/i805_opt/fully-connect/shl_i805_fullyconnected_8.S +++ /dev/null @@ -1,254 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -/****************************************************************************** - * @file shl_i805_fullyconnected_8.S - * @brief uint8 basic fully-connected layer function. - * @version V1.0 - * @date 9. Jul 2021 - ******************************************************************************/ - -/* - void shl_i805_fullyconnected_opt_u8(uint8_t * input_data, - uint8_t * weight_data, - int32_t * bias_data, - uint8_t * output_data, - int32_t in_nodes, - int32_t out_nodes, - int32_t input_zero_point, - int32_t weight_zero_point, - int32_t output_zero_point, - int32_t output_multi, - int32_t output_shift) - - Algorithm works as follows: - (1) perform verctor(input) matrix(weight) multiplication - (2) input[vector] * weight[matrix]: - 1 x 4lines: 1 x [4*loop_16 + 4*tail_16] --> loop out_nodes / 4 - 1 x 1lines: 1 x [1*loop_16 + 1*tail_16] --> loop out_nodes % 4 - (3) input[vector]: 1 x in_nodes - weight[matrix]: out_nodes x in_nodes - - register definition: - a0: bias_data - a1: output_data - a2: input_data - a3: weight_data - vr0: bias - vr1-vr4: weight - vr6-vr9: accumulate temp for input * weight - vr7: accumulate temp - vr8: accumulate temp - vr9: accumulate temp - -*/ - - .file "shl_i805_fullyconnected_8.S" - .section .text.shl_i805_fullyconnected_opt_u8,"ax",@progbits - .align 2 - .global shl_i805_fullyconnected_opt_u8 - .type shl_i805_fullyconnected_opt_u8, @function - -shl_i805_fullyconnected_opt_u8: - push l0, l1, l2, l3, l4, l5, l6, l7 - subi sp, sp, 64 - vstm.8 vr8-vr11, (sp) - subi sp, sp, 64 - vstm.8 vr12-vr15, (sp) - - ld.w l0, (sp, 0xa0) // in_nodes - ld.w l1, (sp, 0xa4) // out_nodes - ld.w l2, (sp, 0xa8) // input_zp - ld.w l3, (sp, 0xac) // weight_zp - ld.w l4, (sp, 0xb0) // output_zp - ld.w l5, (sp, 0xb4) // out_mult - ld.w l6, (sp, 0xb8) // out_shift - // ld.w l7, (sp, 0xbc) - - // z1 * z2 * k constraints: z1 * z2 * k < int32 - mult t3, l2, l3 - mult t3, l0, t3 // t3 = z1 * z2 * k - - vdupg.32 vr3, t3 // v10[0..3] = t3 B3 = z1 * z2 * k - vdupg.32 vr13, l4 // vr11[0..3] = z3 - - vdupg.8 vr14, l2 // input_z1 - vdupg.8 vr15, l3 // input_z2 - - vdupg.32 vr8, l5 // out_mult - vdupg.32 vr9, l6 // out_shift - - mov l7, a1 // save origin weight addr - - lsri t0, l1, 1 // n >> 1 - bez t0, .L5 - -.L0: - vldu.32.2 vr5, (a2) // load 2 int32 bias - - vmovi.8 vr6, 0 - vmovi.8 vr7, 0 - vmovi.8 vr10, 0 - vmovi.8 vr11, 0 - vmovi.8 vr12, 0 // clear vr6-vr9 - - mov l4, a0 // l4 = input_data - - lsri t1, l0, 4 // k >> 4 - bez t1, .L2 - -.L1: // 4 x 16 - mov l5, a1 // l5 = weight_data - vldmu.8 vr0-vr0, (l4) // vr0 = input_data - vldmru.8 vr1-vr2, (l5), l0 // load 2 lines weight_data - - vmulacaa.u8 vr6, vr0, vr1 // vr6 hold 4 acc temp result, vr6[0] = vr6[0] + acc(vr0[0..3] * vr1[0..3]); vr6[1] = vr6[1] + acc(vr0[4..7] * vr1[4..7]) ... - vmulacaa.u8 vr7, vr0, vr2 - - vmulacaa.u8 vr10, vr0, vr15 // acc(q1*z2) - vmulacaa.u8 vr11, vr1, vr14 - vmulacaa.u8 vr12, vr2, vr14 // acc(q2*z1) - - addi a1, a1, 16 // weight_data += 16 - bnezad t1, .L1 - -.L2: - andi t1, l0, 15 // t1 = col % 15 - bez t1, .L4 - -.L3: // 4 x tail - mov l5, a1 // weight pointer bump to the first line tail - vldx.8 vr0, (l4), t1 // load tail input_data - - vldx.8 vr1, (l5), t1 - addu l5, l5, l0 // weight pointer bump to next line - vldx.8 vr2, (l5), t1 - - vmulacaa.u8 vr6, vr0, vr1 - vmulacaa.u8 vr7, vr0, vr2 - - vmulacaa.u8 vr10, vr0, vr15 - vmulacaa.u8 vr11, vr1, vr14 - vmulacaa.u8 vr12, vr2, vr14 - -.L4: - vpadd.s32.s vr10, vr10, vr10 - vpadd.s32.s vr10, vr10, vr10 // vr10[0-3] = acc(q1*z2) - - vpadd.s32.s vr1, vr11, vr12 - vpadd.s32.s vr1, vr1, vr1 // vr1[0-1] = acc(q2*z1) - - vpadd.s32.s vr0, vr6, vr7 - vpadd.s32.s vr0, vr0, vr0 // vr0[0-1] = acc(q1*q2) - - vadd.s32.s vr1, vr1, vr10 - vadd.s32.s vr0, vr0, vr5 // +bias - vadd.s32.s vr0, vr0, vr3 // +z1*z2*k - vsub.s32.s vr0, vr0, vr1 - - vrmulh.s32.rs vr1, vr0, vr8 - vshr.s32 vr1, vr1, vr9 - vadd.s32 vr1, vr1, vr13 - vclip.u32 vr1, vr1, 8 // 上限可以不用管,只要保证下限 >=0 即可,所以也可以用 vmax - - vmov.u32.sl vr1, vr1, vr1 - vmov.u16.sl vr1, vr1, vr1 - vstu.8.2 vr1, (a3) // store 2 outputs - - lsli t1, l0, 1 - addu l7, l7, t1 - mov a1, l7 // weight_data addr + 4 lines - bnezad t0, .L0 // t0 - 1 > 0 ? - -.L5: - andi t0, l1, 1 // tail lines of weight_data < 4 - bez t0, .L10 - - -.L12: - vldu.32.1 vr5, (a2) // load bias_data one by one - - mov l4, a0 - mov l5, a1 - vmovi.8 vr6, 0 - vmovi.8 vr10, 0 // clear vr6-vr9 - vmovi.8 vr11, 0 // clear vr6-vr9 - - lsri t1, l0, 4 - bez t1, .L7 - -.L6: // 1 x 16 - vldmu.8 vr0-vr0, (l4) // load 16 input_data, and update addr - vldmu.8 vr1-vr1, (l5) // load 16 weight_data, and update addr - - vmulacaa.u8 vr6, vr0, vr1 - - vmulacaa.u8 vr10, vr0, vr15 - vmulacaa.u8 vr11, vr1, vr14 - - bnezad t1, .L6 - -.L7: - andi t1, l0, 15 // k & 15u - bez t1, .L9 - -.L8: // 1 x tail - vldx.8 vr0, (l4), t1 - vldx.8 vr1, (l5), t1 - addu l5, l5, t1 - - vmulacaa.u8 vr6, vr0, vr1 - - vmulacaa.u8 vr10, vr0, vr15 - vmulacaa.u8 vr11, vr1, vr14 - -.L9: - - vpadd.s32.s vr10, vr10, vr10 - vpadd.s32.s vr10, vr10, vr10 // vr10[0-3] = acc(q1*z2) - - vpadd.s32.s vr1, vr11, vr11 - vpadd.s32.s vr1, vr1, vr1 // vr1[0-3] = acc(q2*z1) - - vpadd.s32.s vr0, vr6, vr6 - vpadd.s32.s vr0, vr0, vr0 // vr0[0-1] = acc(q1*q2) - - vadd.s32.s vr1, vr1, vr10 - vadd.s32.s vr0, vr0, vr5 // +bias - vadd.s32.s vr0, vr0, vr3 // +z1*z2*k - vsub.s32.s vr0, vr0, vr1 - - vrmulh.s32.rs vr1, vr0, vr8 - vshr.s32 vr1, vr1, vr9 - vadd.s32 vr1, vr1, vr13 - vclip.u32 vr1, vr1, 8 // 其实上限可以不用管,只要保证下限 >=0 即可,所以也可以用vmax - - vmov.u32.sl vr1, vr1, vr1 - vmov.u16.sl vr1, vr1, vr1 - vstu.8.1 vr1, (a3) - - mov a1, l5 - bnezad t0, .L12 // tail_n -- - -.L10: - vldmu.8 vr12-vr15, (sp) - vldmu.8 vr8-vr11, (sp) - pop l0, l1, l2, l3, l4, l5, l6, l7 - .size shl_i805_fullyconnected_opt_u8, .-shl_i805_fullyconnected_opt_u8 diff --git a/source/i805_opt/fully-connect/shl_xt800v_fully_connected_mat_q7_vec_q15.S b/source/i805_opt/fully-connect/shl_xt800v_fully_connected_mat_q7_vec_q15.S deleted file mode 100644 index e9b2477f..00000000 --- a/source/i805_opt/fully-connect/shl_xt800v_fully_connected_mat_q7_vec_q15.S +++ /dev/null @@ -1,336 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800v_fully_connected_mat_q7_vec_q15.S - * @brief Mixed Q15-Q7 fully-connected layer function. - * @version V1.0 - * @date 31. May 2018 - ******************************************************************************/ - -/* - * shl_xt800v_status - * shl_xt800v_fully_connected_mat_q7_vec_q15(const q15_t * pV, - * const q7_t * pM, - * const uint16_t dim_vec, - * const uint16_t num_of_rows, - * const uint16_t bias_shift, - * const uint16_t out_shift, - * const q7_t * bias, - * q15_t * pOut) - */ - - .file "shl_xt800v_fully_connected_mat_q7_vec_q15.S" - .section .text.shl_xt800v_fully_connected_mat_q7_vec_q15,"ax",@progbits - .align 2 - .global shl_xt800v_fully_connected_mat_q7_vec_q15 - .type shl_xt800v_fully_connected_mat_q7_vec_q15, @function - -shl_xt800v_fully_connected_mat_q7_vec_q15: - push l0, l1, l2, l3, l4, l5, l6 - subi sp, sp, 64 - vstm.8 vr8-vr11, (sp) - subi sp, sp, 64 - vstm.8 vr12-vr15, (sp) - - ld.h l0, (sp, 0x9c) // bias_shift - vdupg.32 vr10, l0 - ld.h l1, (sp, 0xa0) // out_shift - vdupg.32 vr11, l1 - movi t0, 1 - subi l6, l1, 1 - lsl l6, t0, l6 // round value - vdupg.32 vr15, l6 - ld.w l2, (sp, 0xa4) // *bias - ld.w l3, (sp, 0xa8) // *pOut - mov l1, a1 - - lsri t0, a3, 4 // rowCnt = num_of_rows >> 4u - bez t0, .L5 - -.L0: - vldmu.8 vr0-vr0, (l2) - vmov.s8.e vr0, vr0 - vmov.s16.e vr6, vr0 - vmov.s16.e vr8, vr1 - vshl.s32 vr6, vr6, vr10 // sum0, ... sum3 - vshl.s32 vr7, vr7, vr10 // sum4, ... sum7 - vshl.s32 vr8, vr8, vr10 // sum8, ... sum11 - vshl.s32 vr9, vr9, vr10 // sum12, ... sum15 - vadd.s32.s vr6, vr6, vr15 // round - vadd.s32.s vr7, vr7, vr15 - vadd.s32.s vr8, vr8, vr15 - vadd.s32.s vr9, vr9, vr15 - - mov l4, a0 // pA = pV - - lsri t1, a2, 4 // colCnt = dim_vec >> 4u - bez t1, .L2 - -.L1: - mov l5, a1 // pB = pM - vldmu.16 vr0-vr1, (l4) // x0, ... x15 - vldmru.8 vr12-vr12, (l5), a2 // y00, ... y015 - vmov.s8.e vr12, vr12 - vmul.s16.e vr2, vr0, vr12 - vmula.s16.e vr2, vr1, vr13 - vadd.s32.s vr2, vr2, vr3 - - vldmru.8 vr12-vr12, (l5), a2 // y10, ... y115 - vmov.s8.e vr12, vr12 - vmul.s16.e vr3, vr0, vr12 - vmula.s16.e vr3, vr1, vr13 - vadd.s32.s vr3, vr3, vr4 - - vldmru.8 vr12-vr12, (l5), a2 // y20, ... y215 - vmov.s8.e vr12, vr12 - vmul.s16.e vr4, vr0, vr12 - vmula.s16.e vr4, vr1, vr13 - vadd.s32.s vr4, vr4, vr5 - - vldmru.8 vr12-vr12, (l5), a2 // y30, ... y315 - vmov.s8.e vr13, vr12 - vmul.s16.e vr12, vr0, vr13 - vmula.s16.e vr12, vr1, vr14 - vadd.s32.s vr5, vr12, vr13 - - vpadd.s32.s vr2, vr2, vr3 - vpadd.s32.s vr3, vr4, vr5 - vpadd.s32.s vr2, vr2, vr3 - vadd.s32.s vr6, vr6, vr2 // sum0, ... sum3 - - vldmru.8 vr12-vr12, (l5), a2 // y00, ... y015 - vmov.s8.e vr12, vr12 - vmul.s16.e vr2, vr0, vr12 - vmula.s16.e vr2, vr1, vr13 - vadd.s32.s vr2, vr2, vr3 - - vldmru.8 vr12-vr12, (l5), a2 // y10, ... y115 - vmov.s8.e vr12, vr12 - vmul.s16.e vr3, vr0, vr12 - vmula.s16.e vr3, vr1, vr13 - vadd.s32.s vr3, vr3, vr4 - - vldmru.8 vr12-vr12, (l5), a2 // y20, ... y215 - vmov.s8.e vr12, vr12 - vmul.s16.e vr4, vr0, vr12 - vmula.s16.e vr4, vr1, vr13 - vadd.s32.s vr4, vr4, vr5 - - vldmru.8 vr12-vr12, (l5), a2 // y30, ... y315 - vmov.s8.e vr13, vr12 - vmul.s16.e vr12, vr0, vr13 - vmula.s16.e vr12, vr1, vr14 - vadd.s32.s vr5, vr12, vr13 - - vpadd.s32.s vr2, vr2, vr3 - vpadd.s32.s vr3, vr4, vr5 - vpadd.s32.s vr2, vr2, vr3 - vadd.s32.s vr7, vr7, vr2 // sum4, ... sum7 - - vldmru.8 vr12-vr12, (l5), a2 // y00, ... y015 - vmov.s8.e vr12, vr12 - vmul.s16.e vr2, vr0, vr12 - vmula.s16.e vr2, vr1, vr13 - vadd.s32.s vr2, vr2, vr3 - - vldmru.8 vr12-vr12, (l5), a2 // y10, ... y115 - vmov.s8.e vr12, vr12 - vmul.s16.e vr3, vr0, vr12 - vmula.s16.e vr3, vr1, vr13 - vadd.s32.s vr3, vr3, vr4 - - vldmru.8 vr12-vr12, (l5), a2 // y20, ... y215 - vmov.s8.e vr12, vr12 - vmul.s16.e vr4, vr0, vr12 - vmula.s16.e vr4, vr1, vr13 - vadd.s32.s vr4, vr4, vr5 - - vldmru.8 vr12-vr12, (l5), a2 // y30, ... y315 - vmov.s8.e vr13, vr12 - vmul.s16.e vr12, vr0, vr13 - vmula.s16.e vr12, vr1, vr14 - vadd.s32.s vr5, vr12, vr13 - - vpadd.s32.s vr2, vr2, vr3 - vpadd.s32.s vr3, vr4, vr5 - vpadd.s32.s vr2, vr2, vr3 - vadd.s32.s vr8, vr8, vr2 // sum8, ... sum11 - - vldmru.8 vr12-vr12, (l5), a2 // y00, ... y015 - vmov.s8.e vr12, vr12 - vmul.s16.e vr2, vr0, vr12 - vmula.s16.e vr2, vr1, vr13 - vadd.s32.s vr2, vr2, vr3 - - vldmru.8 vr12-vr12, (l5), a2 // y10, ... y115 - vmov.s8.e vr12, vr12 - vmul.s16.e vr3, vr0, vr12 - vmula.s16.e vr3, vr1, vr13 - vadd.s32.s vr3, vr3, vr4 - - vldmru.8 vr12-vr12, (l5), a2 // y20, ... y215 - vmov.s8.e vr12, vr12 - vmul.s16.e vr4, vr0, vr12 - vmula.s16.e vr4, vr1, vr13 - vadd.s32.s vr4, vr4, vr5 - - vldmru.8 vr12-vr12, (l5), a2 // y30, ... y315 - vmov.s8.e vr13, vr12 - vmul.s16.e vr12, vr0, vr13 - vmula.s16.e vr12, vr1, vr14 - vadd.s32.s vr5, vr12, vr13 - - vpadd.s32.s vr2, vr2, vr3 - vpadd.s32.s vr3, vr4, vr5 - vpadd.s32.s vr2, vr2, vr3 - vadd.s32.s vr9, vr9, vr2 // sum0, ... sum3 - - addi a1, a1, 16 - bnezad t1, .L1 - -.L2: - andi t1, a2, 15 // colCnt = dim_vec % 15u - bez t1, .L4 - -.L3: - mov l5, a1 - vldu.16.1 vr0, (l4) - vldru.8.1 vr1, (l5), a2 - vldru.8.1 vr2, (l5), a2 - vldru.8.1 vr3, (l5), a2 - vldru.8.1 vr4, (l5), a2 - vpkg.8.4 vr1, vr1, 0, 0 - - vldru.8.1 vr2, (l5), a2 - vldru.8.1 vr3, (l5), a2 - vldru.8.1 vr4, (l5), a2 - vldru.8.1 vr5, (l5), a2 - vpkg.8.4 vr1, vr2, 0, 4 - - vldru.8.1 vr2, (l5), a2 - vldru.8.1 vr3, (l5), a2 - vldru.8.1 vr4, (l5), a2 - vldru.8.1 vr5, (l5), a2 - vpkg.8.4 vr1, vr2, 0, 8 - - vldru.8.1 vr2, (l5), a2 - vldru.8.1 vr3, (l5), a2 - vldru.8.1 vr4, (l5), a2 - vldru.8.1 vr5, (l5), a2 - vpkg.8.4 vr1, vr2, 0, 12 - - vmov.s8.e vr2, vr1 - vmuli.s16.e vr4, vr2, vr0, 0 - vmuli.s16.e vr2, vr3, vr0, 0 - - vadd.s32.s vr6, vr6, vr4 - vadd.s32.s vr7, vr7, vr5 - vadd.s32.s vr8, vr8, vr2 - vadd.s32.s vr9, vr9, vr3 - - addi a1, a1, 1 - bnezad t1, .L3 - -.L4: - vshr.s32 vr6, vr6, vr11 - vshr.s32 vr7, vr7, vr11 - vshr.s32 vr8, vr8, vr11 - vshr.s32 vr9, vr9, vr11 - vmov.s32.sl vr0, vr6, vr7 - vmov.s32.sl vr1, vr8, vr9 - vstmu.16 vr0-vr1, (l3) - - lsli t1, a2, 4 - addu l1, l1, t1 - mov a1, l1 - bnezad t0, .L0 - -.L5: - andi t0, a3, 15 // rowCnt = num_of_rows % 16u - bez t0, .L10 - movi l0, 8 - -.L12: - vldu.8.1 vr0, (l2) - vmov.s8.e vr0, vr0 - vmov.s16.e vr0, vr0 - vshl.s32 vr8, vr0, vr10 - vmovi.8 vr9, 0 - - mov l4, a0 // pA = pV - mov l5, a1 - - lsri t1, a2, 5 // colCnt = dim_vec >> 5u - bez t1, .L7 - -.L6: - vldmu.16 vr0-vr3, (l4) - vldmu.8 vr4-vr5, (l5) - vmov.s8.e vr6, vr4 - vmula.s16.e vr8, vr0, vr6 - vmula.s16.e vr8, vr1, vr7 - vmov.s8.e vr6, vr5 - vmula.s16.e vr8, vr2, vr6 - vmula.s16.e vr8, vr3, vr7 - - bnezad t1, .L6 - -.L7: - andi t2, a2, 31 // colCnt = dim_vec % 32u - lsri t1, t2, 3 - bez t1, .L8 - -.L11: - vldmu.16 vr0-vr0, (l4) - vldx.8 vr1, (l5), l0 - addu l5, l5, l0 - vmov.s8.e vr1, vr1 - vmula.s16.e vr8, vr0, vr1 - - bnezad t1, .L11 - -.L8: - andi t1, t2, 7 - bez t1, .L10 - vldx.16 vr0, (l4), t1 - vldx.8 vr1, (l5), t1 - addu l5, l5, t1 - vmov.s8.e vr1, vr1 - vmula.s16.e vr8, vr0, vr1 - -.L9: - vadd.s32.s vr8, vr8, vr9 - vpadd.s32.s vr0, vr8, vr8 - vpadd.s32.s vr0, vr0, vr0 - vadd.s32.s vr0, vr0, vr15 // sum - vshr.s32 vr0, vr0, vr11 - vclip.s32 vr0, vr0, 16 - vstu.16.1 vr0, (l3) - - mov a1, l5 - bnezad t0, .L12 - -.L10: - vldmu.8 vr12-vr15, (sp) - vldmu.8 vr8-vr11, (sp) - pop l0, l1, l2, l3, l4, l5, l6 - .size shl_xt800v_fully_connected_mat_q7_vec_q15, .-shl_xt800v_fully_connected_mat_q7_vec_q15 - -.weak csky_vdsp2_fully_connected_mat_q7_vec_q15 -.set csky_vdsp2_fully_connected_mat_q7_vec_q15, shl_xt800v_fully_connected_mat_q7_vec_q15 diff --git a/source/i805_opt/fully-connect/shl_xt800v_fully_connected_q15.S b/source/i805_opt/fully-connect/shl_xt800v_fully_connected_q15.S deleted file mode 100644 index 2c01c483..00000000 --- a/source/i805_opt/fully-connect/shl_xt800v_fully_connected_q15.S +++ /dev/null @@ -1,203 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800v_fully_connected_q15.S - * @brief Q15 basic fully-connected layer function. - * @version V1.0 - * @date 31. May 2018 - ******************************************************************************/ - -/* - * shl_xt800v_status - * shl_xt800v_fully_connected_q15(const q15_t * pV, - * const q15_t * pM, - * const uint16_t dim_vec, - * const uint16_t num_of_rows, - * const uint16_t bias_shift, - * const uint16_t out_shift, - * const q15_t * bias, - * q15_t * pOut) - */ - - .file "shl_xt800v_fully_connected_q15.S" - .section .text.shl_xt800v_fully_connected_q15,"ax",@progbits - .align 2 - .global shl_xt800v_fully_connected_q15 - .type shl_xt800v_fully_connected_q15, @function - -shl_xt800v_fully_connected_q15: - push l0, l1, l2, l3, l4, l5, l6 - subi sp, sp, 64 - vstm.8 vr8-vr11, (sp) - subi sp, sp, 64 - vstm.8 vr12-vr15, (sp) - - ld.h l0, (sp, 0x9c) // bias_shift - vdupg.32 vr10, l0 - lsli l0, a2, 1 - ld.h l6, (sp, 0xa0) // out_shift - movi t0, 1 - subi t1, l6, 1 - lsl t1, t0, t1 // round value - vdupg.32 vr11, t1 - ld.w l2, (sp, 0xa4) // *bias - ld.w l3, (sp, 0xa8) // *pOut - mov l1, a1 - - lsri t0, a3, 2 // rowCnt = num_of_rows >> 3u - bez t0, .L5 - -.L0: - vldu.16.4 vr0, (l2) - vmov.s16.e vr8, vr0 - vshl.s32 vr9, vr8, vr10 // sum0, ... sum3 - vadd.s32.s vr9, vr9, vr11 // round - vmovi.8 vr5, 0 - vmovi.8 vr6, 0 - vmovi.8 vr7, 0 - vmovi.8 vr8, 0 - vmovi.8 vr12, 0 - vmovi.8 vr13, 0 - vmovi.8 vr14, 0 - vmovi.8 vr15, 0 - - mov l4, a0 // pA = pV - - lsri t1, a2, 3 // colCnt = dim_vec >> 3u - bez t1, .L2 - -.L1: - mov l5, a1 // pB = pM - vldmu.16 vr0-vr0, (l4) // x0, ..., x7 - vldmru.16 vr1-vr4, (l5), l0 // y00, ..., y07 - - vmula.s16.e vr5, vr0, vr1 - vmula.s16.e vr7, vr0, vr2 // y10, ..., y17 - vmula.s16.e vr12, vr0, vr3 // y20, ..., y27 - vmula.s16.e vr14, vr0, vr4 // y30, ..., y37 - - addi a1, a1, 16 - bnezad t1, .L1 - -.L2: - andi t1, a2, 7 // colCnt = dim_vec % 8u - bez t1, .L4 - -.L3: - mov l5, a1 - vldx.16 vr0, (l4), t1 - vldx.16 vr1, (l5), t1 - addu l5, l5, l0 - vldx.16 vr2, (l5), t1 - addu l5, l5, l0 - vldx.16 vr3, (l5), t1 - addu l5, l5, l0 - vldx.16 vr4, (l5), t1 - - vmula.s16.e vr5, vr0, vr1 - vmula.s16.e vr7, vr0, vr2 // y10, ..., y17 - vmula.s16.e vr12, vr0, vr3 // y20, ..., y27 - vmula.s16.e vr14, vr0, vr4 // y30, ..., y37 - -.L4: - vadd.s32.s vr0, vr5, vr6 - vadd.s32.s vr1, vr7, vr8 - vadd.s32.s vr2, vr12, vr13 - vadd.s32.s vr3, vr14, vr15 - vdupg.32 vr12, l6 - vpadd.s32.s vr0, vr0, vr1 - vpadd.s32.s vr1, vr2, vr3 - vpadd.s32.s vr0, vr0, vr1 - vadd.s32.s vr0, vr0, vr9 - vshr.s32 vr0, vr0, vr12 - vmov.s32.sl vr0, vr0, vr0 - vstu.16.4 vr0, (l3) - - lsli t1, a2, 3 - addu l1, l1, t1 - mov a1, l1 - bnezad t0, .L0 - -.L5: - andi t0, a3, 3 // rowCnt = num_of_rows % 8u - bez t0, .L10 - -.L12: - vldu.16.1 vr0, (l2) - vmov.s16.e vr0, vr0 - vshl.s32 vr8, vr0, vr10 - vmovi.8 vr9, 0 - vdupg.32 vr15, l6 - - mov l4, a0 // pA = pV - mov l5, a1 - - lsri t1, a2, 5 // colCnt = dim_vec >> 5u - bez t1, .L7 - -.L6: - vldmu.16 vr0-vr3, (l4) - vldmu.16 vr4-vr7, (l5) - vmula.s16.e vr8, vr0, vr4 - vmula.s16.e vr8, vr1, vr5 - vmula.s16.e vr8, vr2, vr6 - vmula.s16.e vr8, vr3, vr7 - - bnezad t1, .L6 - -.L7: - andi t2, a2, 31 // colCnt = dim_vec % 32u - lsri t1, t2, 3 - bez t1, .L8 - -.L11: - vldmu.16 vr0-vr0, (l4) - vldmu.16 vr1-vr1, (l5) - vmula.s16.e vr8, vr0, vr1 - - bnezad t1, .L11 - -.L8: - andi t1, t2, 7 - bez t1, .L9 - vldx.16 vr0, (l4), t1 - vldx.16 vr1, (l5), t1 - vmula.s16.e vr8, vr0, vr1 - ixh l5, l5, t1 - -.L9: - vadd.s32.s vr8, vr8, vr9 - vpadd.s32.s vr0, vr8, vr8 - vpadd.s32.s vr0, vr0, vr0 - vadd.s32.s vr0, vr0, vr11 // sum - vshr.s32 vr0, vr0, vr15 - vclip.s32 vr0, vr0, 16 - vstu.16.1 vr0, (l3) - - mov a1, l5 - bnezad t0, .L12 - -.L10: - vldmu.8 vr12-vr15, (sp) - vldmu.8 vr8-vr11, (sp) - pop l0, l1, l2, l3, l4, l5, l6 - .size shl_xt800v_fully_connected_q15, .-shl_xt800v_fully_connected_q15 - -.weak csky_vdsp2_fully_connected_q15 -.set csky_vdsp2_fully_connected_q15, shl_xt800v_fully_connected_q15 diff --git a/source/i805_opt/fully-connect/shl_xt800v_fully_connected_q7x4.S b/source/i805_opt/fully-connect/shl_xt800v_fully_connected_q7x4.S deleted file mode 100644 index e05aa5c9..00000000 --- a/source/i805_opt/fully-connect/shl_xt800v_fully_connected_q7x4.S +++ /dev/null @@ -1,180 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800v_fully_connected_q7.S - * @brief Q7 basic fully-connected layer function. - * @version V1.0 - * @date 19. Mar 2018 - ******************************************************************************/ - -/* - * shl_xt800v_status - * shl_xt800v_fully_connected_q7(const q7_t * pV, - * const q7_t * pM, - * const uint16_t dim_vec, - * const uint16_t num_of_rows, - * const uint16_t bias_shift, - * const uint16_t out_shift, - * const q7_t * bias, - * q7_t * pOut) - */ - - .file "shl_xt800v_fully_connected_q7.S" - .section .text.shl_xt800v_fully_connected_q7,"ax",@progbits - .align 2 - .global shl_xt800v_fully_connected_q7 - .type shl_xt800v_fully_connected_q7, @function - -shl_xt800v_fully_connected_q7: - push l0, l1, l2, l3, l4, l5, l6 - subi sp, sp, 64 - vstm.8 vr8-vr11, (sp) - subi sp, sp, 16 - vstm.8 vr12-vr12, (sp) - - ld.h l0, (sp, 0x6c) // bias_shift - vdupg.32 vr10, l0 - ld.h l1, (sp, 0x70) // out_shift - vdupg.32 vr11, l1 - movi t0, 1 - subi l6, l1, 1 - lsl l6, t0, l6 // round value - vdupg.32 vr12, l6 - ld.w l2, (sp, 0x74) // *bias - ld.w l3, (sp, 0x78) // *pOut - mov l1, a1 - - lsri t0, a3, 2 // rowCnt = num_of_rows >> 4u - bez t0, .L5 - -.L0: - vldu.8.4 vr0, (l2) - vmov.s8.e vr0, vr0 - vmov.s16.e vr5, vr0 - vshl.s32 vr5, vr5, vr10 // sum0, ... sum3 - vadd.s32.s vr5, vr5, vr12 // round - vmovi.8 vr6, 0 - vmovi.8 vr7, 0 - vmovi.8 vr8, 0 - vmovi.8 vr9, 0 - - mov l4, a0 // pA = pV - - lsri t1, a2, 4 // colCnt = dim_vec >> 4u - bez t1, .L2 - -.L1: - mov l5, a1 // pB = pM - vldmu.8 vr0-vr0, (l4) // x0, ... x15 - vldmru.8 vr1-vr4, (l5), a2 // y0, ... y15 - vmulacaa.s8 vr6, vr0, vr1 - vmulacaa.s8 vr7, vr0, vr2 - vmulacaa.s8 vr8, vr0, vr3 - vmulacaa.s8 vr9, vr0, vr4 - - addi a1, a1, 16 - bnezad t1, .L1 - -.L2: - andi t1, a2, 15 // colCnt = dim_vec % 4u - bez t1, .L4 - -.L3: - mov l5, a1 - vldx.8 vr0, (l4), t1 - vldx.8 vr1, (l5), t1 - addu l5, l5, a2 - vldx.8 vr2, (l5), t1 - addu l5, l5, a2 - vldx.8 vr3, (l5), t1 - addu l5, l5, a2 - vldx.8 vr4, (l5), t1 - - vmulacaa.s8 vr6, vr0, vr1 - vmulacaa.s8 vr7, vr0, vr2 - vmulacaa.s8 vr8, vr0, vr3 - vmulacaa.s8 vr9, vr0, vr4 - -.L4: - vpadd.s32.s vr0, vr6, vr7 - vpadd.s32.s vr1, vr8, vr9 - vpadd.s32.s vr0, vr0, vr1 - vadd.s32.s vr0, vr0, vr5 - vshr.s32 vr0, vr0, vr11 - vmov.s32.sl vr0, vr0, vr0 - vmov.s16.sl vr0, vr0, vr0 - vstu.8.4 vr0, (l3) - - lsli t1, a2, 2 - addu l1, l1, t1 - mov a1, l1 - bnezad t0, .L0 - -.L5: - andi t0, a3, 3 // rowCnt = num_of_rows % 16u - bez t0, .L10 - -.L12: - vldu.8.1 vr0, (l2) - vmov.s8.e vr0, vr0 - vmov.s16.e vr0, vr0 - vshl.s32 vr6, vr0, vr10 - - mov l4, a0 // pA = pV - mov l5, a1 - - lsri t1, a2, 4 // colCnt = dim_vec >> 5u - bez t1, .L7 - -.L6: - vldmu.8 vr0-vr0, (l4) - vldmu.8 vr2-vr2, (l5) - vmulacaa.s8 vr6, vr0, vr2 - - bnezad t1, .L6 - -.L7: - andi t1, a2, 15 // colCnt = dim_vec % 32u - bez t1, .L9 - -.L8: - vldx.8 vr0, (l4), t1 - vldx.8 vr1, (l5), t1 - addu l5, l5, t1 - vmulacaa.s8 vr6, vr0, vr1 - -.L9: - vpadd.s32.s vr0, vr6, vr6 - vpadd.s32.s vr0, vr0, vr0 - vadd.s32.s vr0, vr0, vr12 // sum - vshr.s32 vr0, vr0, vr11 - vclip.s32 vr0, vr0, 8 - vstu.8.1 vr0, (l3) - - mov a1, l5 - bnezad t0, .L12 - -.L10: - vldmu.8 vr12-vr12, (sp) - vldmu.8 vr8-vr11, (sp) - pop l0, l1, l2, l3, l4, l5, l6 - .size shl_xt800v_fully_connected_q7, .-shl_xt800v_fully_connected_q7 - -.weak csky_vdsp2_fully_connected_q7 -.set csky_vdsp2_fully_connected_q7, shl_xt800v_fully_connected_q7 diff --git a/source/i805_opt/fullyconnected.c b/source/i805_opt/fullyconnected.c deleted file mode 100644 index e3da225a..00000000 --- a/source/i805_opt/fullyconnected.c +++ /dev/null @@ -1,83 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "i805_function.h" -#include "shl_i805.h" - -// contraints: input->dim[0] = 1 -int shl_i805_fullyconnected_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *weights, struct csinn_tensor *bias, - struct csinn_fc_params *params) -{ - q7_t *input_data = (q7_t *)input->data; - q7_t *weight_data = (q7_t *)weights->data; - q7_t *bias_data = (q7_t *)bias->data; - q7_t *output_data = (q7_t *)output->data; - - csky_vdsp2_fully_connected_q7(input_data, weight_data, input->dim[1], weights->dim[0], - bias->qinfo->shift, output->qinfo->shift, bias_data, output_data); - return CSINN_TRUE; -} - -int shl_i805_fullyconnected_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *weights, struct csinn_tensor *bias, - struct csinn_fc_params *params) -{ - q15_t *input_data = (q15_t *)input->data; - q15_t *weight_data = (q15_t *)weights->data; - q15_t *bias_data = (q15_t *)bias->data; - q15_t *output_data = (q15_t *)output->data; - - csky_vdsp2_fully_connected_q15(input_data, weight_data, input->dim[1], weights->dim[0], - bias->qinfo->shift, output->qinfo->shift, bias_data, - output_data); - return CSINN_TRUE; -} - -int shl_i805_fullyconnected_init_u8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *weights, struct csinn_tensor *bias, - struct csinn_fc_params *params) -{ - float real_scale = input->qinfo->scale * weights->qinfo->scale / output->qinfo->scale; - shl_quantize_multiplier(real_scale, &output->qinfo->multiplier, &output->qinfo->shift); - struct csinn_callback *cb = params->base.cb; - cb->exec = shl_i805_fullyconnected_u8; - return CSINN_TRUE; -} - -int shl_i805_fullyconnected_u8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *weights, struct csinn_tensor *bias, - struct csinn_fc_params *params) -{ - uint8_t *input_data = (uint8_t *)input->data; - uint8_t *weights_data = (uint8_t *)weights->data; - int32_t *bias_data = (int32_t *)bias->data; - uint8_t *output_data = (uint8_t *)output->data; - - int32_t in_nodes = input->dim[1]; // i.e. in_nodes = weights->dim[1] - int32_t out_nodes = weights->dim[0]; - - shl_i805_fullyconnected_opt_u8(input_data, weights_data, bias_data, output_data, in_nodes, - out_nodes, input->qinfo->zero_point, weights->qinfo->zero_point, - output->qinfo->zero_point, output->qinfo->multiplier, - -output->qinfo->shift); - - return CSINN_FALSE; -} diff --git a/source/i805_opt/gemm/shl_i805_mat_mult_nt_t_8.S b/source/i805_opt/gemm/shl_i805_mat_mult_nt_t_8.S deleted file mode 100644 index 6a9c8199..00000000 --- a/source/i805_opt/gemm/shl_i805_mat_mult_nt_t_8.S +++ /dev/null @@ -1,291 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -/****************************************************************************** - * @file shl_i805_mat_mult_nt_t_8.S - * @brief uint8 genenal matrix-multiplication(A * B_trans) function. - * @version V1.0 - * @date 9. Jul 2021 - ******************************************************************************/ - - -/* - void shl_i805_mat_mult_nt_t_opt_u8(uint8_t * lhs, // input - uint8_t * rhs, // kernel - int32_t * bias, - uint8_t * dst, - int32_t lhs_row, - int32_t lhs_col, - int32_t rhs_row, - int32_t lhs_zero_point, - int32_t rhs_zero_point, - int32_t dst_zero_point, - int32_t dst_mult, - int32_t dst_shift); - - Algorithm works as follows: - (1) perform matrix-multiplication, lrs * rhs_trans - (2) convolution_1x1 can be converted to mat_mult_nt_t - (3) input layout:NHWC - filter layout:OHWI - - register definition: - a0: bias_data - a1: weight_data - a2: input_data - a3: output_data - l4: input_data temp - l5: weight_data temp - l6: bias_data temp - vr0: input data / output_temp - vr1-vr4: weight data / accumulate temp for q1 * q2 - vr10: bias data - vr5: accumulate temp for q1 * z2 - vr6-vr9: accumulate temp for q2 * z1 - vr11: input_zeropoint - vr12: kernel_zeropoint - vr13: output_mult - vr14: output_shift - -*/ - - .file "shl_i805_mat_mult_nt_t_8.S" - .section .text.shl_i805_mat_mult_nt_t_opt_u8,"ax",@progbits - .align 2 - .global shl_i805_mat_mult_nt_t_opt_u8 - .type shl_i805_mat_mult_nt_t_opt_u8, @function - -shl_i805_mat_mult_nt_t_opt_u8: - push l0, l1, l2, l3, l4, l5, l6, l7 - subi sp, sp, 64 - vstm.8 vr8-vr11, (sp) - subi sp, sp, 64 - vstm.8 vr12-vr15, (sp) - - ld.w l0, (sp, 0xa0) // lhs_row (m) - ld.w l1, (sp, 0xa4) // lhs_col (k) - ld.w l2, (sp, 0xa8) // rhs_row (n) - ld.w l3, (sp, 0xac) // input_zp - ld.w l4, (sp, 0xb0) // weight_zp - ld.w l7, (sp, 0xb4) // output_zp - ld.w l5, (sp, 0xb8) // out_mult - ld.w l6, (sp, 0xbc) // out_shift - - vdupg.8 vr11, l3 // z1 - vdupg.8 vr12, l4 // z2 - vdupg.32 vr13, l5 // out_mult - vdupg.32 vr14, l6 // out_shift - - // z1 * z2 * k constraints: z1 * z2 * k < int32 - mult t3, l3, l4 - mult t3, l1, t3 // t3 = z1 * z2 * k - vdupg.32 vr15, t3 // v10[0..3] = z1 * z2 * k - - -.L00: - mov l6, a2 // l6 = bias_data - mov l3, a1 // l3 = weight_data - mov t2, a1 // t2 = weight_data - - lsri t0, l2, 2 // n >> 2 - bez t0, .L5 - -.L0: - vldu.32.4 vr10, (l6) - - vmovi.8 vr5, 0 - vmovi.8 vr6, 0 - vmovi.8 vr7, 0 - vmovi.8 vr8, 0 - vmovi.8 vr9, 0 // clear vr5-vr9 - - mov l4, a0 // l4 = input_data - - lsri t1, l1, 4 // k >> 4 - bez t1, .L2 - -.L1: // 4x16 - - mov l5, l3 - vldmu.8 vr0-vr0, (l4) - vldmru.8 vr1-vr4, (l5), l1 // load 4 lines weight_data - - vmulacaa.u8 vr5, vr0, vr12 // acc(q1*z2) - - vmulacaa.u8 vr6, vr1, vr11 - vmulacaa.u8 vr7, vr2, vr11 - vmulacaa.u8 vr8, vr3, vr11 - vmulacaa.u8 vr9, vr4, vr11 // acc(q2*z1) - - vmulaca.u8 vr1, vr0, vr1 - vmulaca.u8 vr2, vr0, vr2 - vmulaca.u8 vr3, vr0, vr3 - vmulaca.u8 vr4, vr0, vr4 // acc(q1*q2) - - vpadd.s32 vr1, vr1, vr2 - vpadd.s32 vr3, vr3, vr4 - vpadd.s32 vr1, vr1, vr3 // sum[0..3] - vadd.s32 vr10, vr10, vr1 // bias + q1*q2 temp - - addi l3, l3, 16 // weight point + 16 - bnezad t1, .L1 - -.L2: - andi t1, l1, 15 // k % 15 - bez t1, .L4 - -.L3: // 4xtail - mov l5, l3 // weight_data point bump to line_tail - vldx.8 vr0, (l4), t1 // load tail input data - addu l4, l4, t1 // bump to input next line - - vldx.8 vr1, (l5), t1 - addu l5, l5, l1 - vldx.8 vr2, (l5), t1 - addu l5, l5, l1 - vldx.8 vr3, (l5), t1 - addu l5, l5, l1 - vldx.8 vr4, (l5), t1 // load tail weight data - - vmulacaa.u8 vr5, vr0, vr12 // acc(q1*z2) - - vmulacaa.u8 vr6, vr1, vr11 - vmulacaa.u8 vr7, vr2, vr11 - vmulacaa.u8 vr8, vr3, vr11 - vmulacaa.u8 vr9, vr4, vr11 // acc(q2*z1) - - vmulaca.u8 vr1, vr0, vr1 - vmulaca.u8 vr2, vr0, vr2 - vmulaca.u8 vr3, vr0, vr3 - vmulaca.u8 vr4, vr0, vr4 // acc(q1*q2) - - vpadd.s32 vr1, vr1, vr2 - vpadd.s32 vr3, vr3, vr4 - vpadd.s32 vr1, vr1, vr3 // sum[0..3] - vadd.s32 vr10, vr10, vr1 // bias + q1*q2 temp - -.L4: // 4xrow_len - vpadd.s32.s vr6, vr6, vr7 - vpadd.s32.s vr8, vr8, vr9 - vpadd.s32.s vr6, vr6, vr8 // sum(q2*z1) - - vpadd.s32.s vr5, vr5, vr5 - vpadd.s32.s vr5, vr5, vr5 // sum(q1*z2) - - vadd.s32 vr5, vr5, vr6 // sum(q2*z1) + sum(q1*z2) - vadd.s32 vr10, vr10, vr15 // sum(q1*q2) + bias + z1*z2*k - vsub.s32 vr10, vr10, vr5 // sum(q1*q2) + bias + z1*z2*k - ( sum(q2*z1) + sum(q1*z2) ) - - vrmulh.s32.rs vr0, vr10, vr13 - vshr.s32 vr0, vr0, vr14 // mult scale - - vdupg.32 vr1, l7 // vr1[0..3] = z3 - vadd.s32 vr0, vr0, vr1 // add z3 - vclip.u32 vr0, vr0, 8 - - vmov.u32.sl vr0, vr0, vr0 - vmov.u16.sl vr0, vr0, vr0 - vstu.8.4 vr0, (a3) - - lsli t1, l1, 2 // t1 = 4 * k - addu t2, t2, t1 - mov l3, t2 - bnezad t0, .L0 // n4 -- - -.L5: - andi t0, l2, 3 // n_tail - bez t0, .L22 - -.L12: - vldu.32.1 vr10, (l6) - - vmovi.8 vr5, 0 // accumulate temp for q1*z - vmovi.8 vr6, 0 // accumulate temp for q2*z1 - vmovi.8 vr7, 0 // accumulate temp for q1*q2 - - mov l4, a0 // updata input_data point - mov l5, l3 // updata weight_data point - - lsri t1, l1, 4 // k >> 4 - bez t1, .L7 - -.L6: // 1x16 - vldmu.8 vr0-vr0, (l4) - vldmu.8 vr1-vr1, (l5) - - vmulacaa.u8 vr7, vr0, vr1 // acc(q1*q2) - - vmulacaa.u8 vr5, vr0, vr12 // acc(q1*z2) - vmulacaa.u8 vr6, vr1, vr11 // acc(q2*z1) - - bnezad t1, .L6 - -.L7: - andi t1, l1, 15 // k % 15 - bez t1, .L9 - -.L8: // 1xtail - vldx.8 vr0, (l4), t1 - vldx.8 vr1, (l5), t1 - - - vmulacaa.u8 vr7, vr0, vr1 // acc(q1*q2) - - vmulacaa.u8 vr5, vr0, vr12 // acc(q1*z2) - vmulacaa.u8 vr6, vr1, vr11 // acc(q2*z1) - -.L9: // 1xrow_len - vpadd.s32.s vr5, vr5, vr5 - vpadd.s32.s vr5, vr5, vr5 // vr5[0..3] = sum(q1*z2) - - vpadd.s32.s vr6, vr6, vr6 - vpadd.s32.s vr6, vr6, vr6 // vr6[0..3] = sum(q2*z1) - - vpadd.s32.s vr7, vr7, vr7 - vpadd.s32.s vr7, vr7, vr7 // vr7[0..3] = sum(q1*q2) - - vadd.s32.s vr5, vr5, vr6 // sum(q1*z2) + sum(q2*z1) - vadd.s32.s vr10, vr10, vr7 // sum(q1*q2) + bias - vadd.s32.s vr10, vr10, vr15 // sum(q1*q2) + bias + z1*z2*k - vsub.s32.s vr10, vr10, vr5 // sum(q1*q2) + bias + z1*z2*k - ( sum(q1*z2) + sum(q2*z1) ) - - vrmulh.s32.rs vr0, vr10, vr13 - vshr.s32 vr0, vr0, vr14 // mult scale - - vdupg.32 vr1, l7 - vadd.s32 vr0, vr0, vr1 // add output_zp - vclip.u32 vr0, vr0, 8 - - vmov.u32.sl vr0, vr0, vr0 - vmov.u16.sl vr0, vr0, vr0 - vstu.8.1 vr0, (a3) - - addu l3, l3, l1 // weight_data point bump to next line - bnezad t0, .L12 // n_tail - 1 > 0 ? - -.L22: - addu a0, a0, l1 // input_data point bump to next line - bnezad l0, .L00 // m - 1 > 0 ? - -.L10: - vldmu.8 vr12-vr15, (sp) - vldmu.8 vr8-vr11, (sp) - pop l0, l1, l2, l3, l4, l5, l6, l7 - .size shl_i805_mat_mult_nt_t_opt_u8, .-shl_i805_mat_mult_nt_t_opt_u8 diff --git a/source/i805_opt/gemm/shl_i805_vec_mat_mult_8.S b/source/i805_opt/gemm/shl_i805_vec_mat_mult_8.S deleted file mode 100644 index 65d42ee3..00000000 --- a/source/i805_opt/gemm/shl_i805_vec_mat_mult_8.S +++ /dev/null @@ -1,249 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -/****************************************************************************** - * @file shl_i805_vec_mat_mult_8.S - * @brief uint8 vector(lhs) matrix(transpose) multiplication function. - * @version V1.0 - * @date 9. Jul 2021 - ******************************************************************************/ - - -/* - void shl_i805_vec_mat_mult_opt_u8(uint8_t * lhs, - uint8_t * rhs, - int32_t * bias, - uint8_t * dst, - int32_t rhs_col, - int32_t rhs_row, - int32_t lhs_zero_point, - int32_t rhs_zero_point, - int32_t dst_zero_point, - int32_t dst_mult, - int32_t dst_shift); - - Algorithm works as follows: - (1) perform verctor matrix mult - (2) fullyconnected can be converted to vec_mat_mult - - register definition: - a0: bias_data - a1: output_data - a2: input_data - a3: weight_data - vr0: bias - vr1-vr4: weight - vr6-vr9: accumulate temp for input * weight - vr7: accumulate temp - vr8: accumulate temp - vr9: accumulate temp - -*/ - - .file "shl_i805_vec_mat_mult_8.S" - .section .text.shl_i805_vec_mat_mult_opt_u8,"ax",@progbits - .align 2 - .global shl_i805_vec_mat_mult_opt_u8 - .type shl_i805_vec_mat_mult_opt_u8, @function - -shl_i805_vec_mat_mult_opt_u8: - push l0, l1, l2, l3, l4, l5, l6, l7 - subi sp, sp, 64 - vstm.8 vr8-vr11, (sp) - subi sp, sp, 64 - vstm.8 vr12-vr15, (sp) - - ld.w l0, (sp, 0xa0) // in_nodes - ld.w l1, (sp, 0xa4) // out_nodes - ld.w l2, (sp, 0xa8) // input_zp - ld.w l3, (sp, 0xac) // weight_zp - ld.w l4, (sp, 0xb0) // output_zp - ld.w l5, (sp, 0xb4) // out_mult - ld.w l6, (sp, 0xb8) // out_shift - // ld.w l7, (sp, 0xbc) - - // z1 * z2 * k constraints: z1 * z2 * k < int32 - mult t3, l2, l3 - mult t3, l0, t3 // t3 = z1 * z2 * k - - vdupg.32 vr3, t3 // v10[0..3] = t3 B3 = z1 * z2 * k - vdupg.32 vr13, l4 // vr11[0..3] = z3 - - vdupg.8 vr14, l2 // input_z1 - vdupg.8 vr15, l3 // input_z2 - - vdupg.32 vr8, l5 // out_mult - vdupg.32 vr9, l6 // out_shift - - mov l7, a1 // save origin weight addr - - lsri t0, l1, 1 // n >> 1 - bez t0, .L5 - -.L0: - vldu.32.2 vr5, (a2) // load 2 int32 bias - - vmovi.8 vr6, 0 - vmovi.8 vr7, 0 // clear vr6-vr7 - vmovi.8 vr10, 0 - vmovi.8 vr11, 0 - vmovi.8 vr12, 0 // clear vr10-vr12 - - mov l4, a0 // l4 = input_data - - lsri t1, l0, 4 // col >> 4 - bez t1, .L2 - -.L1: // 2x16 - mov l5, a1 // l5 = weight_data - vldmu.8 vr0-vr0, (l4) // vr0 = input_data - vldmru.8 vr1-vr2, (l5), l0 // load 2 lines weight_data - - vmulacaa.u8 vr6, vr0, vr1 // vr6 hold 4 acc temp result, vr6[0] = vr6[0] + acc(vr0[0..3] * vr1[0..3]); vr6[1] = vr6[1] + acc(vr0[4..7] * vr1[4..7]) ... - vmulacaa.u8 vr7, vr0, vr2 - - vmulacaa.u8 vr10, vr0, vr15 - vmulacaa.u8 vr11, vr1, vr14 - vmulacaa.u8 vr12, vr2, vr14 - - addi a1, a1, 16 // weight_data += 16 - bnezad t1, .L1 - -.L2: - andi t1, l0, 15 // t1 = col % 15 - bez t1, .L4 - -.L3: // 2 x tail - mov l5, a1 // bump weight point to first line last tail - vldx.8 vr0, (l4), t1 // load tail input data - - vldx.8 vr1, (l5), t1 - addu l5, l5, l0 // weight addr: bump to next line - vldx.8 vr2, (l5), t1 - - vmulacaa.u8 vr6, vr0, vr1 - vmulacaa.u8 vr7, vr0, vr2 - - vmulacaa.u8 vr10, vr0, vr15 - vmulacaa.u8 vr11, vr1, vr14 - vmulacaa.u8 vr12, vr2, vr14 - -.L4: - vpadd.s32.s vr10, vr10, vr10 - vpadd.s32.s vr10, vr10, vr10 // vr10[0-3] = acc(q1*z2) - - vpadd.s32.s vr1, vr11, vr12 - vpadd.s32.s vr1, vr1, vr1 // vr1[0-1] = acc(q2*z1) - - vpadd.s32.s vr0, vr6, vr7 - vpadd.s32.s vr0, vr0, vr0 // vr0[0-1] = acc(q1*q2) - - vadd.s32.s vr1, vr1, vr10 - vadd.s32.s vr0, vr0, vr5 // +bias - vadd.s32.s vr0, vr0, vr3 // +z1*z2*k - vsub.s32.s vr0, vr0, vr1 - - vrmulh.s32.rs vr1, vr0, vr8 - vshr.s32 vr1, vr1, vr9 - vadd.s32 vr1, vr1, vr13 - vclip.u32 vr1, vr1, 8 // 其实上限可以不用管,只要保证下限 >=0 即可,所以也可以用vmax - - vmov.u32.sl vr1, vr1, vr1 - vmov.u16.sl vr1, vr1, vr1 - vstu.8.2 vr1, (a3) // store 2 outputs - - lsli t1, l0, 1 - addu l7, l7, t1 - mov a1, l7 // output_data addr add 2 lines - bnezad t0, .L0 // t0 - 1 > 0 ? - -.L5: - andi t0, l1, 1 // n & 1u - bez t0, .L10 - -.L12: - vldu.32.1 vr5, (a2) // load bias_data one by one - mov l4, a0 - mov l5, a1 - vmovi.8 vr6, 0 // clear vr6 - vmovi.8 vr10, 0 - vmovi.8 vr11, 0 // clear vr10-vr11 - - lsri t1, l0, 4 - bez t1, .L7 - -.L6: // 1 x 16 - vldmu.8 vr0-vr0, (l4) - vldmu.8 vr1-vr1, (l5) - - vmulacaa.u8 vr6, vr0, vr1 - - vmulacaa.u8 vr10, vr0, vr15 - vmulacaa.u8 vr11, vr1, vr14 - - bnezad t1, .L6 - -.L7: - andi t1, l0, 15 // k & 15u - bez t1, .L9 - - -.L8: // 1 x tail - vldx.8 vr0, (l4), t1 - vldx.8 vr1, (l5), t1 - addu l5, l5, t1 - - vmulacaa.u8 vr6, vr0, vr1 - - vmulacaa.u8 vr10, vr0, vr15 - vmulacaa.u8 vr11, vr1, vr14 - -.L9: - vpadd.s32.s vr10, vr10, vr10 - vpadd.s32.s vr10, vr10, vr10 // vr10[0-3] = acc(q1*z2) - - vpadd.s32.s vr1, vr11, vr11 - vpadd.s32.s vr1, vr1, vr1 // vr1[0-3] = acc(q2*z1) - - vpadd.s32.s vr0, vr6, vr6 - vpadd.s32.s vr0, vr0, vr0 // vr0[0-1] = acc(q1*q2) - - vadd.s32.s vr1, vr1, vr10 - vadd.s32.s vr0, vr0, vr5 // +bias - vadd.s32.s vr0, vr0, vr3 // +z1*z2*k - vsub.s32.s vr0, vr0, vr1 - - vrmulh.s32.rs vr1, vr0, vr8 - vshr.s32 vr1, vr1, vr9 - vadd.s32 vr1, vr1, vr13 - vclip.u32 vr1, vr1, 8 // 其实上限可以不用管,只要保证下限 >=0 即可,所以也可以用vmax - - vmov.u32.sl vr1, vr1, vr1 - vmov.u16.sl vr1, vr1, vr1 - vstu.8.1 vr1, (a3) - - mov a1, l5 - bnezad t0, .L12 // n_tail-- - -.L10: - vldmu.8 vr12-vr15, (sp) - vldmu.8 vr8-vr11, (sp) - pop l0, l1, l2, l3, l4, l5, l6, l7 - .size shl_i805_vec_mat_mult_opt_u8, .-shl_i805_vec_mat_mult_opt_u8 diff --git a/source/i805_opt/i805_function.h b/source/i805_opt/i805_function.h deleted file mode 100644 index 57503960..00000000 --- a/source/i805_opt/i805_function.h +++ /dev/null @@ -1,1081 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* ---------------------------------------------------------------------- - * Title: csi_nnfunctions.h - * Description: Public header file for CSI NN Library - * - * -------------------------------------------------------------------- */ - -#ifndef SOURCE_I805_OPT_I805_FUNCTION_H_ -#define SOURCE_I805_OPT_I805_FUNCTION_H_ - -#ifdef __cplusplus -extern "C" { -#endif - -#include - -/** - * @brief 8-bit fractional data type in 1.7 format. - */ -typedef int8_t q7_t; - -/** - * @brief 16-bit fractional data type in 1.15 format. - */ -typedef int16_t q15_t; - -/** - * @brief 32-bit fractional data type in 1.31 format. - */ -typedef int32_t q31_t; - -/** - * @brief u8 asym quant generic convolution optimized function - * @param[in] input_data pointer to input tensor data - * @param[in] kernel_data pointer to kernel tensor data - * @param[in] bias_data pointer to bias tensor data - * @param[in,out] output_data pointer to output tensor data - * @param[in,out] bufferA pointer to buffer for input/im2col data - * @param[in] input_h input height - * @param[in] input_w input width - * @param[in] input_ch input channel / output_channel - * @param[in] kernel_h kernel height - * @param[in] kernel_w kernel width - * @param[in] pad_h pad on height - * @param[in] pad_w pad on width - * @param[in] stride_h stride on height - * @param[in] stride_w stride on width - * @param[in] out_h output height - * @param[in] out_w output width - * @param[in] input_zero_point input zero_point - * @param[in] kernel_zero_point weight zero_point - * @param[in] output_zero_point output zero_point - * @param[in] dst_mult multiplier for s1 * s2 / s3 - * @param[in] dst_shift output shift for s1 * s2 / s3, shift_right - * @return none. - * bufferA size: 2*input_ch*kernel_h*kernel_w - */ -void shl_i805_conv2d_opt_u8(uint8_t *input_data, uint8_t *kernel_data, int32_t *bias_data, - uint8_t *output_data, uint8_t *bufferA, int32_t input_h, - int32_t input_w, int32_t input_ch, int32_t kernel_h, int32_t kernel_w, - int32_t pad_h, int32_t pad_w, int32_t stride_h, int32_t stride_w, - int32_t out_h, int32_t out_w, int32_t out_c, int32_t input_zero_point, - int32_t weight_zero_point, int32_t output_zero_point, int32_t out_mult, - int32_t out_shift); - -/** - * @brief u8 asym quant 1x1 kernel_size convolution (pointwise convolution) optimized function - * @param[in] input_data pointer to input tensor data - * @param[in] kernel_data pointer to kernel tensor data - * @param[in] bias_data pointer to bias tensor data - * @param[in,out] output_data pointer to output tensor data - * @param[in] input_hxw input height mul width - * @param[in] input_ch input channel - * @param[in] output_ch output_channel - * @param[in] input_zero_point input zero_point - * @param[in] kernel_zero_point weight zero_point - * @param[in] output_zero_point output zero_point - * @param[in] dst_mult multiplier for s1 * s2 / s3 - * @param[in] dst_shift output shift for s1 * s2 / s3, shift_right - * @return none. - * - */ -void shl_i805_pwconv2d_opt_u8(uint8_t *input_data, uint8_t *kernel_data, int32_t *bias_data, - uint8_t *output_data, int32_t input_hxw, int32_t input_ch, - int32_t output_ch, int32_t input_zero_point, - int32_t weight_zero_point, int32_t output_zero_point, - int32_t out_mult, int32_t out_shift); - -/** - * @brief u8 asym quant depthwise convolution optimized function - * @param[in] input_data pointer to input tensor data - * @param[in] kernel_data pointer to kernel tensor data - * @param[in] bias_data pointer to bias tensor data - * @param[in,out] output_data pointer to output tensor data - * @param[in,out] bufferA pointer to buffer for input/im2col data - * @param[in] input_h input height - * @param[in] input_w input width - * @param[in] input_ch input channel / output_channel - * @param[in] kernel_h kernel height - * @param[in] kernel_w kernel width - * @param[in] pad_h pad on height - * @param[in] pad_w pad on width - * @param[in] stride_h stride on height - * @param[in] stride_w stride on width - * @param[in] out_h output height - * @param[in] out_w output width - * @param[in] input_zero_point input zero_point - * @param[in] kernel_zero_point weight zero_point - * @param[in] output_zero_point output zero_point - * @param[in] dst_mult multiplier for s1 * s2 / s3 - * @param[in] dst_shift output shift for s1 * s2 / s3, shift_right - * @return none. - * bufferA size: 4*input_ch*kernel_h*kernel_w - */ -void shl_i805_dwconv2d_opt_u8(uint8_t *input_data, uint8_t *kernel_data, int32_t *bias_data, - uint8_t *output_data, uint8_t *bufferA, int32_t input_h, - int32_t input_w, int32_t input_ch, int32_t kernel_h, int32_t kernel_w, - int32_t pad_h, int32_t pad_w, int32_t stride_h, int32_t stride_w, - int32_t out_h, int32_t out_w, int32_t input_zero_point, - int32_t weight_zero_point, int32_t output_zero_point, - int32_t out_mult, int32_t out_shift); - -/** - * @brief u8 asym quant depthwise convolution 3x3 kernel_size and 1 stride optimized function - * @param[in] input pointer to input tensor data - * @param[in] kernel pointer to kernel tensor data - * @param[in] bias pointer to bias tensor data - * @param[in,out] output pointer to output tensor data - * @param[in] input_zero_point input zero_point - * @param[in] kernel_zero_point weight zero_point - * @param[in] output_zero_point output zero_point - * @param[in] dst_mult multiplier for s1 * s2 / s3 - * @param[in] dst_shift output shift for s1 * s2 / s3, shift_right - * @return none. - * - */ -void shl_i805_dwconv2d_3x3_opt_u8(uint8_t *input, uint8_t *kernel, int32_t *bias, uint8_t *output, - int32_t input_zero_point, int32_t kernel_zero_point, - int32_t output_zero_point, int32_t dst_mult, int32_t dst_shift); - -/** - * @brief u8 asym quant fullyconnected optimized function - * @param[in] input_data pointer to input tensor data - * @param[in] weight_data pointer to weight tensor data - * @param[in] bias_data pointer to bias tensor data - * @param[in,out] output_data pointer to output tensor data - * @param[in] in_nodes input nodes (weight cols) - * @param[in] out_nodes output nodes (weight rows) - * @param[in] input_zero_point input zero_point - * @param[in] weight_zero_point weight zero_point - * @param[in] output_zero_point output zero_point - * @param[in] output_mult multiplier for s1 * s2 / s3 - * @param[in] output_shift output shift for s1 * s2 / s3. shift_right - * @return none. - * - */ -void shl_i805_fullyconnected_opt_u8(uint8_t *input_data, uint8_t *weight_data, int32_t *bias_data, - uint8_t *output_data, int32_t in_nodes, int32_t out_nodes, - int32_t input_zero_point, int32_t weight_zero_point, - int32_t output_zero_point, int32_t output_mult, - int32_t output_shift); - -/** - * @brief u8 asym quant generic maxpool optimized function - * @param[in] input_data pointer to input tensor data - * @param[in,out] output_data pointer to output tensor data - * @param[in] input_h input height - * @param[in] input_w input width - * @param[in] input_ch input channel / output_channel - * @param[in] kernel_h kernel height - * @param[in] kernel_w kernel width - * @param[in] pad_h pad on height - * @param[in] pad_w pad on width - * @param[in] stride_h stride on height - * @param[in] stride_w stride on width - * @param[in] out_h output height - * @param[in] out_w output width - * @return none. - * bufferA size: 2*input_ch*kernel_h*kernel_w - */ -void shl_i805_maxpool2d_opt_u8(uint8_t *input_data, uint8_t *output_data, int32_t input_h, - int32_t input_w, int32_t input_ch, int32_t kernel_h, - int32_t kernel_w, int32_t pad_h, int32_t pad_w, int32_t stride_h, - int32_t stride_w, int32_t output_h, int32_t output_w); - -/** - * @brief u8 asym quant relu optimized function - * @param[in,out] data pointer to input/output tensor data, compute inplace - * @param[in] size input tensor size, tensor length - * @param[in] input_zeropoint input zero_point - * @param[in] out_multiplier multiplier for sacle_in / scale_out - * @param[in] out_shift shift left > 0 - * @return none. - * can be fused with conv/fc - */ -void shl_i805_relu_opt_u8(uint8_t *data, int32_t size, int32_t input_zeropoint, - int32_t out_multiplier, int32_t out_shift); - -/** - * @brief u8 asym quant relu6 optimized function - * @param[in,out] data pointer to input/output tensor data, compute inplace - * @param[in] size input tensor size, tensor length - * @param[in] input_zeropoint input zero_point - * @param[in] out_multiplier multiplier for sacle_in / scale_out - * @param[in] out_shift shift left > 0 - * @return none. - * can be fused with conv/fc - */ -void shl_i805_relu6_opt_u8(uint8_t *data, int32_t size, int32_t input_zeropoint, - int32_t out_multiplier, int32_t out_shift); - -/** - * @brief u8 asym quant clip optimized function - * @param[in] input_data pointer to input tensor data - * @param[in,out] output_data pointer to output tensor data - * @param[in] size input tensor size, tensor length - * @param[in] clip_qmin clip min value(quant) - * @param[in] clip_qmax clip max value(quant) - * @param[in] input_zeropoint input zero_point - * @param[in] output_zeropoint output zero_point - * @param[in] out_multiplier multiplier for sacle_in / scale_out - * @param[in] out_shift shift left > 0 - * @return none. - * can be fused with conv/fc - */ -void shl_i805_clip_opt_u8(uint8_t *input_data, uint8_t *output_data, int32_t size, int32_t clip_min, - int32_t clip_max, int32_t input_zeropoint, int32_t output_zeropoint, - int32_t out_multiplier, int32_t out_shift); - -/** - * @brief u8 asym quant element add optimized function - * @param[in] input_0 pointer to input_0 tensor data - * @param[in] input_1 pointer to input_1 tensor data - * @param[in,out] output pointer to output tensor data - * @param[in] size input tensor size, tensor length, element size - * @param[in] input_0_zeroponit input_0 zero_point. Range: Range: -255 to 0 - * @param[in] input_0_mult multiplier for sacle_input_0 - * @param[in] input_0_shift input_0 shift - * @param[in] input_1_zeropoint input_1 zero_point. Range: Range: -255 to 0 - * @param[in] input_1_mult multiplier for sacle_input_1 - * @param[in] input_1_shift input_1 shift - * @param[in] output_zeropoint output zero_point - * @param[in] output_mult multiplier for scale_output - * @param[in] output_shift output shift - * @return none. - * - */ -void shl_i805_elementwise_add_opt_u8(uint8_t *input_0, uint8_t *input_1, uint8_t *output, - int32_t size, int32_t input_0_zeroponit, int32_t input_0_mult, - int32_t input_0_shift, int32_t input_1_zeropoint, - int32_t input_1_mult, int32_t input_1_shift, - int32_t output_zeropoint, int32_t output_mult, - int32_t output_shift); - -/** - * @brief u8 asym quant element mul optimized function - * @param[in] input_0 pointer to input_0 tensor data - * @param[in] input_1 pointer to input_1 tensor data - * @param[in,out] output pointer to output tensor data - * @param[in] size input tensor size, tensor length, element size - * @param[in] input_0_zeroponit input_0 zero_point - * @param[in] input_1_zeropoint input_1 zero_point - * @param[in] output_zeropoint output zero_point - * @param[in] output_mult multiplier for s1 * s2 / s3 - * @param[in] output_shift output shift for s1 * s2 / s3 - * @return none. - * - */ -void shl_i805_elementwise_mul_opt_u8(uint8_t *input_0, uint8_t *input_1, uint8_t *output, - int32_t size, int32_t input_0_zeroponit, - int32_t input_1_zeropoint, int32_t output_zeropoint, - int32_t output_mult, int32_t output_shift); - -/** - * @brief u8 asym quant softmax optimized function - * @param[in] input_data pointer to input tensor data - * @param[in,out] output_data pointer to output tensor data - * @param[in] size tensor size - * @param[in] out_mult multiplier - * @param[in] out_shift output shift - * @return none. - * - */ -void shl_i805_softmax_opt_u8(uint8_t *input_data, uint8_t *output_data, int32_t size, - int32_t out_mult, int32_t out_shift); - -/** - * @brief u8 asym quant reshape optimized function - * @param[in] input_data pointer to input tensor data - * @param[in,out] output_data pointer to output tensor data - * @param[in] size tensor size - * @return none. - * - */ -void shl_i805_reshape_opt_u8(uint8_t *input_data, uint8_t *output_data, int32_t size); - -/** - * @brief u8 asym quant vec and matrix mul optimized function - * @param[in] lhs pointer to input tensor data - * @param[in] rhs pointer to weight tensor data - * @param[in] bias pointer to bias tensor data - * @param[in,out] dst pointer to output tensor data - * @param[in] rhs_col input nodes (weight cols) - * @param[in] rhs_row output nodes (weight rows) - * @param[in] lhs_zero_point input zero_point - * @param[in] rhs_zero_point weight zero_point - * @param[in] dst_zero_point output zero_point - * @param[in] dst_mult multiplier for s1 * s2 / s3 - * @param[in] dst_shift output shift for s1 * s2 / s3 - * @return none. - * - */ -void shl_i805_vec_mat_mult_opt_u8(uint8_t *lhs, uint8_t *rhs, int32_t *bias, uint8_t *dst, - int32_t rhs_col, int32_t rhs_row, int32_t lhs_zero_point, - int32_t rhs_zero_point, int32_t dst_zero_point, int32_t dst_mult, - int32_t dst_shift); - -/** - * @brief u8 asym quant matrix mul(A * B_trans) optimized function - * @param[in] lhs pointer to input tensor data - * @param[in] rhs pointer to weight tensor data - * @param[in] bias pointer to bias tensor data - * @param[in,out] dst pointer to output tensor data - * @param[in] lhs_row input row / m - * @param[in] lhs_col input col / k - * @param[in] rhs_row weight row / n - * @param[in] lhs_zero_point input zero_point - * @param[in] rhs_zero_point weight zero_point - * @param[in] dst_zero_point output zero_point - * @param[in] dst_mult multiplier for s1 * s2 / s3 - * @param[in] dst_shift output shift for s1 * s2 / s3 - * @return none. - * - */ -void shl_i805_mat_mult_nt_t_opt_u8(uint8_t *lhs, uint8_t *rhs, int32_t *bias, uint8_t *dst, - int32_t lhs_row, int32_t lhs_col, int32_t rhs_row, - int32_t lhs_zero_point, int32_t rhs_zero_point, - int32_t dst_zero_point, int32_t dst_mult, int32_t dst_shift); - -/** - * @brief u8 asym quant generic convolution optimized function - * @param[in] input_data pointer to input tensor data - * @param[in] kernel_data pointer to kernel tensor data - * @param[in] bias_data pointer to bias tensor data - * @param[in,out] output_data pointer to output tensor data - * @param[in,out] bufferA pointer to buffer for input/im2col data - * @param[in] input_h input height - * @param[in] input_w input width - * @param[in] input_ch input channel / output_channel - * @param[in] kernel_h kernel height - * @param[in] kernel_w kernel width - * @param[in] pad_h pad on height - * @param[in] pad_w pad on width - * @param[in] stride_h stride on height - * @param[in] stride_w stride on width - * @param[in] out_h output height - * @param[in] out_w output width - * @param[in] input_zero_point input zero_point - * @param[in] kernel_zero_point weight zero_point - * @param[in] output_zero_point output zero_point - * @param[in] dst_mult multiplier for s1 * s2 / s3 - * @param[in] dst_shift output shift for s1 * s2 / s3, shift_right - * @return none. - * bufferA size: 2*input_ch*kernel_h*kernel_w - */ -void shl_i805_conv2d_opt_u8(uint8_t *input_data, uint8_t *kernel_data, int32_t *bias_data, - uint8_t *output_data, uint8_t *bufferA, int32_t input_h, - int32_t input_w, int32_t input_ch, int32_t kernel_h, int32_t kernel_w, - int32_t pad_h, int32_t pad_w, int32_t stride_h, int32_t stride_w, - int32_t out_h, int32_t out_w, int32_t out_c, int32_t input_zero_point, - int32_t weight_zero_point, int32_t output_zero_point, int32_t out_mult, - int32_t out_shift); - -/** - * @brief u8 asym quant 1x1 kernel_size convolution (pointwise convolution) optimized function - * @param[in] input_data pointer to input tensor data - * @param[in] kernel_data pointer to kernel tensor data - * @param[in] bias_data pointer to bias tensor data - * @param[in,out] output_data pointer to output tensor data - * @param[in] input_hxw input height mul width - * @param[in] input_ch input channel - * @param[in] output_ch output_channel - * @param[in] input_zero_point input zero_point - * @param[in] kernel_zero_point weight zero_point - * @param[in] output_zero_point output zero_point - * @param[in] dst_mult multiplier for s1 * s2 / s3 - * @param[in] dst_shift output shift for s1 * s2 / s3, shift_right - * @return none. - * - */ -void shl_i805_pwconv2d_opt_u8(uint8_t *input_data, uint8_t *kernel_data, int32_t *bias_data, - uint8_t *output_data, int32_t input_hxw, int32_t input_ch, - int32_t output_ch, int32_t input_zero_point, - int32_t weight_zero_point, int32_t output_zero_point, - int32_t out_mult, int32_t out_shift); - -/** - * @brief u8 asym quant depthwise convolution optimized function - * @param[in] input_data pointer to input tensor data - * @param[in] kernel_data pointer to kernel tensor data - * @param[in] bias_data pointer to bias tensor data - * @param[in,out] output_data pointer to output tensor data - * @param[in,out] bufferA pointer to buffer for input/im2col data - * @param[in] input_h input height - * @param[in] input_w input width - * @param[in] input_ch input channel / output_channel - * @param[in] kernel_h kernel height - * @param[in] kernel_w kernel width - * @param[in] pad_h pad on height - * @param[in] pad_w pad on width - * @param[in] stride_h stride on height - * @param[in] stride_w stride on width - * @param[in] out_h output height - * @param[in] out_w output width - * @param[in] input_zero_point input zero_point - * @param[in] kernel_zero_point weight zero_point - * @param[in] output_zero_point output zero_point - * @param[in] dst_mult multiplier for s1 * s2 / s3 - * @param[in] dst_shift output shift for s1 * s2 / s3, shift_right - * @return none. - * bufferA size: 4*input_ch*kernel_h*kernel_w - */ -void shl_i805_dwconv2d_opt_u8(uint8_t *input_data, uint8_t *kernel_data, int32_t *bias_data, - uint8_t *output_data, uint8_t *bufferA, int32_t input_h, - int32_t input_w, int32_t input_ch, int32_t kernel_h, int32_t kernel_w, - int32_t pad_h, int32_t pad_w, int32_t stride_h, int32_t stride_w, - int32_t out_h, int32_t out_w, int32_t input_zero_point, - int32_t weight_zero_point, int32_t output_zero_point, - int32_t out_mult, int32_t out_shift); - -/** - * @brief u8 asym quant depthwise convolution 3x3 kernel_size and 1 stride optimized function - * @param[in] input pointer to input tensor data - * @param[in] kernel pointer to kernel tensor data - * @param[in] bias pointer to bias tensor data - * @param[in,out] output pointer to output tensor data - * @param[in] input_zero_point input zero_point - * @param[in] kernel_zero_point weight zero_point - * @param[in] output_zero_point output zero_point - * @param[in] dst_mult multiplier for s1 * s2 / s3 - * @param[in] dst_shift output shift for s1 * s2 / s3, shift_right - * @return none. - * - */ -void shl_i805_dwconv2d_3x3_opt_u8(uint8_t *input, uint8_t *kernel, int32_t *bias, uint8_t *output, - int32_t input_zero_point, int32_t kernel_zero_point, - int32_t output_zero_point, int32_t dst_mult, int32_t dst_shift); - -/** - * @brief u8 asym quant fullyconnected optimized function - * @param[in] input_data pointer to input tensor data - * @param[in] weight_data pointer to weight tensor data - * @param[in] bias_data pointer to bias tensor data - * @param[in,out] output_data pointer to output tensor data - * @param[in] in_nodes input nodes (weight cols) - * @param[in] out_nodes output nodes (weight rows) - * @param[in] input_zero_point input zero_point - * @param[in] weight_zero_point weight zero_point - * @param[in] output_zero_point output zero_point - * @param[in] output_mult multiplier for s1 * s2 / s3 - * @param[in] output_shift output shift for s1 * s2 / s3. shift_right - * @return none. - * - */ -void shl_i805_fullyconnected_opt_u8(uint8_t *input_data, uint8_t *weight_data, int32_t *bias_data, - uint8_t *output_data, int32_t in_nodes, int32_t out_nodes, - int32_t input_zero_point, int32_t weight_zero_point, - int32_t output_zero_point, int32_t output_mult, - int32_t output_shift); - -/** - * @brief u8 asym quant generic maxpool optimized function - * @param[in] input_data pointer to input tensor data - * @param[in,out] output_data pointer to output tensor data - * @param[in] input_h input height - * @param[in] input_w input width - * @param[in] input_ch input channel / output_channel - * @param[in] kernel_h kernel height - * @param[in] kernel_w kernel width - * @param[in] pad_h pad on height - * @param[in] pad_w pad on width - * @param[in] stride_h stride on height - * @param[in] stride_w stride on width - * @param[in] out_h output height - * @param[in] out_w output width - * @return none. - * bufferA size: 2*input_ch*kernel_h*kernel_w - */ -void shl_i805_maxpool2d_opt_u8(uint8_t *input_data, uint8_t *output_data, int32_t input_h, - int32_t input_w, int32_t input_ch, int32_t kernel_h, - int32_t kernel_w, int32_t pad_h, int32_t pad_w, int32_t stride_h, - int32_t stride_w, int32_t output_h, int32_t output_w); - -/** - * @brief u8 asym quant relu optimized function - * @param[in,out] data pointer to input/output tensor data, compute inplace - * @param[in] size input tensor size, tensor length - * @param[in] input_zeropoint input zero_point - * @param[in] out_multiplier multiplier for sacle_in / scale_out - * @param[in] out_shift shift left > 0 - * @return none. - * can be fused with conv/fc - */ -void shl_i805_relu_opt_u8(uint8_t *data, int32_t size, int32_t input_zeropoint, - int32_t out_multiplier, int32_t out_shift); - -/** - * @brief u8 asym quant relu6 optimized function - * @param[in,out] data pointer to input/output tensor data, compute inplace - * @param[in] size input tensor size, tensor length - * @param[in] input_zeropoint input zero_point - * @param[in] out_multiplier multiplier for sacle_in / scale_out - * @param[in] out_shift shift left > 0 - * @return none. - * can be fused with conv/fc - */ -void shl_i805_relu6_opt_u8(uint8_t *data, int32_t size, int32_t input_zeropoint, - int32_t out_multiplier, int32_t out_shift); - -/** - * @brief u8 asym quant clip optimized function - * @param[in] input_data pointer to input tensor data - * @param[in,out] output_data pointer to output tensor data - * @param[in] size input tensor size, tensor length - * @param[in] clip_qmin clip min value(quant) - * @param[in] clip_qmax clip max value(quant) - * @param[in] input_zeropoint input zero_point - * @param[in] output_zeropoint output zero_point - * @param[in] out_multiplier multiplier for sacle_in / scale_out - * @param[in] out_shift shift left > 0 - * @return none. - * can be fused with conv/fc - */ -void shl_i805_clip_opt_u8(uint8_t *input_data, uint8_t *output_data, int32_t size, int32_t clip_min, - int32_t clip_max, int32_t input_zeropoint, int32_t output_zeropoint, - int32_t out_multiplier, int32_t out_shift); - -/** - * @brief u8 asym quant element add optimized function - * @param[in] input_0 pointer to input_0 tensor data - * @param[in] input_1 pointer to input_1 tensor data - * @param[in,out] output pointer to output tensor data - * @param[in] size input tensor size, tensor length, element size - * @param[in] input_0_zeroponit input_0 zero_point. Range: Range: -255 to 0 - * @param[in] input_0_mult multiplier for sacle_input_0 - * @param[in] input_0_shift input_0 shift - * @param[in] input_1_zeropoint input_1 zero_point. Range: Range: -255 to 0 - * @param[in] input_1_mult multiplier for sacle_input_1 - * @param[in] input_1_shift input_1 shift - * @param[in] output_zeropoint output zero_point - * @param[in] output_mult multiplier for scale_output - * @param[in] output_shift output shift - * @return none. - * - */ -void shl_i805_elementwise_add_opt_u8(uint8_t *input_0, uint8_t *input_1, uint8_t *output, - int32_t size, int32_t input_0_zeroponit, int32_t input_0_mult, - int32_t input_0_shift, int32_t input_1_zeropoint, - int32_t input_1_mult, int32_t input_1_shift, - int32_t output_zeropoint, int32_t output_mult, - int32_t output_shift); - -/** - * @brief u8 asym quant element mul optimized function - * @param[in] input_0 pointer to input_0 tensor data - * @param[in] input_1 pointer to input_1 tensor data - * @param[in,out] output pointer to output tensor data - * @param[in] size input tensor size, tensor length, element size - * @param[in] input_0_zeroponit input_0 zero_point - * @param[in] input_1_zeropoint input_1 zero_point - * @param[in] output_zeropoint output zero_point - * @param[in] output_mult multiplier for s1 * s2 / s3 - * @param[in] output_shift output shift for s1 * s2 / s3 - * @return none. - * - */ -void shl_i805_elementwise_mul_opt_u8(uint8_t *input_0, uint8_t *input_1, uint8_t *output, - int32_t size, int32_t input_0_zeroponit, - int32_t input_1_zeropoint, int32_t output_zeropoint, - int32_t output_mult, int32_t output_shift); - -/** - * @brief u8 asym quant softmax optimized function - * @param[in] input_data pointer to input tensor data - * @param[in,out] output_data pointer to output tensor data - * @param[in] size tensor size - * @param[in] out_mult multiplier - * @param[in] out_shift output shift - * @return none. - * - */ -void shl_i805_softmax_opt_u8(uint8_t *input_data, uint8_t *output_data, int32_t size, - int32_t out_mult, int32_t out_shift); - -/** - * @brief u8 asym quant reshape optimized function - * @param[in] input_data pointer to input tensor data - * @param[in,out] output_data pointer to output tensor data - * @param[in] size tensor size - * @return none. - * - */ -void shl_i805_reshape_opt_u8(uint8_t *input_data, uint8_t *output_data, int32_t size); - -/** - * @brief u8 asym quant vec and matrix mul optimized function - * @param[in] lhs pointer to input tensor data - * @param[in] rhs pointer to weight tensor data - * @param[in] bias pointer to bias tensor data - * @param[in,out] dst pointer to output tensor data - * @param[in] rhs_col input nodes (weight cols) - * @param[in] rhs_row output nodes (weight rows) - * @param[in] lhs_zero_point input zero_point - * @param[in] rhs_zero_point weight zero_point - * @param[in] dst_zero_point output zero_point - * @param[in] dst_mult multiplier for s1 * s2 / s3 - * @param[in] dst_shift output shift for s1 * s2 / s3 - * @return none. - * - */ -void shl_i805_vec_mat_mult_opt_u8(uint8_t *lhs, uint8_t *rhs, int32_t *bias, uint8_t *dst, - int32_t rhs_col, int32_t rhs_row, int32_t lhs_zero_point, - int32_t rhs_zero_point, int32_t dst_zero_point, int32_t dst_mult, - int32_t dst_shift); - -/** - * @brief u8 asym quant matrix mul(A * B_trans) optimized function - * @param[in] lhs pointer to input tensor data - * @param[in] rhs pointer to weight tensor data - * @param[in] bias pointer to bias tensor data - * @param[in,out] dst pointer to output tensor data - * @param[in] lhs_row input row / m - * @param[in] lhs_col input col / k - * @param[in] rhs_row weight row / n - * @param[in] lhs_zero_point input zero_point - * @param[in] rhs_zero_point weight zero_point - * @param[in] dst_zero_point output zero_point - * @param[in] dst_mult multiplier for s1 * s2 / s3 - * @param[in] dst_shift output shift for s1 * s2 / s3 - * @return none. - * - */ -void shl_i805_mat_mult_nt_t_opt_u8(uint8_t *lhs, uint8_t *rhs, int32_t *bias, uint8_t *dst, - int32_t lhs_row, int32_t lhs_col, int32_t rhs_row, - int32_t lhs_zero_point, int32_t rhs_zero_point, - int32_t dst_zero_point, int32_t dst_mult, int32_t dst_shift); - -/** - * @brief Struct for specifying activation function types - * - */ -typedef enum { - CSKY_SIGMOID = 0, /**< Sigmoid activation function */ - CSKY_TANH = 1, /**< Tanh activation function */ -} csky_vdsp2_nn_activation_type; - -/** - * @brief Basic Q7 convolution function - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in input tensor dimention - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel filter kernel size - * @param[in] padding padding sizes - * @param[in] stride convolution stride - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out output tensor dimension - * @param[in,out] bufferA pointer to buffer space for input - * @return none. - * - */ - -void csky_vdsp2_convolve_HWC_q7_basic(const q7_t *Im_in, const uint16_t dim_im_in, - const uint16_t ch_im_in, const q7_t *wt, - const uint16_t ch_im_out, const uint16_t dim_kernel, - const uint16_t padding, const uint16_t stride, - const q7_t *bias, const uint16_t bias_shift, - const uint16_t out_shift, q7_t *Im_out, - const uint16_t dim_im_out, q15_t *bufferA); - -/** - * @brief Basic Q15 convolution function - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in input tensor dimention - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel filter kernel size - * @param[in] padding padding sizes - * @param[in] stride convolution stride - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out output tensor dimension - * @param[in,out] bufferA pointer to buffer space for input - * @return none. - * - */ - -void csky_vdsp2_convolve_HWC_q15_basic(const q15_t *Im_in, const uint16_t dim_im_in, - const uint16_t ch_im_in, const q15_t *wt, - const uint16_t ch_im_out, const uint16_t dim_kernel, - const uint16_t padding, const uint16_t stride, - const q15_t *bias, const uint16_t bias_shift, - const uint16_t out_shift, q15_t *Im_out, - const uint16_t dim_im_out, q15_t *bufferA); - -/** - * @brief Fast Q7 convolution function (non-sqaure shape) - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in_x input tensor dimention x - * @param[in] dim_im_in_y input tensor dimention y - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel_x filter kernel size x - * @param[in] dim_kernel_y filter kernel size y - * @param[in] padding_x padding size x - * @param[in] padding_y padding size y - * @param[in] stride_x convolution stride x - * @param[in] stride_y convolution stride y - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out_x output tensor dimension x - * @param[in] dim_im_out_y output tensor dimension y - * @param[in,out] bufferA pointer to buffer space for input - * @return none. - * - * This function is the version with full list of optimization tricks, but with - * some contraints: - * ch_im_in is multiple of 4 - * ch_im_out is multiple of 2 - */ - -void csky_vdsp2_convolve_HWC_q7_fast_nonsquare( - const q7_t *Im_in, const uint16_t dim_im_in_x, const uint16_t dim_im_in_y, - const uint16_t ch_im_in, const q7_t *wt, const uint16_t ch_im_out, const uint16_t dim_kernel_x, - const uint16_t dim_kernel_y, const uint16_t padding_x, const uint16_t padding_y, - const uint16_t stride_x, const uint16_t stride_y, const q7_t *bias, const uint16_t bias_shift, - const uint16_t out_shift, q7_t *Im_out, const uint16_t dim_im_out_x, - const uint16_t dim_im_out_y, q15_t *bufferA); - -/** - * @brief Fast Q7 version of 1x1 convolution (non-sqaure shape) - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in_x input tensor dimention x - * @param[in] dim_im_in_y input tensor dimention y - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel_x filter kernel size x - * @param[in] dim_kernel_y filter kernel size y - * @param[in] padding_x padding size x - * @param[in] padding_y padding size y - * @param[in] stride_x convolution stride x - * @param[in] stride_y convolution stride y - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out_x output tensor dimension x - * @param[in] dim_im_out_y output tensor dimension y - * @param[in,out] bufferA pointer to buffer space for input - * @return none. - * - * This function implement convolution with 1x1 kernel size (i.e., dim_kernel_x=1 - * and dim_kernel_y=1). It can be used for - * second half of MobileNets after depthwise separable convolution. - * - * This function is the version with full list of optimization tricks, but with - * some contraints: - * ch_im_in is multiple of 4 - * ch_im_out is multiple of 2 - */ -void csky_vdsp2_convolve_1x1_HWC_q7_fast(const q7_t *Im_in, const uint16_t dim_im_in_x, - const uint16_t dim_im_in_y, const uint16_t ch_im_in, - const q7_t *wt, const uint16_t ch_im_out, const q7_t *bias, - const uint16_t bias_shift, const uint16_t out_shift, - q7_t *Im_out, const uint16_t dim_im_out_x, - const uint16_t dim_im_out_y, q15_t *bufferA); - -/** - * @brief Q7 version of convolution for RGB image - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in input tensor dimention - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel filter kernel size - * @param[in] padding padding sizes - * @param[in] stride convolution stride - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out output tensor dimension - * @param[in,out] bufferA pointer to buffer space for input - * @return none. - * - * This kernel is written exclusively for convolution with ch_im_in - * equals 3. This applies on the first layer of CNNs which has input - * image with RGB format. - */ - -void csky_vdsp2_convolve_HWC_q7_RGB(const q7_t *Im_in, const uint16_t dim_im_in, const q7_t *wt, - const uint16_t ch_im_out, const uint16_t dim_kernel, - const uint16_t padding, const uint16_t stride, const q7_t *bias, - const uint16_t bias_shift, const uint16_t out_shift, - q7_t *Im_out, const uint16_t dim_im_out, q15_t *bufferA); - -/** - * @brief Q7 depthwise separable convolution function - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in input tensor dimention - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel filter kernel size - * @param[in] padding padding sizes - * @param[in] stride convolution stride - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out output tensor dimension - * @param[in,out] bufferA pointer to buffer space for input - * @return none. - * - * This function is the version with full list of optimization tricks, but with - * some contraints: - * ch_im_in is multiple of 2 - * ch_im_out is multiple of 2 - */ - -void csky_vdsp2_depthwise_separable_conv_HWC_q7(const q7_t *Im_in, const uint16_t dim_im_in, - const uint16_t ch_im_in, const q7_t *wt, - const uint16_t ch_im_out, const uint16_t dim_kernel, - const uint16_t padding, const uint16_t stride, - const q7_t *bias, const uint16_t bias_shift, - const uint16_t out_shift, q7_t *Im_out, - const uint16_t dim_im_out, q15_t *bufferA); - -/** - * @brief Q7 depthwise separable convolution function (non-square shape) - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in_x input tensor dimention x - * @param[in] dim_im_in_y input tensor dimention y - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel_x filter kernel size x - * @param[in] dim_kernel_y filter kernel size y - * @param[in] padding_x padding sizes x - * @param[in] padding_y padding sizes y - * @param[in] stride_x convolution stride x - * @param[in] stride_y convolution stride y - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out_x output tensor dimension x - * @param[in] dim_im_out_y output tensor dimension y - * @param[in,out] bufferA pointer to buffer space for input - * @return none. - * - * This function is the version with full list of optimization tricks, but with - * some contraints: - * ch_im_in is multiple of 2 - * ch_im_out is multiple of 2 - */ -void csky_vdsp2_depthwise_separable_conv_HWC_q7_nonsquare( - const q7_t *Im_in, const uint16_t dim_im_in_x, const uint16_t dim_im_in_y, - const uint16_t ch_im_in, const q7_t *wt, const uint16_t ch_im_out, const uint16_t dim_kernel_x, - const uint16_t dim_kernel_y, const uint16_t padding_x, const uint16_t padding_y, - const uint16_t stride_x, const uint16_t stride_y, const q7_t *bias, const uint16_t bias_shift, - const uint16_t out_shift, q7_t *Im_out, const uint16_t dim_im_out_x, - const uint16_t dim_im_out_y, q15_t *bufferA); - -/** - * @brief Q7 basic fully-connected layer function - * @param[in] pV pointer to input vector - * @param[in] pM pointer to matrix weights - * @param[in] dim_vec length of the vector - * @param[in] num_of_rows number of rows in weight matrix - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in] bias pointer to bias - * @param[in,out] pOut pointer to output vector - * @return none. - */ - -void csky_vdsp2_fully_connected_q7(const q7_t *pV, const q7_t *pM, const uint16_t dim_vec, - const uint16_t num_of_rows, const uint16_t bias_shift, - const uint16_t out_shift, const q7_t *bias, q7_t *pOut); - -/** - * @brief Q15 basic fully-connected layer function - * @param[in] pV pointer to input vector - * @param[in] pM pointer to matrix weights - * @param[in] dim_vec length of the vector - * @param[in] num_of_rows number of rows in weight matrix - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in] bias pointer to bias - * @param[in,out] pOut pointer to output vector - * @return none. - * - */ - -void csky_vdsp2_fully_connected_q15(const q15_t *pV, const q15_t *pM, const uint16_t dim_vec, - const uint16_t num_of_rows, const uint16_t bias_shift, - const uint16_t out_shift, const q15_t *bias, q15_t *pOut); - -/** - * @brief Mixed Q15-Q7 fully-connected layer function - * @param[in] pV pointer to input vector - * @param[in] pM pointer to matrix weights - * @param[in] dim_vec length of the vector - * @param[in] num_of_rows number of rows in weight matrix - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in] bias pointer to bias - * @param[in,out] pOut pointer to output vector - * @return none. - * - */ - -void csky_vdsp2_fully_connected_mat_q7_vec_q15(const q15_t *pV, const q7_t *pM, - const uint16_t dim_vec, const uint16_t num_of_rows, - const uint16_t bias_shift, const uint16_t out_shift, - const q7_t *bias, q15_t *pOut); - -/** - * @brief Q7 RELU function - * @param[in,out] data pointer to input - * @param[in] size number of elements - * @return none. - */ - -void csky_vdsp2_relu_q7(q7_t *data, uint16_t size); - -/** - * @brief Q15 RELU function - * @param[in,out] data pointer to input - * @param[in] size number of elements - * @return none. - */ - -void csky_vdsp2_relu_q15(q15_t *data, uint16_t size); - -/** - * @brief Q7 neural network activation function using direct table look-up - * @param[in,out] data pointer to input - * @param[in] size number of elements - * @param[in] int_width bit-width of the integer part, assume to be smaller than 3 - * @param[in] type type of activation functions - * @return none. - */ - -void csky_vdsp2_nn_activations_direct_q7(q7_t *data, uint16_t size, uint16_t int_width, - csky_vdsp2_nn_activation_type type); - -/** - * @brief Q15 neural network activation function using direct table look-up - * @param[in,out] data pointer to input - * @param[in] size number of elements - * @param[in] int_width bit-width of the integer part, assume to be smaller than 3 - * @param[in] type type of activation functions - * @return none. - */ - -void csky_vdsp2_nn_activations_direct_q15(q15_t *data, uint16_t size, uint16_t int_width, - csky_vdsp2_nn_activation_type type); - -/** - * @brief Q7 max pooling function - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in input tensor dimention - * @param[in] ch_im_in number of input tensor channels - * @param[in] dim_kernel filter kernel size - * @param[in] padding padding sizes - * @param[in] stride convolution stride - * @param[in] dim_im_out output tensor dimension - * @param[in,out] bufferA pointer to buffer space for input - * @param[in,out] Im_out pointer to output tensor - * @return none. - * - */ - -void csky_vdsp2_maxpool2d_q7_HWC(q7_t *Im_in, const uint16_t dim_im_in, const uint16_t ch_im_in, - const uint16_t dim_kernel, const uint16_t padding, - const uint16_t stride, const uint16_t dim_im_out, q7_t *bufferA, - q7_t *Im_out); - -/** - * @brief Q7 average pooling function - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in input tensor dimention - * @param[in] ch_im_in number of input tensor channels - * @param[in] dim_kernel filter kernel size - * @param[in] padding padding sizes - * @param[in] stride convolution stride - * @param[in] dim_im_out output tensor dimension - * @param[in,out] bufferA pointer to buffer space for input - * @param[in,out] Im_out pointer to output tensor - * @return none. - * - */ - -void csky_vdsp2_avepool_q7_HWC(q7_t *Im_in, const uint16_t dim_im_in, const uint16_t ch_im_in, - const uint16_t dim_kernel, const uint16_t padding, - const uint16_t stride, const uint16_t dim_im_out, q7_t *bufferA, - q7_t *Im_out); - -void csky_vdsp2_avepool_q7_HWC_nonsquare(q7_t *Im_in, // input image - const uint16_t dim_im_in_x, // input image dimension - const uint16_t dim_im_in_y, // input image dimension - const uint16_t ch_im_in, // number of input image channels - const uint16_t dim_kernel_x, // window kernel size - const uint16_t dim_kernel_y, // window kernel size - const uint16_t padding_x, // padding sizes - const uint16_t padding_y, // padding sizes - const uint16_t stride_x, // stride - const uint16_t stride_y, // stride - const uint16_t dim_im_out_x, // output image dimension - const uint16_t dim_im_out_y, // output image dimension - q7_t *bufferA, // a buffer for local storage - q7_t *Im_out, // output feature - const uint16_t out_lshift); // output left shift (scaling) - -/** - * @brief Q7 softmax function - * @param[in] vec_in pointer to input vector - * @param[in] dim_vec input vector dimention - * @param[out] p_out pointer to output vector - * @return none. - * - */ - -void csky_vdsp2_softmax_q7(const q7_t *vec_in, const uint16_t dim_vec, q7_t *p_out); - -/** - * @brief Q15 softmax function - * @param[in] vec_in pointer to input vector - * @param[in] dim_vec input vector dimention - * @param[out] p_out pointer to output vector - * @return none. - * - */ - -void csky_vdsp2_softmax_q15(const q15_t *vec_in, const uint16_t dim_vec, q15_t *p_out); - -#ifdef __cplusplus -} -#endif - -#endif // SOURCE_I805_OPT_I805_FUNCTION_H_ diff --git a/source/i805_opt/maxpool.c b/source/i805_opt/maxpool.c deleted file mode 100644 index 7b9ba130..00000000 --- a/source/i805_opt/maxpool.c +++ /dev/null @@ -1,98 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "i805_function.h" -#include "shl_i805.h" - -static int shl_i805_maxpool2d_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_pool_params *params) -{ - q7_t *input_data = (q7_t *)input->data; - q7_t *output_data = (q7_t *)output->data; - - uint16_t batch = input->dim[0]; - uint16_t in_hw = input->dim[1]; // e.g. in_hw = input->dim[2]; - uint16_t in_c = input->dim[3]; - - uint16_t out_hw = output->dim[1]; // e.g. out_hw = output->dim[2] - - q7_t buffer_tmp[out_hw * out_hw * in_c]; // buffer_size = out_h * out_w * channel - - csky_vdsp2_maxpool2d_q7_HWC(input_data, in_hw, in_c, params->filter_height, params->pad_top, - params->stride_height, out_hw, buffer_tmp, output_data); - - return CSINN_TRUE; -} - -int shl_i805_maxpool2d_init_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_pool_params *params) -{ - struct csinn_callback *cb = params->base.cb; - uint8_t flag = 0; - if ((params->pad_top != params->pad_down) || (params->pad_left != params->pad_right) || - (params->pad_top != params->pad_left)) { - flag |= 0x01; - } - if (input->dim[1] != input->dim[2]) { - flag |= 0x02; - } - if (params->filter_height != params->filter_width) { - flag |= 0x04; - } - if (params->stride_height != params->stride_width) { - flag |= 0x08; - } - if (flag > 0) { - shl_debug_warning( - "maxpool q7 is not optimized to achieve under this condition on i805, call reference " - "func replaced.\n"); - cb->exec = shl_ref_maxpool2d_quant; - } else { - cb->exec = shl_i805_maxpool2d_q7; - } - return CSINN_TRUE; -} - -int shl_i805_maxpool2d_u8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_pool_params *params) -{ - uint8_t *input_data = (uint8_t *)input->data; - uint8_t *output_data = (uint8_t *)output->data; - - uint16_t batch = input->dim[0]; - uint16_t in_h = input->dim[1]; - uint16_t in_w = input->dim[2]; - uint16_t in_c = input->dim[3]; - - uint16_t out_h = output->dim[1]; - uint16_t out_w = output->dim[2]; - - int32_t ker_h = params->filter_height; - int32_t ker_w = params->filter_width; - int32_t pad_h = params->pad_top; - int32_t pad_w = params->pad_left; - int32_t stride_h = params->stride_height; - int32_t stride_w = params->stride_width; - - shl_i805_maxpool2d_opt_u8(input_data, output_data, in_h, in_w, in_c, ker_h, ker_w, pad_h, pad_w, - stride_h, stride_w, out_h, out_w); - - return CSINN_TRUE; -} \ No newline at end of file diff --git a/source/i805_opt/mul.c b/source/i805_opt/mul.c deleted file mode 100644 index 37835950..00000000 --- a/source/i805_opt/mul.c +++ /dev/null @@ -1,49 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "i805_function.h" -#include "shl_i805.h" - -int shl_i805_mul_init_u8(struct csinn_tensor *input0, struct csinn_tensor *input1, - struct csinn_tensor *output, struct csinn_diso_params *params) -{ - // compute out multiplier and shift for scale_in/scale_out - float real_scale = input0->qinfo->scale * input1->qinfo->scale / output->qinfo->scale; - shl_quantize_multiplier(real_scale, &output->qinfo->multiplier, &output->qinfo->shift); - struct csinn_callback *cb = params->base.cb; - cb->exec = shl_i805_mul_u8; - return CSINN_TRUE; -} - -int shl_i805_mul_u8(struct csinn_tensor *input0, struct csinn_tensor *input1, - struct csinn_tensor *output, struct csinn_diso_params *params) -{ - uint8_t *input0_data = (uint8_t *)input0->data; - uint8_t *input1_data = (uint8_t *)input1->data; - uint8_t *output_data = (uint8_t *)output->data; - - int32_t size = csinn_tensor_size(input0); - - shl_i805_elementwise_mul_opt_u8(input0_data, input1_data, output_data, size, - -input0->qinfo->zero_point, -input1->qinfo->zero_point, - output->qinfo->zero_point, output->qinfo->multiplier, - -output->qinfo->shift); - return CSINN_TRUE; -} \ No newline at end of file diff --git a/source/i805_opt/nn-support/shl_xt800v_nntables.c b/source/i805_opt/nn-support/shl_xt800v_nntables.c deleted file mode 100644 index 5e8b1af3..00000000 --- a/source/i805_opt/nn-support/shl_xt800v_nntables.c +++ /dev/null @@ -1,156 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* ---------------------------------------------------------------------- - * Title: csky_vdsp2_nntables.c - * Description: Converts the elements of the Q7 vector to Q15 vector without left-shift - * - * -------------------------------------------------------------------- */ - -#include -/** - * @brief 8-bit fractional data type in 1.7 format. - */ -typedef int8_t q7_t; - -/** - * @brief 16-bit fractional data type in 1.15 format. - */ -typedef int16_t q15_t; - -/** - * @brief tables for various activation functions - * - * This file include the declaration of common tables. - * Most of them are used for activation functions - * - * Assumption: - * Unified table: input is 3.x format, i.e, range of [-8, 8) - * sigmoid(8) = 0.9996646498695336 - * tanh(8) = 0.9999997749296758 - * The accuracy here should be good enough - * - * 2-stage HL table: - * - * The entire input range is divided into two parts: - * - * Low range table: 0x000x xxxx or 0x111x xxxx - * table entry will be the binary number excluding the first - * two digits, i.e., 0x0x xxxx or 0x1x xxxx - * - * - * - * High range table 0x0010 0000 -- 0x0111 1111 - * 0x1000 0000 -- 0x1101 1111 - * - * For positive numbers, table entry will be - * 0x0010 0000 -- 0x0111 1111 minus 0x0010 0000 - * i.e., 0x0000 0000 - 0x0101 11111 - * - * same thing for the negative numbers, table entry will be - * 0x1000 0000 -- 0x1101 1111 minux 0x0010 0000 - * i.e., 0x0110 0000 - 0x1011 1111 - */ - -const q7_t sigmoidTable_q7[256] = { - 0x40, 0x42, 0x44, 0x46, 0x48, 0x4a, 0x4c, 0x4e, 0x50, 0x52, 0x53, 0x55, 0x57, 0x59, 0x5a, 0x5c, - 0x5e, 0x5f, 0x61, 0x62, 0x63, 0x65, 0x66, 0x67, 0x69, 0x6a, 0x6b, 0x6c, 0x6d, 0x6e, 0x6f, 0x70, - 0x71, 0x72, 0x72, 0x73, 0x74, 0x74, 0x75, 0x76, 0x76, 0x77, 0x77, 0x78, 0x78, 0x79, 0x79, 0x7a, - 0x7a, 0x7a, 0x7b, 0x7b, 0x7b, 0x7c, 0x7c, 0x7c, 0x7c, 0x7c, 0x7d, 0x7d, 0x7d, 0x7d, 0x7d, 0x7e, - 0x7e, 0x7e, 0x7e, 0x7e, 0x7e, 0x7e, 0x7e, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, - 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, - 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, - 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, - 0x02, 0x02, 0x03, 0x03, 0x03, 0x03, 0x03, 0x04, 0x04, 0x04, 0x04, 0x04, 0x05, 0x05, 0x05, 0x06, - 0x06, 0x06, 0x07, 0x07, 0x08, 0x08, 0x09, 0x09, 0x0a, 0x0a, 0x0b, 0x0c, 0x0c, 0x0d, 0x0e, 0x0e, - 0x0f, 0x10, 0x11, 0x12, 0x13, 0x14, 0x15, 0x16, 0x17, 0x19, 0x1a, 0x1b, 0x1d, 0x1e, 0x1f, 0x21, - 0x22, 0x24, 0x26, 0x27, 0x29, 0x2b, 0x2d, 0x2e, 0x30, 0x32, 0x34, 0x36, 0x38, 0x3a, 0x3c, 0x3e, -}; - -const q15_t sigmoidTable_q15[256] = { - 0x4000, 0x4200, 0x43ff, 0x45fc, 0x47f5, 0x49eb, 0x4bdc, 0x4dc8, 0x4fad, 0x518a, 0x5360, 0x552c, - 0x56ef, 0x58a8, 0x5a57, 0x5bfb, 0x5d93, 0x5f20, 0x60a1, 0x6216, 0x637f, 0x64db, 0x662b, 0x676f, - 0x68a6, 0x69d2, 0x6af1, 0x6c05, 0x6d0d, 0x6e09, 0x6efb, 0x6fe2, 0x70be, 0x7190, 0x7258, 0x7316, - 0x73cc, 0x7478, 0x751b, 0x75b7, 0x764a, 0x76d6, 0x775b, 0x77d8, 0x784f, 0x78c0, 0x792a, 0x798f, - 0x79ee, 0x7a48, 0x7a9d, 0x7aed, 0x7b39, 0x7b80, 0x7bc4, 0x7c03, 0x7c3f, 0x7c78, 0x7cad, 0x7ce0, - 0x7d0f, 0x7d3c, 0x7d66, 0x7d8d, 0x7db3, 0x7dd6, 0x7df7, 0x7e16, 0x7e33, 0x7e4f, 0x7e69, 0x7e81, - 0x7e98, 0x7eae, 0x7ec2, 0x7ed5, 0x7ee7, 0x7ef8, 0x7f08, 0x7f17, 0x7f25, 0x7f32, 0x7f3e, 0x7f4a, - 0x7f55, 0x7f5f, 0x7f69, 0x7f72, 0x7f7b, 0x7f83, 0x7f8a, 0x7f91, 0x7f98, 0x7f9e, 0x7fa4, 0x7faa, - 0x7faf, 0x7fb4, 0x7fb8, 0x7fbd, 0x7fc1, 0x7fc5, 0x7fc8, 0x7fcc, 0x7fcf, 0x7fd2, 0x7fd5, 0x7fd7, - 0x7fda, 0x7fdc, 0x7fde, 0x7fe0, 0x7fe2, 0x7fe4, 0x7fe6, 0x7fe7, 0x7fe9, 0x7fea, 0x7feb, 0x7fed, - 0x7fee, 0x7fef, 0x7ff0, 0x7ff1, 0x7ff2, 0x7ff3, 0x7ff4, 0x7ff4, 0x000b, 0x000c, 0x000c, 0x000d, - 0x000e, 0x000f, 0x0010, 0x0011, 0x0012, 0x0013, 0x0015, 0x0016, 0x0017, 0x0019, 0x001a, 0x001c, - 0x001e, 0x0020, 0x0022, 0x0024, 0x0026, 0x0029, 0x002b, 0x002e, 0x0031, 0x0034, 0x0038, 0x003b, - 0x003f, 0x0043, 0x0048, 0x004c, 0x0051, 0x0056, 0x005c, 0x0062, 0x0068, 0x006f, 0x0076, 0x007d, - 0x0085, 0x008e, 0x0097, 0x00a1, 0x00ab, 0x00b6, 0x00c2, 0x00ce, 0x00db, 0x00e9, 0x00f8, 0x0108, - 0x0119, 0x012b, 0x013e, 0x0152, 0x0168, 0x017f, 0x0197, 0x01b1, 0x01cd, 0x01ea, 0x0209, 0x022a, - 0x024d, 0x0273, 0x029a, 0x02c4, 0x02f1, 0x0320, 0x0353, 0x0388, 0x03c1, 0x03fd, 0x043c, 0x0480, - 0x04c7, 0x0513, 0x0563, 0x05b8, 0x0612, 0x0671, 0x06d6, 0x0740, 0x07b1, 0x0828, 0x08a5, 0x092a, - 0x09b6, 0x0a49, 0x0ae5, 0x0b88, 0x0c34, 0x0cea, 0x0da8, 0x0e70, 0x0f42, 0x101e, 0x1105, 0x11f7, - 0x12f3, 0x13fb, 0x150f, 0x162e, 0x175a, 0x1891, 0x19d5, 0x1b25, 0x1c81, 0x1dea, 0x1f5f, 0x20e0, - 0x226d, 0x2405, 0x25a9, 0x2758, 0x2911, 0x2ad4, 0x2ca0, 0x2e76, 0x3053, 0x3238, 0x3424, 0x3615, - 0x380b, 0x3a04, 0x3c01, 0x3e00, -}; - -const q7_t tanhTable_q7[256] = { - 0x00, 0x08, 0x10, 0x18, 0x1f, 0x27, 0x2e, 0x35, 0x3b, 0x41, 0x47, 0x4c, 0x51, 0x56, 0x5a, 0x5e, - 0x61, 0x65, 0x68, 0x6a, 0x6d, 0x6f, 0x71, 0x72, 0x74, 0x75, 0x76, 0x78, 0x78, 0x79, 0x7a, 0x7b, - 0x7b, 0x7c, 0x7c, 0x7d, 0x7d, 0x7e, 0x7e, 0x7e, 0x7e, 0x7e, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, - 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, - 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, - 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, - 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x81, - 0x81, 0x81, 0x81, 0x81, 0x81, 0x81, 0x81, 0x82, 0x82, 0x82, 0x82, 0x82, 0x83, 0x83, 0x84, 0x84, - 0x85, 0x85, 0x86, 0x87, 0x88, 0x88, 0x8a, 0x8b, 0x8c, 0x8e, 0x8f, 0x91, 0x93, 0x96, 0x98, 0x9b, - 0x9f, 0xa2, 0xa6, 0xaa, 0xaf, 0xb4, 0xb9, 0xbf, 0xc5, 0xcb, 0xd2, 0xd9, 0xe1, 0xe8, 0xf0, 0xf8, -}; - -const q15_t tanhTable_q15[256] = { - 0x0000, 0x07fd, 0x0feb, 0x17b9, 0x1f59, 0x26bf, 0x2ddf, 0x34ae, 0x3b27, 0x4142, 0x46fd, 0x4c56, - 0x514d, 0x55e2, 0x5a1a, 0x5df6, 0x617c, 0x64b0, 0x6797, 0x6a37, 0x6c95, 0x6eb5, 0x709e, 0x7254, - 0x73dc, 0x753a, 0x7672, 0x7788, 0x787f, 0x795b, 0x7a1e, 0x7acb, 0x7b65, 0x7bee, 0x7c66, 0x7cd1, - 0x7d30, 0x7d84, 0x7dce, 0x7e0f, 0x7e49, 0x7e7d, 0x7eaa, 0x7ed2, 0x7ef5, 0x7f14, 0x7f30, 0x7f48, - 0x7f5e, 0x7f71, 0x7f82, 0x7f91, 0x7f9e, 0x7fa9, 0x7fb3, 0x7fbc, 0x7fc4, 0x7fcb, 0x7fd1, 0x7fd7, - 0x7fdc, 0x7fe0, 0x7fe4, 0x7fe7, 0x7fea, 0x7fed, 0x7fef, 0x7ff1, 0x7ff3, 0x7ff4, 0x7ff6, 0x7ff7, - 0x7ff8, 0x7ff9, 0x7ffa, 0x7ffa, 0x7ffb, 0x7ffc, 0x7ffc, 0x7ffd, 0x7ffd, 0x7ffd, 0x7ffe, 0x7ffe, - 0x7ffe, 0x7ffe, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, - 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, - 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, - 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x8000, 0x8000, 0x8000, 0x8000, - 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, - 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, - 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8001, 0x8001, 0x8001, 0x8001, 0x8001, 0x8001, - 0x8001, 0x8001, 0x8001, 0x8002, 0x8002, 0x8002, 0x8002, 0x8003, 0x8003, 0x8003, 0x8004, 0x8004, - 0x8005, 0x8006, 0x8006, 0x8007, 0x8008, 0x8009, 0x800a, 0x800c, 0x800d, 0x800f, 0x8011, 0x8013, - 0x8016, 0x8019, 0x801c, 0x8020, 0x8024, 0x8029, 0x802f, 0x8035, 0x803c, 0x8044, 0x804d, 0x8057, - 0x8062, 0x806f, 0x807e, 0x808f, 0x80a2, 0x80b8, 0x80d0, 0x80ec, 0x810b, 0x812e, 0x8156, 0x8183, - 0x81b7, 0x81f1, 0x8232, 0x827c, 0x82d0, 0x832f, 0x839a, 0x8412, 0x849b, 0x8535, 0x85e2, 0x86a5, - 0x8781, 0x8878, 0x898e, 0x8ac6, 0x8c24, 0x8dac, 0x8f62, 0x914b, 0x936b, 0x95c9, 0x9869, 0x9b50, - 0x9e84, 0xa20a, 0xa5e6, 0xaa1e, 0xaeb3, 0xb3aa, 0xb903, 0xbebe, 0xc4d9, 0xcb52, 0xd221, 0xd941, - 0xe0a7, 0xe847, 0xf015, 0xf803, -}; diff --git a/source/i805_opt/pooling/shl_i805_maxpool_8.S b/source/i805_opt/pooling/shl_i805_maxpool_8.S deleted file mode 100644 index 8d64976b..00000000 --- a/source/i805_opt/pooling/shl_i805_maxpool_8.S +++ /dev/null @@ -1,225 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - - -/****************************************************************************** - * @file shl_i805_maxpool2d_8.S - * @brief uint8 maxpool function. - * @version V1.0 - * @date 9. Jul 2021 - ******************************************************************************/ - -/* - void shl_i805_maxpool2d_opt_u8(uint8_t *input_data, - uint8_t *output_data, - int32_t input_h, - int32_t input_w, - int32_t input_ch, - int32_t kernel_h, - int32_t kernel_w, - int32_t pad_h, - int32_t pad_w, - int32_t stride_h, - int32_t stride_w, - int32_t output_h, - int32_t output_w) - - Algorithm works as follows: - (1) calculate the pooling by sliding it window by window, window_size: [kernel_h * kernel_w] - (2) if first index in window, copy in_ch elements from start_addr to dst, - else compare in_ch elements between start_addr and dst_addr - (3) finish one window, dst += in_ch - - register definition: - a0: input_data - a1: output_data - a2: input_h - a3: input_w - t0: i_out_h - t1: i_out_w - t2: i_ker_h - t3: i_ker_w - t4: base_idx_h - t5: base_idx_w - l3: ker_h_start - l4: ker_h_end - l5: ker_w_start - l6: ker_w_end - l7: count if 0, store input to output, else compare - l8: output_data addr temp - - */ - - .file "shl_i805_maxpool2d_8.S" - .section .text.shl_i805_maxpool2d_opt_u8,"ax",@progbits - .align 2 - .global shl_i805_maxpool2d_opt_u8 - .type shl_i805_maxpool2d_opt_u8, @function - - -shl_i805_maxpool2d_opt_u8: - push l0, l1, l2, l3, l4, l5, l6, l7, l8 - - ld.w l0, (sp, 0x24) // input_ch - ld.w l1, (sp, 0x28) // kernel_h - ld.w l2, (sp, 0x2c) // kernel_w - - movi t0, 0 // i_out_h - ld.w t8, (sp, 0x30) // pad_h - subu t4, t0, t8 // base_idx_h = -pad_h - -.OUT_H: - ld.w t8, (sp, 0x40) // t8 = out_h - cmplt t0, t8 // i_out_h < out_h - bf .END - - movi t1, 0 // i_out_w reset - ld.w t9, (sp, 0x34) // pad_w - subu t5, t1, t9 // base_idx_w = -pad_w - -.OUT_W: - ld.w t9, (sp, 0x44) // t9 = out_w - cmplt t1, t9 // i_out_w < out_w - bf .OUT_H_ADD - -/* - ker_h_start = max(0, -base_idx_h) - ker_w_start = max(0, -base_idx_w) - ker_h_end = min(ker_h, input_h-base_idx_h) - ker_w_end = min(ker_w, input_w-base_idx_w) -*/ - movi l3, 0 - movi l5, 0 - - movi t6, 0 - subu t7, t6, t4 // -base_idx_h - subu t8, t6, t5 // -base_idx_w - - cmplt t6, t7 - movt l3, t7 - cmplt t6, t8 - movt l5, t8 - - mov l4, l1 - mov l6, l2 - - addu t9, a2, t7 - cmplt l1, t9 - movt l4, t9 - - addu t9, a3, t8 - cmplt l2, t9 - movt l6, t9 - - mov l8, a1 // update dst addr - movi l7, 0 // count = 0 - mov t2, l3 // i_ker_h = ker_h_start - -.KERNEL_H: - cmplt t2, l4 // i_ker_h < ker_h_end - bf .OUT_W_ADD - - mov t3, l5 // i_ker_w = ker_w_start - -.KERNEL_W: - cmplt t3, l6 // i_ker_w < ker_w_end - bf .KERNEL_H_ADD - - addu t6, t2, t4 // i_ker_h + base_idx_h - addu t7, t3, t5 // i_ker_w + base_idx_w - - mult t6, t6, a3 // (i_ker_h + base_idx_h) * input_w - addu t6, t6, t7 // (i_ker_h + base_idx_h) * input_w + i_ker_w + base_idx_w - mult t6, t6, l0 // in_ch * ((i_ker_h + base_idx_h) * input_w + i_ker_w + base_idx_w) - addu t7, a0, t6 // start_addr - - cmplti l7, 1 // count < 1? i.e. count==0 - bf .COMPARE - -.COPY: - // if branch, first index in window[kernel_h * kernel_w], copy in_ch elements from start_addr to output_data - addi l7, l7, 1 // count++ - lsri t6, l0, 4 // in_ch >> 4 - bez t6, .COPY_TAIL - -.COPY_16: - vldmu.8 vr0-vr0, (t7) - vstmu.8 vr0-vr0, (l8) - bnezad t6, .COPY_16 - -.COPY_TAIL: - andi t6, l0, 15 // in_ch & 15u - bez t6, .KERNEL_W_ADD - - vldx.8 vr0, (t7), t6 - vstx.8 vr0, (l8), t6 - // addu l8, l8, t6 // l8 update +in_ch - mov l8, a1 // - br .KERNEL_W_ADD - -.COMPARE: - // else branch - lsri t6, l0, 4 // in_ch >> 4 - bez t6, .COMPARE_TAIL - -.COMPARE_16: - vldm.8 vr0-vr0, (l8) // load from dst - vldmu.8 vr1-vr1, (t7) // load from start_addr - vmax.u8 vr2, vr0, vr1 // - vstmu.8 vr2-vr2, (l8) - bnezad t6, .COMPARE_16 - -.COMPARE_TAIL: - andi t6, l0, 15 // in_ch & 15u - bez t6, .KERNEL_W_ADD - - vldx.8 vr0, (l8), t6 - vldx.8 vr1, (t7), t6 - vmax.u8 vr2, vr0, vr1 - vstx.8 vr2, (l8), t6 - mov l8, a1 - -.KERNEL_W_ADD: - addi t3, t3, 1 // i_ker_w ++ - br .KERNEL_W - -.KERNEL_H_ADD: - addi t2, t2, 1 // i_ker_h ++ - br .KERNEL_H - - -.OUT_W_ADD: - addu a1, a1, l0 // output_data + in_ch - ld.w t9, (sp, 0x3c) // stride_w - addu t5, t5, t9 // base_idx_w += stride_w - addi t1, t1, 1 // i_out_w++ - br .OUT_W - -.OUT_H_ADD: - ld.w t8, (sp, 0x38) // stride_h - addu t4, t4, t8 // base_idx_h += stride_h - addi t0, t0, 1 // i_out_h++ - br .OUT_H - - -.END: - pop l0, l1, l2, l3, l4, l5, l6, l7, l8 - rts - .size shl_i805_maxpool2d_opt_u8, .-shl_i805_maxpool2d_opt_u8 diff --git a/source/i805_opt/pooling/shl_xt800v_avepool_q7_HWC_nonsquare.S b/source/i805_opt/pooling/shl_xt800v_avepool_q7_HWC_nonsquare.S deleted file mode 100644 index ad81c22c..00000000 --- a/source/i805_opt/pooling/shl_xt800v_avepool_q7_HWC_nonsquare.S +++ /dev/null @@ -1,390 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800v_avepool_q7_HWC_nonsquare.S - * @brief Pooling functions implementations. - * @version V1.0 - * @date 31. May 2018 - ******************************************************************************/ - -/* - * void shl_xt800v_avepool_q7_HWC_nonsquare( - * const q7_t *Im_in, // input image - * const uint16_t dim_im_in_x, // input image dimension - * const uint16_t dim_im_in_y, // input image dimension - * const uint16_t ch_im_in, // number of input image channels - * const uint16_t dim_kernel_x, // window kernel size - * const uint16_t dim_kernel_y, // window kernel size - * const uint16_t padding_x, // padding sizes - * const uint16_t padding_y, // padding sizes - * const uint16_t stride_x, // stride - * const uint16_t stride_y, // stride - * const uint16_t dim_im_out_x, // output image dimension - * const uint16_t dim_im_out_y, // output image dimension - * q7_t *bufferA, // a buffer for local storage - * q7_t *Im_out, // output feature - * const uint16_t out_lshift) // output left shift (scaling) - */ - - .section .text.shl_xt800v_avepool_q7_HWC_nonsquare,"ax",@progbits - .align 2 - .global shl_xt800v_avepool_q7_HWC_nonsquare - .type shl_xt800v_avepool_q7_HWC_nonsquare, @function - -shl_xt800v_avepool_q7_HWC_nonsquare: - push l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - ld.hs l8, (sp, 0X2C) // dim_kernel_x - ld.hs l3, (sp, 0x34) // padding_x - ld.hs l2, (sp, 0x3c) // stride_x - ld.hs l1, (sp, 0x44) // dim_im_out_x - ld.hs l9, (sp, 0x48) // dim_im_out_y - ld.w t5, (sp, 0x4c) // bufferA - ld.w l0, (sp, 0x50) // *im_out - ld.hs lr, (sp, 0x54) // out_lshift - movi t6, 8 - movi t9, 1 - lsli t9, t9, 15 - - /* pooling along x axis*/ - movi t0, 0 // i_y = 0 - -.L30: - cmplt t0, a2 // i_y < dim_im_in_y - bf .L49 - - movi t1, 0 // i_x = 0 - -.L31: - cmplt t1, l1 // i_x < dim_im_out_x - bf .L48 - - mult l7, t0, a1 // i_y * dim_im_in_x - addu l4, l7, t1 // + i_x - mult l4, l4, a3 // * ch_im_in - addu l4, l4, a0 // + im_in - - mult l6, t1, l2 // i_x * stride_x - cmplt l6, l3 - bt .L32 - addu l5, l6, l7 - subu l5, l5, l3 // - padding_x - mult l5, l5, a3 // * ch_im_in - addu l5, l5, a0 // + im_in - br .L33 - -.L32: - mov l5, l4 // win_start - -.L33: - subu t2, l6, l3 // - padding_x - addu t2, t2, l8 // + dim_kernel_x - cmphs t2, a1 - bf .L34 - addu l6, l7, a1 // + dim_im_in_x - mult l6, l6, a3 // * ch_im_in - addu l6, l6, a0 // + im_in - br .L35 - -.L34: - addu l6, l7, l6 - subu l6, l6, l3 // - padding_x - addu l6, l6, l8 // + dim_kernrl_x - mult l6, l6, a3 // * ch_im_in - addu l6, l6, a0 // win_stop - -.L35: - mov l7, t5 - movi t4, 1 // count = 1 - lsri t2, a3, 4 - bez t2, .L37 - -.L36: - vldmu.8 vr0-vr0, (l5) // q7_to_q15 - vmov.s8.e vr0, vr0 - vstmu.16 vr0-vr1, (l7) - - bnezad t2, .L36 - -.L37: - andi t2, a3, 15 - bez t2, .L39 - - vldx.8 vr0, (l5), t2 - addu l5, l5, t2 - vmov.s8.e vr0, vr0 - cmphsi t2, 9 - bf .L38 - subi t2, t2, 8 - vstmu.16 vr0-vr0, (l7) - vstx.16 vr1, (l7), t2 - br .L39 - -.L38: - vstx.16 vr0, (l7), t2 - -.L39: - cmplt l5, l6 - bf .L43 - - mov l7, t5 - lsri t2, a3, 4 - bez t2, .L41 - -.L40: - vldmu.8 vr0-vr0, (l5) // accumulate_q7_to_q15 - vldm.16 vr1-vr2, (l7) - vadd.s8.x vr1, vr1, vr0 - vstmu.16 vr1-vr2, (l7) - - bnezad t2, .L40 - -.L41: - andi t2, a3, 15 - lsri t3, t2, 3 - bez t3, .L68 - - vldx.8 vr0, (l5), t6 - addu l5, l5, t6 - vldm.16 vr1-vr1, (l7) - vadd.s8.x vr1, vr1, vr0 - vstmu.16 vr1-vr1, (l7) - -.L68: - andi t3, t2, 7 - bez t3, .L42 - vldx.8 vr0, (l5), t3 - addu l5, l5, t3 - vldx.16 vr1, (l7), t3 - vadd.s8.x vr1, vr1, vr0 - vstx.16 vr1, (l7), t3 - -.L42: - addi t4, t4, 1 - br .L39 - -.L43: - divu t2, t9, t4 // 1/count - vdupg.16 vr7, t2 - vabs.s16.s vr7, vr7 - - mov l7, t5 - lsri t2, a3, 4 - bez t2, .L45 - -.L44: - vldmu.16 vr0-vr1, (l7) // buffer_scale_back_q15_to_q7 - vrmulh.s16.rs vr0, vr0, vr7 - vrmulh.s16.rs vr1, vr1, vr7 - vmov.s16.sl vr0, vr0, vr1 - vstmu.8 vr0-vr0, (l4) - - bnezad t2, .L44 - -.L45: - andi t3, a3, 15 - lsri t2, t3, 3 - bez t2, .L46 - - vldmu.16 vr0-vr0, (l7) - vrmulh.s16.rs vr0, vr0, vr7 - vmov.s16.sl vr0, vr0, vr0 - vstx.8 vr0, (l4), t6 - addu l4, l4, t6 - -.L46: - andi t2, t3, 7 - bez t2, .L47 - vldx.16 vr0, (l7), t2 - vrmulh.s16.rs vr0, vr0, vr7 - vmov.s16.sl vr0, vr0, vr0 - vstx.8 vr0, (l4), t2 - -.L47: - addi t1, t1, 1 - br .L31 - -.L48: - addi t0, t0, 1 - br .L30 - -.L49: - ld.hs l8, (sp, 0x30) // dim_kernel_y - ld.hs l3, (sp, 0x38) // padding_y - ld.hs l2, (sp, 0x40) // stride_y - - mult t3, a1, a3 // dim_im_in_x * ch_im_in - mult t2, l1, a3 // dim_im_out_x * ch_im_in - movi t0, 0 - -.L50: - cmplt t0, l9 // i_y dim_im_out_y - bf .L67 - mult l4, t2, t0 // target - addu l4, l4, l0 - - mult l7, t0, l2 - cmplt l7, l3 // i_y * stride_y < padding_y - bt .L51 - subu l5, l7, l3 // - padding_y - mult l5, l5, t3 - addu l5, l5, a0 - br .L52 - -.L51: - mov l5, a0 // row_start - -.L52: - subu l6, l7, l3 // - padding_y - addu l6, l6, l8 // + dim_kernel_y - cmphs l6, a2 - bf .L53 - mult l6, t3, a2 // * dim_im_in_y - addu l6, l6, a0 - br .L54 - -.L53: - mult l6, l6, t3 - addu l6, l6, a0 // row_end - -.L54: - mov l7, t5 - mov t8, l5 - addu l5, l5, t3 // update row_start - movi t4, 1 // count = 1 - lsri t1, t2, 4 - bez t1, .L56 - -.L55: - vldmu.8 vr0-vr0, (t8) // q7_to_q15 - vmov.s8.e vr0, vr0 - vstmu.16 vr0-vr1, (l7) - - bnezad t1, .L55 - -.L56: - andi t1, t2, 15 - bez t1, .L58 - - vldx.8 vr0, (t8), t1 - vmov.s8.e vr0, vr0 - cmphsi t2, 9 - bf .L57 - subi t1, t1, 8 - vstmu.16 vr0-vr0, (l7) - vstx.16 vr1, (l7), t1 - br .L58 - -.L57: - vstx.16 vr0, (l7), t1 - -.L58: - cmplt l5, l6 - bf .L62 - - mov l7, t5 - mov t8, l5 - lsri t1, t2, 4 - bez t1, .L60 - -.L59: - vldmu.8 vr0-vr0, (t8) // accumulate_q7_to_q15 - vldm.16 vr1-vr2, (l7) - vadd.s8.x vr1, vr1, vr0 - vstmu.16 vr1-vr2, (l7) - - bnezad t1, .L59 - -.L60: - andi t7, t2, 15 - lsri t1, t7, 3 - bez t1, .L69 - - vldx.8 vr0, (t8), t6 - addu t8, t8, t6 - vldm.16 vr1-vr1, (l7) - vadd.s8.x vr1, vr1, vr0 - vstmu.16 vr1-vr1, (l7) - -.L69: - andi t1, t7, 7 - bez t1, .L61 - vldx.8 vr0, (t8), t1 - vldx.16 vr1, (l7), t1 - vadd.s8.x vr1, vr1, vr0 - vstx.16 vr1, (l7), t1 - -.L61: - addu l5, l5, t3 - addi t4, t4, 1 - br .L58 - -.L62: - divu t7, t9, t4 // 1/count - vdupg.16 vr7, t7 - vabs.s16.s vr7, vr7 - vdupg.16 vr6, lr - - mov l7, t5 - lsri t1, t2, 4 - bez t1, .L64 - -.L63: - vldmu.16 vr0-vr1, (l7) // buffer_scale_back_q15_to_q7 - vshl.s16 vr0, vr0, vr6 - vshl.s16 vr1, vr1, vr6 - vrmulh.s16.rs vr0, vr0, vr7 - vrmulh.s16.rs vr1, vr1, vr7 - vmov.s16.sl vr0, vr0, vr1 - vstmu.8 vr0-vr0, (l4) - - bnezad t1, .L63 - -.L64: - andi t7, t2, 15 - lsri t1, t7, 3 - bez t1, .L65 - - movi t1, 8 - vldmu.16 vr0-vr0, (l7) - vshl.s16 vr0, vr0, vr6 - vrmulh.s16.rs vr0, vr0, vr7 - vmov.s16.sl vr0, vr0, vr0 - vstx.8 vr0, (l4), t1 - addu l4, l4, t1 - -.L65: - andi t1, t7, 7 - bez t1, .L66 - vldx.16 vr0, (l7), t1 - vshl.s16 vr0, vr0, vr6 - vrmulh.s16.rs vr0, vr0, vr7 - vmov.s16.sl vr0, vr0, vr0 - vstx.8 vr0, (l4), t1 - addu l4, l4, t1 - -.L66: - addi t0, t0, 1 - br .L50 - -.L67: - pop l0, l1, l2, l3, l4, l5, l6, l7, l8, l9, lr - .size shl_xt800v_avepool_q7_HWC_nonsquare, .-shl_xt800v_avepool_q7_HWC_nonsquare - -.weak csky_vdsp2_avepool_q7_HWC_nonsquare -.set csky_vdsp2_avepool_q7_HWC_nonsquare, shl_xt800v_avepool_q7_HWC_nonsquare diff --git a/source/i805_opt/pooling/shl_xt800v_pool_q7_HWC.S b/source/i805_opt/pooling/shl_xt800v_pool_q7_HWC.S deleted file mode 100644 index 01fa48c4..00000000 --- a/source/i805_opt/pooling/shl_xt800v_pool_q7_HWC.S +++ /dev/null @@ -1,603 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800v_pool_q7_HWC.S - * @brief Pooling functions implementations. - * @version V1.0 - * @date 31. May 2018 - ******************************************************************************/ - -/* - * void - * shl_xt800v_maxpool2d_q7_HWC(q7_t * Im_in, - * const uint16_t dim_im_in, - * const uint16_t ch_im_in, - * const uint16_t dim_kernel, - * const uint16_t padding, - * const uint16_t stride, - * const uint16_t dim_im_out, - * q7_t * bufferA, - * q7_t * Im_out) - */ - - .file "shl_xt800v_pool_HWC_q7.S" - .section .text.shl_xt800v_maxpool2d_q7_HWC,"ax",@progbits - .align 2 - .global shl_xt800v_maxpool2d_q7_HWC - .type shl_xt800v_maxpool2d_q7_HWC, @function - -shl_xt800v_maxpool2d_q7_HWC: - push l0, l1, l2, l3, l4, l5, l6, l7 - ld.w l0, (sp, 0x30) // im_out - ld.hs l1, (sp, 0x28) // dim_im_out - ld.hs l2, (sp, 0x24) // stride - ld.hs l3, (sp, 0x20) // padding - - /* pooling along x axis*/ - movi t0, 0 // i_y = 0 - -.L0: - cmplt t0, a1 // i_y < dim_im_in - bf .L1 - movi t1, 0 // i_x = 0 - -.L2: - cmplt t1, l1 // i_x < dim_im_out - bf .L15 - mult l7, t0, a1 - addu l4, l7, t1 - mult l4, l4, a2 - addu l4, l4, a0 // target - - mult l5, t1, l2 - cmplt l5, l3 // i_x*stride < padding - bt .L3 - mult l6, t1, l2 - addu l6, l6, l7 - subu l6, l6, l3 - mult l6, l6, a2 - addu l6, l6, a0 // win_start - br .L4 - -.L3: - mov l6, l4 - -.L4: - subu t2, l5, l3 - addu t2, t2, a3 - cmphs t2, a1 - bf .L5 - addu l7, l7, a1 - mult l7, l7, a2 - addu l7, l7, a0 // win_stop - br .L6 - -.L5: - addu l7, l7, l5 - subu l7, l7, l3 - addu l7, l7, a3 - mult l7, l7, a2 - addu l7, l7, a0 - -.L6: - mov l5, l4 - lsri t2, a2, 4 - bez t2, .L8 - -.L7: - vldmu.8 vr0-vr0, (l6) // memmove - vstmu.8 vr0-vr0, (l5) - - bnezad t2, .L7 - -.L8: - andi t2, a2, 15 - bez t2, .L9 - - vldx.8 vr0, (l6), t2 - vstx.8 vr0, (l5), t2 - addu l6, l6, t2 - -.L9: - cmplt l6, l7 // win_start < win_stop - bf .L14 - -.L10: - mov l5, l4 - lsri t2, a2, 4 - bez t2, .L12 - -.L11: - vldm.8 vr0-vr0, (l5) // compare_and_replace_if_larger_q7 - vldmu.8 vr1-vr1, (l6) - vmax.s8 vr3, vr0, vr1 - vstmu.8 vr3-vr3, (l5) - - bnezad t2, .L11 - -.L12: - andi t2, a2, 15 - bez t2, .L13 - vldx.8 vr0, (l5), t2 - vldx.8 vr1, (l6), t2 - vmax.s8 vr3, vr0, vr1 - vstx.8 vr3, (l5), t2 - addu l6, l6, t2 - addu l5, l5, t2 - -.L13: - br .L9 // for loop - -.L14: - addi t1, t1, 1 - br .L2 - -.L15: - addi t0, t0, 1 - br .L0 - - /* pooling along y axis*/ -.L1: - mult t2, l1, a2 // dim_im_out * ch_im_in - mult t3, a1, a2 // dim_im_in * ch_im_in - movi t0, 0 // i_y = 0 - -.L16: - cmplt t0, l1 // i_y < dim_im_out - bf .L28 - - mult l4, t0, t2 // target - addu l4, l4, l0 - - mult l7, t0, l2 - cmplt l7, l3 // i_y* stride -padding < 0 - bt .L17 - subu l5, l7, l3 - mult l5, l5, t3 - addu l5, l5, a0 - br .L18 - -.L17: - mov l5, a0 // row_start - -.L18: - subu l6, l7, l3 - addu l6, l6, a3 - cmphs l6, a1 - bf .L19 - mult l6, a1, t3 - addu l6, l6, a0 - br .L20 - -.L19: - subu l6, l7, l3 - addu l6, l6, a3 - mult l6, l6, t3 // row_end - addu l6, l6, a0 - -.L20: - mov l7, l4 // memmove - mov t4, l5 - addu l5, l5, t3 - lsri t1, t2, 4 - bez t1, .L22 - -.L21: - vldmu.8 vr0-vr0, (t4) - vstmu.8 vr0-vr0, (l7) - - bnezad t1, .L21 - -.L22: - andi t1, t2, 15 - bez t1, .L23 - - vldx.8 vr0, (t4), t1 - vstx.8 vr0, (l7), t1 - -.L23: - cmplt l5, l6 - bf .L27 - - mov l7, l4 - mov t4, l5 - lsri t1, t2, 4 - bez t1, .L25 - -.L24: - vldm.8 vr0-vr0, (l7) // compare_and_replace - vldmu.8 vr1-vr1, (t4) - vmax.s8 vr3, vr0, vr1 - vstmu.8 vr3-vr3, (l7) - - bnezad t1, .L24 - -.L25: - andi t1, t2, 15 - bez t1, .L26 - - vldx.8 vr0, (l7), t1 - vldx.8 vr1, (t4), t1 - vmax.s8 vr3, vr0, vr1 - vstx.8 vr3, (l7), t1 - addu t4, t4, t1 - addu l7, l7, t1 - -.L26: - addu l5, l5, t3 - br .L23 - -.L27: - addi t0, t0, 1 - br .L16 - -.L28: - pop l0, l1, l2, l3, l4, l5, l6, l7 - .size shl_xt800v_maxpool2d_q7_HWC, .-shl_xt800v_maxpool2d_q7_HWC - -.weak csky_vdsp2_maxpool2d_q7_HWC -.set csky_vdsp2_maxpool2d_q7_HWC, shl_xt800v_maxpool2d_q7_HWC - -/* - * void - * shl_xt800v_avepool_q7_HWC(q7_t * Im_in, - * const uint16_t dim_im_in, - * const uint16_t ch_im_in, - * const uint16_t dim_kernel, - * const uint16_t padding, - * const uint16_t stride, - * const uint16_t dim_im_out, - * q7_t * bufferA, - * q7_t * Im_out) - */ - - .section .text.shl_xt800v_avepool_q7_HWC,"ax",@progbits - .align 2 - .global shl_xt800v_avepool_q7_HWC - .type shl_xt800v_avepool_q7_HWC, @function - -shl_xt800v_avepool_q7_HWC: - push l0, l1, l2, l3, l4, l5, l6, l7 - ld.w l0, (sp, 0x30) // im_out - ld.w t5, (sp, 0x2c) // bufferA - ld.hs l1, (sp, 0x28) // dim_im_out - ld.hs l2, (sp, 0x24) // stride - ld.hs l3, (sp, 0x20) // padding - movi t6, 8 - movi t9, 1 - lsli t9, t9, 15 - - /* pooling along x axis*/ - movi t0, 0 // i_y = 0 - -.L30: - cmplt t0, a1 // i_y < dim_im_in - bf .L49 - - movi t1, 0 // i_x = 0 - -.L31: - cmplt t1, l1 // i_x < dim_im_out - bf .L48 - - mult l7, t0, a1 // target - addu l4, l7, t1 - mult l4, l4, a2 - addu l4, l4, a0 - - mult l6, t1, l2 - cmplt l6, l3 - bt .L32 - addu l5, l6, l7 - subu l5, l5, l3 - mult l5, l5, a2 - addu l5, l5, a0 - br .L33 - -.L32: - mov l5, l4 // win_start - -.L33: - subu t2, l6, l3 - addu t2, t2, a3 - cmphs t2, a1 - bf .L34 - addu l6, l7, a1 - mult l6, l6, a2 - addu l6, l6, a0 - br .L35 - -.L34: - addu l6, l7, l6 - subu l6, l6, l3 - addu l6, l6, a3 - mult l6, l6, a2 - addu l6, l6, a0 // win_stop - -.L35: - mov l7, t5 - movi t4, 1 // count = 1 - lsri t2, a2, 4 - bez t2, .L37 - -.L36: - vldmu.8 vr0-vr0, (l5) // q7_to_q15 - vmov.s8.e vr0, vr0 - vstmu.16 vr0-vr1, (l7) - - bnezad t2, .L36 - -.L37: - andi t2, a2, 15 - bez t2, .L39 - - vldx.8 vr0, (l5), t2 - addu l5, l5, t2 - vmov.s8.e vr0, vr0 - cmphsi t2, 9 - bf .L38 - subi t2, t2, 8 - vstmu.16 vr0-vr0, (l7) - vstx.16 vr1, (l7), t2 - br .L39 - -.L38: - vstx.16 vr0, (l7), t2 - -.L39: - cmplt l5, l6 - bf .L43 - - mov l7, t5 - lsri t2, a2, 4 - bez t2, .L41 - -.L40: - vldmu.8 vr0-vr0, (l5) // accumulate_q7_to_q15 - vldm.16 vr1-vr2, (l7) - vadd.s8.x vr1, vr1, vr0 - vstmu.16 vr1-vr2, (l7) - - bnezad t2, .L40 - -.L41: - andi t2, a2, 15 - lsri t3, t2, 3 - bez t3, .L68 - - vldx.8 vr0, (l5), t6 - addu l5, l5, t6 - vldm.16 vr1-vr1, (l7) - vadd.s8.x vr1, vr1, vr0 - vstmu.16 vr1-vr1, (l7) - -.L68: - andi t3, t2, 7 - bez t3, .L42 - vldx.8 vr0, (l5), t3 - addu l5, l5, t3 - vldx.16 vr1, (l7), t3 - vadd.s8.x vr1, vr1, vr0 - vstx.16 vr1, (l7), t3 - -.L42: - addi t4, t4, 1 - br .L39 - -.L43: - divu t2, t9, t4 // 1/count - vdupg.16 vr7, t2 - vabs.s16.s vr7, vr7 - - mov l7, t5 - lsri t2, a2, 4 - bez t2, .L45 - -.L44: - vldmu.16 vr0-vr1, (l7) // buffer_scale_back_q15_to_q7 - vrmulh.s16.rs vr0, vr0, vr7 - vrmulh.s16.rs vr1, vr1, vr7 - vmov.16.l vr0, vr0, vr1 - vstmu.8 vr0-vr0, (l4) - - bnezad t2, .L44 - -.L45: - andi t3, a2, 15 - lsri t2, t3, 3 - bez t2, .L46 - - vldmu.16 vr0-vr0, (l7) - vrmulh.s16.rs vr0, vr0, vr7 - vmov.16.l vr0, vr0, vr0 - vstx.8 vr0, (l4), t6 - addu l4, l4, t6 - -.L46: - andi t2, t3, 7 - bez t2, .L47 - vldx.16 vr0, (l7), t2 - vrmulh.s16.rs vr0, vr0, vr7 - vmov.16.l vr0, vr0, vr0 - vstx.8 vr0, (l4), t2 - -.L47: - addi t1, t1, 1 - br .L31 - -.L48: - addi t0, t0, 1 - br .L30 - -.L49: - mult t3, a1, a2 // dim_im_in * ch_im_in - mult t2, l1, a2 // dim_im_out * ch_im_in - movi t0, 0 - -.L50: - cmplt t0, l1 - bf .L67 - mult l4, t2, t0 // target - addu l4, l4, l0 - - mult l7, t0, l2 - cmplt l7, l3 // i_y * stride < padding - bt .L51 - subu l5, l7, l3 - mult l5, l5, t3 - addu l5, l5, a0 - br .L52 - -.L51: - mov l5, a0 // row_start - -.L52: - subu l6, l7, l3 - addu l6, l6, a3 - cmphs l6, a1 - bf .L53 - mult l6, t3, a1 - addu l6, l6, a0 - br .L54 - -.L53: - mult l6, l6, t3 - addu l6, l6, a0 // row_end - -.L54: - mov l7, t5 - mov t8, l5 - addu l5, l5, t3 // update row_start - movi t4, 1 // count = 1 - lsri t1, t2, 4 - bez t1, .L56 - -.L55: - vldmu.8 vr0-vr0, (t8) // q7_to_q15 - vmov.s8.e vr0, vr0 - vstmu.16 vr0-vr1, (l7) - - bnezad t1, .L55 - -.L56: - andi t1, t2, 15 - bez t1, .L58 - - vldx.8 vr0, (t8), t1 - vmov.s8.e vr0, vr0 - cmphsi t2, 9 - bf .L57 - subi t1, t1, 8 - vstmu.16 vr0-vr0, (l7) - vstx.16 vr1, (l7), t1 - br .L58 - -.L57: - vstx.16 vr0, (l7), t1 - -.L58: - cmplt l5, l6 - bf .L62 - - mov l7, t5 - mov t8, l5 - lsri t1, t2, 4 - bez t1, .L60 - -.L59: - vldmu.8 vr0-vr0, (t8) // accumulate_q7_to_q15 - vldm.16 vr1-vr2, (l7) - vadd.s8.x vr1, vr1, vr0 - vstmu.16 vr1-vr2, (l7) - - bnezad t1, .L59 - -.L60: - andi t7, t2, 15 - lsri t1, t7, 3 - bez t1, .L69 - - vldx.8 vr0, (t8), t6 - addu t8, t8, t6 - vldm.16 vr1-vr1, (l7) - vadd.s8.x vr1, vr1, vr0 - vstmu.16 vr1-vr1, (l7) - -.L69: - andi t1, t7, 7 - bez t1, .L61 - vldx.8 vr0, (t8), t1 - vldx.16 vr1, (l7), t1 - vadd.s8.x vr1, vr1, vr0 - vstx.16 vr1, (l7), t1 - -.L61: - addu l5, l5, t3 - addi t4, t4, 1 - br .L58 - -.L62: - divu t7, t9, t4 // 1/count - vdupg.16 vr7, t7 - vabs.s16.s vr7, vr7 - - mov l7, t5 - lsri t1, t2, 4 - bez t1, .L64 - -.L63: - vldmu.16 vr0-vr1, (l7) // buffer_scale_back_q15_to_q7 - vrmulh.s16.rs vr0, vr0, vr7 - vrmulh.s16.rs vr1, vr1, vr7 - vmov.16.l vr0, vr0, vr1 - vstmu.8 vr0-vr0, (l4) - - bnezad t1, .L63 - -.L64: - andi t7, t2, 15 - lsri t1, t7, 3 - bez t1, .L65 - - movi t1, 8 - vldmu.16 vr0-vr0, (l7) - vrmulh.s16.rs vr0, vr0, vr7 - vmov.16.l vr0, vr0, vr0 - vstx.8 vr0, (l4), t1 - addu l4, l4, t1 - -.L65: - andi t1, t7, 7 - bez t1, .L66 - vldx.16 vr0, (l7), t1 - vrmulh.s16.rs vr0, vr0, vr7 - vmov.16.l vr0, vr0, vr0 - vstx.8 vr0, (l4), t1 - addu l4, l4, t1 - -.L66: - addi t0, t0, 1 - br .L50 - -.L67: - pop l0, l1, l2, l3, l4, l5, l6, l7 - .size shl_xt800v_avepool_q7_HWC, .-shl_xt800v_avepool_q7_HWC - -.weak csky_vdsp2_avepool_q7_HWC -.set csky_vdsp2_avepool_q7_HWC, shl_xt800v_avepool_q7_HWC diff --git a/source/i805_opt/relu.c b/source/i805_opt/relu.c deleted file mode 100644 index eb8923b9..00000000 --- a/source/i805_opt/relu.c +++ /dev/null @@ -1,65 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "i805_function.h" -#include "shl_i805.h" - -int shl_i805_relu_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_relu_params *params) -{ - q7_t *input_data = (q7_t *)input->data; - int size = csinn_tensor_size(input); - csky_vdsp2_relu_q7(input_data, size); // FIXME: unified func name - csinn_relu_q7? - output->data = input_data; - return CSINN_TRUE; -} - -int shl_i805_relu_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_relu_params *params) -{ - q15_t *input_data = (q15_t *)input->data; - int size = csinn_tensor_size(input); - csky_vdsp2_relu_q15(input_data, size); - output->data = input_data; - return CSINN_TRUE; -} - -int shl_i805_relu_init_u8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_relu_params *params) -{ - // compute out multiplier and shift for scale_in/scale_out - float real_multiplier = input->qinfo->scale / output->qinfo->scale; - shl_quantize_multiplier(real_multiplier, &output->qinfo->multiplier, &output->qinfo->shift); - struct csinn_callback *cb = params->base.cb; - cb->exec = shl_i805_relu_u8; - return CSINN_TRUE; -} - -int shl_i805_relu_u8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_relu_params *params) -{ - uint8_t *input_data = (uint8_t *)input->data; - int32_t size = csinn_tensor_size(input); - - shl_i805_relu_opt_u8(input_data, size, input->qinfo->zero_point, output->qinfo->multiplier, - output->qinfo->shift); - output->data = input_data; - return CSINN_TRUE; -} diff --git a/source/i805_opt/relu6.c b/source/i805_opt/relu6.c deleted file mode 100644 index 94d4e5a0..00000000 --- a/source/i805_opt/relu6.c +++ /dev/null @@ -1,45 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "i805_function.h" -#include "shl_i805.h" - -int shl_i805_relu6_init_u8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_relu_params *params) -{ - // compute out multiplier and shift for scale_in/scale_out - float real_scale = input->qinfo->scale / output->qinfo->scale; - shl_quantize_multiplier(real_scale, &output->qinfo->multiplier, &output->qinfo->shift); - struct csinn_callback *cb = params->base.cb; - cb->exec = shl_i805_relu6_u8; - return CSINN_TRUE; -} - -int shl_i805_relu6_u8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_relu_params *params) -{ - uint8_t *input_data = (uint8_t *)input->data; - int32_t size = csinn_tensor_size(input); - - shl_i805_relu6_opt_u8(input_data, size, input->qinfo->zero_point, output->qinfo->multiplier, - output->qinfo->shift); - output->data = input_data; - return CSINN_TRUE; -} \ No newline at end of file diff --git a/source/i805_opt/reshape.c b/source/i805_opt/reshape.c deleted file mode 100644 index 23d888b2..00000000 --- a/source/i805_opt/reshape.c +++ /dev/null @@ -1,34 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "i805_function.h" -#include "shl_i805.h" - -int shl_i805_reshape_u8(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_reshape_params *params) -{ - uint8_t *input_data = (uint8_t *)input->data; - uint8_t *output_data = (uint8_t *)output->data; - int32_t size = csinn_tensor_size(input); - if (output_data != input_data) { - shl_i805_reshape_opt_u8(input_data, output_data, size); - } - return CSINN_TRUE; -} diff --git a/source/i805_opt/reshape/shl_i805_reshape_8.S b/source/i805_opt/reshape/shl_i805_reshape_8.S deleted file mode 100644 index fd638883..00000000 --- a/source/i805_opt/reshape/shl_i805_reshape_8.S +++ /dev/null @@ -1,78 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -/****************************************************************************** - * @file shl_i805_reshape_8.S - * @brief uint8 reshape/memcpy layer function. - * @version V1.0 - * @date 9. Jul 2021 - ******************************************************************************/ - -/* - void shl_i805_reshape_opt_u8(uint8_t * input_data, - uint8_t * output_data - int32_t size) - - Algorithm works as follows: - (1) memcpy, may have been optimized by complier - (2) loop 64 elements copy --> 16 elements --> tail elements - - register definition: - a0: input_data pointer - a1: output_data pointer - a2: tensor size -*/ - - .file "shl_i805_reshape_8.S" - .section .text.shl_i805_reshape_opt_u8,"ax",@progbits - .align 2 - .global shl_i805_reshape_opt_u8 - .type shl_i805_reshape_opt_u8, @function - - -shl_i805_reshape_opt_u8: - lsri t0, a2, 6 // t0 = size / 64 - bez t0, .TAIL_64 - -.LOOP_64: - vldmu.8 vr0-vr3, (a0) - vstmu.8 vr0-vr3, (a1) - bnezad t0, .LOOP_64 // (t0-1) > 0 ? - -.TAIL_64: - andi t0, a2, 63 - lsri t1, t0, 4 // t1 = t0 >> 4 - bez t1, .TAIL_15 - -.LOOP_16: - vldmu.8 vr0-vr0, (a0) - vstmu.8 vr0-vr0, (a1) - bnezad t1, .LOOP_16 - -.TAIL_15: - andi t1, t0, 15 - bez t1, .END - - vldx.8 vr0, (a0), t1 - vstx.8 vr0, (a1), t1 - -.END: - rts - .size shl_i805_reshape_opt_u8, .-shl_i805_reshape_opt_u8 diff --git a/source/i805_opt/setup.c b/source/i805_opt/setup.c deleted file mode 100644 index 83138773..00000000 --- a/source/i805_opt/setup.c +++ /dev/null @@ -1,87 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "shl_i805.h" - -static void *setup_cb_map() -{ - static struct csinn_callback cb_map[CSINN_OP_AND_UTILS_SIZE][2]; - memset(cb_map, 0, sizeof(struct csinn_callback) * CSINN_OP_AND_UTILS_SIZE * 2); - - /* q7 dtype */ - cb_map[CSINN_OP_ADD][0].init = shl_i805_add_init_u8; - cb_map[CSINN_OP_CONV2D][0].init = shl_i805_conv2d_init_u8; - cb_map[CSINN_OP_DEPTHWISE_CONV2D][0].init = shl_i805_depthwise_conv2d_init_u8; - cb_map[CSINN_OP_FULLYCONNECTED][0].init = shl_i805_fullyconnected_init_u8; - cb_map[CSINN_OP_MAXPOOL2D][0].init = shl_i805_maxpool2d_init_q7; - cb_map[CSINN_OP_MUL][0].init = shl_i805_mul_init_u8; - cb_map[CSINN_OP_RELU][0].init = shl_i805_relu_init_u8; - cb_map[CSINN_OP_RELU6][0].init = shl_i805_relu6_init_u8; - - cb_map[CSINN_OP_ADD][0].exec = shl_i805_add_u8; - cb_map[CSINN_OP_CONV2D][0].exec = shl_i805_conv2d_u8; - - cb_map[CSINN_OP_DEPTHWISE_CONV2D][0].exec = shl_i805_depthwise_conv2d_u8; - cb_map[CSINN_OP_FULLYCONNECTED][0].exec = shl_i805_fullyconnected_u8; - cb_map[CSINN_OP_MUL][0].exec = shl_i805_mul_u8; - cb_map[CSINN_OP_RELU][0].exec = shl_i805_relu_u8; - cb_map[CSINN_OP_RELU6][0].exec = shl_i805_relu6_u8; - cb_map[CSINN_OP_RESHAPE][0].exec = shl_i805_reshape_u8; - cb_map[CSINN_OP_SIGMOID][0].exec = shl_i805_sigmoid_q7; - cb_map[CSINN_OP_TANH][0].exec = shl_i805_tanh_q7; - - /* q15 dtype */ - cb_map[CSINN_OP_CONV2D][1].init = shl_i805_conv2d_init_q15; - - cb_map[CSINN_OP_FULLYCONNECTED][1].exec = shl_i805_fullyconnected_q15; - cb_map[CSINN_OP_RELU][1].exec = shl_i805_relu_q15; - cb_map[CSINN_OP_SIGMOID][1].exec = shl_i805_sigmoid_q15; - cb_map[CSINN_OP_SOFTMAX][1].exec = shl_i805_softmax_q15; - cb_map[CSINN_OP_TANH][1].exec = shl_i805_tanh_q15; - - return cb_map; -} - -static int get_cb_map_index(int op, int dtype) -{ - switch (dtype) { - case CSINN_DTYPE_UINT8: - return op * 2; - break; - case CSINN_DTYPE_INT16: - return op * 2 + 1; - break; - default: - return CSINN_UNSUPPORT_DTYPE; - } -} - -static struct csinn_callback *__cb_map_table_i805; -struct csinn_callback *__attribute__((weak)) shl_cb_map_i805(int op, int dtype) -{ - return &__cb_map_table_i805[get_cb_map_index(op, dtype)]; -} - -void shl_target_init_i805() -{ - __cb_map_table_i805 = setup_cb_map(); - shl_register_runtime_callback(CSINN_I805, NULL); - shl_register_op_callback(CSINN_I805, shl_cb_map_i805); -} diff --git a/source/i805_opt/sigmoid.c b/source/i805_opt/sigmoid.c deleted file mode 100644 index cd615bb4..00000000 --- a/source/i805_opt/sigmoid.c +++ /dev/null @@ -1,50 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "i805_function.h" -#include "shl_i805.h" - -int shl_i805_sigmoid_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_sigmoid_params *params) -{ - float tensor_max = fmax(fabs(input->qinfo->min), fabs(input->qinfo->max)); - int int_width = ceilf(log(tensor_max) / log(2)); - int_width = int_width > 3 ? 3 : int_width; - - q7_t *input_data = (q7_t *)input->data; - int size = csinn_tensor_size(input); - csky_vdsp2_nn_activations_direct_q7(input_data, size, int_width, 0); - output->data = input_data; - return CSINN_TRUE; -} - -int shl_i805_sigmoid_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_sigmoid_params *params) -{ - float tensor_max = fmax(fabs(input->qinfo->min), fabs(input->qinfo->max)); - int int_width = ceilf(log(tensor_max) / log(2)); - int_width = int_width > 3 ? 3 : int_width; - - q15_t *input_data = (q15_t *)input->data; - int size = csinn_tensor_size(input); - csky_vdsp2_nn_activations_direct_q15(input_data, size, int_width, 0); - output->data = input_data; - return CSINN_TRUE; -} diff --git a/source/i805_opt/softmax.c b/source/i805_opt/softmax.c deleted file mode 100644 index d9b82bd1..00000000 --- a/source/i805_opt/softmax.c +++ /dev/null @@ -1,42 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "i805_function.h" -#include "shl_i805.h" - -int shl_i805_softmax_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_softmax_params *params) -{ - q7_t *input_data = (q7_t *)input->data; - q7_t *output_data = (q7_t *)output->data; - int size = csinn_tensor_size(input); - csky_vdsp2_softmax_q7(input_data, size, output_data); - return CSINN_TRUE; -} - -int shl_i805_softmax_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_softmax_params *params) -{ - q15_t *input_data = (q15_t *)input->data; - q15_t *output_data = (q15_t *)output->data; - int size = csinn_tensor_size(input); - csky_vdsp2_softmax_q15(input_data, size, output_data); - return CSINN_TRUE; -} diff --git a/source/i805_opt/softmax/shl_xt800v_softmax_q15.S b/source/i805_opt/softmax/shl_xt800v_softmax_q15.S deleted file mode 100644 index 17f77723..00000000 --- a/source/i805_opt/softmax/shl_xt800v_softmax_q15.S +++ /dev/null @@ -1,278 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800v_softmax_q15.S - * @brief Pooling functions implementations. - * @version V1.0 - * @date 01. June 2018 - ******************************************************************************/ - -/* - * void shl_xt800v_softmax_q15(const q15_t * vec_in, - * const uint16_t dim_vec, - * q15_t * p_out) - */ - - .file "shl_xt800v_softmax_q15.S" - .section .text.shl_xt800v_softmax_q15,"ax",@progbits - .align 2 - .global shl_xt800v_softmax_q15 - .type shl_xt800v_softmax_q15, @function - -shl_xt800v_softmax_q15: - push l0, l1, l2 - subi sp, sp, 64 - vstm.8 vr8-vr11, (sp) - subi sp, sp, 48 - vstm.8 vr12-vr14, (sp) - vlrw.32.4 vr7, 0x80008000_80008000_80008000_80008000 - vmovi.u16 vr9, 0x1, 0 - vmovi.u16 vr6, 0x10, 0 - mov l0, a0 - - lsri a3, a1, 5 - bez a3, .L1 - -.L0: - vldmu.16 vr0-vr3, (a0) - vmax.s16 vr7, vr7, vr0 // max - vmax.s16 vr7, vr7, vr1 - vmax.s16 vr7, vr7, vr2 - vmax.s16 vr7, vr7, vr3 - - bnezad a3, .L0 - -.L1: - andi t0, a1, 31 - lsri a3, t0, 3 - bez a3, .L3 - -.L2: - vldmu.16 vr0-vr0, (a0) - vmax.s16 vr7, vr7, vr0 - - bnezad a3, .L2 - -.L3: - vpmax.s16 vr7, vr7, vr7 - vpmax.s16 vr7, vr7, vr7 - vpmax.s16 vr7, vr7, vr7 - vmfvr.s16 t1, vr7, 0 - -.L4: - andi a3, t0, 7 - bez a3, .L6 - -.L5: - ld.hs t0, (a0, 0x0) - cmplt t1, t0 - movt t1, t0 - addi a0, a0, 2 - - bnezad a3, .L5 - -.L6: - vdupg.16 vr7, t1 // the max value - vsub.s16 vr7, vr7, vr6 // base = base - 16 - mov a0, l0 - - vmovi.8 vr5, 0 // sum = 0 - vmovi.8 vr6, 0 - lsri a3, a1, 5 - bez a3, .L8 - -.L7: - vldmu.16 vr0-vr3, (a0) - vcmplt.s16 vr8, vr7, vr0 - vcmplt.s16 vr10, vr7, vr1 - vcmplt.s16 vr11, vr7, vr2 - vcmplt.s16 vr12, vr7, vr3 - - vsub.s16 vr0, vr0, vr7 - vsub.s16 vr1, vr1, vr7 - vsub.s16 vr2, vr2, vr7 - vsub.s16 vr3, vr3, vr7 - - vclip.u16 vr0, vr0, 5 // shift - vclip.u16 vr1, vr1, 5 // shift - vclip.u16 vr2, vr2, 5 // shift - vclip.u16 vr3, vr3, 5 // shift - - vshl.u16.s vr4, vr9, vr0 - vand.16 vr4, vr4, vr8 - vadd.u16.x vr5, vr5, vr4 - - vshl.u16.s vr4, vr9, vr1 - vand.16 vr4, vr4, vr10 - vadd.u16.x vr5, vr5, vr4 - - vshl.u16.s vr4, vr9, vr2 - vand.16 vr4, vr4, vr11 - vadd.u16.x vr5, vr5, vr4 - - vshl.u16.s vr4, vr9, vr3 - vand.16 vr4, vr4, vr12 - vadd.u16.x vr5, vr5, vr4 - - bnezad a3, .L7 - -.L8: - andi t0, a1, 31 - lsri a3, t0, 3 - bez a3, .L10 - -.L9: - vldmu.16 vr0-vr0, (a0) - vcmplt.s16 vr8, vr7, vr0 - vsub.s16 vr0, vr0, vr7 - vclip.u16 vr0, vr0, 5 // shift - vshl.u16.s vr4, vr9, vr0 - vand.16 vr4, vr4, vr8 - vadd.u16.x vr5, vr5, vr4 - - bnezad a3, .L9 - -.L10: - vadd.s32.s vr5, vr5, vr6 - vpadd.s32.s vr0, vr5, vr5 - vpadd.s32.s vr1, vr0, vr0 - - andi a3, t0, 7 - bez a3, .L12 - -.L11: - vldu.16.1 vr0, (a0) - vcmplt.s16 vr8, vr7, vr0 - vsub.s16 vr0, vr0, vr7 - vclip.u16 vr0, vr0, 5 // shift - vshl.u16.s vr4, vr9, vr0 - vand.16 vr4, vr4, vr8 - vadd.u16.x vr1, vr1, vr4 - - bnezad a3, .L11 - -.L12: - vmfvr.s32 l1, vr1, 0 - movi l2, 0 - movi t0, 0 - movi t1, 1 - divsl l1, t0, l1 - vdupg.32 vr6, l1 - - vmovi.u16 vr5, 17, 0 - mov a0, l0 - lsri t0, a1, 5 - bez t0, .L14 - -.L13: - vldmu.16 vr0-vr3, (a0) - vcmplt.s16 vr4, vr7, vr0 - vcmplt.s16 vr10, vr7, vr1 - vcmplt.s16 vr11, vr7, vr2 - vcmplt.s16 vr12, vr7, vr3 - - vsub.s16.s vr0, vr7, vr0 - vsub.s16.s vr1, vr7, vr1 - vsub.s16.s vr2, vr7, vr2 - vsub.s16.s vr3, vr7, vr3 - - vadd.s16.s vr0, vr0, vr5 - vadd.s16.s vr1, vr1, vr5 - vadd.s16.s vr2, vr2, vr5 - vadd.s16.s vr3, vr3, vr5 - - vclip.u16 vr0, vr0, 5 - vclip.u16 vr1, vr1, 5 - vclip.u16 vr2, vr2, 5 - vclip.u16 vr3, vr3, 5 - - vmov.u16.e vr8, vr0 - vmov.u16.e vr13, vr1 - vshr.s32 vr8, vr6, vr8 - vshr.s32 vr9, vr6, vr9 - vshr.s32 vr13, vr6, vr13 - vshr.s32 vr14, vr6, vr14 - - vmov.s32.sl vr8, vr8, vr9 - vand.16 vr0, vr8, vr4 - vmov.s32.sl vr13, vr13, vr14 - vand.16 vr1, vr13, vr10 - - vmov.u16.e vr8, vr2 - vmov.u16.e vr13, vr3 - vshr.s32 vr8, vr6, vr8 - vshr.s32 vr9, vr6, vr9 - vshr.s32 vr13, vr6, vr13 - vshr.s32 vr14, vr6, vr14 - - vmov.s32.sl vr8, vr8, vr9 - vand.16 vr2, vr8, vr11 - vmov.s32.sl vr13, vr13, vr14 - vand.16 vr3, vr13, vr12 - - vstmu.16 vr0-vr3, (a2) - - bnezad t0, .L13 - -.L14: - andi t1, a1, 31 - lsri t0, t1, 3 - bez t0, .L16 - -.L15: - vldmu.16 vr0-vr0, (a0) - vcmplt.s16 vr4, vr7, vr0 - vsub.s16.s vr0, vr7, vr0 - vadd.s16.s vr0, vr0, vr5 - vclip.u16 vr0, vr0, 5 - vmov.u16.e vr8, vr0 - vshr.s32 vr8, vr6, vr8 - vshr.s32 vr9, vr6, vr9 - vmov.s32.sl vr8, vr8, vr9 - vand.16 vr0, vr8, vr4 - vstmu.16 vr0-vr0, (a2) - - bnezad t0, .L15 - -.L16: - andi t0, t1, 7 - bez t0, .L18 - -.L17: - vldu.16.1 vr0, (a0) - vcmplt.s16 vr4, vr7, vr0 - vsub.s16.s vr0, vr7, vr0 - vadd.s16.s vr0, vr0, vr5 - vclip.u16 vr0, vr0, 5 - vmov.u16.e vr8, vr0 - vshr.s32 vr8, vr6, vr8 - vmov.s32.sl vr8, vr8, vr8 - vand.16 vr0, vr8, vr4 - vstu.16.1 vr0, (a2) - - bnezad t0, .L17 - -.L18: - vldmu.8 vr12-vr14, (sp) - vldmu.8 vr8-vr11, (sp) - pop l0, l1, l2 - .size shl_xt800v_softmax_q15, .-shl_xt800v_softmax_q15 - -.weak csky_vdsp2_softmax_q15 -.set csky_vdsp2_softmax_q15, shl_xt800v_softmax_q15 diff --git a/source/i805_opt/softmax/shl_xt800v_softmax_q7.S b/source/i805_opt/softmax/shl_xt800v_softmax_q7.S deleted file mode 100644 index 0deee186..00000000 --- a/source/i805_opt/softmax/shl_xt800v_softmax_q7.S +++ /dev/null @@ -1,231 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/****************************************************************************** - * @file shl_xt800v_softmax_q7.S - * @brief Pooling functions implementations. - * @version V1.0 - * @date 04. June 2018 - ******************************************************************************/ - -/* - * void shl_xt800v_softmax_q7(const q7_t * vec_in, - * const uint16_t dim_vec, - * q7_t * p_out) - */ - - .file "shl_xt800v_softmax_q7.S" - .section .text.shl_xt800v_softmax_q7,"ax",@progbits - .align 2 - .global shl_xt800v_softmax_q7 - .type shl_xt800v_softmax_q7, @function - -shl_xt800v_softmax_q7: - push l0, l1, l2 - subi sp, sp, 32 - vstm.8 vr8-vr9, (sp) - vmovi.8 vr7, 0x80 // init max value - vmovi.8 vr9, 0x1 - vmovi.8 vr6, 0x8 - mov l0, a0 - - lsri a3, a1, 6 - bez a3, .L1 - -.L0: - vldmu.8 vr0-vr3, (a0) - vmax.s8 vr7, vr7, vr0 // max - vmax.s8 vr7, vr7, vr1 - vmax.s8 vr7, vr7, vr2 - vmax.s8 vr7, vr7, vr3 - - bnezad a3, .L0 - -.L1: - andi t0, a1, 63 - lsri a3, t0, 4 - bez a3, .L3 - -.L2: - vldmu.8 vr0-vr0, (a0) - vmax.s8 vr7, vr7, vr0 - - bnezad a3, .L2 - -.L3: - vpmax.s8 vr7, vr7, vr7 - vpmax.s8 vr7, vr7, vr7 - vpmax.s8 vr7, vr7, vr7 - vpmax.s8 vr7, vr7, vr7 - vmfvr.s8 t1, vr7, 0 - -.L4: - andi a3, t0, 15 - bez a3, .L6 - -.L5: - ld.bs t0, (a0, 0x0) - cmplt t1, t0 - movt t1, t0 - addi a0, a0, 1 - - bnezad a3, .L5 - -.L6: - vdupg.8 vr7, t1 // the max value - vsub.s8 vr7, vr7, vr6 // base = base - 8 - mov a0, l0 - - vmovi.8 vr6, 0 // sum = 0 - lsri a3, a1, 6 - bez a3, .L8 - -.L7: - vldmu.8 vr0-vr3, (a0) - vcmplt.s8 vr8, vr7, vr0 - vsub.s8 vr0, vr0, vr7 - vclip.u8 vr0, vr0, 5 // shift - vshl.u8.s vr4, vr9, vr0 - vand.8 vr4, vr4, vr8 - - vcmplt.s8 vr8, vr7, vr1 - vsub.s8 vr1, vr1, vr7 - vclip.u8 vr1, vr1, 5 // shift - vshl.u8.s vr5, vr9, vr1 - vand.8 vr5, vr5, vr8 - vadd.u8.e vr4, vr4, vr5 - vadd.s16.e vr4, vr4, vr5 - vadd.s32.s vr6, vr6, vr4 // sum - vadd.s32.s vr6, vr6, vr5 - - vcmplt.s8 vr8, vr7, vr2 - vsub.s8 vr2, vr2, vr7 - vclip.u8 vr2, vr2, 5 // shift - vshl.u8.s vr4, vr9, vr2 - vand.8 vr4, vr4, vr8 - - vcmplt.s8 vr8, vr7, vr3 - vsub.s8 vr3, vr3, vr7 - vclip.u8 vr3, vr3, 5 // shift - vshl.u8.s vr5, vr9, vr3 - vand.8 vr5, vr5, vr8 - vadd.u8.e vr4, vr4, vr5 - vadd.s16.e vr4, vr4, vr5 - vadd.s32.s vr6, vr6, vr4 // sum - vadd.s32.s vr6, vr6, vr5 - - bnezad a3, .L7 - -.L8: - andi t0, a1, 63 - lsri a3, t0, 4 - bez a3, .L10 - -.L9: - vldmu.8 vr0-vr0, (a0) - vcmplt.s8 vr8, vr7, vr0 - vsub.s8 vr0, vr0, vr7 - vclip.u8 vr0, vr0, 5 // shift - vshl.u8.s vr4, vr9, vr0 - vand.8 vr4, vr4, vr8 - vmov.u8.e vr0, vr4 - vadd.s16.e vr0, vr0, vr1 - vadd.s32.s vr6, vr6, vr0 - vadd.s32.s vr6, vr6, vr1 - - bnezad a3, .L9 - -.L10: - vpadd.s32.s vr0, vr6, vr6 - vpadd.s32.s vr1, vr0, vr0 - - andi a3, t0, 15 - bez a3, .L12 - -.L11: - vldu.8.1 vr0, (a0) - vcmplt.s8 vr8, vr7, vr0 - vsub.s8 vr0, vr0, vr7 - vclip.u8 vr0, vr0, 5 // shift - vshl.u8.s vr4, vr9, vr0 - vand.8 vr4, vr4, vr8 - vmov.u8.e vr4, vr4 - vadd.s16.e vr4, vr4, vr5 - vadd.s32.s vr1, vr1, vr4 - - bnezad a3, .L11 - -.L12: - vmfvr.s32 l1, vr1, 0 - movi l2, 1 - lsli l2, l2, 20 - divs l1, l2, l1 - vdupg.32 vr6, l1 - - vmovi.8 vr9, 13 - mov a0, l0 - lsri t0, a1, 4 - bez t0, .L14 - -.L13: - vldmu.8 vr0-vr0, (a0) - vcmplt.s8 vr8, vr7, vr0 - vsub.s8.s vr0, vr7, vr0 - vadd.s8.s vr0, vr0, vr9 - vclip.u8 vr0, vr0, 5 // shift value - vmov.u8.e vr0, vr0 - vmov.u16.e vr2, vr0 - vshr.s32 vr2, vr6, vr2 - vshr.s32 vr3, vr6, vr3 - vmov.u16.e vr4, vr1 - vshr.s32 vr4, vr6, vr4 - vshr.s32 vr5, vr6, vr5 - vmov.s32.sl vr2, vr2, vr3 - vmov.s32.sl vr3, vr4, vr5 - vmov.s16.sl vr2, vr2, vr3 - vand.8 vr0, vr8, vr2 - vstmu.8 vr0-vr0, (a2) - - bnezad t0, .L13 - -.L14: - andi t0, a1, 15 - bez t0, .L18 - -.L17: - vldu.8.1 vr0, (a0) - vcmplt.s8 vr4, vr7, vr0 - vsub.s8.s vr0, vr7, vr0 - vadd.s8.s vr0, vr0, vr9 - vclip.u8 vr0, vr0, 5 - vmov.u8.e vr0, vr0 - vmov.u16.e vr0, vr0 - vshr.s32 vr0, vr6, vr0 - vclip.s32 vr0, vr0, 8 - vand.8 vr0, vr0, vr4 - vstu.8.1 vr0, (a2) - - bnezad t0, .L17 - -.L18: - vldmu.8 vr8-vr9, (sp) - pop l0, l1, l2 - .size shl_xt800v_softmax_q7, .-shl_xt800v_softmax_q7 - -.weak csky_vdsp2_softmax_q7 -.set csky_vdsp2_softmax_q7, shl_xt800v_softmax_q7 diff --git a/source/i805_opt/tanh.c b/source/i805_opt/tanh.c deleted file mode 100644 index c27a5661..00000000 --- a/source/i805_opt/tanh.c +++ /dev/null @@ -1,50 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "i805_function.h" -#include "shl_i805.h" - -int shl_i805_tanh_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_siso_params *params) -{ - float tensor_max = fmax(fabs(input->qinfo->min), fabs(input->qinfo->max)); - int int_width = ceilf(log(tensor_max) / log(2)); - int_width = int_width > 3 ? 3 : int_width; - - q7_t *input_data = (q7_t *)input->data; - int size = csinn_tensor_size(input); - csky_vdsp2_nn_activations_direct_q7(input_data, size, int_width, 1); - output->data = input_data; - return CSINN_TRUE; -} - -int shl_i805_tanh_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_siso_params *params) -{ - float tensor_max = fmax(fabs(input->qinfo->min), fabs(input->qinfo->max)); - int int_width = ceilf(log(tensor_max) / log(2)); - int_width = int_width > 3 ? 3 : int_width; - - q15_t *input_data = (q15_t *)input->data; - int size = csinn_tensor_size(input); - csky_vdsp2_nn_activations_direct_q15(input_data, size, int_width, 1); - output->data = input_data; - return CSINN_TRUE; -} diff --git a/source/i805_ref/activation/shl_activations_q15.c b/source/i805_ref/activation/shl_activations_q15.c deleted file mode 100644 index 0a216887..00000000 --- a/source/i805_ref/activation/shl_activations_q15.c +++ /dev/null @@ -1,91 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* ---------------------------------------------------------------------- - * Title: shl_activations_q15.c - * Description: Q15 neural network activation function using direct table look-up - * - * -------------------------------------------------------------------- */ - -#include "i805_ref_function.h" - -/** - * @ingroup groupNN - */ - -/** - * @addtogroup Acti - * @{ - */ - -/** - * @brief Q15 neural network activation function using direct table look-up - * @param[in,out] data pointer to input - * @param[in] size number of elements - * @param[in] int_width bit-width of the integer part, assume to be smaller than 3 - * @param[in] type type of activation functions - * @return none. - * - * @details - * - * This is the direct table look-up approach. - * - * Assume here the integer part of the fixed-point is <= 3. - * More than 3 just not making much sense, makes no difference with - * saturation followed by any of these activation functions. - */ - -void shl_activations_direct_q15(q15_t *data, uint16_t size, uint16_t int_width, - csi_nn_activation_type type) -{ - uint16_t i = size; - q15_t *pIn = data; - q15_t *pOut = data; - uint16_t shift_size = 8 + 3 - int_width; - uint32_t bit_mask = 0x7FF >> int_width; - uint32_t full_frac = bit_mask + 1; - const q15_t *lookup_table; - - switch (type) { - case CSKY_SIGMOID: - lookup_table = sigmoidTable_q15; - break; - case CSKY_TANH: - default: - lookup_table = tanhTable_q15; - break; - } - - while (i) { - q15_t out; - q15_t in = *pIn++; - q15_t frac = (uint32_t)in & bit_mask; - q15_t value = lookup_table[(uint8_t)__SSAT(in >> shift_size, 8)]; - q15_t value2 = lookup_table[(uint8_t)__SSAT(1 + (in >> shift_size), 8)]; - - /* doing the interpolation here for better accuracy */ - out = ((q31_t)(full_frac - frac) * value + (q31_t)value2 * frac) >> shift_size; - - *pOut++ = out; - i--; - } -} - -/** - * @} end of Acti group - */ diff --git a/source/i805_ref/activation/shl_activations_q7.c b/source/i805_ref/activation/shl_activations_q7.c deleted file mode 100644 index 115c1529..00000000 --- a/source/i805_ref/activation/shl_activations_q7.c +++ /dev/null @@ -1,82 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* ---------------------------------------------------------------------- - * Title: shl_activations_q7.c - * Description: Q7 neural network activation function using direct table look-up - * - * -------------------------------------------------------------------- */ - -#include "i805_ref_function.h" - -/** - * @ingroup groupNN - */ - -/** - * @addtogroup Acti - * @{ - */ - -/** - * @brief Q7 neural network activation function using direct table look-up - * @param[in,out] data pointer to input - * @param[in] size number of elements - * @param[in] int_width bit-width of the integer part, assume to be smaller than 3 - * @param[in] type type of activation functions - * @return none. - * - * @details - * - * This is the direct table look-up approach. - * - * Assume here the integer part of the fixed-point is <= 3. - * More than 3 just not making much sense, makes no difference with - * saturation followed by any of these activation functions. - */ - -void shl_activations_direct_q7(q7_t *data, uint16_t size, uint16_t int_width, - csi_nn_activation_type type) -{ - uint16_t i = size; - q7_t *pIn = data; - q7_t *pOut = data; - q7_t in; - q7_t out; - uint16_t shift_size = 3 - int_width; - const q7_t *lookup_table; - switch (type) { - case CSKY_SIGMOID: - lookup_table = sigmoidTable_q7; - break; - case CSKY_TANH: - default: - lookup_table = tanhTable_q7; - break; - } - while (i) { - in = *pIn++; - out = lookup_table[(uint8_t)in >> shift_size]; - *pOut++ = out; - i--; - } -} - -/** - * @} end of Acti group - */ diff --git a/source/i805_ref/activation/shl_relu_q15.c b/source/i805_ref/activation/shl_relu_q15.c deleted file mode 100644 index 7ceb60f5..00000000 --- a/source/i805_ref/activation/shl_relu_q15.c +++ /dev/null @@ -1,46 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* ---------------------------------------------------------------------- - * Title: shl_relu_q15.c - * Description: Q15 version of ReLU - * - * -------------------------------------------------------------------- */ - -#include "i805_ref_function.h" - -/** - * @brief Q15 RELU function - * @param[in,out] data pointer to input - * @param[in] size number of elements - * @return none. - * - * @details - * - * Optimized relu with QSUB instructions. - * - */ - -void shl_relu_q15(q15_t* data, uint16_t size) -{ - uint16_t i; - - for (i = 0; i < size; i++) { - if (data[i] < 0) data[i] = 0; - } -} diff --git a/source/i805_ref/activation/shl_relu_q7.c b/source/i805_ref/activation/shl_relu_q7.c deleted file mode 100644 index de752fa7..00000000 --- a/source/i805_ref/activation/shl_relu_q7.c +++ /dev/null @@ -1,46 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* ---------------------------------------------------------------------- - * Title: shl_relu_q7.c - * Description: Q7 version of ReLU - * - * -------------------------------------------------------------------- */ - -#include "i805_ref_function.h" - -/** - * @brief Q7 RELU function - * @param[in,out] data pointer to input - * @param[in] size number of elements - * @return none. - * - * @details - * - * Optimized relu with QSUB instructions. - * - */ - -void shl_relu_q7(q7_t* data, uint16_t size) -{ - uint16_t i; - - for (i = 0; i < size; i++) { - if (data[i] < 0) data[i] = 0; - } -} diff --git a/source/i805_ref/avgpool.c b/source/i805_ref/avgpool.c deleted file mode 100644 index a54b2886..00000000 --- a/source/i805_ref/avgpool.c +++ /dev/null @@ -1,79 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "i805_ref_function.h" -#include "shl_ref_i805.h" - -/* - constraint: 1.input tensor layout: NHWC - 2. pad_left = pad_right; pad_top = pad_down - FIXME: count_include_pad -*/ -static int shl_i805_ref_avgpool2d_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_pool_params *params) -{ - q7_t *input_data = (q7_t *)input->data; - q7_t *output_data = (q7_t *)output->data; - - uint16_t batch = input->dim[0]; - uint16_t in_h = input->dim[1]; - uint16_t in_w = input->dim[2]; - uint16_t in_c = input->dim[3]; - - uint16_t out_h = output->dim[1]; - uint16_t out_w = output->dim[2]; - - uint16_t kernel_h = params->filter_height; - uint16_t kernel_w = params->filter_width; - - uint16_t stride_h = params->stride_height; - uint16_t stride_w = params->stride_width; - - uint16_t pad_x = params->pad_left; // i.e. pad_x = params->pad_right - uint16_t pad_y = params->pad_top; // i.e. pad_y = params->pad_down - - q7_t buffer_tmp[out_h * out_w * in_c]; // buffer_size = out_h * out_w * channel - - if ((in_h == in_w) && (kernel_h == kernel_w) && (pad_x == pad_y) && (stride_h == stride_w)) { - shl_avepool_q7_HWC(input_data, in_h, in_c, kernel_h, pad_y, stride_h, out_h, buffer_tmp, - output_data); - } else { - shl_avepool_q7_HWC_nonsquare(input_data, in_w, in_h, in_c, kernel_w, kernel_h, pad_x, pad_y, - stride_w, stride_h, out_w, out_h, buffer_tmp, output_data, - output->qinfo->shift); - } - return CSINN_TRUE; -} - -int shl_i805_ref_avgpool2d_init_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_pool_params *params) -{ - struct csinn_callback *cb = params->base.cb; - if ((params->pad_top != params->pad_down) || (params->pad_left != params->pad_right)) { - shl_debug_warning( - "avgpool q7 unsupport asymmetric padddings on ref_i805, call reference func " - "replaced.\n"); - cb->exec = shl_ref_avgpool2d_quant; // FIXME: shl_ref_avgpool2d_quant may be not - // applicable to i805 - } else { - cb->exec = shl_i805_ref_avgpool2d_q7; - } - return CSINN_TRUE; -} diff --git a/source/i805_ref/convolution.c b/source/i805_ref/convolution.c deleted file mode 100644 index 939b8a22..00000000 --- a/source/i805_ref/convolution.c +++ /dev/null @@ -1,235 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "i805_ref_function.h" -#include "shl_ref_i805.h" - -static int shl_i805_ref_conv2d_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params) -{ - q7_t *input_data = (q7_t *)input->data; - q7_t *kernel_data = (q7_t *)kernel->data; - q7_t *bias_data = (q7_t *)bias->data; - q7_t *output_data = (q7_t *)output->data; - - uint16_t batch = input->dim[0]; - uint16_t in_h = input->dim[1]; - uint16_t in_w = input->dim[2]; - uint16_t in_c = input->dim[3]; - - uint16_t out_h = output->dim[1]; - uint16_t out_w = output->dim[2]; - uint16_t out_c = output->dim[3]; - - // kernel_layout: OIHW - uint16_t kernel_h = kernel->dim[2]; - uint16_t kernel_w = kernel->dim[3]; - - uint16_t stride_h = params->stride_height; - uint16_t stride_w = params->stride_width; - - uint16_t pad_x = params->pad_left; // e.g. pad_x = params->pad_right - uint16_t pad_y = params->pad_top; // e.g. pad_y = params->pad_down - - q15_t buffer_tmp[2 * in_c * kernel_h * - kernel_w]; // buffer_size = in_c * kernel_size * kernel_size - - if ((in_c % 4 == 0) && (out_c % 2 == 0)) { - if ((kernel_h == 1) && (kernel_w == 1)) { - shl_convolve_1x1_HWC_q7_fast(input_data, in_w, in_h, in_c, kernel_data, out_c, - bias_data, bias->qinfo->shift, output->qinfo->shift, - output_data, out_w, out_h, buffer_tmp); - } else { - shl_convolve_HWC_q7_fast_nonsquare(input_data, in_w, in_h, in_c, kernel_data, out_c, - kernel_w, kernel_h, pad_x, pad_y, stride_w, stride_h, - bias_data, bias->qinfo->shift, output->qinfo->shift, - output_data, out_w, out_h, buffer_tmp); - } - } else if (in_c == 3) { - shl_convolve_HWC_q7_RGB(input_data, in_h, kernel_data, out_c, kernel_h, pad_y, stride_h, - bias_data, bias->qinfo->shift, output->qinfo->shift, output_data, - out_h, buffer_tmp); - } else { - shl_convolve_HWC_q7_basic(input_data, in_h, in_c, kernel_data, out_c, kernel_h, pad_y, - stride_h, bias_data, bias->qinfo->shift, output->qinfo->shift, - output_data, out_h, buffer_tmp); - } - return CSINN_TRUE; -} - -static int shl_i805_ref_conv2d_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params) -{ - q15_t *input_data = (q15_t *)input->data; - q15_t *kernel_data = (q15_t *)kernel->data; - q15_t *bias_data = (q15_t *)bias->data; - q15_t *output_data = (q15_t *)output->data; - - uint16_t batch = input->dim[0]; - uint16_t in_hw = input->dim[1]; // e.g. in_hw = input->dim[2]; - uint16_t in_c = input->dim[3]; - - uint16_t out_hw = output->dim[1]; // e.g. out_hw = output->dim[2] - uint16_t out_c = output->dim[3]; - - uint16_t kernel_size = kernel->dim[2]; // e.g. kernel_size = kernel->dim[3]; - uint16_t stride = params->stride_height; // e.g. stride = params->stride_width - uint16_t padding = - params->pad_top; // e.g. padding = params->down = params->left = params->right - - if ((in_c % 2 == 0) && (out_c % 2 == 0)) { - q15_t buffer_tmp[2 * in_c * kernel_size * - kernel_size]; // buffer_size = in_c * kernel_size * kernel_size - shl_convolve_HWC_q15_fast(input_data, in_hw, in_c, kernel_data, out_c, kernel_size, padding, - stride, bias_data, bias->qinfo->shift, output->qinfo->shift, - output_data, out_hw, buffer_tmp); - } else { - q15_t buffer_tmp[in_c * kernel_size * - kernel_size]; // buffer_size = in_c * kernel_size * kernel_size - shl_convolve_HWC_q15_basic(input_data, in_hw, in_c, kernel_data, out_c, kernel_size, - padding, stride, bias_data, bias->qinfo->shift, - output->qinfo->shift, output_data, out_hw, buffer_tmp); - } - return CSINN_TRUE; -} - -static int shl_i805_ref_depthwise_conv2d_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params) -{ - q7_t *input_data = (q7_t *)input->data; - q7_t *kernel_data = (q7_t *)kernel->data; - q7_t *bias_data = (q7_t *)bias->data; - q7_t *output_data = (q7_t *)output->data; - - uint16_t batch = input->dim[0]; - uint16_t in_h = input->dim[1]; - uint16_t in_w = input->dim[2]; - uint16_t in_c = input->dim[3]; - - uint16_t out_h = output->dim[1]; - uint16_t out_w = output->dim[2]; - uint16_t out_c = output->dim[3]; - - uint16_t kernel_h = kernel->dim[2]; - uint16_t kernel_w = kernel->dim[3]; - - uint16_t stride_h = params->stride_height; - uint16_t stride_w = params->stride_width; - - uint16_t pad_x = params->pad_left; - uint16_t pad_y = params->pad_top; - - q15_t buffer_tmp[2 * in_c * kernel_h * - kernel_w]; // buffer_size = in_c * kernel_size * kernel_size - - if ((in_h == in_w) && (kernel_h == kernel_w) && (pad_x == pad_y) && (stride_h == stride_w)) { - shl_depthwise_separable_conv_HWC_q7(input_data, in_h, in_c, kernel_data, out_c, kernel_h, - pad_y, stride_h, bias_data, bias->qinfo->shift, - output->qinfo->shift, output_data, out_h, buffer_tmp); - } else { - shl_depthwise_separable_conv_HWC_q7_nonsquare( - input_data, in_w, in_h, in_c, kernel_data, out_c, kernel_w, kernel_h, pad_x, pad_y, - stride_h, stride_w, bias_data, bias->qinfo->shift, output->qinfo->shift, output_data, - out_w, out_h, buffer_tmp); - } - return CSINN_TRUE; -} - -int shl_i805_ref_conv2d_init_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params) -{ - struct csinn_callback *cb = params->base.cb; - uint8_t flag = 0; - if ((params->pad_top != params->pad_down) || (params->pad_left != params->pad_right)) { - flag |= 0x01; - } - - if ((input->dim[3] % 4 != 0) || (output->dim[3] % 2 != 0)) { - if ((input->dim[1] != input->dim[2]) || (kernel->dim[2] != kernel->dim[3]) || - (params->pad_left != params->pad_top) || - (params->stride_height != params->stride_width)) { - flag |= 0x02; - } - } - - if (flag > 0) { - shl_debug_warning( - "conv2d q7 is not optimized to achieve under this condition on ref_i805, call " - "reference func replaced.\n"); - cb->exec = shl_ref_conv2d_quant; - } else { - cb->exec = shl_i805_ref_conv2d_q7; - } - return CSINN_TRUE; -} - -int shl_i805_ref_conv2d_init_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params) -{ - struct csinn_callback *cb = params->base.cb; - uint8_t flag = 0; - if ((params->pad_top != params->pad_down) || (params->pad_left != params->pad_right) || - (params->pad_top != params->pad_left)) { - flag |= 0x01; - } - if (input->dim[1] != input->dim[2]) { - flag |= 0x02; - } - if (kernel->dim[2] != kernel->dim[3]) { - flag |= 0x04; - } - if (params->stride_height != params->stride_width) { - flag |= 0x08; - } - if (flag > 0) { - shl_debug_warning( - "conv2d q15 is not optimized to achieve under this condition on ref_i805, call " - "reference func replaced.\n"); - cb->exec = shl_ref_conv2d_quant; - } else { - cb->exec = shl_i805_ref_conv2d_q15; - } - return CSINN_TRUE; -} - -int shl_i805_ref_depthwise_conv2d_init_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params) -{ - struct csinn_callback *cb = params->base.cb; - uint8_t flag = 0; - if ((params->pad_top != params->pad_down) || (params->pad_left != params->pad_right)) { - flag |= 0x01; - } - if (flag > 0) { - shl_debug_warning( - "depthwise_conv2d q7 is not optimized to achieve under this condition on ref_i805, " - "call reference func replaced.\n"); - cb->exec = shl_ref_depthwise_conv2d_quant; - } else { - cb->exec = shl_i805_ref_depthwise_conv2d_q7; - } - return CSINN_TRUE; -} diff --git a/source/i805_ref/convolution/shl_convolve_1x1_HWC_q7_fast.c b/source/i805_ref/convolution/shl_convolve_1x1_HWC_q7_fast.c deleted file mode 100644 index 7d0965d0..00000000 --- a/source/i805_ref/convolution/shl_convolve_1x1_HWC_q7_fast.c +++ /dev/null @@ -1,90 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* ---------------------------------------------------------------------- - * Title: shl_convolve_1x1_HWC_q7_fast_nonsquare.c - * Description: Fast Q7 version of 1x1 convolution (non-square shape) - * - * -------------------------------------------------------------------- */ - -#include "i805_ref_function.h" - -/** - * @brief Fast Q7 version of 1x1 convolution (non-sqaure shape) - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in_x input tensor dimention x - * @param[in] dim_im_in_y input tensor dimention y - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out_x output tensor dimension x - * @param[in] dim_im_out_y output tensor dimension y - * @param[in,out] bufferA pointer to buffer space for input - * @return The function returns either - * CSI_MATH_SIZE_MISMATCH or CSI_MATH_SUCCESS based on the outcome of size - * checking. - * - * This function is optimized for convolution with 1x1 kernel size. - * It can be used for the second half of MobileNets [1] after depthwise - * separable convolution. - * - * This function is the version with full list of optimization tricks, but with - * some contraints: - * ch_im_in is multiple of 4 - * ch_im_out is multiple of 2 - * - * [1] MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications - * https://arxiv.org/abs/1704.04861 - */ - -void shl_convolve_1x1_HWC_q7_fast(const q7_t* Im_in, const uint16_t dim_im_in_x, - const uint16_t dim_im_in_y, const uint16_t ch_im_in, - const q7_t* wt, const uint16_t ch_im_out, const q7_t* bias, - const uint16_t bias_shift, const uint16_t out_shift, q7_t* Im_out, - const uint16_t dim_im_out_x, const uint16_t dim_im_out_y, - q15_t* bufferA) -{ - int i, j, k, l; - int conv_out; - int in_row, in_col; - - for (i = 0; i < ch_im_out; i++) { - for (j = 0; j < dim_im_out_y; j++) { - for (k = 0; k < dim_im_out_x; k++) { - conv_out = ((q31_t)(bias[i]) << bias_shift) + NN_ROUND(out_shift); - // if-for implementation - in_row = j; - in_col = k; - if (in_row >= 0 && in_col >= 0 && in_row < dim_im_in_y && in_col < dim_im_in_x) { - for (l = 0; l < ch_im_in; l++) { - conv_out += Im_in[(in_row * dim_im_in_x + in_col) * ch_im_in + l] * - wt[i * ch_im_in + l]; - } - } - Im_out[i + (j * dim_im_out_x + k) * ch_im_out] = - (q7_t)__SSAT((conv_out >> out_shift), 8); - } - } - } - - return; -} diff --git a/source/i805_ref/convolution/shl_convolve_HWC_q15_basic.c b/source/i805_ref/convolution/shl_convolve_HWC_q15_basic.c deleted file mode 100644 index f7c5fa72..00000000 --- a/source/i805_ref/convolution/shl_convolve_HWC_q15_basic.c +++ /dev/null @@ -1,91 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* ---------------------------------------------------------------------- - * Title: shl_convolve_HWC_q15_basic.c - * Description: Q15 version of convolution - * - * -------------------------------------------------------------------- */ - -#include "i805_ref_function.h" - -/** - * @brief Basic Q15 convolution function - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in input tensor dimention - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel filter kernel size - * @param[in] padding padding sizes - * @param[in] stride convolution stride - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out output tensor dimension - * @param[in,out] bufferA pointer to buffer space for input - * @return The function returns CSI_MATH_SUCCESS - * - * @details - * - * Buffer size: - * - * bufferA size: ch_im_in*dim_kernel*dim_kernel - * - * This basic version is designed to work for any input tensor and weight - * dimension. - */ - -void shl_convolve_HWC_q15_basic(const q15_t* Im_in, const uint16_t dim_im_in, - const uint16_t ch_im_in, const q15_t* wt, const uint16_t ch_im_out, - const uint16_t dim_kernel, const uint16_t padding, - const uint16_t stride, const q15_t* bias, const uint16_t bias_shift, - const uint16_t out_shift, q15_t* Im_out, const uint16_t dim_im_out, - q15_t* bufferA) -{ - uint16_t i, j, k, l, m, n; - int conv_out; - signed char in_row, in_col; - - for (i = 0; i < ch_im_out; i++) { - for (j = 0; j < dim_im_out; j++) { - for (k = 0; k < dim_im_out; k++) { - conv_out = ((q31_t)bias[i] << bias_shift) + NN_ROUND(out_shift); - for (m = 0; m < dim_kernel; m++) { - for (n = 0; n < dim_kernel; n++) { - in_row = stride * j + m - padding; - in_col = stride * k + n - padding; - if (in_row >= 0 && in_col >= 0 && in_row < dim_im_in && - in_col < dim_im_in) { - for (l = 0; l < ch_im_in; l++) { - conv_out += Im_in[(in_row * dim_im_in + in_col) * ch_im_in + l] * - wt[i * ch_im_in * dim_kernel * dim_kernel + - (m * dim_kernel + n) * ch_im_in + l]; - } - } - } - } - Im_out[i + (j * dim_im_out + k) * ch_im_out] = - (q15_t)__SSAT((conv_out >> out_shift), 16); - } - } - } - - return; -} diff --git a/source/i805_ref/convolution/shl_convolve_HWC_q15_fast.c b/source/i805_ref/convolution/shl_convolve_HWC_q15_fast.c deleted file mode 100644 index 04e88fdb..00000000 --- a/source/i805_ref/convolution/shl_convolve_HWC_q15_fast.c +++ /dev/null @@ -1,102 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* ---------------------------------------------------------------------- - * Title: shl_convolve_HWC_q15_fast.c - * Description: Fast Q15 version of convolution - * - * -------------------------------------------------------------------- */ - -#include "i805_ref_function.h" - -/** - * @brief Fast Q15 convolution function - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in input tensor dimention - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel filter kernel size - * @param[in] padding padding sizes - * @param[in] stride convolution stride - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out output tensor dimension - * @param[in,out] bufferA pointer to buffer space for input - * @return The function returns either - * CSI_MATH_SIZE_MISMATCH or CSI_MATH_SUCCESS based on the outcome of size - * checking. - * - * @details - * - * Buffer size: - * - * bufferA size: 2*ch_im_in*dim_kernel*dim_kernel - * - * Input dimension constraints: - * - * ch_im_in is multiple of 2 - * - * ch_im_out is multipe of 2 - * - */ - -void shl_convolve_HWC_q15_fast(const q15_t* Im_in, const uint16_t dim_im_in, - const uint16_t ch_im_in, const q15_t* wt, const uint16_t ch_im_out, - const uint16_t dim_kernel, const uint16_t padding, - const uint16_t stride, const q15_t* bias, const uint16_t bias_shift, - const uint16_t out_shift, q15_t* Im_out, const uint16_t dim_im_out, - q15_t* bufferA) -{ - uint16_t i, j, k, l, m, n; - int conv_out; - signed char in_row, in_col; - - if (ch_im_in % 2 != 0 || ch_im_out % 2 != 0) { - /* check if the input dimension meets the constraints */ - return; - } - - for (i = 0; i < ch_im_out; i++) { - for (j = 0; j < dim_im_out; j++) { - for (k = 0; k < dim_im_out; k++) { - conv_out = ((q31_t)bias[i] << bias_shift) + NN_ROUND(out_shift); - for (m = 0; m < dim_kernel; m++) { - for (n = 0; n < dim_kernel; n++) { - in_row = stride * j + m - padding; - in_col = stride * k + n - padding; - if (in_row >= 0 && in_col >= 0 && in_row < dim_im_in && - in_col < dim_im_in) { - for (l = 0; l < ch_im_in; l++) { - conv_out += Im_in[(in_row * dim_im_in + in_col) * ch_im_in + l] * - wt[i * ch_im_in * dim_kernel * dim_kernel + - (m * dim_kernel + n) * ch_im_in + l]; - } - } - } - } - Im_out[i + (j * dim_im_out + k) * ch_im_out] = - (q15_t)__SSAT((conv_out >> out_shift), 16); - } - } - } - - return; -} diff --git a/source/i805_ref/convolution/shl_convolve_HWC_q7_RGB.c b/source/i805_ref/convolution/shl_convolve_HWC_q7_RGB.c deleted file mode 100644 index 22809b32..00000000 --- a/source/i805_ref/convolution/shl_convolve_HWC_q7_RGB.c +++ /dev/null @@ -1,97 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* ---------------------------------------------------------------------- - * Title: shl_convolve_HWC_q7_RGB.c - * Description: Q7 version of convolution for RGB image - * - * -------------------------------------------------------------------- */ - -#include "i805_ref_function.h" - -/** - * @brief Q7 convolution function for RGB image - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in input tensor dimention - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel filter kernel size - * @param[in] padding padding sizes - * @param[in] stride convolution stride - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out output tensor dimension - * @param[in,out] bufferA pointer to buffer space for input - * @return The function returns either - * CSI_MATH_SIZE_MISMATCH or CSI_MATH_SUCCESS based on the outcome of size - * checking. - * - * @details - * - * Buffer size: - * - * bufferA size: 2*3*dim_kernel*dim_kernel - * - * Input dimension constraints: - * - * ch_im_in equals 3 - * - * This kernel is written exclusively for convolution with ch_im_in - * equals 3. This applies on the first layer of CNNs which has input - * image with RGB format. - */ - -void shl_convolve_HWC_q7_RGB(const q7_t* Im_in, const uint16_t dim_im_in, const q7_t* wt, - const uint16_t ch_im_out, const uint16_t dim_kernel, - const uint16_t padding, const uint16_t stride, const q7_t* bias, - const uint16_t bias_shift, const uint16_t out_shift, q7_t* Im_out, - const uint16_t dim_im_out, q15_t* bufferA) -{ - uint16_t i, j, k, l, m, n; - int conv_out; - signed char in_row, in_col; - - for (i = 0; i < ch_im_out; i++) { - for (j = 0; j < dim_im_out; j++) { - for (k = 0; k < dim_im_out; k++) { - conv_out = (bias[i] << bias_shift) + NN_ROUND(out_shift); - for (m = 0; m < dim_kernel; m++) { - for (n = 0; n < dim_kernel; n++) { - /* if-for implementation */ - in_row = stride * j + m - padding; - in_col = stride * k + n - padding; - if (in_row >= 0 && in_col >= 0 && in_row < dim_im_in && - in_col < dim_im_in) { - for (l = 0; l < 3; l++) { - conv_out += Im_in[(in_row * dim_im_in + in_col) * 3 + l] * - wt[i * 3 * dim_kernel * dim_kernel + - (m * dim_kernel + n) * 3 + l]; - } - } - } - } - Im_out[i + (j * dim_im_out + k) * ch_im_out] = - (q7_t)__SSAT((conv_out >> out_shift), 8); - } - } - } - - return; -} diff --git a/source/i805_ref/convolution/shl_convolve_HWC_q7_basic.c b/source/i805_ref/convolution/shl_convolve_HWC_q7_basic.c deleted file mode 100644 index 73009300..00000000 --- a/source/i805_ref/convolution/shl_convolve_HWC_q7_basic.c +++ /dev/null @@ -1,91 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* ---------------------------------------------------------------------- - * Title: shl_convolve_HWC_q7_basic.c - * Description: Q7 version of convolution - * - * -------------------------------------------------------------------- */ - -#include "i805_ref_function.h" - -/** - * @brief Basic Q7 convolution function - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in input tensor dimention - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel filter kernel size - * @param[in] padding padding sizes - * @param[in] stride convolution stride - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out output tensor dimension - * @param[in,out] bufferA pointer to buffer space for input - * @return The function returns CSI_MATH_SUCCESS - * - * @details - * - * Buffer size: - * - * bufferA size: 2*ch_im_in*dim_kernel*dim_kernel - * - * This basic version is designed to work for any input tensor and weight - * dimension. - */ - -void shl_convolve_HWC_q7_basic(const q7_t* Im_in, const uint16_t dim_im_in, const uint16_t ch_im_in, - const q7_t* wt, const uint16_t ch_im_out, const uint16_t dim_kernel, - const uint16_t padding, const uint16_t stride, const q7_t* bias, - const uint16_t bias_shift, const uint16_t out_shift, q7_t* Im_out, - const uint16_t dim_im_out, q15_t* bufferA) -{ - uint16_t i, j, k, l, m, n; - int conv_out; - signed char in_row, in_col; - - for (i = 0; i < ch_im_out; i++) { - for (j = 0; j < dim_im_out; j++) { - for (k = 0; k < dim_im_out; k++) { - conv_out = ((q31_t)bias[i] << bias_shift) + NN_ROUND(out_shift); - for (m = 0; m < dim_kernel; m++) { - for (n = 0; n < dim_kernel; n++) { - // if-for implementation - in_row = stride * j + m - padding; - in_col = stride * k + n - padding; - if (in_row >= 0 && in_col >= 0 && in_row < dim_im_in && - in_col < dim_im_in) { - for (l = 0; l < ch_im_in; l++) { - conv_out += Im_in[(in_row * dim_im_in + in_col) * ch_im_in + l] * - wt[i * ch_im_in * dim_kernel * dim_kernel + - (m * dim_kernel + n) * ch_im_in + l]; - } - } - } - } - Im_out[i + (j * dim_im_out + k) * ch_im_out] = - (q7_t)__SSAT((conv_out >> out_shift), 8); - } - } - } - - return; -} diff --git a/source/i805_ref/convolution/shl_convolve_HWC_q7_fast.c b/source/i805_ref/convolution/shl_convolve_HWC_q7_fast.c deleted file mode 100644 index 2915a313..00000000 --- a/source/i805_ref/convolution/shl_convolve_HWC_q7_fast.c +++ /dev/null @@ -1,106 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* ---------------------------------------------------------------------- - * Title: shl_convolve_HWC_q7_fast.c - * Description: Fast Q7 version of convolution - * - * -------------------------------------------------------------------- */ - -#include "i805_ref_function.h" - -/** - * @brief Fast Q7 convolution function - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in input tensor dimention - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel filter kernel size - * @param[in] padding padding sizes - * @param[in] stride convolution stride - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out output tensor dimension - * @param[in,out] bufferA pointer to buffer space for input - * @return The function returns either - * CSI_MATH_SIZE_MISMATCH or CSI_MATH_SUCCESS based on the outcome of size - * checking. - * - * @details - * - * Buffer size: - * - * bufferA size: 2*ch_im_in*dim_kernel*dim_kernel - * - * Input dimension constraints: - * - * ch_im_in is multiple of 4 ( because of the SIMD32 read and swap ) - * - * ch_im_out is multipe of 2 ( bacause 2x2 mat_mult kernel ) - * - * To speed-up the determination of the padding condition, we split the - * computation into 3x3 parts, i.e., {top, mid, bottom} X {left, mid, right}. - * This reduces the total number of boundary condition checks and improves - * the data copying performance. - */ - -void shl_convolve_HWC_q7_fast(const q7_t* Im_in, const uint16_t dim_im_in, const uint16_t ch_im_in, - const q7_t* wt, const uint16_t ch_im_out, const uint16_t dim_kernel, - const uint16_t padding, const uint16_t stride, const q7_t* bias, - const uint16_t bias_shift, const uint16_t out_shift, q7_t* Im_out, - const uint16_t dim_im_out, q15_t* bufferA) -{ - uint16_t i, j, k, l, m, n; - int conv_out; - signed char in_row, in_col; - - if (ch_im_in % 4 != 0 || ch_im_out % 2 != 0) { - /* check if the input dimension meets the constraints */ - return; - } - - for (i = 0; i < ch_im_out; i++) { - for (j = 0; j < dim_im_out; j++) { - for (k = 0; k < dim_im_out; k++) { - conv_out = (bias[i] << bias_shift) + NN_ROUND(out_shift); - for (m = 0; m < dim_kernel; m++) { - for (n = 0; n < dim_kernel; n++) { - // if-for implementation - in_row = stride * j + m - padding; - in_col = stride * k + n - padding; - if (in_row >= 0 && in_col >= 0 && in_row < dim_im_in && - in_col < dim_im_in) { - for (l = 0; l < ch_im_in; l++) { - conv_out += Im_in[(in_row * dim_im_in + in_col) * ch_im_in + l] * - wt[i * ch_im_in * dim_kernel * dim_kernel + - (m * dim_kernel + n) * ch_im_in + l]; - } - } - } - } - Im_out[i + (j * dim_im_out + k) * ch_im_out] = - (q7_t)__SSAT((conv_out >> out_shift), 8); - } - } - } - - return; -} diff --git a/source/i805_ref/convolution/shl_convolve_HWC_q7_fast_nonsquare.c b/source/i805_ref/convolution/shl_convolve_HWC_q7_fast_nonsquare.c deleted file mode 100644 index b6cc48d7..00000000 --- a/source/i805_ref/convolution/shl_convolve_HWC_q7_fast_nonsquare.c +++ /dev/null @@ -1,96 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* ---------------------------------------------------------------------- - * Title: shl_convolve_HWC_q7_fast_nonsquare.c - * Description: Fast Q7 version of convolution (non-sqaure shape) - * - * -------------------------------------------------------------------- */ - -#include "i805_ref_function.h" - -/** - * @brief Fast Q7 convolution function (non-sqaure shape) - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in_x input tensor dimention x - * @param[in] dim_im_in_y input tensor dimention y - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel_x filter kernel size x - * @param[in] dim_kernel_y filter kernel size y - * @param[in] padding_x padding size x - * @param[in] padding_y padding size y - * @param[in] stride_x convolution stride x - * @param[in] stride_y convolution stride y - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out_x output tensor dimension x - * @param[in] dim_im_out_y output tensor dimension y - * @param[in,out] bufferA pointer to buffer space for input - * @return The function returns either - * CSI_MATH_SIZE_MISMATCH or CSI_MATH_SUCCESS based on the outcome of size - * checking. - * - * This function is the version with full list of optimization tricks, but with - * some contraints: - * ch_im_in is multiple of 4 - * ch_im_out is multiple of 2 - */ - -void shl_convolve_HWC_q7_fast_nonsquare( - const q7_t* Im_in, const uint16_t dim_im_in_x, const uint16_t dim_im_in_y, - const uint16_t ch_im_in, const q7_t* wt, const uint16_t ch_im_out, const uint16_t dim_kernel_x, - const uint16_t dim_kernel_y, const uint16_t padding_x, const uint16_t padding_y, - const uint16_t stride_x, const uint16_t stride_y, const q7_t* bias, const uint16_t bias_shift, - const uint16_t out_shift, q7_t* Im_out, const uint16_t dim_im_out_x, - const uint16_t dim_im_out_y, q15_t* bufferA) -{ - int i, j, k, l, m, n; - int conv_out; - int in_row, in_col; - - for (i = 0; i < ch_im_out; i++) { - for (j = 0; j < dim_im_out_y; j++) { - for (k = 0; k < dim_im_out_x; k++) { - conv_out = ((q31_t)(bias[i]) << bias_shift) + NN_ROUND(out_shift); - for (m = 0; m < dim_kernel_y; m++) { - for (n = 0; n < dim_kernel_x; n++) { - /* if-for implementation */ - in_row = stride_y * j + m - padding_y; - in_col = stride_x * k + n - padding_x; - if (in_row >= 0 && in_col >= 0 && in_row < dim_im_in_y && - in_col < dim_im_in_x) { - for (l = 0; l < ch_im_in; l++) { - conv_out += Im_in[(in_row * dim_im_in_x + in_col) * ch_im_in + l] * - wt[i * ch_im_in * dim_kernel_y * dim_kernel_x + - (m * dim_kernel_x + n) * ch_im_in + l]; - } - } - } - } - Im_out[i + (j * dim_im_out_x + k) * ch_im_out] = - (q7_t)__SSAT((conv_out >> out_shift), 8); - } - } - } - - return; -} diff --git a/source/i805_ref/convolution/shl_depthwise_separable_conv_HWC_q7.c b/source/i805_ref/convolution/shl_depthwise_separable_conv_HWC_q7.c deleted file mode 100644 index bcc5ef84..00000000 --- a/source/i805_ref/convolution/shl_depthwise_separable_conv_HWC_q7.c +++ /dev/null @@ -1,103 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* ---------------------------------------------------------------------- - * Title: shl_depthwise_separable_conv_HWC_q7.c - * Description: Q7 depthwise separable convolution function - * - * -------------------------------------------------------------------- */ - -#include "i805_ref_function.h" - -/** - * @brief Q7 depthwise separable convolution function - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in input tensor dimention - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel filter kernel size - * @param[in] padding padding sizes - * @param[in] stride convolution stride - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out output tensor dimension - * @param[in,out] bufferA pointer to buffer space for input - * @return The function returns either - * CSI_MATH_SIZE_MISMATCH or CSI_MATH_SUCCESS based on the outcome of size - * checking. - * - * @details - * - * Buffer size: - * - * bufferA size: 2*ch_im_in*dim_kernel*dim_kernel - * - * Input dimension constraints: - * - * ch_im_in equals ch_im_out - * - * Implementation: - * There are 3 nested loop here: - * Inner loop: calculate each output value with MAC instruction over an accumulator - * Mid loop: loop over different output channel - * Outer loop: loop over different output (x, y) - */ - -void shl_depthwise_separable_conv_HWC_q7(const q7_t* Im_in, const uint16_t dim_im_in, - const uint16_t ch_im_in, const q7_t* wt, - const uint16_t ch_im_out, const uint16_t dim_kernel, - const uint16_t padding, const uint16_t stride, - const q7_t* bias, const uint16_t bias_shift, - const uint16_t out_shift, q7_t* Im_out, - const uint16_t dim_im_out, q15_t* bufferA) -{ - int i_out_y, i_out_x, i_ch_out, i_ker_x, i_ker_y; - int conv_out; - - /* do some checking here, basically ch_im_in == ch_im_out */ - if (ch_im_in != ch_im_out) { - return; - } - - for (i_out_y = 0; i_out_y < dim_im_out; i_out_y++) { - for (i_out_x = 0; i_out_x < dim_im_out; i_out_x++) { - for (i_ch_out = 0; i_ch_out < ch_im_out; i_ch_out++) { - // for each output - conv_out = ((q31_t)(bias[i_ch_out]) << bias_shift) + NN_ROUND(out_shift); - for (i_ker_y = 0; i_ker_y < dim_kernel; i_ker_y++) { - for (i_ker_x = 0; i_ker_x < dim_kernel; i_ker_x++) { - int in_row = stride * i_out_y + i_ker_y - padding; - int in_col = stride * i_out_x + i_ker_x - padding; - if (in_row >= 0 && in_col >= 0 && in_row < dim_im_in && - in_col < dim_im_in) { - conv_out += Im_in[(in_row * dim_im_in + in_col) * ch_im_in + i_ch_out] * - wt[(i_ker_y * dim_kernel + i_ker_x) * ch_im_out + i_ch_out]; - } - } - } - Im_out[(i_out_y * dim_im_out + i_out_x) * ch_im_out + i_ch_out] = - (q7_t)__SSAT((conv_out >> out_shift), 8); - } - } - } - - return; -} diff --git a/source/i805_ref/convolution/shl_depthwise_separable_conv_HWC_q7_nonsquare.c b/source/i805_ref/convolution/shl_depthwise_separable_conv_HWC_q7_nonsquare.c deleted file mode 100644 index 91e4ebc7..00000000 --- a/source/i805_ref/convolution/shl_depthwise_separable_conv_HWC_q7_nonsquare.c +++ /dev/null @@ -1,98 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* ---------------------------------------------------------------------- - * Title: shl_depthwise_separable_conv_HWC_q7_nonsquare.c - * Description: Q7 depthwise separable convolution function (non-square shape) - * - * -------------------------------------------------------------------- */ - -#include "i805_ref_function.h" - -/** - * @brief Q7 depthwise separable convolution function (non-square shape) - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in_x input tensor dimention x - * @param[in] dim_im_in_y input tensor dimention y - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel_x filter kernel size x - * @param[in] dim_kernel_y filter kernel size y - * @param[in] padding_x padding sizes x - * @param[in] padding_y padding sizes y - * @param[in] stride_x convolution stride x - * @param[in] stride_y convolution stride y - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out_x output tensor dimension x - * @param[in] dim_im_out_y output tensor dimension y - * @param[in,out] bufferA pointer to buffer space for input - * @return The function returns either - * CSI_MATH_SIZE_MISMATCH or CSI_MATH_SUCCESS based on the outcome of size - * checking. - * - * This function is the version with full list of optimization tricks, but with - * some contraints: - * ch_im_in is multiple of 2 - * ch_im_out is multiple of 2 - */ - -void shl_depthwise_separable_conv_HWC_q7_nonsquare( - const q7_t* Im_in, const uint16_t dim_im_in_x, const uint16_t dim_im_in_y, - const uint16_t ch_im_in, const q7_t* wt, const uint16_t ch_im_out, const uint16_t dim_kernel_x, - const uint16_t dim_kernel_y, const uint16_t padding_x, const uint16_t padding_y, - const uint16_t stride_x, const uint16_t stride_y, const q7_t* bias, const uint16_t bias_shift, - const uint16_t out_shift, q7_t* Im_out, const uint16_t dim_im_out_x, - const uint16_t dim_im_out_y, q15_t* bufferA) -{ - int i_out_y, i_out_x, i_ch_out; - int i_ker_y, i_ker_x; - - /* do some checking here, basically ch_im_in == ch_im_out */ - if (ch_im_in != ch_im_out) { - return; - } - - for (i_out_y = 0; i_out_y < dim_im_out_y; i_out_y++) { - for (i_out_x = 0; i_out_x < dim_im_out_x; i_out_x++) { - for (i_ch_out = 0; i_ch_out < ch_im_out; i_ch_out++) { - // for each output - int conv_out = ((q31_t)(bias[i_ch_out]) << bias_shift) + NN_ROUND(out_shift); - for (i_ker_y = 0; i_ker_y < dim_kernel_y; i_ker_y++) { - for (i_ker_x = 0; i_ker_x < dim_kernel_x; i_ker_x++) { - int in_row = stride_y * i_out_y + i_ker_y - padding_y; - int in_col = stride_x * i_out_x + i_ker_x - padding_x; - if (in_row >= 0 && in_col >= 0 && in_row < dim_im_in_y && - in_col < dim_im_in_x) { - conv_out += - Im_in[(in_row * dim_im_in_x + in_col) * ch_im_in + i_ch_out] * - wt[(i_ker_y * dim_kernel_x + i_ker_x) * ch_im_out + i_ch_out]; - } - } - } - Im_out[(i_out_y * dim_im_out_x + i_out_x) * ch_im_out + i_ch_out] = - (q7_t)__SSAT((conv_out >> out_shift), 8); - } - } - } - - return; -} diff --git a/source/i805_ref/fully-connect/shl_fully_connected_mat_q7_vec_q15.c b/source/i805_ref/fully-connect/shl_fully_connected_mat_q7_vec_q15.c deleted file mode 100644 index 7798e446..00000000 --- a/source/i805_ref/fully-connect/shl_fully_connected_mat_q7_vec_q15.c +++ /dev/null @@ -1,64 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* ---------------------------------------------------------------------- - * Title: shl_fully_connected_mat_q7_vec_q15.c - * Description: Mixed Q15-Q7 fully-connected layer function - * - * -------------------------------------------------------------------- */ - -#include "i805_ref_function.h" - -/** - * @brief Mixed Q15-Q7 fully-connected layer function - * @param[in] pV pointer to input vector - * @param[in] pM pointer to matrix weights - * @param[in] dim_vec length of the vector - * @param[in] num_of_rows number of rows in weight matrix - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in] bias pointer to bias - * @param[in,out] pOut pointer to output vector - * @return The function returns CSI_MATH_SUCCESS - * - * @details - * - * Buffer size: - * - * Q7_Q15 version of the fully connected layer - * - * Weights are in q7_t and Activations are in q15_t - * - */ - -void shl_fully_connected_mat_q7_vec_q15(const q15_t* pV, const q7_t* pM, const uint16_t dim_vec, - const uint16_t num_of_rows, const uint16_t bias_shift, - const uint16_t out_shift, const q7_t* bias, q15_t* pOut) -{ - int i, j; - - for (i = 0; i < num_of_rows; i++) { - int ip_out = ((q31_t)(bias[i]) << bias_shift) + NN_ROUND(out_shift); - for (j = 0; j < dim_vec; j++) { - ip_out += pV[j] * pM[i * dim_vec + j]; - } - pOut[i] = (q15_t)__SSAT((ip_out >> out_shift), 16); - } - - return; -} diff --git a/source/i805_ref/fully-connect/shl_fully_connected_mat_q7_vec_q15_opt.c b/source/i805_ref/fully-connect/shl_fully_connected_mat_q7_vec_q15_opt.c deleted file mode 100644 index 027bdc05..00000000 --- a/source/i805_ref/fully-connect/shl_fully_connected_mat_q7_vec_q15_opt.c +++ /dev/null @@ -1,179 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* ---------------------------------------------------------------------- - * Title: shl_fully_connected_mat_q7_vec_q15_opt.c - * Description: Mixed Q15-Q7 opt fully-connected layer function - * - * -------------------------------------------------------------------- */ - -#include "i805_ref_function.h" - -/** - * @brief Mixed Q15-Q7 opt fully-connected layer function - * @param[in] pV pointer to input vector - * @param[in] pM pointer to matrix weights - * @param[in] dim_vec length of the vector - * @param[in] num_of_rows number of rows in weight matrix - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in] bias pointer to bias - * @param[in,out] pOut pointer to output vector - * @return The function returns CSI_MATH_SUCCESS - * - * @details - * - * Buffer size: - * - * Q7_Q15 version of the fully connected layer - * - * Weights are in q7_t and Activations are in q15_t - * - * Limitation: x4 version requires weight reordering to work - * - * Here we use only one pointer to read 4 rows in the weight - * matrix. So if the original q7_t matrix looks like this: - * - * | a11 | a12 | a13 | a14 | a15 | a16 | a17 | - * - * | a21 | a22 | a23 | a24 | a25 | a26 | a27 | - * - * | a31 | a32 | a33 | a34 | a35 | a36 | a37 | - * - * | a41 | a42 | a43 | a44 | a45 | a46 | a47 | - * - * | a51 | a52 | a53 | a54 | a55 | a56 | a57 | - * - * | a61 | a62 | a63 | a64 | a65 | a66 | a67 | - * - * We operates on multiple-of-4 rows, so the first four rows becomes - * - * | a11 | a21 | a12 | a22 | a31 | a41 | a32 | a42 | - * - * | a13 | a23 | a14 | a24 | a33 | a43 | a34 | a44 | - * - * | a15 | a25 | a16 | a26 | a35 | a45 | a36 | a46 | - * - * The column left over will be in-order. - * which is: - * | a17 | a27 | a37 | a47 | - * - * For the left-over rows, we do 1x1 computation, so the data remains - * as its original order. - * - * So the stored weight matrix looks like this: - * - * | a11 | a21 | a12 | a22 | a31 | a41 | - * - * | a32 | a42 | a13 | a23 | a14 | a24 | - * - * | a33 | a43 | a34 | a44 | a15 | a25 | - * - * | a16 | a26 | a35 | a45 | a36 | a46 | - * - * | a17 | a27 | a37 | a47 | a51 | a52 | - * - * | a53 | a54 | a55 | a56 | a57 | a61 | - * - * | a62 | a63 | a64 | a65 | a66 | a67 | - * - */ - -void shl_fully_connected_mat_q7_vec_q15_opt(const q15_t *pV, const q7_t *pM, const uint16_t dim_vec, - const uint16_t num_of_rows, const uint16_t bias_shift, - const uint16_t out_shift, const q7_t *bias, q15_t *pOut) -{ - uint16_t rowCnt = num_of_rows >> 2; - const q7_t *pB = pM; - const q15_t *pA; - q15_t *pO = pOut; - const q7_t *pBias = bias; - - while (rowCnt) { - q31_t sum = ((q31_t)(*pBias++) << bias_shift) + NN_ROUND(out_shift); - q31_t sum2 = ((q31_t)(*pBias++) << bias_shift) + NN_ROUND(out_shift); - q31_t sum3 = ((q31_t)(*pBias++) << bias_shift) + NN_ROUND(out_shift); - q31_t sum4 = ((q31_t)(*pBias++) << bias_shift) + NN_ROUND(out_shift); - uint16_t colCnt = dim_vec >> 1; - - pA = pV; - - while (colCnt) { - q15_t inA1 = *pA++; - q15_t inA2 = *pA++; - - q7_t inB1 = *pB++; - q7_t inB3 = *pB++; - q7_t inB2 = *pB++; - q7_t inB4 = *pB++; - - sum += inA1 * inB1 + inA2 * inB2; - sum2 += inA1 * inB3 + inA2 * inB4; - - inB1 = *pB++; - inB3 = *pB++; - inB2 = *pB++; - inB4 = *pB++; - - sum3 += inA1 * inB1 + inA2 * inB2; - sum4 += inA1 * inB3 + inA2 * inB4; - - colCnt--; - } - - colCnt = dim_vec & 0x1; - while (colCnt) { - q15_t inA = *pA++; - q7_t inB = *pB++; - sum += inA * inB; - inB = *pB++; - sum2 += inA * inB; - inB = *pB++; - sum3 += inA * inB; - inB = *pB++; - sum4 += inA * inB; - - colCnt--; - } - *pO++ = (q15_t)__SSAT((sum >> out_shift), 16); - *pO++ = (q15_t)__SSAT((sum2 >> out_shift), 16); - *pO++ = (q15_t)__SSAT((sum3 >> out_shift), 16); - *pO++ = (q15_t)__SSAT((sum4 >> out_shift), 16); - - rowCnt--; - } - - rowCnt = num_of_rows & 0x3; - - while (rowCnt) { - int ip_out = ((q31_t)(*pBias++) << bias_shift) + NN_ROUND(out_shift); - int j; - - pA = pV; - for (j = 0; j < dim_vec; j++) { - q15_t inA = *pA++; - q7_t inB = *pB++; - ip_out += inA * inB; - } - *pO++ = (q15_t)__SSAT((ip_out >> out_shift), 16); - - rowCnt--; - } - - return; -} diff --git a/source/i805_ref/fully-connect/shl_fully_connected_q15.c b/source/i805_ref/fully-connect/shl_fully_connected_q15.c deleted file mode 100644 index aea96398..00000000 --- a/source/i805_ref/fully-connect/shl_fully_connected_q15.c +++ /dev/null @@ -1,56 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* ---------------------------------------------------------------------- - * Title: shl_fully_connected_q15.c - * Description: Q15 basic fully-connected layer function - * - * -------------------------------------------------------------------- */ - -#include "i805_ref_function.h" - -/** - * @brief Q15 opt fully-connected layer function - * @param[in] pV pointer to input vector - * @param[in] pM pointer to matrix weights - * @param[in] dim_vec length of the vector - * @param[in] num_of_rows number of rows in weight matrix - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in] bias pointer to bias - * @param[in,out] pOut pointer to output vector - * @return The function returns CSI_MATH_SUCCESS - * - */ - -void shl_fully_connected_q15(const q15_t* pV, const q15_t* pM, const uint16_t dim_vec, - const uint16_t num_of_rows, const uint16_t bias_shift, - const uint16_t out_shift, const q15_t* bias, q15_t* pOut) -{ - int i, j; - - for (i = 0; i < num_of_rows; i++) { - int ip_out = ((q31_t)(bias[i]) << bias_shift) + NN_ROUND(out_shift); - for (j = 0; j < dim_vec; j++) { - ip_out += pV[j] * pM[i * dim_vec + j]; - } - pOut[i] = (q15_t)__SSAT((ip_out >> out_shift), 16); - } - - return; -} diff --git a/source/i805_ref/fully-connect/shl_fully_connected_q15_opt.c b/source/i805_ref/fully-connect/shl_fully_connected_q15_opt.c deleted file mode 100644 index 22f31980..00000000 --- a/source/i805_ref/fully-connect/shl_fully_connected_q15_opt.c +++ /dev/null @@ -1,154 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* ---------------------------------------------------------------------- - * Title: shl_fully_connected_q15_opt.c - * Description: Q15 opt fully-connected layer function - * - * -------------------------------------------------------------------- */ - -#include "i805_ref_function.h" - -/** - * @brief Q15 opt fully-connected layer function - * @param[in] pV pointer to input vector - * @param[in] pM pointer to matrix weights - * @param[in] dim_vec length of the vector - * @param[in] num_of_rows number of rows in weight matrix - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in] bias pointer to bias - * @param[in,out] pOut pointer to output vector - * @return The function returns CSI_MATH_SUCCESS - * - * - * @details - * - * Here we use only one pointer to read 4 rows in the weight - * matrix. So if the original matrix looks like this: - * - * | a11 | a12 | a13 | - * - * | a21 | a22 | a23 | - * - * | a31 | a32 | a33 | - * - * | a41 | a42 | a43 | - * - * | a51 | a52 | a53 | - * - * | a61 | a62 | a63 | - * - * We operates on multiple-of-4 rows, so the first four rows becomes - * - * | a11 | a12 | a21 | a22 | a31 | a32 | a41 | a42 | - * - * | a13 | a23 | a33 | a43 | - * - * Remaining rows are kept the same original order. - * - * So the stored weight matrix looks like this: - * - * - * | a11 | a12 | a21 | a22 | a31 | a32 | a41 | a42 | - * - * | a13 | a23 | a33 | a43 | a51 | a52 | a53 | a61 | - * - * | a62 | a63 | - */ - -void shl_fully_connected_q15_opt(const q15_t *pV, const q15_t *pM, const uint16_t dim_vec, - const uint16_t num_of_rows, const uint16_t bias_shift, - const uint16_t out_shift, const q15_t *bias, q15_t *pOut) -{ - uint16_t rowCnt = num_of_rows >> 2; - const q15_t *pB = pM; - const q15_t *pA; - q15_t *pO = pOut; - const q15_t *pBias = bias; - - while (rowCnt) { - q31_t sum = ((q31_t)(*pBias++) << bias_shift) + NN_ROUND(out_shift); - q31_t sum2 = ((q31_t)(*pBias++) << bias_shift) + NN_ROUND(out_shift); - q31_t sum3 = ((q31_t)(*pBias++) << bias_shift) + NN_ROUND(out_shift); - q31_t sum4 = ((q31_t)(*pBias++) << bias_shift) + NN_ROUND(out_shift); - - uint16_t colCnt = dim_vec >> 1; - - pA = pV; - while (colCnt) { - q15_t inA1 = *pA++; - q15_t inA2 = *pA++; - - q15_t inB1 = *pB++; - q15_t inB2 = *pB++; - sum += inA1 * inB1 + inA2 * inB2; - - inB1 = *pB++; - inB2 = *pB++; - sum2 += inA1 * inB1 + inA2 * inB2; - - inB1 = *pB++; - inB2 = *pB++; - sum3 += inA1 * inB1 + inA2 * inB2; - - inB1 = *pB++; - inB2 = *pB++; - sum4 += inA1 * inB1 + inA2 * inB2; - - colCnt--; - } - colCnt = dim_vec & 0x1; - while (colCnt) { - q15_t inA = *pA++; - q15_t inB = *pB++; - sum += inA * inB; - inB = *pB++; - sum2 += inA * inB; - inB = *pB++; - sum3 += inA * inB; - inB = *pB++; - sum4 += inA * inB; - colCnt--; - } - *pO++ = (q15_t)__SSAT((sum >> out_shift), 16); - *pO++ = (q15_t)__SSAT((sum2 >> out_shift), 16); - *pO++ = (q15_t)__SSAT((sum3 >> out_shift), 16); - *pO++ = (q15_t)__SSAT((sum4 >> out_shift), 16); - - rowCnt--; - } - rowCnt = num_of_rows & 0x3; - - while (rowCnt) { - int ip_out = ((q31_t)(*pBias++) << bias_shift) + NN_ROUND(out_shift); - int j; - - pA = pV; - for (j = 0; j < dim_vec; j++) { - q15_t inA = *pA++; - q15_t inB = *pB++; - ip_out += inA * inB; - } - *pO++ = (q15_t)__SSAT((ip_out >> out_shift), 16); - - rowCnt--; - } - - return; -} diff --git a/source/i805_ref/fully-connect/shl_fully_connected_q7.c b/source/i805_ref/fully-connect/shl_fully_connected_q7.c deleted file mode 100644 index 507f497f..00000000 --- a/source/i805_ref/fully-connect/shl_fully_connected_q7.c +++ /dev/null @@ -1,66 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* ---------------------------------------------------------------------- - * Title: shl_fully_connected_q7.c - * Description: Q7 basic fully-connected layer function - * - * -------------------------------------------------------------------- */ - -#include "i805_ref_function.h" - -/** - * @brief Q7 basic fully-connected layer function - * @param[in] pV pointer to input vector - * @param[in] pM pointer to matrix weights - * @param[in] dim_vec length of the vector - * @param[in] num_of_rows number of rows in weight matrix - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in] bias pointer to bias - * @param[in,out] pOut pointer to output vector - * @param[in,out] vec_buffer pointer to buffer space for input - * @return The function returns CSI_MATH_SUCCESS - * - * @details - * - * Buffer size: - * - * vec_buffer size: dim_vec - * - * This basic function is designed to work with regular weight - * matrix without interleaving. - * - */ - -void shl_fully_connected_q7(const q7_t* pV, const q7_t* pM, const uint16_t dim_vec, - const uint16_t num_of_rows, const uint16_t bias_shift, - const uint16_t out_shift, const q7_t* bias, q7_t* pOut) -{ - int i, j; - - for (i = 0; i < num_of_rows; i++) { - int ip_out = ((q31_t)(bias[i]) << bias_shift) + NN_ROUND(out_shift); - for (j = 0; j < dim_vec; j++) { - ip_out += pV[j] * pM[i * dim_vec + j]; - } - pOut[i] = (q7_t)__SSAT((ip_out >> out_shift), 8); - } - - return; -} diff --git a/source/i805_ref/fully-connect/shl_fully_connected_q7_opt.c b/source/i805_ref/fully-connect/shl_fully_connected_q7_opt.c deleted file mode 100644 index 1ca2d408..00000000 --- a/source/i805_ref/fully-connect/shl_fully_connected_q7_opt.c +++ /dev/null @@ -1,213 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* ---------------------------------------------------------------------- - * Title: shl_fully_connected_q7_opt.c - * Description: Q7 basic fully-connected layer function - * - * -------------------------------------------------------------------- */ - -#include "i805_ref_function.h" - -/** - * @brief Q7 opt fully-connected layer function - * @param[in] pV pointer to input vector - * @param[in] pM pointer to matrix weights - * @param[in] dim_vec length of the vector - * @param[in] num_of_rows number of rows in weight matrix - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in] bias pointer to bias - * @param[in,out] pOut pointer to output vector - * @param[in,out] vec_buffer pointer to buffer space for input - * @return The function returns CSI_MATH_SUCCESS - * - * @details - * - * Buffer size: - * - * vec_buffer size: dim_vec - * - * This opt function is designed to work with interleaved weight - * matrix. The vector input is assumed in q7_t format, we call - * csi_q7_to_q15_no_shift_shuffle function to expand into - * q15_t format with certain weight re-ordering, refer to the function - * comments for more details. - * Here we use only one pointer to read 4 rows in the weight - * matrix. So if the original q7_t matrix looks like this: - * - * | a11 | a12 | a13 | a14 | a15 | a16 | a17 | - * - * | a21 | a22 | a23 | a24 | a25 | a26 | a27 | - * - * | a31 | a32 | a33 | a34 | a35 | a36 | a37 | - * - * | a41 | a42 | a43 | a44 | a45 | a46 | a47 | - * - * | a51 | a52 | a53 | a54 | a55 | a56 | a57 | - * - * | a61 | a62 | a63 | a64 | a65 | a66 | a67 | - * - * - * We operates on multiple-of-4 rows, so the first four rows becomes - * - * | a11 | a21 | a13 | a23 | a31 | a41 | a33 | a43 | - * - * | a12 | a22 | a14 | a24 | a32 | a42 | a34 | a44 | - * - * | a15 | a25 | a35 | a45 | a16 | a26 | a36 | a46 | - * - * So within the kernel, we first read the re-ordered vector in as: - * - * | b1 | b3 | and | b2 | b4 | - * - * the four q31_t weights will look like - * - * | a11 | a13 |, | a21 | a23 |, | a31 | a33 |, | a41 | a43 | - * - * | a12 | a14 |, | a22 | a24 |, | a32 | a34 |, | a42 | a44 | - * - * The column left over will be in-order. - * which is: - * - * | a17 | a27 | a37 | a47 | - * - * For the left-over rows, we do 1x1 computation, so the data remains - * as its original order. - * - * So the stored weight matrix looks like this: - * - * | a11 | a21 | a13 | a23 | a31 | a41 | - * - * | a33 | a43 | a12 | a22 | a14 | a24 | - * - * | a32 | a42 | a34 | a44 | a15 | a25 | - * - * | a35 | a45 | a16 | a26 | a36 | a46 | - * - * | a17 | a27 | a37 | a47 | a51 | a52 | - * - * | a53 | a54 | a55 | a56 | a57 | a61 | - * - * | a62 | a63 | a64 | a65 | a66 | a67 | - * - * - */ - -void shl_fully_connected_q7_opt(const q7_t *pV, const q7_t *pM, const uint16_t dim_vec, - const uint16_t num_of_rows, const uint16_t bias_shift, - const uint16_t out_shift, const q7_t *bias, q7_t *pOut) -{ - uint16_t rowCnt = num_of_rows >> 2; - const q7_t *pB = pM; - const q7_t *pA; - q7_t *pO = pOut; - const q7_t *pBias = bias; - - while (rowCnt) { - q31_t sum = ((q31_t)(*pBias++) << bias_shift) + NN_ROUND(out_shift); - q31_t sum2 = ((q31_t)(*pBias++) << bias_shift) + NN_ROUND(out_shift); - q31_t sum3 = ((q31_t)(*pBias++) << bias_shift) + NN_ROUND(out_shift); - q31_t sum4 = ((q31_t)(*pBias++) << bias_shift) + NN_ROUND(out_shift); - - uint16_t colCnt = dim_vec >> 2; - - pA = pV; - - while (colCnt) { - q7_t inA1 = *pA++; - q7_t inA3 = *pA++; - q7_t inA2 = *pA++; - q7_t inA4 = *pA++; - - q7_t inB1 = *pB++; - q7_t inB3 = *pB++; - q7_t inB2 = *pB++; - q7_t inB4 = *pB++; - - sum += inA1 * inB1 + inA2 * inB2; - sum2 += inA1 * inB3 + inA2 * inB4; - - inB1 = *pB++; - inB3 = *pB++; - inB2 = *pB++; - inB4 = *pB++; - - sum3 += inA1 * inB1 + inA2 * inB2; - sum4 += inA1 * inB3 + inA2 * inB4; - - inB1 = *pB++; - inB3 = *pB++; - inB2 = *pB++; - inB4 = *pB++; - - sum += inA3 * inB1 + inA4 * inB2; - sum2 += inA3 * inB3 + inA4 * inB4; - - inB1 = *pB++; - inB3 = *pB++; - inB2 = *pB++; - inB4 = *pB++; - - sum3 += inA3 * inB1 + inA4 * inB2; - sum4 += inA3 * inB3 + inA4 * inB4; - - colCnt--; - } - colCnt = dim_vec & 0x3; - while (colCnt) { - q7_t inA = *pA++; - q7_t inB = *pB++; - sum += inA * inB; - inB = *pB++; - sum2 += inA * inB; - inB = *pB++; - sum3 += inA * inB; - inB = *pB++; - sum4 += inA * inB; - - colCnt--; - } - *pO++ = (q7_t)__SSAT((sum >> out_shift), 8); - *pO++ = (q7_t)__SSAT((sum2 >> out_shift), 8); - *pO++ = (q7_t)__SSAT((sum3 >> out_shift), 8); - *pO++ = (q7_t)__SSAT((sum4 >> out_shift), 8); - - rowCnt--; - } - - rowCnt = num_of_rows & 0x3; - - while (rowCnt) { - int ip_out = ((q31_t)(*pBias++) << bias_shift) + NN_ROUND(out_shift); - - int j; - - pA = pV; - for (j = 0; j < dim_vec; j++) { - q7_t inA = *pA++; - q7_t inB = *pB++; - ip_out += inA * inB; - } - *pO++ = (q7_t)__SSAT((ip_out >> out_shift), 8); - - rowCnt--; - } - - return; -} diff --git a/source/i805_ref/fullyconnected.c b/source/i805_ref/fullyconnected.c deleted file mode 100644 index 6d8a295c..00000000 --- a/source/i805_ref/fullyconnected.c +++ /dev/null @@ -1,50 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "i805_ref_function.h" -#include "shl_ref_i805.h" - -int shl_i805_ref_fullyconnected_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *weights, struct csinn_tensor *bias, - struct csinn_fc_params *params) -{ - q7_t *input_data = (q7_t *)input->data; - q7_t *weight_data = (q7_t *)weights->data; - q7_t *bias_data = (q7_t *)bias->data; - q7_t *output_data = (q7_t *)output->data; - - shl_fully_connected_q7(input_data, weight_data, input->dim[1], weights->dim[0], - bias->qinfo->shift, output->qinfo->shift, bias_data, output_data); - return CSINN_TRUE; -} - -int shl_i805_ref_fullyconnected_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *weights, struct csinn_tensor *bias, - struct csinn_fc_params *params) -{ - q15_t *input_data = (q15_t *)input->data; - q15_t *weight_data = (q15_t *)weights->data; - q15_t *bias_data = (q15_t *)bias->data; - q15_t *output_data = (q15_t *)output->data; - - shl_fully_connected_q15(input_data, weight_data, input->dim[1], weights->dim[0], - bias->qinfo->shift, output->qinfo->shift, bias_data, output_data); - return CSINN_TRUE; -} diff --git a/source/i805_ref/i805_ref_function.h b/source/i805_ref/i805_ref_function.h deleted file mode 100644 index e7662b92..00000000 --- a/source/i805_ref/i805_ref_function.h +++ /dev/null @@ -1,451 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* ---------------------------------------------------------------------- - * Title: i805_ref_function.h - * Description: Public header file for CSI NN Library - * - * -------------------------------------------------------------------- */ - -#ifndef SOURCE_I805_REF_I805_REF_FUNCTION_H_ -#define SOURCE_I805_REF_I805_REF_FUNCTION_H_ - -#ifdef __cplusplus -extern "C" { -#endif - -#include "nn-support/i805_ref_support.h" - -/** - * @brief Struct for specifying activation function types - * - */ -typedef enum { - CSKY_SIGMOID = 0, /**< Sigmoid activation function */ - CSKY_TANH = 1, /**< Tanh activation function */ -} csi_nn_activation_type; - -/** - * @brief Basic Q7 convolution function - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in input tensor dimention - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel filter kernel size - * @param[in] padding padding sizes - * @param[in] stride convolution stride - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out output tensor dimension - * @param[in,out] bufferA pointer to buffer space for input - * @return none. - * - */ - -void shl_convolve_HWC_q7_basic(const q7_t *Im_in, const uint16_t dim_im_in, const uint16_t ch_im_in, - const q7_t *wt, const uint16_t ch_im_out, const uint16_t dim_kernel, - const uint16_t padding, const uint16_t stride, const q7_t *bias, - const uint16_t bias_shift, const uint16_t out_shift, q7_t *Im_out, - const uint16_t dim_im_out, q15_t *bufferA); - -/** - * @brief Basic Q15 convolution function - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in input tensor dimention - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel filter kernel size - * @param[in] padding padding sizes - * @param[in] stride convolution stride - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out output tensor dimension - * @param[in,out] bufferA pointer to buffer space for input - * @return none. - * - */ - -void shl_convolve_HWC_q15_basic(const q15_t *Im_in, const uint16_t dim_im_in, - const uint16_t ch_im_in, const q15_t *wt, const uint16_t ch_im_out, - const uint16_t dim_kernel, const uint16_t padding, - const uint16_t stride, const q15_t *bias, const uint16_t bias_shift, - const uint16_t out_shift, q15_t *Im_out, const uint16_t dim_im_out, - q15_t *bufferA); - -void shl_convolve_HWC_q15_fast(const q15_t *Im_in, const uint16_t dim_im_in, - const uint16_t ch_im_in, const q15_t *wt, const uint16_t ch_im_out, - const uint16_t dim_kernel, const uint16_t padding, - const uint16_t stride, const q15_t *bias, const uint16_t bias_shift, - const uint16_t out_shift, q15_t *Im_out, const uint16_t dim_im_out, - q15_t *bufferA); - -/** - * @brief Fast Q7 convolution function (non-sqaure shape) - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in_x input tensor dimention x - * @param[in] dim_im_in_y input tensor dimention y - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel_x filter kernel size x - * @param[in] dim_kernel_y filter kernel size y - * @param[in] padding_x padding size x - * @param[in] padding_y padding size y - * @param[in] stride_x convolution stride x - * @param[in] stride_y convolution stride y - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out_x output tensor dimension x - * @param[in] dim_im_out_y output tensor dimension y - * @param[in,out] bufferA pointer to buffer space for input - * @return none. - * - * This function is the version with full list of optimization tricks, but with - * some contraints: - * ch_im_in is multiple of 4 - * ch_im_out is multiple of 2 - */ - -void shl_convolve_HWC_q7_fast_nonsquare( - const q7_t *Im_in, const uint16_t dim_im_in_x, const uint16_t dim_im_in_y, - const uint16_t ch_im_in, const q7_t *wt, const uint16_t ch_im_out, const uint16_t dim_kernel_x, - const uint16_t dim_kernel_y, const uint16_t padding_x, const uint16_t padding_y, - const uint16_t stride_x, const uint16_t stride_y, const q7_t *bias, const uint16_t bias_shift, - const uint16_t out_shift, q7_t *Im_out, const uint16_t dim_im_out_x, - const uint16_t dim_im_out_y, q15_t *bufferA); - -/** - * @brief Fast Q7 version of 1x1 convolution (non-sqaure shape) - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in_x input tensor dimention x - * @param[in] dim_im_in_y input tensor dimention y - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel_x filter kernel size x - * @param[in] dim_kernel_y filter kernel size y - * @param[in] padding_x padding size x - * @param[in] padding_y padding size y - * @param[in] stride_x convolution stride x - * @param[in] stride_y convolution stride y - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out_x output tensor dimension x - * @param[in] dim_im_out_y output tensor dimension y - * @param[in,out] bufferA pointer to buffer space for input - * @return none. - * - * This function implement convolution with 1x1 kernel size (i.e., dim_kernel_x=1 - * and dim_kernel_y=1). It can be used for - * second half of MobileNets after depthwise separable convolution. - * - * This function is the version with full list of optimization tricks, but with - * some contraints: - * ch_im_in is multiple of 4 - * ch_im_out is multiple of 2 - */ -void shl_convolve_1x1_HWC_q7_fast(const q7_t *Im_in, const uint16_t dim_im_in_x, - const uint16_t dim_im_in_y, const uint16_t ch_im_in, - const q7_t *wt, const uint16_t ch_im_out, const q7_t *bias, - const uint16_t bias_shift, const uint16_t out_shift, q7_t *Im_out, - const uint16_t dim_im_out_x, const uint16_t dim_im_out_y, - q15_t *bufferA); - -/** - * @brief Q7 version of convolution for RGB image - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in input tensor dimention - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel filter kernel size - * @param[in] padding padding sizes - * @param[in] stride convolution stride - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out output tensor dimension - * @param[in,out] bufferA pointer to buffer space for input - * @return none. - * - * This kernel is written exclusively for convolution with ch_im_in - * equals 3. This applies on the first layer of CNNs which has input - * image with RGB format. - */ - -void shl_convolve_HWC_q7_RGB(const q7_t *Im_in, const uint16_t dim_im_in, const q7_t *wt, - const uint16_t ch_im_out, const uint16_t dim_kernel, - const uint16_t padding, const uint16_t stride, const q7_t *bias, - const uint16_t bias_shift, const uint16_t out_shift, q7_t *Im_out, - const uint16_t dim_im_out, q15_t *bufferA); - -/** - * @brief Q7 depthwise separable convolution function - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in input tensor dimention - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel filter kernel size - * @param[in] padding padding sizes - * @param[in] stride convolution stride - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out output tensor dimension - * @param[in,out] bufferA pointer to buffer space for input - * @return none. - * - * This function is the version with full list of optimization tricks, but with - * some contraints: - * ch_im_in is multiple of 2 - * ch_im_out is multiple of 2 - */ - -void shl_depthwise_separable_conv_HWC_q7(const q7_t *Im_in, const uint16_t dim_im_in, - const uint16_t ch_im_in, const q7_t *wt, - const uint16_t ch_im_out, const uint16_t dim_kernel, - const uint16_t padding, const uint16_t stride, - const q7_t *bias, const uint16_t bias_shift, - const uint16_t out_shift, q7_t *Im_out, - const uint16_t dim_im_out, q15_t *bufferA); - -/** - * @brief Q7 depthwise separable convolution function (non-square shape) - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in_x input tensor dimention x - * @param[in] dim_im_in_y input tensor dimention y - * @param[in] ch_im_in number of input tensor channels - * @param[in] wt pointer to kernel weights - * @param[in] ch_im_out number of filters, i.e., output tensor channels - * @param[in] dim_kernel_x filter kernel size x - * @param[in] dim_kernel_y filter kernel size y - * @param[in] padding_x padding sizes x - * @param[in] padding_y padding sizes y - * @param[in] stride_x convolution stride x - * @param[in] stride_y convolution stride y - * @param[in] bias pointer to bias - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in,out] Im_out pointer to output tensor - * @param[in] dim_im_out_x output tensor dimension x - * @param[in] dim_im_out_y output tensor dimension y - * @param[in,out] bufferA pointer to buffer space for input - * @return none. - * - * This function is the version with full list of optimization tricks, but with - * some contraints: - * ch_im_in is multiple of 2 - * ch_im_out is multiple of 2 - */ -void shl_depthwise_separable_conv_HWC_q7_nonsquare( - const q7_t *Im_in, const uint16_t dim_im_in_x, const uint16_t dim_im_in_y, - const uint16_t ch_im_in, const q7_t *wt, const uint16_t ch_im_out, const uint16_t dim_kernel_x, - const uint16_t dim_kernel_y, const uint16_t padding_x, const uint16_t padding_y, - const uint16_t stride_x, const uint16_t stride_y, const q7_t *bias, const uint16_t bias_shift, - const uint16_t out_shift, q7_t *Im_out, const uint16_t dim_im_out_x, - const uint16_t dim_im_out_y, q15_t *bufferA); - -/** - * @brief Q7 basic fully-connected layer function - * @param[in] pV pointer to input vector - * @param[in] pM pointer to matrix weights - * @param[in] dim_vec length of the vector - * @param[in] num_of_rows number of rows in weight matrix - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in] bias pointer to bias - * @param[in,out] pOut pointer to output vector - * @return none. - */ - -void shl_fully_connected_q7(const q7_t *pV, const q7_t *pM, const uint16_t dim_vec, - const uint16_t num_of_rows, const uint16_t bias_shift, - const uint16_t out_shift, const q7_t *bias, q7_t *pOut); - -/** - * @brief Q15 basic fully-connected layer function - * @param[in] pV pointer to input vector - * @param[in] pM pointer to matrix weights - * @param[in] dim_vec length of the vector - * @param[in] num_of_rows number of rows in weight matrix - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in] bias pointer to bias - * @param[in,out] pOut pointer to output vector - * @return none. - * - */ - -void shl_fully_connected_q15(const q15_t *pV, const q15_t *pM, const uint16_t dim_vec, - const uint16_t num_of_rows, const uint16_t bias_shift, - const uint16_t out_shift, const q15_t *bias, q15_t *pOut); - -/** - * @brief Mixed Q15-Q7 fully-connected layer function - * @param[in] pV pointer to input vector - * @param[in] pM pointer to matrix weights - * @param[in] dim_vec length of the vector - * @param[in] num_of_rows number of rows in weight matrix - * @param[in] bias_shift amount of left-shift for bias - * @param[in] out_shift amount of right-shift for output - * @param[in] bias pointer to bias - * @param[in,out] pOut pointer to output vector - * @return none. - * - */ - -void shl_fully_connected_mat_q7_vec_q15(const q15_t *pV, const q7_t *pM, const uint16_t dim_vec, - const uint16_t num_of_rows, const uint16_t bias_shift, - const uint16_t out_shift, const q7_t *bias, q15_t *pOut); - -/** - * @brief Q7 RELU function - * @param[in,out] data pointer to input - * @param[in] size number of elements - * @return none. - */ - -void shl_relu_q7(q7_t *data, uint16_t size); - -/** - * @brief Q15 RELU function - * @param[in,out] data pointer to input - * @param[in] size number of elements - * @return none. - */ - -void shl_relu_q15(q15_t *data, uint16_t size); - -/** - * @brief Q7 neural network activation function using direct table look-up - * @param[in,out] data pointer to input - * @param[in] size number of elements - * @param[in] int_width bit-width of the integer part, assume to be smaller than 3 - * @param[in] type type of activation functions - * @return none. - */ - -void shl_activations_direct_q7(q7_t *data, uint16_t size, uint16_t int_width, - csi_nn_activation_type type); - -/** - * @brief Q15 neural network activation function using direct table look-up - * @param[in,out] data pointer to input - * @param[in] size number of elements - * @param[in] int_width bit-width of the integer part, assume to be smaller than 3 - * @param[in] type type of activation functions - * @return none. - */ - -void shl_activations_direct_q15(q15_t *data, uint16_t size, uint16_t int_width, - csi_nn_activation_type type); - -/** - * @brief Q7 max pooling function - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in input tensor dimention - * @param[in] ch_im_in number of input tensor channels - * @param[in] dim_kernel filter kernel size - * @param[in] padding padding sizes - * @param[in] stride convolution stride - * @param[in] dim_im_out output tensor dimension - * @param[in,out] bufferA pointer to buffer space for input - * @param[in,out] Im_out pointer to output tensor - * @return none. - * - */ - -void shl_maxpool2d_q7_HWC(q7_t *Im_in, const uint16_t dim_im_in, const uint16_t ch_im_in, - const uint16_t dim_kernel, const uint16_t padding, const uint16_t stride, - const uint16_t dim_im_out, q7_t *bufferA, q7_t *Im_out); - -/** - * @brief Q7 average pooling function - * @param[in] Im_in pointer to input tensor - * @param[in] dim_im_in input tensor dimention - * @param[in] ch_im_in number of input tensor channels - * @param[in] dim_kernel filter kernel size - * @param[in] padding padding sizes - * @param[in] stride convolution stride - * @param[in] dim_im_out output tensor dimension - * @param[in,out] bufferA pointer to buffer space for input - * @param[in,out] Im_out pointer to output tensor - * @return none. - * - */ - -void shl_avepool_q7_HWC(q7_t *Im_in, const uint16_t dim_im_in, const uint16_t ch_im_in, - const uint16_t dim_kernel, const uint16_t padding, const uint16_t stride, - const uint16_t dim_im_out, q7_t *bufferA, q7_t *Im_out); - -void shl_avepool_q7_HWC_nonsquare(q7_t *Im_in, // input image - const uint16_t dim_im_in_x, // input image dimension - const uint16_t dim_im_in_y, // input image dimension - const uint16_t ch_im_in, // number of input image channels - const uint16_t dim_kernel_x, // window kernel size - const uint16_t dim_kernel_y, // window kernel size - const uint16_t padding_x, // padding sizes - const uint16_t padding_y, // padding sizes - const uint16_t stride_x, // stride - const uint16_t stride_y, // stride - const uint16_t dim_im_out_x, // output image dimension - const uint16_t dim_im_out_y, // output image dimension - q7_t *bufferA, // a buffer for local storage - q7_t *Im_out, // output feature - const uint16_t out_lshift); // output left shift (scaling) - -/** - * @brief Q7 softmax function - * @param[in] vec_in pointer to input vector - * @param[in] dim_vec input vector dimention - * @param[out] p_out pointer to output vector - * @return none. - * - */ - -void shl_softmax_q7(const q7_t *vec_in, const uint16_t dim_vec, q7_t *p_out); - -/** - * @brief Q15 softmax function - * @param[in] vec_in pointer to input vector - * @param[in] dim_vec input vector dimention - * @param[out] p_out pointer to output vector - * @return none. - * - */ - -void shl_softmax_q15(const q15_t *vec_in, const uint16_t dim_vec, q15_t *p_out); - -#ifdef __cplusplus -} -#endif - -#endif // SOURCE_I805_REF_I805_REF_FUNCTION_H_ diff --git a/source/i805_ref/maxpool.c b/source/i805_ref/maxpool.c deleted file mode 100644 index ce0b0fea..00000000 --- a/source/i805_ref/maxpool.c +++ /dev/null @@ -1,71 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "i805_ref_function.h" -#include "shl_ref_i805.h" - -static int shl_i805_ref_maxpool2d_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_pool_params *params) -{ - q7_t *input_data = (q7_t *)input->data; - q7_t *output_data = (q7_t *)output->data; - - uint16_t batch = input->dim[0]; - uint16_t in_hw = input->dim[1]; // e.g. in_hw = input->dim[2]; - uint16_t in_c = input->dim[3]; - - uint16_t out_hw = output->dim[1]; // e.g. out_hw = output->dim[2] - - q7_t buffer_tmp[out_hw * out_hw * in_c]; // buffer_size = out_h * out_w * channel - - shl_maxpool2d_q7_HWC(input_data, in_hw, in_c, params->filter_height, params->pad_top, - params->stride_height, out_hw, buffer_tmp, output_data); - - return CSINN_TRUE; -} - -int shl_i805_ref_maxpool2d_init_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_pool_params *params) -{ - struct csinn_callback *cb = params->base.cb; - uint8_t flag = 0; - if ((params->pad_top != params->pad_down) || (params->pad_left != params->pad_right) || - (params->pad_top != params->pad_left)) { - flag |= 0x01; - } - if (input->dim[1] != input->dim[2]) { - flag |= 0x02; - } - if (params->filter_height != params->filter_width) { - flag |= 0x04; - } - if (params->stride_height != params->stride_width) { - flag |= 0x08; - } - if (flag > 0) { - shl_debug_warning( - "maxpool q7 is not optimized to achieve under this condition on ref_i805, call " - "reference func replaced.\n"); - cb->exec = shl_ref_maxpool2d_quant; - } else { - cb->exec = shl_i805_ref_maxpool2d_q7; - } - return CSINN_TRUE; -} diff --git a/source/i805_ref/nn-support/i805_ref_support.h b/source/i805_ref/nn-support/i805_ref_support.h deleted file mode 100644 index 0935dbf4..00000000 --- a/source/i805_ref/nn-support/i805_ref_support.h +++ /dev/null @@ -1,113 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* ---------------------------------------------------------------------- - * Title: csi_nnsupportfunctions.h - * Description: Public header file of support functions for CSI NN Library - * - * -------------------------------------------------------------------- */ - -#ifndef SOURCE_I805_REF_NN_SUPPORT_I805_REF_SUPPORT_H_ -#define SOURCE_I805_REF_NN_SUPPORT_I805_REF_SUPPORT_H_ - -#include -#include -#include -#include - -/** - * @brief 8-bit fractional data type in 1.7 format. - */ -typedef int8_t q7_t; - -/** - * @brief 16-bit fractional data type in 1.15 format. - */ -typedef int16_t q15_t; - -/** - * @brief 32-bit fractional data type in 1.31 format. - */ -typedef int32_t q31_t; - -/** - * @brief tables for various activation functions - * - */ - -extern const q15_t sigmoidTable_q15[256]; -extern const q7_t sigmoidTable_q7[256]; - -extern const q7_t tanhTable_q7[256]; -extern const q15_t tanhTable_q15[256]; - -int32_t __SSAT_8(int32_t x) -{ - int32_t res = x; - if (x > 0x7f) { - res = 0x7f; - } else if (x < -128) { - res = -128; - } - - return res; -} - -int32_t __SSAT(int32_t val, uint32_t sat) -{ - if ((sat >= 1U) && (sat <= 32U)) { - const int32_t max = (int32_t)((1U << (sat - 1U)) - 1U); - const int32_t min = -1 - max; - - if (val > max) { - return max; - - } else if (val < min) { - return min; - } - } - - return val; -} - -uint32_t __USAT(int32_t val, uint32_t sat) -{ - if (sat <= 31U) { - const uint32_t max = ((1U << sat) - 1U); - - if (val > (int32_t)max) { - return max; - - } else if (val < 0) { - return 0U; - } - } - - return (uint32_t)val; -} - -/** - * @brief defition to adding rouding offset - */ -#ifndef CSKY_NN_TRUNCATE -#define NN_ROUND(out_shift) (0x1 << (out_shift - 1)) -#else -#define NN_ROUND(out_shift) 0 -#endif - -#endif // SOURCE_I805_REF_NN_SUPPORT_I805_REF_SUPPORT_H_ diff --git a/source/i805_ref/nn-support/shl_nntables.c b/source/i805_ref/nn-support/shl_nntables.c deleted file mode 100644 index 744d185a..00000000 --- a/source/i805_ref/nn-support/shl_nntables.c +++ /dev/null @@ -1,147 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* ---------------------------------------------------------------------- - * Title: csi_nntables.c - * Description: Converts the elements of the Q7 vector to Q15 vector without left-shift - * - * -------------------------------------------------------------------- */ - -#include "i805_ref_support.h" - -/** - * @brief tables for various activation functions - * - * This file include the declaration of common tables. - * Most of them are used for activation functions - * - * Assumption: - * Unified table: input is 3.x format, i.e, range of [-8, 8) - * sigmoid(8) = 0.9996646498695336 - * tanh(8) = 0.9999997749296758 - * The accuracy here should be good enough - * - * 2-stage HL table: - * - * The entire input range is divided into two parts: - * - * Low range table: 0x000x xxxx or 0x111x xxxx - * table entry will be the binary number excluding the first - * two digits, i.e., 0x0x xxxx or 0x1x xxxx - * - * - * - * High range table 0x0010 0000 -- 0x0111 1111 - * 0x1000 0000 -- 0x1101 1111 - * - * For positive numbers, table entry will be - * 0x0010 0000 -- 0x0111 1111 minus 0x0010 0000 - * i.e., 0x0000 0000 - 0x0101 11111 - * - * same thing for the negative numbers, table entry will be - * 0x1000 0000 -- 0x1101 1111 minux 0x0010 0000 - * i.e., 0x0110 0000 - 0x1011 1111 - */ - -const q7_t sigmoidTable_q7[256] = { - 0x40, 0x42, 0x44, 0x46, 0x48, 0x4a, 0x4c, 0x4e, 0x50, 0x52, 0x53, 0x55, 0x57, 0x59, 0x5a, 0x5c, - 0x5e, 0x5f, 0x61, 0x62, 0x63, 0x65, 0x66, 0x67, 0x69, 0x6a, 0x6b, 0x6c, 0x6d, 0x6e, 0x6f, 0x70, - 0x71, 0x72, 0x72, 0x73, 0x74, 0x74, 0x75, 0x76, 0x76, 0x77, 0x77, 0x78, 0x78, 0x79, 0x79, 0x7a, - 0x7a, 0x7a, 0x7b, 0x7b, 0x7b, 0x7c, 0x7c, 0x7c, 0x7c, 0x7c, 0x7d, 0x7d, 0x7d, 0x7d, 0x7d, 0x7e, - 0x7e, 0x7e, 0x7e, 0x7e, 0x7e, 0x7e, 0x7e, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, - 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, - 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, - 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x01, 0x02, 0x02, 0x02, 0x02, 0x02, 0x02, - 0x02, 0x02, 0x03, 0x03, 0x03, 0x03, 0x03, 0x04, 0x04, 0x04, 0x04, 0x04, 0x05, 0x05, 0x05, 0x06, - 0x06, 0x06, 0x07, 0x07, 0x08, 0x08, 0x09, 0x09, 0x0a, 0x0a, 0x0b, 0x0c, 0x0c, 0x0d, 0x0e, 0x0e, - 0x0f, 0x10, 0x11, 0x12, 0x13, 0x14, 0x15, 0x16, 0x17, 0x19, 0x1a, 0x1b, 0x1d, 0x1e, 0x1f, 0x21, - 0x22, 0x24, 0x26, 0x27, 0x29, 0x2b, 0x2d, 0x2e, 0x30, 0x32, 0x34, 0x36, 0x38, 0x3a, 0x3c, 0x3e, -}; - -const q15_t sigmoidTable_q15[256] = { - 0x4000, 0x4200, 0x43ff, 0x45fc, 0x47f5, 0x49eb, 0x4bdc, 0x4dc8, 0x4fad, 0x518a, 0x5360, 0x552c, - 0x56ef, 0x58a8, 0x5a57, 0x5bfb, 0x5d93, 0x5f20, 0x60a1, 0x6216, 0x637f, 0x64db, 0x662b, 0x676f, - 0x68a6, 0x69d2, 0x6af1, 0x6c05, 0x6d0d, 0x6e09, 0x6efb, 0x6fe2, 0x70be, 0x7190, 0x7258, 0x7316, - 0x73cc, 0x7478, 0x751b, 0x75b7, 0x764a, 0x76d6, 0x775b, 0x77d8, 0x784f, 0x78c0, 0x792a, 0x798f, - 0x79ee, 0x7a48, 0x7a9d, 0x7aed, 0x7b39, 0x7b80, 0x7bc4, 0x7c03, 0x7c3f, 0x7c78, 0x7cad, 0x7ce0, - 0x7d0f, 0x7d3c, 0x7d66, 0x7d8d, 0x7db3, 0x7dd6, 0x7df7, 0x7e16, 0x7e33, 0x7e4f, 0x7e69, 0x7e81, - 0x7e98, 0x7eae, 0x7ec2, 0x7ed5, 0x7ee7, 0x7ef8, 0x7f08, 0x7f17, 0x7f25, 0x7f32, 0x7f3e, 0x7f4a, - 0x7f55, 0x7f5f, 0x7f69, 0x7f72, 0x7f7b, 0x7f83, 0x7f8a, 0x7f91, 0x7f98, 0x7f9e, 0x7fa4, 0x7faa, - 0x7faf, 0x7fb4, 0x7fb8, 0x7fbd, 0x7fc1, 0x7fc5, 0x7fc8, 0x7fcc, 0x7fcf, 0x7fd2, 0x7fd5, 0x7fd7, - 0x7fda, 0x7fdc, 0x7fde, 0x7fe0, 0x7fe2, 0x7fe4, 0x7fe6, 0x7fe7, 0x7fe9, 0x7fea, 0x7feb, 0x7fed, - 0x7fee, 0x7fef, 0x7ff0, 0x7ff1, 0x7ff2, 0x7ff3, 0x7ff4, 0x7ff4, 0x000b, 0x000c, 0x000c, 0x000d, - 0x000e, 0x000f, 0x0010, 0x0011, 0x0012, 0x0013, 0x0015, 0x0016, 0x0017, 0x0019, 0x001a, 0x001c, - 0x001e, 0x0020, 0x0022, 0x0024, 0x0026, 0x0029, 0x002b, 0x002e, 0x0031, 0x0034, 0x0038, 0x003b, - 0x003f, 0x0043, 0x0048, 0x004c, 0x0051, 0x0056, 0x005c, 0x0062, 0x0068, 0x006f, 0x0076, 0x007d, - 0x0085, 0x008e, 0x0097, 0x00a1, 0x00ab, 0x00b6, 0x00c2, 0x00ce, 0x00db, 0x00e9, 0x00f8, 0x0108, - 0x0119, 0x012b, 0x013e, 0x0152, 0x0168, 0x017f, 0x0197, 0x01b1, 0x01cd, 0x01ea, 0x0209, 0x022a, - 0x024d, 0x0273, 0x029a, 0x02c4, 0x02f1, 0x0320, 0x0353, 0x0388, 0x03c1, 0x03fd, 0x043c, 0x0480, - 0x04c7, 0x0513, 0x0563, 0x05b8, 0x0612, 0x0671, 0x06d6, 0x0740, 0x07b1, 0x0828, 0x08a5, 0x092a, - 0x09b6, 0x0a49, 0x0ae5, 0x0b88, 0x0c34, 0x0cea, 0x0da8, 0x0e70, 0x0f42, 0x101e, 0x1105, 0x11f7, - 0x12f3, 0x13fb, 0x150f, 0x162e, 0x175a, 0x1891, 0x19d5, 0x1b25, 0x1c81, 0x1dea, 0x1f5f, 0x20e0, - 0x226d, 0x2405, 0x25a9, 0x2758, 0x2911, 0x2ad4, 0x2ca0, 0x2e76, 0x3053, 0x3238, 0x3424, 0x3615, - 0x380b, 0x3a04, 0x3c01, 0x3e00, -}; - -const q7_t tanhTable_q7[256] = { - 0x00, 0x08, 0x10, 0x18, 0x1f, 0x27, 0x2e, 0x35, 0x3b, 0x41, 0x47, 0x4c, 0x51, 0x56, 0x5a, 0x5e, - 0x61, 0x65, 0x68, 0x6a, 0x6d, 0x6f, 0x71, 0x72, 0x74, 0x75, 0x76, 0x78, 0x78, 0x79, 0x7a, 0x7b, - 0x7b, 0x7c, 0x7c, 0x7d, 0x7d, 0x7e, 0x7e, 0x7e, 0x7e, 0x7e, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, - 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, - 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, - 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, - 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x81, - 0x81, 0x81, 0x81, 0x81, 0x81, 0x81, 0x81, 0x82, 0x82, 0x82, 0x82, 0x82, 0x83, 0x83, 0x84, 0x84, - 0x85, 0x85, 0x86, 0x87, 0x88, 0x88, 0x8a, 0x8b, 0x8c, 0x8e, 0x8f, 0x91, 0x93, 0x96, 0x98, 0x9b, - 0x9f, 0xa2, 0xa6, 0xaa, 0xaf, 0xb4, 0xb9, 0xbf, 0xc5, 0xcb, 0xd2, 0xd9, 0xe1, 0xe8, 0xf0, 0xf8, -}; - -const q15_t tanhTable_q15[256] = { - 0x0000, 0x07fd, 0x0feb, 0x17b9, 0x1f59, 0x26bf, 0x2ddf, 0x34ae, 0x3b27, 0x4142, 0x46fd, 0x4c56, - 0x514d, 0x55e2, 0x5a1a, 0x5df6, 0x617c, 0x64b0, 0x6797, 0x6a37, 0x6c95, 0x6eb5, 0x709e, 0x7254, - 0x73dc, 0x753a, 0x7672, 0x7788, 0x787f, 0x795b, 0x7a1e, 0x7acb, 0x7b65, 0x7bee, 0x7c66, 0x7cd1, - 0x7d30, 0x7d84, 0x7dce, 0x7e0f, 0x7e49, 0x7e7d, 0x7eaa, 0x7ed2, 0x7ef5, 0x7f14, 0x7f30, 0x7f48, - 0x7f5e, 0x7f71, 0x7f82, 0x7f91, 0x7f9e, 0x7fa9, 0x7fb3, 0x7fbc, 0x7fc4, 0x7fcb, 0x7fd1, 0x7fd7, - 0x7fdc, 0x7fe0, 0x7fe4, 0x7fe7, 0x7fea, 0x7fed, 0x7fef, 0x7ff1, 0x7ff3, 0x7ff4, 0x7ff6, 0x7ff7, - 0x7ff8, 0x7ff9, 0x7ffa, 0x7ffa, 0x7ffb, 0x7ffc, 0x7ffc, 0x7ffd, 0x7ffd, 0x7ffd, 0x7ffe, 0x7ffe, - 0x7ffe, 0x7ffe, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, - 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, - 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, - 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x8000, 0x8000, 0x8000, 0x8000, - 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, - 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, - 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8000, 0x8001, 0x8001, 0x8001, 0x8001, 0x8001, 0x8001, - 0x8001, 0x8001, 0x8001, 0x8002, 0x8002, 0x8002, 0x8002, 0x8003, 0x8003, 0x8003, 0x8004, 0x8004, - 0x8005, 0x8006, 0x8006, 0x8007, 0x8008, 0x8009, 0x800a, 0x800c, 0x800d, 0x800f, 0x8011, 0x8013, - 0x8016, 0x8019, 0x801c, 0x8020, 0x8024, 0x8029, 0x802f, 0x8035, 0x803c, 0x8044, 0x804d, 0x8057, - 0x8062, 0x806f, 0x807e, 0x808f, 0x80a2, 0x80b8, 0x80d0, 0x80ec, 0x810b, 0x812e, 0x8156, 0x8183, - 0x81b7, 0x81f1, 0x8232, 0x827c, 0x82d0, 0x832f, 0x839a, 0x8412, 0x849b, 0x8535, 0x85e2, 0x86a5, - 0x8781, 0x8878, 0x898e, 0x8ac6, 0x8c24, 0x8dac, 0x8f62, 0x914b, 0x936b, 0x95c9, 0x9869, 0x9b50, - 0x9e84, 0xa20a, 0xa5e6, 0xaa1e, 0xaeb3, 0xb3aa, 0xb903, 0xbebe, 0xc4d9, 0xcb52, 0xd221, 0xd941, - 0xe0a7, 0xe847, 0xf015, 0xf803, -}; diff --git a/source/i805_ref/pooling/shl_avepool_q7_HWC_nonsquare.c b/source/i805_ref/pooling/shl_avepool_q7_HWC_nonsquare.c deleted file mode 100644 index 85dd5825..00000000 --- a/source/i805_ref/pooling/shl_avepool_q7_HWC_nonsquare.c +++ /dev/null @@ -1,60 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -#include "i805_ref_function.h" - -void shl_avepool_q7_HWC_nonsquare(q7_t *Im_in, // input image - const uint16_t dim_im_in_x, // input image dimension - const uint16_t dim_im_in_y, // input image dimension - const uint16_t ch_im_in, // number of input image channels - const uint16_t dim_kernel_x, // window kernel size - const uint16_t dim_kernel_y, // window kernel size - const uint16_t padding_x, // padding sizes - const uint16_t padding_y, // padding sizes - const uint16_t stride_x, // stride - const uint16_t stride_y, // stride - const uint16_t dim_im_out_x, // output image dimension - const uint16_t dim_im_out_y, // output image dimension - q7_t *bufferA, // a buffer for local storage - q7_t *Im_out, // output feature - const uint16_t out_lshift) // output left shift (scaling) -{ - int16_t i_ch_in, i_x, i_y; - int16_t k_x, k_y; - - for (i_ch_in = 0; i_ch_in < ch_im_in; i_ch_in++) { - for (i_y = 0; i_y < dim_im_out_y; i_y++) { - for (i_x = 0; i_x < dim_im_out_x; i_x++) { - int sum = 0; - int count = 0; - for (k_y = i_y * stride_y - padding_y; - k_y < i_y * stride_y - padding_y + dim_kernel_y; k_y++) { - for (k_x = i_x * stride_x - padding_x; - k_x < i_x * stride_x - padding_x + dim_kernel_x; k_x++) { - if (k_y >= 0 && k_x >= 0 && k_y < dim_im_in_y && k_x < dim_im_in_x) { - sum += Im_in[i_ch_in + ch_im_in * (k_x + k_y * dim_im_in_x)]; - count++; - } - } - } - sum = __SSAT_8((sum << out_lshift) / count); - Im_out[i_ch_in + ch_im_in * (i_x + i_y * dim_im_out_x)] = sum; - } - } - } -} diff --git a/source/i805_ref/pooling/shl_pool_q7_HWC.c b/source/i805_ref/pooling/shl_pool_q7_HWC.c deleted file mode 100644 index 159b3d1d..00000000 --- a/source/i805_ref/pooling/shl_pool_q7_HWC.c +++ /dev/null @@ -1,135 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* ---------------------------------------------------------------------- - * Title: csi_pool_q7_HWC.c - * Description: Pooling function implementations - * - * -------------------------------------------------------------------- */ - -#include "i805_ref_function.h" - -/** - * @brief Q7 max pooling function - * @param[in, out] Im_in pointer to input tensor - * @param[in] dim_im_in input tensor dimention - * @param[in] ch_im_in number of input tensor channels - * @param[in] dim_kernel filter kernel size - * @param[in] padding padding sizes - * @param[in] stride convolution stride - * @param[in] dim_im_out output tensor dimension - * @param[in,out] bufferA pointer to buffer space for input - * @param[in,out] Im_out pointer to output tensor - * @return none. - * - * @details - * - * Buffer size: - * - * bufferA size: 0 - * - * The pooling function is implemented as split x-pooling then - * y-pooling. - * - * This pooling function is input-destructive. Input data is undefined - * after calling this function. - * - */ - -void shl_maxpool2d_q7_HWC(q7_t* Im_in, const uint16_t dim_im_in, const uint16_t ch_im_in, - const uint16_t dim_kernel, const uint16_t padding, const uint16_t stride, - const uint16_t dim_im_out, q7_t* bufferA, q7_t* Im_out) -{ - int16_t i_ch_in, i_x, i_y; - int16_t k_x, k_y; - - for (i_ch_in = 0; i_ch_in < ch_im_in; i_ch_in++) { - for (i_y = 0; i_y < dim_im_out; i_y++) { - for (i_x = 0; i_x < dim_im_out; i_x++) { - int max = -129; - for (k_y = i_y * stride - padding; k_y < i_y * stride - padding + dim_kernel; - k_y++) { - for (k_x = i_x * stride - padding; k_x < i_x * stride - padding + dim_kernel; - k_x++) { - if (k_y >= 0 && k_x >= 0 && k_y < dim_im_in && k_x < dim_im_in) { - if (Im_in[i_ch_in + ch_im_in * (k_x + k_y * dim_im_in)] > max) { - max = Im_in[i_ch_in + ch_im_in * (k_x + k_y * dim_im_in)]; - } - } - } - } - Im_out[i_ch_in + ch_im_in * (i_x + i_y * dim_im_out)] = max; - } - } - } -} - -/** - * @brief Q7 average pooling function - * @param[in,out] Im_in pointer to input tensor - * @param[in] dim_im_in input tensor dimention - * @param[in] ch_im_in number of input tensor channels - * @param[in] dim_kernel filter kernel size - * @param[in] padding padding sizes - * @param[in] stride convolution stride - * @param[in] dim_im_out output tensor dimension - * @param[in,out] bufferA pointer to buffer space for input - * @param[in,out] Im_out pointer to output tensor - * @return none. - * - * @details - * - * Buffer size: - * - * bufferA size: 2*dim_im_out*ch_im_in - * - * The pooling function is implemented as split x-pooling then - * y-pooling. - * - * This pooling function is input-destructive. Input data is undefined - * after calling this function. - * - */ - -void shl_avepool_q7_HWC(q7_t* Im_in, const uint16_t dim_im_in, const uint16_t ch_im_in, - const uint16_t dim_kernel, const uint16_t padding, const uint16_t stride, - const uint16_t dim_im_out, q7_t* bufferA, q7_t* Im_out) -{ - int16_t i_ch_in, i_x, i_y; - int16_t k_x, k_y; - - for (i_ch_in = 0; i_ch_in < ch_im_in; i_ch_in++) { - for (i_y = 0; i_y < dim_im_out; i_y++) { - for (i_x = 0; i_x < dim_im_out; i_x++) { - int sum = 0; - int count = 0; - for (k_y = i_y * stride - padding; k_y < i_y * stride - padding + dim_kernel; - k_y++) { - for (k_x = i_x * stride - padding; k_x < i_x * stride - padding + dim_kernel; - k_x++) { - if (k_y >= 0 && k_x >= 0 && k_y < dim_im_in && k_x < dim_im_in) { - sum += Im_in[i_ch_in + ch_im_in * (k_x + k_y * dim_im_in)]; - count++; - } - } - } - Im_out[i_ch_in + ch_im_in * (i_x + i_y * dim_im_out)] = sum / count; - } - } - } -} diff --git a/source/i805_ref/setup.c b/source/i805_ref/setup.c deleted file mode 100644 index 2885afaa..00000000 --- a/source/i805_ref/setup.c +++ /dev/null @@ -1,75 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "shl_ref_i805.h" - -static void *setup_cb_map() -{ - static struct csinn_callback cb_map[CSINN_OP_AND_UTILS_SIZE][2]; - memset(cb_map, 0, sizeof(struct csinn_callback) * CSINN_OP_AND_UTILS_SIZE * 2); - - /* q7 dtype */ - cb_map[CSINN_OP_AVGPOOL2D][0].init = shl_i805_ref_avgpool2d_init_q7; - cb_map[CSINN_OP_CONV2D][0].init = shl_i805_ref_conv2d_init_q7; - cb_map[CSINN_OP_DEPTHWISE_CONV2D][0].init = shl_i805_ref_depthwise_conv2d_init_q7; - cb_map[CSINN_OP_MAXPOOL2D][0].init = shl_i805_ref_maxpool2d_init_q7; - cb_map[CSINN_OP_FULLYCONNECTED][0].exec = shl_i805_ref_fullyconnected_q7; - cb_map[CSINN_OP_RELU][0].exec = shl_i805_ref_relu_q7; - cb_map[CSINN_OP_SIGMOID][0].exec = shl_i805_ref_sigmoid_q7; - cb_map[CSINN_OP_SOFTMAX][0].exec = shl_i805_ref_softmax_q7; - cb_map[CSINN_OP_TANH][0].exec = shl_i805_ref_tanh_q7; - - /* q15 dtype */ - cb_map[CSINN_OP_CONV2D][1].init = shl_i805_ref_conv2d_init_q15; - cb_map[CSINN_OP_FULLYCONNECTED][1].exec = shl_i805_ref_fullyconnected_q15; - cb_map[CSINN_OP_RELU][1].exec = shl_i805_ref_relu_q15; - cb_map[CSINN_OP_SIGMOID][1].exec = shl_i805_ref_sigmoid_q15; - cb_map[CSINN_OP_SOFTMAX][1].exec = shl_i805_ref_softmax_q15; - cb_map[CSINN_OP_TANH][1].exec = shl_i805_ref_tanh_q15; - - return cb_map; -} - -static int get_cb_map_index(int op, int dtype) -{ - switch (dtype) { - case CSINN_DTYPE_INT8: - return op * 2; - break; - case CSINN_DTYPE_INT16: - return op * 2 + 1; - break; - default: - return CSINN_UNSUPPORT_DTYPE; - } -} - -static struct csinn_callback *__cb_map_table_ref_i805; -struct csinn_callback *shl_cb_map_ref_i805(int op, int dtype) -{ - return &__cb_map_table_ref_i805[get_cb_map_index(op, dtype)]; -} - -void shl_target_init_ref_i805() -{ - __cb_map_table_ref_i805 = setup_cb_map(); - shl_register_runtime_callback(CSINN_REF_I805, NULL); - shl_register_op_callback(CSINN_REF_I805, shl_cb_map_ref_i805); -} \ No newline at end of file diff --git a/source/i805_ref/sigmoid.c b/source/i805_ref/sigmoid.c deleted file mode 100644 index b889bf5e..00000000 --- a/source/i805_ref/sigmoid.c +++ /dev/null @@ -1,50 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "i805_ref_function.h" -#include "shl_ref_i805.h" - -int shl_i805_ref_sigmoid_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_sigmoid_params *params) -{ - float tensor_max = fmax(fabs(input->qinfo->min), fabs(input->qinfo->max)); - int int_width = ceilf(log(tensor_max) / log(2)); - int_width = int_width > 3 ? 3 : int_width; - - q7_t *input_data = (q7_t *)input->data; - int size = csinn_tensor_size(input); - shl_activations_direct_q7(input_data, size, int_width, 0); - output->data = input_data; - return CSINN_TRUE; -} - -int shl_i805_ref_sigmoid_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_sigmoid_params *params) -{ - float tensor_max = fmax(fabs(input->qinfo->min), fabs(input->qinfo->max)); - int int_width = ceilf(log(tensor_max) / log(2)); - int_width = int_width > 3 ? 3 : int_width; - - q15_t *input_data = (q15_t *)input->data; - int size = csinn_tensor_size(input); - shl_activations_direct_q15(input_data, size, int_width, 0); - output->data = input_data; - return CSINN_TRUE; -} diff --git a/source/i805_ref/softmax.c b/source/i805_ref/softmax.c deleted file mode 100644 index 289cf074..00000000 --- a/source/i805_ref/softmax.c +++ /dev/null @@ -1,42 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "i805_ref_function.h" -#include "shl_ref_i805.h" - -int shl_i805_ref_softmax_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_softmax_params *params) -{ - q7_t *input_data = (q7_t *)input->data; - q7_t *output_data = (q7_t *)output->data; - int size = csinn_tensor_size(input); - shl_softmax_q7(input_data, size, output_data); - return CSINN_TRUE; -} - -int shl_i805_ref_softmax_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_softmax_params *params) -{ - q15_t *input_data = (q15_t *)input->data; - q15_t *output_data = (q15_t *)output->data; - int size = csinn_tensor_size(input); - shl_softmax_q15(input_data, size, output_data); - return CSINN_TRUE; -} diff --git a/source/i805_ref/softmax/shl_softmax_q15.c b/source/i805_ref/softmax/shl_softmax_q15.c deleted file mode 100644 index da29b3c4..00000000 --- a/source/i805_ref/softmax/shl_softmax_q15.c +++ /dev/null @@ -1,105 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* ---------------------------------------------------------------------- - * Title: shl_softmax_q15.c - * Description: Q15 softmax function - * - * -------------------------------------------------------------------- */ - -#include "i805_ref_function.h" - -/** - * @ingroup groupNN - */ - -/** - * @addtogroup Softmax - * @{ - */ - -/** - * @brief Q15 softmax function - * @param[in] vec_in pointer to input vector - * @param[in] dim_vec input vector dimention - * @param[out] p_out pointer to output vector - * @return none. - * - * @details - * - * Here, instead of typical e based softmax, we use - * 2-based softmax, i.e.,: - * - * y_i = 2^(x_i) / sum(2^x_j) - * - * The relative output will be different here. - * But mathematically, the gradient will be the same - * with a log(2) scaling factor. - * - */ - -void shl_softmax_q15(const q15_t* vec_in, const uint16_t dim_vec, q15_t* p_out) -{ - q31_t sum; - int16_t i; - uint8_t shift; - q31_t base; - base = -1 * 0x100000; - for (i = 0; i < dim_vec; i++) { - if (vec_in[i] > base) { - base = vec_in[i]; - } - } - - /* we ignore really small values - * anyway, they will be 0 after shrinking - * to q15_t - */ - base = base - 16; - - sum = 0; - - for (i = 0; i < dim_vec; i++) { - if (vec_in[i] > base) { - shift = (uint8_t)__USAT(vec_in[i] - base, 5); - sum += 0x1 << shift; - } - } - - /* This is effectively (0x1 << 32) / sum */ - int64_t div_base = 0x100000000LL; - int output_base = (int32_t)(div_base / sum); - - /* Final confidence will be output_base >> ( 17 - (vec_in[i] - base) ) - * so 32768 (0x1<<15) -> 100% confidence when sum = 0x1 << 16, output_base = 0x1 << 16 - * and vec_in[i]-base = 16 - */ - for (i = 0; i < dim_vec; i++) { - if (vec_in[i] > base) { - /* Here minimum value of 17+base-vec[i] will be 1 */ - shift = (uint8_t)__USAT(17 + base - vec_in[i], 5); - p_out[i] = (q15_t)__SSAT((output_base >> shift), 16); - } else { - p_out[i] = 0; - } - } -} - -/** - * @} end of Softmax group - */ diff --git a/source/i805_ref/softmax/shl_softmax_q7.c b/source/i805_ref/softmax/shl_softmax_q7.c deleted file mode 100644 index 9915b5e2..00000000 --- a/source/i805_ref/softmax/shl_softmax_q7.c +++ /dev/null @@ -1,108 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* ---------------------------------------------------------------------- - * Title: shl_softmax_q7.c - * Description: Q7 softmax function - * - * -------------------------------------------------------------------- */ - -#include "i805_ref_function.h" - -/** - * @ingroup groupNN - */ - -/** - * @addtogroup Softmax - * @{ - */ - -/** - * @brief Q7 softmax function - * @param[in] vec_in pointer to input vector - * @param[in] dim_vec input vector dimention - * @param[out] p_out pointer to output vector - * @return none. - * - * @details - * - * Here, instead of typical natural logarithm e based softmax, we use - * 2-based softmax here, i.e.,: - * - * y_i = 2^(x_i) / sum(2^x_j) - * - * The relative output will be different here. - * But mathematically, the gradient will be the same - * with a log(2) scaling factor. - * - */ - -void shl_softmax_q7(const q7_t* vec_in, const uint16_t dim_vec, q7_t* p_out) -{ - q31_t sum; - int16_t i; - uint8_t shift; - q15_t base; - base = -257; - - /* We first search for the maximum */ - for (i = 0; i < dim_vec; i++) { - if (vec_in[i] > base) { - base = vec_in[i]; - } - } - - /* - * So the base is set to max-8, meaning - * that we ignore really small values. - * anyway, they will be 0 after shrinking to q7_t. - */ - base = base - 8; - - sum = 0; - - for (i = 0; i < dim_vec; i++) { - if (vec_in[i] > base) { - shift = (uint8_t)__USAT(vec_in[i] - base, 5); - sum += 0x1 << shift; - } - } - - /* This is effectively (0x1 << 20) / sum */ - int output_base = 0x100000 / sum; - - /* - * Final confidence will be output_base >> ( 13 - (vec_in[i] - base) ) - * so 128 (0x1<<7) -> 100% confidence when sum = 0x1 << 8, output_base = 0x1 << 12 - * and vec_in[i]-base = 8 - */ - for (i = 0; i < dim_vec; i++) { - if (vec_in[i] > base) { - /* Here minimum value of 13+base-vec_in[i] will be 5 */ - shift = (uint8_t)__USAT(13 + base - vec_in[i], 5); - p_out[i] = (q7_t)__SSAT((output_base >> shift), 8); - } else { - p_out[i] = 0; - } - } -} - -/** - * @} end of Softmax group - */ diff --git a/source/i805_ref/tanh.c b/source/i805_ref/tanh.c deleted file mode 100644 index 5d45cf9a..00000000 --- a/source/i805_ref/tanh.c +++ /dev/null @@ -1,50 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "i805_ref_function.h" -#include "shl_ref_i805.h" - -int shl_i805_ref_tanh_q7(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_siso_params *params) -{ - float tensor_max = fmax(fabs(input->qinfo->min), fabs(input->qinfo->max)); - int int_width = ceilf(log(tensor_max) / log(2)); - int_width = int_width > 3 ? 3 : int_width; - - q7_t *input_data = (q7_t *)input->data; - int size = csinn_tensor_size(input); - shl_activations_direct_q7(input_data, size, int_width, 1); - output->data = input_data; - return CSINN_TRUE; -} - -int shl_i805_ref_tanh_q15(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_siso_params *params) -{ - float tensor_max = fmax(fabs(input->qinfo->min), fabs(input->qinfo->max)); - int int_width = ceilf(log(tensor_max) / log(2)); - int_width = int_width > 3 ? 3 : int_width; - - q15_t *input_data = (q15_t *)input->data; - int size = csinn_tensor_size(input); - shl_activations_direct_q15(input_data, size, int_width, 1); - output->data = input_data; - return CSINN_TRUE; -} \ No newline at end of file diff --git a/source/nn2/abs.c b/source/nn2/abs.c index 9ab949eb..fe1a5b8b 100644 --- a/source/nn2/abs.c +++ b/source/nn2/abs.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/acos.c b/source/nn2/acos.c index d932b820..db4d17e0 100644 --- a/source/nn2/acos.c +++ b/source/nn2/acos.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/acosh.c b/source/nn2/acosh.c index b4b5d37b..49f3074e 100644 --- a/source/nn2/acosh.c +++ b/source/nn2/acosh.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/add.c b/source/nn2/add.c index cb78890a..3a6f2acb 100644 --- a/source/nn2/add.c +++ b/source/nn2/add.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/all.c b/source/nn2/all.c index 65794d9f..f4154e06 100644 --- a/source/nn2/all.c +++ b/source/nn2/all.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/and.c b/source/nn2/and.c index e5c36831..8d4e7a87 100644 --- a/source/nn2/and.c +++ b/source/nn2/and.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/any.c b/source/nn2/any.c index 9618b17f..6275f900 100644 --- a/source/nn2/any.c +++ b/source/nn2/any.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/arange.c b/source/nn2/arange.c index c7a20756..4ff16ef7 100644 --- a/source/nn2/arange.c +++ b/source/nn2/arange.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/argmax.c b/source/nn2/argmax.c index 09712957..35438660 100644 --- a/source/nn2/argmax.c +++ b/source/nn2/argmax.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/argmin.c b/source/nn2/argmin.c index 1056f035..f7af6670 100644 --- a/source/nn2/argmin.c +++ b/source/nn2/argmin.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/asin.c b/source/nn2/asin.c index ef8db564..e4a735ce 100644 --- a/source/nn2/asin.c +++ b/source/nn2/asin.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/asinh.c b/source/nn2/asinh.c index 070e03d6..911062f1 100644 --- a/source/nn2/asinh.c +++ b/source/nn2/asinh.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/atan.c b/source/nn2/atan.c index 34d64aac..f6ed956c 100644 --- a/source/nn2/atan.c +++ b/source/nn2/atan.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/atanh.c b/source/nn2/atanh.c index d2155eb8..ab8d8a8c 100644 --- a/source/nn2/atanh.c +++ b/source/nn2/atanh.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/averagepool.c b/source/nn2/averagepool.c index 68dc7d0e..55cb3ada 100644 --- a/source/nn2/averagepool.c +++ b/source/nn2/averagepool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/averagepool3d.c b/source/nn2/averagepool3d.c index 8aa76031..54a3b8cb 100644 --- a/source/nn2/averagepool3d.c +++ b/source/nn2/averagepool3d.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/batch_normalization.c b/source/nn2/batch_normalization.c index 0206d02d..d4609364 100644 --- a/source/nn2/batch_normalization.c +++ b/source/nn2/batch_normalization.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/batch_to_space.c b/source/nn2/batch_to_space.c index 3eb8c190..c0ff67cd 100644 --- a/source/nn2/batch_to_space.c +++ b/source/nn2/batch_to_space.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/batch_to_space_nd.c b/source/nn2/batch_to_space_nd.c index 4fa58319..0a9b392b 100644 --- a/source/nn2/batch_to_space_nd.c +++ b/source/nn2/batch_to_space_nd.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/broadcast_to.c b/source/nn2/broadcast_to.c index ea8020af..ca5b6dd4 100644 --- a/source/nn2/broadcast_to.c +++ b/source/nn2/broadcast_to.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/cache_conv1d.c b/source/nn2/cache_conv1d.c index 9d42dc33..f5908836 100644 --- a/source/nn2/cache_conv1d.c +++ b/source/nn2/cache_conv1d.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/cache_matmul.c b/source/nn2/cache_matmul.c index 3aff27c7..9b3eb31a 100644 --- a/source/nn2/cache_matmul.c +++ b/source/nn2/cache_matmul.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/cast.c b/source/nn2/cast.c index 3267f1b6..84126115 100644 --- a/source/nn2/cast.c +++ b/source/nn2/cast.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/ceil.c b/source/nn2/ceil.c index 7713392a..b59ecab8 100644 --- a/source/nn2/ceil.c +++ b/source/nn2/ceil.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/clip.c b/source/nn2/clip.c index d074ad70..e70a5a4e 100644 --- a/source/nn2/clip.c +++ b/source/nn2/clip.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/col2im.c b/source/nn2/col2im.c index cdf86ef8..d9e7c18e 100644 --- a/source/nn2/col2im.c +++ b/source/nn2/col2im.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/concat.c b/source/nn2/concat.c index c571ad2f..ab5eb30a 100644 --- a/source/nn2/concat.c +++ b/source/nn2/concat.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/convolution.c b/source/nn2/convolution.c index b510b8ca..19f9cc4d 100644 --- a/source/nn2/convolution.c +++ b/source/nn2/convolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/convolution1d.c b/source/nn2/convolution1d.c index 8151b1eb..8cdfdce4 100644 --- a/source/nn2/convolution1d.c +++ b/source/nn2/convolution1d.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/convolution3d.c b/source/nn2/convolution3d.c index 160fe6f8..4a4685aa 100644 --- a/source/nn2/convolution3d.c +++ b/source/nn2/convolution3d.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/convolution_relu.c b/source/nn2/convolution_relu.c index 3b20ebe9..41cf2daa 100644 --- a/source/nn2/convolution_relu.c +++ b/source/nn2/convolution_relu.c @@ -17,8 +17,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/convolution_relu6.c b/source/nn2/convolution_relu6.c index da08da02..792e2c28 100644 --- a/source/nn2/convolution_relu6.c +++ b/source/nn2/convolution_relu6.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/cos.c b/source/nn2/cos.c index 862ebc64..cc02d140 100644 --- a/source/nn2/cos.c +++ b/source/nn2/cos.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/cosh.c b/source/nn2/cosh.c index a288eb1f..357f813c 100644 --- a/source/nn2/cosh.c +++ b/source/nn2/cosh.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/crop.c b/source/nn2/crop.c index f9f2aff0..81972fb0 100644 --- a/source/nn2/crop.c +++ b/source/nn2/crop.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/cumprod.c b/source/nn2/cumprod.c index 158ebd0f..fd9fe29e 100644 --- a/source/nn2/cumprod.c +++ b/source/nn2/cumprod.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/cumsum.c b/source/nn2/cumsum.c index 967899cd..5d5f5b8b 100644 --- a/source/nn2/cumsum.c +++ b/source/nn2/cumsum.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/data_convert.c b/source/nn2/data_convert.c index d6fd37ad..9ef6906a 100644 --- a/source/nn2/data_convert.c +++ b/source/nn2/data_convert.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/deconvolution.c b/source/nn2/deconvolution.c index 990d2e45..4d3597f0 100644 --- a/source/nn2/deconvolution.c +++ b/source/nn2/deconvolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" @@ -31,9 +29,12 @@ int csinn_deconv2d_init(struct csinn_tensor *input, struct csinn_tensor *output, { if (params->group == 1) { shl_op_callback_map(¶ms->base, CSINN_OP_DECONV2D, input->dtype); + } else if ((params->group == input->dim[1] && params->base.layout == CSINN_LAYOUT_NCHW) || + (params->group == input->dim[3] && params->base.layout == CSINN_LAYOUT_NHWC)) { + shl_op_callback_map(¶ms->base, CSINN_OP_DEPTHWISE_DECONV2D, input->dtype); } else if ((params->group == output->dim[1] && params->base.layout == CSINN_LAYOUT_NCHW) || (params->group == output->dim[3] && params->base.layout == CSINN_LAYOUT_NHWC)) { - shl_op_callback_map(¶ms->base, CSINN_OP_DEPTHWISE_DECONV2D, input->dtype); + shl_op_callback_map(¶ms->base, CSINN_OP_GROUP_DECONV2D, input->dtype); } else { return CSINN_FALSE; } diff --git a/source/nn2/deconvolution3d.c b/source/nn2/deconvolution3d.c index 145776d6..a4103513 100644 --- a/source/nn2/deconvolution3d.c +++ b/source/nn2/deconvolution3d.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/depth_to_space.c b/source/nn2/depth_to_space.c index b4496d9a..f51a1d4e 100644 --- a/source/nn2/depth_to_space.c +++ b/source/nn2/depth_to_space.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/depthwise_conv2d.c b/source/nn2/depthwise_conv2d.c index 9475b5b1..d176db75 100644 --- a/source/nn2/depthwise_conv2d.c +++ b/source/nn2/depthwise_conv2d.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/depthwise_conv2d_relu.c b/source/nn2/depthwise_conv2d_relu.c index ea43d0ab..d42c785e 100644 --- a/source/nn2/depthwise_conv2d_relu.c +++ b/source/nn2/depthwise_conv2d_relu.c @@ -17,8 +17,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/div.c b/source/nn2/div.c index 4f74033a..e8cc281d 100644 --- a/source/nn2/div.c +++ b/source/nn2/div.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/elu.c b/source/nn2/elu.c index db934ee3..f42d2fa2 100644 --- a/source/nn2/elu.c +++ b/source/nn2/elu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/equal.c b/source/nn2/equal.c index fe0e9e16..d9015de4 100644 --- a/source/nn2/equal.c +++ b/source/nn2/equal.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/erf.c b/source/nn2/erf.c index c4494932..a468a542 100644 --- a/source/nn2/erf.c +++ b/source/nn2/erf.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/exp.c b/source/nn2/exp.c index a74e9f43..86f83d4a 100644 --- a/source/nn2/exp.c +++ b/source/nn2/exp.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/expand_dims.c b/source/nn2/expand_dims.c index 39098208..ff53da20 100644 --- a/source/nn2/expand_dims.c +++ b/source/nn2/expand_dims.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/expm1.c b/source/nn2/expm1.c index 0fbd17e7..586f8cd9 100644 --- a/source/nn2/expm1.c +++ b/source/nn2/expm1.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/flatten.c b/source/nn2/flatten.c index e7cd951a..f489d3a5 100644 --- a/source/nn2/flatten.c +++ b/source/nn2/flatten.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/floor.c b/source/nn2/floor.c index 3cf589c0..8bb330ca 100644 --- a/source/nn2/floor.c +++ b/source/nn2/floor.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/floor_divide.c b/source/nn2/floor_divide.c index 3d0e9f43..0838f9b7 100644 --- a/source/nn2/floor_divide.c +++ b/source/nn2/floor_divide.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/floor_mod.c b/source/nn2/floor_mod.c index cdfbef11..bd794bbc 100644 --- a/source/nn2/floor_mod.c +++ b/source/nn2/floor_mod.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/format.c b/source/nn2/format.c index 198d20c3..94d2b81b 100644 --- a/source/nn2/format.c +++ b/source/nn2/format.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_gref.h" #include "shl_utils.h" @@ -203,6 +201,7 @@ static char *tensor_dump(struct csinn_tensor *tensor, int *size) append_ptr = (char *)ret + tensor_size; memcpy(append_ptr, tensor->data, csinn_tensor_byte_size(tensor)); ret->data = offset_to_ptr(tensor_size); + tensor_size += csinn_tensor_byte_size(tensor); } else { /* ignore data */ ret->data = 0; @@ -422,9 +421,129 @@ static char *layer_data_dump(struct shl_node *layer, int *size) /* ignore callback pointer space */ struct csinn_params_base *ret = shl_mem_alloc(extend_size); memcpy(ret, layer->data, layer_data_size); + ret->name = offset_to_ptr(layer_data_size); memcpy((char *)ret + layer_data_size, params->name, name_size); *size = extend_size; + + if (layer->type == CSINN_OP_RESHAPE) { + struct csinn_reshape_params *reshape_params = layer->data; + int shape_size = reshape_params->shape_num * sizeof(int32_t); + ret = shl_mem_realloc(ret, extend_size + shape_size, extend_size); + + struct csinn_reshape_params *ret_reshape_params = (struct csinn_reshape_params *)ret; + ret_reshape_params->shape = (int32_t *)offset_to_ptr(extend_size); + memcpy((char *)ret + extend_size, reshape_params->shape, shape_size); + extend_size += shape_size; + *size = extend_size; + } else if (layer->type == CSINN_OP_TRANSPOSE) { + struct csinn_transpose_params *transpose_params = layer->data; + int permute_size = transpose_params->permute_num * sizeof(int32_t); + ret = shl_mem_realloc(ret, extend_size + permute_size, extend_size); + + struct csinn_transpose_params *ret_transpose_params = (struct csinn_transpose_params *)ret; + ret_transpose_params->permute = (int32_t *)offset_to_ptr(extend_size); + memcpy((char *)ret + extend_size, transpose_params->permute, permute_size); + extend_size += permute_size; + *size = extend_size; + } else if (layer->type == CSINN_OP_PAD) { + struct csinn_pad_params *pad_params = layer->data; + if (pad_params->pad_num > 8) { + shl_debug_error("Error: pad_num cannot = %d\n", pad_params->pad_num); + } + int pad_size = pad_params->pad_num * sizeof(int32_t); + ret = shl_mem_realloc(ret, extend_size + pad_size * 2, extend_size); + + struct csinn_pad_params *ret_pad_params = (struct csinn_pad_params *)ret; + ret_pad_params->pad_before = (int32_t *)offset_to_ptr(extend_size); + memcpy((char *)ret + extend_size, pad_params->pad_before, pad_size); + ret_pad_params->pad_after = (int32_t *)offset_to_ptr(extend_size + pad_size); + memcpy((char *)ret + extend_size + pad_size, pad_params->pad_after, pad_size); + extend_size += pad_size * 2; + *size = extend_size; + } else if (layer->type == CSINN_OP_SPLIT) { + struct csinn_split_params *split_params = layer->data; + int split_size = split_params->output_num * sizeof(int32_t); + ret = shl_mem_realloc(ret, extend_size + split_size, extend_size); + + struct csinn_split_params *ret_split_params = (struct csinn_split_params *)ret; + ret_split_params->split_index = (int32_t *)offset_to_ptr(extend_size); + memcpy((char *)ret + extend_size, split_params->split_index, split_size); + extend_size += split_size; + *size = extend_size; + } else if (layer->type == CSINN_OP_REDUCE_SUM || layer->type == CSINN_OP_REDUCE_MAX || + layer->type == CSINN_OP_REDUCE_MIN || layer->type == CSINN_OP_REDUCE_MEAN || + layer->type == CSINN_OP_REDUCE_PROD || layer->type == CSINN_OP_REDUCE_LOGSUMEXP || + layer->type == CSINN_OP_MEAN || layer->type == CSINN_OP_SUM || + layer->type == CSINN_OP_MAX || layer->type == CSINN_OP_MIN || + layer->type == CSINN_OP_PROD || layer->type == CSINN_OP_ARGMIN || + layer->type == CSINN_OP_ARGMAX || layer->type == CSINN_OP_ALL || + layer->type == CSINN_OP_ANY) { + struct csinn_reduce_params *reduce_params = layer->data; + + int outer_size = reduce_params->n * sizeof(int32_t); + ret = shl_mem_realloc(ret, extend_size + outer_size * 2, extend_size); + struct csinn_reduce_params *ret_reduce_params = (struct csinn_reduce_params *)ret; + ret_reduce_params->out_strides = (int32_t *)offset_to_ptr(extend_size); + memcpy((char *)ret + extend_size, reduce_params->out_strides, outer_size); + ret_reduce_params->out_extents = (int32_t *)offset_to_ptr(extend_size + outer_size); + memcpy((char *)ret + extend_size + outer_size, reduce_params->out_extents, outer_size); + extend_size += outer_size * 2; + + int inner_size = reduce_params->m * sizeof(int32_t); + ret = shl_mem_realloc(ret, extend_size + inner_size * 2, extend_size); + ret_reduce_params = (struct csinn_reduce_params *)ret; + + ret_reduce_params->inner_strides = (int32_t *)offset_to_ptr(extend_size); + memcpy((char *)ret + extend_size, reduce_params->inner_strides, inner_size); + ret_reduce_params->inner_extents = (int32_t *)offset_to_ptr(extend_size + inner_size); + memcpy((char *)ret + extend_size + inner_size, reduce_params->inner_extents, inner_size); + extend_size += inner_size * 2; + + int axis_size = reduce_params->axis_count * sizeof(int32_t); + ret = shl_mem_realloc(ret, extend_size + axis_size, extend_size); + ret_reduce_params = (struct csinn_reduce_params *)ret; + + ret_reduce_params->axis = (int32_t *)offset_to_ptr(extend_size); + memcpy((char *)ret + extend_size, reduce_params->axis, axis_size); + + extend_size += axis_size; + *size = extend_size; + } else if (layer->type == CSINN_OP_BROADCOST) { + struct csinn_broadcast_to_params *broadcast_params = layer->data; + int broadcast_size = broadcast_params->shape_count * sizeof(int32_t); + ret = shl_mem_realloc(ret, extend_size + broadcast_size, extend_size); + + struct csinn_broadcast_to_params *ret_broadcast_params = + (struct csinn_broadcast_to_params *)ret; + ret_broadcast_params->shape = (int32_t *)offset_to_ptr(extend_size); + memcpy((char *)ret + extend_size, broadcast_params->shape, broadcast_size); + extend_size += broadcast_size; + *size = extend_size; + } else if (layer->type == CSINN_OP_STRIDED_SLICE) { + struct csinn_strided_slice_params *stride_slice_params = layer->data; + int slice_size = stride_slice_params->slice_count * sizeof(int32_t); + ret = shl_mem_realloc(ret, extend_size + slice_size * 3, extend_size); + + struct csinn_strided_slice_params *ret_stride_slice_params = (struct csinn_strided_slice_params *)ret; + ret_stride_slice_params->begin = (int32_t *)offset_to_ptr(extend_size); + memcpy((char *)ret + extend_size, stride_slice_params->begin, slice_size); + ret_stride_slice_params->end = (int32_t *)offset_to_ptr(extend_size + slice_size); + memcpy((char *)ret + extend_size + slice_size, stride_slice_params->end, slice_size); + ret_stride_slice_params->stride = (int32_t *)offset_to_ptr(extend_size + slice_size * 2); + memcpy((char *)ret + extend_size + slice_size * 2, stride_slice_params->stride, slice_size); + extend_size += slice_size * 3; + + *size = extend_size; + } else if (layer->type == CSINN_OP_L2N || layer->type == CSINN_OP_PROPOSAL || + layer->type == CSINN_OP_CROP || layer->type == CSINN_OP_SLICE || + layer->type == CSINN_OP_TILE || layer->type == CSINN_OP_SQUEEZE || + layer->type == CSINN_OP_SPACE_TO_BATCH_ND || + layer->type == CSINN_OP_BATCH_TO_SPACE_ND || layer->type == CSINN_OP_CACHE_MATMUL || + layer->type == CSINN_OP_CACHE_CONV1D) { + shl_debug_error("%d params save unsupported\n", layer->type); + } + return (char *)ret; } @@ -445,6 +564,88 @@ static void layer_data_load(struct shl_node *dest, struct shl_node *src) // /* dest's input have been loaded */ // struct csinn_tensor *input = dest->in[0]->data; // shl_op_callback_map(ret, src->type, input->dtype); + + if (src->type == CSINN_OP_RESHAPE) { + struct csinn_reshape_params *reshape_params = (struct csinn_reshape_params *)ret; + char *shape_addr = + ptr_offset_to_addr(ptr_offset_to_addr(src, src->data), reshape_params->shape); + reshape_params->shape = + copy_from_bm(shape_addr, reshape_params->shape_num * sizeof(int32_t)); + } else if (src->type == CSINN_OP_TRANSPOSE) { + struct csinn_transpose_params *transpose_params = (struct csinn_transpose_params *)ret; + char *permute_addr = + ptr_offset_to_addr(ptr_offset_to_addr(src, src->data), transpose_params->permute); + transpose_params->permute = + copy_from_bm(permute_addr, transpose_params->permute_num * sizeof(int32_t)); + } else if (src->type == CSINN_OP_PAD) { + struct csinn_pad_params *pad_params = (struct csinn_pad_params *)ret; + char *pad_before_addr = + ptr_offset_to_addr(ptr_offset_to_addr(src, src->data), pad_params->pad_before); + pad_params->pad_before = + copy_from_bm(pad_before_addr, pad_params->pad_num * sizeof(int32_t)); + char *pad_after_addr = + ptr_offset_to_addr(ptr_offset_to_addr(src, src->data), pad_params->pad_after); + pad_params->pad_after = copy_from_bm(pad_after_addr, pad_params->pad_num * sizeof(int32_t)); + } else if (src->type == CSINN_OP_SPLIT) { + struct csinn_split_params *split_params = (struct csinn_split_params *)ret; + char *split_addr = + ptr_offset_to_addr(ptr_offset_to_addr(src, src->data), split_params->split_index); + split_params->split_index = + copy_from_bm(split_addr, split_params->output_num * sizeof(int32_t)); + } else if (src->type == CSINN_OP_REDUCE_SUM || src->type == CSINN_OP_REDUCE_MAX || + src->type == CSINN_OP_REDUCE_MIN || src->type == CSINN_OP_REDUCE_MEAN || + src->type == CSINN_OP_REDUCE_PROD || src->type == CSINN_OP_REDUCE_LOGSUMEXP || + src->type == CSINN_OP_MEAN || src->type == CSINN_OP_SUM || + src->type == CSINN_OP_MAX || src->type == CSINN_OP_MIN || + src->type == CSINN_OP_PROD || src->type == CSINN_OP_ARGMIN || + src->type == CSINN_OP_ARGMAX || src->type == CSINN_OP_ALL || + src->type == CSINN_OP_ANY) { + struct csinn_reduce_params *reduce_params = (struct csinn_reduce_params *)ret; + char *outer_addr = + ptr_offset_to_addr(ptr_offset_to_addr(src, src->data), reduce_params->out_extents); + reduce_params->out_extents = copy_from_bm(outer_addr, reduce_params->n * sizeof(int32_t)); + outer_addr = + ptr_offset_to_addr(ptr_offset_to_addr(src, src->data), reduce_params->out_strides); + reduce_params->out_strides = copy_from_bm(outer_addr, reduce_params->n * sizeof(int32_t)); + char *inner_addr = + ptr_offset_to_addr(ptr_offset_to_addr(src, src->data), reduce_params->inner_extents); + reduce_params->inner_extents = copy_from_bm(inner_addr, reduce_params->m * sizeof(int32_t)); + inner_addr = + ptr_offset_to_addr(ptr_offset_to_addr(src, src->data), reduce_params->inner_strides); + reduce_params->inner_strides = copy_from_bm(inner_addr, reduce_params->m * sizeof(int32_t)); + char *axis_addr = + ptr_offset_to_addr(ptr_offset_to_addr(src, src->data), reduce_params->axis); + reduce_params->axis = copy_from_bm(axis_addr, reduce_params->axis_count * sizeof(int32_t)); + } else if (src->type == CSINN_OP_BROADCOST) { + struct csinn_broadcast_to_params *broadcast_params = + (struct csinn_broadcast_to_params *)ret; + char *broadcast_addr = + ptr_offset_to_addr(ptr_offset_to_addr(src, src->data), broadcast_params->shape); + broadcast_params->shape = + copy_from_bm(broadcast_addr, broadcast_params->shape_count * sizeof(int32_t)); + } else if (src->type == CSINN_OP_STRIDED_SLICE) { + struct csinn_strided_slice_params *stride_slice_params = + (struct csinn_strided_slice_params *)ret; + char *begin_addr = + ptr_offset_to_addr(ptr_offset_to_addr(src, src->data), stride_slice_params->begin); + stride_slice_params->begin = + copy_from_bm(begin_addr, stride_slice_params->slice_count * sizeof(int32_t)); + char *end_addr = + ptr_offset_to_addr(ptr_offset_to_addr(src, src->data), stride_slice_params->end); + stride_slice_params->end = + copy_from_bm(end_addr, stride_slice_params->slice_count * sizeof(int32_t)); + char *stride_addr = + ptr_offset_to_addr(ptr_offset_to_addr(src, src->data), stride_slice_params->stride); + stride_slice_params->stride = + copy_from_bm(stride_addr, stride_slice_params->slice_count * sizeof(int32_t)); + } else if (src->type == CSINN_OP_L2N || src->type == CSINN_OP_PROPOSAL || + src->type == CSINN_OP_CROP || src->type == CSINN_OP_SLICE || + src->type == CSINN_OP_TILE || src->type == CSINN_OP_SQUEEZE || + src->type == CSINN_OP_SPACE_TO_BATCH_ND || src->type == CSINN_OP_BATCH_TO_SPACE_ND || + src->type == CSINN_OP_CACHE_MATMUL || src->type == CSINN_OP_CACHE_CONV1D) { + shl_debug_error("%d params load unsupported\n", src->type); + } + dest->data = ret; } @@ -755,7 +956,7 @@ struct csinn_session *__attribute__((weak)) csinn_import_binary_model(char *bm_a shl_bm_session_load(sess, bm_sess); float version = check_bm_version(bm_addr); if (version == 2.0) { - if (sess->base_api == CSINN_REF) { + if (sess->base_run_mode != CSINN_RM_NPU_GRAPH) { /* load binary model in GREF */ sess->model.bm_addr = bm_addr; } else { diff --git a/source/nn2/fsmn.c b/source/nn2/fsmn.c index 440e0e81..eac4ba06 100644 --- a/source/nn2/fsmn.c +++ b/source/nn2/fsmn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/fullyconnected.c b/source/nn2/fullyconnected.c index 3b5018e6..4f0864e8 100644 --- a/source/nn2/fullyconnected.c +++ b/source/nn2/fullyconnected.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/gather.c b/source/nn2/gather.c index a63894ba..4a55394a 100644 --- a/source/nn2/gather.c +++ b/source/nn2/gather.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/gather_nd.c b/source/nn2/gather_nd.c index 549fcc22..5e84bd75 100644 --- a/source/nn2/gather_nd.c +++ b/source/nn2/gather_nd.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/global_averagepool.c b/source/nn2/global_averagepool.c index b469387d..1e385200 100644 --- a/source/nn2/global_averagepool.c +++ b/source/nn2/global_averagepool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/global_maxpool.c b/source/nn2/global_maxpool.c index 71dabef4..52fc6272 100644 --- a/source/nn2/global_maxpool.c +++ b/source/nn2/global_maxpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/greater.c b/source/nn2/greater.c index 874e995c..a2b8422a 100644 --- a/source/nn2/greater.c +++ b/source/nn2/greater.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/greater_equal.c b/source/nn2/greater_equal.c index a3d97936..2b00966e 100644 --- a/source/nn2/greater_equal.c +++ b/source/nn2/greater_equal.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/group_conv2d.c b/source/nn2/group_conv2d.c index 3a2eca1f..d2aff88a 100644 --- a/source/nn2/group_conv2d.c +++ b/source/nn2/group_conv2d.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/hard_sigmoid.c b/source/nn2/hard_sigmoid.c index c344cf54..5b885530 100644 --- a/source/nn2/hard_sigmoid.c +++ b/source/nn2/hard_sigmoid.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/im2col.c b/source/nn2/im2col.c index 3bdde14e..08eb6c9f 100644 --- a/source/nn2/im2col.c +++ b/source/nn2/im2col.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/isnan.c b/source/nn2/isnan.c index d6b0b448..c7952893 100644 --- a/source/nn2/isnan.c +++ b/source/nn2/isnan.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/l2_normalization.c b/source/nn2/l2_normalization.c index a2fba296..26a0d778 100644 --- a/source/nn2/l2_normalization.c +++ b/source/nn2/l2_normalization.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/l2pool.c b/source/nn2/l2pool.c index d9ab4c0b..ea2bcfb3 100644 --- a/source/nn2/l2pool.c +++ b/source/nn2/l2pool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/layer_norm.c b/source/nn2/layer_norm.c index ce90f069..7dea7bba 100644 --- a/source/nn2/layer_norm.c +++ b/source/nn2/layer_norm.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/leaky_relu.c b/source/nn2/leaky_relu.c index 61675aed..0249ea3c 100644 --- a/source/nn2/leaky_relu.c +++ b/source/nn2/leaky_relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/less.c b/source/nn2/less.c index 827db2d7..65d19c65 100644 --- a/source/nn2/less.c +++ b/source/nn2/less.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/less_equal.c b/source/nn2/less_equal.c index 888cd5a3..f1d12f9b 100644 --- a/source/nn2/less_equal.c +++ b/source/nn2/less_equal.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/log.c b/source/nn2/log.c index ca959b05..69e11846 100644 --- a/source/nn2/log.c +++ b/source/nn2/log.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/log1p.c b/source/nn2/log1p.c index efc12f4d..6a6aa9e3 100644 --- a/source/nn2/log1p.c +++ b/source/nn2/log1p.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/log_softmax.c b/source/nn2/log_softmax.c index 25e06fe7..4e1859ec 100644 --- a/source/nn2/log_softmax.c +++ b/source/nn2/log_softmax.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/logical_and.c b/source/nn2/logical_and.c index cda3c258..cfff014b 100644 --- a/source/nn2/logical_and.c +++ b/source/nn2/logical_and.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/logical_not.c b/source/nn2/logical_not.c index da1923ad..25a730c4 100644 --- a/source/nn2/logical_not.c +++ b/source/nn2/logical_not.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/logical_or.c b/source/nn2/logical_or.c index a97c0365..1393c3e7 100644 --- a/source/nn2/logical_or.c +++ b/source/nn2/logical_or.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/logical_xor.c b/source/nn2/logical_xor.c index a07cadcb..1938fd2d 100644 --- a/source/nn2/logical_xor.c +++ b/source/nn2/logical_xor.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/lrn.c b/source/nn2/lrn.c index 8bd8e2a2..ad44d9f7 100644 --- a/source/nn2/lrn.c +++ b/source/nn2/lrn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/matmul.c b/source/nn2/matmul.c index c6449891..2e7b4375 100644 --- a/source/nn2/matmul.c +++ b/source/nn2/matmul.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/max.c b/source/nn2/max.c index 0ffc7f02..5bce674a 100644 --- a/source/nn2/max.c +++ b/source/nn2/max.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/maximum.c b/source/nn2/maximum.c index db97b712..4eef6d5e 100644 --- a/source/nn2/maximum.c +++ b/source/nn2/maximum.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/maxpool.c b/source/nn2/maxpool.c index ee120b5a..0207d921 100644 --- a/source/nn2/maxpool.c +++ b/source/nn2/maxpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/maxpool2d_locat.c b/source/nn2/maxpool2d_locat.c index f03aaaf1..8e5c6d02 100644 --- a/source/nn2/maxpool2d_locat.c +++ b/source/nn2/maxpool2d_locat.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/maxpool3d.c b/source/nn2/maxpool3d.c index d891e6c5..08896184 100644 --- a/source/nn2/maxpool3d.c +++ b/source/nn2/maxpool3d.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/mean.c b/source/nn2/mean.c index 1a9f0f94..042d4d0c 100644 --- a/source/nn2/mean.c +++ b/source/nn2/mean.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/min.c b/source/nn2/min.c index e6b9f90b..e2913edc 100644 --- a/source/nn2/min.c +++ b/source/nn2/min.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" @@ -31,7 +29,7 @@ int csinn_min_init(struct csinn_tensor *input, struct csinn_tensor *output, if (params->n == 0 && params->m == 0) { return CSINN_FALSE; } else { - shl_op_callback_map(¶ms->base, CSINN_OP_MIN_STRIDE, input->dtype); + shl_op_callback_map(¶ms->base, CSINN_OP_MIN, input->dtype); } int (*func)() = shl_get_init_cb(¶ms->base); diff --git a/source/nn2/minimum.c b/source/nn2/minimum.c index 0c9fbae6..12eedcf7 100644 --- a/source/nn2/minimum.c +++ b/source/nn2/minimum.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/mod.c b/source/nn2/mod.c index 96a88ef3..82efc00e 100644 --- a/source/nn2/mod.c +++ b/source/nn2/mod.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/mul.c b/source/nn2/mul.c index f5cf8e4e..79fdd3f1 100644 --- a/source/nn2/mul.c +++ b/source/nn2/mul.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/ndarray_size.c b/source/nn2/ndarray_size.c index dae855d0..0bc7a2c6 100644 --- a/source/nn2/ndarray_size.c +++ b/source/nn2/ndarray_size.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/negative.c b/source/nn2/negative.c index d9e0147d..8a7623f5 100644 --- a/source/nn2/negative.c +++ b/source/nn2/negative.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/node.c b/source/nn2/node.c index e2b6050b..df883774 100644 --- a/source/nn2/node.c +++ b/source/nn2/node.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_memory.h" #include "shl_node.h" #include "shl_utils.h" diff --git a/source/nn2/non_max_suppression.c b/source/nn2/non_max_suppression.c index 9bb8b02d..7cfcdd5b 100644 --- a/source/nn2/non_max_suppression.c +++ b/source/nn2/non_max_suppression.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/not.c b/source/nn2/not.c index 75d65cbc..e7f103ee 100644 --- a/source/nn2/not.c +++ b/source/nn2/not.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/not_equal.c b/source/nn2/not_equal.c index 8c66e768..247be0fe 100644 --- a/source/nn2/not_equal.c +++ b/source/nn2/not_equal.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/one_hot.c b/source/nn2/one_hot.c index 0ab1b071..e6158c36 100644 --- a/source/nn2/one_hot.c +++ b/source/nn2/one_hot.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/or.c b/source/nn2/or.c index 1097cc24..5c4a081b 100644 --- a/source/nn2/or.c +++ b/source/nn2/or.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/pad.c b/source/nn2/pad.c index adb1a1be..3f44910c 100644 --- a/source/nn2/pad.c +++ b/source/nn2/pad.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/power.c b/source/nn2/power.c index 6bce116f..77602158 100644 --- a/source/nn2/power.c +++ b/source/nn2/power.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/prelu.c b/source/nn2/prelu.c index 6662559f..aec8fbb8 100644 --- a/source/nn2/prelu.c +++ b/source/nn2/prelu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/prod.c b/source/nn2/prod.c index c04e26cc..05e22aca 100644 --- a/source/nn2/prod.c +++ b/source/nn2/prod.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/proposal.c b/source/nn2/proposal.c index b6b908ab..883c7977 100644 --- a/source/nn2/proposal.c +++ b/source/nn2/proposal.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/psroipooling.c b/source/nn2/psroipooling.c index 672facab..d3826f80 100644 --- a/source/nn2/psroipooling.c +++ b/source/nn2/psroipooling.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/reduce_logsumexp.c b/source/nn2/reduce_logsumexp.c index 817d93e4..bd083370 100644 --- a/source/nn2/reduce_logsumexp.c +++ b/source/nn2/reduce_logsumexp.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/reduce_max.c b/source/nn2/reduce_max.c index a096b6aa..68a45d1b 100644 --- a/source/nn2/reduce_max.c +++ b/source/nn2/reduce_max.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/reduce_mean.c b/source/nn2/reduce_mean.c index f241a031..4575987a 100644 --- a/source/nn2/reduce_mean.c +++ b/source/nn2/reduce_mean.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/reduce_min.c b/source/nn2/reduce_min.c index 5c4fb3e7..38702c09 100644 --- a/source/nn2/reduce_min.c +++ b/source/nn2/reduce_min.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/reduce_prod.c b/source/nn2/reduce_prod.c index 3388b91d..641f3720 100644 --- a/source/nn2/reduce_prod.c +++ b/source/nn2/reduce_prod.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/reduce_sum.c b/source/nn2/reduce_sum.c index d5fc5d66..318a1ff3 100644 --- a/source/nn2/reduce_sum.c +++ b/source/nn2/reduce_sum.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/relu.c b/source/nn2/relu.c index a3d1f259..5fa05aca 100644 --- a/source/nn2/relu.c +++ b/source/nn2/relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/relu1.c b/source/nn2/relu1.c index 5d24bc6c..d79385bb 100644 --- a/source/nn2/relu1.c +++ b/source/nn2/relu1.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/relu6.c b/source/nn2/relu6.c index 784fee89..092c68b4 100644 --- a/source/nn2/relu6.c +++ b/source/nn2/relu6.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/relun.c b/source/nn2/relun.c index 0ae0e644..46a73ff0 100644 --- a/source/nn2/relun.c +++ b/source/nn2/relun.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/reorg.c b/source/nn2/reorg.c index f1d48be8..0a8f9d29 100644 --- a/source/nn2/reorg.c +++ b/source/nn2/reorg.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/reshape.c b/source/nn2/reshape.c index 37f681f3..755d1953 100644 --- a/source/nn2/reshape.c +++ b/source/nn2/reshape.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/resize.c b/source/nn2/resize.c index fe2f946c..f3a8518d 100644 --- a/source/nn2/resize.c +++ b/source/nn2/resize.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/reverse.c b/source/nn2/reverse.c index 38f037b0..07ec6961 100644 --- a/source/nn2/reverse.c +++ b/source/nn2/reverse.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/roialign.c b/source/nn2/roialign.c index aff7df59..5c1b8c4d 100644 --- a/source/nn2/roialign.c +++ b/source/nn2/roialign.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/roipool.c b/source/nn2/roipool.c index a77bb03e..1aba9872 100644 --- a/source/nn2/roipool.c +++ b/source/nn2/roipool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/round.c b/source/nn2/round.c index e2ca5bba..5a427762 100644 --- a/source/nn2/round.c +++ b/source/nn2/round.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/rsqrt.c b/source/nn2/rsqrt.c index 0567381e..5fcb35ef 100644 --- a/source/nn2/rsqrt.c +++ b/source/nn2/rsqrt.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/scatter.c b/source/nn2/scatter.c index 8c2dbe9e..f41e467a 100644 --- a/source/nn2/scatter.c +++ b/source/nn2/scatter.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/segment_max.c b/source/nn2/segment_max.c index 360aa5ae..7466055c 100644 --- a/source/nn2/segment_max.c +++ b/source/nn2/segment_max.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/segment_mean.c b/source/nn2/segment_mean.c index 3c8b7157..e823f5cb 100644 --- a/source/nn2/segment_mean.c +++ b/source/nn2/segment_mean.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/segment_min.c b/source/nn2/segment_min.c index 823b737d..5a4ad45c 100644 --- a/source/nn2/segment_min.c +++ b/source/nn2/segment_min.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/segment_prod.c b/source/nn2/segment_prod.c index c645a8f4..ff31970f 100644 --- a/source/nn2/segment_prod.c +++ b/source/nn2/segment_prod.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/segment_sum.c b/source/nn2/segment_sum.c index 330fe95a..80b51dce 100644 --- a/source/nn2/segment_sum.c +++ b/source/nn2/segment_sum.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/select.c b/source/nn2/select.c index 94e8fe3b..814c8b6b 100644 --- a/source/nn2/select.c +++ b/source/nn2/select.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/sequence_mask.c b/source/nn2/sequence_mask.c index ade41e6c..e79118dc 100644 --- a/source/nn2/sequence_mask.c +++ b/source/nn2/sequence_mask.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/setup.c b/source/nn2/setup.c index 2caff228..00672e82 100644 --- a/source/nn2/setup.c +++ b/source/nn2/setup.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" @@ -26,11 +24,7 @@ void shl_target_init_gref(); void shl_target_init_ovx(); void shl_target_init_c906(); void shl_target_init_pnna(); -void shl_target_init_i805(); -void shl_target_init_e804(); -void shl_target_init_ref_i805(); void shl_target_init_c908(); -void shl_target_init_asp(); void shl_target_init_rvv(); void shl_target_init_rvm(); void shl_target_init_e907(); @@ -55,21 +49,9 @@ void shl_init() #ifdef SHL_BUILD_PNNA shl_target_init_pnna(); #endif -#ifdef SHL_BUILD_I805 - shl_target_init_i805(); -#endif -#ifdef SHL_BUILD_E804 - shl_target_init_e804(); -#endif -#ifdef SHL_BUILD_REF_I805 - shl_target_init_ref_i805(); -#endif #ifdef SHL_BUILD_C908 shl_target_init_c908(); #endif -#ifdef SHL_BUILD_ASP - shl_target_init_asp(); -#endif #ifdef SHL_BUILD_RVV shl_target_init_rvv(); #endif @@ -115,8 +97,10 @@ void shl_register_op_callback(int api, void *cb) { shl_cb_func_table[api] = cb; int shl_op_callback_map(struct csinn_params_base *base, int op, int dtype) { void *(*op_map)(); - if (base->sess && base->sess->base_run_mode == CSINN_RM_CPU_GRAPH && - base->sess->base_api == CSINN_REF) { + /* FIXME: unuse CSINN_REF */ + if (base->sess && + ((base->sess->base_run_mode == CSINN_RM_CPU_GRAPH && base->sess->base_api == CSINN_REF) || + base->sess->base_run_mode == CSINN_RM_CPU_BASE_HYBRID)) { /* Heterogeneous use GREF */ op_map = shl_cb_func_table[CSINN_GREF]; } else { @@ -143,7 +127,9 @@ void shl_register_runtime_callback(int api, void *cb) { shl_runtime_callback_tab void *shl_get_runtime_callback(struct csinn_session *sess, int op) { void *(*runtime_map)(); - if (sess->base_run_mode == CSINN_RM_CPU_GRAPH && sess->base_api == CSINN_REF) { + /* FIXME: unuse CSINN_REF */ + if ((sess->base_run_mode == CSINN_RM_CPU_GRAPH && sess->base_api == CSINN_REF) || + sess->base_run_mode == CSINN_RM_CPU_BASE_HYBRID) { /* Heterogeneous use GREF */ runtime_map = shl_runtime_callback_table[CSINN_GREF]; } else { diff --git a/source/nn2/shape.c b/source/nn2/shape.c index e71917fc..1cb46285 100644 --- a/source/nn2/shape.c +++ b/source/nn2/shape.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/shuffle_channel.c b/source/nn2/shuffle_channel.c index 69c2e406..35af4c7e 100644 --- a/source/nn2/shuffle_channel.c +++ b/source/nn2/shuffle_channel.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/sigmoid.c b/source/nn2/sigmoid.c index 8e2ed4b5..91c9a4eb 100644 --- a/source/nn2/sigmoid.c +++ b/source/nn2/sigmoid.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/sign.c b/source/nn2/sign.c index 41f35a3b..5d57a892 100644 --- a/source/nn2/sign.c +++ b/source/nn2/sign.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/sin.c b/source/nn2/sin.c index b45e826a..12d71ed3 100644 --- a/source/nn2/sin.c +++ b/source/nn2/sin.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/sinh.c b/source/nn2/sinh.c index fa9b7e85..78551c91 100644 --- a/source/nn2/sinh.c +++ b/source/nn2/sinh.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/slice.c b/source/nn2/slice.c index d0f72b24..352740b1 100644 --- a/source/nn2/slice.c +++ b/source/nn2/slice.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/softmax.c b/source/nn2/softmax.c index a0f98b34..26f5eb9e 100644 --- a/source/nn2/softmax.c +++ b/source/nn2/softmax.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/softplus.c b/source/nn2/softplus.c index f66f0f9c..49ac9e29 100644 --- a/source/nn2/softplus.c +++ b/source/nn2/softplus.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/softrelu.c b/source/nn2/softrelu.c index 86f99521..3d82a343 100644 --- a/source/nn2/softrelu.c +++ b/source/nn2/softrelu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/softsign.c b/source/nn2/softsign.c index 54f9c34f..6b595d53 100644 --- a/source/nn2/softsign.c +++ b/source/nn2/softsign.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/space_to_batch.c b/source/nn2/space_to_batch.c index d101f02d..1b814146 100644 --- a/source/nn2/space_to_batch.c +++ b/source/nn2/space_to_batch.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/space_to_batch_nd.c b/source/nn2/space_to_batch_nd.c index fd9788e7..cf7f2f69 100644 --- a/source/nn2/space_to_batch_nd.c +++ b/source/nn2/space_to_batch_nd.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/space_to_depth.c b/source/nn2/space_to_depth.c index e3d98168..b0220cdd 100644 --- a/source/nn2/space_to_depth.c +++ b/source/nn2/space_to_depth.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/split.c b/source/nn2/split.c index 12edfbb7..2a67bb8a 100644 --- a/source/nn2/split.c +++ b/source/nn2/split.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/sqrt.c b/source/nn2/sqrt.c index b7f682ed..757e5a40 100644 --- a/source/nn2/sqrt.c +++ b/source/nn2/sqrt.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/square.c b/source/nn2/square.c index eac14279..3718a474 100644 --- a/source/nn2/square.c +++ b/source/nn2/square.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/squeeze.c b/source/nn2/squeeze.c index 7b0ce2d4..0e720ed5 100644 --- a/source/nn2/squeeze.c +++ b/source/nn2/squeeze.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/stack.c b/source/nn2/stack.c index 02bcab5e..52f57c41 100644 --- a/source/nn2/stack.c +++ b/source/nn2/stack.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/strided_slice.c b/source/nn2/strided_slice.c index 2bb46483..5d3b5cb1 100644 --- a/source/nn2/strided_slice.c +++ b/source/nn2/strided_slice.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/sub.c b/source/nn2/sub.c index 59910651..fb154daa 100644 --- a/source/nn2/sub.c +++ b/source/nn2/sub.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/sum.c b/source/nn2/sum.c index f3f7ed6e..ad52bf53 100644 --- a/source/nn2/sum.c +++ b/source/nn2/sum.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/tan.c b/source/nn2/tan.c index 4bd88b93..9f13301b 100644 --- a/source/nn2/tan.c +++ b/source/nn2/tan.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/tanh.c b/source/nn2/tanh.c index 3fb4cd27..9c3ec790 100644 --- a/source/nn2/tanh.c +++ b/source/nn2/tanh.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/threshold_relu.c b/source/nn2/threshold_relu.c index f89fcd4f..165d9fc6 100644 --- a/source/nn2/threshold_relu.c +++ b/source/nn2/threshold_relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/tile.c b/source/nn2/tile.c index b6623d9c..61adc4fb 100644 --- a/source/nn2/tile.c +++ b/source/nn2/tile.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/topk.c b/source/nn2/topk.c index 0b9788f6..7307fa23 100644 --- a/source/nn2/topk.c +++ b/source/nn2/topk.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/transpose.c b/source/nn2/transpose.c index d87b4c67..5e1f833a 100644 --- a/source/nn2/transpose.c +++ b/source/nn2/transpose.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/trunc.c b/source/nn2/trunc.c index 70aedc73..a40cfc3e 100644 --- a/source/nn2/trunc.c +++ b/source/nn2/trunc.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/unpooling.c b/source/nn2/unpooling.c index 8625850b..f6fcc229 100644 --- a/source/nn2/unpooling.c +++ b/source/nn2/unpooling.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/unstack.c b/source/nn2/unstack.c index 187ea5ff..b1385836 100644 --- a/source/nn2/unstack.c +++ b/source/nn2/unstack.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/utils.c b/source/nn2/utils.c index edc01acd..351e8517 100644 --- a/source/nn2/utils.c +++ b/source/nn2/utils.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include #include "csi_nn.h" @@ -296,6 +294,8 @@ struct csinn_tensor *csinn_alloc_tensor(struct csinn_session *session) } ret->quant_channel = 1; ret->qinfo = shl_mem_alloc(sizeof(struct csinn_quant_info)); + ret->qinfo->scale = 1.0; + ret->qinfo->zero_point = 0; return ret; } /** @@ -415,9 +415,21 @@ static float int32_to_float_base(int32_t i, struct csinn_tensor *t, int index) return (float)i * t->qinfo[index].scale; } +static int32_t float_to_int32_base(float i, struct csinn_tensor *t, int index) +{ + float ret = nearbyint(i / t->qinfo[index].scale) + t->qinfo[index].zero_point; + if (ret > 2147483647) { + return 2147483647; + } else if (ret < -2147483648) { + return -2147483648; + } else { + return ret; + } +} + static int8_t float_to_int4_base(float i, struct csinn_tensor *t, int index) { - float ret = round(i / t->qinfo[index].scale) + t->qinfo[index].zero_point; + float ret = nearbyint(i / t->qinfo[index].scale) + t->qinfo[index].zero_point; if (ret > 7) { return 7; } else if (ret < -8) { @@ -429,7 +441,7 @@ static int8_t float_to_int4_base(float i, struct csinn_tensor *t, int index) static uint8_t float_to_uint8_base(float i, struct csinn_tensor *t, int index) { - float ret = round(i / t->qinfo[index].scale) + t->qinfo[index].zero_point; + float ret = nearbyint(i / t->qinfo[index].scale) + t->qinfo[index].zero_point; if (ret > 255) { return 255; } else if (ret < 0) { @@ -441,7 +453,7 @@ static uint8_t float_to_uint8_base(float i, struct csinn_tensor *t, int index) static int8_t float_to_int8_base(float i, struct csinn_tensor *t, int index) { - float ret = round(i / t->qinfo[index].scale) + t->qinfo[index].zero_point; + float ret = nearbyint(i / t->qinfo[index].scale) + t->qinfo[index].zero_point; if (ret > 127) { return 127; } else if (ret < -128) { @@ -453,7 +465,7 @@ static int8_t float_to_int8_base(float i, struct csinn_tensor *t, int index) static int16_t float_to_int16_base(float i, struct csinn_tensor *t, int index) { - float ret = round(i / t->qinfo[index].scale) + t->qinfo[index].zero_point; + float ret = nearbyint(i / t->qinfo[index].scale) + t->qinfo[index].zero_point; if (ret > 32767) { return 32767; } else if (ret < -32768) { @@ -463,39 +475,75 @@ static int16_t float_to_int16_base(float i, struct csinn_tensor *t, int index) } } +// ref to: +// https://github.com/OpenCyphal/libcanard/blob/636795f4bc395f56af8d2c61d3757b5e762bb9e5/canard.c#L811-L834 static int16_t float32_to_float16_base(float value) { - int16_t ret; - if (value > -6.1e-5 && value < 6.1e-5) { - /* to small for f16, ignore to 0 */ - return 0; + if (value > 65519.0) { + shl_debug_warning("Saturate to f16 max value: 65504 (%f)\n", value); + return 0x7BFF; } - if (value > 65504) { - shl_debug_error("too large f32 to f16\n"); - /* saturate to f16 max value: 65504 */ - value = 65504; + if (value < -65519.0) { + shl_debug_warning("Saturate to f16 min value: -65504 (%f)\n", value); + return 0xFBFF; } - int32_t org_format = *(int32_t *)&value; - int16_t sign = (org_format & 0x80000000) >> 16; - int16_t frac = (org_format & 0x7fffff) >> 13; - int16_t exp = (((((org_format >> 23) & 0xff) - 128) + 16) & 0x1f) << 10; - ret = sign | frac | exp; - return ret; + + union FP32 { + uint32_t u; + float f; + }; + + const union FP32 f32inf = {255UL << 23}; + const union FP32 f16inf = {31UL << 23}; + const union FP32 magic = {15UL << 23}; + const uint32_t sign_mask = 0x80000000U; + const uint32_t round_mask = ~0xFFFU; + + union FP32 in; + in.f = value; + uint32_t sign = in.u & sign_mask; + in.u ^= sign; + + int16_t out = 0; + + if (in.u >= f32inf.u) { + out = (in.u > f32inf.u) ? (int16_t)0x7FFFU : (int16_t)0x7C00U; + } else { + in.u &= round_mask; + in.f *= magic.f; + in.u -= round_mask; + if (in.u > f16inf.u) { + in.u = f16inf.u; + } + out = (int16_t)(in.u >> 13); + } + + out |= (int16_t)(sign >> 16); + + return out; } +// ref to: +// https://github.com/OpenCyphal/libcanard/blob/636795f4bc395f56af8d2c61d3757b5e762bb9e5/canard.c#L811-L834 static float float16_to_float32_base(int16_t value) { - float ret; - if (value == 0 || value == (int16_t)0x8000) { - return 0; + union FP32 { + uint32_t u; + float f; + }; + + const union FP32 magic = {(254UL - 15UL) << 23}; + const union FP32 was_inf_nan = {(127UL + 16UL) << 23}; + union FP32 out; + + out.u = (value & 0x7FFFU) << 13; + out.f *= magic.f; + if (out.f >= was_inf_nan.f) { + out.u |= 255UL << 23; } - int32_t ret_format = 0; - int32_t sign = (value & 0x8000) << 16; - int32_t frac = (value & 0x3ff) << 13; - int32_t exp = (((((value >> 10) & 0x1f) - 16) + 128) & 0xff) << 23; - ret_format = sign | frac | exp; - ret = *(float *)&ret_format; - return ret; + out.u |= (value & 0x8000UL) << 16; + + return out.f; } static int16_t float32_to_bfloat16_base(float value) @@ -737,6 +785,28 @@ static void nhwc_int8_to_float(struct csinn_tensor *dest, struct csinn_tensor *s } } } +static void nc1hwc0_int8_to_float(struct csinn_tensor *dest, struct csinn_tensor *src, int n, + int inner_size) +{ + int8_t *src_data = src->data; + float *dest_data = dest->data; + int32_t q_size = src->quant_channel; + int32_t elempack = src->dim[4]; + if (q_size > 1) { + for (int i = 0; i < q_size; i++) { + for (int j = 0; j < inner_size; j++) { + int index = n * q_size * inner_size + (i / elempack) * inner_size * elempack + + j * elempack + (i % elempack); + dest_data[index] = int8_to_float_base(src_data[index], src, i); + } + } + } else { + for (int j = 0; j < inner_size; j++) { + int index = n * inner_size + j; + dest_data[index] = int8_to_float_base(src_data[index], src, 0); + } + } +} static void nchw_float_to_int8(struct csinn_tensor *dest, struct csinn_tensor *src, int n, int inner_size) @@ -822,12 +892,26 @@ static void nhwc_float_to_int16(struct csinn_tensor *dest, struct csinn_tensor * } } +static void nchw_float_to_int32(struct csinn_tensor *dest, struct csinn_tensor *src, int n, + int inner_size) +{ + float *src_data = src->data; + int32_t *dest_data = dest->data; + int32_t q_size = dest->quant_channel; + for (int i = 0; i < q_size; i++) { + for (int j = 0; j < inner_size; j++) { + int index = n * q_size * inner_size + i * inner_size + j; + dest_data[index] = float_to_int32_base(src_data[index], dest, i); + } + } +} + static void nchw_int32_to_float(struct csinn_tensor *dest, struct csinn_tensor *src, int n, int inner_size) { int32_t *src_data = src->data; float *dest_data = dest->data; - int32_t q_size = src->quant_channel; + int32_t q_size = src->quant_channel == 0 ? 1 : src->quant_channel; for (int i = 0; i < q_size; i++) { for (int j = 0; j < inner_size; j++) { int index = n * q_size * inner_size + i * inner_size + j; @@ -836,12 +920,26 @@ static void nchw_int32_to_float(struct csinn_tensor *dest, struct csinn_tensor * } } +static void nhwc_float_to_int32(struct csinn_tensor *dest, struct csinn_tensor *src, int n, + int inner_size) +{ + float *src_data = src->data; + int32_t *dest_data = dest->data; + int32_t q_size = dest->quant_channel == 0 ? 1 : dest->quant_channel; + for (int j = 0; j < inner_size; j++) { + for (int i = 0; i < q_size; i++) { + int index = n * q_size * inner_size + j * q_size + i; + dest_data[index] = float_to_int32_base(src_data[index], dest, i); + } + } +} + static void nhwc_int32_to_float(struct csinn_tensor *dest, struct csinn_tensor *src, int n, int inner_size) { int32_t *src_data = src->data; float *dest_data = dest->data; - int32_t q_size = src->quant_channel; + int32_t q_size = src->quant_channel == 0 ? 1 : src->quant_channel; for (int j = 0; j < inner_size; j++) { for (int i = 0; i < q_size; i++) { int index = n * q_size * inner_size + j * q_size + i; @@ -922,6 +1020,36 @@ static void int64_to_float(struct csinn_tensor *dest, struct csinn_tensor *src) } } +static void int64_to_float16(struct csinn_tensor *dest, struct csinn_tensor *src) +{ + int64_t *src_data = src->data; + int16_t *dest_data = dest->data; + int32_t size = csinn_tensor_size(src); + for (int j = 0; j < size; j++) { + dest_data[j] = float32_to_float16_base(src_data[j]); + } +} + +static void int32_to_int64(struct csinn_tensor *dest, struct csinn_tensor *src) +{ + int32_t *src_data = src->data; + int64_t *dest_data = dest->data; + int32_t size = csinn_tensor_size(src); + for (int j = 0; j < size; j++) { + dest_data[j] = src_data[j]; + } +} + +static void int64_to_int32(struct csinn_tensor *dest, struct csinn_tensor *src) +{ + int64_t *src_data = src->data; + int32_t *dest_data = dest->data; + int32_t size = csinn_tensor_size(src); + for (int j = 0; j < size; j++) { + dest_data[j] = src_data[j]; + } +} + static void float_to_int64(struct csinn_tensor *dest, struct csinn_tensor *src) { float *src_data = src->data; @@ -942,7 +1070,7 @@ static void float_to_bf16(struct csinn_tensor *dest, struct csinn_tensor *src) } } -static int tensor_data_convert_weight(struct csinn_tensor *dest, struct csinn_tensor *src) +static int tensor_dtype_convert_weight(struct csinn_tensor *dest, struct csinn_tensor *src) { int size = csinn_tensor_size(src); int inner_size = src->quant_channel == 0 ? size : size / src->quant_channel; @@ -1128,6 +1256,10 @@ static int tensor_data_convert_weight(struct csinn_tensor *dest, struct csinn_te float_to_bf16(dest, src); } else if (dest->dtype == CSINN_DTYPE_FLOAT32 && src->dtype == CSINN_DTYPE_BFLOAT16) { bf16_to_float(dest, src); + } else if (dest->dtype == CSINN_DTYPE_FLOAT32 && src->dtype == CSINN_DTYPE_INT64) { + int64_to_float(dest, src); + } else if (dest->dtype == CSINN_DTYPE_FLOAT16 && src->dtype == CSINN_DTYPE_INT64) { + int64_to_float16(dest, src); } else if (dest->dtype == src->dtype) { memcpy(dest->data, src->data, csinn_tensor_byte_size(src)); } else { @@ -1136,7 +1268,7 @@ static int tensor_data_convert_weight(struct csinn_tensor *dest, struct csinn_te return CSINN_TRUE; } -int tensor_data_convert_activation(struct csinn_tensor *dest, struct csinn_tensor *src) +static int tensor_dtype_convert_activation(struct csinn_tensor *dest, struct csinn_tensor *src) { int size = csinn_tensor_size(src); int32_t q_size = src->quant_channel != 0 ? src->quant_channel : dest->quant_channel; @@ -1150,6 +1282,8 @@ int tensor_data_convert_activation(struct csinn_tensor *dest, struct csinn_tenso nchw_int4_to_float(dest, src, n, inner_size); } else if (src->layout >= CSINN_LAYOUT_NWC && src->layout <= CSINN_LAYOUT_NDHWC) { nhwc_int4_to_float(dest, src, n, inner_size); + } else { + return CSINN_FALSE; } } } else if (dest->dtype == CSINN_DTYPE_INT4 && src->dtype == CSINN_DTYPE_FLOAT32) { @@ -1158,6 +1292,8 @@ int tensor_data_convert_activation(struct csinn_tensor *dest, struct csinn_tenso nchw_float_to_int4(dest, src, n, inner_size); } else if (src->layout >= CSINN_LAYOUT_NWC && src->layout <= CSINN_LAYOUT_NDHWC) { nhwc_float_to_int4(dest, src, n, inner_size); + } else { + return CSINN_FALSE; } } } else if (dest->dtype == CSINN_DTYPE_FLOAT32 && src->dtype == CSINN_DTYPE_UINT8) { @@ -1166,6 +1302,8 @@ int tensor_data_convert_activation(struct csinn_tensor *dest, struct csinn_tenso nchw_uint8_to_float(dest, src, n, inner_size); } else if (src->layout >= CSINN_LAYOUT_NWC && src->layout <= CSINN_LAYOUT_NDHWC) { nhwc_uint8_to_float(dest, src, n, inner_size); + } else { + return CSINN_FALSE; } } } else if (dest->dtype == CSINN_DTYPE_UINT8 && src->dtype == CSINN_DTYPE_FLOAT32) { @@ -1174,15 +1312,18 @@ int tensor_data_convert_activation(struct csinn_tensor *dest, struct csinn_tenso nchw_float_to_uint8(dest, src, n, inner_size); } else if (src->layout >= CSINN_LAYOUT_NWC && src->layout <= CSINN_LAYOUT_NDHWC) { nhwc_float_to_uint8(dest, src, n, inner_size); + } else { + return CSINN_FALSE; } } } else if (dest->dtype == CSINN_DTYPE_FLOAT32 && src->dtype == CSINN_DTYPE_INT8) { for (int n = 0; n < src->dim[0]; n++) { - if (src->layout >= CSINN_LAYOUT_N && src->layout <= CSINN_LAYOUT_NCDHW || - src->layout == CSINN_LAYOUT_NC1HWC0) { + if (src->layout >= CSINN_LAYOUT_N && src->layout <= CSINN_LAYOUT_NCDHW) { nchw_int8_to_float(dest, src, n, inner_size); } else if (src->layout >= CSINN_LAYOUT_NWC && src->layout <= CSINN_LAYOUT_NDHWC) { nhwc_int8_to_float(dest, src, n, inner_size); + } else if (src->layout >= CSINN_LAYOUT_NC1C0 && src->layout <= CSINN_LAYOUT_NC1DHWC0) { + nc1hwc0_int8_to_float(dest, src, n, inner_size); } } } else if (dest->dtype == CSINN_DTYPE_INT8 && src->dtype == CSINN_DTYPE_FLOAT32) { @@ -1191,6 +1332,8 @@ int tensor_data_convert_activation(struct csinn_tensor *dest, struct csinn_tenso nchw_float_to_int8(dest, src, n, inner_size); } else if (src->layout >= CSINN_LAYOUT_NWC && src->layout <= CSINN_LAYOUT_NDHWC) { nhwc_float_to_int8(dest, src, n, inner_size); + } else { + return CSINN_FALSE; } } } else if (dest->dtype == CSINN_DTYPE_FLOAT32 && src->dtype == CSINN_DTYPE_INT16) { @@ -1199,6 +1342,8 @@ int tensor_data_convert_activation(struct csinn_tensor *dest, struct csinn_tenso nchw_int16_to_float(dest, src, n, inner_size); } else if (src->layout >= CSINN_LAYOUT_NWC && src->layout <= CSINN_LAYOUT_NDHWC) { nhwc_int16_to_float(dest, src, n, inner_size); + } else { + return CSINN_FALSE; } } } else if (dest->dtype == CSINN_DTYPE_INT16 && src->dtype == CSINN_DTYPE_FLOAT32) { @@ -1207,6 +1352,8 @@ int tensor_data_convert_activation(struct csinn_tensor *dest, struct csinn_tenso nchw_float_to_int16(dest, src, n, inner_size); } else if (src->layout >= CSINN_LAYOUT_NWC && src->layout <= CSINN_LAYOUT_NDHWC) { nhwc_float_to_int16(dest, src, n, inner_size); + } else { + return CSINN_FALSE; } } } else if (dest->dtype == CSINN_DTYPE_FLOAT32 && src->dtype == CSINN_DTYPE_INT32) { @@ -1215,6 +1362,18 @@ int tensor_data_convert_activation(struct csinn_tensor *dest, struct csinn_tenso nchw_int32_to_float(dest, src, n, inner_size); } else if (src->layout >= CSINN_LAYOUT_NWC && src->layout <= CSINN_LAYOUT_NDHWC) { nhwc_int32_to_float(dest, src, n, inner_size); + } else { + return CSINN_FALSE; + } + } + } else if (dest->dtype == CSINN_DTYPE_INT32 && src->dtype == CSINN_DTYPE_FLOAT32) { + for (int n = 0; n < src->dim[0]; n++) { + if (src->layout >= CSINN_LAYOUT_N && src->layout <= CSINN_LAYOUT_NCDHW) { + nchw_float_to_int32(dest, src, n, inner_size); + } else if (src->layout >= CSINN_LAYOUT_NWC && src->layout <= CSINN_LAYOUT_NDHWC) { + nhwc_float_to_int32(dest, src, n, inner_size); + } else { + return CSINN_FALSE; } } } else if (dest->dtype == CSINN_DTYPE_FLOAT16 && src->dtype == CSINN_DTYPE_FLOAT32) { @@ -1231,6 +1390,12 @@ int tensor_data_convert_activation(struct csinn_tensor *dest, struct csinn_tenso float_to_bool(dest, src); } else if (dest->dtype == CSINN_DTYPE_FLOAT32 && src->dtype == CSINN_DTYPE_INT64) { int64_to_float(dest, src); + } else if (dest->dtype == CSINN_DTYPE_FLOAT16 && src->dtype == CSINN_DTYPE_INT64) { + int64_to_float16(dest, src); + } else if (dest->dtype == CSINN_DTYPE_INT32 && src->dtype == CSINN_DTYPE_INT64) { + int32_to_int64(dest, src); + } else if (dest->dtype == CSINN_DTYPE_INT64 && src->dtype == CSINN_DTYPE_INT32) { + int64_to_int32(dest, src); } else if (dest->dtype == CSINN_DTYPE_INT64 && src->dtype == CSINN_DTYPE_FLOAT32) { float_to_int64(dest, src); } else if (dest->dtype == src->dtype) { @@ -1241,14 +1406,8 @@ int tensor_data_convert_activation(struct csinn_tensor *dest, struct csinn_tenso return CSINN_TRUE; } -/** - * @addtogroup TENSOR - * @{ - */ -int csinn_tensor_data_convert(struct csinn_tensor *dest, struct csinn_tensor *src) +static int csinn_tensor_dtype_convert(struct csinn_tensor *dest, struct csinn_tensor *src) { - if (src->layout != dest->layout) return CSINN_FALSE; - switch (src->layout) { case CSINN_LAYOUT_NULL: return CSINN_TRUE; @@ -1260,8 +1419,12 @@ int csinn_tensor_data_convert(struct csinn_tensor *dest, struct csinn_tensor *sr case CSINN_LAYOUT_NWC: case CSINN_LAYOUT_NCDHW: case CSINN_LAYOUT_NDHWC: + case CSINN_LAYOUT_NC1C0: + case CSINN_LAYOUT_NC1WC0: case CSINN_LAYOUT_NC1HWC0: - return tensor_data_convert_activation(dest, src); + case CSINN_LAYOUT_NC1DHWC0: + case CSINN_LAYOUT_NLCDHW: + return tensor_dtype_convert_activation(dest, src); case CSINN_LAYOUT_O: case CSINN_LAYOUT_OI: case CSINN_LAYOUT_OIW: @@ -1272,14 +1435,11 @@ int csinn_tensor_data_convert(struct csinn_tensor *dest, struct csinn_tensor *sr case CSINN_LAYOUT_ODHWI: case CSINN_LAYOUT_O1HW: case CSINN_LAYOUT_1HWO: - return tensor_data_convert_weight(dest, src); + return tensor_dtype_convert_weight(dest, src); default: return CSINN_FALSE; } } -/** - * @} - */ static int layout_1HWO_to_1HW32O32(struct csinn_tensor *dest, struct csinn_tensor *src) { @@ -1380,6 +1540,78 @@ static int layout_OHWI_to_O32HWI32(struct csinn_tensor *dest, struct csinn_tenso return CSINN_TRUE; } +static int layout_NC1HWC0_to_NCHW(struct csinn_tensor *dest, struct csinn_tensor *src) +{ + if (dest->dtype != CSINN_DTYPE_FLOAT32 && src->dtype != CSINN_DTYPE_FLOAT32) { + return CSINN_FALSE; + } + int batch = src->dim[0]; + int ch4 = src->dim[1]; + int ch = dest->dim[1]; + int elempack = src->dim[4]; + int inner = src->dim[2] * src->dim[3]; + float *src_addr = src->data; + float *dest_addr = dest->data; + for (int b = 0; b < batch; b++) { + for (int c = 0; c < ch4; c++) { + for (int f = 0; f < inner; f++) { + for (int p = 0; p < elempack; p++) { + int64_t src_idx = ((b * ch4 + c) * inner + f) * elempack + p; + int64_t dest_idx = (b * ch + c * elempack + p) * inner + f; + dest_addr[dest_idx] = src_addr[src_idx]; + } + } + } + } + return CSINN_TRUE; +} + +static int layout_NCHW_to_NC1HWC0(struct csinn_tensor *dest, struct csinn_tensor *src) +{ + if (dest->dtype != CSINN_DTYPE_FLOAT32 && src->dtype != CSINN_DTYPE_FLOAT32) { + return CSINN_FALSE; + } + int batch = src->dim[0]; + int ch = src->dim[1]; + int inner = src->dim[2] * src->dim[3]; + int elempack = dest->dim[4]; + float *src_addr = src->data; + float *dest_addr = dest->data; + for (int b = 0; b < batch; b++) { + for (int c = 0; c < ch; c++) { + for (int f = 0; f < inner; f++) { + int64_t src_idx = b * ch * inner + c * inner + f; + int64_t dest_idx = b * ch * inner + (c / elempack) * inner * elempack + + f * elempack + (c % elempack); + dest_addr[dest_idx] = src_addr[src_idx]; + } + } + } + return CSINN_TRUE; +} + +static int layout_NCHW_to_NHWC(struct csinn_tensor *dest, struct csinn_tensor *src) +{ + if (dest->dtype != CSINN_DTYPE_FLOAT32 && src->dtype != CSINN_DTYPE_FLOAT32) { + return CSINN_FALSE; + } + int batch = src->dim[0]; + int ch = src->dim[1]; + int inner = src->dim[2] * src->dim[3]; + float *src_addr = src->data; + float *dest_addr = dest->data; + for (int b = 0; b < batch; b++) { + for (int c = 0; c < ch; c++) { + for (int f = 0; f < inner; f++) { + int64_t src_idx = b * ch * inner + c * inner + f; + int64_t dest_idx = b * ch * inner + f * ch + c; + dest_addr[dest_idx] = src_addr[src_idx]; + } + } + } + return CSINN_TRUE; +} + /** * @addtogroup TENSOR * @{ @@ -1393,6 +1625,12 @@ int csinn_tensor_layout_convert(struct csinn_tensor *dest, struct csinn_tensor * ret = layout_OI_to_O32I32(dest, src); } else if (src->layout == CSINN_LAYOUT_OHWI && dest->layout == CSINN_LAYOUT_O32HWI32) { ret = layout_OHWI_to_O32HWI32(dest, src); + } else if (src->layout == CSINN_LAYOUT_NC1HWC0 && dest->layout == CSINN_LAYOUT_NCHW) { + ret = layout_NC1HWC0_to_NCHW(dest, src); + } else if (src->layout == CSINN_LAYOUT_NCHW && dest->layout == CSINN_LAYOUT_NC1HWC0) { + ret = layout_NCHW_to_NC1HWC0(dest, src); + } else if (src->layout == CSINN_LAYOUT_NCHW && dest->layout == CSINN_LAYOUT_NHWC) { + ret = layout_NCHW_to_NHWC(dest, src); } return ret; @@ -1401,6 +1639,278 @@ int csinn_tensor_layout_convert(struct csinn_tensor *dest, struct csinn_tensor * * @} */ +static void nc1xc0_int8_to_ndarray_fp32(struct csinn_tensor *dest, struct csinn_tensor *src) +{ + int batch = src->dim[0]; + int ch4 = src->dim[1]; + int ch = dest->dim[1]; + int elempack = src->dim[src->dim_count - 1]; + int inner = 1; + for (int i = 2; i < src->dim_count - 1; i++) { + inner *= src->dim[i]; + } + int8_t *src_addr = src->data; + float *dest_addr = dest->data; + for (int b = 0; b < batch; b++) { + for (int c = 0; c < ch4; c++) { + for (int f = 0; f < inner; f++) { + for (int p = 0; p < elempack; p++) { + int src_idx = ((b * ch4 + c) * inner + f) * elempack + p; + int dest_idx = (b * ch + c * elempack + p) * inner + f; + if (src->quant_channel > 1) { + dest_addr[dest_idx] = + int8_to_float_base(src_addr[src_idx], src, c * elempack + p); + } else { + dest_addr[dest_idx] = int8_to_float_base(src_addr[src_idx], src, 0); + } + } + } + } + } +} + +static void nc1xc0_fp16_to_ndarray_fp32(struct csinn_tensor *dest, struct csinn_tensor *src) +{ + int batch = src->dim[0]; + int ch4 = src->dim[1]; + int ch = dest->dim[1]; + int elempack = src->dim[src->dim_count - 1]; + int inner = 1; + for (int i = 2; i < src->dim_count - 1; i++) { + inner *= src->dim[i]; + } + int16_t *src_addr = src->data; + float *dest_addr = dest->data; + for (int b = 0; b < batch; b++) { + for (int c = 0; c < ch4; c++) { + for (int f = 0; f < inner; f++) { + for (int p = 0; p < elempack; p++) { + int src_idx = ((b * ch4 + c) * inner + f) * elempack + p; + int dest_idx = (b * ch + c * elempack + p) * inner + f; + dest_addr[dest_idx] = float16_to_float32_base(src_addr[src_idx]); + } + } + } + } +} + +static void ndarray_int8_to_nc1xc0_fp32(struct csinn_tensor *dest, struct csinn_tensor *src) +{ + int batch = src->dim[0]; + int ch = src->dim[1]; + int inner = 1; + int elempack = dest->dim[dest->dim_count - 1]; + for (int i = 2; i < src->dim_count; i++) { + inner *= src->dim[i]; + } + int8_t *src_addr = src->data; + float *dest_addr = dest->data; + for (int b = 0; b < batch; b++) { + for (int c = 0; c < ch; c++) { + for (int f = 0; f < inner; f++) { + int src_idx = b * ch * inner + c * inner + f; + int dest_idx = b * ch * inner + (c / elempack) * inner * elempack + f * elempack + + (c % elempack); + if (src->quant_channel > 1) { + dest_addr[dest_idx] = int8_to_float_base(src_addr[src_idx], src, c); + } else { + dest_addr[dest_idx] = int8_to_float_base(src_addr[src_idx], src, 0); + } + } + } + } +} + +static void ndarray_fp16_to_nc1xc0_fp32(struct csinn_tensor *dest, struct csinn_tensor *src) +{ + int batch = src->dim[0]; + int ch = src->dim[1]; + int inner = 1; + int elempack = dest->dim[dest->dim_count - 1]; + for (int i = 2; i < src->dim_count; i++) { + inner *= src->dim[i]; + } + int16_t *src_addr = src->data; + float *dest_addr = dest->data; + for (int b = 0; b < batch; b++) { + for (int c = 0; c < ch; c++) { + for (int f = 0; f < inner; f++) { + int src_idx = b * ch * inner + c * inner + f; + int dest_idx = b * ch * inner + (c / elempack) * inner * elempack + f * elempack + + (c % elempack); + dest_addr[dest_idx] = float16_to_float32_base(src_addr[src_idx]); + } + } + } +} + +static void ndarray_fp32_to_nc1xc0_int8(struct csinn_tensor *dest, struct csinn_tensor *src) +{ + int batch = src->dim[0]; + int ch = src->dim[1]; + int inner = 1; + int elempack = dest->dim[dest->dim_count - 1]; + for (int i = 2; i < src->dim_count; i++) { + inner *= src->dim[i]; + } + float *src_addr = src->data; + int8_t *dest_addr = dest->data; + for (int b = 0; b < batch; b++) { + for (int c = 0; c < ch; c++) { + for (int f = 0; f < inner; f++) { + int src_idx = b * ch * inner + c * inner + f; + int dest_idx = b * ch * inner + (c / elempack) * inner * elempack + f * elempack + + (c % elempack); + if (dest->quant_channel > 1) { + dest_addr[dest_idx] = float_to_int8_base(src_addr[src_idx], dest, c); + } else { + dest_addr[dest_idx] = float_to_int8_base(src_addr[src_idx], dest, 0); + } + } + } + } +} + +static void ndarray_fp32_to_nc1xc0_fp16(struct csinn_tensor *dest, struct csinn_tensor *src) +{ + int batch = src->dim[0]; + int ch = src->dim[1]; + int inner = 1; + int elempack = dest->dim[dest->dim_count - 1]; + for (int i = 2; i < src->dim_count; i++) { + inner *= src->dim[i]; + } + float *src_addr = src->data; + int16_t *dest_addr = dest->data; + for (int b = 0; b < batch; b++) { + for (int c = 0; c < ch; c++) { + for (int f = 0; f < inner; f++) { + int src_idx = b * ch * inner + c * inner + f; + int dest_idx = b * ch * inner + (c / elempack) * inner * elempack + f * elempack + + (c % elempack); + dest_addr[dest_idx] = float32_to_float16_base(src_addr[src_idx]); + } + } + } +} + +static void ncx_fp32_to_nxc_int8(struct csinn_tensor *dest, struct csinn_tensor *src) +{ + int batch = src->dim[0]; + int ch = src->dim[1]; + int inner = 1; + for (int i = 2; i < src->dim_count; i++) { + inner *= src->dim[i]; + } + float *src_addr = src->data; + int8_t *dest_addr = dest->data; + for (int b = 0; b < batch; b++) { + for (int c = 0; c < ch; c++) { + for (int f = 0; f < inner; f++) { + int64_t src_idx = b * ch * inner + c * inner + f; + int64_t dest_idx = b * ch * inner + f * ch + c; + if (dest->quant_channel > 1) { + dest_addr[dest_idx] = float_to_int8_base(src_addr[src_idx], dest, c); + } else { + dest_addr[dest_idx] = float_to_int8_base(src_addr[src_idx], dest, 0); + } + } + } + } +} + +static void ncx_fp32_to_nxc_fp16(struct csinn_tensor *dest, struct csinn_tensor *src) +{ + int batch = src->dim[0]; + int ch = src->dim[1]; + int inner = 1; + for (int i = 2; i < src->dim_count; i++) { + inner *= src->dim[i]; + } + float *src_addr = src->data; + int16_t *dest_addr = dest->data; + for (int b = 0; b < batch; b++) { + for (int c = 0; c < ch; c++) { + for (int f = 0; f < inner; f++) { + int64_t src_idx = b * ch * inner + c * inner + f; + int64_t dest_idx = b * ch * inner + f * ch + c; + dest_addr[dest_idx] = float32_to_float16_base(src_addr[src_idx]); + } + } + } +} + +/** + * @addtogroup TENSOR + * @{ + */ +int csinn_tensor_data_convert(struct csinn_tensor *dest, struct csinn_tensor *src) +{ + if (dest->layout == src->layout && dest->dtype == src->dtype) { + memcpy(dest->data, src->data, csinn_tensor_byte_size(src)); + return CSINN_TRUE; + } else if (dest->layout == src->layout && dest->dtype != src->dtype) { + return csinn_tensor_dtype_convert(dest, src); + } else if (dest->layout != src->layout && dest->dtype == src->dtype) { + return csinn_tensor_layout_convert(dest, src); + } else { + // (dest->layout != src->layout && dest->dtype != src->dtype) + if ((dest->layout == CSINN_LAYOUT_NC1DHWC0 && src->layout == CSINN_LAYOUT_NCDHW) || + (dest->layout == CSINN_LAYOUT_NC1HWC0 && src->layout == CSINN_LAYOUT_NCHW) || + (dest->layout == CSINN_LAYOUT_NC1WC0 && src->layout == CSINN_LAYOUT_NCW) || + (dest->layout == CSINN_LAYOUT_NC1C0 && src->layout == CSINN_LAYOUT_NC)) { + if (dest->dtype == CSINN_DTYPE_FLOAT32 && src->dtype == CSINN_DTYPE_INT8) { + ndarray_int8_to_nc1xc0_fp32(dest, src); + return CSINN_TRUE; + } else if (dest->dtype == CSINN_DTYPE_FLOAT32 && src->dtype == CSINN_DTYPE_FLOAT16) { + ndarray_fp16_to_nc1xc0_fp32(dest, src); + return CSINN_TRUE; + } else if (dest->dtype == CSINN_DTYPE_INT8 && src->dtype == CSINN_DTYPE_FLOAT32) { + ndarray_fp32_to_nc1xc0_int8(dest, src); + return CSINN_TRUE; + } else if (dest->dtype == CSINN_DTYPE_FLOAT16 && src->dtype == CSINN_DTYPE_FLOAT32) { + ndarray_fp32_to_nc1xc0_fp16(dest, src); + return CSINN_TRUE; + } else { + shl_debug_error("unsupport dtype tensor convert from nc1xc0 to ndarray\n"); + return CSINN_UNSUPPORT_DTYPE; + } + } else if ((dest->layout == CSINN_LAYOUT_NCDHW && src->layout == CSINN_LAYOUT_NC1DHWC0) || + (dest->layout == CSINN_LAYOUT_NCHW && src->layout == CSINN_LAYOUT_NC1HWC0) || + (dest->layout == CSINN_LAYOUT_NCW && src->layout == CSINN_LAYOUT_NC1WC0) || + (dest->layout == CSINN_LAYOUT_NC && src->layout == CSINN_LAYOUT_NC1C0)) { + if (dest->dtype == CSINN_DTYPE_FLOAT32 && src->dtype == CSINN_DTYPE_INT8) { + nc1xc0_int8_to_ndarray_fp32(dest, src); + return CSINN_TRUE; + } else if (dest->dtype == CSINN_DTYPE_FLOAT32 && src->dtype == CSINN_DTYPE_FLOAT16) { + nc1xc0_fp16_to_ndarray_fp32(dest, src); + return CSINN_TRUE; + } else { + shl_debug_error("unsupport dtype tensor convert from ndarray to nc1xc0\n"); + return CSINN_UNSUPPORT_DTYPE; + } + } else if ((dest->layout == CSINN_LAYOUT_NDHWC && src->layout == CSINN_LAYOUT_NCDHW) || + (dest->layout == CSINN_LAYOUT_NHWC && src->layout == CSINN_LAYOUT_NCHW) || + (dest->layout == CSINN_LAYOUT_NWC && src->layout == CSINN_LAYOUT_NCW)) { + if (dest->dtype == CSINN_DTYPE_FLOAT16 && src->dtype == CSINN_DTYPE_FLOAT32) { + ncx_fp32_to_nxc_fp16(dest, src); + return CSINN_TRUE; + } else if (dest->dtype == CSINN_DTYPE_INT8 && src->dtype == CSINN_DTYPE_FLOAT32) { + ncx_fp32_to_nxc_int8(dest, src); + return CSINN_TRUE; + } else { + shl_debug_error("unsupport dtype tensor convert from ncx to nxc\n"); + return CSINN_UNSUPPORT_DTYPE; + } + } + shl_debug_error("unsupport tensor convert\n"); + return CSINN_FALSE; + } +} +/** + * @} + */ + enum csinn_rmode_enum shl_get_run_mode(struct csinn_params_base *base) { if (base->sess == NULL) { @@ -1438,7 +1948,8 @@ void *shl_get_init_cb(struct csinn_params_base *base) { struct csinn_callback *cb = base->cb; if (base->sess && ((base->sess->base_run_mode == CSINN_RM_CPU_GRAPH) || - (base->sess->base_run_mode == CSINN_RM_NPU_GRAPH))) { + (base->sess->base_run_mode == CSINN_RM_NPU_GRAPH) || + (base->sess->base_run_mode == CSINN_RM_CPU_BASE_HYBRID))) { return NULL; } if (cb->init) { diff --git a/source/nn2/where.c b/source/nn2/where.c index 2710e6b0..50e3c4ca 100644 --- a/source/nn2/where.c +++ b/source/nn2/where.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/where_softmax.c b/source/nn2/where_softmax.c index 9ba7e118..d235e1bc 100644 --- a/source/nn2/where_softmax.c +++ b/source/nn2/where_softmax.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/xor.c b/source/nn2/xor.c index 08104e39..c4ae1d5f 100644 --- a/source/nn2/xor.c +++ b/source/nn2/xor.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/nn2/yuv_rgb_scale.c b/source/nn2/yuv_rgb_scale.c index 6bc11fa0..78b68cd9 100644 --- a/source/nn2/yuv_rgb_scale.c +++ b/source/nn2/yuv_rgb_scale.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_utils.h" diff --git a/source/reference/CMakeLists.txt b/source/reference/CMakeLists.txt index 158cdc75..d42ba9a0 100644 --- a/source/reference/CMakeLists.txt +++ b/source/reference/CMakeLists.txt @@ -627,3 +627,7 @@ endif() if(CONFIG_C_REFERENCE_WHERE_SOFTMAX) list(APPEND REF_SRCS source/reference/where_softmax.c) endif() + +if(CONFIG_C_REFERENCE_INSTANCE_NORM) + list(APPEND REF_SRCS source/reference/instance_norm.c) +endif() diff --git a/source/reference/abs.c b/source/reference/abs.c index 5a4bd1e2..19f4f3e9 100644 --- a/source/reference/abs.c +++ b/source/reference/abs.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_abs_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/acos.c b/source/reference/acos.c index 5b25f4cb..202fb973 100644 --- a/source/reference/acos.c +++ b/source/reference/acos.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_acos_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/acosh.c b/source/reference/acosh.c index 6cb4a795..c5efdb73 100644 --- a/source/reference/acosh.c +++ b/source/reference/acosh.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_acosh_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/add.c b/source/reference/add.c index 020185b1..0cbaac9f 100644 --- a/source/reference/add.c +++ b/source/reference/add.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" static void element_add_f32(float *src0, float *src1, float *dest, int input_idx, int output_idx) diff --git a/source/reference/and.c b/source/reference/and.c index cc162421..87e7c2b4 100644 --- a/source/reference/and.c +++ b/source/reference/and.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_and_u32(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/reference/arange.c b/source/reference/arange.c index 9aa7e6ae..23a5899f 100644 --- a/source/reference/arange.c +++ b/source/reference/arange.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_arange_f32(struct csinn_tensor *output, struct csinn_arange_params *params) diff --git a/source/reference/argmax.c b/source/reference/argmax.c index f0ced19e..456a1cdb 100644 --- a/source/reference/argmax.c +++ b/source/reference/argmax.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" struct ArgPos { diff --git a/source/reference/argmin.c b/source/reference/argmin.c index 32d77641..e4c5dcc0 100644 --- a/source/reference/argmin.c +++ b/source/reference/argmin.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" struct ArgPos { diff --git a/source/reference/asin.c b/source/reference/asin.c index 21b577a7..ef84571d 100644 --- a/source/reference/asin.c +++ b/source/reference/asin.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_asin_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/asinh.c b/source/reference/asinh.c index 7c879ac9..eceb21c6 100644 --- a/source/reference/asinh.c +++ b/source/reference/asinh.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_asinh_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/atan.c b/source/reference/atan.c index 1dade61a..4bded0ef 100644 --- a/source/reference/atan.c +++ b/source/reference/atan.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_atan_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/atanh.c b/source/reference/atanh.c index d44bbd15..ddf23c61 100644 --- a/source/reference/atanh.c +++ b/source/reference/atanh.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_atanh_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/averagepool.c b/source/reference/averagepool.c index 39c4ae9c..3069540f 100644 --- a/source/reference/averagepool.c +++ b/source/reference/averagepool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_avgpool2d_nhwc_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/averagepool3d.c b/source/reference/averagepool3d.c index 8aacd765..226432c0 100644 --- a/source/reference/averagepool3d.c +++ b/source/reference/averagepool3d.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_avgpool3d_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/batch_normalization.c b/source/reference/batch_normalization.c index 39ac59c5..9d36c924 100644 --- a/source/reference/batch_normalization.c +++ b/source/reference/batch_normalization.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" /* https://github.com/tensorflow/tensorflow/blob/v2.3.0/tensorflow/python/ops/nn_impl.py#L1474-L1542 diff --git a/source/reference/batch_to_space.c b/source/reference/batch_to_space.c index 5197cb6a..941f5b2d 100644 --- a/source/reference/batch_to_space.c +++ b/source/reference/batch_to_space.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" // the input->data is a 4-D Tensor with shape [batch, depth, height, width]. diff --git a/source/reference/broadcast_to.c b/source/reference/broadcast_to.c index 1a493fd9..87ac9071 100644 --- a/source/reference/broadcast_to.c +++ b/source/reference/broadcast_to.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_broadcast_to_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/cache_conv1d.c b/source/reference/cache_conv1d.c index 2f5f4d1c..e4525e1b 100644 --- a/source/reference/cache_conv1d.c +++ b/source/reference/cache_conv1d.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_cache_conv1d_init(struct csinn_tensor *input, struct csinn_tensor *output, @@ -29,12 +27,7 @@ int shl_ref_cache_conv1d_init(struct csinn_tensor *input, struct csinn_tensor *o asr_buffer_init(¶ms->asr_buffer, 2 * data_size, data_size); struct csinn_callback *cb = params->base.cb; - if (input->dtype == CSINN_DTYPE_FLOAT32) { - cb->exec = shl_ref_cache_conv1d_f32; - } else { - cb->exec = shl_ref_cache_conv1d_quant; - } - + cb->exec = shl_ref_cache_conv1d_quant; return CSINN_TRUE; } diff --git a/source/reference/cache_matmul.c b/source/reference/cache_matmul.c index e5b0ed12..e31e0fb5 100644 --- a/source/reference/cache_matmul.c +++ b/source/reference/cache_matmul.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" // asr data buffer @@ -103,16 +101,8 @@ int shl_ref_cache_matmul_init(struct csinn_tensor *input, struct csinn_tensor *o params->shape[0] * params->shape[1] * params->shape[2] * params->shape[3] * sizeof(float); asr_buffer_init(¶ms->asr_buffer, 2 * data_size, data_size); - int accum_depth = weight->dim[0]; - int output_depth = weight->dim[1]; - struct csinn_callback *cb = params->base.cb; - if (input->dtype == CSINN_DTYPE_FLOAT32) { - cb->exec = shl_ref_cache_matmul_f32; - } else { - cb->exec = shl_ref_cache_matmul_quant; - } - + cb->exec = shl_ref_cache_matmul_quant; return CSINN_TRUE; } diff --git a/source/reference/cast.c b/source/reference/cast.c index e9d2b42e..ce9463af 100644 --- a/source/reference/cast.c +++ b/source/reference/cast.c @@ -16,10 +16,39 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" +int shl_bytes_for_dtype(enum csinn_dtype_enum dtype) +{ + switch (dtype) { + case CSINN_DTYPE_BOOL: + case CSINN_DTYPE_INT8: + case CSINN_DTYPE_UINT8: + return 1; + break; + case CSINN_DTYPE_INT16: + case CSINN_DTYPE_UINT16: + case CSINN_DTYPE_FLOAT16: + case CSINN_DTYPE_BFLOAT16: + return 2; + break; + case CSINN_DTYPE_INT32: + case CSINN_DTYPE_UINT32: + case CSINN_DTYPE_FLOAT32: + return 4; + break; + case CSINN_DTYPE_INT64: + case CSINN_DTYPE_FLOAT64: + return 8; + break; + + default: + shl_debug_info("%s: Cannot find bits for dtype\n", __func__); + return CSINN_FALSE; + break; + } +} + int shl_ref_cast_f32(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_cast_params *params) { @@ -35,12 +64,54 @@ int shl_ref_cast_f32(struct csinn_tensor *input, struct csinn_tensor *output, for (int i = 0; i < size; i++) { output_data[i] = (int8_t)(input_data[i]); } + } else if (params->dtype == CSINN_DTYPE_INT32) { + int32_t *output_data = (int32_t *)output->data; + for (int i = 0; i < size; i++) { + output_data[i] = (int32_t)(input_data[i]); + } + } else if (params->dtype == CSINN_DTYPE_FLOAT32) { + memcpy(output->data, input_data, sizeof(float) * size); } else { shl_debug_error("Unsupport destination type of float input\n"); } return CSINN_TRUE; } +int shl_ref_cast_quant(struct csinn_tensor *input, struct csinn_tensor *output, + struct csinn_cast_params *params) +{ + int ret; + struct csinn_tensor *finput = shl_ref_tensor_transform_f32(input); + struct csinn_tensor *c_output = csinn_alloc_tensor(NULL); + csinn_tensor_copy(c_output, output); + if (c_output->qinfo != NULL) { + shl_mem_free(c_output->qinfo); + c_output->qinfo = NULL; + } + c_output->quant_channel = 0; + c_output->dtype = params->dtype; + int input_size = csinn_tensor_size(input); + if (input_size == 0) { + return CSINN_TRUE; + } + c_output->data = shl_mem_alloc(input_size * shl_bytes_for_dtype(params->dtype)); + + ret = shl_ref_cast_f32(finput, c_output, params); + if (params->dtype == CSINN_DTYPE_FLOAT32) { + csinn_tensor_data_convert(output, c_output); + } else { + if (output->dtype != params->dtype) { + shl_debug_error("%s: output's dtype and params's dtype are not equal.\n", __func__); + ret = CSINN_FALSE; + } else { + memcpy(output->data, c_output->data, input_size * shl_bytes_for_dtype(params->dtype)); + } + } + shl_ref_tensor_transform_free_f32(finput); + shl_ref_tensor_transform_free_f32(c_output); + return ret; +} + int shl_ref_cast_bool(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_cast_params *params) { diff --git a/source/reference/ceil.c b/source/reference/ceil.c index 41e75d68..8ca57c3e 100644 --- a/source/reference/ceil.c +++ b/source/reference/ceil.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_ceil_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/clip.c b/source/reference/clip.c index b05645d5..4a59873f 100644 --- a/source/reference/clip.c +++ b/source/reference/clip.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_clip_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/col2im.c b/source/reference/col2im.c index f88a144f..00858a95 100644 --- a/source/reference/col2im.c +++ b/source/reference/col2im.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_col2im_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/concat.c b/source/reference/concat.c index 18e76902..24a50b17 100644 --- a/source/reference/concat.c +++ b/source/reference/concat.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_concat_f32(struct csinn_tensor **input, struct csinn_tensor *output, diff --git a/source/reference/conv_avx.h b/source/reference/conv_avx.h index e2dc4c7a..cfa42944 100644 --- a/source/reference/conv_avx.h +++ b/source/reference/conv_avx.h @@ -161,7 +161,8 @@ static void conv_im2col_sgemm_avx(struct csinn_tensor* input, struct csinn_tenso // bottom_im2col memory packed 8 x 8 struct csinn_tensor* bottom_tm = csinn_alloc_tensor(NULL); csinn_tensor_copy(bottom_tm, input); - bottom_tm->data = shl_mem_alloc(8 * kernel_size * inch * (out_size / 8 + out_size % 8) * 4); + bottom_tm->data = + shl_mem_alloc(8 * kernel_size * inch * (out_size / 8 + out_size % 8) * sizeof(float)); bottom_tm->dim[0] = 0; bottom_tm->dim[1] = out_size / 8 + out_size % 8; bottom_tm->dim[2] = inch; diff --git a/source/reference/convolution.c b/source/reference/convolution.c index d155d349..7b16a728 100644 --- a/source/reference/convolution.c +++ b/source/reference/convolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" #ifdef SHL_AVX_OPT #include "conv_avx.h" @@ -101,8 +99,8 @@ static int shl_ref_conv2d_nchw_f32(struct csinn_tensor *input, struct csinn_tens int32_t pad_a[4] = {0, 0, params->pad_down, params->pad_right}; t_input->dim[2] = input->dim[2] + params->pad_top + params->pad_down; t_input->dim[3] = input->dim[3] + params->pad_left + params->pad_right; - t_input->data = - shl_mem_alloc(t_input->dim[0] * t_input->dim[1] * t_input->dim[2] * t_input->dim[3] * 4); + t_input->data = shl_mem_alloc(t_input->dim[0] * t_input->dim[1] * t_input->dim[2] * + t_input->dim[3] * sizeof(float)); struct csinn_pad_params pparams; pparams.base.layout = CSINN_LAYOUT_NCHW; pparams.base.api = CSINN_REF; @@ -324,10 +322,13 @@ static int shl_ref_group_conv2d_nchw_f32(struct csinn_tensor *o_input, csinn_tensor_copy(kernel, o_kernel); csinn_tensor_copy(bias, o_bias); + input->dim[0] = 1; + output->dim[0] = 1; input->dim[1] /= params->group; output->dim[1] /= params->group; kernel->dim[0] /= params->group; + int batch = o_input->dim[0]; int input_size = csinn_tensor_size(input); int output_size = csinn_tensor_size(output); int kernel_size = csinn_tensor_size(kernel); @@ -336,14 +337,18 @@ static int shl_ref_group_conv2d_nchw_f32(struct csinn_tensor *o_input, float *output_data = o_output->data; float *kernel_data = o_kernel->data; float *bias_data = o_bias->data; - for (int i = 0; i < params->group; i++) { - input->data = input_data + i * input_size; - output->data = output_data + i * output_size; - kernel->data = kernel_data + i * kernel_size; - if (bias->data && bias->dim_count != 0) { - bias->data = bias_data + i * o_output->dim[1] / params->group; + for (int j = 0; j < batch; j++) { + input_data = o_input->data + sizeof(float) * j * params->group * input_size; + output_data = o_output->data + sizeof(float) * j * params->group * output_size; + for (int i = 0; i < params->group; i++) { + input->data = input_data + i * input_size; + output->data = output_data + i * output_size; + kernel->data = kernel_data + i * kernel_size; + if (bias->data && bias->dim_count != 0) { + bias->data = bias_data + i * o_output->dim[1] / params->group; + } + shl_ref_conv2d_nchw_f32(input, output, kernel, bias, params); } - shl_ref_conv2d_nchw_f32(input, output, kernel, bias, params); } return CSINN_TRUE; } diff --git a/source/reference/convolution1d.c b/source/reference/convolution1d.c index 112ef298..8efed882 100644 --- a/source/reference/convolution1d.c +++ b/source/reference/convolution1d.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" /* TODO: direct conv1d calculation */ diff --git a/source/reference/convolution3d.c b/source/reference/convolution3d.c index 2ad08153..06186e7d 100644 --- a/source/reference/convolution3d.c +++ b/source/reference/convolution3d.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_conv3d_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/convolution_channel.c b/source/reference/convolution_channel.c index c5baa0b6..4f7ce69e 100644 --- a/source/reference/convolution_channel.c +++ b/source/reference/convolution_channel.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" static float shl_ref_uint8_to_float_channel(uint8_t i, float scale, int32_t zero_point) diff --git a/source/reference/convolution_relu.c b/source/reference/convolution_relu.c index 0a4c4312..22520465 100644 --- a/source/reference/convolution_relu.c +++ b/source/reference/convolution_relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_conv2d_relu_f32(struct csinn_tensor *input, struct csinn_tensor *output, @@ -40,8 +38,9 @@ int shl_ref_conv2d_relu_quant(struct csinn_tensor *input, struct csinn_tensor *o shl_ref_conv2d_quant(input, output, kernel, bias, params); struct csinn_relu_params *rp = shl_mem_alloc(sizeof(struct csinn_relu_params)); memcpy(&(rp->base), &(params->base), sizeof(struct csinn_params_base)); - csinn_relu_init(output, output, rp); - csinn_relu(output, output, rp); + // csinn_relu_init(output, output, rp); + // csinn_relu(output, output, rp); + shl_ref_relu_quant(output, output, rp); return CSINN_TRUE; } @@ -65,8 +64,9 @@ int shl_ref_depthwise_conv2d_relu_quant(struct csinn_tensor *input, struct csinn shl_ref_depthwise_conv2d_quant(input, output, kernel, bias, params); struct csinn_relu_params *rp = shl_mem_alloc(sizeof(struct csinn_relu_params)); memcpy(&(rp->base), &(params->base), sizeof(struct csinn_params_base)); - csinn_relu_init(output, output, rp); - csinn_relu(output, output, rp); + // csinn_relu_init(output, output, rp); + // csinn_relu(output, output, rp); + shl_ref_relu_quant(output, output, rp); return CSINN_TRUE; } @@ -77,8 +77,9 @@ int shl_ref_group_conv2d_relu_quant(struct csinn_tensor *input, struct csinn_ten shl_ref_group_conv2d_quant(input, output, kernel, bias, params); struct csinn_relu_params *rp = shl_mem_alloc(sizeof(struct csinn_relu_params)); memcpy(&(rp->base), &(params->base), sizeof(struct csinn_params_base)); - csinn_relu_init(output, output, rp); - csinn_relu(output, output, rp); + // csinn_relu_init(output, output, rp); + // csinn_relu(output, output, rp); + shl_ref_relu_quant(output, output, rp); return CSINN_TRUE; } diff --git a/source/reference/convolution_relu6.c b/source/reference/convolution_relu6.c index 0576ffc2..35b26bfc 100644 --- a/source/reference/convolution_relu6.c +++ b/source/reference/convolution_relu6.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_conv2d_relu6_quant(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/cos.c b/source/reference/cos.c index b11a89e5..34a1e542 100644 --- a/source/reference/cos.c +++ b/source/reference/cos.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_cos_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/cosh.c b/source/reference/cosh.c index 085b22a5..effaacd3 100644 --- a/source/reference/cosh.c +++ b/source/reference/cosh.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_cosh_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/cumprod.c b/source/reference/cumprod.c index f031747c..dcfaea65 100644 --- a/source/reference/cumprod.c +++ b/source/reference/cumprod.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_cumprod_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/cumsum.c b/source/reference/cumsum.c index 50dedbe5..8cc79ffd 100644 --- a/source/reference/cumsum.c +++ b/source/reference/cumsum.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_cumsum_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/data_convert.c b/source/reference/data_convert.c index 5251e685..106a1e1b 100644 --- a/source/reference/data_convert.c +++ b/source/reference/data_convert.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_data_convert_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/deconvolution.c b/source/reference/deconvolution.c index 69f4af3c..98a33461 100644 --- a/source/reference/deconvolution.c +++ b/source/reference/deconvolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" static int shl_ref_deconv2d_nhwc_f32(struct csinn_tensor *input, struct csinn_tensor *output, @@ -63,9 +61,9 @@ static int shl_ref_deconv2d_nhwc_f32(struct csinn_tensor *input, struct csinn_te input->dim, batch, in_y, in_x, in_channel)]; float filter_value = filter_data[shl_ref_get_index( kernel->dim, out_channel, filter_y, filter_x, in_channel)]; - output_data[shl_ref_get_index(output->dim, batch, out_y, out_x, - out_channel)] += - input_value * filter_value; + int out_index = shl_ref_get_index(output->dim, batch, out_y, + out_x, out_channel); + output_data[out_index] += input_value * filter_value; } } } @@ -176,6 +174,119 @@ int shl_ref_depthwise_deconv2d_nhwc_f32(struct csinn_tensor *input, struct csinn return CSINN_TRUE; } +int shl_ref_group_deconv2d_nchw_f32(struct csinn_tensor *o_input, struct csinn_tensor *o_output, + struct csinn_tensor *o_kernel, struct csinn_tensor *o_bias, + struct csinn_conv2d_params *params) +{ + int groups = params->group; + int s_channel = o_input->dim[1] / groups; + if (o_input->dim[1] % groups != 0) { + return CSINN_FALSE; + } + + struct csinn_tensor *s_input = csinn_alloc_tensor(NULL); + struct csinn_tensor *s_output = csinn_alloc_tensor(NULL); + struct csinn_tensor *s_kernel = csinn_alloc_tensor(NULL); + struct csinn_tensor *s_bias = csinn_alloc_tensor(NULL); + + csinn_tensor_copy(s_input, o_input); + csinn_tensor_copy(s_output, o_output); + csinn_tensor_copy(s_kernel, o_kernel); + csinn_tensor_copy(s_bias, o_bias); + + s_input->dim[0] = 1; + s_output->dim[0] = 1; + s_input->dim[1] = s_channel; + s_output->dim[1] /= groups; + s_kernel->dim[0] = s_channel; + + int batch = o_input->dim[0]; + int input_size = csinn_tensor_size(s_input); + int output_size = csinn_tensor_size(s_output); + int kernel_size = csinn_tensor_size(s_kernel); + + float *input_data = o_input->data; + float *output_data = o_output->data; + float *kernel_data = o_kernel->data; + float *bias_data = o_bias->data; + + for (int j = 0; j < batch; j++) { + input_data = o_input->data + sizeof(float) * j * params->group * input_size; + output_data = o_output->data + sizeof(float) * j * params->group * output_size; + for (int i = 0; i < params->group; i++) { + s_input->data = input_data + i * input_size; + s_output->data = output_data + i * output_size; + s_kernel->data = kernel_data + i * kernel_size; + if (s_bias->data && s_bias->dim_count != 0) { + s_bias->data = bias_data + i * o_output->dim[1] / params->group; + } + struct csinn_tensor *input = shl_ref_nchw_to_nhwc_f32(s_input); + struct csinn_tensor *output = shl_ref_nchw_to_nhwc_f32(s_output); + int32_t permute[4] = {1, 2, 3, 0}; + struct csinn_tensor *kernel = shl_ref_deconv_kernel_nchw_to_nhwc_f32(s_kernel, permute); + struct csinn_tensor *bias = s_bias; + shl_ref_deconv2d_nhwc_f32(input, output, kernel, bias, params); + + shl_ref_nhwc_to_nchw_f32(s_output, output); + } + } + + return CSINN_TRUE; +} + +int shl_ref_group_deconv2d_nhwc_f32(struct csinn_tensor *o_input, struct csinn_tensor *o_output, + struct csinn_tensor *o_kernel, struct csinn_tensor *o_bias, + struct csinn_conv2d_params *params) +{ + int groups = params->group; + int s_channel = o_input->dim[1] / groups; + if (o_input->dim[1] % groups != 0) { + return CSINN_FALSE; + } + + struct csinn_tensor *s_input = csinn_alloc_tensor(NULL); + struct csinn_tensor *s_output = csinn_alloc_tensor(NULL); + struct csinn_tensor *s_kernel = csinn_alloc_tensor(NULL); + struct csinn_tensor *s_bias = csinn_alloc_tensor(NULL); + + csinn_tensor_copy(s_input, o_input); + csinn_tensor_copy(s_output, o_output); + csinn_tensor_copy(s_kernel, o_kernel); + csinn_tensor_copy(s_bias, o_bias); + + s_input->dim[0] = 1; + s_output->dim[0] = 1; + s_input->dim[1] = s_channel; + s_output->dim[1] /= groups; + s_kernel->dim[0] = s_channel; + + int batch = o_input->dim[0]; + int input_size = csinn_tensor_size(s_input); + int output_size = csinn_tensor_size(s_output); + int kernel_size = csinn_tensor_size(s_kernel); + + float *input_data = o_input->data; + float *output_data = o_output->data; + float *kernel_data = o_kernel->data; + float *bias_data = o_bias->data; + + for (int j = 0; j < batch; j++) { + input_data = o_input->data + sizeof(float) * j * params->group * input_size; + output_data = o_output->data + sizeof(float) * j * params->group * output_size; + for (int i = 0; i < params->group; i++) { + s_input->data = input_data + i * input_size; + s_output->data = output_data + i * output_size; + s_kernel->data = kernel_data + i * kernel_size; + if (s_bias->data && s_bias->dim_count != 0) { + s_bias->data = bias_data + i * o_output->dim[1] / params->group; + } + shl_ref_deconv2d_nhwc_f32(s_input, s_output, s_kernel, s_bias, params); + } + } + + return CSINN_TRUE; +} + int shl_ref_depthwise_deconv2d_nchw_f32(struct csinn_tensor *o_input, struct csinn_tensor *o_output, struct csinn_tensor *o_kernel, struct csinn_tensor *o_bias, struct csinn_conv2d_params *params) @@ -206,6 +317,20 @@ int shl_ref_depthwise_deconv2d_f32(struct csinn_tensor *input, struct csinn_tens return CSINN_TRUE; } +int shl_ref_group_deconv2d_f32(struct csinn_tensor *input, struct csinn_tensor *output, + struct csinn_tensor *kernel, struct csinn_tensor *bias, + struct csinn_conv2d_params *params) +{ + if (params->base.layout == CSINN_LAYOUT_NCHW) { + shl_ref_group_deconv2d_nchw_f32(input, output, kernel, bias, params); + } else if (params->base.layout == CSINN_LAYOUT_NHWC) { + shl_ref_group_deconv2d_nhwc_f32(input, output, kernel, bias, params); + } else { + return CSINN_UNSUPPORT_LAYOUT; + } + return CSINN_TRUE; +} + int shl_ref_depthwise_deconv2d_quant(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) @@ -214,6 +339,14 @@ int shl_ref_depthwise_deconv2d_quant(struct csinn_tensor *input, struct csinn_te shl_ref_depthwise_deconv2d_f32); } +int shl_ref_group_deconv2d_quant(struct csinn_tensor *input, struct csinn_tensor *output, + struct csinn_tensor *kernel, struct csinn_tensor *bias, + struct csinn_conv2d_params *params) +{ + return shl_ref_conv_callback_base(input, output, kernel, bias, params, + shl_ref_group_deconv2d_f32); +} + int shl_ref_deconv2d_f32(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) diff --git a/source/reference/deconvolution3d.c b/source/reference/deconvolution3d.c index ef9b307f..3f107611 100644 --- a/source/reference/deconvolution3d.c +++ b/source/reference/deconvolution3d.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" // input: NCDHW diff --git a/source/reference/depth_to_space.c b/source/reference/depth_to_space.c index 5c3782d7..9b6fbfaa 100644 --- a/source/reference/depth_to_space.c +++ b/source/reference/depth_to_space.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" // the input->data is a 4-D Tensor with shape [batch, depth, height, width]. diff --git a/source/reference/div.c b/source/reference/div.c index 5c782933..27d35691 100644 --- a/source/reference/div.c +++ b/source/reference/div.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" static void element_div_f32(float *src0, float *src1, float *dest, int input_idx, int output_idx) diff --git a/source/reference/elu.c b/source/reference/elu.c index f6146206..c947309a 100644 --- a/source/reference/elu.c +++ b/source/reference/elu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" static float elu(float x) { return x < 0.0 ? exp(x) - 1 : x; } diff --git a/source/reference/equal.c b/source/reference/equal.c index 2c9b3d31..477718c1 100644 --- a/source/reference/equal.c +++ b/source/reference/equal.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_equal_f32(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/reference/erf.c b/source/reference/erf.c index 818e12df..d954a0f5 100644 --- a/source/reference/erf.c +++ b/source/reference/erf.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_erf_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/exp.c b/source/reference/exp.c index 50df2d39..3534edf3 100644 --- a/source/reference/exp.c +++ b/source/reference/exp.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_exp_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/expand_dims.c b/source/reference/expand_dims.c index dd71f0bd..9022518b 100644 --- a/source/reference/expand_dims.c +++ b/source/reference/expand_dims.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_expand_dims_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/expm1.c b/source/reference/expm1.c index 871d81d2..0d62e1fb 100644 --- a/source/reference/expm1.c +++ b/source/reference/expm1.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_expm1_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/flatten.c b/source/reference/flatten.c index f5ad336e..962504a1 100644 --- a/source/reference/flatten.c +++ b/source/reference/flatten.c @@ -16,22 +16,20 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_flatten_init(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_reshape_params *params) { struct csinn_callback *cb = params->base.cb; - if (input->quant_channel == output->quant_channel) { - int quant_size = input->quant_channel * sizeof(struct csinn_quant_info); - int t = memcmp(input->qinfo, output->qinfo, quant_size); - if (t == 0) { - cb->exec = shl_ref_flatten; - return CSINN_TRUE; - } - } + // if (input->quant_channel == output->quant_channel) { + // int quant_size = input->quant_channel * sizeof(struct csinn_quant_info); + // int t = memcmp(input->qinfo, output->qinfo, quant_size); + // if (t == 0) { + // cb->exec = shl_ref_flatten; + // return CSINN_TRUE; + // } + // } cb->exec = shl_ref_flatten_quant; return CSINN_TRUE; } diff --git a/source/reference/floor.c b/source/reference/floor.c index 3c94a602..cdf511cb 100644 --- a/source/reference/floor.c +++ b/source/reference/floor.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_floor_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/floor_divide.c b/source/reference/floor_divide.c index 660be95c..584957b2 100644 --- a/source/reference/floor_divide.c +++ b/source/reference/floor_divide.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_floor_divide_f32(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/reference/floor_mod.c b/source/reference/floor_mod.c index 7f6167ed..e6925055 100644 --- a/source/reference/floor_mod.c +++ b/source/reference/floor_mod.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_floor_mod_f32(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/reference/fsmn.c b/source/reference/fsmn.c index a9217ca6..858ea2ce 100644 --- a/source/reference/fsmn.c +++ b/source/reference/fsmn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" static float fsmn(float x) { return x > 0 ? x : 0; } diff --git a/source/reference/fullyconnected.c b/source/reference/fullyconnected.c index 4c52b729..047c4b98 100644 --- a/source/reference/fullyconnected.c +++ b/source/reference/fullyconnected.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_fullyconnected_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/gather.c b/source/reference/gather.c index a424476a..e66ca0ab 100644 --- a/source/reference/gather.c +++ b/source/reference/gather.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_gather_f32(struct csinn_tensor *input, struct csinn_tensor *indices, @@ -170,10 +168,12 @@ int shl_ref_gather_quant(struct csinn_tensor *input, struct csinn_tensor *indice } struct csinn_tensor *finput = shl_ref_tensor_transform_f32(input); + struct csinn_tensor *int64_indices = shl_ref_tensor_transform_int64(indices); struct csinn_tensor *foutput = shl_ref_tensor_transform_f32(output); - ret = shl_ref_gather_f32(finput, indices, foutput, params); + ret = shl_ref_gather_f32(finput, int64_indices, foutput, params); csinn_tensor_data_convert(output, foutput); shl_ref_tensor_transform_free_f32(finput); + shl_ref_tensor_transform_free_f32(int64_indices); shl_ref_tensor_transform_free_f32(foutput); return ret; } diff --git a/source/reference/gather_nd.c b/source/reference/gather_nd.c index 05052610..4c30c35d 100644 --- a/source/reference/gather_nd.c +++ b/source/reference/gather_nd.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" static int Multiplication(int32_t *input, int s, int e) diff --git a/source/reference/global_averagepool.c b/source/reference/global_averagepool.c index 84f5c365..4fcb3c0b 100644 --- a/source/reference/global_averagepool.c +++ b/source/reference/global_averagepool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_global_avgpool2d_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/global_maxpool.c b/source/reference/global_maxpool.c index b5116d75..41df8c53 100644 --- a/source/reference/global_maxpool.c +++ b/source/reference/global_maxpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_global_maxpool2d_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/greater.c b/source/reference/greater.c index 067a7652..c006c92f 100644 --- a/source/reference/greater.c +++ b/source/reference/greater.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_greater_f32(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/reference/greater_equal.c b/source/reference/greater_equal.c index 048698b4..8f32b524 100644 --- a/source/reference/greater_equal.c +++ b/source/reference/greater_equal.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_greater_equal_f32(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/reference/hard_sigmoid.c b/source/reference/hard_sigmoid.c index 429ed161..b690e38d 100644 --- a/source/reference/hard_sigmoid.c +++ b/source/reference/hard_sigmoid.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_hard_sigmoid_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/im2col.c b/source/reference/im2col.c index 9d2f7df5..6d7ea32f 100644 --- a/source/reference/im2col.c +++ b/source/reference/im2col.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" // input_data layout:NCHW diff --git a/source/reference/instance_norm.c b/source/reference/instance_norm.c new file mode 100644 index 00000000..342acffa --- /dev/null +++ b/source/reference/instance_norm.c @@ -0,0 +1,113 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#include "shl_ref.h" + +int shl_ref_instance_norm_f32(struct csinn_tensor *input, struct csinn_tensor *scales, + struct csinn_tensor *bias, struct csinn_tensor *output, + struct csinn_instance_norm_params *params) +{ + float sum, mean, var; + int N = input->dim[0]; + int C = input->dim[1]; + int H = input->dim[2]; + int W = input->dim[3]; + + float *input_data = input->data; + float *scale_data = scales->data; + float *bias_data = bias->data; + float *output_data = output->data; + + for (int i = 0; i < N; i++) { + for (int c = 0; c < C; c++) { + // mean + sum = 0.0f; + for (int h = 0; h < H; h++) { + for (int w = 0; w < W; w++) { + sum += input_data[(i * C * H * W) + (c * H * W) + (h * W) + w]; + } + } + mean = sum / (H * W); + + // var + sum = 0.0f; + for (int h = 0; h < H; h++) { + for (int w = 0; w < W; w++) { + sum += powf(input_data[(i * C * H * W) + (c * H * W) + (h * W) + w] - mean, 2); + } + } + var = sum / (H * W); + + // norm + for (int h = 0; h < H; h++) { + for (int w = 0; w < W; w++) { + output_data[(i * C * H * W) + (c * H * W) + (h * W) + w] = + (input_data[(i * C * H * W) + (c * H * W) + (h * W) + w] - mean) / + sqrtf(var + params->epsilon); + } + } + + // scale + bool do_scale = scales->dim_count != 0; + bool do_bias = bias->dim_count != 0; + + if (scales->dim_count == 1 && scale_data[0] == 1) { + do_scale = false; + } + + if (bias->dim_count == 1 && bias_data[0] == 0) { + do_bias = false; + } + + if (do_scale) { + for (int h = 0; h < H; h++) { + for (int w = 0; w < W; w++) { + output_data[(i * C * H * W) + (c * H * W) + (h * W) + w] *= scale_data[c]; + } + } + } + + if (do_bias) { + for (int h = 0; h < H; h++) { + for (int w = 0; w < W; w++) { + output_data[(i * C * H * W) + (c * H * W) + (h * W) + w] += bias_data[c]; + } + } + } + } + } + + return CSINN_TRUE; +} + +int shl_ref_instance_norm_quant(struct csinn_tensor *input, struct csinn_tensor *scales, + struct csinn_tensor *bias, struct csinn_tensor *output, + struct csinn_instance_norm_params *params) +{ + struct csinn_tensor *finput0 = shl_ref_tensor_transform_f32(input); + struct csinn_tensor *finput1 = shl_ref_tensor_transform_f32(scales); + struct csinn_tensor *finput2 = shl_ref_tensor_transform_f32(bias); + struct csinn_tensor *foutput = shl_ref_tensor_transform_f32(output); + int ret = shl_ref_instance_norm_f32(finput0, finput1, finput2, foutput, params); + csinn_tensor_data_convert(output, foutput); + shl_ref_tensor_transform_free_f32(finput0); + shl_ref_tensor_transform_free_f32(finput1); + shl_ref_tensor_transform_free_f32(finput2); + shl_ref_tensor_transform_free_f32(foutput); + return ret; +} \ No newline at end of file diff --git a/source/reference/isnan.c b/source/reference/isnan.c index e4c85fe2..c3408d4a 100644 --- a/source/reference/isnan.c +++ b/source/reference/isnan.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_isnan_bool_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/l2_normalization.c b/source/reference/l2_normalization.c index 98e2e2cb..b3045c3e 100644 --- a/source/reference/l2_normalization.c +++ b/source/reference/l2_normalization.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" /* https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/kernels/internal/reference/l2normalization.h diff --git a/source/reference/l2pool.c b/source/reference/l2pool.c index baf602a1..82002a97 100644 --- a/source/reference/l2pool.c +++ b/source/reference/l2pool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_l2pool_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/layer_norm.c b/source/reference/layer_norm.c index 394ac6f9..c1d3ee1c 100644 --- a/source/reference/layer_norm.c +++ b/source/reference/layer_norm.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_layer_norm_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/leaky_relu.c b/source/reference/leaky_relu.c index 6d2b776b..9414181a 100644 --- a/source/reference/leaky_relu.c +++ b/source/reference/leaky_relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_leaky_relu_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/less.c b/source/reference/less.c index 56852dc5..befd03e1 100644 --- a/source/reference/less.c +++ b/source/reference/less.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_less_f32(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/reference/less_equal.c b/source/reference/less_equal.c index bd869411..8f40c0aa 100644 --- a/source/reference/less_equal.c +++ b/source/reference/less_equal.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_less_equal_f32(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/reference/log.c b/source/reference/log.c index 52793169..20f0c83c 100644 --- a/source/reference/log.c +++ b/source/reference/log.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_log_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/log1p.c b/source/reference/log1p.c index dade5a8a..4849e1d6 100644 --- a/source/reference/log1p.c +++ b/source/reference/log1p.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_log1p_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/log_softmax.c b/source/reference/log_softmax.c index d21cf2c0..914132c8 100644 --- a/source/reference/log_softmax.c +++ b/source/reference/log_softmax.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" /* logsoftmax = logits - log(reduce_sum(exp(logits), axis)) */ diff --git a/source/reference/logical_and.c b/source/reference/logical_and.c index a7c7eb52..786473d4 100644 --- a/source/reference/logical_and.c +++ b/source/reference/logical_and.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_logical_and_f32(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/reference/logical_not.c b/source/reference/logical_not.c index 41e3393b..1819abd4 100644 --- a/source/reference/logical_not.c +++ b/source/reference/logical_not.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_logical_not_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/logical_or.c b/source/reference/logical_or.c index 29a41713..945c1f35 100644 --- a/source/reference/logical_or.c +++ b/source/reference/logical_or.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_logical_or_f32(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/reference/logical_xor.c b/source/reference/logical_xor.c index 48294d07..b626bea8 100644 --- a/source/reference/logical_xor.c +++ b/source/reference/logical_xor.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_logical_xor_f32(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/reference/lrn.c b/source/reference/lrn.c index 20f2a4f1..d4709dfc 100644 --- a/source/reference/lrn.c +++ b/source/reference/lrn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" static int shl_ref_lrn_nhwc_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/matmul.c b/source/reference/matmul.c index ecfdb630..01993c6f 100644 --- a/source/reference/matmul.c +++ b/source/reference/matmul.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_matmul_f32(struct csinn_tensor *mat0, struct csinn_tensor *mat1, @@ -33,12 +31,16 @@ int shl_ref_matmul_f32(struct csinn_tensor *mat0, struct csinn_tensor *mat1, /* compute the outer size */ for (int i = 0; i < dims_count - 2; i++) { batches_a *= mat0->dim[i]; + } + + // /* compute the outer size */ + for (int i = 0; i < mat1->dim_count - 2; i++) { batches_b *= mat1->dim[i]; } const int dim_i = mat0->dim[dims_count - (params->trans_a ? 1 : 2)]; const int dim_k = mat0->dim[dims_count - (params->trans_a ? 2 : 1)]; - const int dim_j = mat1->dim[dims_count - (params->trans_b ? 2 : 1)]; + const int dim_j = mat1->dim[mat1->dim_count - (params->trans_b ? 2 : 1)]; const int mat0_offset = dim_i * dim_k; const int mat1_offset = dim_k * dim_j; const int out_offset = dim_i * dim_j; diff --git a/source/reference/max.c b/source/reference/max.c index 31b2b0c4..6a8387ba 100644 --- a/source/reference/max.c +++ b/source/reference/max.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_max_stride_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/maximum.c b/source/reference/maximum.c index 9e8cf68f..2666e7ba 100644 --- a/source/reference/maximum.c +++ b/source/reference/maximum.c @@ -16,24 +16,21 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" +static void element_maximum_f32(float *src0, float *src1, float *dest, int input_idx, + int output_idx) +{ + dest[output_idx] = fmax(src0[output_idx], src1[output_idx]); +} + int shl_ref_maximum_f32(struct csinn_tensor *input0, struct csinn_tensor *input1, struct csinn_tensor *output, struct csinn_diso_params *params) { - float *input0_data = input0->data; - float *input1_data = input1->data; - float *output_data = output->data; - int size = 1; - for (int i = 0; i < input0->dim_count; i++) { - size = size * input0->dim[i]; - } + struct shl_ref_diso_callback cb; - for (int i = 0; i < size; i++) { - output_data[i] = fmax(input0_data[i], input1_data[i]); - } + cb.bc = element_maximum_f32; + shl_ref_diso_broadcast_base(input0, input1, output, params, &cb); return CSINN_TRUE; } diff --git a/source/reference/maxpool.c b/source/reference/maxpool.c index 8e84d27c..205a0a36 100644 --- a/source/reference/maxpool.c +++ b/source/reference/maxpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" static int shl_ref_maxpool2d_nhwc_f32(struct csinn_tensor *input, struct csinn_tensor *output, @@ -47,20 +45,14 @@ static int shl_ref_maxpool2d_nhwc_f32(struct csinn_tensor *input, struct csinn_t const int filter_y_end = shl_ref_min_internal_s32(params->filter_height, input_height - in_y_origin); float max = -FLT_MAX; - int filter_cnt = 0; for (int filter_y = filter_y_start; filter_y < filter_y_end; ++filter_y) { for (int filter_x = filter_x_start; filter_x < filter_x_end; ++filter_x) { const int in_x = in_x_origin + filter_x; const int in_y = in_y_origin + filter_y; max = fmax(max, input_data[shl_ref_get_index(input->dim, batch, in_y, in_x, channel)]); - filter_cnt++; } } - // consider padding with constant 0 - if (filter_cnt != params->filter_height * params->filter_width) { - max = fmax(max, 0); - } output_data[shl_ref_get_index(output->dim, batch, out_y, out_x, channel)] = max; } } @@ -96,20 +88,14 @@ static int shl_ref_maxpool2d_nchw_f32(struct csinn_tensor *input, struct csinn_t const int filter_y_end = shl_ref_min_internal_s32(params->filter_height, input_height - in_y_origin); float max = -FLT_MAX; - int filter_cnt = 0; for (int filter_y = filter_y_start; filter_y < filter_y_end; ++filter_y) { for (int filter_x = filter_x_start; filter_x < filter_x_end; ++filter_x) { const int in_x = in_x_origin + filter_x; const int in_y = in_y_origin + filter_y; max = fmax(max, input_data[shl_ref_get_index(input->dim, batch, channel, in_y, in_x)]); - filter_cnt++; } } - // consider padding with constant 0 - if (filter_cnt != params->filter_height * params->filter_width) { - max = fmax(max, 0); - } output_data[shl_ref_get_index(output->dim, batch, channel, out_y, out_x)] = max; } } diff --git a/source/reference/maxpool2d_locat.c b/source/reference/maxpool2d_locat.c index 6c063cbd..4fbc2160 100644 --- a/source/reference/maxpool2d_locat.c +++ b/source/reference/maxpool2d_locat.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" static int shl_ref_maxpool2d_locat_nhwc_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/maxpool3d.c b/source/reference/maxpool3d.c index 70ddbb35..35c69ac2 100644 --- a/source/reference/maxpool3d.c +++ b/source/reference/maxpool3d.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_maxpool3d_f32(struct csinn_tensor *input, struct csinn_tensor *output, @@ -56,7 +54,6 @@ int shl_ref_maxpool3d_f32(struct csinn_tensor *input, struct csinn_tensor *outpu shl_ref_min_internal_s32(params->filter_width, in_width - in_w_origin); float max = -FLT_MAX; - int filter_cnt = 0; for (int filter_d = filter_d_begin; filter_d < filter_d_end; ++filter_d) { for (int filter_h = filter_h_begin; filter_h < filter_h_end; ++filter_h) { @@ -68,14 +65,9 @@ int shl_ref_maxpool3d_f32(struct csinn_tensor *input, struct csinn_tensor *outpu max = fmax(max, input_data[shl_ref_get_index_5( input->dim, in_ch, out_ch, in_d, in_h, in_w)]); - filter_cnt++; } } } - if (filter_cnt != - params->filter_depth * params->filter_height * params->filter_width) { - max = fmax(max, 0); - } output_data[shl_ref_get_index_5(output->dim, in_ch, out_ch, out_d, out_h, out_w)] = max; } diff --git a/source/reference/mean.c b/source/reference/mean.c index fb1ebff8..8ccaf372 100644 --- a/source/reference/mean.c +++ b/source/reference/mean.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_mean_stride_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/min.c b/source/reference/min.c index 0249d37c..d4e118d1 100644 --- a/source/reference/min.c +++ b/source/reference/min.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_min_stride_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/minimum.c b/source/reference/minimum.c index 8cab97aa..b68e0218 100644 --- a/source/reference/minimum.c +++ b/source/reference/minimum.c @@ -16,29 +16,21 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" +static void element_minimum_f32(float *src0, float *src1, float *dest, int input_idx, + int output_idx) +{ + dest[output_idx] = fmin(src0[output_idx], src1[output_idx]); +} + int shl_ref_minimum_f32(struct csinn_tensor *input0, struct csinn_tensor *input1, struct csinn_tensor *output, struct csinn_diso_params *params) { - float *input0_data = input0->data; - float *input1_data = input1->data; - float *output_data = output->data; - int size0 = csinn_tensor_size(input0); - int size1 = csinn_tensor_size(input1); + struct shl_ref_diso_callback cb; - if (size0 == size1) { - for (int i = 0; i < size0; i++) { - output_data[i] = fmin(input0_data[i], input1_data[i]); - } - } else { - if (size1 != 0 && size1 != 1) return CSINN_FALSE; - for (int i = 0; i < size0; i++) { - output_data[i] = fmin(input0_data[i], input1_data[0]); - } - } + cb.bc = element_minimum_f32; + shl_ref_diso_broadcast_base(input0, input1, output, params, &cb); return CSINN_TRUE; } diff --git a/source/reference/mod.c b/source/reference/mod.c index 159a477e..1c4e3247 100644 --- a/source/reference/mod.c +++ b/source/reference/mod.c @@ -16,14 +16,11 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" static void element_mod_f32(float *src0, float *src1, float *dest, int input_idx, int output_idx) { - dest[output_idx] = - src0[output_idx] - floor(src0[output_idx] / src1[output_idx]) * src1[input_idx]; + dest[output_idx] = fmod(src0[output_idx], src1[input_idx]); } int shl_ref_mod_f32(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/reference/mul.c b/source/reference/mul.c index 45874746..781f2d65 100644 --- a/source/reference/mul.c +++ b/source/reference/mul.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" static void element_mul_f32(float *src0, float *src1, float *dest, int input_idx, int output_idx) diff --git a/source/reference/ndarray_size.c b/source/reference/ndarray_size.c index b3cbdd14..8ba447b0 100644 --- a/source/reference/ndarray_size.c +++ b/source/reference/ndarray_size.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_ndarray_size_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/negative.c b/source/reference/negative.c index 183d878a..4320bda1 100644 --- a/source/reference/negative.c +++ b/source/reference/negative.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_negative_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/non_max_suppression.c b/source/reference/non_max_suppression.c index b8b84aba..a9b6e3d0 100644 --- a/source/reference/non_max_suppression.c +++ b/source/reference/non_max_suppression.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" static int find_max_score_idx(const float *scores, int *flag, int len) diff --git a/source/reference/not.c b/source/reference/not.c index f00208a3..930dc829 100644 --- a/source/reference/not.c +++ b/source/reference/not.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_not_u32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/not_equal.c b/source/reference/not_equal.c index cd21f117..47991e9f 100644 --- a/source/reference/not_equal.c +++ b/source/reference/not_equal.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_not_equal_f32(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/reference/one_hot.c b/source/reference/one_hot.c index 95ada178..66a818c3 100644 --- a/source/reference/one_hot.c +++ b/source/reference/one_hot.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" /* from tensorflow/lite/kernels/one_hot.cc */ diff --git a/source/reference/or.c b/source/reference/or.c index 6913e152..36940da3 100644 --- a/source/reference/or.c +++ b/source/reference/or.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_or_u32(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/reference/pad.c b/source/reference/pad.c index d268d76b..433a59c9 100644 --- a/source/reference/pad.c +++ b/source/reference/pad.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" static int shl_ref_pad_nhwc_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/power.c b/source/reference/power.c index a69c2345..c47b1fd2 100644 --- a/source/reference/power.c +++ b/source/reference/power.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" static void element_pow_f32(float *src0, float *src1, float *dest, int input_idx, int output_idx) diff --git a/source/reference/prelu.c b/source/reference/prelu.c index 34c25fee..7337a8f0 100644 --- a/source/reference/prelu.c +++ b/source/reference/prelu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_prelu_f32(struct csinn_tensor *input, struct csinn_tensor *alpha, diff --git a/source/reference/prod.c b/source/reference/prod.c index b6dddef5..fd5fea73 100644 --- a/source/reference/prod.c +++ b/source/reference/prod.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_prod_stride_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/proposal.c b/source/reference/proposal.c index f4a99028..48c024d6 100644 --- a/source/reference/proposal.c +++ b/source/reference/proposal.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include #include "shl_ref.h" diff --git a/source/reference/psroipooling.c b/source/reference/psroipooling.c index f8f326a9..c84b4b9f 100644 --- a/source/reference/psroipooling.c +++ b/source/reference/psroipooling.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include #include "shl_ref.h" diff --git a/source/reference/reduce_logsumexp.c b/source/reference/reduce_logsumexp.c index d569488f..c0908d82 100644 --- a/source/reference/reduce_logsumexp.c +++ b/source/reference/reduce_logsumexp.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_reduce_logsumexp_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/reduce_max.c b/source/reference/reduce_max.c index 8da418f4..a678d723 100644 --- a/source/reference/reduce_max.c +++ b/source/reference/reduce_max.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_reduce_max_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/reduce_mean.c b/source/reference/reduce_mean.c index c32fa794..0f4838b0 100644 --- a/source/reference/reduce_mean.c +++ b/source/reference/reduce_mean.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_reduce_mean_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/reduce_min.c b/source/reference/reduce_min.c index af4f1937..0b9f39ff 100644 --- a/source/reference/reduce_min.c +++ b/source/reference/reduce_min.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_reduce_min_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/reduce_prod.c b/source/reference/reduce_prod.c index 6fbef3fc..871625a7 100644 --- a/source/reference/reduce_prod.c +++ b/source/reference/reduce_prod.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_reduce_prod_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/reduce_sum.c b/source/reference/reduce_sum.c index 22f2e9ae..7d8d0ec8 100644 --- a/source/reference/reduce_sum.c +++ b/source/reference/reduce_sum.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_reduce_sum_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/relu.c b/source/reference/relu.c index d83ccd0a..22a27ea6 100644 --- a/source/reference/relu.c +++ b/source/reference/relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" static float relu(float x) { return x > 0 ? x : 0; } diff --git a/source/reference/relu1.c b/source/reference/relu1.c index 03304468..6bb33005 100644 --- a/source/reference/relu1.c +++ b/source/reference/relu1.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" static float relu1(float x) { return fmin(x > 0 ? x : 0, 1); } diff --git a/source/reference/relu6.c b/source/reference/relu6.c index 0040449a..d0fc4952 100644 --- a/source/reference/relu6.c +++ b/source/reference/relu6.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" static float relu6(float x) { return fmin(x > 0 ? x : 0, 6); } diff --git a/source/reference/relun.c b/source/reference/relun.c index 62ce6277..00702f74 100644 --- a/source/reference/relun.c +++ b/source/reference/relun.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" static float relun(float x, float y) { return fmin(x > 0.0 ? x : 0.0, y); } diff --git a/source/reference/reshape.c b/source/reference/reshape.c index 93dc14d8..36b8667e 100644 --- a/source/reference/reshape.c +++ b/source/reference/reshape.c @@ -16,22 +16,20 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_reshape_init(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_reshape_params *params) { struct csinn_callback *cb = params->base.cb; - if (input->quant_channel == output->quant_channel) { - int quant_size = input->quant_channel * sizeof(struct csinn_quant_info); - int t = memcmp(input->qinfo, output->qinfo, quant_size); - if (t == 0) { - cb->exec = shl_ref_reshape; - return CSINN_TRUE; - } - } + // if (input->quant_channel == output->quant_channel) { + // int quant_size = input->quant_channel * sizeof(struct csinn_quant_info); + // int t = memcmp(input->qinfo, output->qinfo, quant_size); + // if (t == 0) { + // cb->exec = shl_ref_reshape; + // return CSINN_TRUE; + // } + // } cb->exec = shl_ref_reshape_quant; return CSINN_TRUE; } diff --git a/source/reference/resize.c b/source/reference/resize.c index 3c719316..20909f0d 100644 --- a/source/reference/resize.c +++ b/source/reference/resize.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" static void shl_ref_resize_bilinear_nhwc_f32(struct csinn_tensor *input, diff --git a/source/reference/reverse.c b/source/reference/reverse.c index 26869ae8..55945f54 100644 --- a/source/reference/reverse.c +++ b/source/reference/reverse.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" static int Multiplication(struct csinn_tensor *input, int s, int e) diff --git a/source/reference/roialign.c b/source/reference/roialign.c index f869937d..bcd079ee 100644 --- a/source/reference/roialign.c +++ b/source/reference/roialign.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" // https://github.com/AceCoooool/RoIAlign-RoIPool-pytorch/blob/master/roialign/roi_align_cpu.cpp diff --git a/source/reference/roipool.c b/source/reference/roipool.c index 3c7b5be8..27706873 100644 --- a/source/reference/roipool.c +++ b/source/reference/roipool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include #include "shl_ref.h" diff --git a/source/reference/round.c b/source/reference/round.c index 406a4c85..fe286ad0 100644 --- a/source/reference/round.c +++ b/source/reference/round.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_round_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/rsqrt.c b/source/reference/rsqrt.c index 4a322645..5f4cc78e 100644 --- a/source/reference/rsqrt.c +++ b/source/reference/rsqrt.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_rsqrt_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/scatter.c b/source/reference/scatter.c index 57cf28a0..b6b7ce25 100644 --- a/source/reference/scatter.c +++ b/source/reference/scatter.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_scatter_nd_f32(struct csinn_tensor *input, struct csinn_tensor *indices, diff --git a/source/reference/segment_max.c b/source/reference/segment_max.c index ff8b41e5..77b38285 100644 --- a/source/reference/segment_max.c +++ b/source/reference/segment_max.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_unsorted_segment_max_f32(struct csinn_tensor *input, struct csinn_tensor *segment_ids, diff --git a/source/reference/segment_mean.c b/source/reference/segment_mean.c index dd6594e0..4d0153bc 100644 --- a/source/reference/segment_mean.c +++ b/source/reference/segment_mean.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_unsorted_segment_mean_f32(struct csinn_tensor *input, struct csinn_tensor *segment_ids, diff --git a/source/reference/segment_min.c b/source/reference/segment_min.c index 9cce7506..24b7a217 100644 --- a/source/reference/segment_min.c +++ b/source/reference/segment_min.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_unsorted_segment_min_f32(struct csinn_tensor *input, struct csinn_tensor *segment_ids, diff --git a/source/reference/segment_prod.c b/source/reference/segment_prod.c index 49390bff..2cd1dee7 100644 --- a/source/reference/segment_prod.c +++ b/source/reference/segment_prod.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_unsorted_segment_prod_f32(struct csinn_tensor *input, struct csinn_tensor *segment_ids, diff --git a/source/reference/segment_sum.c b/source/reference/segment_sum.c index cd4f11f2..bf814653 100644 --- a/source/reference/segment_sum.c +++ b/source/reference/segment_sum.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_unsorted_segment_sum_f32(struct csinn_tensor *input, struct csinn_tensor *segment_ids, diff --git a/source/reference/select.c b/source/reference/select.c index 01869053..3cfa3bb4 100644 --- a/source/reference/select.c +++ b/source/reference/select.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_select_f32(struct csinn_tensor *condition, struct csinn_tensor *input0, diff --git a/source/reference/setup.c b/source/reference/setup.c index bee57a8b..dfd49f9b 100644 --- a/source/reference/setup.c +++ b/source/reference/setup.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" void shl_ref_nn_init(struct csinn_tensor *input, struct csinn_tensor *output) @@ -34,8 +32,8 @@ void shl_ref_nn_init(struct csinn_tensor *input, struct csinn_tensor *output) for (int i = 0; i < q_size; i++) { for (int j = 0; j < inner_size; j++) { int index = i * inner_size + j; - int32_t input_val = - round(input_data[index] / output->qinfo[i].scale) + output->qinfo[i].zero_point; + int32_t input_val = nearbyint(input_data[index] / output->qinfo[i].scale) + + output->qinfo[i].zero_point; if (input_val < -8) { input_val = -8; } else if (input_val > 7) { @@ -56,8 +54,8 @@ void shl_ref_nn_init(struct csinn_tensor *input, struct csinn_tensor *output) for (int i = 0; i < q_size; i++) { for (int j = 0; j < inner_size; j++) { int index = i * inner_size + j; - int32_t input_val = - round(input_data[index] / output->qinfo[i].scale) + output->qinfo[i].zero_point; + int32_t input_val = nearbyint(input_data[index] / output->qinfo[i].scale) + + output->qinfo[i].zero_point; if (input_val < 0) { input_val = 0; } else if (input_val > 255) { @@ -72,10 +70,10 @@ void shl_ref_nn_init(struct csinn_tensor *input, struct csinn_tensor *output) for (int i = 0; i < q_size; i++) { for (int j = 0; j < inner_size; j++) { int index = i * inner_size + j; - int32_t input_val = - round(input_data[index] / output->qinfo[i].scale) + output->qinfo[i].zero_point; - if (input_val < -127) { - input_val = -127; + int32_t input_val = nearbyint(input_data[index] / output->qinfo[i].scale) + + output->qinfo[i].zero_point; + if (input_val < -128) { + input_val = -128; } else if (input_val > 127) { input_val = 127; } @@ -210,7 +208,7 @@ static void *setup_cb_map() static struct csinn_callback cb_map[CSINN_OP_AND_UTILS_SIZE][CSINN_DTYPE_SIZE]; memset(cb_map, 0, sizeof(struct csinn_callback) * CSINN_OP_AND_UTILS_SIZE * CSINN_DTYPE_SIZE); - for (int i = CSINN_DTYPE_INT4; i <= CSINN_DTYPE_BFLOAT16; i++) { + for (int i = CSINN_DTYPE_INT4; i <= CSINN_DTYPE_FLOAT32; i++) { #ifndef CONFIG_C_REFERENCE_ABS_DISABLED cb_map[CSINN_OP_ABS][i].exec = shl_ref_abs_quant; #endif @@ -269,6 +267,8 @@ static void *setup_cb_map() #endif #ifndef CONFIG_C_REFERENCE_CONV1D_DISABLED cb_map[CSINN_OP_CONV1D][i].exec = shl_ref_conv1d_quant; + cb_map[CSINN_OP_DEPTHWISE_CONV1D][i].exec = shl_ref_conv1d_quant; + cb_map[CSINN_OP_GROUP_CONV1D][i].exec = shl_ref_conv1d_quant; #endif #ifndef CONFIG_C_REFERENCE_CEIL_DISABLED cb_map[CSINN_OP_CEIL][i].exec = shl_ref_ceil_quant; @@ -560,6 +560,12 @@ static void *setup_cb_map() #ifndef CONFIG_C_REFERENCE_SQRT_DISABLED cb_map[CSINN_OP_SQRT][i].exec = shl_ref_sqrt_quant; #endif +#ifndef CONFIG_C_REFERENCE_SQUARE_DISABLED + cb_map[CSINN_OP_SQUARE][i].exec = shl_ref_square_quant; +#endif +#ifndef CONFIG_C_REFERENCE_SQUEEZE_DISABLED + cb_map[CSINN_OP_SQUEEZE][i].exec = shl_ref_squeeze_quant; +#endif #ifndef CONFIG_C_REFERENCE_STACK_DISABLED cb_map[CSINN_OP_STACK][i].exec = shl_ref_stack_quant; #endif @@ -634,6 +640,7 @@ static void *setup_cb_map() #ifndef CONFIG_C_REFERENCE_DECONVOLUTION_DISABLED cb_map[CSINN_OP_DECONV2D][i].exec = shl_ref_deconv2d_quant; cb_map[CSINN_OP_DEPTHWISE_DECONV2D][i].exec = shl_ref_depthwise_deconv2d_quant; + cb_map[CSINN_OP_GROUP_DECONV2D][i].exec = shl_ref_group_deconv2d_quant; #endif #ifndef CONFIG_C_REFERENCE_DECONVOLUTION3D_DISABLED cb_map[CSINN_OP_DECONV3D][i].exec = shl_ref_deconv3d_quant; @@ -656,11 +663,8 @@ static void *setup_cb_map() #ifndef CONFIG_C_REFERENCE_WHERE_SOFTMAX_DISABLED cb_map[CSINN_OP_WHERE_SOFTMAX][i].exec = shl_ref_where_softmax_quant; #endif - } - - for (int i = CSINN_DTYPE_UINT8; i <= CSINN_DTYPE_FLOAT64; i++) { -#ifndef CONFIG_C_REFERENCE_SQUEEZE_DISABLED - cb_map[CSINN_OP_SQUEEZE][i].exec = shl_ref_squeeze; +#ifndef CONFIG_C_REFERENCE_INSTANCE_NORM_DISABLED + cb_map[CSINN_OP_INSTANCE_NORM][i].exec = shl_ref_instance_norm_quant; #endif } @@ -670,6 +674,15 @@ static void *setup_cb_map() #endif } +#ifndef CONFIG_C_REFERENCE_RESHAPE_DISABLED + cb_map[CSINN_OP_RESHAPE][CSINN_DTYPE_INT64].exec = shl_ref_reshape; + cb_map[CSINN_OP_RESHAPE][CSINN_DTYPE_INT64].init = shl_ref_reshape_init; +#endif + +#ifndef CONFIG_C_REFERENCE_CONCAT_DISABLED + cb_map[CSINN_OP_CONCAT][CSINN_DTYPE_INT64].exec = shl_ref_concat_quant; +#endif + #ifndef CONFIG_C_REFERENCE_AND_DISABLED cb_map[CSINN_OP_AND][CSINN_DTYPE_UINT8].exec = shl_ref_and_u8; cb_map[CSINN_OP_AND][CSINN_DTYPE_INT8].exec = shl_ref_and_i8; @@ -706,447 +719,20 @@ static void *setup_cb_map() cb_map[CSINN_OP_XOR][CSINN_DTYPE_INT8].exec = shl_ref_xor_i8; cb_map[CSINN_OP_XOR][CSINN_DTYPE_UINT32].exec = shl_ref_xor_u32; #endif -#ifndef CONFIG_C_REFERENCE_ABS_DISABLED - cb_map[CSINN_OP_ABS][CSINN_DTYPE_FLOAT32].exec = shl_ref_abs_f32; -#endif -#ifndef CONFIG_C_REFERENCE_ACOS_DISABLED - cb_map[CSINN_OP_ACOS][CSINN_DTYPE_FLOAT32].exec = shl_ref_acos_f32; -#endif -#ifndef CONFIG_C_REFERENCE_ACOSH_DISABLED - cb_map[CSINN_OP_ACOSH][CSINN_DTYPE_FLOAT32].exec = shl_ref_acosh_f32; -#endif -#ifndef CONFIG_C_REFERENCE_ADD_DISABLED - cb_map[CSINN_OP_ADD][CSINN_DTYPE_FLOAT32].exec = shl_ref_add_f32; -#endif -#ifndef CONFIG_C_REFERENCE_ARANGE_DISABLED - cb_map[CSINN_OP_ARANGE][CSINN_DTYPE_FLOAT32].exec = shl_ref_arange_f32; -#endif -#ifndef CONFIG_C_REFERENCE_ARGMAX_DISABLED - cb_map[CSINN_OP_ARGMAX][CSINN_DTYPE_FLOAT32].exec = shl_ref_argmax_stride_i32_f32; -#endif -#ifndef CONFIG_C_REFERENCE_ARGMIN_DISABLED - cb_map[CSINN_OP_ARGMIN][CSINN_DTYPE_FLOAT32].exec = shl_ref_argmin_stride_i32_f32; -#endif -#ifndef CONFIG_C_REFERENCE_ASIN_DISABLED - cb_map[CSINN_OP_ASIN][CSINN_DTYPE_FLOAT32].exec = shl_ref_asin_f32; -#endif -#ifndef CONFIG_C_REFERENCE_ASINH_DISABLED - cb_map[CSINN_OP_ASINH][CSINN_DTYPE_FLOAT32].exec = shl_ref_asinh_f32; -#endif -#ifndef CONFIG_C_REFERENCE_ATAN_DISABLED - cb_map[CSINN_OP_ATAN][CSINN_DTYPE_FLOAT32].exec = shl_ref_atan_f32; -#endif -#ifndef CONFIG_C_REFERENCE_ATANH_DISABLED - cb_map[CSINN_OP_ATANH][CSINN_DTYPE_FLOAT32].exec = shl_ref_atanh_f32; -#endif -#ifndef CONFIG_C_REFERENCE_AVERAGEPOOL_DISABLED - cb_map[CSINN_OP_AVGPOOL2D][CSINN_DTYPE_FLOAT32].exec = shl_ref_avgpool2d_f32; -#endif -#ifndef CONFIG_C_REFERENCE_AVERAGEPOOL3D_DISABLED - cb_map[CSINN_OP_AVGPOOL3D][CSINN_DTYPE_FLOAT32].exec = shl_ref_avgpool3d_f32; -#endif -#ifndef CONFIG_C_REFERENCE_BATCH_NORMALIZATION_DISABLED - cb_map[CSINN_OP_BN][CSINN_DTYPE_FLOAT32].exec = shl_ref_batch_normalization_f32; -#endif -#ifndef CONFIG_C_REFERENCE_BATCH_TO_SPACE_DISABLED - cb_map[CSINN_OP_BATCH_TO_SPACE][CSINN_DTYPE_FLOAT32].exec = shl_ref_batch_to_space_f32; -#endif -#ifndef CONFIG_C_REFERENCE_BROADCAST_TO_DISABLED - cb_map[CSINN_OP_BROADCOST][CSINN_DTYPE_FLOAT32].exec = shl_ref_broadcast_to_f32; -#endif -#ifndef CONFIG_C_REFERENCE_CACHE_MATMUL_DISABLED - cb_map[CSINN_OP_CACHE_MATMUL][CSINN_DTYPE_FLOAT32].exec = shl_ref_cache_matmul_f32; - cb_map[CSINN_OP_CACHE_MATMUL][CSINN_DTYPE_FLOAT32].init = shl_ref_cache_matmul_init; -#endif -#ifndef CONFIG_C_REFERENCE_CACHE_CONV1D_DISABLED - cb_map[CSINN_OP_CACHE_CONV1D][CSINN_DTYPE_FLOAT32].exec = shl_ref_cache_conv1d_f32; - cb_map[CSINN_OP_CACHE_CONV1D][CSINN_DTYPE_FLOAT32].init = shl_ref_cache_conv1d_init; -#endif -#ifndef CONFIG_C_REFERENCE_CEIL_DISABLED - cb_map[CSINN_OP_CEIL][CSINN_DTYPE_FLOAT32].exec = shl_ref_ceil_f32; -#endif -#ifndef CONFIG_C_REFERENCE_CLIP_DISABLED - cb_map[CSINN_OP_CLIP][CSINN_DTYPE_FLOAT32].exec = shl_ref_clip_f32; -#endif -#ifndef CONFIG_C_REFERENCE_CONCAT_DISABLED - cb_map[CSINN_OP_CONCAT][CSINN_DTYPE_FLOAT32].exec = shl_ref_concat_f32; -#endif -#ifndef CONFIG_C_REFERENCE_CONV1D_DISABLED - cb_map[CSINN_OP_CONV1D][CSINN_DTYPE_FLOAT32].exec = shl_ref_conv1d_f32; -#endif -#ifndef CONFIG_C_REFERENCE_CONVOLUTION_DISABLED - cb_map[CSINN_OP_CONV2D][CSINN_DTYPE_FLOAT32].exec = shl_ref_conv2d_f32; - cb_map[CSINN_OP_DEPTHWISE_CONV2D][CSINN_DTYPE_FLOAT32].exec = shl_ref_depthwise_conv2d_f32; - cb_map[CSINN_OP_GROUP_CONV2D][CSINN_DTYPE_FLOAT32].exec = shl_ref_group_conv2d_f32; -#endif -#ifndef CONFIG_C_REFERENCE_CONVOLUTION3D_DISABLED - cb_map[CSINN_OP_CONV3D][CSINN_DTYPE_FLOAT32].exec = shl_ref_conv3d_f32; -#endif -#ifndef CONFIG_C_REFERENCE_DECONVOLUTION_DISABLED - cb_map[CSINN_OP_DECONV2D][CSINN_DTYPE_FLOAT32].exec = shl_ref_deconv2d_f32; - cb_map[CSINN_OP_DEPTHWISE_DECONV2D][CSINN_DTYPE_FLOAT32].exec = shl_ref_depthwise_deconv2d_f32; -#endif -#ifndef CONFIG_C_REFERENCE_DECONVOLUTION3D_DISABLED - cb_map[CSINN_OP_DECONV3D][CSINN_DTYPE_FLOAT32].exec = shl_ref_deconv3d_f32; -#endif -#ifndef CONFIG_C_REFERENCE_COS_DISABLED - cb_map[CSINN_OP_COS][CSINN_DTYPE_FLOAT32].exec = shl_ref_cos_f32; -#endif -#ifndef CONFIG_C_REFERENCE_COSH_DISABLED - cb_map[CSINN_OP_COSH][CSINN_DTYPE_FLOAT32].exec = shl_ref_cosh_f32; -#endif -#ifndef CONFIG_C_REFERENCE_CUMPROD_DISABLED - cb_map[CSINN_OP_CUMPROD][CSINN_DTYPE_FLOAT32].exec = shl_ref_cumprod_f32; -#endif -#ifndef CONFIG_C_REFERENCE_CUMSUM_DISABLED - cb_map[CSINN_OP_CUMSUM][CSINN_DTYPE_FLOAT32].exec = shl_ref_cumsum_f32; -#endif -#ifndef CONFIG_C_REFERENCE_DEPTH_TO_SPACE_DISABLED - cb_map[CSINN_OP_DEPTH_TO_SPACE][CSINN_DTYPE_FLOAT32].exec = shl_ref_depth_to_space_f32; -#endif -#ifndef CONFIG_C_REFERENCE_DIV_DISABLED - cb_map[CSINN_OP_DIV][CSINN_DTYPE_FLOAT32].exec = shl_ref_div_f32; -#endif -#ifndef CONFIG_C_REFERENCE_ELU_DISABLED - cb_map[CSINN_OP_ELU][CSINN_DTYPE_FLOAT32].exec = shl_ref_elu_f32; -#endif -#ifndef CONFIG_C_REFERENCE_EQUAL_DISABLED - cb_map[CSINN_OP_EQUANL][CSINN_DTYPE_FLOAT32].exec = shl_ref_equal_f32; -#endif -#ifndef CONFIG_C_REFERENCE_ERF_DISABLED - cb_map[CSINN_OP_ERF][CSINN_DTYPE_FLOAT32].exec = shl_ref_erf_f32; -#endif -#ifndef CONFIG_C_REFERENCE_EXP_DISABLED - cb_map[CSINN_OP_EXP][CSINN_DTYPE_FLOAT32].exec = shl_ref_exp_f32; -#endif -#ifndef CONFIG_C_REFERENCE_EXPAND_DIMS_DISABLED - cb_map[CSINN_OP_EXPAND_DIMS][CSINN_DTYPE_FLOAT32].exec = shl_ref_expand_dims_f32; -#endif -#ifndef CONFIG_C_REFERENCE_EXPM1_DISABLED - cb_map[CSINN_OP_EXPM1][CSINN_DTYPE_FLOAT32].exec = shl_ref_expm1_f32; -#endif -#ifndef CONFIG_C_REFERENCE_FLATTEN_DISABLED - cb_map[CSINN_OP_FLATTEN][CSINN_DTYPE_FLOAT32].exec = shl_ref_flatten; - cb_map[CSINN_OP_FLATTEN][CSINN_DTYPE_FLOAT32].init = shl_ref_flatten_init; -#endif -#ifndef CONFIG_C_REFERENCE_FLOOR_DIVIDE_DISABLED - cb_map[CSINN_OP_FLOOR_DIVIDE][CSINN_DTYPE_FLOAT32].exec = shl_ref_floor_divide_f32; -#endif -#ifndef CONFIG_C_REFERENCE_FLOOR_MOD_DISABLED - cb_map[CSINN_OP_FLOOR_MOD][CSINN_DTYPE_FLOAT32].exec = shl_ref_floor_mod_f32; -#endif -#ifndef CONFIG_C_REFERENCE_FLOOR_DISABLED - cb_map[CSINN_OP_FLOOR][CSINN_DTYPE_FLOAT32].exec = shl_ref_floor_f32; -#endif -#ifndef CONFIG_C_REFERENCE_FSMN_DISABLED - cb_map[CSINN_OP_FSMN][CSINN_DTYPE_FLOAT32].exec = shl_ref_fsmn_f32; -#endif -#ifndef CONFIG_C_REFERENCE_FULLYCONNECTED_DISABLED - cb_map[CSINN_OP_FULLYCONNECTED][CSINN_DTYPE_FLOAT32].exec = shl_ref_fullyconnected_f32; -#endif -#ifndef CONFIG_C_REFERENCE_GATHER_ND_DISABLED - cb_map[CSINN_OP_GATHER_ND][CSINN_DTYPE_FLOAT32].exec = shl_ref_gather_nd_f32; -#endif -#ifndef CONFIG_C_REFERENCE_GATHER_DISABLED - cb_map[CSINN_OP_GATHER][CSINN_DTYPE_FLOAT32].exec = shl_ref_gather_f32; -#if __riscv - cb_map[CSINN_OP_GATHER][CSINN_DTYPE_FLOAT16].exec = shl_ref_gather_f16; -#endif // __riscv - cb_map[CSINN_OP_GATHER][CSINN_DTYPE_INT8].exec = shl_ref_gather_int8; -#endif -#ifndef CONFIG_C_REFERENCE_GLOBAL_AVERAGEPOOL_DISABLED - cb_map[CSINN_OP_GLOBAL_AVGPOOL2D][CSINN_DTYPE_FLOAT32].exec = shl_ref_global_avgpool2d_f32; -#endif -#ifndef CONFIG_C_REFERENCE_GLOBAL_MAXPOOL_DISABLED - cb_map[CSINN_OP_GLOBAL_MAXPOOL2D][CSINN_DTYPE_FLOAT32].exec = shl_ref_global_maxpool2d_f32; -#endif -#ifndef CONFIG_C_REFERENCE_GREATER_EQUAL_DISABLED - cb_map[CSINN_OP_GREATHER_EQUAL][CSINN_DTYPE_FLOAT32].exec = shl_ref_greater_equal_f32; -#endif -#ifndef CONFIG_C_REFERENCE_GREATER_DISABLED - cb_map[CSINN_OP_GREATHER][CSINN_DTYPE_FLOAT32].exec = shl_ref_greater_f32; -#endif -#ifndef CONFIG_C_REFERENCE_HARD_SIGMOID_DISABLED - cb_map[CSINN_OP_HARD_SIGMOID][CSINN_DTYPE_FLOAT32].exec = shl_ref_hard_sigmoid_f32; -#endif -#ifndef CONFIG_C_REFERENCE_IM2COL_DISABLED - cb_map[CSINN_OP_IM2COL][CSINN_DTYPE_FLOAT32].exec = shl_ref_im2col_f32; -#endif -#ifndef CONFIG_C_REFERENCE_L2_NORMALIZATION_DISABLED - cb_map[CSINN_OP_L2N][CSINN_DTYPE_FLOAT32].exec = shl_ref_l2_normalization_f32; -#endif -#ifndef CONFIG_C_REFERENCE_LAYER_NORM_DISABLED - cb_map[CSINN_OP_LAYER_NORM][CSINN_DTYPE_FLOAT32].exec = shl_ref_layer_norm_f32; -#endif -#ifndef CONFIG_C_REFERENCE_LEAKY_RELU_DISABLED - cb_map[CSINN_OP_LEAKY_RELU][CSINN_DTYPE_FLOAT32].exec = shl_ref_leaky_relu_f32; -#endif -#ifndef CONFIG_C_REFERENCE_LESS_EQUAL_DISABLED - cb_map[CSINN_OP_LESS_EQUAL][CSINN_DTYPE_FLOAT32].exec = shl_ref_less_equal_f32; -#endif -#ifndef CONFIG_C_REFERENCE_LESS_DISABLED - cb_map[CSINN_OP_LESS][CSINN_DTYPE_FLOAT32].exec = shl_ref_less_f32; -#endif -#ifndef CONFIG_C_REFERENCE_LOG_SOFTMAX_DISABLED - cb_map[CSINN_OP_LOG_SOFTMAX][CSINN_DTYPE_FLOAT32].exec = shl_ref_log_softmax_f32; -#endif -#ifndef CONFIG_C_REFERENCE_LOG_DISABLED - cb_map[CSINN_OP_LOG][CSINN_DTYPE_FLOAT32].exec = shl_ref_log_f32; -#endif -#ifndef CONFIG_C_REFERENCE_LOG1P_DISABLED - cb_map[CSINN_OP_LOG1P][CSINN_DTYPE_FLOAT32].exec = shl_ref_log1p_f32; -#endif -#ifndef CONFIG_C_REFERENCE_LOGICAL_AND_DISABLED - cb_map[CSINN_OP_LOGICAL_AND][CSINN_DTYPE_FLOAT32].exec = shl_ref_logical_and_f32; -#endif -#ifndef CONFIG_C_REFERENCE_LOGICAL_NOT_DISABLED - cb_map[CSINN_OP_LOGICAL_NOT][CSINN_DTYPE_FLOAT32].exec = shl_ref_logical_not_f32; -#endif -#ifndef CONFIG_C_REFERENCE_LOGICAL_OR_DISABLED - cb_map[CSINN_OP_LOGICAL_OR][CSINN_DTYPE_FLOAT32].exec = shl_ref_logical_or_f32; -#endif -#ifndef CONFIG_C_REFERENCE_LOGICAL_XOR_DISABLED - cb_map[CSINN_OP_LOGICAL_XOR][CSINN_DTYPE_FLOAT32].exec = shl_ref_logical_xor_f32; -#endif -#ifndef CONFIG_C_REFERENCE_LRN_DISABLED - cb_map[CSINN_OP_LRN][CSINN_DTYPE_FLOAT32].exec = shl_ref_lrn_f32; -#endif -#ifndef CONFIG_C_REFERENCE_MATMUL_DISABLED - cb_map[CSINN_OP_MATMUL][CSINN_DTYPE_FLOAT32].exec = shl_ref_matmul_f32; -#endif -#ifndef CONFIG_C_REFERENCE_MAX_DISABLED - cb_map[CSINN_OP_MAX][CSINN_DTYPE_FLOAT32].exec = shl_ref_max_stride_f32; -#endif -#ifndef CONFIG_C_REFERENCE_MAXIMUM_DISABLED - cb_map[CSINN_OP_MAXIMUM][CSINN_DTYPE_FLOAT32].exec = shl_ref_maximum_f32; -#endif -#ifndef CONFIG_C_REFERENCE_MAXPOOL_DISABLED - cb_map[CSINN_OP_MAXPOOL2D][CSINN_DTYPE_FLOAT32].exec = shl_ref_maxpool2d_f32; -#endif -#ifndef CONFIG_C_REFERENCE_MAXPOOL2D_LOCAT_DISABLED - cb_map[CSINN_OP_MAXPOOL2D_LOCAT][CSINN_DTYPE_FLOAT32].exec = shl_ref_maxpool2d_locat_f32; -#endif -#ifndef CONFIG_C_REFERENCE_MAXPOOL3D_DISABLED - cb_map[CSINN_OP_MAXPOOL3D][CSINN_DTYPE_FLOAT32].exec = shl_ref_maxpool3d_f32; -#endif -#ifndef CONFIG_C_REFERENCE_MEAN_DISABLED - cb_map[CSINN_OP_MEAN][CSINN_DTYPE_FLOAT32].exec = shl_ref_mean_stride_f32; - cb_map[CSINN_OP_MEAN_STRIDE][CSINN_DTYPE_FLOAT32].exec = shl_ref_mean_stride_f32; -#endif -#ifndef CONFIG_C_REFERENCE_MIN_DISABLED - cb_map[CSINN_OP_MIN][CSINN_DTYPE_FLOAT32].exec = shl_ref_min_stride_f32; -#endif -#ifndef CONFIG_C_REFERENCE_MINIMUM_DISABLED - cb_map[CSINN_OP_MINIMUM][CSINN_DTYPE_FLOAT32].exec = shl_ref_minimum_f32; -#endif -#ifndef CONFIG_C_REFERENCE_MOD_DISABLED - cb_map[CSINN_OP_MOD][CSINN_DTYPE_FLOAT32].exec = shl_ref_mod_f32; -#endif -#ifndef CONFIG_C_REFERENCE_MUL_DISABLED - cb_map[CSINN_OP_MUL][CSINN_DTYPE_FLOAT32].exec = shl_ref_mul_f32; -#endif -#ifndef CONFIG_C_REFERENCE_NEGATIVE_DISABLED - cb_map[CSINN_OP_NEGATIVE][CSINN_DTYPE_FLOAT32].exec = shl_ref_negative_f32; -#endif #ifndef CONFIG_C_REFERENCE_NON_MAX_SUPPRESSION_DISABLED cb_map[CSINN_OP_NON_MAX_SUPPRESSION][CSINN_DTYPE_FLOAT32].exec = shl_ref_non_max_suppression_std; #endif -#ifndef CONFIG_C_REFERENCE_NOT_EQUAL_DISABLED - cb_map[CSINN_OP_NOT_EQUAL][CSINN_DTYPE_FLOAT32].exec = shl_ref_not_equal_f32; -#endif -#ifndef CONFIG_C_REFERENCE_PAD_DISABLED - cb_map[CSINN_OP_PAD][CSINN_DTYPE_FLOAT32].exec = shl_ref_pad_f32; -#endif -#ifndef CONFIG_C_REFERENCE_POWER_DISABLED - cb_map[CSINN_OP_POWER][CSINN_DTYPE_FLOAT32].exec = shl_ref_power_f32; -#endif -#ifndef CONFIG_C_REFERENCE_PRELU_DISABLED - cb_map[CSINN_OP_PRELU][CSINN_DTYPE_FLOAT32].exec = shl_ref_prelu_f32; -#endif -#ifndef CONFIG_C_REFERENCE_PROD_DISABLED - cb_map[CSINN_OP_PROD][CSINN_DTYPE_FLOAT32].exec = shl_ref_prod_stride_f32; -#endif -#ifndef CONFIG_C_REFERENCE_PROPOSAL_DISABLED - cb_map[CSINN_OP_PROPOSAL][CSINN_DTYPE_FLOAT32].exec = shl_ref_proposal_f32; -#endif -#ifndef CONFIG_C_REFERENCE_PSROIPOOLING_DISABLED - cb_map[CSINN_OP_PSROIPOOLING][CSINN_DTYPE_FLOAT32].exec = shl_ref_psroipooling_f32; -#endif -#ifndef CONFIG_C_REFERENCE_REDUCE_LOGSUMEXP_DISABLED - cb_map[CSINN_OP_REDUCE_LOGSUMEXP][CSINN_DTYPE_FLOAT32].exec = shl_ref_reduce_logsumexp_f32; -#endif -#ifndef CONFIG_C_REFERENCE_REDUCE_MAX_DISABLED - cb_map[CSINN_OP_REDUCE_MAX][CSINN_DTYPE_FLOAT32].exec = shl_ref_reduce_max_f32; -#endif -#ifndef CONFIG_C_REFERENCE_REDUCE_MEAN_DISABLED - cb_map[CSINN_OP_REDUCE_MEAN][CSINN_DTYPE_FLOAT32].exec = shl_ref_reduce_mean_f32; -#endif -#ifndef CONFIG_C_REFERENCE_REDUCE_MIN_DISABLED - cb_map[CSINN_OP_REDUCE_MIN][CSINN_DTYPE_FLOAT32].exec = shl_ref_reduce_min_f32; -#endif -#ifndef CONFIG_C_REFERENCE_REDUCE_PROD_DISABLED - cb_map[CSINN_OP_REDUCE_PROD][CSINN_DTYPE_FLOAT32].exec = shl_ref_reduce_prod_f32; -#endif -#ifndef CONFIG_C_REFERENCE_REDUCE_SUM_DISABLED - cb_map[CSINN_OP_REDUCE_SUM][CSINN_DTYPE_FLOAT32].exec = shl_ref_reduce_sum_f32; -#endif -#ifndef CONFIG_C_REFERENCE_RELU_DISABLED - cb_map[CSINN_OP_RELU][CSINN_DTYPE_FLOAT32].exec = shl_ref_relu_f32; -#endif -#ifndef CONFIG_C_REFERENCE_RELU1_DISABLED - cb_map[CSINN_OP_RELU1][CSINN_DTYPE_FLOAT32].exec = shl_ref_relu1_f32; -#endif -#ifndef CONFIG_C_REFERENCE_RELU6_DISABLED - cb_map[CSINN_OP_RELU6][CSINN_DTYPE_FLOAT32].exec = shl_ref_relu6_f32; -#endif -#ifndef CONFIG_C_REFERENCE_RELUN_DISABLED - cb_map[CSINN_OP_RELUN][CSINN_DTYPE_FLOAT32].exec = shl_ref_relun_f32; -#endif -#ifndef CONFIG_C_REFERENCE_RESHAPE_DISABLED - cb_map[CSINN_OP_RESHAPE][CSINN_DTYPE_FLOAT32].exec = shl_ref_reshape; - cb_map[CSINN_OP_RESHAPE][CSINN_DTYPE_FLOAT32].init = shl_ref_reshape_init; -#endif -#ifndef CONFIG_C_REFERENCE_RESIZE_DISABLED - cb_map[CSINN_OP_RESIZE][CSINN_DTYPE_FLOAT32].exec = shl_ref_resize_f32; -#if __riscv - cb_map[CSINN_OP_RESIZE][CSINN_DTYPE_FLOAT16].exec = shl_ref_resize_f16; -#endif // __riscv - cb_map[CSINN_OP_RESIZE][CSINN_DTYPE_INT8].exec = shl_ref_resize_i8; -#endif -#ifndef CONFIG_C_REFERENCE_REVERSE_DISABLED - cb_map[CSINN_OP_REVERSE][CSINN_DTYPE_FLOAT32].exec = shl_ref_reverse_f32; -#endif + #ifndef CONFIG_C_REFERENCE_ROIALIGN_DISABLED cb_map[CSINN_OP_ROIALIGN][CSINN_DTYPE_FLOAT32].exec = shl_ref_roi_align_f32; #endif -#ifndef CONFIG_C_REFERENCE_ROIPOOL_DISABLED - cb_map[CSINN_OP_ROIPOOL][CSINN_DTYPE_FLOAT32].exec = shl_ref_roipool_f32; -#endif -#ifndef CONFIG_C_REFERENCE_ROUND_DISABLED - cb_map[CSINN_OP_ROUND][CSINN_DTYPE_FLOAT32].exec = shl_ref_round_f32; -#endif -#ifndef CONFIG_C_REFERENCE_RSQRT_DISABLED - cb_map[CSINN_OP_RSQRT][CSINN_DTYPE_FLOAT32].exec = shl_ref_rsqrt_f32; -#endif + #ifndef CONFIG_C_REFERENCE_SCATTER_DISABLED cb_map[CSINN_OP_SCATTER_ND][CSINN_DTYPE_FLOAT32].exec = shl_ref_scatter_nd_f32; #endif -#ifndef CONFIG_C_REFERENCE_SEGMENT_MAX_DISABLED - cb_map[CSINN_OP_SEGMENT_MAX][CSINN_DTYPE_FLOAT32].exec = shl_ref_segment_max_f32; - cb_map[CSINN_OP_UNSORTED_SEGMENT_MAX][CSINN_DTYPE_FLOAT32].exec = - shl_ref_unsorted_segment_max_f32; -#endif -#ifndef CONFIG_C_REFERENCE_SEGMENT_MEAN_DISABLED - cb_map[CSINN_OP_SEGMENT_MEAN][CSINN_DTYPE_FLOAT32].exec = shl_ref_segment_mean_f32; - cb_map[CSINN_OP_UNSORTED_SEGMENT_MEAN][CSINN_DTYPE_FLOAT32].exec = - shl_ref_unsorted_segment_mean_f32; -#endif -#ifndef CONFIG_C_REFERENCE_SEGMENT_MIN_DISABLED - cb_map[CSINN_OP_SEGMENT_MIN][CSINN_DTYPE_FLOAT32].exec = shl_ref_segment_min_f32; - cb_map[CSINN_OP_UNSORTED_SEGMENT_MIN][CSINN_DTYPE_FLOAT32].exec = - shl_ref_unsorted_segment_min_f32; -#endif -#ifndef CONFIG_C_REFERENCE_SEGMENT_PROD_DISABLED - cb_map[CSINN_OP_SEGMENT_PROD][CSINN_DTYPE_FLOAT32].exec = shl_ref_segment_prod_f32; - cb_map[CSINN_OP_UNSORTED_SEGMENT_PROD][CSINN_DTYPE_FLOAT32].exec = - shl_ref_unsorted_segment_prod_f32; -#endif -#ifndef CONFIG_C_REFERENCE_SEGMENT_SUM_DISABLED - cb_map[CSINN_OP_SEGMENT_SUM][CSINN_DTYPE_FLOAT32].exec = shl_ref_segment_sum_f32; - cb_map[CSINN_OP_UNSORTED_SEGMENT_SUM][CSINN_DTYPE_FLOAT32].exec = - shl_ref_unsorted_segment_sum_f32; -#endif -#ifndef CONFIG_C_REFERENCE_SHUFFLE_CHANNEL_DISABLED - cb_map[CSINN_OP_SHUFFLE_CHANNEL][CSINN_DTYPE_FLOAT32].exec = shl_ref_shuffle_channel_f32; -#endif -#ifndef CONFIG_C_REFERENCE_SIGMOID_DISABLED - cb_map[CSINN_OP_SIGMOID][CSINN_DTYPE_FLOAT32].exec = shl_ref_sigmoid_f32; -#endif -#ifndef CONFIG_C_REFERENCE_SIGN_DISABLED - cb_map[CSINN_OP_SIGN][CSINN_DTYPE_FLOAT32].exec = shl_ref_sign_f32; -#endif -#ifndef CONFIG_C_REFERENCE_SIN_DISABLED - cb_map[CSINN_OP_SIN][CSINN_DTYPE_FLOAT32].exec = shl_ref_sin_f32; -#endif -#ifndef CONFIG_C_REFERENCE_SINH_DISABLED - cb_map[CSINN_OP_SINH][CSINN_DTYPE_FLOAT32].exec = shl_ref_sinh_f32; -#endif -#ifndef CONFIG_C_REFERENCE_SLICE_DISABLED - cb_map[CSINN_OP_SLICE][CSINN_DTYPE_FLOAT32].exec = shl_ref_slice_f32; -#endif -#ifndef CONFIG_C_REFERENCE_SOFTMAX_DISABLED - cb_map[CSINN_OP_SOFTMAX][CSINN_DTYPE_FLOAT32].exec = shl_ref_softmax_f32; -#endif -#ifndef CONFIG_C_REFERENCE_SOFTPLUS_DISABLED - cb_map[CSINN_OP_SOFTPLUS][CSINN_DTYPE_FLOAT32].exec = shl_ref_softplus_f32; -#endif -#ifndef CONFIG_C_REFERENCE_SOFTRELU_DISABLED - cb_map[CSINN_OP_SOFTRELU][CSINN_DTYPE_FLOAT32].exec = shl_ref_softrelu_f32; -#endif -#ifndef CONFIG_C_REFERENCE_SOFTSIGN_DISABLED - cb_map[CSINN_OP_SOFTSIGN][CSINN_DTYPE_FLOAT32].exec = shl_ref_softsign_f32; -#endif -#ifndef CONFIG_C_REFERENCE_SPACE_TO_BATCH_DISABLED - cb_map[CSINN_OP_SPACE_TO_BATCH][CSINN_DTYPE_FLOAT32].exec = shl_ref_space_to_batch_f32; -#endif -#ifndef CONFIG_C_REFERENCE_SPACE_TO_DEPTH_DISABLED - cb_map[CSINN_OP_SPACE_TO_DEPTH][CSINN_DTYPE_FLOAT32].exec = shl_ref_space_to_depth_f32; -#endif -#ifndef CONFIG_C_REFERENCE_SPLIT_DISABLED - cb_map[CSINN_OP_SPLIT][CSINN_DTYPE_FLOAT32].exec = shl_ref_split_f32; -#endif -#ifndef CONFIG_C_REFERENCE_SQRT_DISABLED - cb_map[CSINN_OP_SQRT][CSINN_DTYPE_FLOAT32].exec = shl_ref_sqrt_f32; -#endif -#ifndef CONFIG_C_REFERENCE_SQUARE_DISABLED - cb_map[CSINN_OP_SQUARE][CSINN_DTYPE_FLOAT32].exec = shl_ref_square_f32; -#endif -#ifndef CONFIG_C_REFERENCE_STACK_DISABLED - cb_map[CSINN_OP_STACK][CSINN_DTYPE_FLOAT32].exec = shl_ref_stack_f32; -#endif -#ifndef CONFIG_C_REFERENCE_STRIDED_SLICE_DISABLED - cb_map[CSINN_OP_STRIDED_SLICE][CSINN_DTYPE_FLOAT32].exec = shl_ref_strided_slice_f32; -#if __riscv - cb_map[CSINN_OP_STRIDED_SLICE][CSINN_DTYPE_FLOAT16].exec = shl_ref_strided_slice_f16; -#endif // __riscv -// cb_map[CSINN_OP_STRIDED_SLICE][CSINN_DTYPE_INT8].exec = shl_ref_strided_slice_i8; -#endif -#ifndef CONFIG_C_REFERENCE_SUB_DISABLED - cb_map[CSINN_OP_SUB][CSINN_DTYPE_FLOAT32].exec = shl_ref_sub_f32; -#endif -#ifndef CONFIG_C_REFERENCE_SUM_DISABLED - cb_map[CSINN_OP_SUM][CSINN_DTYPE_FLOAT32].exec = shl_ref_sum_stride_f32; -#endif -#ifndef CONFIG_C_REFERENCE_TAN_DISABLED - cb_map[CSINN_OP_TAN][CSINN_DTYPE_FLOAT32].exec = shl_ref_tan_f32; -#endif -#ifndef CONFIG_C_REFERENCE_TANH_DISABLED - cb_map[CSINN_OP_TANH][CSINN_DTYPE_FLOAT32].exec = shl_ref_tanh_f32; -#endif -#ifndef CONFIG_C_REFERENCE_THRESHOLD_RELU_DISABLED - cb_map[CSINN_OP_THRESHOLD_RELU][CSINN_DTYPE_FLOAT32].exec = shl_ref_threshold_relu_f32; -#endif -#ifndef CONFIG_C_REFERENCE_TILE_DISABLED - cb_map[CSINN_OP_TILE][CSINN_DTYPE_FLOAT32].exec = shl_ref_tile_f32; -#endif -#ifndef CONFIG_C_REFERENCE_TOPK_DISABLED - cb_map[CSINN_OP_TOPK][CSINN_DTYPE_FLOAT32].exec = shl_ref_topk_f32; -#endif -#ifndef CONFIG_C_REFERENCE_TRANSPOSE_DISABLED - cb_map[CSINN_OP_TRANSPOSE][CSINN_DTYPE_FLOAT32].exec = shl_ref_transpose; - cb_map[CSINN_OP_TRANSPOSE][CSINN_DTYPE_FLOAT32].init = shl_ref_transpose_init; -#endif -#ifndef CONFIG_C_REFERENCE_TRUNC_DISABLED - cb_map[CSINN_OP_TRUNC][CSINN_DTYPE_FLOAT32].exec = shl_ref_trunc_f32; -#endif -#ifndef CONFIG_C_REFERENCE_UNPOOLING_DISABLED - cb_map[CSINN_OP_UNPOOLING][CSINN_DTYPE_FLOAT32].exec = shl_ref_unpooling_f32; -#endif -#ifndef CONFIG_C_REFERENCE_YUV_RGB_SCALE_DISABLED - cb_map[CSINN_OP_YUV_RGB_SCALE][CSINN_DTYPE_FLOAT32].exec = shl_ref_yuv_rgb_scale_f32; -#endif + #ifndef CONFIG_C_REFERENCE_COL2IM_DISABLED cb_map[CSINN_OP_COL2IM][CSINN_DTYPE_FLOAT32].exec = shl_ref_col2im_f32; #endif @@ -1157,21 +743,23 @@ static void *setup_cb_map() cb_map[CSINN_OP_L2POOL2D][CSINN_DTYPE_FLOAT32].exec = shl_ref_l2pool_f32; #endif -#ifndef CONFIG_C_REFERENCE_ONE_HOT_DISABLED - cb_map[CSINN_OP_ONE_HOT][CSINN_DTYPE_FLOAT32].exec = shl_ref_one_hot_f32; -#endif - #ifndef CONFIG_C_REFERENCE_WHERE_DISABLED - cb_map[CSINN_OP_WHERE][CSINN_DTYPE_FLOAT32].exec = shl_ref_where_f32; cb_map[CSINN_OP_WHERE][CSINN_DTYPE_BOOL].exec = shl_ref_where_quant; #endif #ifndef CONFIG_C_REFERENCE_WHERE_SOFTMAX_DISABLED - cb_map[CSINN_OP_WHERE_SOFTMAX][CSINN_DTYPE_FLOAT32].exec = shl_ref_where_softmax_f32; cb_map[CSINN_OP_WHERE_SOFTMAX][CSINN_DTYPE_BOOL].exec = shl_ref_where_softmax_quant; #endif +#ifndef CONFIG_C_REFERENCE_INSTANCE_NORM_DISABLED + cb_map[CSINN_OP_INSTANCE_NORM][CSINN_DTYPE_FLOAT32].exec = shl_ref_instance_norm_f32; +#endif + #ifndef CONFIG_C_REFERENCE_CAST_DISABLED + cb_map[CSINN_OP_CAST][CSINN_DTYPE_UINT8].exec = shl_ref_cast_quant; + cb_map[CSINN_OP_CAST][CSINN_DTYPE_INT8].exec = shl_ref_cast_quant; + cb_map[CSINN_OP_CAST][CSINN_DTYPE_INT32].exec = shl_ref_cast_quant; + cb_map[CSINN_OP_CAST][CSINN_DTYPE_FLOAT16].exec = shl_ref_cast_quant; cb_map[CSINN_OP_CAST][CSINN_DTYPE_FLOAT32].exec = shl_ref_cast_f32; cb_map[CSINN_OP_CAST][CSINN_DTYPE_BOOL].exec = shl_ref_cast_bool; cb_map[CSINN_OP_CAST][CSINN_DTYPE_INT64].exec = shl_ref_cast_i64; @@ -1570,6 +1158,8 @@ static void *setup_cb_map() #endif #ifndef CONFIG_GRAPH_REFERENCE_CONVOLUTION1D_DISABLED cb_map[CSINN_OP_CONV1D][i].est = shl_gref_conv1d; + cb_map[CSINN_OP_DEPTHWISE_CONV1D][i].est = shl_gref_conv1d; + cb_map[CSINN_OP_GROUP_CONV1D][i].est = shl_gref_conv1d; #endif #ifndef CONFIG_GRAPH_REFERENCE_CONVOLUTION_DISABLED cb_map[CSINN_OP_CONV2D][i].est = shl_gref_conv2d; @@ -1586,6 +1176,7 @@ static void *setup_cb_map() #ifndef CONFIG_GRAPH_REFERENCE_DECONVOLUTION_DISABLED cb_map[CSINN_OP_DECONV2D][i].est = shl_gref_deconv2d; cb_map[CSINN_OP_DEPTHWISE_DECONV2D][i].est = shl_gref_depthwise_deconv2d; + cb_map[CSINN_OP_GROUP_DECONV2D][i].est = shl_gref_group_deconv2d; #endif #ifndef CONFIG_GRAPH_REFERENCE_DECONVOLUTION3D_DISABLED cb_map[CSINN_OP_DECONV3D][i].est = shl_gref_deconv3d; @@ -1607,6 +1198,9 @@ static void *setup_cb_map() #endif #ifndef CONFIG_GRAPH_REFERENCE_WHERE_SOFTMAX_DISABLED cb_map[CSINN_OP_WHERE_SOFTMAX][i].est = shl_gref_where_softmax; +#endif +#ifndef CONFIG_GRAPH__REFERENCE_INSTANCE_NORM_DISABLED + cb_map[CSINN_OP_INSTANCE_NORM][i].est = shl_gref_instance_norm; #endif } #endif diff --git a/source/reference/shape.c b/source/reference/shape.c index 998268f8..8ebb727b 100644 --- a/source/reference/shape.c +++ b/source/reference/shape.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_shape_i32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/shuffle_channel.c b/source/reference/shuffle_channel.c index 4e8c2038..4d4eee23 100644 --- a/source/reference/shuffle_channel.c +++ b/source/reference/shuffle_channel.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" static int shl_ref_shuffle_channel_nhwc_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/sigmoid.c b/source/reference/sigmoid.c index cf387c0e..061dba0b 100644 --- a/source/reference/sigmoid.c +++ b/source/reference/sigmoid.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_sigmoid_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/sign.c b/source/reference/sign.c index 01aa3f91..6dc81e95 100644 --- a/source/reference/sign.c +++ b/source/reference/sign.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" float sign(float v) diff --git a/source/reference/sin.c b/source/reference/sin.c index a0aca082..4da2270b 100644 --- a/source/reference/sin.c +++ b/source/reference/sin.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_sin_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/sinh.c b/source/reference/sinh.c index c3c790c6..6ee3b6d7 100644 --- a/source/reference/sinh.c +++ b/source/reference/sinh.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_sinh_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/slice.c b/source/reference/slice.c index 7d1d7aa6..a507346c 100644 --- a/source/reference/slice.c +++ b/source/reference/slice.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_slice_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/softmax.c b/source/reference/softmax.c index 83bd0e28..aefb51b9 100644 --- a/source/reference/softmax.c +++ b/source/reference/softmax.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_softmax_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/softplus.c b/source/reference/softplus.c index e6337699..56db2bf9 100644 --- a/source/reference/softplus.c +++ b/source/reference/softplus.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_softplus_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/softrelu.c b/source/reference/softrelu.c index c2f59618..17b57a5a 100644 --- a/source/reference/softrelu.c +++ b/source/reference/softrelu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" static float softrelu(float x, float y) { return log(1 + exp(fmax(fmin(x, y), y))); } diff --git a/source/reference/softsign.c b/source/reference/softsign.c index 827c3064..cf597c57 100644 --- a/source/reference/softsign.c +++ b/source/reference/softsign.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_softsign_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/space_to_batch.c b/source/reference/space_to_batch.c index df54a29d..d6063292 100644 --- a/source/reference/space_to_batch.c +++ b/source/reference/space_to_batch.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" // tf.nn.space_to_batch:the input mast a 4-D Tensor with shape [batch, height, width, depth]. diff --git a/source/reference/space_to_depth.c b/source/reference/space_to_depth.c index 09407186..193c6143 100644 --- a/source/reference/space_to_depth.c +++ b/source/reference/space_to_depth.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" // the input->data is a 4-D Tensor with shape [batch, depth, height, width]. diff --git a/source/reference/split.c b/source/reference/split.c index 27d41963..3012ba0b 100644 --- a/source/reference/split.c +++ b/source/reference/split.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_split_f32(struct csinn_tensor *input, struct csinn_tensor **output, @@ -25,14 +23,15 @@ int shl_ref_split_f32(struct csinn_tensor *input, struct csinn_tensor **output, { int32_t inner_size = 1; int32_t out_size = 1; - int32_t avg_dim = (input->dim[params->axis] + params->output_num - 1) / params->output_num; + int32_t axis = params->axis < 0 ? (input->dim_count + params->axis) : params->axis; + int32_t avg_dim = (input->dim[axis] + params->output_num - 1) / params->output_num; float *input_data = input->data; - for (int i = 0; i < params->axis; i++) { + for (int i = 0; i < axis; i++) { out_size *= input->dim[i]; } - for (int i = params->axis + 1; i < input->dim_count; i++) { + for (int i = axis + 1; i < input->dim_count; i++) { inner_size *= input->dim[i]; } @@ -41,7 +40,7 @@ int shl_ref_split_f32(struct csinn_tensor *input, struct csinn_tensor **output, int s_index; if (params->split_index != NULL) { if (i == params->output_num - 1) { - p_size = inner_size * (input->dim[params->axis] - params->split_index[i - 1]); + p_size = inner_size * (input->dim[axis] - params->split_index[i - 1]); s_index = params->split_index[i - 1]; } else if (i == 0) { p_size = inner_size * params->split_index[0]; @@ -54,7 +53,7 @@ int shl_ref_split_f32(struct csinn_tensor *input, struct csinn_tensor **output, // tail: If the tensor is not evenly splittable into num_outputs, the last chunk will be // smaller if (i == params->output_num - 1) { - p_size = inner_size * (input->dim[params->axis] - i * avg_dim); + p_size = inner_size * (input->dim[axis] - i * avg_dim); } else { p_size = inner_size * avg_dim; } @@ -63,9 +62,9 @@ int shl_ref_split_f32(struct csinn_tensor *input, struct csinn_tensor **output, float *output_i_data = output[i]->data; for (int out = 0; out < out_size; out++) { - int in_index = out * input->dim[params->axis] * inner_size + s_index * inner_size; - int out_index = out * inner_size; - memcpy(output_i_data + out_index, input_data + in_index, p_size * 4); + int in_index = out * input->dim[axis] * inner_size + s_index * inner_size; + memcpy(output_i_data, input_data + in_index, p_size * 4); + output_i_data += p_size; } } diff --git a/source/reference/sqrt.c b/source/reference/sqrt.c index 3cbc86f3..d8eecf78 100644 --- a/source/reference/sqrt.c +++ b/source/reference/sqrt.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_sqrt_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/square.c b/source/reference/square.c index 6fd3bf14..fcc1f34a 100644 --- a/source/reference/square.c +++ b/source/reference/square.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_square_f32(struct csinn_tensor *input, struct csinn_tensor *output, @@ -35,3 +33,9 @@ int shl_ref_square_f32(struct csinn_tensor *input, struct csinn_tensor *output, } return CSINN_TRUE; } + +int shl_ref_square_quant(struct csinn_tensor *input, struct csinn_tensor *output, + struct csinn_siso_params *params) +{ + return shl_ref_siso_callback_base(input, output, params, shl_ref_square_f32); +} \ No newline at end of file diff --git a/source/reference/squeeze.c b/source/reference/squeeze.c index 29c57786..f69d6768 100644 --- a/source/reference/squeeze.c +++ b/source/reference/squeeze.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_squeeze(struct csinn_tensor *input, struct csinn_tensor *output, @@ -31,3 +29,9 @@ int shl_ref_squeeze(struct csinn_tensor *input, struct csinn_tensor *output, } return CSINN_TRUE; } + +int shl_ref_squeeze_quant(struct csinn_tensor *input, struct csinn_tensor *output, + struct csinn_squeeze_params *params) +{ + shl_ref_siso_callback_base(input, output, params, shl_ref_squeeze); +} \ No newline at end of file diff --git a/source/reference/stack.c b/source/reference/stack.c index 5c94dda7..3ffb54da 100644 --- a/source/reference/stack.c +++ b/source/reference/stack.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_stack_f32(struct csinn_tensor **input, struct csinn_tensor *output, diff --git a/source/reference/strided_slice.c b/source/reference/strided_slice.c index 1134d657..6ec070a9 100644 --- a/source/reference/strided_slice.c +++ b/source/reference/strided_slice.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" /* fixme: */ diff --git a/source/reference/sub.c b/source/reference/sub.c index f572fdf1..30e3cf09 100644 --- a/source/reference/sub.c +++ b/source/reference/sub.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" static void element_sub_f32(float *src0, float *src1, float *dest, int input_idx, int output_idx) diff --git a/source/reference/sum.c b/source/reference/sum.c index 12d9f034..f213d960 100644 --- a/source/reference/sum.c +++ b/source/reference/sum.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_sum_stride_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/tan.c b/source/reference/tan.c index f13eaec4..9b9e83c9 100644 --- a/source/reference/tan.c +++ b/source/reference/tan.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_tan_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/tanh.c b/source/reference/tanh.c index d1d504a0..fd5bbd01 100644 --- a/source/reference/tanh.c +++ b/source/reference/tanh.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_tanh_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/threshold_relu.c b/source/reference/threshold_relu.c index cd86b416..0b34d1a0 100644 --- a/source/reference/threshold_relu.c +++ b/source/reference/threshold_relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" static float threshold_relu(float x, float theta) { return x > theta ? x : 0; } diff --git a/source/reference/tile.c b/source/reference/tile.c index 82b356cf..96b256d1 100644 --- a/source/reference/tile.c +++ b/source/reference/tile.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" static int Multiplication(int32_t *dim, int s, int e) diff --git a/source/reference/topk.c b/source/reference/topk.c index f50df83c..a9f462bb 100644 --- a/source/reference/topk.c +++ b/source/reference/topk.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_topk_f32(struct csinn_tensor *input, struct csinn_tensor *output1, diff --git a/source/reference/transpose.c b/source/reference/transpose.c index 45f54ce2..39e68ca9 100644 --- a/source/reference/transpose.c +++ b/source/reference/transpose.c @@ -16,22 +16,20 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_transpose_init(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_transpose_params *params) { struct csinn_callback *cb = params->base.cb; - if (input->quant_channel == output->quant_channel) { - int quant_size = input->quant_channel * sizeof(struct csinn_quant_info); - int t = memcmp(input->qinfo, output->qinfo, quant_size); - if (t == 0) { - cb->exec = shl_ref_transpose; - return CSINN_TRUE; - } - } + // if (input->quant_channel == output->quant_channel) { + // int quant_size = input->quant_channel * sizeof(struct csinn_quant_info); + // int t = memcmp(input->qinfo, output->qinfo, quant_size); + // if (t == 0) { + // cb->exec = shl_ref_transpose; + // return CSINN_TRUE; + // } + // } cb->exec = shl_ref_transpose_quant; return CSINN_TRUE; } diff --git a/source/reference/trunc.c b/source/reference/trunc.c index 900a63ff..914b8667 100644 --- a/source/reference/trunc.c +++ b/source/reference/trunc.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_trunc_f32(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/reference/unpooling.c b/source/reference/unpooling.c index d160bc71..b6c45c6b 100644 --- a/source/reference/unpooling.c +++ b/source/reference/unpooling.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" static int shl_ref_unpooling_nhwc_f32(struct csinn_tensor *input, struct csinn_tensor *mask, diff --git a/source/reference/unstack.c b/source/reference/unstack.c index 1f5dd907..3ea1198d 100644 --- a/source/reference/unstack.c +++ b/source/reference/unstack.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_unstack_f32(struct csinn_tensor *input, struct csinn_tensor **output, diff --git a/source/reference/utils.c b/source/reference/utils.c index 729bdd24..c376b134 100644 --- a/source/reference/utils.c +++ b/source/reference/utils.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include #include "shl_ref.h" @@ -93,8 +91,8 @@ int shl_ref_diso_broadcast_base(struct csinn_tensor *input0, struct csinn_tensor cb->output = output; int out_size = csinn_tensor_size(output); - float *in0_data_b = shl_mem_alloc(out_size * 4); - float *in1_data_b = shl_mem_alloc(out_size * 4); + float *in0_data_b = shl_mem_alloc(out_size * sizeof(float)); + float *in1_data_b = shl_mem_alloc(out_size * sizeof(float)); struct csinn_tensor *b_input0 = csinn_alloc_tensor(NULL); struct csinn_tensor *b_input1 = csinn_alloc_tensor(NULL); @@ -126,6 +124,8 @@ int shl_ref_diso_broadcast_base(struct csinn_tensor *input0, struct csinn_tensor } shl_mem_free(in0_data_b); shl_mem_free(in1_data_b); + csinn_free_tensor(b_input0); + csinn_free_tensor(b_input1); return CSINN_TRUE; } @@ -198,15 +198,15 @@ float shl_ref_dequantize_i8_to_f32(int8_t input, struct csinn_quant_info *qinfo) uint8_t shl_ref_quantize_f32_to_u8(float input, struct csinn_quant_info *qinfo) { float scale = shl_ref_get_scale(qinfo->multiplier, qinfo->shift); - float output = round(input / scale + qinfo->zero_point); + float output = nearbyint(input / scale + qinfo->zero_point); return fmin(255, fmax(0, output)); } int8_t shl_ref_quantize_f32_to_i8(float input, struct csinn_quant_info *qinfo) { float scale = shl_ref_get_scale(qinfo->multiplier, qinfo->shift); - float output = round(input / scale + qinfo->zero_point); - return fmin(127, fmax(-127, output)); + float output = nearbyint(input / scale + qinfo->zero_point); + return fmin(127, fmax(-128, output)); } struct csinn_tensor *shl_ref_deconv_kernel_nchw_to_nhwc_f32(struct csinn_tensor *t, @@ -322,7 +322,7 @@ struct csinn_tensor *shl_ref_nchw_to_nhwc_f32(struct csinn_tensor *t) nt->dim[2] = t->dim[3]; nt->dim[3] = t->dim[1]; - nt->data = shl_mem_alloc(size * 4); + nt->data = shl_mem_alloc(size * sizeof(float)); int32_t permute[4] = {0, 2, 3, 1}; struct csinn_transpose_params tparams; @@ -491,7 +491,8 @@ void shl_ref_conv_free_float_tensor(struct csinn_tensor *input, struct csinn_ten shl_ref_free_float_tensor(bias); } -struct csinn_tensor *shl_ref_tensor_transform_f32(struct csinn_tensor *input) +struct csinn_tensor *shl_ref_tensor_transform_base(struct csinn_tensor *input, int csinn_dtype, + uint8_t num_bits) { struct csinn_tensor *ret = csinn_alloc_tensor(NULL); csinn_tensor_copy(ret, input); @@ -500,7 +501,35 @@ struct csinn_tensor *shl_ref_tensor_transform_f32(struct csinn_tensor *input) ret->qinfo = NULL; } ret->quant_channel = 0; - ret->dtype = CSINN_DTYPE_FLOAT32; + ret->dtype = csinn_dtype; + switch (input->layout) { + case CSINN_LAYOUT_NC1DHWC0: + ret->layout = CSINN_LAYOUT_NCDHW; + ret->dim[1] *= input->dim[5]; + ret->dim[5] = 0; + ret->dim_count = 5; + break; + case CSINN_LAYOUT_NC1HWC0: + ret->layout = CSINN_LAYOUT_NCHW; + ret->dim[1] *= input->dim[4]; + ret->dim[4] = 0; + ret->dim_count = 4; + break; + case CSINN_LAYOUT_NC1WC0: + ret->layout = CSINN_LAYOUT_NCW; + ret->dim[1] *= input->dim[3]; + ret->dim[3] = 0; + ret->dim_count = 3; + break; + case CSINN_LAYOUT_NC1C0: + ret->layout = CSINN_LAYOUT_NC; + ret->dim[1] *= input->dim[2]; + ret->dim[2] = 0; + ret->dim_count = 2; + break; + default: + break; + } if (ret->dim_count == 0) { return ret; } @@ -508,13 +537,33 @@ struct csinn_tensor *shl_ref_tensor_transform_f32(struct csinn_tensor *input) if (input_size == 0) { return ret; } - ret->data = shl_mem_alloc(input_size * 4); + ret->data = shl_mem_alloc(input_size * num_bits); if (csinn_tensor_data_convert(ret, input) == CSINN_TRUE) { return ret; } return NULL; } +struct csinn_tensor *shl_ref_tensor_transform_f32(struct csinn_tensor *input) +{ + return shl_ref_tensor_transform_base(input, CSINN_DTYPE_FLOAT32, sizeof(float)); +} + +struct csinn_tensor *shl_ref_tensor_transform_int64(struct csinn_tensor *input) +{ + return shl_ref_tensor_transform_base(input, CSINN_DTYPE_INT64, sizeof(int64_t)); +} + +int shl_ref_tensor_transform_free_int64(struct csinn_tensor *input) +{ + int size = csinn_tensor_size(input); + if (size != 0) { + shl_mem_free(input->data); + } + csinn_free_tensor(input); + return CSINN_TRUE; +} + int shl_ref_tensor_transform_free_f32(struct csinn_tensor *input) { int size = csinn_tensor_size(input); @@ -579,6 +628,13 @@ uint8_t *shl_ref_f32_to_input_dtype(uint32_t index, float *data, struct csinn_se csinn_tensor_copy(ftmp, sess->input[index]); ftmp->data = data; ftmp->dtype = CSINN_DTYPE_FLOAT32; + /* The img preprocess only accepts nchw layout input */ + if (sess->input[index]->layout == CSINN_LAYOUT_NHWC) { + ftmp->layout = CSINN_LAYOUT_NCHW; + ftmp->dim[1] = sess->input[index]->dim[3]; + ftmp->dim[2] = sess->input[index]->dim[1]; + ftmp->dim[3] = sess->input[index]->dim[2]; + } struct csinn_tensor *ret = csinn_alloc_tensor(NULL); csinn_tensor_copy(ret, sess->input[index]); ret->data = shl_mem_alloc(csinn_tensor_byte_size(ret)); @@ -630,6 +686,13 @@ int shl_ref_broadcast_to_shape_f32(struct csinn_tensor *input, struct csinn_tens return CSINN_TRUE; } + if (data_size == 1) { + for (int i = 0; i < out_size; i++) { + output_data[i] = input_data[0]; + } + return CSINN_TRUE; + } + // full in_shape int32_t new_shape[target_shape_rank]; memcpy(new_shape, in_shape, in_shape_rank * 4); @@ -644,7 +707,7 @@ int shl_ref_broadcast_to_shape_f32(struct csinn_tensor *input, struct csinn_tens } in_shape = new_shape; - float *output_data_t = shl_mem_alloc(out_size * 4); + float *output_data_t = shl_mem_alloc(out_size * sizeof(float)); memcpy(output_data_t, input_data, data_size * 4); memcpy(output_data, input_data, data_size * 4); @@ -666,7 +729,7 @@ int shl_ref_broadcast_to_shape_f32(struct csinn_tensor *input, struct csinn_tens target_inner_size *= target_shape[j]; } - float tmp_arr[inner_size]; + float *tmp_arr = (float *)shl_mem_alloc(inner_size * sizeof(float)); for (int idx = 0; idx < data_size; idx++) { // at first output equal to input, then tmp data be saved in output tmp_arr[idx % inner_size] = output_data_t[idx]; @@ -680,6 +743,7 @@ int shl_ref_broadcast_to_shape_f32(struct csinn_tensor *input, struct csinn_tens } } } + shl_mem_free(tmp_arr); in_shape[target_shape_rank - i - 1] = target_shape[target_shape_rank - i - 1]; memcpy(output_data_t, output_data, out_size * 4); } @@ -698,4 +762,14 @@ int shl_ref_broadcast_to_shape_quant(struct csinn_tensor *input, struct csinn_te shl_ref_tensor_transform_free_f32(finput); shl_ref_tensor_transform_free_f32(foutput); return ret; -} \ No newline at end of file +} + +bool shl_is_first_layer_input(struct csinn_tensor *input, struct csinn_session *sess) +{ + for (int i = 0; i < sess->input_num; i++) { + if (input == sess->input[i]) { + return true; + } + } + return false; +} diff --git a/source/reference/where.c b/source/reference/where.c index 6cbabbf8..c867bf72 100644 --- a/source/reference/where.c +++ b/source/reference/where.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_where_f32(struct csinn_tensor *condition, struct csinn_tensor *x, @@ -28,8 +26,8 @@ int shl_ref_where_f32(struct csinn_tensor *condition, struct csinn_tensor *x, int out_size = csinn_tensor_size(output); uint8_t *c_data_b = shl_mem_alloc(out_size); - float *x_data_b = shl_mem_alloc(out_size * 4); - float *y_data_b = shl_mem_alloc(out_size * 4); + float *x_data_b = shl_mem_alloc(out_size * sizeof(float)); + float *y_data_b = shl_mem_alloc(out_size * sizeof(float)); struct csinn_tensor *b_c = csinn_alloc_tensor(NULL); struct csinn_tensor *b_x = csinn_alloc_tensor(NULL); struct csinn_tensor *b_y = csinn_alloc_tensor(NULL); diff --git a/source/reference/where_softmax.c b/source/reference/where_softmax.c index f101d50e..052bb36a 100644 --- a/source/reference/where_softmax.c +++ b/source/reference/where_softmax.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include #include "shl_ref.h" @@ -42,8 +40,8 @@ int shl_ref_where_softmax_f32(struct csinn_tensor *condition, struct csinn_tenso } uint8_t *c_data_b = shl_mem_alloc(where_out_size); - float *y_data_b = shl_mem_alloc(where_out_size * 4); - float *where_output_data = shl_mem_alloc(where_out_size * 4); + float *y_data_b = shl_mem_alloc(where_out_size * sizeof(float)); + float *where_output_data = shl_mem_alloc(where_out_size * sizeof(float)); struct csinn_tensor *b_c = csinn_alloc_tensor(NULL); struct csinn_tensor *b_y = csinn_alloc_tensor(NULL); struct csinn_tensor *where_out = csinn_alloc_tensor(NULL); diff --git a/source/reference/xor.c b/source/reference/xor.c index a9dd584b..57c92c8b 100644 --- a/source/reference/xor.c +++ b/source/reference/xor.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" int shl_ref_xor_u32(struct csinn_tensor *input0, struct csinn_tensor *input1, diff --git a/source/reference/yuv_rgb_scale.c b/source/reference/yuv_rgb_scale.c index 4cbfcb91..2d8e0838 100644 --- a/source/reference/yuv_rgb_scale.c +++ b/source/reference/yuv_rgb_scale.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_ref.h" /* https://github.com/tensorflow/tensorflow/blob/v2.3.0/tensorflow/python/ops/image_ops_impl.py#L3279-L3325 diff --git a/source/thead_matrix/avgpool.c b/source/thead_matrix/avgpool.c index e0882846..73a3f6a7 100644 --- a/source/thead_matrix/avgpool.c +++ b/source/thead_matrix/avgpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvm.h" int shl_rvm_avgpool2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/thead_matrix/convolution.c b/source/thead_matrix/convolution.c index ccd0c851..8e880e37 100644 --- a/source/thead_matrix/convolution.c +++ b/source/thead_matrix/convolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvm.h" int shl_rvm_conv2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/thead_matrix/convolution_1x1_fp16_matrix.c b/source/thead_matrix/convolution_1x1_fp16_matrix.c index 0ae79ae8..5fea5e35 100644 --- a/source/thead_matrix/convolution_1x1_fp16_matrix.c +++ b/source/thead_matrix/convolution_1x1_fp16_matrix.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvm.h" void shl_rvm_conv1x1s1_gemm_reorder_kernel_fp16(struct csinn_tensor *kernel, @@ -76,6 +74,8 @@ int shl_rvm_conv1x1s1_gemm_fp16(struct csinn_tensor *input, struct csinn_tensor __fp16 *in_ptr = input_align_buf; if (k_align != k) { align_input_channel_fp16(input_align_buf, input_data, m, k, k_align); + } else { + in_ptr = input_data; } __fp16 *out_ptr = output_data; __fp16 *bias_ptr = bias_data ? bias_data : NULL; diff --git a/source/thead_matrix/convolution_1x1_int8_matrix.c b/source/thead_matrix/convolution_1x1_int8_matrix.c index c2fef8bd..b0e17bbe 100644 --- a/source/thead_matrix/convolution_1x1_int8_matrix.c +++ b/source/thead_matrix/convolution_1x1_int8_matrix.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvm.h" void shl_rvm_conv1x1s1_gemm_reorder_kernel_int8(struct csinn_tensor *kernel, @@ -91,6 +89,8 @@ int shl_rvm_conv1x1s1_gemm_int8(struct csinn_tensor *input, struct csinn_tensor int8_t *in_ptr = input_align_buf; if (k_align != k) { align_input_channel_int8(input_align_buf, input_data, m, k, k_align); + } else { + in_ptr = input_data; } int8_t *out_ptr = output_data; int32_t *bias_ptr = bias_data; // bias_data != NULL with fusing zp to bias diff --git a/source/thead_matrix/convolution_3x3_fp16_matrix.c b/source/thead_matrix/convolution_3x3_fp16_matrix.c index b5ec6a61..fc485b2f 100644 --- a/source/thead_matrix/convolution_3x3_fp16_matrix.c +++ b/source/thead_matrix/convolution_3x3_fp16_matrix.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvm.h" static inline void wg_bxf3s1_reorder_kernel_nhwc_fp16(__fp16 *dst, const __fp16 *src, int N, int K, diff --git a/source/thead_matrix/convolution_gemm_fp16_matrix.c b/source/thead_matrix/convolution_gemm_fp16_matrix.c index d694e585..1cbdc7bb 100644 --- a/source/thead_matrix/convolution_gemm_fp16_matrix.c +++ b/source/thead_matrix/convolution_gemm_fp16_matrix.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvm.h" static void im2col_gemm_reorder_kernel_nhwc_per_group_fp16(__fp16 *src, __fp16 *dst, int out_c, @@ -149,6 +147,8 @@ int shl_rvm_conv_im2col_gemm_fp16(struct csinn_tensor *input, struct csinn_tenso if (flag_pad) { shl_rvv_pad_input_nhwc_fp16(input_data, input_pad_buf, in_h, in_w, in_c, padded_in_h, padded_in_w, params->pad_top, params->pad_left); + } else { + input_pad_buf = input_data; } // im2col for (int oh = 0; oh < out_h; oh++) { diff --git a/source/thead_matrix/convolution_gemm_int8_matrix.c b/source/thead_matrix/convolution_gemm_int8_matrix.c index a9ac8d51..8c881dc7 100644 --- a/source/thead_matrix/convolution_gemm_int8_matrix.c +++ b/source/thead_matrix/convolution_gemm_int8_matrix.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvm.h" static void im2col_gemm_reorder_kernel_per_group_int8_matrix(int8_t *src, int8_t *dst, int out_c, @@ -171,6 +169,8 @@ int shl_rvm_conv_im2col_gemm_int8(struct csinn_tensor *input, struct csinn_tenso shl_rvv_pad_input_nhwc_int8(input_data, input_pad_buf, in_h, in_w, in_c, padded_in_h, padded_in_w, params->pad_top, params->pad_left, input->qinfo->zero_point); + } else { + input_pad_buf = input_data; } // im2col int vl = vsetvl_e8m1(csrr_vlenb() / sizeof(int8_t)); diff --git a/source/thead_matrix/depthwise_convolution.c b/source/thead_matrix/depthwise_convolution.c index 807daaac..35dfd6f4 100644 --- a/source/thead_matrix/depthwise_convolution.c +++ b/source/thead_matrix/depthwise_convolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvm.h" int shl_rvm_depthwise_conv2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/thead_matrix/gemm_fp16_matrix.c b/source/thead_matrix/gemm_fp16_matrix.c index 8febe93c..0dd5448c 100644 --- a/source/thead_matrix/gemm_fp16_matrix.c +++ b/source/thead_matrix/gemm_fp16_matrix.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvm.h" void gemm_fp16_nhwc_matrix_rowxn(__fp16 *output, const __fp16 *kernel, const __fp16 *input, diff --git a/source/thead_matrix/gemm_fp16_matrix_intrinsic.c b/source/thead_matrix/gemm_fp16_matrix_intrinsic.c index efa499da..ac591baa 100644 --- a/source/thead_matrix/gemm_fp16_matrix_intrinsic.c +++ b/source/thead_matrix/gemm_fp16_matrix_intrinsic.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvm.h" static void gemm_fp16_nhwc_matrix_2rowxn(__fp16 *output, const __fp16 *kernel, const __fp16 *input, diff --git a/source/thead_matrix/gemm_fp16_nhwc_matrix.S b/source/thead_matrix/gemm_fp16_nhwc_matrix.S index 6a5c8f42..ee0676a1 100644 --- a/source/thead_matrix/gemm_fp16_nhwc_matrix.S +++ b/source/thead_matrix/gemm_fp16_nhwc_matrix.S @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - /************************************************************************************************** void gemm_fp16_nhwc_matrix_2rowxn(__fp16 *output, @@ -227,7 +225,7 @@ gemm_fp16_rowxn_n: mcfgmi zero, 1 mldh m0, t3, (a3) // bias [1][n] - add a3, a3, t0 + add a3, a3, t1 mcfgm zero, a4 mmov.mv.i m4, m0[0] @@ -354,7 +352,7 @@ gemm_fp16_row_tailxn_n: mcfgmi zero, 1 mldh m0, t3, (a3) // bias [1][n] - add a3, a3, t0 + add a3, a3, t1 mcfgm zero, a4 mmov.mv.i m4, m0[0] diff --git a/source/thead_matrix/gemm_int8_matrix.c b/source/thead_matrix/gemm_int8_matrix.c index a72c2be5..150c1f18 100644 --- a/source/thead_matrix/gemm_int8_matrix.c +++ b/source/thead_matrix/gemm_int8_matrix.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvm.h" #ifndef MATRIX_PW_I32 diff --git a/source/thead_matrix/gemm_int8_nhwc_matrix.S b/source/thead_matrix/gemm_int8_nhwc_matrix.S index f0c2c6cd..4c9d10eb 100644 --- a/source/thead_matrix/gemm_int8_nhwc_matrix.S +++ b/source/thead_matrix/gemm_int8_nhwc_matrix.S @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - /************************************************************************************************** void gemm_int8_nhwc_2rowxn_matrix(const int8_t *output, diff --git a/source/thead_matrix/gemm_int8_to_int32_nhwc_matrix.S b/source/thead_matrix/gemm_int8_to_int32_nhwc_matrix.S index 831f0785..584d8cb0 100644 --- a/source/thead_matrix/gemm_int8_to_int32_nhwc_matrix.S +++ b/source/thead_matrix/gemm_int8_to_int32_nhwc_matrix.S @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - /************************************************************************************************** void gemm_int8_to_int32_nhwc_2rowxn_matrix(const int32_t *output, diff --git a/source/thead_matrix/maxpool.c b/source/thead_matrix/maxpool.c index 967c483d..83af4df5 100644 --- a/source/thead_matrix/maxpool.c +++ b/source/thead_matrix/maxpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvm.h" int shl_rvm_maxpool2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/thead_matrix/setup.c b/source/thead_matrix/setup.c index 29f5fca6..531e6ada 100644 --- a/source/thead_matrix/setup.c +++ b/source/thead_matrix/setup.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvm.h" #define RVM_OP_PATTERN_MAX 60 diff --git a/source/thead_matrix/utils.c b/source/thead_matrix/utils.c index 380f7539..db731114 100644 --- a/source/thead_matrix/utils.c +++ b/source/thead_matrix/utils.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvm.h" int csrr_xrlenb() diff --git a/source/thead_rvv/CMakeLists.txt b/source/thead_rvv/CMakeLists.txt index f0dc5ab5..923b0071 100644 --- a/source/thead_rvv/CMakeLists.txt +++ b/source/thead_rvv/CMakeLists.txt @@ -96,6 +96,7 @@ if(CONFIG_THEAD_RVV_CONVOLUTION_FP16) list(APPEND THEAD_RVV_SRCS source/thead_rvv/fp16/convolution_gemm_fp16_packnto1.c) list(APPEND THEAD_RVV_SRCS source/thead_rvv/fp16/convolution_gemm_fp16.c) list(APPEND THEAD_RVV_SRCS source/thead_rvv/fp16/convolution.c) + list(APPEND THEAD_RVV_SRCS source/thead_rvv/fp16/convolution_direct_fp16.c) endif() if(CONFIG_THEAD_RVV_CONVOLUTION_INT8) @@ -141,7 +142,6 @@ if(CONFIG_THEAD_RVV_DEPTHWISE_CONVOLUTION_FP16) endif() if(CONFIG_THEAD_RVV_DEPTHWISE_CONVOLUTION_INT8) - list(APPEND THEAD_RVV_SRCS source/thead_rvv/int8/depthwise_convolution_3x3_int8_dot_packn.c) list(APPEND THEAD_RVV_SRCS source/thead_rvv/int8/depthwise_convolution_3x3_int8_packn.c) list(APPEND THEAD_RVV_SRCS source/thead_rvv/int8/depthwise_convolution_3x3_int8.c) list(APPEND THEAD_RVV_SRCS source/thead_rvv/int8/depthwise_convolution_int8_nhwc.c) @@ -258,6 +258,16 @@ if(CONFIG_THEAD_RVV_LEAKY_RELU_INT8) list(APPEND THEAD_RVV_SRCS source/thead_rvv/int8/leaky_relu.c) endif() +if(CONFIG_THEAD_RVV_MATMUL_FP32) + list(APPEND THEAD_RVV_SRCS source/thead_rvv/fp32/matmul.c) + list(APPEND THEAD_RVV_SRCS source/thead_rvv/fp32/gemm_fp32_block.c) +endif() + +if(CONFIG_THEAD_RVV_MATMUL_FP16) + list(APPEND THEAD_RVV_SRCS source/thead_rvv/fp16/matmul.c) + list(APPEND THEAD_RVV_SRCS source/thead_rvv/fp16/gemm_fp16_block.c) +endif() + if(CONFIG_THEAD_RVV_MATMUL_INT8) list(APPEND THEAD_RVV_SRCS source/thead_rvv/int8/matmul_int8.c) endif() @@ -360,6 +370,10 @@ if(CONFIG_THEAD_RVV_RESHAPE_INT8) list(APPEND THEAD_RVV_SRCS source/thead_rvv/int8/reshape.c) endif() +if(CONFIG_THEAD_RVV_SIGMOID_FP32) + list(APPEND THEAD_RVV_SRCS source/thead_rvv/fp32/sigmoid.c) +endif() + if(CONFIG_THEAD_RVV_SIGMOID_FP16) list(APPEND THEAD_RVV_SRCS source/thead_rvv/fp16/sigmoid.c) endif() @@ -372,8 +386,12 @@ if(CONFIG_THEAD_RVV_SOFTMAX_FP16) list(APPEND THEAD_RVV_SRCS source/thead_rvv/fp16/softmax.c) endif() -if(CONFIG_THEAD_RVV_SUM_INT8) - list(APPEND THEAD_RVV_SRCS source/thead_rvv/int8/sum.c) +if(CONFIG_THEAD_RVV_REDUCE_SUM_INT8) + list(APPEND THEAD_RVV_SRCS source/thead_rvv/int8/reduce_sum.c) +endif() + +if(CONFIG_THEAD_RVV_TRANSPOSE_FP32) + list(APPEND THEAD_RVV_SRCS source/thead_rvv/fp32/transpose.c) endif() if(CONFIG_THEAD_RVV_TRANSPOSE_FP16) @@ -384,6 +402,14 @@ if(CONFIG_THEAD_RVV_TRANSPOSE_INT8) list(APPEND THEAD_RVV_SRCS source/thead_rvv/int8/transpose.c) endif() +if(CONFIG_THEAD_RVV_GATHER_FP16) + list(APPEND THEAD_RVV_SRCS source/thead_rvv/fp16/gather.c) +endif() + if(CONFIG_THEAD_RVV_GATHER_INT8) list(APPEND THEAD_RVV_SRCS source/thead_rvv/int8/gather.c) endif() + +if(CONFIG_THEAD_RVV_STRIDED_SLICE_FP16) + list(APPEND THEAD_RVV_SRCS source/thead_rvv/fp16/strided_slice.c) +endif() \ No newline at end of file diff --git a/source/thead_rvv/Kconfig b/source/thead_rvv/Kconfig index 7430cacd..a52f3030 100644 --- a/source/thead_rvv/Kconfig +++ b/source/thead_rvv/Kconfig @@ -301,6 +301,20 @@ config THEAD_RVV_LEAKY_RELU_INT8 help Select SHL build v extension optimized leaky_relu +config THEAD_RVV_MATMUL_FP32 + depends on THEAD_RVV_SOURCE + bool "Layer matmul fp32" + default y + help + Select SHL build v extension optimized matmul + +config THEAD_RVV_MATMUL_FP16 + depends on THEAD_RVV_SOURCE + bool "Layer matmul fp16" + default y + help + Select SHL build v extension optimized matmul + config THEAD_RVV_MATMUL_INT8 depends on THEAD_RVV_SOURCE bool "Layer matmul int8" @@ -448,6 +462,13 @@ config THEAD_RVV_RESHAPE_INT8 help Select SHL build v extension optimized reshape +config THEAD_RVV_SIGMOID_FP32 + depends on THEAD_RVV_SOURCE + bool "Layer sigmoid fp32" + default y + help + Select SHL build v extension optimized sigmoid + config THEAD_RVV_SIGMOID_FP16 depends on THEAD_RVV_SOURCE bool "Layer sigmoid fp16" @@ -469,12 +490,19 @@ config THEAD_RVV_SOFTMAX_FP16 help Select SHL build v extension optimized softmax -config THEAD_RVV_SUM_INT8 +config THEAD_RVV_REDUCE_SUM_INT8 depends on THEAD_RVV_SOURCE - bool "Layer sum int8" + bool "Layer reduce_sum int8" default y help - Select SHL build v extension optimized sum + Select SHL build v extension optimized reduce_sum + +config THEAD_RVV_TRANSPOSE_FP32 + depends on THEAD_RVV_SOURCE + bool "Layer transpose fp32" + default y + help + Select SHL build v extension optimized transpose config THEAD_RVV_TRANSPOSE_FP16 depends on THEAD_RVV_SOURCE @@ -490,6 +518,13 @@ config THEAD_RVV_TRANSPOSE_INT8 help Select SHL build v extension optimized transpose +config THEAD_RVV_GATHER_FP16 + depends on THEAD_RVV_SOURCE + bool "Layer gather fp16" + default y + help + Select SHL build v extension optimized gather + config THEAD_RVV_GATHER_INT8 depends on THEAD_RVV_SOURCE bool "Layer gather int8" @@ -497,4 +532,11 @@ config THEAD_RVV_GATHER_INT8 help Select SHL build v extension optimized gather +config THEAD_RVV_STRIDED_SLICE_FP16 + depends on THEAD_RVV_SOURCE + bool "Layer strided_slice fp16" + default y + help + Select SHL build v extension optimized strided_slice + endmenu diff --git a/source/thead_rvv/capability.c b/source/thead_rvv/capability.c index 7e2bee14..bf8e1b36 100644 --- a/source/thead_rvv/capability.c +++ b/source/thead_rvv/capability.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" static int common_all_support(struct csinn_tensor *input, struct csinn_params_base *base) @@ -555,11 +553,7 @@ int shl_rvv_reshape_cap(struct csinn_tensor *input, struct csinn_tensor *output, int shl_rvv_sigmoid_cap(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_sigmoid_params *params) { - if (input->dtype == CSINN_DTYPE_FLOAT16) { - return CSINN_OPT_INTRINSIC; - } - - return CSINN_OPT_UNSUPPORTED; + return float_all_support(input, &(params->base)); } int shl_rvv_softmax_cap(struct csinn_tensor *input, struct csinn_tensor *output, @@ -568,7 +562,7 @@ int shl_rvv_softmax_cap(struct csinn_tensor *input, struct csinn_tensor *output, return float_all_support(input, &(params->base)); } -int shl_rvv_sum_stride_cap(struct csinn_tensor *input, struct csinn_tensor *output, +int shl_rvv_reduce_sum_cap(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_reduce_params *params) { if (input->dtype == CSINN_DTYPE_INT8) { @@ -603,19 +597,33 @@ int shl_rvv_clip_cap(struct csinn_tensor *input, struct csinn_tensor *output, int shl_rvv_transpose_cap(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_transpose_params *params) { - if (input->dtype == CSINN_DTYPE_INT8) { + int tail = shl_rvv_transpose_get_tail(params->permute, params->permute_num); + if (input->dtype == CSINN_DTYPE_FLOAT32) { if (params->permute_num == 4 && params->permute[0] == 0 && params->permute[1] == 1 && params->permute[2] == 2 && params->permute[3] == 3) { return CSINN_OPT_INTRINSIC; } else if (params->permute_num == 4 && params->permute[0] == 0 && params->permute[1] == 2 && params->permute[2] == 3 && params->permute[3] == 1) { return CSINN_OPT_INTRINSIC; + } else if (params->permute_num == 3 && params->permute[0] == 0 && params->permute[1] == 2 && + params->permute[2] == 1) { + return CSINN_OPT_INTRINSIC; + } else if (tail > 0) { + return CSINN_OPT_INTRINSIC; + } + return CSINN_OPT_C_REFERENCE; + } else if (input->dtype == CSINN_DTYPE_FLOAT16) { + if (params->permute_num == 4 && params->permute[0] == 0 && params->permute[1] == 1 && + params->permute[2] == 2 && params->permute[3] == 3) { + return CSINN_OPT_INTRINSIC; } else if (params->permute_num == 4 && params->permute[0] == 0 && params->permute[1] == 2 && - params->permute[2] == 1 && params->permute[3] == 3) { + params->permute[2] == 3 && params->permute[3] == 1) { return CSINN_OPT_INTRINSIC; } else if (params->permute_num == 3 && params->permute[0] == 0 && params->permute[1] == 2 && params->permute[2] == 1) { return CSINN_OPT_INTRINSIC; + } else if (tail > 0) { + return CSINN_OPT_INTRINSIC; } return CSINN_OPT_C_REFERENCE; } else if (input->dtype == CSINN_DTYPE_INT8) { @@ -625,12 +633,11 @@ int shl_rvv_transpose_cap(struct csinn_tensor *input, struct csinn_tensor *outpu } else if (params->permute_num == 4 && params->permute[0] == 0 && params->permute[1] == 2 && params->permute[2] == 3 && params->permute[3] == 1) { return CSINN_OPT_INTRINSIC; - } else if (params->permute_num == 4 && params->permute[0] == 0 && params->permute[1] == 2 && - params->permute[2] == 1 && params->permute[3] == 3) { - return CSINN_OPT_INTRINSIC; } else if (params->permute_num == 3 && params->permute[0] == 0 && params->permute[1] == 2 && params->permute[2] == 1) { return CSINN_OPT_INTRINSIC; + } else if (tail > 0) { + return CSINN_OPT_INTRINSIC; } return CSINN_OPT_C_REFERENCE; } @@ -650,6 +657,21 @@ int shl_rvv_matmul_cap(struct csinn_tensor *mat0, struct csinn_tensor *mat1, batches_a *= mat0->dim[i]; batches_b *= mat1->dim[i]; } + + if (mat0->dtype == CSINN_DTYPE_FLOAT32 && mat1->dtype == CSINN_DTYPE_FLOAT32 || + mat0->dtype == CSINN_DTYPE_FLOAT16 && + (mat1->dtype == CSINN_DTYPE_FLOAT16 || mat1->dtype == CSINN_DTYPE_INT8)) { + if (batches_a == batches_b) { + if (!params->trans_a && !params->trans_b) { + return CSINN_OPT_INTRINSIC; + } + } else if (batches_a > 1 && batches_b == 1) { + if (!params->trans_a && !params->trans_b) { + return CSINN_OPT_INTRINSIC; + } + } + } + if (mat0->dtype == CSINN_DTYPE_INT8) { if (batches_a == batches_b) { return CSINN_OPT_INTRINSIC; diff --git a/source/thead_rvv/data_convert.c b/source/thead_rvv/data_convert.c index 22c7c6c6..eba5569b 100644 --- a/source/thead_rvv/data_convert.c +++ b/source/thead_rvv/data_convert.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" #ifdef XTHEADVDOT int shl_rvv_data_convert_init(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/thead_rvv/fp16/add.c b/source/thead_rvv/fp16/add.c index fab67a2b..e2feabf9 100644 --- a/source/thead_rvv/fp16/add.c +++ b/source/thead_rvv/fp16/add.c @@ -16,44 +16,47 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* note: VLEN = 128/256 *************************************************************/ -static int tail_coincide(struct csinn_tensor *input0, struct csinn_tensor *input1) +static void elementwise_add_fp16(struct csinn_tensor *input0, struct csinn_tensor *input1, + struct csinn_tensor *output) { - int flag = 1; - int i = 0, j = 0; - for (i = input1->dim_count - 1, j = input0->dim_count - 1; i >= 0; i--, j--) { - if (input0->dim[j] != input1->dim[i]) { - flag = 0; - break; - } - } - flag = 1; - for (; i >= 0; i--) { - if (input1->dim[i] != 1) { - flag = 0; - break; - } + __fp16 *input0_data = (__fp16 *)input0->data; + __fp16 *input1_data = (__fp16 *)input1->data; + __fp16 *output_data = (__fp16 *)output->data; + + int64_t size = csinn_tensor_size(output); + while (size > 0) { + int vl = vsetvl_e16m2(size); + vfloat16m2_t _in0 = vle16_v_f16m2(input0_data, vl); + vfloat16m2_t _in1 = vle16_v_f16m2(input1_data, vl); + vfloat16m2_t _sum = vfadd_vv_f16m2(_in0, _in1, vl); + vse16_v_f16m2(output_data, _sum, vl); + input0_data += vl; + input1_data += vl; + output_data += vl; + size -= vl; } - return flag; } -static void element_add_fp16(__fp16 *input0, __fp16 *input1, __fp16 *output, int size) +static void broadcast_single_1_add_fp16(struct csinn_tensor *input0, struct csinn_tensor *input1, + struct csinn_tensor *output) { + __fp16 *input0_data = (__fp16 *)input0->data; + __fp16 *input1_data = (__fp16 *)input1->data; + __fp16 *output_data = (__fp16 *)output->data; + + int64_t size = csinn_tensor_size(output); while (size > 0) { int vl = vsetvl_e16m2(size); - vfloat16m2_t _in0 = vle16_v_f16m2(input0, vl); - vfloat16m2_t _in1 = vle16_v_f16m2(input1, vl); - vfloat16m2_t _sum = vfadd_vv_f16m2(_in0, _in1, vl); - vse16_v_f16m2(output, _sum, vl); - input0 += vl; - input1 += vl; - output += vl; + vfloat16m2_t _in0 = vle16_v_f16m2(input0_data, vl); + vfloat16m2_t _sum = vfadd_vf_f16m2(_in0, input1_data[0], vl); + vse16_v_f16m2(output_data, _sum, vl); + input0_data += vl; + output_data += vl; size -= vl; } } @@ -64,59 +67,30 @@ int shl_rvv_add_fp16(struct csinn_tensor *input0, struct csinn_tensor *input1, /* TODO: fp16 quantize */ shl_rvv_diso_op_requantize_fp16(input0, input1, output); - __fp16 *input0_data = (__fp16 *)input0->data; - __fp16 *input1_data = (__fp16 *)input1->data; - __fp16 *output_data = (__fp16 *)output->data; + int64_t in_size0 = csinn_tensor_size(input0); + int64_t in_size1 = csinn_tensor_size(input1); + int64_t out_size = csinn_tensor_size(output); - int in_size0 = csinn_tensor_size(input0); - int in_size1 = csinn_tensor_size(input1); - int out_size = csinn_tensor_size(output); + bool is_elementwise = + (in_size0 == out_size) && (in_size1 == out_size) && (input0->layout == input1->layout); - // example: [1, 3, 224, 224] + [1] = [1, 3, 224, 224] - if (in_size1 == 1) { - int size = out_size; - while (size > 0) { - int vl = vsetvl_e16m2(size); - vfloat16m2_t _in0 = vle16_v_f16m2(input0_data, vl); - vfloat16m2_t _sum = vfadd_vf_f16m2(_in0, input1_data[0], vl); - vse16_v_f16m2(output_data, _sum, vl); - input0 += vl; - output += vl; - size -= vl; + if (is_elementwise) { + output->layout = input0->layout; + output->dim_count = input0->dim_count; + for (int i = 0; i < output->dim_count; i++) { + output->dim[i] = input0->dim[i]; } - } else if (in_size0 == in_size1) { - element_add_fp16(input0_data, input1_data, output_data, out_size); - } else if (tail_coincide(input0, input1)) { - int inner_size = in_size1; - int outer_size = out_size / in_size1; - for (int i = 0; i < outer_size; i++) { - element_add_fp16(input0_data, input1_data, output_data, inner_size); - input0_data += inner_size; - output_data += inner_size; + elementwise_add_fp16(input0, input1, output); + } else if (in_size1 == 1) { + output->layout = input0->layout; + output->dim_count = input0->dim_count; + for (int i = 0; i < output->dim_count; i++) { + output->dim[i] = input0->dim[i]; } + broadcast_single_1_add_fp16(input0, input1, output); } else { - __fp16 *in0_data_b = shl_mem_alloc(out_size * sizeof(__fp16)); - __fp16 *in1_data_b = shl_mem_alloc(out_size * sizeof(__fp16)); - - struct csinn_tensor *b_input0 = csinn_alloc_tensor(NULL); - struct csinn_tensor *b_input1 = csinn_alloc_tensor(NULL); - csinn_tensor_copy(b_input0, output); - csinn_tensor_copy(b_input1, output); - b_input0->data = in0_data_b; - b_input1->data = in1_data_b; - - shl_ref_broadcast_to_shape_quant(input0, b_input0, output->dim, output->dim_count); - shl_ref_broadcast_to_shape_quant(input1, b_input1, output->dim, output->dim_count); - - input0_data = b_input0->data; - input1_data = b_input1->data; - - element_add_fp16(input0_data, input1_data, output_data, out_size); - - shl_mem_free(in0_data_b); - shl_mem_free(in1_data_b); - csinn_free_tensor(b_input0); - csinn_free_tensor(b_input1); + /* TODO: recursive opt */ + return shl_ref_add_quant(input0, input1, output, params); } return CSINN_TRUE; } diff --git a/source/thead_rvv/fp16/avgpool.c b/source/thead_rvv/fp16/avgpool.c index 51042f3f..8addb04b 100644 --- a/source/thead_rvv/fp16/avgpool.c +++ b/source/thead_rvv/fp16/avgpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" int shl_rvv_avgpool2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor *output, @@ -34,73 +32,80 @@ int shl_rvv_avgpool2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor int32_t pad_right = params->pad_right; int32_t pad_top = params->pad_top; int32_t pad_down = params->pad_down; - struct csinn_callback *cb = params->base.cb; cb->exec = NULL; const int packn = csrr_vlenb() / sizeof(__fp16); + int elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_rvv_option *option = shl_rvv_get_graph_option(sess); + if (option && option->use_packn_layout) { + elempack = in_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + elempack = 1; + } + } // global avgpool2d if (in_h == kernel_h && in_w == kernel_w) { - cb->exec = (in_c % packn == 0) ? shl_rvv_global_avgpool2d_packn_fp16 - : shl_rvv_global_avgpool2d_fp16; + cb->exec = (elempack % packn == 0) ? shl_rvv_global_avgpool2d_packn_fp16 + : shl_rvv_global_avgpool2d_fp16; return CSINN_TRUE; } - if (stride_h == 2 && stride_w == 2) { - if (kernel_h == 2 && kernel_w == 2) { - if (pad_left == 0 && pad_top == 0) { - // adjust pad according to ceil_mode (ceil mode on caffe pytorch..) - if (in_h % 2 == 1 && params->ceil_mode == 1) { - if (params->pad_down) params->pad_down++; + if (elempack % packn == 0) { + cb->exec = shl_rvv_avgpool_packn_fp16; + } else { + if (stride_h == 2 && stride_w == 2) { + if (kernel_h == 2 && kernel_w == 2) { + if (pad_left == 0 && pad_top == 0) { + // adjust pad according to ceil_mode (ceil mode on caffe pytorch..) + if (in_h % 2 == 1 && params->ceil_mode == 1) { + if (params->pad_down) params->pad_down++; + } + if (in_w % 2 == 1 && params->ceil_mode == 1) { + if (params->pad_right) params->pad_right++; + } + // end consider ceil_mode 2x2s2p0 + cb->exec = shl_rvv_avgpool2x2s2_fp16; + } else if (pad_left == 1 && pad_top == 1) { + cb->exec = shl_rvv_avgpool2x2s2_p1_fp16; } - if (in_w % 2 == 1 && params->ceil_mode == 1) { - if (params->pad_right) params->pad_right++; + } else if (kernel_h == 3 && kernel_w == 3) { + if (pad_left == 0 && pad_top == 0) { + // adjust pad according to ceil_mode (ceil mode on caffe pytorch..) + if (in_h % 2 == 0 && params->ceil_mode == 1) { + if (params->pad_down == 0) + params->pad_down++; // origin pad_down mast be equal to zero ? + } + if (in_w % 2 == 0 && params->ceil_mode == 1) { + if (params->pad_right == 0) params->pad_right++; + } + // end consider ceil_mode 3x3s2p0 + cb->exec = shl_rvv_avgpool3x3s2_fp16; + } else if (pad_left == 1 && pad_top == 1) { + if (params->ceil_mode == 0) { + cb->exec = shl_rvv_avgpool3x3s2_p1_fp16; + } else { + if ((in_w % 2 == 0 && pad_right == 1) || (in_h % 2 == 0 && pad_down == 1)) { + cb->exec = shl_ref_avgpool2d_quant; + } else { + cb->exec = shl_rvv_avgpool3x3s2_p1_fp16; + } + } } - // end consider ceil_mode 2x2s2p0 - cb->exec = (in_c % packn == 0) ? shl_rvv_avgpool2x2s2_packn_fp16 - : shl_rvv_avgpool2x2s2_fp16; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; - } else if (pad_left == 1 && pad_top == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_avgpool2x2s2_packn_fp16 - : shl_rvv_avgpool2x2s2_p1_fp16; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; } - } else if (kernel_h == 3 && kernel_w == 3) { - if (pad_left == 0 && pad_top == 0) { - // adjust pad according to ceil_mode (ceil mode on caffe pytorch..) - if (in_h % 2 == 0 && params->ceil_mode == 1) { - if (params->pad_down == 0) - params->pad_down++; // origin pad_down mast be equal to zero ? + } else if (stride_h == 1 && stride_w == 1) { + if (kernel_h == 3 && kernel_w == 3) { + if (pad_left == 1 && pad_top == 1 && pad_right == 1 && pad_down == 1) { + cb->exec = shl_rvv_avgpool3x3s1_p1_fp16; } - if (in_w % 2 == 0 && params->ceil_mode == 1) { - if (params->pad_right == 0) params->pad_right++; - } - // end consider ceil_mode 3x3s2p0 - cb->exec = (in_c % packn == 0) ? shl_rvv_avgpool3x3s2_packn_fp16 - : shl_rvv_avgpool3x3s2_fp16; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; - } else if (pad_left == 1 && pad_top == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_avgpool3x3s2_packn_fp16 - : shl_rvv_avgpool3x3s2_p1_fp16; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; - } - } - } else if (stride_h == 1 && stride_w == 1) { - if (kernel_h == 3 && kernel_w == 3) { - if (pad_left == 1 && pad_top == 1 && pad_right == 1 && pad_down == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_avgpool3x3s1_packn_fp16 - : shl_rvv_avgpool3x3s1_p1_fp16; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; } } - } - - if (cb->exec == NULL) { - if (in_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; - cb->exec = shl_rvv_avgpool_packn_fp16; - } else { + if (cb->exec == NULL) { shl_debug_warning( "avgpool is not optimized to achieve under this condition on rvv, call reference " "func replaced.\n"); @@ -116,9 +121,21 @@ int shl_rvv_global_avgpool2d_init_fp16(struct csinn_tensor *input, struct csinn_ int32_t in_c = input->dim[1]; struct csinn_callback *cb = params->base.cb; cb->exec = NULL; - int packn = 0; - packn = csrr_vlenb() / sizeof(__fp16); - cb->exec = - (in_c % packn == 0) ? shl_rvv_global_avgpool2d_packn_fp16 : shl_rvv_global_avgpool2d_fp16; + int packn = csrr_vlenb() / sizeof(__fp16); + int elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_rvv_option *option = shl_rvv_get_graph_option(sess); + if (option && option->use_packn_layout) { + elempack = in_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + elempack = 1; + } + } + + cb->exec = (elempack % packn == 0) ? shl_rvv_global_avgpool2d_packn_fp16 + : shl_rvv_global_avgpool2d_fp16; } diff --git a/source/thead_rvv/fp16/avgpool_2x2_fp16.c b/source/thead_rvv/fp16/avgpool_2x2_fp16.c index 84f0696b..d1b7be92 100644 --- a/source/thead_rvv/fp16/avgpool_2x2_fp16.c +++ b/source/thead_rvv/fp16/avgpool_2x2_fp16.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* diff --git a/source/thead_rvv/fp16/avgpool_2x2_fp16_packn.c b/source/thead_rvv/fp16/avgpool_2x2_fp16_packn.c index b0cbd39b..9780b802 100644 --- a/source/thead_rvv/fp16/avgpool_2x2_fp16_packn.c +++ b/source/thead_rvv/fp16/avgpool_2x2_fp16_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -27,11 +25,20 @@ int shl_rvv_avgpool2x2s2_packn_fp16(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; diff --git a/source/thead_rvv/fp16/avgpool_3x3_fp16.c b/source/thead_rvv/fp16/avgpool_3x3_fp16.c index b6b8e548..d3ddb2f9 100644 --- a/source/thead_rvv/fp16/avgpool_3x3_fp16.c +++ b/source/thead_rvv/fp16/avgpool_3x3_fp16.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* diff --git a/source/thead_rvv/fp16/avgpool_3x3_fp16_packn.c b/source/thead_rvv/fp16/avgpool_3x3_fp16_packn.c index d4f92ad1..6249d402 100644 --- a/source/thead_rvv/fp16/avgpool_3x3_fp16_packn.c +++ b/source/thead_rvv/fp16/avgpool_3x3_fp16_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -26,11 +24,20 @@ int shl_rvv_avgpool3x3s2_packn_fp16(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; @@ -95,11 +102,20 @@ int shl_rvv_avgpool3x3s2_packn_fp16(struct csinn_tensor *input, struct csinn_ten int shl_rvv_avgpool3x3s1_packn_fp16(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; diff --git a/source/thead_rvv/fp16/avgpool_fp16_nhwc.c b/source/thead_rvv/fp16/avgpool_fp16_nhwc.c index f51afb0a..1888ca70 100644 --- a/source/thead_rvv/fp16/avgpool_fp16_nhwc.c +++ b/source/thead_rvv/fp16/avgpool_fp16_nhwc.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" #define max(a, b) ((a) > (b) ? (a) : (b)) diff --git a/source/thead_rvv/fp16/avgpool_fp16_packn.c b/source/thead_rvv/fp16/avgpool_fp16_packn.c index 42f8e4e0..d5ee8492 100644 --- a/source/thead_rvv/fp16/avgpool_fp16_packn.c +++ b/source/thead_rvv/fp16/avgpool_fp16_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -107,11 +105,20 @@ static void avgpool_border_fp16_packn(const __fp16 *src, __fp16 *dst, int shl_rvv_avgpool_packn_fp16(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; @@ -134,7 +141,7 @@ int shl_rvv_avgpool_packn_fp16(struct csinn_tensor *input, struct csinn_tensor * int dst_1x8_start_w = max((pad_left + stride_w - 1) / stride_w, 0); int dst_1x8_end_w = min((in_w + pad_left - kernel_w) / stride_w + 1, out_w); - for (int bc = 0; bc < batch * in_c; bc += packn) { + for (int bc = 0; bc + packn - 1 < batch * in_c; bc += packn) { const __fp16 *in_ptr = input_data + bc * in_h * in_w; __fp16 *out_ptr = output_data + bc * out_h * out_w; diff --git a/source/thead_rvv/fp16/clip.c b/source/thead_rvv/fp16/clip.c index dca0c414..bb068f6f 100644 --- a/source/thead_rvv/fp16/clip.c +++ b/source/thead_rvv/fp16/clip.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" int shl_rvv_clip_fp16(struct csinn_tensor *input, struct csinn_tensor *output, @@ -35,11 +33,16 @@ int shl_rvv_clip_fp16(struct csinn_tensor *input, struct csinn_tensor *output, vfloat16m2_t _input = vle16_v_f16m2(input_data, vl); input_data += vl; vfloat16m2_t _output = vfmax_vf_f16m2(_input, min_value, vl); - _output = vfmin_vf_f16m2(_input, max_value, vl); + _output = vfmin_vf_f16m2(_output, max_value, vl); vse16_v_f16m2(output_data, _output, vl); output_data += vl; size -= vl; } + output->layout = input->layout; + output->dim_count = input->dim_count; + for (int i = 0; i < output->dim_count; i++) { + output->dim[i] = input->dim[i]; + } // requantize shl_rvv_siso_op_requantize_fp16(input, output); return CSINN_TRUE; diff --git a/source/thead_rvv/fp16/concat.c b/source/thead_rvv/fp16/concat.c index 8dc8f48b..9c333d3f 100644 --- a/source/thead_rvv/fp16/concat.c +++ b/source/thead_rvv/fp16/concat.c @@ -15,14 +15,23 @@ * See the License for the specific language governing permissions and * limitations under the License. */ - -/* SHL version 2.1.x */ #include "shl_thead_rvv.h" -/* XXX:量化信息传播,输入输出量化信息一致? */ -int shl_rvv_concat_fp16(struct csinn_tensor **input, struct csinn_tensor *output, - struct csinn_concat_params *params) +static int shl_rvv_concat_ndarray_fp16(struct csinn_tensor **input, struct csinn_tensor *output, + struct csinn_concat_params *params) { + /* update output tensor */ + output->layout = input[0]->layout; + output->dim_count = input[0]->dim_count; + for (int i = 0; i < output->dim_count; i++) { + output->dim[i] = input[0]->dim[i]; + } + int axis_shape = 0; + for (int i = 0; i < params->inputs_count; i++) { + axis_shape += input[i]->dim[params->axis]; + } + output->dim[params->axis] = axis_shape; + int64_t outer_size = 1; for (int i = 0; i < params->axis; ++i) { outer_size *= output->dim[i]; @@ -34,12 +43,15 @@ int shl_rvv_concat_fp16(struct csinn_tensor **input, struct csinn_tensor *output } int vl; __fp16 *output_ptr = output->data; + __fp16 out_scale = output->qinfo->scale; for (int k = 0; k < outer_size; k++) { for (int i = 0; i < params->inputs_count; ++i) { struct csinn_tensor *input_item = input[i]; __fp16 *input_item_data = input_item->data; + __fp16 in_scale = input_item->qinfo->scale; int copy_size = input_item->dim[params->axis] * base_inner_size; - const __fp16 *input_ptr = input_item_data + k * copy_size; + __fp16 *input_ptr = input_item_data + k * copy_size; + while (copy_size > 0) { vl = vsetvl_e16m2(copy_size); vfloat16m2_t _input = vle16_v_f16m2(input_ptr, vl); @@ -52,3 +64,50 @@ int shl_rvv_concat_fp16(struct csinn_tensor **input, struct csinn_tensor *output } return CSINN_TRUE; } + +int shl_rvv_concat_fp16(struct csinn_tensor **input, struct csinn_tensor *output, + struct csinn_concat_params *params) +{ + int axis = params->axis; + int ch_interleave = 0; + int same_layout = 1; + for (int i = 1; i < params->inputs_count; i++) { + if (input[i]->layout != input[i - 1]->layout) { + same_layout = 0; + break; + } + } + if (same_layout) { + return shl_rvv_concat_ndarray_fp16(input, output, params); + } else { + /* TODO: support more layout */ + if (axis == 1) { + for (int i = 0; i < params->inputs_count; i++) { + struct csinn_tensor *input_item = input[i]; + if (input_item->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp16(input_item); + } else if (input_item->layout == CSINN_LAYOUT_NCHW) { + continue; + } else { + shl_debug_error("%s: unsupport layout %d\n", __func__, input_item->layout); + return CSINN_UNSUPPORT_LAYOUT; + } + } + return shl_rvv_concat_ndarray_fp16(input, output, params); + } else { + for (int i = 0; i < params->inputs_count; i++) { + struct csinn_tensor *input_item = input[i]; + if (input_item->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input_item); + } else if (input_item->layout == CSINN_LAYOUT_NC1HWC0) { + continue; + } else { + shl_debug_error("%s: unsupport layout %d\n", __func__, input_item->layout); + return CSINN_UNSUPPORT_LAYOUT; + } + } + return shl_rvv_concat_ndarray_fp16(input, output, params); + } + } + return CSINN_TRUE; +} diff --git a/source/thead_rvv/fp16/convolution.c b/source/thead_rvv/fp16/convolution.c index b2e4ed44..43dfa9a5 100644 --- a/source/thead_rvv/fp16/convolution.c +++ b/source/thead_rvv/fp16/convolution.c @@ -16,15 +16,13 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" int shl_rvv_conv2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { - int32_t out_c = kernel->dim[0]; + int32_t out_c = kernel->dim[0] / params->group; int32_t in_c = kernel->dim[1]; int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; @@ -37,24 +35,54 @@ int shl_rvv_conv2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor *ou struct csinn_callback *cb = params->base.cb; const int packn = csrr_vlenb() / sizeof(__fp16); + int in_elempack = 1; + int out_elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_rvv_option *option = shl_rvv_get_graph_option(sess); + if (option && option->use_packn_layout) { + in_elempack = in_c % packn == 0 ? packn : 1; + out_elempack = out_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + in_elempack = 1; + } + } + + bool binary_model_op_init = shl_rvv_get_binary_model_op_init(sess); + + if (input->layout == CSINN_LAYOUT_NHWC) { + if (params->group == 1 && kernel_h == 3 && kernel_w == 3 && stride_h == 1 && + stride_w == 1 && dalition_h == 1 && dalition_w == 1) { + params->conv_extra.conv_mode = CSINN_DIRECT; + shl_rvv_conv3x3s1_direct_reorder_kernel_pack4n_fp16(kernel, params); + cb->exec = shl_rvv_conv3x3s1_direct_fp16_nhwc; + return CSINN_TRUE; + } + } // packn - if (in_c % packn == 0 && out_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; + if (in_elempack % packn == 0 && out_elempack % packn == 0) { if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { params->conv_extra.conv_mode = CSINN_GEMM; - shl_rvv_conv1x1s1_gemm_reorder_kernel_packn_fp16(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv1x1s1_gemm_reorder_kernel_packn_fp16(kernel, params); + } cb->exec = shl_rvv_conv1x1s1_gemm_packn_fp16; } else if (kernel_h == 3 && kernel_w == 3 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { if (params->group > 1) { params->conv_extra.conv_mode = CSINN_GEMM; - shl_rvv_conv_im2col_gemm_reorder_kernel_packn_fp16(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv_im2col_gemm_reorder_kernel_packn_fp16(kernel, params); + } cb->exec = shl_rvv_conv_im2col_gemm_packn_fp16; return CSINN_TRUE; } else { params->conv_extra.conv_mode = CSINN_WINOGRAD; + // TODO: params->conv_extra.kernel_tm in binary model struct csinn_tensor *t_kernel = csinn_alloc_tensor(NULL); if ((in_h < 13) && (in_w < 13)) { shl_rvv_wg_b4f3s1_trans_kernel_packn_fp16(kernel, t_kernel); @@ -67,47 +95,60 @@ int shl_rvv_conv2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor *ou } } else { params->conv_extra.conv_mode = CSINN_GEMM; - shl_rvv_conv_im2col_gemm_reorder_kernel_packn_fp16(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv_im2col_gemm_reorder_kernel_packn_fp16(kernel, params); + } cb->exec = shl_rvv_conv_im2col_gemm_packn_fp16; } } // pack1ton - if (in_c % packn != 0 && out_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; + if (in_elempack % packn != 0 && out_elempack % packn == 0) { params->conv_extra.conv_mode = CSINN_GEMM; if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { - shl_rvv_conv1x1s1_gemm_reorder_kernel_pack1ton_fp16(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv1x1s1_gemm_reorder_kernel_pack1ton_fp16(kernel, params); + } cb->exec = shl_rvv_conv1x1s1_gemm_pack1ton_fp16; } else { - shl_rvv_conv_im2col_gemm_reorder_kernel_pack1ton_fp16(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv_im2col_gemm_reorder_kernel_pack1ton_fp16(kernel, params); + } cb->exec = shl_rvv_conv_im2col_gemm_pack1ton_fp16; } } // packnto1 - if (in_c % packn == 0 && out_c % packn != 0) { + if (in_elempack % packn == 0 && out_elempack % packn != 0) { params->conv_extra.conv_mode = CSINN_GEMM; if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { - shl_rvv_conv1x1s1_gemm_reorder_kernel_packnto1_fp16(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv1x1s1_gemm_reorder_kernel_packnto1_fp16(kernel, params); + } cb->exec = shl_rvv_conv1x1s1_gemm_packnto1_fp16; } else { - shl_rvv_conv_im2col_gemm_reorder_kernel_packnto1_fp16(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv_im2col_gemm_reorder_kernel_packnto1_fp16(kernel, params); + } cb->exec = shl_rvv_conv_im2col_gemm_packnto1_fp16; } } // pack1 - if (in_c % packn != 0 && out_c % packn != 0) { + if (in_elempack % packn != 0 && out_elempack % packn != 0) { params->conv_extra.conv_mode = CSINN_GEMM; if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { - shl_rvv_conv1x1s1_gemm_reorder_kernel_fp16(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv1x1s1_gemm_reorder_kernel_fp16(kernel, params); + } cb->exec = shl_rvv_conv1x1s1_gemm_fp16; } else { - shl_rvv_conv_im2col_gemm_reorder_kernel_fp16(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv_im2col_gemm_reorder_kernel_fp16(kernel, params); + } cb->exec = shl_rvv_conv_im2col_gemm_fp16; } } diff --git a/source/thead_rvv/fp16/convolution_1x1_fp16.c b/source/thead_rvv/fp16/convolution_1x1_fp16.c index 41074f33..5a7deb6f 100644 --- a/source/thead_rvv/fp16/convolution_1x1_fp16.c +++ b/source/thead_rvv/fp16/convolution_1x1_fp16.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" void shl_rvv_conv1x1s1_gemm_reorder_kernel_fp16(struct csinn_tensor *kernel, @@ -41,6 +39,9 @@ int shl_rvv_conv1x1s1_gemm_fp16(struct csinn_tensor *input, struct csinn_tensor struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp16(input); + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *kernel_data = (__fp16 *)kernel->data; diff --git a/source/thead_rvv/fp16/convolution_1x1_fp16_pack1ton.c b/source/thead_rvv/fp16/convolution_1x1_fp16_pack1ton.c index 60625a1c..02aecba6 100644 --- a/source/thead_rvv/fp16/convolution_1x1_fp16_pack1ton.c +++ b/source/thead_rvv/fp16/convolution_1x1_fp16_pack1ton.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************************************* @@ -34,6 +32,16 @@ int shl_rvv_conv1x1s1_gemm_pack1ton_fp16(struct csinn_tensor *input, struct csin struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp16(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + const int packn = csrr_vlenb() / sizeof(__fp16); + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *kernel_data = (__fp16 *)kernel->data; diff --git a/source/thead_rvv/fp16/convolution_1x1_fp16_packn.c b/source/thead_rvv/fp16/convolution_1x1_fp16_packn.c index f5d47910..be2f5030 100644 --- a/source/thead_rvv/fp16/convolution_1x1_fp16_packn.c +++ b/source/thead_rvv/fp16/convolution_1x1_fp16_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" void shl_rvv_conv1x1s1_gemm_reorder_kernel_packn_fp16(struct csinn_tensor *kernel, @@ -30,6 +28,16 @@ int shl_rvv_conv1x1s1_gemm_packn_fp16(struct csinn_tensor *input, struct csinn_t struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + const int packn = csrr_vlenb() / sizeof(__fp16); + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *kernel_data = (__fp16 *)kernel->data; @@ -37,7 +45,7 @@ int shl_rvv_conv1x1s1_gemm_packn_fp16(struct csinn_tensor *input, struct csinn_t int32_t group = params->group; int32_t batch = input->dim[0]; // assert(batch == 1); - int32_t in_ch = input->dim[1]; + int32_t in_ch = input->dim[1] * input->dim[4]; int32_t out_ch = kernel->dim[0]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; diff --git a/source/thead_rvv/fp16/convolution_1x1_fp16_packnto1.c b/source/thead_rvv/fp16/convolution_1x1_fp16_packnto1.c index 998465ce..1cb7e48b 100644 --- a/source/thead_rvv/fp16/convolution_1x1_fp16_packnto1.c +++ b/source/thead_rvv/fp16/convolution_1x1_fp16_packnto1.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" void shl_rvv_conv1x1s1_gemm_reorder_kernel_packnto1_fp16(struct csinn_tensor *kernel, @@ -30,6 +28,9 @@ int shl_rvv_conv1x1s1_gemm_packnto1_fp16(struct csinn_tensor *input, struct csin struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input); + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *kernel_data = (__fp16 *)kernel->data; @@ -37,7 +38,7 @@ int shl_rvv_conv1x1s1_gemm_packnto1_fp16(struct csinn_tensor *input, struct csin int32_t group = params->group; int32_t batch = input->dim[0]; // assert(batch == 1); - int32_t in_ch = input->dim[1]; + int32_t in_ch = input->dim[1] * input->dim[4]; int32_t out_ch = kernel->dim[0]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; diff --git a/source/thead_rvv/fp16/convolution_3x3_fp16_packn.c b/source/thead_rvv/fp16/convolution_3x3_fp16_packn.c index 211ed83e..c04333e9 100644 --- a/source/thead_rvv/fp16/convolution_3x3_fp16_packn.c +++ b/source/thead_rvv/fp16/convolution_3x3_fp16_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -999,6 +997,15 @@ int shl_rvv_wg_b4f3s1_packn_fp16(struct csinn_tensor *input, struct csinn_tensor struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *kernel_data = (__fp16 *)params->conv_extra.kernel_tm->data; @@ -1009,7 +1016,7 @@ int shl_rvv_wg_b4f3s1_packn_fp16(struct csinn_tensor *input, struct csinn_tensor int pad_top = params->pad_top; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; @@ -1191,6 +1198,15 @@ int shl_rvv_wg_b6f3s1_packn_fp16(struct csinn_tensor *input, struct csinn_tensor struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *kernel_data = (__fp16 *)params->conv_extra.kernel_tm->data; @@ -1201,7 +1217,7 @@ int shl_rvv_wg_b6f3s1_packn_fp16(struct csinn_tensor *input, struct csinn_tensor int pad_top = params->pad_top; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; diff --git a/source/thead_rvv/fp16/convolution_direct_fp16.c b/source/thead_rvv/fp16/convolution_direct_fp16.c new file mode 100644 index 00000000..d9523f97 --- /dev/null +++ b/source/thead_rvv/fp16/convolution_direct_fp16.c @@ -0,0 +1,226 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#include "shl_thead_rvv.h" + +/************************************************************* + * pack4n = vlenb / sizeof(__fp16) * 4 + * src: [N, H, W, C] + * dst: [N, H, C/pack4n, W, pack4n] + ************************************************************/ +static void reorder_input_pack4n(const __fp16 *src, __fp16 *dst, int32_t *dim) +{ + int batch = dim[0] * dim[1]; + int M = dim[2]; + int N = dim[3]; + for (int b = 0; b < batch; b++) { + int j = 0; + while (j < N) { + int vl = vsetvl_e16m4(N - j); + for (int i = 0; i < M; i++) { + const __fp16 *s_ptr = src + i * N + j; + vfloat16m4_t _src = vle16_v_f16m4(s_ptr, vl); + vse16_v_f16m4(dst, _src, vl); + dst += vl; + } + j += vl; + } + src += M * N; + } +} + +/************************************************************* + * pack4n = vlenb / sizeof(__fp16) * 4 + * src: [O, H, W, I] + * dst: [O, H, I/pack4n, W, pack4n] + ************************************************************/ +void shl_rvv_conv3x3s1_direct_reorder_kernel_pack4n_fp16(struct csinn_tensor *kernel, + struct csinn_conv2d_params *params) +{ + int size = csinn_tensor_size(kernel); + __fp16 *kernel_data = (__fp16 *)kernel->data; + __fp16 *pa_reorder = (__fp16 *)shl_mem_alloc(size * sizeof(__fp16)); + reorder_input_pack4n(kernel_data, pa_reorder, kernel->dim); + memcpy(kernel_data, pa_reorder, size * sizeof(__fp16)); + shl_mem_free(pa_reorder); +} + +/************************************************************* + * pack4n = vlenb / sizeof(__fp16) * 4 + * kernel: [O, H, W, I] -> [O, H, I/pack4n, W, pack4n] + * input: [N, H, W, C] -> [N, H, C/pack4n, W, pack4n] + * output: [N, H, W, C] + ************************************************************/ +int shl_rvv_conv3x3s1_direct_fp16_nhwc(struct csinn_tensor *input, struct csinn_tensor *output, + struct csinn_tensor *kernel, struct csinn_tensor *bias, + struct csinn_conv2d_params *params) +{ + __fp16 *input_data = (__fp16 *)input->data; + __fp16 *output_data = (__fp16 *)output->data; + __fp16 *kernel_data = (__fp16 *)kernel->data; + __fp16 *bias_data = (__fp16 *)bias->data; + + int32_t group = params->group; + int32_t batch = input->dim[0]; + int32_t in_h = input->dim[1]; + int32_t in_w = input->dim[2]; + int32_t in_c = input->dim[3]; + int32_t out_h = output->dim[1]; + int32_t out_w = output->dim[2]; + int32_t out_c = output->dim[3]; + int32_t ksize_h = kernel->dim[1]; + int32_t ksize_w = kernel->dim[2]; + int32_t stride_h = params->stride_height; + int32_t stride_w = params->stride_width; + int32_t pad_left = params->pad_left; + int32_t pad_right = params->pad_right; + int32_t pad_top = params->pad_top; + int32_t pad_down = params->pad_down; + int32_t dilation_h = params->dilation_height; + int32_t dilation_w = params->dilation_width; + + assert(group == 1 && dilation_h == 1 && dilation_w == 1); + assert(ksize_h == 3 && ksize_w == 3 && stride_h == 1 && stride_w == 1); + + int vl16m4 = vsetvl_e16m4(in_c); + int buffer_size = out_w * vl16m4 * sizeof(__fp16); + __fp16 *acc_buffer = (__fp16 *)shl_mem_alloc(buffer_size); + + __fp16 *input_reorder = (__fp16 *)shl_mem_alloc(csinn_tensor_size(input) * sizeof(__fp16)); + reorder_input_pack4n(input_data, input_reorder, input->dim); + + for (int b = 0; b < batch; b++) { + for (int oc = 0; oc < out_c; oc++) { + for (int oh = 0; oh < out_h; oh++) { + const int32_t in_y_origin = (oh * stride_h) - pad_top; + memset(acc_buffer, 0, buffer_size); + for (int kh = 0; kh < ksize_h; kh++) { + int ih = in_y_origin + kh; + if (ih < 0 || ih >= in_h) { + continue; + } + + int ic = 0; + __fp16 *kernel_ptr = kernel_data + (oc * ksize_h + kh) * ksize_w * in_c; + while (ic < in_c) { + int vl = vsetvl_e16m4(in_c - ic); + __fp16 *k_ptr = kernel_ptr + ic; + vfloat16m4_t _k0 = vle16_v_f16m4(k_ptr, vl); + vfloat16m4_t _k1 = vle16_v_f16m4(k_ptr + vl, vl); + vfloat16m4_t _k2 = vle16_v_f16m4(k_ptr + vl * 2, vl); + vfloat16m4_t _in0; + vfloat16m4_t _in1; + vfloat16m4_t _in2; + __fp16 *input_ptr = input_reorder + ((b * in_h + ih) * in_c + ic) * in_w; + for (int ow = 0; ow < out_w; ow++) { + const int32_t in_x_origin = (ow * stride_w) - pad_left; + int iw0 = in_x_origin; + int iw1 = in_x_origin + 1; + int iw2 = in_x_origin + 2; + + if (ow == 0 && iw1 >= 0) { + __fp16 *in1_ptr = input_ptr + iw1 * vl; + _in1 = vle16_v_f16m4(in1_ptr, vl); + if (iw0 >= 0) { + __fp16 *in0_ptr = input_ptr + iw0 * vl; + _in0 = vle16_v_f16m4(in0_ptr, vl); + } + } + + // without pad + if (iw0 >= 0 && iw2 < in_w) { + __fp16 *acc_ptr = acc_buffer + ow * vl16m4; + vfloat16m4_t _acc = vle16_v_f16m4(acc_ptr, vl); + __fp16 *in2_ptr = input_ptr + iw2 * vl; + if (ow % 3 == 0) { + _in2 = vle16_v_f16m4(in2_ptr, vl); + _acc = vfmacc_vv_f16m4(_acc, _in0, _k0, vl); + _acc = vfmacc_vv_f16m4(_acc, _in1, _k1, vl); + _acc = vfmacc_vv_f16m4(_acc, _in2, _k2, vl); + } else if (ow % 3 == 1) { + _in0 = vle16_v_f16m4(in2_ptr, vl); + _acc = vfmacc_vv_f16m4(_acc, _in1, _k0, vl); + _acc = vfmacc_vv_f16m4(_acc, _in2, _k1, vl); + _acc = vfmacc_vv_f16m4(_acc, _in0, _k2, vl); + } else if (ow % 3 == 2) { + _in1 = vle16_v_f16m4(in2_ptr, vl); + _acc = vfmacc_vv_f16m4(_acc, _in2, _k0, vl); + _acc = vfmacc_vv_f16m4(_acc, _in0, _k1, vl); + _acc = vfmacc_vv_f16m4(_acc, _in1, _k2, vl); + } + vse16_v_f16m4(acc_ptr, _acc, vl); + } + + // with pad + else { + __fp16 *acc_ptr = acc_buffer + ow * vl16m4; + vfloat16m4_t _acc = vle16_v_f16m4(acc_ptr, vl); + if (iw0 >= 0 && iw0 < in_w) { + if (ow % 3 == 0) { + _acc = vfmacc_vv_f16m4(_acc, _in0, _k0, vl); + } else if (ow % 3 == 1) { + _acc = vfmacc_vv_f16m4(_acc, _in1, _k0, vl); + } else if (ow % 3 == 2) { + _acc = vfmacc_vv_f16m4(_acc, _in2, _k0, vl); + } + } + if (iw1 >= 0 && iw1 < in_w) { + if (ow % 3 == 0) { + _acc = vfmacc_vv_f16m4(_acc, _in1, _k1, vl); + } else if (ow % 3 == 1) { + _acc = vfmacc_vv_f16m4(_acc, _in2, _k1, vl); + } else if (ow % 3 == 2) { + _acc = vfmacc_vv_f16m4(_acc, _in0, _k1, vl); + } + } + if (iw2 >= 0 && iw2 < in_w) { + __fp16 *in2_ptr = input_ptr + iw2 * vl; + if (ow % 3 == 0) { + _in2 = vle16_v_f16m4(in2_ptr, vl); + _acc = vfmacc_vv_f16m4(_acc, _in2, _k2, vl); + } else if (ow % 3 == 1) { + _in0 = vle16_v_f16m4(in2_ptr, vl); + _acc = vfmacc_vv_f16m4(_acc, _in0, _k2, vl); + } else if (ow % 3 == 2) { + _in1 = vle16_v_f16m4(in2_ptr, vl); + _acc = vfmacc_vv_f16m4(_acc, _in1, _k2, vl); + } + } + vse16_v_f16m4(acc_ptr, _acc, vl); + } + } + ic += vl; + } + } + + for (int ow = 0; ow < out_w; ow++) { + __fp16 *acc_ptr = acc_buffer + ow * vl16m4; + vfloat16m1_t _sum = vfmv_v_f_f16m1(bias_data[oc], 1); + vfloat16m4_t _acc = vle16_v_f16m4(acc_ptr, vl16m4); + _sum = vfredusum_vs_f16m4_f16m1(vundefined_f16m1(), _acc, _sum, vl16m4); + output_data[((b * out_h + oh) * out_w + ow) * out_c + oc] = + vfmv_f_s_f16m1_f16(_sum); + } + } + } + } + shl_mem_free(acc_buffer); + shl_mem_free(input_reorder); + + return CSINN_TRUE; +} diff --git a/source/thead_rvv/fp16/convolution_gemm_fp16.c b/source/thead_rvv/fp16/convolution_gemm_fp16.c index a2d4c619..05a13e74 100644 --- a/source/thead_rvv/fp16/convolution_gemm_fp16.c +++ b/source/thead_rvv/fp16/convolution_gemm_fp16.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************************************* @@ -45,6 +43,9 @@ int shl_rvv_conv_im2col_gemm_fp16(struct csinn_tensor *input, struct csinn_tenso struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp16(input); + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *kernel_data = (__fp16 *)kernel->data; @@ -64,13 +65,11 @@ int shl_rvv_conv_im2col_gemm_fp16(struct csinn_tensor *input, struct csinn_tenso int32_t stride_w = params->stride_width; int32_t pad_left = params->pad_left; int32_t pad_top = params->pad_top; - - // im2col matrix_col = out_height * out_width - // im2col matrix_row = channel_col - int channel_col = in_ch / group * ksize_h * ksize_w; + int32_t dilation_h = params->dilation_height; + int32_t dilation_w = params->dilation_width; int32_t m = out_ch / group; - int32_t k = channel_col; + int32_t k = in_ch / group * ksize_h * ksize_w; int32_t n = out_height * out_width; __fp16 *im2col_data = (__fp16 *)shl_mem_alloc(k * n * sizeof(__fp16)); @@ -79,27 +78,34 @@ int shl_rvv_conv_im2col_gemm_fp16(struct csinn_tensor *input, struct csinn_tenso for (int i = 0; i < batch; i++) { for (int g = 0; g < group; g++) { // im2col - for (int c = 0; c < channel_col; ++c) { - int w_offset = c % ksize_w; - int h_offset = c / ksize_w % ksize_h; - int c_im = c / ksize_h / ksize_w; - for (int h = 0; h < out_height; ++h) { - for (int w = 0; w < out_width; ++w) { - int im_row = h_offset + h * stride_h; - int im_col = w_offset + w * stride_w; - int col_index = - (c * out_height + h) * out_width + w; // [channel_col, out_h, out_w] - im_row = im_row - params->pad_top; - im_col = im_col - params->pad_left; - if (im_row < 0 || im_col < 0 || im_row >= in_height || im_col >= in_width) { - im2col_data[col_index] = 0.0f; - } else { - im2col_data[col_index] = - input_data[(c_im * input->dim[2] + im_row) * input->dim[3] + - im_col]; + __fp16 *data_col = im2col_data; + __fp16 *channel_data = input_data; + for (int c = 0; c < in_ch / group; c++) { + for (int kh = 0; kh < ksize_h; kh++) { + for (int kw = 0; kw < ksize_w; kw++) { + int in_row = -pad_top + kh * dilation_h; + for (int oh = 0; oh < out_height; oh++) { + if (in_row >= in_height || in_row < 0) { + for (int ow = 0; ow < out_width; ow++) { + *data_col++ = 0.0f; + } + } else { + int in_col = -pad_left + kw * dilation_w; + for (int ow1 = 0; ow1 < out_width; ow1++) { + int col_idx = (c * out_height + oh) * out_width + ow1; + if (in_col < in_width && in_col >= 0) { + *data_col++ = channel_data[in_row * in_width + in_col]; + } else { + *data_col++ = 0.0f; + } + in_col += stride_w; + } + } + in_row += stride_h; } } } + channel_data += in_height * in_width; } __fp16 *pa = kernel_data + g * m * k; diff --git a/source/thead_rvv/fp16/convolution_gemm_fp16_pack1ton.c b/source/thead_rvv/fp16/convolution_gemm_fp16_pack1ton.c index bc5d0903..6e64445d 100644 --- a/source/thead_rvv/fp16/convolution_gemm_fp16_pack1ton.c +++ b/source/thead_rvv/fp16/convolution_gemm_fp16_pack1ton.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -123,6 +121,16 @@ int shl_rvv_conv_im2col_gemm_pack1ton_fp16(struct csinn_tensor *input, struct cs struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp16(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + const int packn = csrr_vlenb() / sizeof(__fp16); + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *kernel_data = (__fp16 *)kernel->data; @@ -136,10 +144,13 @@ int shl_rvv_conv_im2col_gemm_pack1ton_fp16(struct csinn_tensor *input, struct cs int32_t out_c = kernel->dim[0]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; + int32_t ksize_h = kernel->dim[2]; int32_t ksize_w = kernel->dim[3]; int32_t stride_h = params->stride_height; int32_t stride_w = params->stride_width; + int32_t dilation_h = params->dilation_height; + int32_t dilation_w = params->dilation_width; int32_t m = out_c / group; int32_t in_cp = in_c / group; @@ -149,13 +160,13 @@ int shl_rvv_conv_im2col_gemm_pack1ton_fp16(struct csinn_tensor *input, struct cs for (int i = 0; i < batch; i++) { for (int g = 0; g < group; g++) { // padding - int padded_in_hw = (in_h + params->pad_top + params->pad_down) * - (in_w + params->pad_left + params->pad_right); + int padded_in_h = in_h + params->pad_top + params->pad_down; + int padded_in_w = in_w + params->pad_left + params->pad_right; + int padded_in_hw = padded_in_h * padded_in_w; __fp16 *input_pad_buf = (__fp16 *)shl_mem_alloc(in_cp * padded_in_hw * sizeof(__fp16)); shl_rvv_pad_input_pack1ton_fp16(input_data, input_pad_buf, in_cp, in_h, in_w, - (in_h + params->pad_top + params->pad_down), - (in_w + params->pad_left + params->pad_right), - params->pad_top, params->pad_left); + padded_in_h, padded_in_w, params->pad_top, + params->pad_left); // im2col const int packn = csrr_vlenb() / sizeof(__fp16); @@ -163,8 +174,7 @@ int shl_rvv_conv_im2col_gemm_pack1ton_fp16(struct csinn_tensor *input, struct cs // [in_c/packn, maxk, out_h, out_w, packn] + [maxk, out_h, out_w, in_c%packn] __fp16 *im2col_buf = (__fp16 *)shl_mem_alloc(in_cp * maxk * n * sizeof(__fp16)); - const int tailstep = - ((in_w + params->pad_left + params->pad_right) * stride_h - out_w * stride_w); + const int tailstep = (padded_in_w * stride_h - out_w * stride_w); const __fp16 *img0 = input_pad_buf; __fp16 *dst_ptr = im2col_buf; @@ -176,7 +186,7 @@ int shl_rvv_conv_im2col_gemm_pack1ton_fp16(struct csinn_tensor *input, struct cs for (int a = 0; a < ksize_h; a++) { for (int b = 0; b < ksize_w; b++) { const __fp16 *img1 = - img0 + a * (in_w + params->pad_left + params->pad_right) * vl + b * vl; + img0 + a * dilation_h * padded_in_w * vl + b * dilation_w * vl; for (int p = 0; p < out_h; p++) { for (int q = 0; q < out_w; q++) { diff --git a/source/thead_rvv/fp16/convolution_gemm_fp16_packn.c b/source/thead_rvv/fp16/convolution_gemm_fp16_packn.c index 4c33d311..69c7b518 100644 --- a/source/thead_rvv/fp16/convolution_gemm_fp16_packn.c +++ b/source/thead_rvv/fp16/convolution_gemm_fp16_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -99,6 +97,16 @@ int shl_rvv_conv_im2col_gemm_packn_fp16(struct csinn_tensor *input, struct csinn struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + const int packn = csrr_vlenb() / sizeof(__fp16); + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *kernel_data = (__fp16 *)kernel->data; @@ -106,16 +114,19 @@ int shl_rvv_conv_im2col_gemm_packn_fp16(struct csinn_tensor *input, struct csinn int32_t group = params->group; int32_t batch = input->dim[0]; - int32_t in_c = input->dim[1]; + int32_t in_c = input->dim[1] * input->dim[4]; int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; int32_t out_c = kernel->dim[0]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; + int32_t ksize_h = kernel->dim[2]; int32_t ksize_w = kernel->dim[3]; int32_t stride_h = params->stride_height; int32_t stride_w = params->stride_width; + int32_t dilation_h = params->dilation_height; + int32_t dilation_w = params->dilation_width; int32_t m = out_c / group; int32_t in_cp = in_c / group; @@ -125,13 +136,12 @@ int shl_rvv_conv_im2col_gemm_packn_fp16(struct csinn_tensor *input, struct csinn for (int i = 0; i < batch; i++) { for (int g = 0; g < group; g++) { // padding - int padded_in_hw = (in_h + params->pad_top + params->pad_down) * - (in_w + params->pad_left + params->pad_right); + int padded_in_h = in_h + params->pad_top + params->pad_down; + int padded_in_w = in_w + params->pad_left + params->pad_right; + int padded_in_hw = padded_in_h * padded_in_w; __fp16 *input_pad_buf = (__fp16 *)shl_mem_alloc(in_cp * padded_in_hw * sizeof(__fp16)); - shl_rvv_pad_input_packn_fp16(input_data, input_pad_buf, in_cp, in_h, in_w, - (in_h + params->pad_top + params->pad_down), - (in_w + params->pad_left + params->pad_right), - params->pad_top, params->pad_left); + shl_rvv_pad_input_packn_fp16(input_data, input_pad_buf, in_cp, in_h, in_w, padded_in_h, + padded_in_w, params->pad_top, params->pad_left); // im2col const int packn = csrr_vlenb() / sizeof(__fp16); @@ -139,9 +149,7 @@ int shl_rvv_conv_im2col_gemm_packn_fp16(struct csinn_tensor *input, struct csinn __fp16 *im2col_buf = (__fp16 *)shl_mem_alloc(in_cp / packn * maxk * out_h * out_w * packn * sizeof(__fp16)); - const int tailstep = - ((in_w + params->pad_left + params->pad_right) * stride_h - out_w * stride_w) * - packn; + const int tailstep = (padded_in_w * stride_h - out_w * stride_w) * packn; for (int c = 0; c + packn - 1 < in_cp; c += packn) { const __fp16 *img0 = input_pad_buf + c * padded_in_hw; @@ -150,8 +158,7 @@ int shl_rvv_conv_im2col_gemm_packn_fp16(struct csinn_tensor *input, struct csinn for (int a = 0; a < ksize_h; a++) { for (int b = 0; b < ksize_w; b++) { const __fp16 *img1 = - img0 + a * (in_w + params->pad_left + params->pad_right) * packn + - b * packn; + img0 + a * dilation_h * padded_in_w * packn + b * dilation_w * packn; for (int p = 0; p < out_h; p++) { for (int q = 0; q < out_w; q++) { diff --git a/source/thead_rvv/fp16/convolution_gemm_fp16_packnto1.c b/source/thead_rvv/fp16/convolution_gemm_fp16_packnto1.c index 2645e933..4215d730 100644 --- a/source/thead_rvv/fp16/convolution_gemm_fp16_packnto1.c +++ b/source/thead_rvv/fp16/convolution_gemm_fp16_packnto1.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -117,6 +115,9 @@ int shl_rvv_conv_im2col_gemm_packnto1_fp16(struct csinn_tensor *input, struct cs struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input); + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *kernel_data = (__fp16 *)kernel->data; @@ -124,7 +125,7 @@ int shl_rvv_conv_im2col_gemm_packnto1_fp16(struct csinn_tensor *input, struct cs int32_t group = params->group; int32_t batch = input->dim[0]; - int32_t in_c = input->dim[1]; + int32_t in_c = input->dim[1] * input->dim[4]; int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; int32_t out_c = kernel->dim[0]; @@ -134,6 +135,8 @@ int shl_rvv_conv_im2col_gemm_packnto1_fp16(struct csinn_tensor *input, struct cs int32_t ksize_w = kernel->dim[3]; int32_t stride_h = params->stride_height; int32_t stride_w = params->stride_width; + int32_t dilation_h = params->dilation_height; + int32_t dilation_w = params->dilation_width; int32_t m = out_c / group; int32_t in_cp = in_c / group; @@ -145,13 +148,12 @@ int shl_rvv_conv_im2col_gemm_packnto1_fp16(struct csinn_tensor *input, struct cs for (int i = 0; i < batch; i++) { for (int g = 0; g < group; g++) { // padding - int padded_in_hw = (in_h + params->pad_top + params->pad_down) * - (in_w + params->pad_left + params->pad_right); + int padded_in_h = in_h + params->pad_top + params->pad_down; + int padded_in_w = in_w + params->pad_left + params->pad_right; + int padded_in_hw = padded_in_h * padded_in_w; __fp16 *input_pad_buf = (__fp16 *)shl_mem_alloc(in_cp * padded_in_hw * sizeof(__fp16)); - shl_rvv_pad_input_packn_fp16(input_data, input_pad_buf, in_cp, in_h, in_w, - (in_h + params->pad_top + params->pad_down), - (in_w + params->pad_left + params->pad_right), - params->pad_top, params->pad_left); + shl_rvv_pad_input_packn_fp16(input_data, input_pad_buf, in_cp, in_h, in_w, padded_in_h, + padded_in_w, params->pad_top, params->pad_left); // im2col const int packn = csrr_vlenb() / sizeof(__fp16); @@ -159,9 +161,7 @@ int shl_rvv_conv_im2col_gemm_packnto1_fp16(struct csinn_tensor *input, struct cs __fp16 *im2col_buf = (__fp16 *)shl_mem_alloc(in_cp / packn * maxk * out_h * out_w * packn * sizeof(__fp16)); - const int tailstep = - ((in_w + params->pad_left + params->pad_right) * stride_h - out_w * stride_w) * - packn; + const int tailstep = (padded_in_w * stride_h - out_w * stride_w) * packn; for (int c = 0; c + packn - 1 < in_cp; c += packn) { const __fp16 *img0 = input_pad_buf + c * padded_in_hw; @@ -170,8 +170,7 @@ int shl_rvv_conv_im2col_gemm_packnto1_fp16(struct csinn_tensor *input, struct cs for (int a = 0; a < ksize_h; a++) { for (int b = 0; b < ksize_w; b++) { const __fp16 *img1 = - img0 + a * (in_w + params->pad_left + params->pad_right) * packn + - b * packn; + img0 + a * dilation_h * padded_in_w * packn + b * dilation_w * packn; for (int p = 0; p < out_h; p++) { for (int q = 0; q < out_w; q++) { diff --git a/source/thead_rvv/fp16/depthwise_convolution.c b/source/thead_rvv/fp16/depthwise_convolution.c index de9e4bd1..bb56f249 100644 --- a/source/thead_rvv/fp16/depthwise_convolution.c +++ b/source/thead_rvv/fp16/depthwise_convolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" int shl_rvv_depthwise_conv2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor *output, @@ -34,10 +32,28 @@ int shl_rvv_depthwise_conv2d_init_fp16(struct csinn_tensor *input, struct csinn_ struct csinn_callback *cb = params->base.cb; const int packn = csrr_vlenb() / sizeof(__fp16); + int in_elempack = 1; + int out_elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_rvv_option *option = shl_rvv_get_graph_option(sess); + if (option && option->use_packn_layout) { + in_elempack = in_c % packn == 0 ? packn : 1; + out_elempack = out_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + in_elempack = 1; + out_elempack = 1; // dwconv2d out_channel pack is same as in_channel + } + } + + bool binary_model_op_init = shl_rvv_get_binary_model_op_init(sess); - if (in_c % packn == 0 && out_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; - shl_rvv_dwconv_reorder_kernel_packn_fp16(kernel, params); + if (in_elempack % packn == 0 && out_elempack % packn == 0) { + if (!binary_model_op_init) { + shl_rvv_dwconv_reorder_kernel_packn_fp16(kernel, params); + } if (kernel_h == 3 && kernel_w == 3 && stride_h == 1 && stride_w == 1) { cb->exec = shl_rvv_dwconv3x3s1_packn_fp16; } else if (kernel_h == 3 && kernel_w == 3 && stride_h == 2 && stride_w == 2) { @@ -47,7 +63,7 @@ int shl_rvv_depthwise_conv2d_init_fp16(struct csinn_tensor *input, struct csinn_ } } - if (in_c % packn != 0 && out_c % packn != 0) { + if (in_elempack % packn != 0 && out_elempack % packn != 0) { if (kernel_h == 3 && kernel_w == 3 && stride_h == 1 && stride_w == 1) { cb->exec = shl_rvv_dwconv3x3s1_fp16; } else if (kernel_h == 3 && kernel_w == 3 && stride_h == 2 && stride_w == 2) { diff --git a/source/thead_rvv/fp16/depthwise_convolution_3x3_fp16.c b/source/thead_rvv/fp16/depthwise_convolution_3x3_fp16.c index 2cb963fd..e2f59449 100644 --- a/source/thead_rvv/fp16/depthwise_convolution_3x3_fp16.c +++ b/source/thead_rvv/fp16/depthwise_convolution_3x3_fp16.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -27,6 +25,9 @@ int shl_rvv_dwconv3x3s1_fp16(struct csinn_tensor *input, struct csinn_tensor *ou struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp16(input); + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *kernel_data = (__fp16 *)kernel->data; @@ -43,7 +44,7 @@ int shl_rvv_dwconv3x3s1_fp16(struct csinn_tensor *input, struct csinn_tensor *ou __fp16 *input_padd_buf = (__fp16 *)shl_mem_alloc(in_c * (in_h + params->pad_top + params->pad_down) * - (in_w + params->pad_left + params->pad_right) * sizeof(float)); + (in_w + params->pad_left + params->pad_right) * sizeof(__fp16)); shl_rvv_pad_input_fp16( input_data, input_padd_buf, in_c, in_h, in_w, in_h + params->pad_top + params->pad_down, @@ -348,6 +349,9 @@ int shl_rvv_dwconv3x3s2_fp16(struct csinn_tensor *input, struct csinn_tensor *ou struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp16(input); + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *kernel_data = (__fp16 *)kernel->data; @@ -364,7 +368,7 @@ int shl_rvv_dwconv3x3s2_fp16(struct csinn_tensor *input, struct csinn_tensor *ou __fp16 *input_padd_buf = (__fp16 *)shl_mem_alloc(in_c * (in_h + params->pad_top + params->pad_down) * - (in_w + params->pad_left + params->pad_right) * sizeof(float)); + (in_w + params->pad_left + params->pad_right) * sizeof(__fp16)); shl_rvv_pad_input_fp16( input_data, input_padd_buf, in_c, in_h, in_w, in_h + params->pad_top + params->pad_down, diff --git a/source/thead_rvv/fp16/depthwise_convolution_3x3_fp16_packn.c b/source/thead_rvv/fp16/depthwise_convolution_3x3_fp16_packn.c index 6a7fe4c2..7a96b4b2 100644 --- a/source/thead_rvv/fp16/depthwise_convolution_3x3_fp16_packn.c +++ b/source/thead_rvv/fp16/depthwise_convolution_3x3_fp16_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -27,17 +25,24 @@ int shl_rvv_dwconv3x3s1_packn_fp16(struct csinn_tensor *input, struct csinn_tens struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *kernel_data = (__fp16 *)kernel->data; __fp16 *bias_data = (__fp16 *)bias->data; int32_t batch = input->dim[0]; - int32_t in_c = input->dim[1]; // group = in_channel + int32_t in_c = input->dim[1] * input->dim[4]; // group = in_channel int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; - - int32_t out_c = output->dim[1]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; @@ -46,7 +51,7 @@ int shl_rvv_dwconv3x3s1_packn_fp16(struct csinn_tensor *input, struct csinn_tens __fp16 *input_padd_buf = (__fp16 *)shl_mem_alloc(in_c * (in_h + params->pad_top + params->pad_down) * - (in_w + params->pad_left + params->pad_right) * sizeof(float)); + (in_w + params->pad_left + params->pad_right) * sizeof(__fp16)); shl_rvv_pad_input_packn_fp16( input_data, input_padd_buf, in_c, in_h, in_w, in_h + params->pad_top + params->pad_down, @@ -538,17 +543,24 @@ int shl_rvv_dwconv3x3s2_packn_fp16(struct csinn_tensor *input, struct csinn_tens struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *kernel_data = (__fp16 *)kernel->data; __fp16 *bias_data = (__fp16 *)bias->data; int32_t batch = input->dim[0]; - int32_t in_c = input->dim[1]; // group = in_channel + int32_t in_c = input->dim[1] * input->dim[4]; // group = in_channel int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; - - int32_t out_c = output->dim[1]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; @@ -557,7 +569,7 @@ int shl_rvv_dwconv3x3s2_packn_fp16(struct csinn_tensor *input, struct csinn_tens __fp16 *input_padd_buf = (__fp16 *)shl_mem_alloc(in_c * (in_h + params->pad_top + params->pad_down) * - (in_w + params->pad_left + params->pad_right) * sizeof(float)); + (in_w + params->pad_left + params->pad_right) * sizeof(__fp16)); shl_rvv_pad_input_packn_fp16( input_data, input_padd_buf, in_c, in_h, in_w, in_h + params->pad_top + params->pad_down, diff --git a/source/thead_rvv/fp16/depthwise_convolution_fp16_nhwc.c b/source/thead_rvv/fp16/depthwise_convolution_fp16_nhwc.c index 1d88776e..a1ba2f13 100644 --- a/source/thead_rvv/fp16/depthwise_convolution_fp16_nhwc.c +++ b/source/thead_rvv/fp16/depthwise_convolution_fp16_nhwc.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* diff --git a/source/thead_rvv/fp16/depthwise_convolution_fp16_packn.c b/source/thead_rvv/fp16/depthwise_convolution_fp16_packn.c index 1c64e266..3a87080d 100644 --- a/source/thead_rvv/fp16/depthwise_convolution_fp16_packn.c +++ b/source/thead_rvv/fp16/depthwise_convolution_fp16_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -27,17 +25,25 @@ int shl_rvv_dwconv_packn_fp16(struct csinn_tensor *input, struct csinn_tensor *o struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *kernel_data = (__fp16 *)kernel->data; __fp16 *bias_data = (__fp16 *)bias->data; int batch = input->dim[0]; - int in_c = input->dim[1]; // group = in_channel + int in_c = input->dim[1] * input->dim[4]; // group = in_channel int in_h = input->dim[2]; int in_w = input->dim[3]; - - int out_c = output->dim[1]; + int out_c = in_c; int out_h = output->dim[2]; int out_w = output->dim[3]; @@ -91,6 +97,7 @@ int shl_rvv_dwconv_packn_fp16(struct csinn_tensor *input, struct csinn_tensor *o input_data += in_c * in_h * in_w; output_data += out_c * out_h * out_w; } + shl_mem_free(input_padd_buf); // requantize shl_rvv_sidcso_op_requantize_fp16(input, output, kernel); return CSINN_TRUE; diff --git a/source/thead_rvv/fp16/fullyconnected.c b/source/thead_rvv/fp16/fullyconnected.c index 2575120e..67b178c0 100644 --- a/source/thead_rvv/fp16/fullyconnected.c +++ b/source/thead_rvv/fp16/fullyconnected.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" int shl_rvv_fullyconnected_init_fp16(struct csinn_tensor *input, struct csinn_tensor *output, @@ -29,7 +27,18 @@ int shl_rvv_fullyconnected_init_fp16(struct csinn_tensor *input, struct csinn_te const int in_nodes = weights->dim[weights_dims_count - 1]; struct csinn_callback *cb = params->base.cb; - shl_rvv_fc_gemv_transform_weight_fp16(weights); + struct csinn_session *sess = params->base.sess; + bool binary_model_op_init = shl_rvv_get_binary_model_op_init(sess); + if (!binary_model_op_init) { + if (weights->is_const && weights->dtype == CSINN_DTYPE_INT8) { + shl_rvv_fc_gemv_transform_weight_fp16_w_int8(weights); + } else if (weights->dtype == CSINN_DTYPE_FLOAT16) { + shl_rvv_fc_gemv_transform_weight_fp16(weights); + } else { + shl_debug_error("weights unsupport dtype: %d\n", weights->dtype); + return CSINN_FALSE; + } + } cb->exec = shl_rvv_fullyconnected_packn_fp16; return CSINN_TRUE; } diff --git a/source/thead_rvv/fp16/fullyconnected_fp16.c b/source/thead_rvv/fp16/fullyconnected_fp16.c index f44b3898..ed128fa0 100644 --- a/source/thead_rvv/fp16/fullyconnected_fp16.c +++ b/source/thead_rvv/fp16/fullyconnected_fp16.c @@ -16,25 +16,23 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* note: VLEN = 128/256 *************************************************************/ -static void shl_rvv_reorder_weight_npackn_fp16(__fp16 *src, __fp16 *dst, int m, int k, int ldx) +static void shl_rvv_reorder_weight_npack2n_fp16(__fp16 *src, __fp16 *dst, int m, int k, int ldx) { const int packn = csrr_vlenb() / sizeof(__fp16); // VLEN128=8 VLEN256=16 - int vl = vsetvl_e16m1(packn); + int vl = vsetvl_e16m2(packn * 2); while (m > 0) { - vl = vsetvl_e16m1(m); + vl = vsetvl_e16m2(m); __fp16 *in_ptr = src; for (int j = 0; j < k; j++) { - vfloat16m1_t _input = vlse16_v_f16m1(in_ptr, k * sizeof(__fp16), vl); + vfloat16m2_t _input = vlse16_v_f16m2(in_ptr, k * sizeof(__fp16), vl); in_ptr++; - vse16_v_f16m1(dst, _input, vl); + vse16_v_f16m2(dst, _input, vl); dst += vl; } src += vl * k; @@ -50,11 +48,43 @@ void shl_rvv_fc_gemv_transform_weight_fp16(struct csinn_tensor *weights) int k = weights->dim[1]; // in_nodes __fp16 *pa_reorder = (__fp16 *)shl_mem_alloc(n * k * sizeof(__fp16)); - shl_rvv_reorder_weight_npackn_fp16(weight_data, pa_reorder, n, k, k); + shl_rvv_reorder_weight_npack2n_fp16(weight_data, pa_reorder, n, k, k); memcpy(weight_data, pa_reorder, n * k * sizeof(__fp16)); shl_mem_free(pa_reorder); } +static void shl_rvv_reorder_weight_npackn_int8(int8_t *src, int8_t *dst, int m, int k, int ldx) +{ + const int packn = csrr_vlenb() / sizeof(int8_t); // VLEN128=16 VLEN256=32 + int vl = vsetvl_e8m1(packn); + + while (m > 0) { + vl = vsetvl_e8m1(m); + int8_t *in_ptr = src; + for (int j = 0; j < k; j++) { + vint8m1_t _input = vlse8_v_i8m1(in_ptr, k * sizeof(int8_t), vl); + in_ptr++; + vse8_v_i8m1(dst, _input, vl); + dst += vl; + } + src += vl * k; + m -= vl; + } +} + +void shl_rvv_fc_gemv_transform_weight_fp16_w_int8(struct csinn_tensor *weights) +{ + int8_t *weight_data = (int8_t *)weights->data; + + int n = weights->dim[0]; // out_nodes + int k = weights->dim[1]; // in_nodes + + int8_t *pa_reorder = (int8_t *)shl_mem_alloc(n * k * sizeof(int8_t)); + shl_rvv_reorder_weight_npackn_int8(weight_data, pa_reorder, n, k, k); + memcpy(weight_data, pa_reorder, n * k * sizeof(int8_t)); + shl_mem_free(pa_reorder); +} + int shl_rvv_fullyconnected_packn_fp16(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *weights, struct csinn_tensor *bias, struct csinn_fc_params *params) @@ -77,12 +107,29 @@ int shl_rvv_fullyconnected_packn_fp16(struct csinn_tensor *input, struct csinn_t bool flag_bias = 1; // default: fc layer include bias if (bias_data == NULL) { flag_bias = 0; - bias_data = (__fp16 *)shl_mem_alloc(output_depth * 2); + bias_data = (__fp16 *)shl_mem_alloc(output_depth * sizeof(__fp16)); } const int packn = csrr_vlenb() / sizeof(__fp16); // VLEN128=8 VLEN256=16 int vl = vsetvl_e16m1(packn); + __fp16 *weights_fp16 = NULL; + if (weights->is_const && weights->dtype == CSINN_DTYPE_INT8) { + // TODO: support per-channel quantization + int32_t zp = weights->qinfo->zero_point; + float scale = weights->qinfo->scale; + int size = csinn_tensor_size(weights); + int8_t *weights_int8 = (int8_t *)weights->data; + weights_fp16 = (__fp16 *)shl_mem_alloc(size * sizeof(__fp16)); + shl_rvv_dequantize_i8_to_f16(weights_int8, weights_fp16, size, zp, scale); + weights_data = weights_fp16; + } else if (weights->dtype == CSINN_DTYPE_FLOAT16) { + weights_data = (__fp16 *)weights->data; + } else { + shl_debug_error("weights unsupport dtype: %d\n", weights->dtype); + return CSINN_FALSE; + } + for (int b = 0; b < batches; b++) { __fp16 *init_output = output_data + b * output_depth; __fp16 *init_input = input_data + b * accum_depth; @@ -91,15 +138,15 @@ int shl_rvv_fullyconnected_packn_fp16(struct csinn_tensor *input, struct csinn_t int n = output_depth; while (n > 0) { - vl = vsetvl_e16m1(n); - vfloat16m1_t _acc = vle16_v_f16m1(init_bias, vl); + vl = vsetvl_e16m2(n); + vfloat16m2_t _acc = vle16_v_f16m2(init_bias, vl); init_bias += vl; for (int k = 0; k < accum_depth; k++) { - vfloat16m1_t _weight = vle16_v_f16m1(init_weight, vl); - _acc = vfmacc_vf_f16m1(_acc, init_input[k], _weight, vl); + vfloat16m2_t _weight = vle16_v_f16m2(init_weight, vl); + _acc = vfmacc_vf_f16m2(_acc, init_input[k], _weight, vl); init_weight += vl; } - vse16_v_f16m1(init_output, _acc, vl); + vse16_v_f16m2(init_output, _acc, vl); init_output += vl; n -= vl; } @@ -108,6 +155,10 @@ int shl_rvv_fullyconnected_packn_fp16(struct csinn_tensor *input, struct csinn_t shl_mem_free(bias_data); bias_data = NULL; } + if (weights->is_const && weights->dtype == CSINN_DTYPE_INT8) { + shl_mem_free(weights_fp16); + return CSINN_TRUE; + } // requantize shl_rvv_sidcso_op_requantize_fp16(input, output, weights); return CSINN_TRUE; diff --git a/source/thead_rvv/fp16/gather.c b/source/thead_rvv/fp16/gather.c new file mode 100644 index 00000000..ce88e78b --- /dev/null +++ b/source/thead_rvv/fp16/gather.c @@ -0,0 +1,68 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#include "shl_thead_rvv.h" + +int shl_rvv_gather_fp16(struct csinn_tensor *input, struct csinn_tensor *indices, + struct csinn_tensor *output, struct csinn_gather_params *params) +{ + int input_size = csinn_tensor_size(input); + if (input_size == 0) { + return CSINN_TRUE; + } + + if (input->dtype == CSINN_DTYPE_FLOAT16 && indices->dtype == CSINN_DTYPE_INT64 && + output->dtype == CSINN_DTYPE_FLOAT16) { + __fp16 *input_data = (__fp16 *)input->data; + __fp16 *output_data = (__fp16 *)output->data; + int64_t *indices_data = (int64_t *)indices->data; + + int inner_size = 1; + for (int i = params->axis + 1; i < input->dim_count; i++) { + inner_size *= input->dim[i]; + } + int outer_size = 1; + for (int i = 0; i < params->axis; i++) { + outer_size *= input->dim[i]; + } + int indices_size = 1; + for (int i = 0; i < indices->dim_count; i++) { + indices_size *= indices->dim[i]; + } + int axis_shape = input->dim[params->axis]; + for (int i = 0; i < outer_size; i++) { + for (int j = 0; j < indices_size; j++) { + if ((indices_data[j] >= 0) && (indices_data[j] < axis_shape)) { + memcpy(output_data, input_data + indices_data[j] * inner_size, + inner_size * sizeof(__fp16)); + } else if ((indices_data[j] < 0) && (indices_data[j] >= -axis_shape)) { + memcpy(output_data, input_data + (indices_data[j] + axis_shape) * inner_size, + inner_size * sizeof(__fp16)); + } else { + memset(output_data, 0, inner_size * sizeof(__fp16)); + } + output_data += inner_size; + } + input_data += inner_size * axis_shape; + } + } else { + return shl_ref_gather_quant(input, indices, output, params); + } + + return CSINN_TRUE; +} diff --git a/source/thead_rvv/fp16/gemm_fp16.c b/source/thead_rvv/fp16/gemm_fp16.c index 469304ab..cc583ece 100644 --- a/source/thead_rvv/fp16/gemm_fp16.c +++ b/source/thead_rvv/fp16/gemm_fp16.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************************ diff --git a/source/thead_rvv/fp16/gemm_fp16_block.c b/source/thead_rvv/fp16/gemm_fp16_block.c new file mode 100644 index 00000000..01078622 --- /dev/null +++ b/source/thead_rvv/fp16/gemm_fp16_block.c @@ -0,0 +1,751 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#include "shl_thead_rvv.h" + +/************************************************************* + * packn = vlenb / sizeof(__fp16) + * m_blk: 12/8/4/2/1 + * n_blk: pack2n/packn/n_tail + * k_blk: K_BLK + ************************************************************/ +static inline void gemm_12xpack2n_fp16(__fp16 *dst, const __fp16 *sa, const __fp16 *sb, + __fp16 *bias, int M_BLOCK, int N_BLOCK, int K_BLOCK, int ldc, + int k_idx) +{ + const __fp16 *kernel_data = sa; + const __fp16 *input_data = sb; + __fp16 *output_data = dst; + __fp16 *bias_data = bias; + + const int packn = csrr_vlenb() / sizeof(__fp16); + const int pack2n = packn * 2; + int vl = vsetvl_e16m1(packn); + + int i = 0; + for (; i + 11 < M_BLOCK; i += 12) { + const __fp16 *kernel_ptr = kernel_data + i * K_BLOCK; + int j = 0; + vl = vsetvl_e16m1(packn); + for (; j + pack2n - 1 < N_BLOCK; j += pack2n) { + const __fp16 *k_ptr = kernel_ptr; + const __fp16 *in_ptr = input_data + j * K_BLOCK; + __fp16 *out0_ptr = output_data + i * ldc + j; + __fp16 *out1_ptr = out0_ptr + packn; + + // [n, 0] + vfloat16m1_t _acc00; + vfloat16m1_t _acc10; + vfloat16m1_t _acc20; + vfloat16m1_t _acc30; + vfloat16m1_t _acc40; + vfloat16m1_t _acc50; + vfloat16m1_t _acc60; + vfloat16m1_t _acc70; + vfloat16m1_t _acc80; + vfloat16m1_t _acc90; + vfloat16m1_t _acca0; + vfloat16m1_t _accb0; + // [n, 1] + vfloat16m1_t _acc01; + vfloat16m1_t _acc11; + vfloat16m1_t _acc21; + vfloat16m1_t _acc31; + vfloat16m1_t _acc41; + vfloat16m1_t _acc51; + vfloat16m1_t _acc61; + vfloat16m1_t _acc71; + vfloat16m1_t _acc81; + vfloat16m1_t _acc91; + vfloat16m1_t _acca1; + vfloat16m1_t _accb1; + if (k_idx == 0) { + const __fp16 *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f16m1(b_ptr[0], vl); + _acc10 = vfmv_v_f_f16m1(b_ptr[1], vl); + _acc20 = vfmv_v_f_f16m1(b_ptr[2], vl); + _acc30 = vfmv_v_f_f16m1(b_ptr[3], vl); + _acc40 = vfmv_v_f_f16m1(b_ptr[4], vl); + _acc50 = vfmv_v_f_f16m1(b_ptr[5], vl); + _acc60 = vfmv_v_f_f16m1(b_ptr[6], vl); + _acc70 = vfmv_v_f_f16m1(b_ptr[7], vl); + _acc80 = vfmv_v_f_f16m1(b_ptr[8], vl); + _acc90 = vfmv_v_f_f16m1(b_ptr[9], vl); + _acca0 = vfmv_v_f_f16m1(b_ptr[10], vl); + _accb0 = vfmv_v_f_f16m1(b_ptr[11], vl); + _acc01 = vmv_v_v_f16m1(_acc00, vl); + _acc11 = vmv_v_v_f16m1(_acc10, vl); + _acc21 = vmv_v_v_f16m1(_acc20, vl); + _acc31 = vmv_v_v_f16m1(_acc30, vl); + _acc41 = vmv_v_v_f16m1(_acc40, vl); + _acc51 = vmv_v_v_f16m1(_acc50, vl); + _acc61 = vmv_v_v_f16m1(_acc60, vl); + _acc71 = vmv_v_v_f16m1(_acc70, vl); + _acc81 = vmv_v_v_f16m1(_acc80, vl); + _acc91 = vmv_v_v_f16m1(_acc90, vl); + _acca1 = vmv_v_v_f16m1(_acca0, vl); + _accb1 = vmv_v_v_f16m1(_accb0, vl); + } else { + _acc00 = vle16_v_f16m1(out0_ptr, vl); + _acc10 = vle16_v_f16m1(out0_ptr + ldc, vl); + _acc20 = vle16_v_f16m1(out0_ptr + ldc * 2, vl); + _acc30 = vle16_v_f16m1(out0_ptr + ldc * 3, vl); + _acc40 = vle16_v_f16m1(out0_ptr + ldc * 4, vl); + _acc50 = vle16_v_f16m1(out0_ptr + ldc * 5, vl); + _acc60 = vle16_v_f16m1(out0_ptr + ldc * 6, vl); + _acc70 = vle16_v_f16m1(out0_ptr + ldc * 7, vl); + _acc80 = vle16_v_f16m1(out0_ptr + ldc * 8, vl); + _acc90 = vle16_v_f16m1(out0_ptr + ldc * 9, vl); + _acca0 = vle16_v_f16m1(out0_ptr + ldc * 10, vl); + _accb0 = vle16_v_f16m1(out0_ptr + ldc * 11, vl); + _acc01 = vle16_v_f16m1(out1_ptr, vl); + _acc11 = vle16_v_f16m1(out1_ptr + ldc, vl); + _acc21 = vle16_v_f16m1(out1_ptr + ldc * 2, vl); + _acc31 = vle16_v_f16m1(out1_ptr + ldc * 3, vl); + _acc41 = vle16_v_f16m1(out1_ptr + ldc * 4, vl); + _acc51 = vle16_v_f16m1(out1_ptr + ldc * 5, vl); + _acc61 = vle16_v_f16m1(out1_ptr + ldc * 6, vl); + _acc71 = vle16_v_f16m1(out1_ptr + ldc * 7, vl); + _acc81 = vle16_v_f16m1(out1_ptr + ldc * 8, vl); + _acc91 = vle16_v_f16m1(out1_ptr + ldc * 9, vl); + _acca1 = vle16_v_f16m1(out1_ptr + ldc * 10, vl); + _accb1 = vle16_v_f16m1(out1_ptr + ldc * 11, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat16m1_t _in0 = vle16_v_f16m1(in_ptr, vl); + vfloat16m1_t _in1 = vle16_v_f16m1(in_ptr + packn, vl); + in_ptr += pack2n; + + _acc00 = vfmacc_vf_f16m1(_acc00, k_ptr[0], _in0, vl); + _acc10 = vfmacc_vf_f16m1(_acc10, k_ptr[1], _in0, vl); + _acc20 = vfmacc_vf_f16m1(_acc20, k_ptr[2], _in0, vl); + _acc30 = vfmacc_vf_f16m1(_acc30, k_ptr[3], _in0, vl); + _acc40 = vfmacc_vf_f16m1(_acc40, k_ptr[4], _in0, vl); + _acc50 = vfmacc_vf_f16m1(_acc50, k_ptr[5], _in0, vl); + _acc60 = vfmacc_vf_f16m1(_acc60, k_ptr[6], _in0, vl); + _acc70 = vfmacc_vf_f16m1(_acc70, k_ptr[7], _in0, vl); + _acc80 = vfmacc_vf_f16m1(_acc80, k_ptr[8], _in0, vl); + _acc90 = vfmacc_vf_f16m1(_acc90, k_ptr[9], _in0, vl); + _acca0 = vfmacc_vf_f16m1(_acca0, k_ptr[10], _in0, vl); + _accb0 = vfmacc_vf_f16m1(_accb0, k_ptr[11], _in0, vl); + + _acc01 = vfmacc_vf_f16m1(_acc01, k_ptr[0], _in1, vl); + _acc11 = vfmacc_vf_f16m1(_acc11, k_ptr[1], _in1, vl); + _acc21 = vfmacc_vf_f16m1(_acc21, k_ptr[2], _in1, vl); + _acc31 = vfmacc_vf_f16m1(_acc31, k_ptr[3], _in1, vl); + _acc41 = vfmacc_vf_f16m1(_acc41, k_ptr[4], _in1, vl); + _acc51 = vfmacc_vf_f16m1(_acc51, k_ptr[5], _in1, vl); + _acc61 = vfmacc_vf_f16m1(_acc61, k_ptr[6], _in1, vl); + _acc71 = vfmacc_vf_f16m1(_acc71, k_ptr[7], _in1, vl); + _acc81 = vfmacc_vf_f16m1(_acc81, k_ptr[8], _in1, vl); + _acc91 = vfmacc_vf_f16m1(_acc91, k_ptr[9], _in1, vl); + _acca1 = vfmacc_vf_f16m1(_acca1, k_ptr[10], _in1, vl); + _accb1 = vfmacc_vf_f16m1(_accb1, k_ptr[11], _in1, vl); + k_ptr += 12; + } + + vse16_v_f16m1(out0_ptr, _acc00, vl); + vse16_v_f16m1(out0_ptr + ldc, _acc10, vl); + vse16_v_f16m1(out0_ptr + ldc * 2, _acc20, vl); + vse16_v_f16m1(out0_ptr + ldc * 3, _acc30, vl); + vse16_v_f16m1(out0_ptr + ldc * 4, _acc40, vl); + vse16_v_f16m1(out0_ptr + ldc * 5, _acc50, vl); + vse16_v_f16m1(out0_ptr + ldc * 6, _acc60, vl); + vse16_v_f16m1(out0_ptr + ldc * 7, _acc70, vl); + vse16_v_f16m1(out0_ptr + ldc * 8, _acc80, vl); + vse16_v_f16m1(out0_ptr + ldc * 9, _acc90, vl); + vse16_v_f16m1(out0_ptr + ldc * 10, _acca0, vl); + vse16_v_f16m1(out0_ptr + ldc * 11, _accb0, vl); + vse16_v_f16m1(out1_ptr, _acc01, vl); + vse16_v_f16m1(out1_ptr + ldc, _acc11, vl); + vse16_v_f16m1(out1_ptr + ldc * 2, _acc21, vl); + vse16_v_f16m1(out1_ptr + ldc * 3, _acc31, vl); + vse16_v_f16m1(out1_ptr + ldc * 4, _acc41, vl); + vse16_v_f16m1(out1_ptr + ldc * 5, _acc51, vl); + vse16_v_f16m1(out1_ptr + ldc * 6, _acc61, vl); + vse16_v_f16m1(out1_ptr + ldc * 7, _acc71, vl); + vse16_v_f16m1(out1_ptr + ldc * 8, _acc81, vl); + vse16_v_f16m1(out1_ptr + ldc * 9, _acc91, vl); + vse16_v_f16m1(out1_ptr + ldc * 10, _acca1, vl); + vse16_v_f16m1(out1_ptr + ldc * 11, _accb1, vl); + } + while (j < N_BLOCK) { + vl = vsetvl_e16m1(N_BLOCK - j); + const __fp16 *k_ptr = kernel_ptr; + const __fp16 *in_ptr = input_data + j * K_BLOCK; + __fp16 *out0_ptr = output_data + i * ldc + j; + + vfloat16m1_t _acc00; + vfloat16m1_t _acc10; + vfloat16m1_t _acc20; + vfloat16m1_t _acc30; + vfloat16m1_t _acc40; + vfloat16m1_t _acc50; + vfloat16m1_t _acc60; + vfloat16m1_t _acc70; + vfloat16m1_t _acc80; + vfloat16m1_t _acc90; + vfloat16m1_t _acca0; + vfloat16m1_t _accb0; + if (k_idx == 0) { + const __fp16 *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f16m1(b_ptr[0], vl); + _acc10 = vfmv_v_f_f16m1(b_ptr[1], vl); + _acc20 = vfmv_v_f_f16m1(b_ptr[2], vl); + _acc30 = vfmv_v_f_f16m1(b_ptr[3], vl); + _acc40 = vfmv_v_f_f16m1(b_ptr[4], vl); + _acc50 = vfmv_v_f_f16m1(b_ptr[5], vl); + _acc60 = vfmv_v_f_f16m1(b_ptr[6], vl); + _acc70 = vfmv_v_f_f16m1(b_ptr[7], vl); + _acc80 = vfmv_v_f_f16m1(b_ptr[8], vl); + _acc90 = vfmv_v_f_f16m1(b_ptr[9], vl); + _acca0 = vfmv_v_f_f16m1(b_ptr[10], vl); + _accb0 = vfmv_v_f_f16m1(b_ptr[11], vl); + } else { + _acc00 = vle16_v_f16m1(out0_ptr, vl); + _acc10 = vle16_v_f16m1(out0_ptr + ldc, vl); + _acc20 = vle16_v_f16m1(out0_ptr + ldc * 2, vl); + _acc30 = vle16_v_f16m1(out0_ptr + ldc * 3, vl); + _acc40 = vle16_v_f16m1(out0_ptr + ldc * 4, vl); + _acc50 = vle16_v_f16m1(out0_ptr + ldc * 5, vl); + _acc60 = vle16_v_f16m1(out0_ptr + ldc * 6, vl); + _acc70 = vle16_v_f16m1(out0_ptr + ldc * 7, vl); + _acc80 = vle16_v_f16m1(out0_ptr + ldc * 8, vl); + _acc90 = vle16_v_f16m1(out0_ptr + ldc * 9, vl); + _acca0 = vle16_v_f16m1(out0_ptr + ldc * 10, vl); + _accb0 = vle16_v_f16m1(out0_ptr + ldc * 11, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat16m1_t _in0 = vle16_v_f16m1(in_ptr, vl); + in_ptr += vl; + + _acc00 = vfmacc_vf_f16m1(_acc00, k_ptr[0], _in0, vl); + _acc10 = vfmacc_vf_f16m1(_acc10, k_ptr[1], _in0, vl); + _acc20 = vfmacc_vf_f16m1(_acc20, k_ptr[2], _in0, vl); + _acc30 = vfmacc_vf_f16m1(_acc30, k_ptr[3], _in0, vl); + _acc40 = vfmacc_vf_f16m1(_acc40, k_ptr[4], _in0, vl); + _acc50 = vfmacc_vf_f16m1(_acc50, k_ptr[5], _in0, vl); + _acc60 = vfmacc_vf_f16m1(_acc60, k_ptr[6], _in0, vl); + _acc70 = vfmacc_vf_f16m1(_acc70, k_ptr[7], _in0, vl); + _acc80 = vfmacc_vf_f16m1(_acc80, k_ptr[8], _in0, vl); + _acc90 = vfmacc_vf_f16m1(_acc90, k_ptr[9], _in0, vl); + _acca0 = vfmacc_vf_f16m1(_acca0, k_ptr[10], _in0, vl); + _accb0 = vfmacc_vf_f16m1(_accb0, k_ptr[11], _in0, vl); + k_ptr += 12; + } + + vse16_v_f16m1(out0_ptr, _acc00, vl); + vse16_v_f16m1(out0_ptr + ldc, _acc10, vl); + vse16_v_f16m1(out0_ptr + ldc * 2, _acc20, vl); + vse16_v_f16m1(out0_ptr + ldc * 3, _acc30, vl); + vse16_v_f16m1(out0_ptr + ldc * 4, _acc40, vl); + vse16_v_f16m1(out0_ptr + ldc * 5, _acc50, vl); + vse16_v_f16m1(out0_ptr + ldc * 6, _acc60, vl); + vse16_v_f16m1(out0_ptr + ldc * 7, _acc70, vl); + vse16_v_f16m1(out0_ptr + ldc * 8, _acc80, vl); + vse16_v_f16m1(out0_ptr + ldc * 9, _acc90, vl); + vse16_v_f16m1(out0_ptr + ldc * 10, _acca0, vl); + vse16_v_f16m1(out0_ptr + ldc * 11, _accb0, vl); + j += vl; + } + } + for (; i + 7 < M_BLOCK; i += 8) { + const __fp16 *kernel_ptr = kernel_data + i * K_BLOCK; + int j = 0; + vl = vsetvl_e16m1(packn); + for (; j + pack2n - 1 < N_BLOCK; j += pack2n) { + const __fp16 *k_ptr = kernel_ptr; + const __fp16 *in_ptr = input_data + j * K_BLOCK; + __fp16 *out0_ptr = output_data + i * ldc + j; + __fp16 *out1_ptr = out0_ptr + packn; + + // [n, 0] + vfloat16m1_t _acc00; + vfloat16m1_t _acc10; + vfloat16m1_t _acc20; + vfloat16m1_t _acc30; + vfloat16m1_t _acc40; + vfloat16m1_t _acc50; + vfloat16m1_t _acc60; + vfloat16m1_t _acc70; + // [n, 1] + vfloat16m1_t _acc01; + vfloat16m1_t _acc11; + vfloat16m1_t _acc21; + vfloat16m1_t _acc31; + vfloat16m1_t _acc41; + vfloat16m1_t _acc51; + vfloat16m1_t _acc61; + vfloat16m1_t _acc71; + if (k_idx == 0) { + const __fp16 *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f16m1(b_ptr[0], vl); + _acc10 = vfmv_v_f_f16m1(b_ptr[1], vl); + _acc20 = vfmv_v_f_f16m1(b_ptr[2], vl); + _acc30 = vfmv_v_f_f16m1(b_ptr[3], vl); + _acc40 = vfmv_v_f_f16m1(b_ptr[4], vl); + _acc50 = vfmv_v_f_f16m1(b_ptr[5], vl); + _acc60 = vfmv_v_f_f16m1(b_ptr[6], vl); + _acc70 = vfmv_v_f_f16m1(b_ptr[7], vl); + _acc01 = vmv_v_v_f16m1(_acc00, vl); + _acc11 = vmv_v_v_f16m1(_acc10, vl); + _acc21 = vmv_v_v_f16m1(_acc20, vl); + _acc31 = vmv_v_v_f16m1(_acc30, vl); + _acc41 = vmv_v_v_f16m1(_acc40, vl); + _acc51 = vmv_v_v_f16m1(_acc50, vl); + _acc61 = vmv_v_v_f16m1(_acc60, vl); + _acc71 = vmv_v_v_f16m1(_acc70, vl); + } else { + _acc00 = vle16_v_f16m1(out0_ptr, vl); + _acc10 = vle16_v_f16m1(out0_ptr + ldc, vl); + _acc20 = vle16_v_f16m1(out0_ptr + ldc * 2, vl); + _acc30 = vle16_v_f16m1(out0_ptr + ldc * 3, vl); + _acc40 = vle16_v_f16m1(out0_ptr + ldc * 4, vl); + _acc50 = vle16_v_f16m1(out0_ptr + ldc * 5, vl); + _acc60 = vle16_v_f16m1(out0_ptr + ldc * 6, vl); + _acc70 = vle16_v_f16m1(out0_ptr + ldc * 7, vl); + _acc01 = vle16_v_f16m1(out1_ptr, vl); + _acc11 = vle16_v_f16m1(out1_ptr + ldc, vl); + _acc21 = vle16_v_f16m1(out1_ptr + ldc * 2, vl); + _acc31 = vle16_v_f16m1(out1_ptr + ldc * 3, vl); + _acc41 = vle16_v_f16m1(out1_ptr + ldc * 4, vl); + _acc51 = vle16_v_f16m1(out1_ptr + ldc * 5, vl); + _acc61 = vle16_v_f16m1(out1_ptr + ldc * 6, vl); + _acc71 = vle16_v_f16m1(out1_ptr + ldc * 7, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat16m1_t _in0 = vle16_v_f16m1(in_ptr, vl); + vfloat16m1_t _in1 = vle16_v_f16m1(in_ptr + packn, vl); + in_ptr += pack2n; + + _acc00 = vfmacc_vf_f16m1(_acc00, k_ptr[0], _in0, vl); + _acc10 = vfmacc_vf_f16m1(_acc10, k_ptr[1], _in0, vl); + _acc20 = vfmacc_vf_f16m1(_acc20, k_ptr[2], _in0, vl); + _acc30 = vfmacc_vf_f16m1(_acc30, k_ptr[3], _in0, vl); + _acc40 = vfmacc_vf_f16m1(_acc40, k_ptr[4], _in0, vl); + _acc50 = vfmacc_vf_f16m1(_acc50, k_ptr[5], _in0, vl); + _acc60 = vfmacc_vf_f16m1(_acc60, k_ptr[6], _in0, vl); + _acc70 = vfmacc_vf_f16m1(_acc70, k_ptr[7], _in0, vl); + _acc01 = vfmacc_vf_f16m1(_acc01, k_ptr[0], _in1, vl); + _acc11 = vfmacc_vf_f16m1(_acc11, k_ptr[1], _in1, vl); + _acc21 = vfmacc_vf_f16m1(_acc21, k_ptr[2], _in1, vl); + _acc31 = vfmacc_vf_f16m1(_acc31, k_ptr[3], _in1, vl); + _acc41 = vfmacc_vf_f16m1(_acc41, k_ptr[4], _in1, vl); + _acc51 = vfmacc_vf_f16m1(_acc51, k_ptr[5], _in1, vl); + _acc61 = vfmacc_vf_f16m1(_acc61, k_ptr[6], _in1, vl); + _acc71 = vfmacc_vf_f16m1(_acc71, k_ptr[7], _in1, vl); + k_ptr += 8; + } + + vse16_v_f16m1(out0_ptr, _acc00, vl); + vse16_v_f16m1(out0_ptr + ldc, _acc10, vl); + vse16_v_f16m1(out0_ptr + ldc * 2, _acc20, vl); + vse16_v_f16m1(out0_ptr + ldc * 3, _acc30, vl); + vse16_v_f16m1(out0_ptr + ldc * 4, _acc40, vl); + vse16_v_f16m1(out0_ptr + ldc * 5, _acc50, vl); + vse16_v_f16m1(out0_ptr + ldc * 6, _acc60, vl); + vse16_v_f16m1(out0_ptr + ldc * 7, _acc70, vl); + vse16_v_f16m1(out1_ptr, _acc01, vl); + vse16_v_f16m1(out1_ptr + ldc, _acc11, vl); + vse16_v_f16m1(out1_ptr + ldc * 2, _acc21, vl); + vse16_v_f16m1(out1_ptr + ldc * 3, _acc31, vl); + vse16_v_f16m1(out1_ptr + ldc * 4, _acc41, vl); + vse16_v_f16m1(out1_ptr + ldc * 5, _acc51, vl); + vse16_v_f16m1(out1_ptr + ldc * 6, _acc61, vl); + vse16_v_f16m1(out1_ptr + ldc * 7, _acc71, vl); + } + while (j < N_BLOCK) { + vl = vsetvl_e16m1(N_BLOCK - j); + const __fp16 *k_ptr = kernel_ptr; + const __fp16 *in_ptr = input_data + j * K_BLOCK; + __fp16 *out0_ptr = output_data + i * ldc + j; + + vfloat16m1_t _acc00; + vfloat16m1_t _acc10; + vfloat16m1_t _acc20; + vfloat16m1_t _acc30; + vfloat16m1_t _acc40; + vfloat16m1_t _acc50; + vfloat16m1_t _acc60; + vfloat16m1_t _acc70; + if (k_idx == 0) { + const __fp16 *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f16m1(b_ptr[0], vl); + _acc10 = vfmv_v_f_f16m1(b_ptr[1], vl); + _acc20 = vfmv_v_f_f16m1(b_ptr[2], vl); + _acc30 = vfmv_v_f_f16m1(b_ptr[3], vl); + _acc40 = vfmv_v_f_f16m1(b_ptr[4], vl); + _acc50 = vfmv_v_f_f16m1(b_ptr[5], vl); + _acc60 = vfmv_v_f_f16m1(b_ptr[6], vl); + _acc70 = vfmv_v_f_f16m1(b_ptr[7], vl); + } else { + _acc00 = vle16_v_f16m1(out0_ptr, vl); + _acc10 = vle16_v_f16m1(out0_ptr + ldc, vl); + _acc20 = vle16_v_f16m1(out0_ptr + ldc * 2, vl); + _acc30 = vle16_v_f16m1(out0_ptr + ldc * 3, vl); + _acc40 = vle16_v_f16m1(out0_ptr + ldc * 4, vl); + _acc50 = vle16_v_f16m1(out0_ptr + ldc * 5, vl); + _acc60 = vle16_v_f16m1(out0_ptr + ldc * 6, vl); + _acc70 = vle16_v_f16m1(out0_ptr + ldc * 7, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat16m1_t _in0 = vle16_v_f16m1(in_ptr, vl); + in_ptr += vl; + + _acc00 = vfmacc_vf_f16m1(_acc00, k_ptr[0], _in0, vl); + _acc10 = vfmacc_vf_f16m1(_acc10, k_ptr[1], _in0, vl); + _acc20 = vfmacc_vf_f16m1(_acc20, k_ptr[2], _in0, vl); + _acc30 = vfmacc_vf_f16m1(_acc30, k_ptr[3], _in0, vl); + _acc40 = vfmacc_vf_f16m1(_acc40, k_ptr[4], _in0, vl); + _acc50 = vfmacc_vf_f16m1(_acc50, k_ptr[5], _in0, vl); + _acc60 = vfmacc_vf_f16m1(_acc60, k_ptr[6], _in0, vl); + _acc70 = vfmacc_vf_f16m1(_acc70, k_ptr[7], _in0, vl); + k_ptr += 8; + } + + vse16_v_f16m1(out0_ptr, _acc00, vl); + vse16_v_f16m1(out0_ptr + ldc, _acc10, vl); + vse16_v_f16m1(out0_ptr + ldc * 2, _acc20, vl); + vse16_v_f16m1(out0_ptr + ldc * 3, _acc30, vl); + vse16_v_f16m1(out0_ptr + ldc * 4, _acc40, vl); + vse16_v_f16m1(out0_ptr + ldc * 5, _acc50, vl); + vse16_v_f16m1(out0_ptr + ldc * 6, _acc60, vl); + vse16_v_f16m1(out0_ptr + ldc * 7, _acc70, vl); + j += vl; + } + } + for (; i + 3 < M_BLOCK; i += 4) { + const __fp16 *kernel_ptr = kernel_data + i * K_BLOCK; + int j = 0; + vl = vsetvl_e16m1(packn); + for (; j + pack2n - 1 < N_BLOCK; j += pack2n) { + const __fp16 *k_ptr = kernel_ptr; + const __fp16 *in_ptr = input_data + j * K_BLOCK; + __fp16 *out0_ptr = output_data + i * ldc + j; + __fp16 *out1_ptr = out0_ptr + packn; + + vfloat16m1_t _acc00; + vfloat16m1_t _acc10; + vfloat16m1_t _acc20; + vfloat16m1_t _acc30; + vfloat16m1_t _acc01; + vfloat16m1_t _acc11; + vfloat16m1_t _acc21; + vfloat16m1_t _acc31; + if (k_idx == 0) { + const __fp16 *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f16m1(b_ptr[0], vl); + _acc10 = vfmv_v_f_f16m1(b_ptr[1], vl); + _acc20 = vfmv_v_f_f16m1(b_ptr[2], vl); + _acc30 = vfmv_v_f_f16m1(b_ptr[3], vl); + _acc01 = vmv_v_v_f16m1(_acc00, vl); + _acc11 = vmv_v_v_f16m1(_acc10, vl); + _acc21 = vmv_v_v_f16m1(_acc20, vl); + _acc31 = vmv_v_v_f16m1(_acc30, vl); + } else { + _acc00 = vle16_v_f16m1(out0_ptr, vl); + _acc10 = vle16_v_f16m1(out0_ptr + ldc, vl); + _acc20 = vle16_v_f16m1(out0_ptr + ldc * 2, vl); + _acc30 = vle16_v_f16m1(out0_ptr + ldc * 3, vl); + _acc01 = vle16_v_f16m1(out1_ptr, vl); + _acc11 = vle16_v_f16m1(out1_ptr + ldc, vl); + _acc21 = vle16_v_f16m1(out1_ptr + ldc * 2, vl); + _acc31 = vle16_v_f16m1(out1_ptr + ldc * 3, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat16m1_t _in0 = vle16_v_f16m1(in_ptr, vl); + vfloat16m1_t _in1 = vle16_v_f16m1(in_ptr + packn, vl); + in_ptr += pack2n; + + _acc00 = vfmacc_vf_f16m1(_acc00, k_ptr[0], _in0, vl); + _acc10 = vfmacc_vf_f16m1(_acc10, k_ptr[1], _in0, vl); + _acc20 = vfmacc_vf_f16m1(_acc20, k_ptr[2], _in0, vl); + _acc30 = vfmacc_vf_f16m1(_acc30, k_ptr[3], _in0, vl); + _acc01 = vfmacc_vf_f16m1(_acc01, k_ptr[0], _in1, vl); + _acc11 = vfmacc_vf_f16m1(_acc11, k_ptr[1], _in1, vl); + _acc21 = vfmacc_vf_f16m1(_acc21, k_ptr[2], _in1, vl); + _acc31 = vfmacc_vf_f16m1(_acc31, k_ptr[3], _in1, vl); + k_ptr += 4; + } + + vse16_v_f16m1(out0_ptr, _acc00, vl); + vse16_v_f16m1(out0_ptr + ldc, _acc10, vl); + vse16_v_f16m1(out0_ptr + ldc * 2, _acc20, vl); + vse16_v_f16m1(out0_ptr + ldc * 3, _acc30, vl); + vse16_v_f16m1(out1_ptr, _acc01, vl); + vse16_v_f16m1(out1_ptr + ldc, _acc11, vl); + vse16_v_f16m1(out1_ptr + ldc * 2, _acc21, vl); + vse16_v_f16m1(out1_ptr + ldc * 3, _acc31, vl); + } + while (j < N_BLOCK) { + vl = vsetvl_e16m1(N_BLOCK - j); + const __fp16 *k_ptr = kernel_ptr; + const __fp16 *in_ptr = input_data + j * K_BLOCK; + __fp16 *out0_ptr = output_data + i * ldc + j; + + vfloat16m1_t _acc00; + vfloat16m1_t _acc10; + vfloat16m1_t _acc20; + vfloat16m1_t _acc30; + if (k_idx == 0) { + const __fp16 *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f16m1(b_ptr[0], vl); + _acc10 = vfmv_v_f_f16m1(b_ptr[1], vl); + _acc20 = vfmv_v_f_f16m1(b_ptr[2], vl); + _acc30 = vfmv_v_f_f16m1(b_ptr[3], vl); + } else { + _acc00 = vle16_v_f16m1(out0_ptr, vl); + _acc10 = vle16_v_f16m1(out0_ptr + ldc, vl); + _acc20 = vle16_v_f16m1(out0_ptr + ldc * 2, vl); + _acc30 = vle16_v_f16m1(out0_ptr + ldc * 3, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat16m1_t _in0 = vle16_v_f16m1(in_ptr, vl); + in_ptr += vl; + + _acc00 = vfmacc_vf_f16m1(_acc00, k_ptr[0], _in0, vl); + _acc10 = vfmacc_vf_f16m1(_acc10, k_ptr[1], _in0, vl); + _acc20 = vfmacc_vf_f16m1(_acc20, k_ptr[2], _in0, vl); + _acc30 = vfmacc_vf_f16m1(_acc30, k_ptr[3], _in0, vl); + k_ptr += 4; + } + + vse16_v_f16m1(out0_ptr, _acc00, vl); + vse16_v_f16m1(out0_ptr + ldc, _acc10, vl); + vse16_v_f16m1(out0_ptr + ldc * 2, _acc20, vl); + vse16_v_f16m1(out0_ptr + ldc * 3, _acc30, vl); + j += vl; + } + } + for (; i + 1 < M_BLOCK; i += 2) { + const __fp16 *kernel_ptr = kernel_data + i * K_BLOCK; + int j = 0; + vl = vsetvl_e16m1(packn); + for (; j + pack2n - 1 < N_BLOCK; j += pack2n) { + const __fp16 *k_ptr = kernel_ptr; + const __fp16 *in_ptr = input_data + j * K_BLOCK; + __fp16 *out0_ptr = output_data + i * ldc + j; + __fp16 *out1_ptr = out0_ptr + packn; + + vfloat16m1_t _acc00; + vfloat16m1_t _acc10; + vfloat16m1_t _acc01; + vfloat16m1_t _acc11; + if (k_idx == 0) { + const __fp16 *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f16m1(b_ptr[0], vl); + _acc10 = vfmv_v_f_f16m1(b_ptr[1], vl); + _acc01 = vmv_v_v_f16m1(_acc00, vl); + _acc11 = vmv_v_v_f16m1(_acc10, vl); + } else { + _acc00 = vle16_v_f16m1(out0_ptr, vl); + _acc10 = vle16_v_f16m1(out0_ptr + ldc, vl); + _acc01 = vle16_v_f16m1(out1_ptr, vl); + _acc11 = vle16_v_f16m1(out1_ptr + ldc, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat16m1_t _in0 = vle16_v_f16m1(in_ptr, vl); + vfloat16m1_t _in1 = vle16_v_f16m1(in_ptr + packn, vl); + in_ptr += pack2n; + + _acc00 = vfmacc_vf_f16m1(_acc00, k_ptr[0], _in0, vl); + _acc10 = vfmacc_vf_f16m1(_acc10, k_ptr[1], _in0, vl); + _acc01 = vfmacc_vf_f16m1(_acc01, k_ptr[0], _in1, vl); + _acc11 = vfmacc_vf_f16m1(_acc11, k_ptr[1], _in1, vl); + k_ptr += 2; + } + + vse16_v_f16m1(out0_ptr, _acc00, vl); + vse16_v_f16m1(out0_ptr + ldc, _acc10, vl); + vse16_v_f16m1(out1_ptr, _acc01, vl); + vse16_v_f16m1(out1_ptr + ldc, _acc11, vl); + } + while (j < N_BLOCK) { + vl = vsetvl_e16m1(N_BLOCK - j); + const __fp16 *k_ptr = kernel_ptr; + const __fp16 *in_ptr = input_data + j * K_BLOCK; + __fp16 *out0_ptr = output_data + i * ldc + j; + + vfloat16m1_t _acc00; + vfloat16m1_t _acc10; + if (k_idx == 0) { + const __fp16 *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f16m1(b_ptr[0], vl); + _acc10 = vfmv_v_f_f16m1(b_ptr[1], vl); + } else { + _acc00 = vle16_v_f16m1(out0_ptr, vl); + _acc10 = vle16_v_f16m1(out0_ptr + ldc, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat16m1_t _in0 = vle16_v_f16m1(in_ptr, vl); + in_ptr += vl; + + _acc00 = vfmacc_vf_f16m1(_acc00, k_ptr[0], _in0, vl); + _acc10 = vfmacc_vf_f16m1(_acc10, k_ptr[1], _in0, vl); + k_ptr += 2; + } + + vse16_v_f16m1(out0_ptr, _acc00, vl); + vse16_v_f16m1(out0_ptr + ldc, _acc10, vl); + j += vl; + } + } + for (; i < M_BLOCK; i++) { + const __fp16 *kernel_ptr = kernel_data + i * K_BLOCK; + int j = 0; + vl = vsetvl_e16m1(packn); + for (; j + pack2n - 1 < N_BLOCK; j += pack2n) { + const __fp16 *k_ptr = kernel_ptr; + const __fp16 *in_ptr = input_data + j * K_BLOCK; + __fp16 *out0_ptr = output_data + i * ldc + j; + __fp16 *out1_ptr = out0_ptr + packn; + + vfloat16m1_t _acc00; + vfloat16m1_t _acc01; + if (k_idx == 0) { + const __fp16 *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f16m1(b_ptr[0], vl); + _acc01 = vmv_v_v_f16m1(_acc00, vl); + } else { + _acc00 = vle16_v_f16m1(out0_ptr, vl); + _acc01 = vle16_v_f16m1(out1_ptr, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat16m1_t _in0 = vle16_v_f16m1(in_ptr, vl); + vfloat16m1_t _in1 = vle16_v_f16m1(in_ptr + packn, vl); + in_ptr += pack2n; + + _acc00 = vfmacc_vf_f16m1(_acc00, k_ptr[0], _in0, vl); + _acc01 = vfmacc_vf_f16m1(_acc01, k_ptr[0], _in1, vl); + k_ptr += 1; + } + + vse16_v_f16m1(out0_ptr, _acc00, vl); + vse16_v_f16m1(out1_ptr, _acc01, vl); + } + while (j < N_BLOCK) { + vl = vsetvl_e16m1(N_BLOCK - j); + const __fp16 *k_ptr = kernel_ptr; + const __fp16 *in_ptr = input_data + j * K_BLOCK; + __fp16 *out0_ptr = output_data + i * ldc + j; + + vfloat16m1_t _acc00; + if (k_idx == 0) { + const __fp16 *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f16m1(b_ptr[0], vl); + } else { + _acc00 = vle16_v_f16m1(out0_ptr, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat16m1_t _in0 = vle16_v_f16m1(in_ptr, vl); + in_ptr += vl; + + _acc00 = vfmacc_vf_f16m1(_acc00, k_ptr[0], _in0, vl); + k_ptr += 1; + } + + vse16_v_f16m1(out0_ptr, _acc00, vl); + j += vl; + } + } +} + +/************************************************************* + * packn = vlenb / sizeof(__fp16) + * m_blk: M_BLK, M_BLK/2, M_BLK/4, ..., 12 + * n_blk: N_BLK, N_BLK/2, N_BLK/4, ..., pack2n + * k_blk: K_BLK, K_tail + * + * dst - output: [m, n] + * sa - kernel: [m/m_blk, k/k_blk, m_blk/12, 12, k_blk] + * sb - input: [n/n_blk, k/k_blk, n_blk/pack2n, k_blk, pack2n] + * bias: [m] + ************************************************************/ +void shl_rvv_gemm_block_12xpack2n_fp16(__fp16 *dst, const __fp16 *sa, const __fp16 *sb, + __fp16 *bias, int m, int k, int n, const int M_BLK, + const int K_BLK, const int N_BLK) +{ + const __fp16 *kernel_data = sa; + const __fp16 *input_data = sb; + __fp16 *output_data = dst; + + int flag_bias = 1; // default: conv2d layer include bias + if (bias == NULL) { + flag_bias = 0; + bias = (__fp16 *)shl_mem_alloc(m * sizeof(__fp16)); + } + + const int packn = csrr_vlenb() / sizeof(__fp16); + + const int MIN_M_BLK = 12; + const int MIN_N_BLK = packn * 2; + + int m_block = M_BLK; + int m_idx = 0; + while (m_idx < m) { + while (!(m_idx + m_block - 1 < m)) { + m_block /= 2; + } + if (m_block < MIN_M_BLK) { + m_block = m - m_idx; + } + + int n_block = N_BLK; + int n_idx = 0; + while (n_idx < n) { + while (!(n_idx + n_block - 1 < n)) { + n_block /= 2; + } + if (n_block < MIN_N_BLK) { + n_block = n - n_idx; + } + + int k_block = K_BLK; + int k_idx = 0; + while (k_idx < k) { + if (k - k_idx < k_block) { + k_block = k - k_idx; + } + __fp16 *out = output_data + m_idx * n + n_idx; + const __fp16 *ker = kernel_data + m_idx * k + k_idx * m_block; + const __fp16 *in = input_data + n_idx * k + k_idx * n_block; + gemm_12xpack2n_fp16(out, ker, in, bias, m_block, n_block, k_block, n, k_idx); + k_idx += k_block; + } + + n_idx += n_block; + } + + m_idx += m_block; + } + + if (!flag_bias) { + shl_mem_free(bias); + bias = NULL; + } +} diff --git a/source/thead_rvv/fp16/gemm_fp16_packn.c b/source/thead_rvv/fp16/gemm_fp16_packn.c index 608bf845..2ce6e717 100644 --- a/source/thead_rvv/fp16/gemm_fp16_packn.c +++ b/source/thead_rvv/fp16/gemm_fp16_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* diff --git a/source/thead_rvv/fp16/global_avgpool.c b/source/thead_rvv/fp16/global_avgpool.c index 1519567b..789b3ab9 100644 --- a/source/thead_rvv/fp16/global_avgpool.c +++ b/source/thead_rvv/fp16/global_avgpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -38,17 +36,32 @@ int shl_rvv_global_avgpool2d_fp16(struct csinn_tensor *input, struct csinn_tenso for (int b = 0; b < batch; b++) { for (int c = 0; c < in_c; c++) { - vfloat16m1_t _res = vfmv_s_f_f16m1(vundefined_f16m1(), 0.0f, 8); - int size = in_hw; - while (size > 0) { - vl = vsetvl_e16m2(size); - vfloat16m2_t _input = vle16_v_f16m2(input_data, vl); - _res = vfredusum_vs_f16m2_f16m1(vundefined_f16m1(), _input, _res, vl); - input_data += vl; - size -= vl; + /* avoid overflow fp32 = sum(fp16) */ + if (in_hw >= 1000) { + vfloat32m1_t _res = vfmv_s_f_f32m1(vundefined_f32m1(), 0.0f, 8); + int size = in_hw; + while (size > 0) { + vl = vsetvl_e16m2(size); + vfloat16m2_t _input = vle16_v_f16m2(input_data, vl); + _res = vfwredusum_vs_f16m2_f32m1(vundefined_f32m1(), _input, _res, vl); + input_data += vl; + size -= vl; + } + float avg = vfmv_f_s_f32m1_f32(_res) / in_hw; + *output_data++ = (__fp16)avg; + } else { + vfloat16m1_t _res = vfmv_s_f_f16m1(vundefined_f16m1(), 0.0f, 8); + int size = in_hw; + while (size > 0) { + vl = vsetvl_e16m2(size); + vfloat16m2_t _input = vle16_v_f16m2(input_data, vl); + _res = vfredusum_vs_f16m2_f16m1(vundefined_f16m1(), _input, _res, vl); + input_data += vl; + size -= vl; + } + __fp16 avg = vfmv_f_s_f16m1_f16(_res) / in_hw; + *output_data++ = avg; } - __fp16 avg = vfmv_f_s_f16m1_f16(_res) / in_hw; - *output_data++ = avg; } } // requantize diff --git a/source/thead_rvv/fp16/global_avgpool_nhwc.c b/source/thead_rvv/fp16/global_avgpool_nhwc.c index 5f75deaf..36beb17b 100644 --- a/source/thead_rvv/fp16/global_avgpool_nhwc.c +++ b/source/thead_rvv/fp16/global_avgpool_nhwc.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* diff --git a/source/thead_rvv/fp16/global_avgpool_packn.c b/source/thead_rvv/fp16/global_avgpool_packn.c index 075e3e57..3c400be8 100644 --- a/source/thead_rvv/fp16/global_avgpool_packn.c +++ b/source/thead_rvv/fp16/global_avgpool_packn.c @@ -16,18 +16,25 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" int shl_rvv_global_avgpool2d_packn_fp16(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int in_hw = in_h * in_w; @@ -37,15 +44,28 @@ int shl_rvv_global_avgpool2d_packn_fp16(struct csinn_tensor *input, struct csinn for (int b = 0; b < batch; b++) { for (int c = 0; c + packn - 1 < in_c; c += packn) { - vfloat16m1_t _acc = vle16_v_f16m1(input_data, vl); - input_data += packn; - for (int i = 1; i < in_hw; i++) { - _acc = vfadd_vv_f16m1(_acc, vle16_v_f16m1(input_data, vl), vl); + /* avoid overflow */ + if (in_hw >= 1000) { + vfloat32m2_t _acc = vfmv_v_f_f32m2(0.0f, vl); + for (int i = 0; i < in_hw; i++) { + vfloat32m2_t _inputw = vfwcvt_f_f_v_f32m2(vle16_v_f16m1(input_data, vl), vl); + _acc = vfadd_vv_f32m2(_acc, _inputw, vl); + input_data += packn; + } + vfloat32m2_t _avg = vfmul_vf_f32m2(_acc, 1.0f / in_hw, vl); + vse16_v_f16m1(output_data, vfncvt_f_f_w_f16m1(_avg, vl), vl); + output_data += packn; + } else { + vfloat16m1_t _acc = vle16_v_f16m1(input_data, vl); input_data += packn; + for (int i = 1; i < in_hw; i++) { + _acc = vfadd_vv_f16m1(_acc, vle16_v_f16m1(input_data, vl), vl); + input_data += packn; + } + vfloat16m1_t _avg = vfmul_vf_f16m1(_acc, 1.0f / in_hw, vl); + vse16_v_f16m1(output_data, _avg, vl); + output_data += packn; } - vfloat16m1_t _avg = vfmul_vf_f16m1(_acc, 1.0f / in_hw, vl); - vse16_v_f16m1(output_data, _avg, vl); - output_data += packn; } } // requantize diff --git a/source/thead_rvv/fp16/global_maxpool.c b/source/thead_rvv/fp16/global_maxpool.c index d06f30b2..9567fb6e 100644 --- a/source/thead_rvv/fp16/global_maxpool.c +++ b/source/thead_rvv/fp16/global_maxpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* diff --git a/source/thead_rvv/fp16/global_maxpool_nhwc.c b/source/thead_rvv/fp16/global_maxpool_nhwc.c index f11fc8e0..1f6c607c 100644 --- a/source/thead_rvv/fp16/global_maxpool_nhwc.c +++ b/source/thead_rvv/fp16/global_maxpool_nhwc.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* diff --git a/source/thead_rvv/fp16/global_maxpool_packn.c b/source/thead_rvv/fp16/global_maxpool_packn.c index 1083be74..78e3351e 100644 --- a/source/thead_rvv/fp16/global_maxpool_packn.c +++ b/source/thead_rvv/fp16/global_maxpool_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -26,11 +24,20 @@ int shl_rvv_global_maxpool2d_packn_fp16(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int in_hw = in_h * in_w; diff --git a/source/thead_rvv/fp16/layer_norm.c b/source/thead_rvv/fp16/layer_norm.c index be645345..be39df6c 100644 --- a/source/thead_rvv/fp16/layer_norm.c +++ b/source/thead_rvv/fp16/layer_norm.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -39,7 +37,9 @@ int shl_rvv_layer_norm_fp16(struct csinn_tensor *input, struct csinn_tensor *out shl_debug_error("Layer norm only support center & scale == true\n"); return CSINN_FALSE; } - + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp16(input); + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; __fp16 *gamma_data = (__fp16 *)gamma->data; diff --git a/source/thead_rvv/fp16/leaky_relu.c b/source/thead_rvv/fp16/leaky_relu.c index 62c3f661..8c05daf3 100644 --- a/source/thead_rvv/fp16/leaky_relu.c +++ b/source/thead_rvv/fp16/leaky_relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -40,6 +38,11 @@ int shl_rvv_leaky_relu_fp16(struct csinn_tensor *input, struct csinn_tensor *out output_data += vl; size -= vl; } + output->layout = input->layout; + output->dim_count = input->dim_count; + for (int i = 0; i < output->dim_count; i++) { + output->dim[i] = input->dim[i]; + } // requantize shl_rvv_siso_op_requantize_fp16(input, output); return CSINN_TRUE; diff --git a/source/thead_rvv/fp16/matmul.c b/source/thead_rvv/fp16/matmul.c new file mode 100644 index 00000000..0cad43ae --- /dev/null +++ b/source/thead_rvv/fp16/matmul.c @@ -0,0 +1,348 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#include "shl_thead_rvv.h" + +#define MATMUL_M_BLK 64 +#define MATMUL_K_BLK 64 +#define MATMUL_N_BLK 64 + +int shl_rvv_matmul_block_fp16(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, struct csinn_matmul_params *params, + const int M_BLK, const int K_BLK, const int N_BLK) +{ + __fp16 *mat0_data = (__fp16 *)mat0->data; + __fp16 *mat1_data = (__fp16 *)mat1->data; + __fp16 *output_data = (__fp16 *)output->data; + + const int dims_count = mat0->dim_count; + int batches_a = 1; + int batches_b = 1; + + /* compute the outer size */ + for (int i = 0; i < dims_count - 2; i++) { + batches_a *= mat0->dim[i]; + batches_b *= mat1->dim[i]; + } + + const int dim_m = mat0->dim[dims_count - (params->trans_a ? 1 : 2)]; + const int dim_k = mat0->dim[dims_count - (params->trans_a ? 2 : 1)]; + const int dim_n = mat1->dim[dims_count - (params->trans_b ? 2 : 1)]; + + if (batches_a == batches_b) { + if (!params->trans_a && !params->trans_b) { + __fp16 *in0 = (__fp16 *)shl_mem_alloc(dim_m * dim_k * sizeof(__fp16)); + __fp16 *in1; + if (!(mat1->is_const)) { + in1 = (__fp16 *)shl_mem_alloc(dim_k * dim_n * sizeof(__fp16)); + } + + for (int b = 0; b < batches_a; b++) { + shl_rvv_reorder_kernel_block_12xk_fp16(mat0_data, in0, dim_m, dim_k, M_BLK, K_BLK); + if (!(mat1->is_const)) { + shl_rvv_reorder_input_block_pack2nxk_fp16(mat1_data, in1, dim_k, dim_n, K_BLK, + N_BLK); + } else { + in1 = mat1_data; + } + + shl_rvv_gemm_block_12xpack2n_fp16(output_data, in0, in1, NULL, dim_m, dim_k, dim_n, + M_BLK, K_BLK, N_BLK); + + mat0_data += dim_m * dim_k; + mat1_data += dim_k * dim_n; + output_data += dim_m * dim_n; + } + shl_mem_free(in0); + if (!(mat1->is_const)) { + shl_mem_free(in1); + } + // requantize + shl_rvv_sidcso_op_requantize_fp16(mat0, output, mat1); + } else { + shl_ref_matmul_quant(mat0, mat1, output, params); + } + } else if (batches_a > 1 && batches_b == 1) { + if (!params->trans_a && !params->trans_b) { + __fp16 *in0 = (__fp16 *)shl_mem_alloc(dim_m * dim_k * sizeof(__fp16)); + __fp16 *in1; + if (!(mat1->is_const)) { + in1 = (__fp16 *)shl_mem_alloc(dim_k * dim_n * sizeof(__fp16)); + shl_rvv_reorder_input_block_pack2nxk_fp16(mat1_data, in1, dim_k, dim_n, K_BLK, + N_BLK); + } else { + in1 = mat1_data; + } + + for (int b = 0; b < batches_a; b++) { + shl_rvv_reorder_kernel_block_12xk_fp16(mat0_data, in0, dim_m, dim_k, M_BLK, K_BLK); + + shl_rvv_gemm_block_12xpack2n_fp16(output_data, in0, in1, NULL, dim_m, dim_k, dim_n, + M_BLK, K_BLK, N_BLK); + + mat0_data += dim_m * dim_k; + output_data += dim_m * dim_n; + } + shl_mem_free(in0); + if (!(mat1->is_const)) { + shl_mem_free(in1); + } + // requantize + shl_rvv_sidcso_op_requantize_fp16(mat0, output, mat1); + } else { + shl_debug_error("matmul unsupported this broadcast\n"); + return CSINN_FALSE; + } + } else { + shl_debug_error("matmul unsupported this broadcast\n"); + return CSINN_FALSE; + } + + return CSINN_TRUE; +} + +int shl_rvv_matmul_block_fp16_w_int8(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, + struct csinn_matmul_params *params, const int M_BLK, + const int K_BLK, const int N_BLK) +{ + __fp16 *mat0_data = (__fp16 *)mat0->data; + int8_t *mat1_data = (int8_t *)mat1->data; + __fp16 *output_data = (__fp16 *)output->data; + + const int dims_count = mat0->dim_count; + int batches_a = 1; + int batches_b = 1; + + /* compute the outer size */ + for (int i = 0; i < dims_count - 2; i++) { + batches_a *= mat0->dim[i]; + batches_b *= mat1->dim[i]; + } + + const int dim_m = mat0->dim[dims_count - (params->trans_a ? 1 : 2)]; + const int dim_k = mat0->dim[dims_count - (params->trans_a ? 2 : 1)]; + const int dim_n = mat1->dim[dims_count - (params->trans_b ? 2 : 1)]; + + int32_t zp = mat1->qinfo->zero_point; + float scale = mat1->qinfo->scale; + + int api = params->base.api; + int size1 = csinn_tensor_size(mat1); + + if (batches_a == batches_b) { + if (!params->trans_a && !params->trans_b) { + __fp16 *in0 = (__fp16 *)shl_mem_alloc(dim_m * dim_k * sizeof(__fp16)); + __fp16 *in1 = (__fp16 *)shl_mem_alloc(size1 * sizeof(__fp16)); + shl_rvv_dequantize_i8_to_f16(mat1_data, in1, size1, zp, scale); + + for (int b = 0; b < batches_a; b++) { + shl_rvv_reorder_kernel_block_12xk_fp16(mat0_data, in0, dim_m, dim_k, M_BLK, K_BLK); + + shl_rvv_gemm_block_12xpack2n_fp16(output_data, in0, in1 + b * dim_k * dim_n, NULL, + dim_m, dim_k, dim_n, M_BLK, K_BLK, N_BLK); + + mat0_data += dim_m * dim_k; + output_data += dim_m * dim_n; + } + shl_mem_free(in0); + shl_mem_free(in1); + } else { + shl_ref_matmul_quant(mat0, mat1, output, params); + } + } else if (batches_a > 1 && batches_b == 1) { + if (!params->trans_a && !params->trans_b) { + __fp16 *in0 = (__fp16 *)shl_mem_alloc(dim_m * dim_k * sizeof(__fp16)); + __fp16 *in1 = (__fp16 *)shl_mem_alloc(size1 * sizeof(__fp16)); + shl_rvv_dequantize_i8_to_f16(mat1_data, in1, size1, zp, scale); + + for (int b = 0; b < batches_a; b++) { + shl_rvv_reorder_kernel_block_12xk_fp16(mat0_data, in0, dim_m, dim_k, M_BLK, K_BLK); + + shl_rvv_gemm_block_12xpack2n_fp16(output_data, in0, in1, NULL, dim_m, dim_k, dim_n, + M_BLK, K_BLK, N_BLK); + + mat0_data += dim_m * dim_k; + output_data += dim_m * dim_n; + } + shl_mem_free(in0); + shl_mem_free(in1); + } else { + shl_debug_error("matmul unsupported this broadcast\n"); + return CSINN_FALSE; + } + } else { + shl_debug_error("matmul unsupported this broadcast\n"); + return CSINN_FALSE; + } + + return CSINN_TRUE; +} + +/************************************************************* + * packn = vlenb / sizeof(__fp16) + * src: [K_BLOCK, N_BLOCK] + * dst: [N_BLOCK/n_blk, K_BLOCK, n_blk] + * n_blk: pack2n/packn/n_tail + ************************************************************/ +static inline void reorder_matb_pack2nxk_fp16_w_int8(int8_t *src, int8_t *dst, int N_BLOCK, + int K_BLOCK, int ldb) +{ + const int packn = csrr_vlenb() / sizeof(__fp16); + const int pack2n = packn * 2; + int vl = vsetvl_e16m2(pack2n); + + int j = 0; + for (; j + pack2n - 1 < N_BLOCK; j += pack2n) { + int8_t *s_ptr = src + j; + for (int c = 0; c < K_BLOCK; c++) { + vint8m1_t _src = vle8_v_i8m1(s_ptr, vl); + vse8_v_i8m1(dst, _src, vl); + s_ptr += ldb; + dst += vl; + } + } + while (j < N_BLOCK) { + vl = vsetvl_e16m1(N_BLOCK - j); + int8_t *s_ptr = src + j; + for (int c = 0; c < K_BLOCK; c++) { + vint8m1_t _src = vle8_v_i8m1(s_ptr, vl); + vse8_v_i8m1(dst, _src, vl); + s_ptr += ldb; + dst += vl; + } + j += vl; + } +} + +/************************************************************* + * packn = vlenb / sizeof(__fp16) + * src: [k, n] + * dst: [n/n_blk, k/k_blk, n_blk/pack2n, k_blk, pack2n] + * n_blk: N_BLK, N_BLK/2, N_BLK/4, ..., pack2n + * k_blk: K_BLK, K_tail + ************************************************************/ +void shl_rvv_matmul_reorder_weight_fp16_w_int8(struct csinn_tensor *mat1, const int K_BLK, + const int N_BLK) +{ + int8_t *mat1_data = (int8_t *)mat1->data; + int dims_count = mat1->dim_count; + int batch = 1; + for (int i = 0; i < dims_count - 2; i++) { + batch *= mat1->dim[i]; + } + const int k = mat1->dim[dims_count - 2]; + const int n = mat1->dim[dims_count - 1]; + int8_t *mat_reorder = (int8_t *)shl_mem_alloc(k * n * sizeof(int8_t)); + + const int packn = csrr_vlenb() / sizeof(__fp16); + const int MIN_N_BLOCK = packn * 2; + + for (int b = 0; b < batch; b++) { + int8_t *init_mat = mat1_data + b * k * n; + int8_t *dst = mat_reorder; + + int k_block = K_BLK; + int k_idx = 0; + while (k_idx < k) { + if (k - k_idx < k_block) { + k_block = k - k_idx; + } + int n_block = N_BLK; + int n_idx = 0; + while (n_idx < n) { + while (!(n_idx + n_block - 1 < n)) { + n_block /= 2; + } + if (n_block < MIN_N_BLOCK) { + n_block = n - n_idx; + } + int8_t *s_ptr = init_mat + k_idx * n + n_idx; + int8_t *d_ptr = dst + n_idx * k + k_idx * n_block; + reorder_matb_pack2nxk_fp16_w_int8(s_ptr, d_ptr, n_block, k_block, n); + n_idx += n_block; + } + k_idx += k_block; + } + + memcpy(init_mat, mat_reorder, k * n * sizeof(int8_t)); + } + shl_mem_free(mat_reorder); +} + +/************************************************************* + * packn = vlenb / sizeof(__fp16) + * src: [k, n] + * dst: [n/n_blk, k/k_blk, n_blk/pack2n, k_blk, pack2n] + * n_blk: N_BLK, N_BLK/2, N_BLK/4, ..., pack2n + * k_blk: K_BLK, K_tail + ************************************************************/ +void shl_rvv_matmul_reorder_weight_fp16(struct csinn_tensor *mat1, const int K_BLK, const int N_BLK) +{ + __fp16 *mat1_data = (__fp16 *)mat1->data; + int dims_count = mat1->dim_count; + int batch = 1; + for (int i = 0; i < dims_count - 2; i++) { + batch *= mat1->dim[i]; + } + const int k = mat1->dim[dims_count - 2]; + const int n = mat1->dim[dims_count - 1]; + __fp16 *mat_reorder = (__fp16 *)shl_mem_alloc(k * n * sizeof(__fp16)); + + for (int b = 0; b < batch; b++) { + __fp16 *init_mat = mat1_data + b * k * n; + shl_rvv_reorder_input_block_pack2nxk_fp16(init_mat, mat_reorder, k, n, K_BLK, N_BLK); + memcpy(init_mat, mat_reorder, k * n * sizeof(__fp16)); + } + + shl_mem_free(mat_reorder); +} + +int shl_rvv_matmul_fp16(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, struct csinn_matmul_params *params) +{ + if (mat1->is_const && mat1->dtype == CSINN_DTYPE_INT8) { + return shl_rvv_matmul_block_fp16_w_int8(mat0, mat1, output, params, MATMUL_M_BLK, + MATMUL_K_BLK, MATMUL_N_BLK); + } else if (mat1->dtype == CSINN_DTYPE_FLOAT16) { + return shl_rvv_matmul_block_fp16(mat0, mat1, output, params, MATMUL_M_BLK, MATMUL_K_BLK, + MATMUL_N_BLK); + } +} + +int shl_rvv_matmul_init_fp16(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, struct csinn_matmul_params *params) +{ + struct csinn_callback *cb = params->base.cb; + if (mat0->dtype == CSINN_DTYPE_FLOAT16) { + if (mat1->is_const && mat1->dtype == CSINN_DTYPE_INT8) { + shl_rvv_matmul_reorder_weight_fp16_w_int8(mat1, MATMUL_K_BLK, MATMUL_N_BLK); + } else if (mat1->dtype == CSINN_DTYPE_FLOAT16) { + if (mat1->is_const) { + shl_rvv_matmul_reorder_weight_fp16(mat1, MATMUL_K_BLK, MATMUL_N_BLK); + } + } else { + shl_debug_error("mat1 unsupported dtype: %d\n", mat1->dtype); + return CSINN_FALSE; + } + cb->exec = shl_rvv_matmul_fp16; + } else { + shl_debug_error("mat0 unsupported dtype: %d\n", mat0->dtype); + } + return CSINN_TRUE; +} diff --git a/source/thead_rvv/fp16/maxpool.c b/source/thead_rvv/fp16/maxpool.c index 89d25857..cd16498e 100644 --- a/source/thead_rvv/fp16/maxpool.c +++ b/source/thead_rvv/fp16/maxpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" int shl_rvv_maxpool2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) @@ -33,72 +31,80 @@ int shl_rvv_maxpool2d_init_fp16(struct csinn_tensor *input, struct csinn_tensor int32_t pad_right = params->pad_right; int32_t pad_top = params->pad_top; int32_t pad_down = params->pad_down; - struct csinn_callback *cb = params->base.cb; cb->exec = NULL; const int packn = csrr_vlenb() / sizeof(__fp16); + int elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_rvv_option *option = shl_rvv_get_graph_option(sess); + if (option && option->use_packn_layout) { + elempack = in_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + elempack = 1; + } + } // global maxpool2d // TODO: remove if (in_h == kernel_h && in_w == kernel_w) { - cb->exec = (in_c % packn == 0) ? shl_rvv_global_maxpool2d_packn_fp16 - : shl_rvv_global_maxpool2d_fp16; + cb->exec = (elempack % packn == 0) ? shl_rvv_global_maxpool2d_packn_fp16 + : shl_rvv_global_maxpool2d_fp16; return CSINN_TRUE; } - if (stride_h == 2 && stride_w == 2) { - if (kernel_h == 2 && kernel_w == 2) { // 2x2s2 - if (pad_left == 0 && pad_top == 0) { - // adjust pad according to ceil_mode (ceil mode on caffe pytorch..) - if (in_h % 2 == 1 && params->ceil_mode == 1) { - if (params->pad_down == 0) params->pad_down++; + if (elempack % packn == 0) { + cb->exec = shl_rvv_maxpool_packn_fp16; + } else { + if (stride_h == 2 && stride_w == 2) { + if (kernel_h == 2 && kernel_w == 2) { // 2x2s2 + if (pad_left == 0 && pad_top == 0) { + // adjust pad according to ceil_mode (ceil mode on caffe pytorch..) + if (in_h % 2 == 1 && params->ceil_mode == 1) { + if (params->pad_down == 0) params->pad_down++; + } + if (in_w % 2 == 1 && params->ceil_mode == 1) { + if (params->pad_right == 0) params->pad_right++; + } + // end consider ceil_mode 2x2s2p0 + cb->exec = shl_rvv_maxpool2x2s2_fp16; + } else if (pad_left == 1 && pad_top == 1) { + cb->exec = shl_rvv_maxpool2x2s2_p1_fp16; } - if (in_w % 2 == 1 && params->ceil_mode == 1) { - if (params->pad_right == 0) params->pad_right++; + } else if (kernel_h == 3 && kernel_w == 3) { // 3x3s2 + if (pad_left == 0 && pad_top == 0) { + // adjust pad according to ceil_mode (ceil mode on caffe pytorch..) + if (in_h % 2 == 0 && params->ceil_mode == 1) { + if (params->pad_down == 0) + params->pad_down++; // origin pad_down mast be equal to zero ? + } + if (in_w % 2 == 0 && params->ceil_mode == 1) { + if (params->pad_right == 0) params->pad_right++; + } + // end consider ceil_mode 3x3s2p0 + cb->exec = shl_rvv_maxpool3x3s2_fp16; + } else if (pad_left == 1 && pad_top == 1) { + if (params->ceil_mode == 0) { + cb->exec = shl_rvv_maxpool3x3s2_p1_fp16; + } else { + if ((in_w % 2 == 0 && pad_right == 1) || (in_h % 2 == 0 && pad_down == 1)) { + cb->exec = shl_ref_maxpool2d_quant; + } else { + cb->exec = shl_rvv_maxpool3x3s2_p1_fp16; + } + } } - // end consider ceil_mode 2x2s2p0 - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool2x2s2_packn_fp16 - : shl_rvv_maxpool2x2s2_fp16; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; - } else if (pad_left == 1 && pad_top == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool2x2s2_packn_fp16 - : shl_rvv_maxpool2x2s2_p1_fp16; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; } - } else if (kernel_h == 3 && kernel_w == 3) { // 3x3s2 - if (pad_left == 0 && pad_top == 0) { - // adjust pad according to ceil_mode (ceil mode on caffe pytorch..) - if (in_h % 2 == 0 && params->ceil_mode == 1) { - if (params->pad_down == 0) - params->pad_down++; // origin pad_down mast be equal to zero ? + } else if (stride_h == 1 && stride_w == 1) { + if (kernel_h == 3 && kernel_w == 3) { + if (pad_left == 1 && pad_top == 1 && pad_right == 1 && pad_down == 1) { + cb->exec = shl_rvv_maxpool3x3s1_p1_fp16; } - if (in_w % 2 == 0 && params->ceil_mode == 1) { - if (params->pad_right == 0) params->pad_right++; - } - // end consider ceil_mode 3x3s2p0 - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool3x3s2_packn_fp16 - : shl_rvv_maxpool3x3s2_fp16; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; - } else if (pad_left == 1 && pad_top == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool3x3s2_packn_fp16 - : shl_rvv_maxpool3x3s2_p1_fp16; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; } } - } else if (stride_h == 1 && stride_w == 1) { - if (kernel_h == 3 && kernel_w == 3) { - if (pad_left == 1 && pad_top == 1 && pad_right == 1 && pad_down == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool3x3s1_packn_fp16 - : shl_rvv_maxpool3x3s1_p1_fp16; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; - } - } - } - if (cb->exec == NULL) { - if (in_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; - cb->exec = shl_rvv_maxpool_packn_fp16; - } else { + if (cb->exec == NULL) { shl_debug_warning( "maxpool is not optimized to achieve under this condition on rvv, call reference " "func replaced.\n"); @@ -114,9 +120,21 @@ int shl_rvv_global_maxpool2d_init_fp16(struct csinn_tensor *input, struct csinn_ int32_t in_c = input->dim[1]; struct csinn_callback *cb = params->base.cb; cb->exec = NULL; - int packn = 0; - packn = csrr_vlenb() / sizeof(__fp16); - cb->exec = - (in_c % packn == 0) ? shl_rvv_global_maxpool2d_packn_fp16 : shl_rvv_global_maxpool2d_fp16; + int packn = csrr_vlenb() / sizeof(__fp16); + int elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_rvv_option *option = shl_rvv_get_graph_option(sess); + if (option && option->use_packn_layout) { + elempack = in_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + elempack = 1; + } + } + + cb->exec = (elempack % packn == 0) ? shl_rvv_global_maxpool2d_packn_fp16 + : shl_rvv_global_maxpool2d_fp16; } diff --git a/source/thead_rvv/fp16/maxpool_2x2_fp16.c b/source/thead_rvv/fp16/maxpool_2x2_fp16.c index 697fe0e7..f326825d 100644 --- a/source/thead_rvv/fp16/maxpool_2x2_fp16.c +++ b/source/thead_rvv/fp16/maxpool_2x2_fp16.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -83,7 +81,6 @@ int shl_rvv_maxpool2x2s2_fp16(struct csinn_tensor *input, struct csinn_tensor *o } if (extend_w) { outptr[0] = line0[0] > line1[0] ? line0[0] : line1[0]; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; outptr++; } line0 += remain_w + in_w; @@ -97,8 +94,7 @@ int shl_rvv_maxpool2x2s2_fp16(struct csinn_tensor *input, struct csinn_tensor *o vlseg2e16_v_f16m1(&_line0_0_14, &_line0_1_15, line0, vl); - vfloat16m1_t _max0 = vfmax_vv_f16m1(_line0_0_14, _line0_1_15, vl); - vfloat16m1_t _max = vfmax_vf_f16m1(_max0, 0.0f, vl); + vfloat16m1_t _max = vfmax_vv_f16m1(_line0_0_14, _line0_1_15, vl); vse16_v_f16m1(outptr, _max, vl); line0 += 2 * vl; @@ -107,7 +103,7 @@ int shl_rvv_maxpool2x2s2_fp16(struct csinn_tensor *input, struct csinn_tensor *o } if (extend_w) { - outptr[0] = line0[0] > 0 ? line0[0] : 0; + outptr[0] = line0[0]; outptr++; } } @@ -158,7 +154,7 @@ int shl_rvv_maxpool2x2s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor __fp16 *outptr = output_data + c * out_hw; // h top ---- w left - outptr[0] = line00[0] > 0 ? line00[0] : 0; + outptr[0] = line00[0]; outptr++; line00++; // h top ---- w mid @@ -167,8 +163,7 @@ int shl_rvv_maxpool2x2s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor vl = vsetvl_e16m1(w); vfloat16m1_t _line0_0_6, _line0_1_7; vlseg2e16_v_f16m1(&_line0_0_6, &_line0_1_7, line00, vl); - vfloat16m1_t _max0 = vfmax_vv_f16m1(_line0_0_6, _line0_1_7, vl); - vfloat16m1_t _max = vfmax_vf_f16m1(_max0, 0.0f, vl); + vfloat16m1_t _max = vfmax_vv_f16m1(_line0_0_6, _line0_1_7, vl); vse16_v_f16m1(outptr, _max, vl); line00 += 2 * vl; outptr += vl; @@ -176,7 +171,7 @@ int shl_rvv_maxpool2x2s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor } // h top ---- w right if (extend_w) { - outptr[0] = line00[0] > 0 ? line00[0] : 0; + outptr[0] = line00[0]; outptr++; } line00 += remain_w; @@ -187,7 +182,7 @@ int shl_rvv_maxpool2x2s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor for (int h = 0; h < out_h - 1; h++) { // h mid ---- w left outptr[0] = line0[0] > line1[0] ? line0[0] : line1[0]; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; + outptr[0] = outptr[0]; outptr++; line0++; line1++; @@ -215,7 +210,6 @@ int shl_rvv_maxpool2x2s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor // h mid ---- w right if (extend_w) { outptr[0] = line0[0] > line1[0] ? line0[0] : line1[0]; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; outptr++; } line0 += remain_w + in_w; @@ -224,7 +218,7 @@ int shl_rvv_maxpool2x2s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor // h bottom if (extend_h) { // h bottom ---- w left - outptr[0] = line0[0] > 0 ? line0[0] : 0; + outptr[0] = line0[0]; outptr++; line0++; // h bottom ---- w mid @@ -235,9 +229,7 @@ int shl_rvv_maxpool2x2s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor vlseg2e16_v_f16m1(&_line0_0_6, &_line0_1_7, line0, vl); - vfloat16m1_t _max0 = vfmax_vv_f16m1(_line0_0_6, _line0_1_7, vl); - vfloat16m1_t _max = vfmax_vf_f16m1(_max0, 0.0f, vl); - + vfloat16m1_t _max = vfmax_vv_f16m1(_line0_0_6, _line0_1_7, vl); vse16_v_f16m1(outptr, _max, vl); line0 += 2 * vl; outptr += vl; @@ -245,7 +237,7 @@ int shl_rvv_maxpool2x2s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor } // h bottom ---- w right if (extend_w) { - outptr[0] = line0[0] > 0 ? line0[0] : 0; + outptr[0] = line0[0]; } } } diff --git a/source/thead_rvv/fp16/maxpool_2x2_fp16_packn.c b/source/thead_rvv/fp16/maxpool_2x2_fp16_packn.c index a88eb9ba..8bff589f 100644 --- a/source/thead_rvv/fp16/maxpool_2x2_fp16_packn.c +++ b/source/thead_rvv/fp16/maxpool_2x2_fp16_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -26,12 +24,20 @@ int shl_rvv_maxpool2x2s2_packn_fp16(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { - // 1. 统一padding之后再计算,不考虑padiing + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; @@ -51,6 +57,7 @@ int shl_rvv_maxpool2x2s2_packn_fp16(struct csinn_tensor *input, struct csinn_ten int tailstep = (padded_in_w - 2 * out_w + padded_in_w) * packn; for (int b = 0; b < batch; b++) { + /* TODO: remove padding */ shl_rvv_pad_input_packn_fp16(input_data, input_ncxhwx, in_c, in_h, in_w, padded_in_h, padded_in_w, params->pad_top, params->pad_left); diff --git a/source/thead_rvv/fp16/maxpool_3x3_fp16.c b/source/thead_rvv/fp16/maxpool_3x3_fp16.c index 13fd006f..50acf262 100644 --- a/source/thead_rvv/fp16/maxpool_3x3_fp16.c +++ b/source/thead_rvv/fp16/maxpool_3x3_fp16.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -105,7 +103,6 @@ int shl_rvv_maxpool3x3s2_fp16(struct csinn_tensor *input, struct csinn_tensor *o __fp16 max2 = line2[0] > line2[1] ? line2[0] : line2[1]; outptr[0] = max1 > max2 ? max1 : max2; outptr[0] = outptr[0] > max0 ? outptr[0] : max0; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; outptr++; } line0 += remain_w + in_w; @@ -133,7 +130,7 @@ int shl_rvv_maxpool3x3s2_fp16(struct csinn_tensor *input, struct csinn_tensor *o vfloat16m1_t _max1 = vfmax_vv_f16m1(_line1_2_8, vfmax_vv_f16m1(_line1_0_6, _line1_1_7, vl), vl); - vfloat16m1_t _max = vfmax_vf_f16m1(vfmax_vv_f16m1(_max0, _max1, vl), 0.0f, vl); + vfloat16m1_t _max = vfmax_vv_f16m1(_max0, _max1, vl); vse16_v_f16m1(outptr, _max, vl); outptr += vl; @@ -144,7 +141,6 @@ int shl_rvv_maxpool3x3s2_fp16(struct csinn_tensor *input, struct csinn_tensor *o __fp16 max0 = line0[0] > line0[1] ? line0[0] : line0[1]; __fp16 max1 = line1[0] > line1[1] ? line1[0] : line1[1]; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; outptr++; } } @@ -201,7 +197,6 @@ int shl_rvv_maxpool3x3s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor __fp16 max0 = line0[0] > line0[1] ? line0[0] : line0[1]; __fp16 max1 = line1[0] > line1[1] ? line1[0] : line1[1]; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; outptr++; line0++; line1++; @@ -226,7 +221,7 @@ int shl_rvv_maxpool3x3s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor vfloat16m1_t _max1 = vfmax_vv_f16m1(_line1_2_8, vfmax_vv_f16m1(_line1_0_6, _line1_1_7, vl), vl); - vfloat16m1_t _max = vfmax_vf_f16m1(vfmax_vv_f16m1(_max0, _max1, vl), 0.0f, vl); + vfloat16m1_t _max = vfmax_vv_f16m1(_max0, _max1, vl); vse16_v_f16m1(outptr, _max, vl); outptr += vl; @@ -237,7 +232,6 @@ int shl_rvv_maxpool3x3s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor max0 = line0[0] > line0[1] ? line0[0] : line0[1]; max1 = line1[0] > line1[1] ? line1[0] : line1[1]; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; outptr++; } line0 += remain_w; @@ -253,7 +247,6 @@ int shl_rvv_maxpool3x3s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor max2 = line2[0] > line2[1] ? line2[0] : line2[1]; max1 = max1 > max2 ? max1 : max2; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; // consider padding with constant "0" outptr++; line0++; line1++; @@ -300,7 +293,6 @@ int shl_rvv_maxpool3x3s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor max2 = line2[0] > line2[1] ? line2[0] : line2[1]; max1 = max1 > max2 ? max1 : max2; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; outptr++; } line0 += in_w + remain_w; @@ -314,7 +306,6 @@ int shl_rvv_maxpool3x3s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor max0 = line0[0] > line0[1] ? line0[0] : line0[1]; max1 = line1[0] > line1[1] ? line1[0] : line1[1]; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; outptr++; line0++; line1++; @@ -340,7 +331,7 @@ int shl_rvv_maxpool3x3s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor vfloat16m1_t _max1 = vfmax_vv_f16m1(_line1_2_8, vfmax_vv_f16m1(_line1_0_6, _line1_1_7, vl), vl); - vfloat16m1_t _max = vfmax_vf_f16m1(vfmax_vv_f16m1(_max0, _max1, vl), 0.0f, vl); + vfloat16m1_t _max = vfmax_vv_f16m1(_max0, _max1, vl); vse16_v_f16m1(outptr, _max, vl); outptr += vl; @@ -351,7 +342,6 @@ int shl_rvv_maxpool3x3s2_p1_fp16(struct csinn_tensor *input, struct csinn_tensor max0 = line0[0] > line0[1] ? line0[0] : line0[1]; max1 = line1[0] > line1[1] ? line1[0] : line1[1]; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; outptr++; } } @@ -392,7 +382,6 @@ int shl_rvv_maxpool3x3s1_p1_fp16(struct csinn_tensor *input, struct csinn_tensor __fp16 max0 = line1[0] > line1[1] ? line1[0] : line1[1]; __fp16 max1 = line2[0] > line2[1] ? line2[0] : line2[1]; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; outptr++; // h top ---- w mid int w = out_w - 2; @@ -416,7 +405,7 @@ int shl_rvv_maxpool3x3s1_p1_fp16(struct csinn_tensor *input, struct csinn_tensor vfloat16m1_t _max2 = vfmax_vv_f16m1(_line2_2_5, vfmax_vv_f16m1(_line2_0_3, _line2_1_4, vl), vl); - vfloat16m1_t _max = vfmax_vf_f16m1(vfmax_vv_f16m1(_max1, _max2, vl), 0.0f, vl); + vfloat16m1_t _max = vfmax_vv_f16m1(_max1, _max2, vl); vse16_v_f16m1(outptr, _max, vl); outptr += vl; @@ -426,7 +415,6 @@ int shl_rvv_maxpool3x3s1_p1_fp16(struct csinn_tensor *input, struct csinn_tensor max0 = line1[0] > line1[1] ? line1[0] : line1[1]; max1 = line2[0] > line2[1] ? line2[0] : line2[1]; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; outptr++; line1 += 2; // bump next line: line1 --> line2 line2 += 2; @@ -441,7 +429,6 @@ int shl_rvv_maxpool3x3s1_p1_fp16(struct csinn_tensor *input, struct csinn_tensor max2 = line2[0] > line2[1] ? line2[0] : line2[1]; max1 = max1 > max2 ? max1 : max2; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; outptr++; // h mid ---- w mid w = out_w - 2; @@ -486,7 +473,6 @@ int shl_rvv_maxpool3x3s1_p1_fp16(struct csinn_tensor *input, struct csinn_tensor max2 = line2[0] > line2[1] ? line2[0] : line2[1]; max1 = max1 > max2 ? max1 : max2; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; outptr++; line0 += 2; @@ -498,7 +484,6 @@ int shl_rvv_maxpool3x3s1_p1_fp16(struct csinn_tensor *input, struct csinn_tensor max0 = line0[0] > line0[1] ? line0[0] : line0[1]; max1 = line1[0] > line1[1] ? line1[0] : line1[1]; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > 0 ? outptr[0] : 0; outptr++; // h bottom ---- w mid w = out_w - 2; @@ -522,7 +507,7 @@ int shl_rvv_maxpool3x3s1_p1_fp16(struct csinn_tensor *input, struct csinn_tensor vfloat16m1_t _max1 = vfmax_vv_f16m1(_line1_2_5, vfmax_vv_f16m1(_line1_0_3, _line1_1_4, vl), vl); - vfloat16m1_t _max = vfmax_vf_f16m1(vfmax_vv_f16m1(_max0, _max1, vl), 0.0f, vl); + vfloat16m1_t _max = vfmax_vv_f16m1(_max0, _max1, vl); vse16_v_f16m1(outptr, _max, vl); outptr += vl; @@ -530,7 +515,6 @@ int shl_rvv_maxpool3x3s1_p1_fp16(struct csinn_tensor *input, struct csinn_tensor } // h bottom ---- w right outptr[0] = fmax(fmax(line0[0], line0[1]), fmax(line1[0], line1[1])); - outptr[0] = fmax(outptr[0], 0.0f); } input_data += input_size; output_data += output_size; diff --git a/source/thead_rvv/fp16/maxpool_3x3_fp16_packn.c b/source/thead_rvv/fp16/maxpool_3x3_fp16_packn.c index be07d593..5a2f91c1 100644 --- a/source/thead_rvv/fp16/maxpool_3x3_fp16_packn.c +++ b/source/thead_rvv/fp16/maxpool_3x3_fp16_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -26,11 +24,20 @@ int shl_rvv_maxpool3x3s2_packn_fp16(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; @@ -50,6 +57,7 @@ int shl_rvv_maxpool3x3s2_packn_fp16(struct csinn_tensor *input, struct csinn_ten int tailstep = (padded_in_w - 2 * out_w + padded_in_w) * packn; for (int b = 0; b < batch; b++) { + /* TODO: remove padding */ shl_rvv_pad_input_packn_fp16(input_data, input_ncxhwx, in_c, in_h, in_w, padded_in_h, padded_in_w, params->pad_top, params->pad_left); @@ -94,11 +102,20 @@ int shl_rvv_maxpool3x3s2_packn_fp16(struct csinn_tensor *input, struct csinn_ten int shl_rvv_maxpool3x3s1_packn_fp16(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; diff --git a/source/thead_rvv/fp16/maxpool_fp16_nhwc.c b/source/thead_rvv/fp16/maxpool_fp16_nhwc.c index 21334a61..98abb580 100644 --- a/source/thead_rvv/fp16/maxpool_fp16_nhwc.c +++ b/source/thead_rvv/fp16/maxpool_fp16_nhwc.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* diff --git a/source/thead_rvv/fp16/maxpool_fp16_packn.c b/source/thead_rvv/fp16/maxpool_fp16_packn.c index 0f0b1181..91096396 100644 --- a/source/thead_rvv/fp16/maxpool_fp16_packn.c +++ b/source/thead_rvv/fp16/maxpool_fp16_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -101,6 +99,15 @@ static void maxpool_border_fp16_packn(const __fp16 *src, __fp16 *dst, int shl_rvv_maxpool_packn_fp16(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } const int packn = csrr_vlenb() / sizeof(__fp16); const int vl = vsetvl_e16m1(packn); @@ -108,10 +115,9 @@ int shl_rvv_maxpool_packn_fp16(struct csinn_tensor *input, struct csinn_tensor * __fp16 *output_data = (__fp16 *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; - int out_h = output->dim[2]; int out_w = output->dim[3]; @@ -125,7 +131,7 @@ int shl_rvv_maxpool_packn_fp16(struct csinn_tensor *input, struct csinn_tensor * int dst_1x8_start_w = max((pad_left + stride_w - 1) / stride_w, 0); int dst_1x8_end_w = min((in_w + pad_left - kernel_w) / stride_w + 1, out_w); - for (int bc = 0; bc < batch * in_c; bc += packn) { + for (int bc = 0; bc + packn - 1 < batch * in_c; bc += packn) { __fp16 *in_ptr = input_data + bc * in_h * in_w; __fp16 *out_ptr = output_data + bc * out_h * out_w; diff --git a/source/thead_rvv/fp16/mul.c b/source/thead_rvv/fp16/mul.c index f14aee7a..b57599ec 100644 --- a/source/thead_rvv/fp16/mul.c +++ b/source/thead_rvv/fp16/mul.c @@ -16,41 +16,44 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" -static int tail_coincide(struct csinn_tensor *input0, struct csinn_tensor *input1) +static void elementwise_mul_fp16(struct csinn_tensor *input0, struct csinn_tensor *input1, + struct csinn_tensor *output) { - int flag = 1; - int i = 0, j = 0; - for (i = input1->dim_count - 1, j = input0->dim_count - 1; i >= 0; i--, j--) { - if (input0->dim[j] != input1->dim[i]) { - flag = 0; - break; - } - } - flag = 1; - for (; i >= 0; i--) { - if (input1->dim[i] != 1) { - flag = 0; - break; - } + __fp16 *input0_data = (__fp16 *)input0->data; + __fp16 *input1_data = (__fp16 *)input1->data; + __fp16 *output_data = (__fp16 *)output->data; + + int64_t size = csinn_tensor_size(output); + while (size > 0) { + int vl = vsetvl_e16m2(size); + vfloat16m2_t _in0 = vle16_v_f16m2(input0_data, vl); + vfloat16m2_t _in1 = vle16_v_f16m2(input1_data, vl); + vfloat16m2_t _sum = vfmul_vv_f16m2(_in0, _in1, vl); + vse16_v_f16m2(output_data, _sum, vl); + input0_data += vl; + input1_data += vl; + output_data += vl; + size -= vl; } - return flag; } -static void element_mul_fp16(__fp16 *input0, __fp16 *input1, __fp16 *output, int size) +static void broadcast_single_1_mul_fp16(struct csinn_tensor *input0, struct csinn_tensor *input1, + struct csinn_tensor *output) { + __fp16 *input0_data = (__fp16 *)input0->data; + __fp16 *input1_data = (__fp16 *)input1->data; + __fp16 *output_data = (__fp16 *)output->data; + + int64_t size = csinn_tensor_size(output); while (size > 0) { int vl = vsetvl_e16m2(size); - vfloat16m2_t _in0 = vle16_v_f16m2(input0, vl); - vfloat16m2_t _in1 = vle16_v_f16m2(input1, vl); - vfloat16m2_t _sum = vfmul_vv_f16m2(_in0, _in1, vl); - vse16_v_f16m2(output, _sum, vl); - input0 += vl; - input1 += vl; - output += vl; + vfloat16m2_t _in0 = vle16_v_f16m2(input0_data, vl); + vfloat16m2_t _sum = vfmul_vf_f16m2(_in0, input1_data[0], vl); + vse16_v_f16m2(output_data, _sum, vl); + input0_data += vl; + output_data += vl; size -= vl; } } @@ -58,60 +61,34 @@ static void element_mul_fp16(__fp16 *input0, __fp16 *input1, __fp16 *output, int int shl_rvv_mul_fp16(struct csinn_tensor *input0, struct csinn_tensor *input1, struct csinn_tensor *output, struct csinn_diso_params *params) { - __fp16 *input0_data = (__fp16 *)input0->data; - __fp16 *input1_data = (__fp16 *)input1->data; - __fp16 *output_data = (__fp16 *)output->data; + int64_t in_size0 = csinn_tensor_size(input0); + int64_t in_size1 = csinn_tensor_size(input1); + int64_t out_size = csinn_tensor_size(output); - int in_size0 = csinn_tensor_size(input0); - int in_size1 = csinn_tensor_size(input1); - int out_size = csinn_tensor_size(output); + bool is_elementwise = + (in_size0 == out_size) && (in_size1 == out_size) && (input0->layout == input1->layout); - if (in_size1 == 1) { - int size = out_size; - while (size > 0) { - int vl = vsetvl_e16m2(size); - vfloat16m2_t _in0 = vle16_v_f16m2(input0_data, vl); - vfloat16m2_t _sum = vfmul_vf_f16m2(_in0, input1_data[0], vl); - vse16_v_f16m2(output_data, _sum, vl); - input0 += vl; - output += vl; - size -= vl; + if (is_elementwise) { + output->layout = input0->layout; + output->dim_count = input0->dim_count; + for (int i = 0; i < output->dim_count; i++) { + output->dim[i] = input0->dim[i]; } - } else if (in_size0 == in_size1) { - element_mul_fp16(input0_data, input1_data, output_data, out_size); - } else if (tail_coincide(input0, input1)) { - int inner_size = in_size1; - int outer_size = out_size / in_size1; - for (int i = 0; i < outer_size; i++) { - element_mul_fp16(input0_data, input1_data, output_data, inner_size); - input0_data += inner_size; - output_data += inner_size; + elementwise_mul_fp16(input0, input1, output); + // requantize + shl_rvv_sidcso_op_requantize_fp16(input0, output, input1); + } else if (in_size1 == 1) { + output->layout = input0->layout; + output->dim_count = input0->dim_count; + for (int i = 0; i < output->dim_count; i++) { + output->dim[i] = input0->dim[i]; } + broadcast_single_1_mul_fp16(input0, input1, output); + // requantize + shl_rvv_sidcso_op_requantize_fp16(input0, output, input1); } else { - __fp16 *in0_data_b = shl_mem_alloc(out_size * sizeof(__fp16)); - __fp16 *in1_data_b = shl_mem_alloc(out_size * sizeof(__fp16)); - - struct csinn_tensor *b_input0 = csinn_alloc_tensor(NULL); - struct csinn_tensor *b_input1 = csinn_alloc_tensor(NULL); - csinn_tensor_copy(b_input0, output); - csinn_tensor_copy(b_input1, output); - b_input0->data = in0_data_b; - b_input1->data = in1_data_b; - - shl_ref_broadcast_to_shape_quant(input0, b_input0, output->dim, output->dim_count); - shl_ref_broadcast_to_shape_quant(input1, b_input1, output->dim, output->dim_count); - - input0_data = b_input0->data; - input1_data = b_input1->data; - - element_mul_fp16(input0_data, input1_data, output_data, out_size); - - shl_mem_free(in0_data_b); - shl_mem_free(in1_data_b); - csinn_free_tensor(b_input0); - csinn_free_tensor(b_input1); + /* TODO: recursive opt */ + return shl_ref_mul_quant(input0, input1, output, params); } - // requantize - shl_rvv_sidcso_op_requantize_fp16(input0, output, input1); return CSINN_TRUE; } diff --git a/source/thead_rvv/fp16/pad.c b/source/thead_rvv/fp16/pad.c index 962baaf2..5032c176 100644 --- a/source/thead_rvv/fp16/pad.c +++ b/source/thead_rvv/fp16/pad.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" void shl_rvv_pad_input_fp16(const __fp16 *input, __fp16 *input_padded, int inc, int inh, int inw, int padded_h, int padded_w, int pad_top, int pad_left) diff --git a/source/thead_rvv/fp16/prelu.c b/source/thead_rvv/fp16/prelu.c index e7869cab..b3015d10 100644 --- a/source/thead_rvv/fp16/prelu.c +++ b/source/thead_rvv/fp16/prelu.c @@ -16,9 +16,8 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" + int shl_rvv_prelu_fp16(struct csinn_tensor *input, struct csinn_tensor *alpha, struct csinn_tensor *output, struct csinn_prelu_params *params) { @@ -26,22 +25,61 @@ int shl_rvv_prelu_fp16(struct csinn_tensor *input, struct csinn_tensor *alpha, __fp16 *alpha_data = (__fp16 *)alpha->data; __fp16 *output_data = (__fp16 *)output->data; - for (int n = 0; n < input->dim[0]; ++n) { - for (int c = 0; c < input->dim[1]; ++c) { - float a = alpha_data[c]; - int inner_size = input->dim[2] * input->dim[3]; - while (inner_size > 0) { - int vl = vsetvl_e16m2(inner_size); - vfloat16m2_t _input = vle16_v_f16m2(input_data, vl); - vbool8_t _mask = vmflt_vf_f16m2_b8(_input, 0.0f, vl); - vfloat16m2_t _res = vfmul_vf_f16m2_m(_mask, _input, _input, a, vl); - vse16_v_f16m2(output_data, _res, vl); - input_data += vl; - output_data += vl; - inner_size -= vl; + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + const int packn = csrr_vlenb() / sizeof(__fp16); + int inner_size = input->dim[2] * input->dim[3]; + for (int n = 0; n < input->dim[0]; ++n) { + for (int c1 = 0; c1 < input->dim[1]; ++c1) { + const __fp16 *in_ptr = + (__fp16 *)input_data + (n * input->dim[1] + c1) * inner_size * packn; + __fp16 *out_ptr = + (__fp16 *)output_data + (n * input->dim[1] + c1) * inner_size * packn; + const __fp16 *a_ptr = (__fp16 *)alpha_data + c1 * packn; + vfloat16m1_t _a = vle16_v_f16m1(a_ptr, packn); + for (int hw = 0; hw < inner_size; hw++) { + vfloat16m1_t _in = vle16_v_f16m1(input_data, packn); + vbool16_t _mask = vmflt_vf_f16m1_b16(_in, 0.0f, packn); + vfloat16m1_t _res = vfmul_vv_f16m1_m(_mask, _in, _in, _a, packn); + vse16_v_f16m1(out_ptr, _res, packn); + in_ptr += packn; + out_ptr += packn; + } } } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } + } else if (input->layout == CSINN_LAYOUT_NCHW) { + for (int n = 0; n < input->dim[0]; ++n) { + for (int c = 0; c < input->dim[1]; ++c) { + float a = alpha_data[c]; + int inner_size = input->dim[2] * input->dim[3]; + while (inner_size > 0) { + int vl = vsetvl_e16m2(inner_size); + vfloat16m2_t _input = vle16_v_f16m2(input_data, vl); + vbool8_t _mask = vmflt_vf_f16m2_b8(_input, 0.0f, vl); + vfloat16m2_t _res = vfmul_vf_f16m2_m(_mask, _input, _input, a, vl); + vse16_v_f16m2(output_data, _res, vl); + input_data += vl; + output_data += vl; + inner_size -= vl; + } + } + } + if (output->layout == CSINN_LAYOUT_NC1HWC0) { + const int packn = csrr_vlenb() / sizeof(__fp16); + output->dim[1] *= packn; + output->dim[4] = 0; + output->dim_count = 4; + output->layout = CSINN_LAYOUT_NCHW; + } + } else { + shl_debug_error("prelu unsupported layout: %d\n", input->layout); } + // requantize shl_rvv_siso_op_requantize_fp16(input, output); return CSINN_TRUE; diff --git a/source/thead_rvv/fp16/relu.c b/source/thead_rvv/fp16/relu.c index 9cead2f9..5aaa1b65 100644 --- a/source/thead_rvv/fp16/relu.c +++ b/source/thead_rvv/fp16/relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" int shl_rvv_relu_fp16(struct csinn_tensor *input, struct csinn_tensor *output, @@ -36,6 +34,11 @@ int shl_rvv_relu_fp16(struct csinn_tensor *input, struct csinn_tensor *output, output_data += vl; size -= vl; } + output->layout = input->layout; + output->dim_count = input->dim_count; + for (int i = 0; i < output->dim_count; i++) { + output->dim[i] = input->dim[i]; + } // requantize shl_rvv_siso_op_requantize_fp16(input, output); return CSINN_TRUE; diff --git a/source/thead_rvv/fp16/relu6.c b/source/thead_rvv/fp16/relu6.c index 787aa774..d3d2c1d7 100644 --- a/source/thead_rvv/fp16/relu6.c +++ b/source/thead_rvv/fp16/relu6.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" int shl_rvv_relu6_fp16(struct csinn_tensor *input, struct csinn_tensor *output, @@ -37,6 +35,11 @@ int shl_rvv_relu6_fp16(struct csinn_tensor *input, struct csinn_tensor *output, output_data += vl; size -= vl; } + output->layout = input->layout; + output->dim_count = input->dim_count; + for (int i = 0; i < output->dim_count; i++) { + output->dim[i] = input->dim[i]; + } // requantize shl_rvv_siso_op_requantize_fp16(input, output); return CSINN_TRUE; diff --git a/source/thead_rvv/fp16/reshape.c b/source/thead_rvv/fp16/reshape.c index 045161b1..3df57d5b 100644 --- a/source/thead_rvv/fp16/reshape.c +++ b/source/thead_rvv/fp16/reshape.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" int shl_rvv_reshape_fp16(struct csinn_tensor *input, struct csinn_tensor *output, @@ -26,16 +24,17 @@ int shl_rvv_reshape_fp16(struct csinn_tensor *input, struct csinn_tensor *output __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; - int size = csinn_tensor_byte_size(input); - - if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_gref_reshape_infer_shape(input, output, params); + if (input->layout >= CSINN_LAYOUT_NC1WC0 && input->layout <= CSINN_LAYOUT_NC1DHWC0) { const int packn = csrr_vlenb() / sizeof(__fp16); const int vl = vsetvl_e16m1(packn); - - int outer_size = input->dim[1]; - int inner_size = input->dim[2] * input->dim[3]; - for (int ic = 0; ic + packn - 1 < outer_size; ic += packn) { - __fp16 *out_ptr = output_data + ic * inner_size; + int outer_size = input->dim[0] * input->dim[1]; // batch fuse to outer + int inner_size = 1; + for (int i = 2; i < input->dim_count - 1; i++) { + inner_size *= input->dim[i]; + } + for (int bc = 0; bc < outer_size; bc++) { + __fp16 *out_ptr = output_data + bc * inner_size * packn; for (int i = 0; i < inner_size; i++) { vfloat16m1_t _input = vle16_v_f16m1(input_data, vl); input_data += vl; @@ -43,8 +42,56 @@ int shl_rvv_reshape_fp16(struct csinn_tensor *input, struct csinn_tensor *output out_ptr += 1; } } - } else { - memcpy(output_data, input_data, size); + if (output->dim_count == 1) + output->layout = CSINN_LAYOUT_N; + else if (output->dim_count == 2) + output->layout = CSINN_LAYOUT_NC; + else if (output->dim_count == 3) + output->layout = CSINN_LAYOUT_NCW; + else if (output->dim_count == 4) + output->layout = CSINN_LAYOUT_NCHW; + else if (output->dim_count == 5) + output->layout = CSINN_LAYOUT_NCDHW; + } else if (input->layout >= CSINN_LAYOUT_N && input->layout <= CSINN_LAYOUT_NCDHW) { + memcpy(output_data, input_data, csinn_tensor_byte_size(input)); + if (output->dim_count == 1) + output->layout = CSINN_LAYOUT_N; + else if (output->dim_count == 2) + output->layout = CSINN_LAYOUT_NC; + else if (output->dim_count == 3) + output->layout = CSINN_LAYOUT_NCW; + else if (output->dim_count == 4) + output->layout = CSINN_LAYOUT_NCHW; + else if (output->dim_count == 5) + output->layout = CSINN_LAYOUT_NCDHW; + else if (output->dim_count == 6) + output->layout = CSINN_LAYOUT_NLCDHW; + } else if (input->layout >= CSINN_LAYOUT_NWC && input->layout <= CSINN_LAYOUT_NDHWC) { + memcpy(output_data, input_data, csinn_tensor_byte_size(input)); + if (output->dim_count == 1) + output->layout = CSINN_LAYOUT_N; + else if (output->dim_count == 2) + output->layout = CSINN_LAYOUT_NC; + else if (output->dim_count == 3) + output->layout = CSINN_LAYOUT_NWC; + else if (output->dim_count == 4) + output->layout = CSINN_LAYOUT_NHWC; + else if (output->dim_count == 5) + output->layout = CSINN_LAYOUT_NDHWC; + } else if (input->layout == CSINN_LAYOUT_NLCDHW) { + memcpy(output_data, input_data, csinn_tensor_byte_size(input)); + if (output->dim_count == 1) + output->layout = CSINN_LAYOUT_N; + else if (output->dim_count == 2) + output->layout = CSINN_LAYOUT_NC; + else if (output->dim_count == 3) + output->layout = CSINN_LAYOUT_NCW; + else if (output->dim_count == 4) + output->layout = CSINN_LAYOUT_NCHW; + else if (output->dim_count == 5) + output->layout = CSINN_LAYOUT_NCDHW; + else if (output->dim_count == 6) + output->layout = CSINN_LAYOUT_NLCDHW; } return CSINN_TRUE; } diff --git a/source/thead_rvv/rvv_mathfun.h b/source/thead_rvv/fp16/rvv_mathfun_fp16.h similarity index 66% rename from source/thead_rvv/rvv_mathfun.h rename to source/thead_rvv/fp16/rvv_mathfun_fp16.h index fae6bd0a..349aceae 100644 --- a/source/thead_rvv/rvv_mathfun.h +++ b/source/thead_rvv/fp16/rvv_mathfun_fp16.h @@ -1,5 +1,5 @@ -#ifndef RVV_MATHFUN_H -#define RVV_MATHFUN_H +#ifndef RVV_MATHFUN_FP16_H +#define RVV_MATHFUN_FP16_H #include @@ -17,54 +17,54 @@ #define c_cephes_exp_p4 1.6666665459E-1 #define c_cephes_exp_p5 5.0000001201E-1 -#define _RVV_FLOAT16_EXP_OP(LMUL, MLEN) \ - static inline vfloat16m##LMUL##_t exp_ps_vfloat16m##LMUL(vfloat16m##LMUL##_t x, word_type vl) \ - { \ - vfloat16m##LMUL##_t tmp, fx; \ - \ - x = vfmin_vf_f16m##LMUL(x, c_exp_hi_f16, vl); \ - x = vfmax_vf_f16m##LMUL(x, c_exp_lo_f16, vl); \ - \ - /* express exp(x) as exp(g + n*log(2)) */ \ - fx = vfmacc_vf_f16m##LMUL(vfmv_v_f_f16m##LMUL(0.5f, vl), c_cephes_LOG2EF, x, vl); \ - \ - /* perform a floorf */ \ - tmp = vfcvt_f_x_v_f16m##LMUL(vfcvt_x_f_v_i16m##LMUL(fx, vl), vl); \ - \ - /* if greater, substract 1 */ \ - vbool##MLEN##_t mask = vmfgt_vv_f16m##LMUL##_b##MLEN(tmp, fx, vl); \ - fx = vfsub_vf_f16m##LMUL##_m(mask, tmp, tmp, 1.f, vl); \ - \ - tmp = vfmul_vf_f16m##LMUL(fx, c_cephes_exp_C1, vl); \ - vfloat16m##LMUL##_t z = vfmul_vf_f16m##LMUL(fx, c_cephes_exp_C2, vl); \ - x = vfsub_vv_f16m##LMUL(x, tmp, vl); \ - x = vfsub_vv_f16m##LMUL(x, z, vl); \ - \ - vfloat16m##LMUL##_t y = vfmul_vf_f16m##LMUL(x, c_cephes_exp_p0, vl); \ - z = vfmul_vv_f16m##LMUL(x, x, vl); \ - \ - y = vfadd_vf_f16m##LMUL(y, c_cephes_exp_p1, vl); \ - y = vfmul_vv_f16m##LMUL(y, x, vl); \ - y = vfadd_vf_f16m##LMUL(y, c_cephes_exp_p2, vl); \ - y = vfmul_vv_f16m##LMUL(y, x, vl); \ - y = vfadd_vf_f16m##LMUL(y, c_cephes_exp_p3, vl); \ - y = vfmul_vv_f16m##LMUL(y, x, vl); \ - y = vfadd_vf_f16m##LMUL(y, c_cephes_exp_p4, vl); \ - y = vfmul_vv_f16m##LMUL(y, x, vl); \ - y = vfadd_vf_f16m##LMUL(y, c_cephes_exp_p5, vl); \ - \ - y = vfmul_vv_f16m##LMUL(y, z, vl); \ - y = vfadd_vv_f16m##LMUL(y, x, vl); \ - y = vfadd_vf_f16m##LMUL(y, 1.f, vl); \ - \ - /* build 2^n */ \ - vint16m##LMUL##_t mm = vfcvt_x_f_v_i16m##LMUL(fx, vl); \ - mm = vadd_vx_i16m##LMUL(mm, 0xf, vl); \ - mm = vsll_vx_i16m##LMUL(mm, 10, vl); \ - vfloat16m##LMUL##_t pow2n = vreinterpret_v_i16m##LMUL##_f16m##LMUL(mm); \ - \ - y = vfmul_vv_f16m##LMUL(y, pow2n, vl); \ - return y; \ +#define _RVV_FLOAT16_EXP_OP(LMUL, MLEN) \ + static inline vfloat16m##LMUL##_t exp_ps_vfloat16m##LMUL(vfloat16m##LMUL##_t x, word_type vl) \ + { \ + vfloat16m##LMUL##_t tmp, fx; \ + \ + x = vfmin_vf_f16m##LMUL(x, c_exp_hi_f16, vl); \ + x = vfmax_vf_f16m##LMUL(x, c_exp_lo_f16, vl); \ + \ + /* express exp(x) as exp(g + n*log(2)) */ \ + fx = vfmacc_vf_f16m##LMUL(vfmv_v_f_f16m##LMUL(0.5f, vl), c_cephes_LOG2EF, x, vl); \ + \ + /* perform a floorf */ \ + tmp = vfcvt_f_x_v_f16m##LMUL(vfcvt_x_f_v_i16m##LMUL(fx, vl), vl); \ + \ + /* if greater, substract 1 */ \ + vbool##MLEN##_t mask = vmfgt_vv_f16m##LMUL##_b##MLEN(tmp, fx, vl); \ + fx = vfsub_vf_f16m##LMUL##_m(mask, tmp, tmp, 1.f, vl); \ + \ + tmp = vfmul_vf_f16m##LMUL(fx, c_cephes_exp_C1, vl); \ + vfloat16m##LMUL##_t z = vfmul_vf_f16m##LMUL(fx, c_cephes_exp_C2, vl); \ + x = vfsub_vv_f16m##LMUL(x, tmp, vl); \ + x = vfsub_vv_f16m##LMUL(x, z, vl); \ + \ + vfloat16m##LMUL##_t y = vfmul_vf_f16m##LMUL(x, c_cephes_exp_p0, vl); \ + z = vfmul_vv_f16m##LMUL(x, x, vl); \ + \ + y = vfadd_vf_f16m##LMUL(y, c_cephes_exp_p1, vl); \ + y = vfmul_vv_f16m##LMUL(y, x, vl); \ + y = vfadd_vf_f16m##LMUL(y, c_cephes_exp_p2, vl); \ + y = vfmul_vv_f16m##LMUL(y, x, vl); \ + y = vfadd_vf_f16m##LMUL(y, c_cephes_exp_p3, vl); \ + y = vfmul_vv_f16m##LMUL(y, x, vl); \ + y = vfadd_vf_f16m##LMUL(y, c_cephes_exp_p4, vl); \ + y = vfmul_vv_f16m##LMUL(y, x, vl); \ + y = vfadd_vf_f16m##LMUL(y, c_cephes_exp_p5, vl); \ + \ + y = vfmul_vv_f16m##LMUL(y, z, vl); \ + y = vfadd_vv_f16m##LMUL(y, x, vl); \ + y = vfadd_vf_f16m##LMUL(y, 1.f, vl); \ + \ + /* build 2^n */ \ + vint16m##LMUL##_t mm = vfcvt_x_f_v_i16m##LMUL(fx, vl); \ + mm = vadd_vx_i16m##LMUL(mm, 0xf, vl); \ + mm = vsll_vx_i16m##LMUL(mm, 10, vl); \ + vfloat16m##LMUL##_t pow2n = vreinterpret_v_i16m##LMUL##_f16m##LMUL(mm); \ + \ + y = vfmul_vv_f16m##LMUL(y, pow2n, vl); \ + return y; \ } _RVV_FLOAT16_EXP_OP(1, 16) @@ -72,4 +72,4 @@ _RVV_FLOAT16_EXP_OP(2, 8) _RVV_FLOAT16_EXP_OP(4, 4) _RVV_FLOAT16_EXP_OP(8, 2) -#endif // RVV_MATHFUN_H \ No newline at end of file +#endif // RVV_MATHFUN_FP16_H \ No newline at end of file diff --git a/source/thead_rvv/fp16/sigmoid.c b/source/thead_rvv/fp16/sigmoid.c index bf474448..312be2e4 100644 --- a/source/thead_rvv/fp16/sigmoid.c +++ b/source/thead_rvv/fp16/sigmoid.c @@ -16,9 +16,7 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - -#include "../rvv_mathfun.h" +#include "rvv_mathfun_fp16.h" #include "shl_thead_rvv.h" int shl_rvv_sigmoid_fp16(struct csinn_tensor *input, struct csinn_tensor *output, @@ -49,5 +47,10 @@ int shl_rvv_sigmoid_fp16(struct csinn_tensor *input, struct csinn_tensor *output output_data += vl; size -= vl; } + output->layout = input->layout; + output->dim_count = input->dim_count; + for (int i = 0; i < output->dim_count; i++) { + output->dim[i] = input->dim[i]; + } return CSINN_TRUE; } diff --git a/source/thead_rvv/fp16/softmax.c b/source/thead_rvv/fp16/softmax.c index 3ac18625..8cf21de5 100644 --- a/source/thead_rvv/fp16/softmax.c +++ b/source/thead_rvv/fp16/softmax.c @@ -16,9 +16,7 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - -#include "../rvv_mathfun.h" +#include "rvv_mathfun_fp16.h" #include "shl_thead_rvv.h" static inline __fp16 fast_exp16(__fp16 y) @@ -42,6 +40,9 @@ int shl_rvv_softmax_fp16(struct csinn_tensor *input, struct csinn_tensor *output shl_debug_error("unsupport fp16 quantization of softmax op\n"); return CSINN_FALSE; } + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp16(input); + } __fp16 *input_data = (__fp16 *)input->data; __fp16 *output_data = (__fp16 *)output->data; diff --git a/source/thead_rvv/fp16/strided_slice.c b/source/thead_rvv/fp16/strided_slice.c new file mode 100644 index 00000000..ce519ebc --- /dev/null +++ b/source/thead_rvv/fp16/strided_slice.c @@ -0,0 +1,186 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#include "shl_thead_rvv.h" + +static int get_index(int32_t *dim, int32_t *idx, int32_t dim_count) +{ + int res = idx[0]; + for (int i = 1; i < dim_count; i++) { + res = res * dim[i] + idx[i]; + } + return res; +} + +int shl_rvv_strided_slice_fp16(struct csinn_tensor *input, struct csinn_tensor *output, + struct csinn_strided_slice_params *params) +{ + __fp16 *input_data = (__fp16 *)input->data; + __fp16 *output_data = (__fp16 *)output->data; + + for (int i = 0; i < params->slice_count; i++) { + if (params->begin[i] < -input->dim[i]) params->begin[i] = -input->dim[i]; + if (params->begin[i] < 0) params->begin[i] += input->dim[i]; + if (params->begin[i] > input->dim[i]) params->begin[i] = input->dim[i]; + if (params->end[i] < -input->dim[i]) params->end[i] = -input->dim[i]; + if (params->end[i] < 0) params->end[i] += input->dim[i]; + if (params->end[i] > input->dim[i]) params->end[i] = input->dim[i]; + } + + if (input->dim_count == 1) { + int b0 = params->begin[0]; + int e0 = params->end[0]; + int s0 = params->stride[0]; + + __fp16 *in = (__fp16 *)input_data + b0; + int size = output->dim[output->dim_count - 1]; + while (size > 0) { + int vl = vsetvl_e16m1(size); + vfloat16m1_t _in = vlse16_v_f16m1(in, s0 * sizeof(__fp16), vl); + vse16_v_f16m1(output_data, _in, vl); + in += s0 * vl; + output_data += vl; + size -= vl; + } + } else if (input->dim_count == 2) { + int b0 = params->begin[0], b1 = params->begin[1]; + int e0 = params->end[0], e1 = params->end[1]; + int s0 = params->stride[0], s1 = params->stride[1]; + + for (int b = b0; s0 > 0 ? (b < e0) : (b > e0); b += s0) { + __fp16 *in = (__fp16 *)input_data + b * input->dim[1] + b1; + int size = output->dim[output->dim_count - 1]; + while (size > 0) { + int vl = vsetvl_e16m1(size); + vfloat16m1_t _in = vlse16_v_f16m1(in, s1 * sizeof(__fp16), vl); + vse16_v_f16m1(output_data, _in, vl); + in += s1 * vl; + output_data += vl; + size -= vl; + } + } + } else if (input->dim_count == 3) { + int b0 = params->begin[0], b1 = params->begin[1], b2 = params->begin[2]; + int e0 = params->end[0], e1 = params->end[1], e2 = params->end[2]; + int s0 = params->stride[0], s1 = params->stride[1], s2 = params->stride[2]; + + for (int b = b0; s0 > 0 ? (b < e0) : (b > e0); b += s0) { + for (int c = b1; s1 > 0 ? (c < e1) : (c > e1); c += s1) { + __fp16 *in = (__fp16 *)input_data + (b * input->dim[1] + c) * input->dim[2] + b2; + int size = output->dim[output->dim_count - 1]; + while (size > 0) { + int vl = vsetvl_e16m1(size); + vfloat16m1_t _in = vlse16_v_f16m1(in, s2 * sizeof(__fp16), vl); + vse16_v_f16m1(output_data, _in, vl); + in += s2 * vl; + output_data += vl; + size -= vl; + } + } + } + } else if (input->dim_count == 4) { + int b0 = params->begin[0], b1 = params->begin[1], b2 = params->begin[2], + b3 = params->begin[3]; + int e0 = params->end[0], e1 = params->end[1], e2 = params->end[2], e3 = params->end[3]; + int s0 = params->stride[0], s1 = params->stride[1], s2 = params->stride[2], + s3 = params->stride[3]; + + for (int b = b0; s0 > 0 ? (b < e0) : (b > e0); b += s0) { + for (int c = b1; s1 > 0 ? (c < e1) : (c > e1); c += s1) { + for (int h = b2; s2 > 0 ? (h < e2) : (h > e2); h += s2) { + __fp16 *in = (__fp16 *)input_data + shl_ref_get_index(input->dim, b, c, h, b3); + int size = output->dim[output->dim_count - 1]; + while (size > 0) { + int vl = vsetvl_e16m1(size); + vfloat16m1_t _in = vlse16_v_f16m1(in, s3 * sizeof(__fp16), vl); + vse16_v_f16m1(output_data, _in, vl); + in += s3 * vl; + output_data += vl; + size -= vl; + } + } + } + } + } else if (input->dim_count == 5) { + int b0 = params->begin[0], b1 = params->begin[1], b2 = params->begin[2], + b3 = params->begin[3], b4 = params->begin[4]; + int e0 = params->end[0], e1 = params->end[1], e2 = params->end[2], e3 = params->end[3], + e4 = params->end[4]; + int s0 = params->stride[0], s1 = params->stride[1], s2 = params->stride[2], + s3 = params->stride[3], s4 = params->stride[4]; + for (int b = b0; s0 > 0 ? (b < e0) : (b > e0); b += s0) { + for (int c = b1; s1 > 0 ? (c < e1) : (c > e1); c += s1) { + for (int h = b2; s2 > 0 ? (h < e2) : (h > e2); h += s2) { + for (int w = b3; s3 > 0 ? (w < e3) : (w > e3); w += s3) { + __fp16 *in = + (__fp16 *)input_data + shl_ref_get_index_5(input->dim, b, c, h, w, b4); + int size = output->dim[output->dim_count - 1]; + while (size > 0) { + int vl = vsetvl_e16m1(size); + vfloat16m1_t _in = vlse16_v_f16m1(in, s4 * sizeof(__fp16), vl); + vse16_v_f16m1(output_data, _in, vl); + in += s4 * vl; + output_data += vl; + size -= vl; + } + } + } + } + } + } else { + int32_t *begin = params->begin; + int32_t *end = params->end; + int32_t *stride = params->stride; + + int in_dim = input->dim_count; + int32_t *idx = (int32_t *)shl_mem_alloc(in_dim * sizeof(int32_t)); + for (int i = 0; i < in_dim; i++) { + idx[i] = begin[i]; + } + int cur = 0; + int inner_size = output->dim[output->dim_count - 1]; + + while (stride[0] > 0 ? (idx[0] < end[0]) : (idx[0] > end[0])) { + if (cur == input->dim_count - 1) { + int size = inner_size; + __fp16 *in = (__fp16 *)input_data + get_index(input->dim, idx, in_dim); + while (size > 0) { + int vl = vsetvl_e16m1(size); + vfloat16m1_t _in = vlse16_v_f16m1(in, stride[cur] * sizeof(__fp16), vl); + vse16_v_f16m1(output_data, _in, vl); + in += stride[cur] * vl; + output_data += vl; + size -= vl; + } + cur -= 1; + idx[cur] += stride[cur]; + } else { + if (stride[cur] > 0 ? (idx[cur] < end[cur]) : (idx[cur] > end[cur])) { + cur += 1; + } else { + idx[cur] = begin[cur]; + cur -= 1; + idx[cur] += stride[cur]; + } + } + } + + shl_mem_free(idx); + } + return CSINN_TRUE; +} \ No newline at end of file diff --git a/source/thead_rvv/fp16/transpose.c b/source/thead_rvv/fp16/transpose.c index 78664478..63d496cc 100644 --- a/source/thead_rvv/fp16/transpose.c +++ b/source/thead_rvv/fp16/transpose.c @@ -16,13 +16,82 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" +static void transpose_021_fp16(__fp16 *src, __fp16 *dst, int batch, int inner_size, int outer_size) +{ + for (int b = 0; b < batch; b++) { + for (int i = 0; i < outer_size; i++) { + int size = inner_size; + __fp16 *d_ptr = dst + i; + while (size > 0) { + int vl = vsetvl_e16m4(size); + vfloat16m4_t _in = vle16_v_f16m4(src, vl); + src += vl; + vsse16_v_f16m4(d_ptr, outer_size * sizeof(__fp16), _in, vl); + d_ptr += vl * outer_size; + size -= vl; + } + } + dst += inner_size * outer_size; + } +} + +static int transpose_tail_coincide_fp16(struct csinn_tensor *input, struct csinn_tensor *output, + struct csinn_transpose_params *params, int tail) +{ + __fp16 *input_data = (__fp16 *)input->data; + __fp16 *output_data = (__fp16 *)output->data; + int32_t *in_dim = input->dim; + int32_t *out_dim = output->dim; + int32_t *permute = params->permute; + int permute_num = params->permute_num; + + int tail_size = 1; + for (int i = permute_num - 1; i >= permute_num - tail; i--) { + tail_size *= in_dim[i]; + } + + int32_t *idx = (int32_t *)shl_mem_alloc(permute_num * sizeof(int32_t)); + + int d = 0; + while (idx[0] < in_dim[0]) { + if (d == permute_num - tail) { + __fp16 *src = input_data + shl_rvv_transpose_get_in_index(in_dim, idx, permute_num); + __fp16 *dst = + output_data + shl_rvv_transpose_get_out_index(out_dim, idx, permute, permute_num); + int i = 0; + while (i < tail_size) { + int vl = vsetvl_e16m4(tail_size - i); + vfloat16m4_t _in = vle16_v_f16m4(src, vl); + vse16_v_f16m4(dst, _in, vl); + src += vl; + dst += vl; + i += vl; + } + d -= 1; + idx[d] += 1; + } else { + if (idx[d] < in_dim[d]) { + d += 1; + } else { + idx[d] = 0; + d -= 1; + idx[d] += 1; + } + } + } + + shl_mem_free(idx); + return CSINN_TRUE; +} + int shl_rvv_transpose_fp16(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_transpose_params *params) { + if (input->layout >= CSINN_LAYOUT_NC1WC0 && input->layout <= CSINN_LAYOUT_NC1DHWC0) { + return shl_ref_transpose_quant(input, output, params); + } if (params->permute_num == 4 && params->permute[0] == 0 && params->permute[1] == 1 && params->permute[2] == 2 && params->permute[3] == 3) { __fp16 *input_data = (__fp16 *)input->data; @@ -32,80 +101,24 @@ int shl_rvv_transpose_fp16(struct csinn_tensor *input, struct csinn_tensor *outp return CSINN_TRUE; } else if (params->permute_num == 4 && params->permute[0] == 0 && params->permute[1] == 2 && params->permute[2] == 3 && params->permute[3] == 1) { - __fp16 *input_data = (__fp16 *)input->data; - __fp16 *output_data = (__fp16 *)output->data; - int batch = input->dim[0]; int inner_size = input->dim[2] * input->dim[3]; int outer_size = input->dim[1]; - for (int b = 0; b < batch; b++) { - for (int i = 0; i < outer_size; i++) { - int size = inner_size; - __fp16 *out_ptr = output_data + i; - while (size > 0) { - int vl = vsetvl_e16m1(size); - vfloat16m1_t _input = vle16_v_f16m1(input_data, vl); - input_data += vl; - vsse16_v_f16m1(out_ptr, outer_size * sizeof(__fp16), _input, vl); - out_ptr += vl * outer_size; - size -= vl; - } - } - output_data += inner_size * outer_size; - } - return CSINN_TRUE; - } else if (params->permute_num == 4 && params->permute[0] == 0 && params->permute[1] == 2 && - params->permute[2] == 1 && params->permute[3] == 3) { - __fp16 *input_data = (__fp16 *)input->data; - __fp16 *output_data = (__fp16 *)output->data; - - int batch = input->dim[0]; - int outer_size = input->dim[2]; - int inner_size = input->dim[1]; - for (int b = 0; b < batch; b++) { - for (int i = 0; i < outer_size; i++) { - for (int j = 0; j < inner_size; j++) { - __fp16 *in_ptr = input_data + (j * outer_size + i) * input->dim[3]; - int size = input->dim[3]; - while (size > 0) { - int vl = vsetvl_e16m1(size); - vfloat16m1_t _input = vle16_v_f16m1(in_ptr, vl); - in_ptr += vl; - vse16_v_f16m1(output_data, _input, vl); - output_data += vl; - size -= vl; - } - } - } - input_data += input->dim[1] * input->dim[2] * input->dim[3]; - } - + transpose_021_fp16(input->data, output->data, batch, inner_size, outer_size); return CSINN_TRUE; } else if (params->permute_num == 3 && params->permute[0] == 0 && params->permute[1] == 2 && params->permute[2] == 1) { - __fp16 *input_data = (__fp16 *)input->data; - __fp16 *output_data = (__fp16 *)output->data; - int batch = input->dim[0]; - int outer_size = input->dim[2]; - int inner_size = input->dim[1]; - for (int b = 0; b < batch; b++) { - for (int i = 0; i < outer_size; i++) { - int size = inner_size; - __fp16 *in_ptr = input_data + i; - while (size > 0) { - int vl = vsetvl_e16m1(size); - vfloat16m1_t _input = vlse16_v_f16m1(in_ptr, outer_size * sizeof(__fp16), vl); - in_ptr += vl * outer_size; - vse16_v_f16m1(output_data, _input, vl); - output_data += vl; - size -= vl; - } - } - input_data += inner_size * outer_size; - } - + int inner_size = input->dim[2]; + int outer_size = input->dim[1]; + transpose_021_fp16(input->data, output->data, batch, inner_size, outer_size); return CSINN_TRUE; } - return shl_ref_siso_callback_base(input, output, params, shl_ref_transpose); + + int tail = shl_rvv_transpose_get_tail(params->permute, params->permute_num); + if (tail > 0) { + return transpose_tail_coincide_fp16(input, output, params, tail); + } + + return shl_ref_transpose_quant(input, output, params); } diff --git a/source/thead_rvv/fp32/add.c b/source/thead_rvv/fp32/add.c index 13d0b010..e91dd036 100644 --- a/source/thead_rvv/fp32/add.c +++ b/source/thead_rvv/fp32/add.c @@ -16,110 +16,78 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* note: VLEN = 128/256 *************************************************************/ -static int tail_coincide(struct csinn_tensor *input0, struct csinn_tensor *input1) +static void elementwise_add_fp32(struct csinn_tensor *input0, struct csinn_tensor *input1, + struct csinn_tensor *output) { - int flag = 1; - int i = 0, j = 0; - for (i = input1->dim_count - 1, j = input0->dim_count - 1; i >= 0; i--, j--) { - if (input0->dim[j] != input1->dim[i]) { - flag = 0; - break; - } - } - flag = 1; - for (; i >= 0; i--) { - if (input1->dim[i] != 1) { - flag = 0; - break; - } - } - return flag; -} + float *input0_data = (float *)input0->data; + float *input1_data = (float *)input1->data; + float *output_data = (float *)output->data; -static void element_add_fp32(float *input0, float *input1, float *output, int size) -{ + int64_t size = csinn_tensor_size(output); while (size > 0) { int vl = vsetvl_e32m2(size); - vfloat32m2_t _in0 = vle32_v_f32m2(input0, vl); - vfloat32m2_t _in1 = vle32_v_f32m2(input1, vl); + vfloat32m2_t _in0 = vle32_v_f32m2(input0_data, vl); + vfloat32m2_t _in1 = vle32_v_f32m2(input1_data, vl); vfloat32m2_t _sum = vfadd_vv_f32m2(_in0, _in1, vl); - vse32_v_f32m2(output, _sum, vl); - input0 += vl; - input1 += vl; - output += vl; + vse32_v_f32m2(output_data, _sum, vl); + input0_data += vl; + input1_data += vl; + output_data += vl; size -= vl; } } -int shl_rvv_add_fp32(struct csinn_tensor *input0, struct csinn_tensor *input1, - struct csinn_tensor *output, struct csinn_diso_params *params) +static void broadcast_single_1_add_fp32(struct csinn_tensor *input0, struct csinn_tensor *input1, + struct csinn_tensor *output) { float *input0_data = (float *)input0->data; float *input1_data = (float *)input1->data; float *output_data = (float *)output->data; - int in_size0 = csinn_tensor_size(input0); - int in_size1 = csinn_tensor_size(input1); - int out_size = csinn_tensor_size(output); - - // example: [1, 3, 224, 224] + [1] = [1, 3, 224, 224] - if (in_size1 == 1) { - int size = out_size; - while (size > 0) { - int vl = vsetvl_e32m2(size); - vfloat32m2_t _in0 = vle32_v_f32m2(input0_data, vl); - vfloat32m2_t _sum = vfadd_vf_f32m2(_in0, input1_data[0], vl); - vse32_v_f32m2(output_data, _sum, vl); - input0 += vl; - output += vl; - size -= vl; - } - } - // example: [1, 3, 224, 224] + [1, 3, 224, 224] = [1, 3, 224, 224] - else if (in_size0 == in_size1) { - element_add_fp32(input0_data, input1_data, output_data, out_size); - } - // example: [1, 3, 224, 224] + [224] or [1, 3, 224, 224] + [1, 224] - else if (tail_coincide(input0, input1)) { - int inner_size = in_size1; - int outer_size = out_size / in_size1; - for (int i = 0; i < outer_size; i++) { - element_add_fp32(input0_data, input1_data, output_data, inner_size); - input0_data += inner_size; - output_data += inner_size; - } + int64_t size = csinn_tensor_size(output); + while (size > 0) { + int vl = vsetvl_e32m2(size); + vfloat32m2_t _in0 = vle32_v_f32m2(input0_data, vl); + vfloat32m2_t _sum = vfadd_vf_f32m2(_in0, input1_data[0], vl); + vse32_v_f32m2(output_data, _sum, vl); + input0_data += vl; + output_data += vl; + size -= vl; } - // example: [1, 3, 224, 224] + [3, 224, 1] or [1, 3, 224, 224] + [3, 1, 224] - else { - float *in0_data_b = shl_mem_alloc(out_size * sizeof(float)); - float *in1_data_b = shl_mem_alloc(out_size * sizeof(float)); - - struct csinn_tensor *b_input0 = csinn_alloc_tensor(NULL); - struct csinn_tensor *b_input1 = csinn_alloc_tensor(NULL); - csinn_tensor_copy(b_input0, output); - csinn_tensor_copy(b_input1, output); - b_input0->data = in0_data_b; - b_input1->data = in1_data_b; - - shl_ref_broadcast_to_shape_f32(input0, b_input0, output->dim, output->dim_count); - shl_ref_broadcast_to_shape_f32(input1, b_input1, output->dim, output->dim_count); +} - input0_data = b_input0->data; - input1_data = b_input1->data; +int shl_rvv_add_fp32(struct csinn_tensor *input0, struct csinn_tensor *input1, + struct csinn_tensor *output, struct csinn_diso_params *params) +{ + int64_t in_size0 = csinn_tensor_size(input0); + int64_t in_size1 = csinn_tensor_size(input1); + int64_t out_size = csinn_tensor_size(output); - element_add_fp32(input0_data, input1_data, output_data, out_size); + bool is_elementwise = + (in_size0 == out_size) && (in_size1 == out_size) && (input0->layout == input1->layout); - shl_mem_free(in0_data_b); - shl_mem_free(in1_data_b); - csinn_free_tensor(b_input0); - csinn_free_tensor(b_input1); + if (is_elementwise) { + output->layout = input0->layout; + output->dim_count = input0->dim_count; + for (int i = 0; i < output->dim_count; i++) { + output->dim[i] = input0->dim[i]; + } + elementwise_add_fp32(input0, input1, output); + } else if (in_size1 == 1) { + output->layout = input0->layout; + output->dim_count = input0->dim_count; + for (int i = 0; i < output->dim_count; i++) { + output->dim[i] = input0->dim[i]; + } + broadcast_single_1_add_fp32(input0, input1, output); + } else { + /* TODO: recursive opt */ + return shl_ref_add_quant(input0, input1, output, params); } return CSINN_TRUE; } diff --git a/source/thead_rvv/fp32/avgpool.c b/source/thead_rvv/fp32/avgpool.c index 2b5868be..9f573cc3 100644 --- a/source/thead_rvv/fp32/avgpool.c +++ b/source/thead_rvv/fp32/avgpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" int shl_rvv_avgpool2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor *output, @@ -34,73 +32,80 @@ int shl_rvv_avgpool2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor int32_t pad_right = params->pad_right; int32_t pad_top = params->pad_top; int32_t pad_down = params->pad_down; - struct csinn_callback *cb = params->base.cb; cb->exec = NULL; const int packn = csrr_vlenb() / sizeof(float); + int elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_rvv_option *option = shl_rvv_get_graph_option(sess); + if (option && option->use_packn_layout) { + elempack = in_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + elempack = 1; + } + } // global avgpool2d if (in_h == kernel_h && in_w == kernel_w) { - cb->exec = (in_c % packn == 0) ? shl_rvv_global_avgpool2d_packn_fp32 - : shl_rvv_global_avgpool2d_fp32; + cb->exec = (elempack % packn == 0) ? shl_rvv_global_avgpool2d_packn_fp32 + : shl_rvv_global_avgpool2d_fp32; return CSINN_TRUE; } - if (stride_h == 2 && stride_w == 2) { - if (kernel_h == 2 && kernel_w == 2) { - if (pad_left == 0 && pad_top == 0) { - // adjust pad according to ceil_mode (ceil mode on caffe pytorch..) - if (in_h % 2 == 1 && params->ceil_mode == 1) { - if (params->pad_down) params->pad_down++; + if (elempack % packn == 0) { + cb->exec = shl_rvv_avgpool_packn_fp32; + } else { + if (stride_h == 2 && stride_w == 2) { + if (kernel_h == 2 && kernel_w == 2) { + if (pad_left == 0 && pad_top == 0) { + // adjust pad according to ceil_mode (ceil mode on caffe pytorch..) + if (in_h % 2 == 1 && params->ceil_mode == 1) { + if (params->pad_down) params->pad_down++; + } + if (in_w % 2 == 1 && params->ceil_mode == 1) { + if (params->pad_right) params->pad_right++; + } + // end consider ceil_mode 2x2s2p0 + cb->exec = shl_rvv_avgpool2x2s2_fp32; + } else if (pad_left == 1 && pad_top == 1) { + cb->exec = shl_rvv_avgpool2x2s2_p1_fp32; } - if (in_w % 2 == 1 && params->ceil_mode == 1) { - if (params->pad_right) params->pad_right++; + } else if (kernel_h == 3 && kernel_w == 3) { + if (pad_left == 0 && pad_top == 0) { + // adjust pad according to ceil_mode (ceil mode on caffe pytorch..) + if (in_h % 2 == 0 && params->ceil_mode == 1) { + if (params->pad_down == 0) + params->pad_down++; // origin pad_down mast be equal to zero ? + } + if (in_w % 2 == 0 && params->ceil_mode == 1) { + if (params->pad_right == 0) params->pad_right++; + } + // end consider ceil_mode 3x3s2p0 + cb->exec = shl_rvv_avgpool3x3s2_fp32; + } else if (pad_left == 1 && pad_top == 1) { + if (params->ceil_mode == 0) { + cb->exec = shl_rvv_avgpool3x3s2_p1_fp32; + } else { + if ((in_w % 2 == 0 && pad_right == 1) || (in_h % 2 == 0 && pad_down == 1)) { + cb->exec = shl_ref_avgpool2d_f32; + } else { + cb->exec = shl_rvv_avgpool3x3s2_p1_fp32; + } + } } - // end consider ceil_mode 2x2s2p0 - cb->exec = (in_c % packn == 0) ? shl_rvv_avgpool2x2s2_packn_fp32 - : shl_rvv_avgpool2x2s2_fp32; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; - } else if (pad_left == 1 && pad_top == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_avgpool2x2s2_packn_fp32 - : shl_rvv_avgpool2x2s2_p1_fp32; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; } - } else if (kernel_h == 3 && kernel_w == 3) { - if (pad_left == 0 && pad_top == 0) { - // adjust pad according to ceil_mode (ceil mode on caffe pytorch..) - if (in_h % 2 == 0 && params->ceil_mode == 1) { - if (params->pad_down == 0) - params->pad_down++; // origin pad_down mast be equal to zero ? - } - if (in_w % 2 == 0 && params->ceil_mode == 1) { - if (params->pad_right == 0) params->pad_right++; + } else if (stride_h == 1 && stride_w == 1) { + if (kernel_h == 3 && kernel_w == 3) { + if (pad_left == 1 && pad_top == 1 && pad_right == 1 && pad_down == 1) { + cb->exec = shl_rvv_avgpool3x3s1_p1_fp32; } - // end consider ceil_mode 3x3s2p0 - cb->exec = (in_c % packn == 0) ? shl_rvv_avgpool3x3s2_packn_fp32 - : shl_rvv_avgpool3x3s2_fp32; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; - } else if (pad_left == 1 && pad_top == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_avgpool3x3s2_packn_fp32 - : shl_rvv_avgpool3x3s2_p1_fp32; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; - } - } - } else if (stride_h == 1 && stride_w == 1) { - if (kernel_h == 3 && kernel_w == 3) { - if (pad_left == 1 && pad_top == 1 && pad_right == 1 && pad_down == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_avgpool3x3s1_packn_fp32 - : shl_rvv_avgpool3x3s1_p1_fp32; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; } } - } - - if (cb->exec == NULL) { - if (in_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; - cb->exec = shl_rvv_avgpool_packn_fp32; - } else { + if (cb->exec == NULL) { shl_debug_warning( "avgpool is not optimized to achieve under this condition on rvv, call reference " "func replaced.\n"); @@ -116,9 +121,22 @@ int shl_rvv_global_avgpool2d_init_fp32(struct csinn_tensor *input, struct csinn_ int32_t in_c = input->dim[1]; struct csinn_callback *cb = params->base.cb; cb->exec = NULL; - int packn = 0; - packn = csrr_vlenb() / sizeof(float); - cb->exec = - (in_c % packn == 0) ? shl_rvv_global_avgpool2d_packn_fp32 : shl_rvv_global_avgpool2d_fp32; + int packn = csrr_vlenb() / sizeof(float); + int elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_rvv_option *option = shl_rvv_get_graph_option(sess); + if (option && option->use_packn_layout) { + elempack = in_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + elempack = 1; + } + } + + cb->exec = (elempack % packn == 0) ? shl_rvv_global_avgpool2d_packn_fp32 + : shl_rvv_global_avgpool2d_fp32; + return CSINN_TRUE; } diff --git a/source/thead_rvv/fp32/avgpool_2x2_fp32.c b/source/thead_rvv/fp32/avgpool_2x2_fp32.c index 30b02e04..9de72def 100644 --- a/source/thead_rvv/fp32/avgpool_2x2_fp32.c +++ b/source/thead_rvv/fp32/avgpool_2x2_fp32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* diff --git a/source/thead_rvv/fp32/avgpool_2x2_fp32_packn.c b/source/thead_rvv/fp32/avgpool_2x2_fp32_packn.c index 90c8d286..caf8076a 100644 --- a/source/thead_rvv/fp32/avgpool_2x2_fp32_packn.c +++ b/source/thead_rvv/fp32/avgpool_2x2_fp32_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -27,11 +25,20 @@ int shl_rvv_avgpool2x2s2_packn_fp32(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; diff --git a/source/thead_rvv/fp32/avgpool_3x3_fp32.c b/source/thead_rvv/fp32/avgpool_3x3_fp32.c index dfe8c33f..baaded0f 100644 --- a/source/thead_rvv/fp32/avgpool_3x3_fp32.c +++ b/source/thead_rvv/fp32/avgpool_3x3_fp32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* diff --git a/source/thead_rvv/fp32/avgpool_3x3_fp32_packn.c b/source/thead_rvv/fp32/avgpool_3x3_fp32_packn.c index 3ded9299..6acd2fb9 100644 --- a/source/thead_rvv/fp32/avgpool_3x3_fp32_packn.c +++ b/source/thead_rvv/fp32/avgpool_3x3_fp32_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -26,11 +24,20 @@ int shl_rvv_avgpool3x3s2_packn_fp32(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; @@ -93,11 +100,20 @@ int shl_rvv_avgpool3x3s2_packn_fp32(struct csinn_tensor *input, struct csinn_ten int shl_rvv_avgpool3x3s1_packn_fp32(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; diff --git a/source/thead_rvv/fp32/avgpool_fp32_nhwc.c b/source/thead_rvv/fp32/avgpool_fp32_nhwc.c index 981aeb58..e48bffb2 100644 --- a/source/thead_rvv/fp32/avgpool_fp32_nhwc.c +++ b/source/thead_rvv/fp32/avgpool_fp32_nhwc.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" #define max(a, b) ((a) > (b) ? (a) : (b)) diff --git a/source/thead_rvv/fp32/avgpool_fp32_packn.c b/source/thead_rvv/fp32/avgpool_fp32_packn.c index 4aaf64dc..b0124cbc 100644 --- a/source/thead_rvv/fp32/avgpool_fp32_packn.c +++ b/source/thead_rvv/fp32/avgpool_fp32_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -107,11 +105,20 @@ static void avgpool_border_fp32_packn(const float *src, float *dst, int shl_rvv_avgpool_packn_fp32(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; @@ -134,7 +141,7 @@ int shl_rvv_avgpool_packn_fp32(struct csinn_tensor *input, struct csinn_tensor * int dst_1x8_start_w = max((pad_left + stride_w - 1) / stride_w, 0); int dst_1x8_end_w = min((in_w + pad_left - kernel_w) / stride_w + 1, out_w); - for (int bc = 0; bc < batch * in_c; bc += packn) { + for (int bc = 0; bc + packn - 1 < batch * in_c; bc += packn) { const float *in_ptr = input_data + bc * in_h * in_w; float *out_ptr = output_data + bc * out_h * out_w; diff --git a/source/thead_rvv/fp32/clip.c b/source/thead_rvv/fp32/clip.c index 37fd6cd2..6e13cbd5 100644 --- a/source/thead_rvv/fp32/clip.c +++ b/source/thead_rvv/fp32/clip.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -40,5 +38,11 @@ int shl_rvv_clip_fp32(struct csinn_tensor *input, struct csinn_tensor *output, output_data += vl; size -= vl; } + + output->layout = input->layout; + output->dim_count = input->dim_count; + for (int i = 0; i < output->dim_count; i++) { + output->dim[i] = input->dim[i]; + } return CSINN_TRUE; } diff --git a/source/thead_rvv/fp32/concat.c b/source/thead_rvv/fp32/concat.c index a6283c0c..f99ed502 100644 --- a/source/thead_rvv/fp32/concat.c +++ b/source/thead_rvv/fp32/concat.c @@ -15,13 +15,23 @@ * See the License for the specific language governing permissions and * limitations under the License. */ - -/* SHL version 2.1.x */ #include "shl_thead_rvv.h" -int shl_rvv_concat_fp32(struct csinn_tensor **input, struct csinn_tensor *output, - struct csinn_concat_params *params) +static int shl_rvv_concat_ndarray_fp32(struct csinn_tensor **input, struct csinn_tensor *output, + struct csinn_concat_params *params) { + /* update output tensor */ + output->layout = input[0]->layout; + output->dim_count = input[0]->dim_count; + for (int i = 0; i < output->dim_count; i++) { + output->dim[i] = input[0]->dim[i]; + } + int axis_shape = 0; + for (int i = 0; i < params->inputs_count; i++) { + axis_shape += input[i]->dim[params->axis]; + } + output->dim[params->axis] = axis_shape; + int64_t outer_size = 1; for (int i = 0; i < params->axis; ++i) { outer_size *= output->dim[i]; @@ -51,3 +61,50 @@ int shl_rvv_concat_fp32(struct csinn_tensor **input, struct csinn_tensor *output } return CSINN_TRUE; } + +int shl_rvv_concat_fp32(struct csinn_tensor **input, struct csinn_tensor *output, + struct csinn_concat_params *params) +{ + int axis = params->axis; + int ch_interleave = 0; + int same_layout = 1; + for (int i = 1; i < params->inputs_count; i++) { + if (input[i]->layout != input[i - 1]->layout) { + same_layout = 0; + break; + } + } + if (same_layout) { + return shl_rvv_concat_ndarray_fp32(input, output, params); + } else { + /* TODO: support more layout */ + if (axis == 1) { + for (int i = 0; i < params->inputs_count; i++) { + struct csinn_tensor *input_item = input[i]; + if (input_item->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp32(input_item); + } else if (input_item->layout == CSINN_LAYOUT_NCHW) { + continue; + } else { + shl_debug_error("%s: unsupport layout %d\n", __func__, input_item->layout); + return CSINN_UNSUPPORT_LAYOUT; + } + } + return shl_rvv_concat_ndarray_fp32(input, output, params); + } else { + for (int i = 0; i < params->inputs_count; i++) { + struct csinn_tensor *input_item = input[i]; + if (input_item->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input_item); + } else if (input_item->layout == CSINN_LAYOUT_NC1HWC0) { + continue; + } else { + shl_debug_error("%s: unsupport layout %d\n", __func__, input_item->layout); + return CSINN_UNSUPPORT_LAYOUT; + } + } + return shl_rvv_concat_ndarray_fp32(input, output, params); + } + } + return CSINN_TRUE; +} diff --git a/source/thead_rvv/fp32/convolution.c b/source/thead_rvv/fp32/convolution.c index 14fe00f5..58347b70 100644 --- a/source/thead_rvv/fp32/convolution.c +++ b/source/thead_rvv/fp32/convolution.c @@ -16,15 +16,13 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" int shl_rvv_conv2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { - int32_t out_c = kernel->dim[0]; + int32_t out_c = kernel->dim[0] / params->group; int32_t in_c = kernel->dim[1]; int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; @@ -37,24 +35,43 @@ int shl_rvv_conv2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor *ou struct csinn_callback *cb = params->base.cb; const int packn = csrr_vlenb() / sizeof(float); - + int in_elempack = 1; + int out_elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_rvv_option *option = shl_rvv_get_graph_option(sess); + if (option && option->use_packn_layout) { + in_elempack = in_c % packn == 0 ? packn : 1; + out_elempack = out_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + in_elempack = 1; + } + } + bool binary_model_op_init = shl_rvv_get_binary_model_op_init(sess); // packn - if (in_c % packn == 0 && out_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; + if (in_elempack % packn == 0 && out_elempack % packn == 0) { if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { params->conv_extra.conv_mode = CSINN_GEMM; - shl_rvv_conv1x1s1_gemm_reorder_kernel_packn_fp32(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv1x1s1_gemm_reorder_kernel_packn_fp32(kernel, params); + } cb->exec = shl_rvv_conv1x1s1_gemm_packn_fp32; } else if (kernel_h == 3 && kernel_w == 3 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { if (params->group > 1) { params->conv_extra.conv_mode = CSINN_GEMM; - shl_rvv_conv_im2col_gemm_reorder_kernel_packn_fp32(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv_im2col_gemm_reorder_kernel_packn_fp32(kernel, params); + } cb->exec = shl_rvv_conv_im2col_gemm_packn_fp32; return CSINN_TRUE; } else { params->conv_extra.conv_mode = CSINN_WINOGRAD; + + // TODO: params->conv_extra.kernel_tm in binary model struct csinn_tensor *t_kernel = csinn_alloc_tensor(NULL); if ((in_h < 13) && (in_w < 13)) { shl_rvv_wg_b4f3s1_trans_kernel_packn_fp32(kernel, t_kernel); @@ -67,47 +84,60 @@ int shl_rvv_conv2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor *ou } } else { params->conv_extra.conv_mode = CSINN_GEMM; - shl_rvv_conv_im2col_gemm_reorder_kernel_packn_fp32(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv_im2col_gemm_reorder_kernel_packn_fp32(kernel, params); + } cb->exec = shl_rvv_conv_im2col_gemm_packn_fp32; } } // pack1ton - if (in_c % packn != 0 && out_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; + if (in_elempack % packn != 0 && out_elempack % packn == 0) { params->conv_extra.conv_mode = CSINN_GEMM; if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { - shl_rvv_conv1x1s1_gemm_reorder_kernel_pack1ton_fp32(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv1x1s1_gemm_reorder_kernel_pack1ton_fp32(kernel, params); + } cb->exec = shl_rvv_conv1x1s1_gemm_pack1ton_fp32; } else { - shl_rvv_conv_im2col_gemm_reorder_kernel_pack1ton_fp32(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv_im2col_gemm_reorder_kernel_pack1ton_fp32(kernel, params); + } cb->exec = shl_rvv_conv_im2col_gemm_pack1ton_fp32; } } // packnto1 - if (in_c % packn == 0 && out_c % packn != 0) { + if (in_elempack % packn == 0 && out_elempack % packn != 0) { params->conv_extra.conv_mode = CSINN_GEMM; if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { - shl_rvv_conv1x1s1_gemm_reorder_kernel_packnto1_fp32(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv1x1s1_gemm_reorder_kernel_packnto1_fp32(kernel, params); + } cb->exec = shl_rvv_conv1x1s1_gemm_packnto1_fp32; } else { - shl_rvv_conv_im2col_gemm_reorder_kernel_packnto1_fp32(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv_im2col_gemm_reorder_kernel_packnto1_fp32(kernel, params); + } cb->exec = shl_rvv_conv_im2col_gemm_packnto1_fp32; } } // pack1 - if (in_c % packn != 0 && out_c % packn != 0) { + if (in_elempack % packn != 0 && out_elempack % packn != 0) { params->conv_extra.conv_mode = CSINN_GEMM; if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { - shl_rvv_conv1x1s1_gemm_reorder_kernel_fp32(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv1x1s1_gemm_reorder_kernel_fp32(kernel, params); + } cb->exec = shl_rvv_conv1x1s1_gemm_fp32; } else { - shl_rvv_conv_im2col_gemm_reorder_kernel_fp32(kernel, params); + if (!binary_model_op_init) { + shl_rvv_conv_im2col_gemm_reorder_kernel_fp32(kernel, params); + } cb->exec = shl_rvv_conv_im2col_gemm_fp32; } } diff --git a/source/thead_rvv/fp32/convolution_1x1_fp32.c b/source/thead_rvv/fp32/convolution_1x1_fp32.c index 84bb2c87..a3d4a705 100644 --- a/source/thead_rvv/fp32/convolution_1x1_fp32.c +++ b/source/thead_rvv/fp32/convolution_1x1_fp32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" void shl_rvv_conv1x1s1_gemm_reorder_kernel_fp32(struct csinn_tensor *kernel, @@ -41,6 +39,9 @@ int shl_rvv_conv1x1s1_gemm_fp32(struct csinn_tensor *input, struct csinn_tensor struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp32(input); + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *kernel_data = (float *)kernel->data; diff --git a/source/thead_rvv/fp32/convolution_1x1_fp32_pack1ton.c b/source/thead_rvv/fp32/convolution_1x1_fp32_pack1ton.c index 2af2e8ae..fd9910cf 100644 --- a/source/thead_rvv/fp32/convolution_1x1_fp32_pack1ton.c +++ b/source/thead_rvv/fp32/convolution_1x1_fp32_pack1ton.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************************************* @@ -34,6 +32,16 @@ int shl_rvv_conv1x1s1_gemm_pack1ton_fp32(struct csinn_tensor *input, struct csin struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp32(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + const int packn = csrr_vlenb() / sizeof(float); + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *kernel_data = (float *)kernel->data; diff --git a/source/thead_rvv/fp32/convolution_1x1_fp32_packn.c b/source/thead_rvv/fp32/convolution_1x1_fp32_packn.c index 63cb5513..49452549 100644 --- a/source/thead_rvv/fp32/convolution_1x1_fp32_packn.c +++ b/source/thead_rvv/fp32/convolution_1x1_fp32_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" void shl_rvv_conv1x1s1_gemm_reorder_kernel_packn_fp32(struct csinn_tensor *kernel, @@ -30,6 +28,16 @@ int shl_rvv_conv1x1s1_gemm_packn_fp32(struct csinn_tensor *input, struct csinn_t struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + const int packn = csrr_vlenb() / sizeof(float); + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *kernel_data = (float *)kernel->data; @@ -37,7 +45,7 @@ int shl_rvv_conv1x1s1_gemm_packn_fp32(struct csinn_tensor *input, struct csinn_t int32_t group = params->group; int32_t batch = input->dim[0]; // assert(batch == 1); - int32_t in_ch = input->dim[1]; + int32_t in_ch = input->dim[1] * input->dim[4]; int32_t out_ch = kernel->dim[0]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; diff --git a/source/thead_rvv/fp32/convolution_1x1_fp32_packnto1.c b/source/thead_rvv/fp32/convolution_1x1_fp32_packnto1.c index 67200032..67b9ca74 100644 --- a/source/thead_rvv/fp32/convolution_1x1_fp32_packnto1.c +++ b/source/thead_rvv/fp32/convolution_1x1_fp32_packnto1.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" void shl_rvv_conv1x1s1_gemm_reorder_kernel_packnto1_fp32(struct csinn_tensor *kernel, @@ -30,6 +28,9 @@ int shl_rvv_conv1x1s1_gemm_packnto1_fp32(struct csinn_tensor *input, struct csin struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input); + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *kernel_data = (float *)kernel->data; @@ -37,7 +38,7 @@ int shl_rvv_conv1x1s1_gemm_packnto1_fp32(struct csinn_tensor *input, struct csin int32_t group = params->group; int32_t batch = input->dim[0]; // assert(batch == 1); - int32_t in_ch = input->dim[1]; + int32_t in_ch = input->dim[1] * input->dim[4]; int32_t out_ch = kernel->dim[0]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; diff --git a/source/thead_rvv/fp32/convolution_3x3_fp32_packn.c b/source/thead_rvv/fp32/convolution_3x3_fp32_packn.c index bb30b87c..91382715 100644 --- a/source/thead_rvv/fp32/convolution_3x3_fp32_packn.c +++ b/source/thead_rvv/fp32/convolution_3x3_fp32_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -997,6 +995,15 @@ int shl_rvv_wg_b4f3s1_packn_fp32(struct csinn_tensor *input, struct csinn_tensor struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *kernel_data = (float *)params->conv_extra.kernel_tm->data; @@ -1007,7 +1014,7 @@ int shl_rvv_wg_b4f3s1_packn_fp32(struct csinn_tensor *input, struct csinn_tensor int pad_top = params->pad_top; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; @@ -1186,6 +1193,15 @@ int shl_rvv_wg_b6f3s1_packn_fp32(struct csinn_tensor *input, struct csinn_tensor struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *kernel_data = (float *)params->conv_extra.kernel_tm->data; @@ -1196,7 +1212,7 @@ int shl_rvv_wg_b6f3s1_packn_fp32(struct csinn_tensor *input, struct csinn_tensor int pad_top = params->pad_top; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; diff --git a/source/thead_rvv/fp32/convolution_gemm_fp32.c b/source/thead_rvv/fp32/convolution_gemm_fp32.c index 3f06d91e..602d687e 100644 --- a/source/thead_rvv/fp32/convolution_gemm_fp32.c +++ b/source/thead_rvv/fp32/convolution_gemm_fp32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************************************* @@ -45,6 +43,9 @@ int shl_rvv_conv_im2col_gemm_fp32(struct csinn_tensor *input, struct csinn_tenso struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp32(input); + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *kernel_data = (float *)kernel->data; @@ -64,13 +65,11 @@ int shl_rvv_conv_im2col_gemm_fp32(struct csinn_tensor *input, struct csinn_tenso int32_t stride_w = params->stride_width; int32_t pad_left = params->pad_left; int32_t pad_top = params->pad_top; - - // im2col matrix_col = out_height * out_width - // im2col matrix_row = channel_col - int channel_col = in_ch / group * ksize_h * ksize_w; + int32_t dilation_h = params->dilation_height; + int32_t dilation_w = params->dilation_width; int32_t m = out_ch / group; - int32_t k = channel_col; + int32_t k = in_ch / group * ksize_h * ksize_w; int32_t n = out_height * out_width; float *im2col_data = (float *)shl_mem_alloc(k * n * sizeof(float)); @@ -79,27 +78,34 @@ int shl_rvv_conv_im2col_gemm_fp32(struct csinn_tensor *input, struct csinn_tenso for (int i = 0; i < batch; i++) { for (int g = 0; g < group; g++) { // im2col - for (int c = 0; c < channel_col; ++c) { - int w_offset = c % ksize_w; - int h_offset = c / ksize_w % ksize_h; - int c_im = c / ksize_h / ksize_w; - for (int h = 0; h < out_height; ++h) { - for (int w = 0; w < out_width; ++w) { - int im_row = h_offset + h * stride_h; - int im_col = w_offset + w * stride_w; - int col_index = - (c * out_height + h) * out_width + w; // [channel_col, out_h, out_w] - im_row = im_row - params->pad_top; - im_col = im_col - params->pad_left; - if (im_row < 0 || im_col < 0 || im_row >= in_height || im_col >= in_width) { - im2col_data[col_index] = 0.0f; - } else { - im2col_data[col_index] = - input_data[(c_im * input->dim[2] + im_row) * input->dim[3] + - im_col]; + float *data_col = im2col_data; + float *channel_data = input_data; + for (int c = 0; c < in_ch / group; c++) { + for (int kh = 0; kh < ksize_h; kh++) { + for (int kw = 0; kw < ksize_w; kw++) { + int in_row = -pad_top + kh * dilation_h; + for (int oh = 0; oh < out_height; oh++) { + if (in_row >= in_height || in_row < 0) { + for (int ow = 0; ow < out_width; ow++) { + *data_col++ = 0.0f; + } + } else { + int in_col = -pad_left + kw * dilation_w; + for (int ow1 = 0; ow1 < out_width; ow1++) { + int col_idx = (c * out_height + oh) * out_width + ow1; + if (in_col < in_width && in_col >= 0) { + *data_col++ = channel_data[in_row * in_width + in_col]; + } else { + *data_col++ = 0.0f; + } + in_col += stride_w; + } + } + in_row += stride_h; } } } + channel_data += in_height * in_width; } float *pa = kernel_data + g * m * k; diff --git a/source/thead_rvv/fp32/convolution_gemm_fp32_pack1ton.c b/source/thead_rvv/fp32/convolution_gemm_fp32_pack1ton.c index 0e1b53b0..ee407e9d 100644 --- a/source/thead_rvv/fp32/convolution_gemm_fp32_pack1ton.c +++ b/source/thead_rvv/fp32/convolution_gemm_fp32_pack1ton.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -123,6 +121,16 @@ int shl_rvv_conv_im2col_gemm_pack1ton_fp32(struct csinn_tensor *input, struct cs struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp32(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + const int packn = csrr_vlenb() / sizeof(float); + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *kernel_data = (float *)kernel->data; @@ -136,10 +144,13 @@ int shl_rvv_conv_im2col_gemm_pack1ton_fp32(struct csinn_tensor *input, struct cs int32_t out_c = kernel->dim[0]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; + int32_t ksize_h = kernel->dim[2]; int32_t ksize_w = kernel->dim[3]; int32_t stride_h = params->stride_height; int32_t stride_w = params->stride_width; + int32_t dilation_h = params->dilation_height; + int32_t dilation_w = params->dilation_width; int32_t m = out_c / group; int32_t in_cp = in_c / group; @@ -149,13 +160,13 @@ int shl_rvv_conv_im2col_gemm_pack1ton_fp32(struct csinn_tensor *input, struct cs for (int i = 0; i < batch; i++) { for (int g = 0; g < group; g++) { // padding - int padded_in_hw = (in_h + params->pad_top + params->pad_down) * - (in_w + params->pad_left + params->pad_right); + int padded_in_h = in_h + params->pad_top + params->pad_down; + int padded_in_w = in_w + params->pad_left + params->pad_right; + int padded_in_hw = padded_in_h * padded_in_w; float *input_pad_buf = (float *)shl_mem_alloc(in_cp * padded_in_hw * sizeof(float)); shl_rvv_pad_input_pack1ton_fp32(input_data, input_pad_buf, in_cp, in_h, in_w, - (in_h + params->pad_top + params->pad_down), - (in_w + params->pad_left + params->pad_right), - params->pad_top, params->pad_left); + padded_in_h, padded_in_w, params->pad_top, + params->pad_left); // im2col const int packn = csrr_vlenb() / sizeof(float); @@ -163,8 +174,7 @@ int shl_rvv_conv_im2col_gemm_pack1ton_fp32(struct csinn_tensor *input, struct cs // [in_c/packn, maxk, out_h, out_w, packn] + [maxk, out_h, out_w, in_c%packn] float *im2col_buf = (float *)shl_mem_alloc(in_cp * maxk * n * sizeof(float)); - const int tailstep = - ((in_w + params->pad_left + params->pad_right) * stride_h - out_w * stride_w); + const int tailstep = (padded_in_w * stride_h - out_w * stride_w); const float *img0 = input_pad_buf; float *dst_ptr = im2col_buf; @@ -176,7 +186,7 @@ int shl_rvv_conv_im2col_gemm_pack1ton_fp32(struct csinn_tensor *input, struct cs for (int a = 0; a < ksize_h; a++) { for (int b = 0; b < ksize_w; b++) { const float *img1 = - img0 + a * (in_w + params->pad_left + params->pad_right) * vl + b * vl; + img0 + a * dilation_h * padded_in_w * vl + b * dilation_w * vl; for (int p = 0; p < out_h; p++) { for (int q = 0; q < out_w; q++) { diff --git a/source/thead_rvv/fp32/convolution_gemm_fp32_packn.c b/source/thead_rvv/fp32/convolution_gemm_fp32_packn.c index d3cc4dc5..d130503d 100644 --- a/source/thead_rvv/fp32/convolution_gemm_fp32_packn.c +++ b/source/thead_rvv/fp32/convolution_gemm_fp32_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -99,6 +97,16 @@ int shl_rvv_conv_im2col_gemm_packn_fp32(struct csinn_tensor *input, struct csinn struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + const int packn = csrr_vlenb() / sizeof(float); + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *kernel_data = (float *)kernel->data; @@ -106,16 +114,19 @@ int shl_rvv_conv_im2col_gemm_packn_fp32(struct csinn_tensor *input, struct csinn int32_t group = params->group; int32_t batch = input->dim[0]; - int32_t in_c = input->dim[1]; + int32_t in_c = input->dim[1] * input->dim[4]; int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; int32_t out_c = kernel->dim[0]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; + int32_t ksize_h = kernel->dim[2]; int32_t ksize_w = kernel->dim[3]; int32_t stride_h = params->stride_height; int32_t stride_w = params->stride_width; + int32_t dilation_h = params->dilation_height; + int32_t dilation_w = params->dilation_width; int32_t m = out_c / group; int32_t in_cp = in_c / group; @@ -125,13 +136,12 @@ int shl_rvv_conv_im2col_gemm_packn_fp32(struct csinn_tensor *input, struct csinn for (int i = 0; i < batch; i++) { for (int g = 0; g < group; g++) { // padding - int padded_in_hw = (in_h + params->pad_top + params->pad_down) * - (in_w + params->pad_left + params->pad_right); + int padded_in_h = in_h + params->pad_top + params->pad_down; + int padded_in_w = in_w + params->pad_left + params->pad_right; + int padded_in_hw = padded_in_h * padded_in_w; float *input_pad_buf = (float *)shl_mem_alloc(in_cp * padded_in_hw * sizeof(float)); - shl_rvv_pad_input_packn_fp32(input_data, input_pad_buf, in_cp, in_h, in_w, - (in_h + params->pad_top + params->pad_down), - (in_w + params->pad_left + params->pad_right), - params->pad_top, params->pad_left); + shl_rvv_pad_input_packn_fp32(input_data, input_pad_buf, in_cp, in_h, in_w, padded_in_h, + padded_in_w, params->pad_top, params->pad_left); // im2col const int packn = csrr_vlenb() / sizeof(float); @@ -140,9 +150,7 @@ int shl_rvv_conv_im2col_gemm_packn_fp32(struct csinn_tensor *input, struct csinn // [in_c/packn, maxk, out_h, out_w, packn] float *im2col_buf = (float *)shl_mem_alloc(in_cp / packn * maxk * out_h * out_w * packn * sizeof(float)); - const int tailstep = - ((in_w + params->pad_left + params->pad_right) * stride_h - out_w * stride_w) * - packn; + const int tailstep = (padded_in_w * stride_h - out_w * stride_w) * packn; for (int c = 0; c + packn - 1 < in_cp; c += packn) { const float *img0 = input_pad_buf + c * padded_in_hw; @@ -151,8 +159,7 @@ int shl_rvv_conv_im2col_gemm_packn_fp32(struct csinn_tensor *input, struct csinn for (int a = 0; a < ksize_h; a++) { for (int b = 0; b < ksize_w; b++) { const float *img1 = - img0 + a * (in_w + params->pad_left + params->pad_right) * packn + - b * packn; + img0 + a * dilation_h * padded_in_w * packn + b * dilation_w * packn; for (int p = 0; p < out_h; p++) { for (int q = 0; q < out_w; q++) { diff --git a/source/thead_rvv/fp32/convolution_gemm_fp32_packnto1.c b/source/thead_rvv/fp32/convolution_gemm_fp32_packnto1.c index 755f4946..ee612a6e 100644 --- a/source/thead_rvv/fp32/convolution_gemm_fp32_packnto1.c +++ b/source/thead_rvv/fp32/convolution_gemm_fp32_packnto1.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -117,6 +115,9 @@ int shl_rvv_conv_im2col_gemm_packnto1_fp32(struct csinn_tensor *input, struct cs struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input); + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *kernel_data = (float *)kernel->data; @@ -124,7 +125,7 @@ int shl_rvv_conv_im2col_gemm_packnto1_fp32(struct csinn_tensor *input, struct cs int32_t group = params->group; int32_t batch = input->dim[0]; - int32_t in_c = input->dim[1]; + int32_t in_c = input->dim[1] * input->dim[4]; int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; int32_t out_c = kernel->dim[0]; @@ -134,6 +135,8 @@ int shl_rvv_conv_im2col_gemm_packnto1_fp32(struct csinn_tensor *input, struct cs int32_t ksize_w = kernel->dim[3]; int32_t stride_h = params->stride_height; int32_t stride_w = params->stride_width; + int32_t dilation_h = params->dilation_height; + int32_t dilation_w = params->dilation_width; int32_t m = out_c / group; int32_t in_cp = in_c / group; @@ -145,13 +148,12 @@ int shl_rvv_conv_im2col_gemm_packnto1_fp32(struct csinn_tensor *input, struct cs for (int i = 0; i < batch; i++) { for (int g = 0; g < group; g++) { // padding - int padded_in_hw = (in_h + params->pad_top + params->pad_down) * - (in_w + params->pad_left + params->pad_right); + int padded_in_h = in_h + params->pad_top + params->pad_down; + int padded_in_w = in_w + params->pad_left + params->pad_right; + int padded_in_hw = padded_in_h * padded_in_w; float *input_pad_buf = (float *)shl_mem_alloc(in_cp * padded_in_hw * sizeof(float)); - shl_rvv_pad_input_packn_fp32(input_data, input_pad_buf, in_cp, in_h, in_w, - (in_h + params->pad_top + params->pad_down), - (in_w + params->pad_left + params->pad_right), - params->pad_top, params->pad_left); + shl_rvv_pad_input_packn_fp32(input_data, input_pad_buf, in_cp, in_h, in_w, padded_in_h, + padded_in_w, params->pad_top, params->pad_left); // im2col const int packn = csrr_vlenb() / sizeof(float); @@ -160,9 +162,7 @@ int shl_rvv_conv_im2col_gemm_packnto1_fp32(struct csinn_tensor *input, struct cs // [in_c/packn, maxk, out_h, out_w, packn] float *im2col_buf = (float *)shl_mem_alloc(in_cp / packn * maxk * out_h * out_w * packn * sizeof(float)); - const int tailstep = - ((in_w + params->pad_left + params->pad_right) * stride_h - out_w * stride_w) * - packn; + const int tailstep = (padded_in_w * stride_h - out_w * stride_w) * packn; for (int c = 0; c + packn - 1 < in_cp; c += packn) { const float *img0 = input_pad_buf + c * padded_in_hw; @@ -171,8 +171,7 @@ int shl_rvv_conv_im2col_gemm_packnto1_fp32(struct csinn_tensor *input, struct cs for (int a = 0; a < ksize_h; a++) { for (int b = 0; b < ksize_w; b++) { const float *img1 = - img0 + a * (in_w + params->pad_left + params->pad_right) * packn + - b * packn; + img0 + a * dilation_h * padded_in_w * packn + b * dilation_w * packn; for (int p = 0; p < out_h; p++) { for (int q = 0; q < out_w; q++) { diff --git a/source/thead_rvv/fp32/depthwise_convolution.c b/source/thead_rvv/fp32/depthwise_convolution.c index 34d65e4e..e686a78a 100644 --- a/source/thead_rvv/fp32/depthwise_convolution.c +++ b/source/thead_rvv/fp32/depthwise_convolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" int shl_rvv_depthwise_conv2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor *output, @@ -34,10 +32,27 @@ int shl_rvv_depthwise_conv2d_init_fp32(struct csinn_tensor *input, struct csinn_ struct csinn_callback *cb = params->base.cb; const int packn = csrr_vlenb() / sizeof(float); + int in_elempack = 1; + int out_elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_rvv_option *option = shl_rvv_get_graph_option(sess); + if (option && option->use_packn_layout) { + in_elempack = in_c % packn == 0 ? packn : 1; + out_elempack = out_c % packn == 0 ? packn : 1; + } - if (in_c % packn == 0 && out_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; - shl_rvv_dwconv_reorder_kernel_packn_fp32(kernel, params); + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + in_elempack = 1; + out_elempack = 1; // dwconv2d out_channel pack is same as in_channel + } + } + bool binary_model_op_init = shl_rvv_get_binary_model_op_init(sess); + if (in_elempack % packn == 0 && out_elempack % packn == 0) { + if (!binary_model_op_init) { + shl_rvv_dwconv_reorder_kernel_packn_fp32(kernel, params); + } if (kernel_h == 3 && kernel_w == 3 && stride_h == 1 && stride_w == 1) { cb->exec = shl_rvv_dwconv3x3s1_packn_fp32; } else if (kernel_h == 3 && kernel_w == 3 && stride_h == 2 && stride_w == 2) { @@ -47,7 +62,7 @@ int shl_rvv_depthwise_conv2d_init_fp32(struct csinn_tensor *input, struct csinn_ } } - if (in_c % packn != 0 && out_c % packn != 0) { + if (in_elempack % packn != 0 && out_elempack % packn != 0) { if (kernel_h == 3 && kernel_w == 3 && stride_h == 1 && stride_w == 1) { cb->exec = shl_rvv_dwconv3x3s1_fp32; } else if (kernel_h == 3 && kernel_w == 3 && stride_h == 2 && stride_w == 2) { diff --git a/source/thead_rvv/fp32/depthwise_convolution_3x3_fp32.c b/source/thead_rvv/fp32/depthwise_convolution_3x3_fp32.c index 13951ddf..2564e6f2 100644 --- a/source/thead_rvv/fp32/depthwise_convolution_3x3_fp32.c +++ b/source/thead_rvv/fp32/depthwise_convolution_3x3_fp32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -27,6 +25,9 @@ int shl_rvv_dwconv3x3s1_fp32(struct csinn_tensor *input, struct csinn_tensor *ou struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp32(input); + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *kernel_data = (float *)kernel->data; @@ -349,6 +350,9 @@ int shl_rvv_dwconv3x3s2_fp32(struct csinn_tensor *input, struct csinn_tensor *ou struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp32(input); + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *kernel_data = (float *)kernel->data; diff --git a/source/thead_rvv/fp32/depthwise_convolution_3x3_fp32_packn.c b/source/thead_rvv/fp32/depthwise_convolution_3x3_fp32_packn.c index 9b0894f6..d9a0a3fe 100644 --- a/source/thead_rvv/fp32/depthwise_convolution_3x3_fp32_packn.c +++ b/source/thead_rvv/fp32/depthwise_convolution_3x3_fp32_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -27,17 +25,24 @@ int shl_rvv_dwconv3x3s1_packn_fp32(struct csinn_tensor *input, struct csinn_tens struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *kernel_data = (float *)kernel->data; float *bias_data = (float *)bias->data; int32_t batch = input->dim[0]; - int32_t in_c = input->dim[1]; // group = in_channel + int32_t in_c = input->dim[1] * input->dim[4]; // group = in_channel int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; - - int32_t out_c = output->dim[1]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; @@ -536,17 +541,24 @@ int shl_rvv_dwconv3x3s2_packn_fp32(struct csinn_tensor *input, struct csinn_tens struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *kernel_data = (float *)kernel->data; float *bias_data = (float *)bias->data; int32_t batch = input->dim[0]; - int32_t in_c = input->dim[1]; // group = in_channel + int32_t in_c = input->dim[1] * input->dim[4]; // group = in_channel int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; - - int32_t out_c = output->dim[1]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; diff --git a/source/thead_rvv/fp32/depthwise_convolution_fp32_nhwc.c b/source/thead_rvv/fp32/depthwise_convolution_fp32_nhwc.c index f125694b..1430fb0c 100644 --- a/source/thead_rvv/fp32/depthwise_convolution_fp32_nhwc.c +++ b/source/thead_rvv/fp32/depthwise_convolution_fp32_nhwc.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* diff --git a/source/thead_rvv/fp32/depthwise_convolution_fp32_packn.c b/source/thead_rvv/fp32/depthwise_convolution_fp32_packn.c index d189332c..dac897d9 100644 --- a/source/thead_rvv/fp32/depthwise_convolution_fp32_packn.c +++ b/source/thead_rvv/fp32/depthwise_convolution_fp32_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -27,17 +25,25 @@ int shl_rvv_dwconv_packn_fp32(struct csinn_tensor *input, struct csinn_tensor *o struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *kernel_data = (float *)kernel->data; float *bias_data = (float *)bias->data; int batch = input->dim[0]; - int in_c = input->dim[1]; // group = in_channel + int in_c = input->dim[1] * input->dim[4]; // group = in_channel int in_h = input->dim[2]; int in_w = input->dim[3]; - - int out_c = output->dim[1]; + int out_c = in_c; int out_h = output->dim[2]; int out_w = output->dim[3]; @@ -91,5 +97,6 @@ int shl_rvv_dwconv_packn_fp32(struct csinn_tensor *input, struct csinn_tensor *o input_data += in_c * in_h * in_w; output_data += out_c * out_h * out_w; } + shl_mem_free(input_padd_buf); return CSINN_TRUE; } diff --git a/source/thead_rvv/fp32/fullyconnected.c b/source/thead_rvv/fp32/fullyconnected.c index 476cebba..b164c463 100644 --- a/source/thead_rvv/fp32/fullyconnected.c +++ b/source/thead_rvv/fp32/fullyconnected.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" int shl_rvv_fullyconnected_init_fp32(struct csinn_tensor *input, struct csinn_tensor *output, @@ -29,7 +27,11 @@ int shl_rvv_fullyconnected_init_fp32(struct csinn_tensor *input, struct csinn_te const int in_nodes = weights->dim[weights_dims_count - 1]; struct csinn_callback *cb = params->base.cb; - shl_rvv_fc_gemv_transform_weight_fp32(weights); + struct csinn_session *sess = params->base.sess; + bool binary_model_op_init = shl_rvv_get_binary_model_op_init(sess); + if (!binary_model_op_init) { + shl_rvv_fc_gemv_transform_weight_fp32(weights); + } cb->exec = shl_rvv_fullyconnected_packn_fp32; return CSINN_TRUE; diff --git a/source/thead_rvv/fp32/fullyconnected_fp32.c b/source/thead_rvv/fp32/fullyconnected_fp32.c index 24a9a21d..a8761926 100644 --- a/source/thead_rvv/fp32/fullyconnected_fp32.c +++ b/source/thead_rvv/fp32/fullyconnected_fp32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -77,7 +75,7 @@ int shl_rvv_fullyconnected_packn_fp32(struct csinn_tensor *input, struct csinn_t bool flag_bias = 1; // default: fc layer include bias if (bias_data == NULL) { flag_bias = 0; - bias_data = (float *)shl_mem_alloc(output_depth * 2); + bias_data = (float *)shl_mem_alloc(output_depth * sizeof(float)); } const int packn = csrr_vlenb() / sizeof(float); // VLEN128=4 VLEN256=8 int vl = vsetvl_e32m1(packn); diff --git a/source/thead_rvv/fp32/gemm_fp32.c b/source/thead_rvv/fp32/gemm_fp32.c index 06d041c4..6fbee8a9 100644 --- a/source/thead_rvv/fp32/gemm_fp32.c +++ b/source/thead_rvv/fp32/gemm_fp32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************************ diff --git a/source/thead_rvv/fp32/gemm_fp32_block.c b/source/thead_rvv/fp32/gemm_fp32_block.c new file mode 100644 index 00000000..6f8c4414 --- /dev/null +++ b/source/thead_rvv/fp32/gemm_fp32_block.c @@ -0,0 +1,750 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#include "shl_thead_rvv.h" + +/************************************************************* + * packn = vlenb / sizeof(float) + * m_blk: 12/8/4/2/1 + * n_blk: pack2n/packn/n_tail + * k_blk: K_BLK + ************************************************************/ +static inline void gemm_12xpack2n_fp32(float *dst, const float *sa, const float *sb, float *bias, + int M_BLOCK, int N_BLOCK, int K_BLOCK, int ldc, int k_idx) +{ + const float *kernel_data = sa; + const float *input_data = sb; + float *output_data = dst; + float *bias_data = bias; + + const int packn = csrr_vlenb() / sizeof(float); + const int pack2n = packn * 2; + int vl = vsetvl_e32m1(packn); + + int i = 0; + for (; i + 11 < M_BLOCK; i += 12) { + const float *kernel_ptr = kernel_data + i * K_BLOCK; + int j = 0; + vl = vsetvl_e32m1(packn); + for (; j + pack2n - 1 < N_BLOCK; j += pack2n) { + const float *k_ptr = kernel_ptr; + const float *in_ptr = input_data + j * K_BLOCK; + float *out0_ptr = output_data + i * ldc + j; + float *out1_ptr = out0_ptr + packn; + + // [n, 0] + vfloat32m1_t _acc00; + vfloat32m1_t _acc10; + vfloat32m1_t _acc20; + vfloat32m1_t _acc30; + vfloat32m1_t _acc40; + vfloat32m1_t _acc50; + vfloat32m1_t _acc60; + vfloat32m1_t _acc70; + vfloat32m1_t _acc80; + vfloat32m1_t _acc90; + vfloat32m1_t _acca0; + vfloat32m1_t _accb0; + // [n, 1] + vfloat32m1_t _acc01; + vfloat32m1_t _acc11; + vfloat32m1_t _acc21; + vfloat32m1_t _acc31; + vfloat32m1_t _acc41; + vfloat32m1_t _acc51; + vfloat32m1_t _acc61; + vfloat32m1_t _acc71; + vfloat32m1_t _acc81; + vfloat32m1_t _acc91; + vfloat32m1_t _acca1; + vfloat32m1_t _accb1; + if (k_idx == 0) { + const float *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f32m1(b_ptr[0], vl); + _acc10 = vfmv_v_f_f32m1(b_ptr[1], vl); + _acc20 = vfmv_v_f_f32m1(b_ptr[2], vl); + _acc30 = vfmv_v_f_f32m1(b_ptr[3], vl); + _acc40 = vfmv_v_f_f32m1(b_ptr[4], vl); + _acc50 = vfmv_v_f_f32m1(b_ptr[5], vl); + _acc60 = vfmv_v_f_f32m1(b_ptr[6], vl); + _acc70 = vfmv_v_f_f32m1(b_ptr[7], vl); + _acc80 = vfmv_v_f_f32m1(b_ptr[8], vl); + _acc90 = vfmv_v_f_f32m1(b_ptr[9], vl); + _acca0 = vfmv_v_f_f32m1(b_ptr[10], vl); + _accb0 = vfmv_v_f_f32m1(b_ptr[11], vl); + _acc01 = vmv_v_v_f32m1(_acc00, vl); + _acc11 = vmv_v_v_f32m1(_acc10, vl); + _acc21 = vmv_v_v_f32m1(_acc20, vl); + _acc31 = vmv_v_v_f32m1(_acc30, vl); + _acc41 = vmv_v_v_f32m1(_acc40, vl); + _acc51 = vmv_v_v_f32m1(_acc50, vl); + _acc61 = vmv_v_v_f32m1(_acc60, vl); + _acc71 = vmv_v_v_f32m1(_acc70, vl); + _acc81 = vmv_v_v_f32m1(_acc80, vl); + _acc91 = vmv_v_v_f32m1(_acc90, vl); + _acca1 = vmv_v_v_f32m1(_acca0, vl); + _accb1 = vmv_v_v_f32m1(_accb0, vl); + } else { + _acc00 = vle32_v_f32m1(out0_ptr, vl); + _acc10 = vle32_v_f32m1(out0_ptr + ldc, vl); + _acc20 = vle32_v_f32m1(out0_ptr + ldc * 2, vl); + _acc30 = vle32_v_f32m1(out0_ptr + ldc * 3, vl); + _acc40 = vle32_v_f32m1(out0_ptr + ldc * 4, vl); + _acc50 = vle32_v_f32m1(out0_ptr + ldc * 5, vl); + _acc60 = vle32_v_f32m1(out0_ptr + ldc * 6, vl); + _acc70 = vle32_v_f32m1(out0_ptr + ldc * 7, vl); + _acc80 = vle32_v_f32m1(out0_ptr + ldc * 8, vl); + _acc90 = vle32_v_f32m1(out0_ptr + ldc * 9, vl); + _acca0 = vle32_v_f32m1(out0_ptr + ldc * 10, vl); + _accb0 = vle32_v_f32m1(out0_ptr + ldc * 11, vl); + _acc01 = vle32_v_f32m1(out1_ptr, vl); + _acc11 = vle32_v_f32m1(out1_ptr + ldc, vl); + _acc21 = vle32_v_f32m1(out1_ptr + ldc * 2, vl); + _acc31 = vle32_v_f32m1(out1_ptr + ldc * 3, vl); + _acc41 = vle32_v_f32m1(out1_ptr + ldc * 4, vl); + _acc51 = vle32_v_f32m1(out1_ptr + ldc * 5, vl); + _acc61 = vle32_v_f32m1(out1_ptr + ldc * 6, vl); + _acc71 = vle32_v_f32m1(out1_ptr + ldc * 7, vl); + _acc81 = vle32_v_f32m1(out1_ptr + ldc * 8, vl); + _acc91 = vle32_v_f32m1(out1_ptr + ldc * 9, vl); + _acca1 = vle32_v_f32m1(out1_ptr + ldc * 10, vl); + _accb1 = vle32_v_f32m1(out1_ptr + ldc * 11, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat32m1_t _in0 = vle32_v_f32m1(in_ptr, vl); + vfloat32m1_t _in1 = vle32_v_f32m1(in_ptr + packn, vl); + in_ptr += pack2n; + + _acc00 = vfmacc_vf_f32m1(_acc00, k_ptr[0], _in0, vl); + _acc10 = vfmacc_vf_f32m1(_acc10, k_ptr[1], _in0, vl); + _acc20 = vfmacc_vf_f32m1(_acc20, k_ptr[2], _in0, vl); + _acc30 = vfmacc_vf_f32m1(_acc30, k_ptr[3], _in0, vl); + _acc40 = vfmacc_vf_f32m1(_acc40, k_ptr[4], _in0, vl); + _acc50 = vfmacc_vf_f32m1(_acc50, k_ptr[5], _in0, vl); + _acc60 = vfmacc_vf_f32m1(_acc60, k_ptr[6], _in0, vl); + _acc70 = vfmacc_vf_f32m1(_acc70, k_ptr[7], _in0, vl); + _acc80 = vfmacc_vf_f32m1(_acc80, k_ptr[8], _in0, vl); + _acc90 = vfmacc_vf_f32m1(_acc90, k_ptr[9], _in0, vl); + _acca0 = vfmacc_vf_f32m1(_acca0, k_ptr[10], _in0, vl); + _accb0 = vfmacc_vf_f32m1(_accb0, k_ptr[11], _in0, vl); + + _acc01 = vfmacc_vf_f32m1(_acc01, k_ptr[0], _in1, vl); + _acc11 = vfmacc_vf_f32m1(_acc11, k_ptr[1], _in1, vl); + _acc21 = vfmacc_vf_f32m1(_acc21, k_ptr[2], _in1, vl); + _acc31 = vfmacc_vf_f32m1(_acc31, k_ptr[3], _in1, vl); + _acc41 = vfmacc_vf_f32m1(_acc41, k_ptr[4], _in1, vl); + _acc51 = vfmacc_vf_f32m1(_acc51, k_ptr[5], _in1, vl); + _acc61 = vfmacc_vf_f32m1(_acc61, k_ptr[6], _in1, vl); + _acc71 = vfmacc_vf_f32m1(_acc71, k_ptr[7], _in1, vl); + _acc81 = vfmacc_vf_f32m1(_acc81, k_ptr[8], _in1, vl); + _acc91 = vfmacc_vf_f32m1(_acc91, k_ptr[9], _in1, vl); + _acca1 = vfmacc_vf_f32m1(_acca1, k_ptr[10], _in1, vl); + _accb1 = vfmacc_vf_f32m1(_accb1, k_ptr[11], _in1, vl); + k_ptr += 12; + } + + vse32_v_f32m1(out0_ptr, _acc00, vl); + vse32_v_f32m1(out0_ptr + ldc, _acc10, vl); + vse32_v_f32m1(out0_ptr + ldc * 2, _acc20, vl); + vse32_v_f32m1(out0_ptr + ldc * 3, _acc30, vl); + vse32_v_f32m1(out0_ptr + ldc * 4, _acc40, vl); + vse32_v_f32m1(out0_ptr + ldc * 5, _acc50, vl); + vse32_v_f32m1(out0_ptr + ldc * 6, _acc60, vl); + vse32_v_f32m1(out0_ptr + ldc * 7, _acc70, vl); + vse32_v_f32m1(out0_ptr + ldc * 8, _acc80, vl); + vse32_v_f32m1(out0_ptr + ldc * 9, _acc90, vl); + vse32_v_f32m1(out0_ptr + ldc * 10, _acca0, vl); + vse32_v_f32m1(out0_ptr + ldc * 11, _accb0, vl); + vse32_v_f32m1(out1_ptr, _acc01, vl); + vse32_v_f32m1(out1_ptr + ldc, _acc11, vl); + vse32_v_f32m1(out1_ptr + ldc * 2, _acc21, vl); + vse32_v_f32m1(out1_ptr + ldc * 3, _acc31, vl); + vse32_v_f32m1(out1_ptr + ldc * 4, _acc41, vl); + vse32_v_f32m1(out1_ptr + ldc * 5, _acc51, vl); + vse32_v_f32m1(out1_ptr + ldc * 6, _acc61, vl); + vse32_v_f32m1(out1_ptr + ldc * 7, _acc71, vl); + vse32_v_f32m1(out1_ptr + ldc * 8, _acc81, vl); + vse32_v_f32m1(out1_ptr + ldc * 9, _acc91, vl); + vse32_v_f32m1(out1_ptr + ldc * 10, _acca1, vl); + vse32_v_f32m1(out1_ptr + ldc * 11, _accb1, vl); + } + while (j < N_BLOCK) { + vl = vsetvl_e32m1(N_BLOCK - j); + const float *k_ptr = kernel_ptr; + const float *in_ptr = input_data + j * K_BLOCK; + float *out0_ptr = output_data + i * ldc + j; + + vfloat32m1_t _acc00; + vfloat32m1_t _acc10; + vfloat32m1_t _acc20; + vfloat32m1_t _acc30; + vfloat32m1_t _acc40; + vfloat32m1_t _acc50; + vfloat32m1_t _acc60; + vfloat32m1_t _acc70; + vfloat32m1_t _acc80; + vfloat32m1_t _acc90; + vfloat32m1_t _acca0; + vfloat32m1_t _accb0; + if (k_idx == 0) { + const float *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f32m1(b_ptr[0], vl); + _acc10 = vfmv_v_f_f32m1(b_ptr[1], vl); + _acc20 = vfmv_v_f_f32m1(b_ptr[2], vl); + _acc30 = vfmv_v_f_f32m1(b_ptr[3], vl); + _acc40 = vfmv_v_f_f32m1(b_ptr[4], vl); + _acc50 = vfmv_v_f_f32m1(b_ptr[5], vl); + _acc60 = vfmv_v_f_f32m1(b_ptr[6], vl); + _acc70 = vfmv_v_f_f32m1(b_ptr[7], vl); + _acc80 = vfmv_v_f_f32m1(b_ptr[8], vl); + _acc90 = vfmv_v_f_f32m1(b_ptr[9], vl); + _acca0 = vfmv_v_f_f32m1(b_ptr[10], vl); + _accb0 = vfmv_v_f_f32m1(b_ptr[11], vl); + } else { + _acc00 = vle32_v_f32m1(out0_ptr, vl); + _acc10 = vle32_v_f32m1(out0_ptr + ldc, vl); + _acc20 = vle32_v_f32m1(out0_ptr + ldc * 2, vl); + _acc30 = vle32_v_f32m1(out0_ptr + ldc * 3, vl); + _acc40 = vle32_v_f32m1(out0_ptr + ldc * 4, vl); + _acc50 = vle32_v_f32m1(out0_ptr + ldc * 5, vl); + _acc60 = vle32_v_f32m1(out0_ptr + ldc * 6, vl); + _acc70 = vle32_v_f32m1(out0_ptr + ldc * 7, vl); + _acc80 = vle32_v_f32m1(out0_ptr + ldc * 8, vl); + _acc90 = vle32_v_f32m1(out0_ptr + ldc * 9, vl); + _acca0 = vle32_v_f32m1(out0_ptr + ldc * 10, vl); + _accb0 = vle32_v_f32m1(out0_ptr + ldc * 11, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat32m1_t _in0 = vle32_v_f32m1(in_ptr, vl); + in_ptr += vl; + + _acc00 = vfmacc_vf_f32m1(_acc00, k_ptr[0], _in0, vl); + _acc10 = vfmacc_vf_f32m1(_acc10, k_ptr[1], _in0, vl); + _acc20 = vfmacc_vf_f32m1(_acc20, k_ptr[2], _in0, vl); + _acc30 = vfmacc_vf_f32m1(_acc30, k_ptr[3], _in0, vl); + _acc40 = vfmacc_vf_f32m1(_acc40, k_ptr[4], _in0, vl); + _acc50 = vfmacc_vf_f32m1(_acc50, k_ptr[5], _in0, vl); + _acc60 = vfmacc_vf_f32m1(_acc60, k_ptr[6], _in0, vl); + _acc70 = vfmacc_vf_f32m1(_acc70, k_ptr[7], _in0, vl); + _acc80 = vfmacc_vf_f32m1(_acc80, k_ptr[8], _in0, vl); + _acc90 = vfmacc_vf_f32m1(_acc90, k_ptr[9], _in0, vl); + _acca0 = vfmacc_vf_f32m1(_acca0, k_ptr[10], _in0, vl); + _accb0 = vfmacc_vf_f32m1(_accb0, k_ptr[11], _in0, vl); + k_ptr += 12; + } + + vse32_v_f32m1(out0_ptr, _acc00, vl); + vse32_v_f32m1(out0_ptr + ldc, _acc10, vl); + vse32_v_f32m1(out0_ptr + ldc * 2, _acc20, vl); + vse32_v_f32m1(out0_ptr + ldc * 3, _acc30, vl); + vse32_v_f32m1(out0_ptr + ldc * 4, _acc40, vl); + vse32_v_f32m1(out0_ptr + ldc * 5, _acc50, vl); + vse32_v_f32m1(out0_ptr + ldc * 6, _acc60, vl); + vse32_v_f32m1(out0_ptr + ldc * 7, _acc70, vl); + vse32_v_f32m1(out0_ptr + ldc * 8, _acc80, vl); + vse32_v_f32m1(out0_ptr + ldc * 9, _acc90, vl); + vse32_v_f32m1(out0_ptr + ldc * 10, _acca0, vl); + vse32_v_f32m1(out0_ptr + ldc * 11, _accb0, vl); + j += vl; + } + } + for (; i + 7 < M_BLOCK; i += 8) { + const float *kernel_ptr = kernel_data + i * K_BLOCK; + int j = 0; + vl = vsetvl_e32m1(packn); + for (; j + pack2n - 1 < N_BLOCK; j += pack2n) { + const float *k_ptr = kernel_ptr; + const float *in_ptr = input_data + j * K_BLOCK; + float *out0_ptr = output_data + i * ldc + j; + float *out1_ptr = out0_ptr + packn; + + // [n, 0] + vfloat32m1_t _acc00; + vfloat32m1_t _acc10; + vfloat32m1_t _acc20; + vfloat32m1_t _acc30; + vfloat32m1_t _acc40; + vfloat32m1_t _acc50; + vfloat32m1_t _acc60; + vfloat32m1_t _acc70; + // [n, 1] + vfloat32m1_t _acc01; + vfloat32m1_t _acc11; + vfloat32m1_t _acc21; + vfloat32m1_t _acc31; + vfloat32m1_t _acc41; + vfloat32m1_t _acc51; + vfloat32m1_t _acc61; + vfloat32m1_t _acc71; + if (k_idx == 0) { + const float *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f32m1(b_ptr[0], vl); + _acc10 = vfmv_v_f_f32m1(b_ptr[1], vl); + _acc20 = vfmv_v_f_f32m1(b_ptr[2], vl); + _acc30 = vfmv_v_f_f32m1(b_ptr[3], vl); + _acc40 = vfmv_v_f_f32m1(b_ptr[4], vl); + _acc50 = vfmv_v_f_f32m1(b_ptr[5], vl); + _acc60 = vfmv_v_f_f32m1(b_ptr[6], vl); + _acc70 = vfmv_v_f_f32m1(b_ptr[7], vl); + _acc01 = vmv_v_v_f32m1(_acc00, vl); + _acc11 = vmv_v_v_f32m1(_acc10, vl); + _acc21 = vmv_v_v_f32m1(_acc20, vl); + _acc31 = vmv_v_v_f32m1(_acc30, vl); + _acc41 = vmv_v_v_f32m1(_acc40, vl); + _acc51 = vmv_v_v_f32m1(_acc50, vl); + _acc61 = vmv_v_v_f32m1(_acc60, vl); + _acc71 = vmv_v_v_f32m1(_acc70, vl); + } else { + _acc00 = vle32_v_f32m1(out0_ptr, vl); + _acc10 = vle32_v_f32m1(out0_ptr + ldc, vl); + _acc20 = vle32_v_f32m1(out0_ptr + ldc * 2, vl); + _acc30 = vle32_v_f32m1(out0_ptr + ldc * 3, vl); + _acc40 = vle32_v_f32m1(out0_ptr + ldc * 4, vl); + _acc50 = vle32_v_f32m1(out0_ptr + ldc * 5, vl); + _acc60 = vle32_v_f32m1(out0_ptr + ldc * 6, vl); + _acc70 = vle32_v_f32m1(out0_ptr + ldc * 7, vl); + _acc01 = vle32_v_f32m1(out1_ptr, vl); + _acc11 = vle32_v_f32m1(out1_ptr + ldc, vl); + _acc21 = vle32_v_f32m1(out1_ptr + ldc * 2, vl); + _acc31 = vle32_v_f32m1(out1_ptr + ldc * 3, vl); + _acc41 = vle32_v_f32m1(out1_ptr + ldc * 4, vl); + _acc51 = vle32_v_f32m1(out1_ptr + ldc * 5, vl); + _acc61 = vle32_v_f32m1(out1_ptr + ldc * 6, vl); + _acc71 = vle32_v_f32m1(out1_ptr + ldc * 7, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat32m1_t _in0 = vle32_v_f32m1(in_ptr, vl); + vfloat32m1_t _in1 = vle32_v_f32m1(in_ptr + packn, vl); + in_ptr += pack2n; + + _acc00 = vfmacc_vf_f32m1(_acc00, k_ptr[0], _in0, vl); + _acc10 = vfmacc_vf_f32m1(_acc10, k_ptr[1], _in0, vl); + _acc20 = vfmacc_vf_f32m1(_acc20, k_ptr[2], _in0, vl); + _acc30 = vfmacc_vf_f32m1(_acc30, k_ptr[3], _in0, vl); + _acc40 = vfmacc_vf_f32m1(_acc40, k_ptr[4], _in0, vl); + _acc50 = vfmacc_vf_f32m1(_acc50, k_ptr[5], _in0, vl); + _acc60 = vfmacc_vf_f32m1(_acc60, k_ptr[6], _in0, vl); + _acc70 = vfmacc_vf_f32m1(_acc70, k_ptr[7], _in0, vl); + _acc01 = vfmacc_vf_f32m1(_acc01, k_ptr[0], _in1, vl); + _acc11 = vfmacc_vf_f32m1(_acc11, k_ptr[1], _in1, vl); + _acc21 = vfmacc_vf_f32m1(_acc21, k_ptr[2], _in1, vl); + _acc31 = vfmacc_vf_f32m1(_acc31, k_ptr[3], _in1, vl); + _acc41 = vfmacc_vf_f32m1(_acc41, k_ptr[4], _in1, vl); + _acc51 = vfmacc_vf_f32m1(_acc51, k_ptr[5], _in1, vl); + _acc61 = vfmacc_vf_f32m1(_acc61, k_ptr[6], _in1, vl); + _acc71 = vfmacc_vf_f32m1(_acc71, k_ptr[7], _in1, vl); + k_ptr += 8; + } + + vse32_v_f32m1(out0_ptr, _acc00, vl); + vse32_v_f32m1(out0_ptr + ldc, _acc10, vl); + vse32_v_f32m1(out0_ptr + ldc * 2, _acc20, vl); + vse32_v_f32m1(out0_ptr + ldc * 3, _acc30, vl); + vse32_v_f32m1(out0_ptr + ldc * 4, _acc40, vl); + vse32_v_f32m1(out0_ptr + ldc * 5, _acc50, vl); + vse32_v_f32m1(out0_ptr + ldc * 6, _acc60, vl); + vse32_v_f32m1(out0_ptr + ldc * 7, _acc70, vl); + vse32_v_f32m1(out1_ptr, _acc01, vl); + vse32_v_f32m1(out1_ptr + ldc, _acc11, vl); + vse32_v_f32m1(out1_ptr + ldc * 2, _acc21, vl); + vse32_v_f32m1(out1_ptr + ldc * 3, _acc31, vl); + vse32_v_f32m1(out1_ptr + ldc * 4, _acc41, vl); + vse32_v_f32m1(out1_ptr + ldc * 5, _acc51, vl); + vse32_v_f32m1(out1_ptr + ldc * 6, _acc61, vl); + vse32_v_f32m1(out1_ptr + ldc * 7, _acc71, vl); + } + while (j < N_BLOCK) { + vl = vsetvl_e32m1(N_BLOCK - j); + const float *k_ptr = kernel_ptr; + const float *in_ptr = input_data + j * K_BLOCK; + float *out0_ptr = output_data + i * ldc + j; + + vfloat32m1_t _acc00; + vfloat32m1_t _acc10; + vfloat32m1_t _acc20; + vfloat32m1_t _acc30; + vfloat32m1_t _acc40; + vfloat32m1_t _acc50; + vfloat32m1_t _acc60; + vfloat32m1_t _acc70; + if (k_idx == 0) { + const float *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f32m1(b_ptr[0], vl); + _acc10 = vfmv_v_f_f32m1(b_ptr[1], vl); + _acc20 = vfmv_v_f_f32m1(b_ptr[2], vl); + _acc30 = vfmv_v_f_f32m1(b_ptr[3], vl); + _acc40 = vfmv_v_f_f32m1(b_ptr[4], vl); + _acc50 = vfmv_v_f_f32m1(b_ptr[5], vl); + _acc60 = vfmv_v_f_f32m1(b_ptr[6], vl); + _acc70 = vfmv_v_f_f32m1(b_ptr[7], vl); + } else { + _acc00 = vle32_v_f32m1(out0_ptr, vl); + _acc10 = vle32_v_f32m1(out0_ptr + ldc, vl); + _acc20 = vle32_v_f32m1(out0_ptr + ldc * 2, vl); + _acc30 = vle32_v_f32m1(out0_ptr + ldc * 3, vl); + _acc40 = vle32_v_f32m1(out0_ptr + ldc * 4, vl); + _acc50 = vle32_v_f32m1(out0_ptr + ldc * 5, vl); + _acc60 = vle32_v_f32m1(out0_ptr + ldc * 6, vl); + _acc70 = vle32_v_f32m1(out0_ptr + ldc * 7, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat32m1_t _in0 = vle32_v_f32m1(in_ptr, vl); + in_ptr += vl; + + _acc00 = vfmacc_vf_f32m1(_acc00, k_ptr[0], _in0, vl); + _acc10 = vfmacc_vf_f32m1(_acc10, k_ptr[1], _in0, vl); + _acc20 = vfmacc_vf_f32m1(_acc20, k_ptr[2], _in0, vl); + _acc30 = vfmacc_vf_f32m1(_acc30, k_ptr[3], _in0, vl); + _acc40 = vfmacc_vf_f32m1(_acc40, k_ptr[4], _in0, vl); + _acc50 = vfmacc_vf_f32m1(_acc50, k_ptr[5], _in0, vl); + _acc60 = vfmacc_vf_f32m1(_acc60, k_ptr[6], _in0, vl); + _acc70 = vfmacc_vf_f32m1(_acc70, k_ptr[7], _in0, vl); + k_ptr += 8; + } + + vse32_v_f32m1(out0_ptr, _acc00, vl); + vse32_v_f32m1(out0_ptr + ldc, _acc10, vl); + vse32_v_f32m1(out0_ptr + ldc * 2, _acc20, vl); + vse32_v_f32m1(out0_ptr + ldc * 3, _acc30, vl); + vse32_v_f32m1(out0_ptr + ldc * 4, _acc40, vl); + vse32_v_f32m1(out0_ptr + ldc * 5, _acc50, vl); + vse32_v_f32m1(out0_ptr + ldc * 6, _acc60, vl); + vse32_v_f32m1(out0_ptr + ldc * 7, _acc70, vl); + j += vl; + } + } + for (; i + 3 < M_BLOCK; i += 4) { + const float *kernel_ptr = kernel_data + i * K_BLOCK; + int j = 0; + vl = vsetvl_e32m1(packn); + for (; j + pack2n - 1 < N_BLOCK; j += pack2n) { + const float *k_ptr = kernel_ptr; + const float *in_ptr = input_data + j * K_BLOCK; + float *out0_ptr = output_data + i * ldc + j; + float *out1_ptr = out0_ptr + packn; + + vfloat32m1_t _acc00; + vfloat32m1_t _acc10; + vfloat32m1_t _acc20; + vfloat32m1_t _acc30; + vfloat32m1_t _acc01; + vfloat32m1_t _acc11; + vfloat32m1_t _acc21; + vfloat32m1_t _acc31; + if (k_idx == 0) { + const float *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f32m1(b_ptr[0], vl); + _acc10 = vfmv_v_f_f32m1(b_ptr[1], vl); + _acc20 = vfmv_v_f_f32m1(b_ptr[2], vl); + _acc30 = vfmv_v_f_f32m1(b_ptr[3], vl); + _acc01 = vmv_v_v_f32m1(_acc00, vl); + _acc11 = vmv_v_v_f32m1(_acc10, vl); + _acc21 = vmv_v_v_f32m1(_acc20, vl); + _acc31 = vmv_v_v_f32m1(_acc30, vl); + } else { + _acc00 = vle32_v_f32m1(out0_ptr, vl); + _acc10 = vle32_v_f32m1(out0_ptr + ldc, vl); + _acc20 = vle32_v_f32m1(out0_ptr + ldc * 2, vl); + _acc30 = vle32_v_f32m1(out0_ptr + ldc * 3, vl); + _acc01 = vle32_v_f32m1(out1_ptr, vl); + _acc11 = vle32_v_f32m1(out1_ptr + ldc, vl); + _acc21 = vle32_v_f32m1(out1_ptr + ldc * 2, vl); + _acc31 = vle32_v_f32m1(out1_ptr + ldc * 3, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat32m1_t _in0 = vle32_v_f32m1(in_ptr, vl); + vfloat32m1_t _in1 = vle32_v_f32m1(in_ptr + packn, vl); + in_ptr += pack2n; + + _acc00 = vfmacc_vf_f32m1(_acc00, k_ptr[0], _in0, vl); + _acc10 = vfmacc_vf_f32m1(_acc10, k_ptr[1], _in0, vl); + _acc20 = vfmacc_vf_f32m1(_acc20, k_ptr[2], _in0, vl); + _acc30 = vfmacc_vf_f32m1(_acc30, k_ptr[3], _in0, vl); + _acc01 = vfmacc_vf_f32m1(_acc01, k_ptr[0], _in1, vl); + _acc11 = vfmacc_vf_f32m1(_acc11, k_ptr[1], _in1, vl); + _acc21 = vfmacc_vf_f32m1(_acc21, k_ptr[2], _in1, vl); + _acc31 = vfmacc_vf_f32m1(_acc31, k_ptr[3], _in1, vl); + k_ptr += 4; + } + + vse32_v_f32m1(out0_ptr, _acc00, vl); + vse32_v_f32m1(out0_ptr + ldc, _acc10, vl); + vse32_v_f32m1(out0_ptr + ldc * 2, _acc20, vl); + vse32_v_f32m1(out0_ptr + ldc * 3, _acc30, vl); + vse32_v_f32m1(out1_ptr, _acc01, vl); + vse32_v_f32m1(out1_ptr + ldc, _acc11, vl); + vse32_v_f32m1(out1_ptr + ldc * 2, _acc21, vl); + vse32_v_f32m1(out1_ptr + ldc * 3, _acc31, vl); + } + while (j < N_BLOCK) { + vl = vsetvl_e32m1(N_BLOCK - j); + const float *k_ptr = kernel_ptr; + const float *in_ptr = input_data + j * K_BLOCK; + float *out0_ptr = output_data + i * ldc + j; + + vfloat32m1_t _acc00; + vfloat32m1_t _acc10; + vfloat32m1_t _acc20; + vfloat32m1_t _acc30; + if (k_idx == 0) { + const float *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f32m1(b_ptr[0], vl); + _acc10 = vfmv_v_f_f32m1(b_ptr[1], vl); + _acc20 = vfmv_v_f_f32m1(b_ptr[2], vl); + _acc30 = vfmv_v_f_f32m1(b_ptr[3], vl); + } else { + _acc00 = vle32_v_f32m1(out0_ptr, vl); + _acc10 = vle32_v_f32m1(out0_ptr + ldc, vl); + _acc20 = vle32_v_f32m1(out0_ptr + ldc * 2, vl); + _acc30 = vle32_v_f32m1(out0_ptr + ldc * 3, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat32m1_t _in0 = vle32_v_f32m1(in_ptr, vl); + in_ptr += vl; + + _acc00 = vfmacc_vf_f32m1(_acc00, k_ptr[0], _in0, vl); + _acc10 = vfmacc_vf_f32m1(_acc10, k_ptr[1], _in0, vl); + _acc20 = vfmacc_vf_f32m1(_acc20, k_ptr[2], _in0, vl); + _acc30 = vfmacc_vf_f32m1(_acc30, k_ptr[3], _in0, vl); + k_ptr += 4; + } + + vse32_v_f32m1(out0_ptr, _acc00, vl); + vse32_v_f32m1(out0_ptr + ldc, _acc10, vl); + vse32_v_f32m1(out0_ptr + ldc * 2, _acc20, vl); + vse32_v_f32m1(out0_ptr + ldc * 3, _acc30, vl); + j += vl; + } + } + for (; i + 1 < M_BLOCK; i += 2) { + const float *kernel_ptr = kernel_data + i * K_BLOCK; + int j = 0; + vl = vsetvl_e32m1(packn); + for (; j + pack2n - 1 < N_BLOCK; j += pack2n) { + const float *k_ptr = kernel_ptr; + const float *in_ptr = input_data + j * K_BLOCK; + float *out0_ptr = output_data + i * ldc + j; + float *out1_ptr = out0_ptr + packn; + + vfloat32m1_t _acc00; + vfloat32m1_t _acc10; + vfloat32m1_t _acc01; + vfloat32m1_t _acc11; + if (k_idx == 0) { + const float *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f32m1(b_ptr[0], vl); + _acc10 = vfmv_v_f_f32m1(b_ptr[1], vl); + _acc01 = vmv_v_v_f32m1(_acc00, vl); + _acc11 = vmv_v_v_f32m1(_acc10, vl); + } else { + _acc00 = vle32_v_f32m1(out0_ptr, vl); + _acc10 = vle32_v_f32m1(out0_ptr + ldc, vl); + _acc01 = vle32_v_f32m1(out1_ptr, vl); + _acc11 = vle32_v_f32m1(out1_ptr + ldc, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat32m1_t _in0 = vle32_v_f32m1(in_ptr, vl); + vfloat32m1_t _in1 = vle32_v_f32m1(in_ptr + packn, vl); + in_ptr += pack2n; + + _acc00 = vfmacc_vf_f32m1(_acc00, k_ptr[0], _in0, vl); + _acc10 = vfmacc_vf_f32m1(_acc10, k_ptr[1], _in0, vl); + _acc01 = vfmacc_vf_f32m1(_acc01, k_ptr[0], _in1, vl); + _acc11 = vfmacc_vf_f32m1(_acc11, k_ptr[1], _in1, vl); + k_ptr += 2; + } + + vse32_v_f32m1(out0_ptr, _acc00, vl); + vse32_v_f32m1(out0_ptr + ldc, _acc10, vl); + vse32_v_f32m1(out1_ptr, _acc01, vl); + vse32_v_f32m1(out1_ptr + ldc, _acc11, vl); + } + while (j < N_BLOCK) { + vl = vsetvl_e32m1(N_BLOCK - j); + const float *k_ptr = kernel_ptr; + const float *in_ptr = input_data + j * K_BLOCK; + float *out0_ptr = output_data + i * ldc + j; + + vfloat32m1_t _acc00; + vfloat32m1_t _acc10; + if (k_idx == 0) { + const float *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f32m1(b_ptr[0], vl); + _acc10 = vfmv_v_f_f32m1(b_ptr[1], vl); + } else { + _acc00 = vle32_v_f32m1(out0_ptr, vl); + _acc10 = vle32_v_f32m1(out0_ptr + ldc, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat32m1_t _in0 = vle32_v_f32m1(in_ptr, vl); + in_ptr += vl; + + _acc00 = vfmacc_vf_f32m1(_acc00, k_ptr[0], _in0, vl); + _acc10 = vfmacc_vf_f32m1(_acc10, k_ptr[1], _in0, vl); + k_ptr += 2; + } + + vse32_v_f32m1(out0_ptr, _acc00, vl); + vse32_v_f32m1(out0_ptr + ldc, _acc10, vl); + j += vl; + } + } + for (; i < M_BLOCK; i++) { + const float *kernel_ptr = kernel_data + i * K_BLOCK; + int j = 0; + vl = vsetvl_e32m1(packn); + for (; j + pack2n - 1 < N_BLOCK; j += pack2n) { + const float *k_ptr = kernel_ptr; + const float *in_ptr = input_data + j * K_BLOCK; + float *out0_ptr = output_data + i * ldc + j; + float *out1_ptr = out0_ptr + packn; + + vfloat32m1_t _acc00; + vfloat32m1_t _acc01; + if (k_idx == 0) { + const float *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f32m1(b_ptr[0], vl); + _acc01 = vmv_v_v_f32m1(_acc00, vl); + } else { + _acc00 = vle32_v_f32m1(out0_ptr, vl); + _acc01 = vle32_v_f32m1(out1_ptr, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat32m1_t _in0 = vle32_v_f32m1(in_ptr, vl); + vfloat32m1_t _in1 = vle32_v_f32m1(in_ptr + packn, vl); + in_ptr += pack2n; + + _acc00 = vfmacc_vf_f32m1(_acc00, k_ptr[0], _in0, vl); + _acc01 = vfmacc_vf_f32m1(_acc01, k_ptr[0], _in1, vl); + k_ptr += 1; + } + + vse32_v_f32m1(out0_ptr, _acc00, vl); + vse32_v_f32m1(out1_ptr, _acc01, vl); + } + while (j < N_BLOCK) { + vl = vsetvl_e32m1(N_BLOCK - j); + const float *k_ptr = kernel_ptr; + const float *in_ptr = input_data + j * K_BLOCK; + float *out0_ptr = output_data + i * ldc + j; + + vfloat32m1_t _acc00; + if (k_idx == 0) { + const float *b_ptr = bias_data + i; + _acc00 = vfmv_v_f_f32m1(b_ptr[0], vl); + } else { + _acc00 = vle32_v_f32m1(out0_ptr, vl); + } + + for (int c = 0; c < K_BLOCK; c++) { + vfloat32m1_t _in0 = vle32_v_f32m1(in_ptr, vl); + in_ptr += vl; + + _acc00 = vfmacc_vf_f32m1(_acc00, k_ptr[0], _in0, vl); + k_ptr += 1; + } + + vse32_v_f32m1(out0_ptr, _acc00, vl); + j += vl; + } + } +} + +/************************************************************* + * packn = vlenb / sizeof(float) + * m_blk: M_BLK, M_BLK/2, M_BLK/4, ..., 12 + * n_blk: N_BLK, N_BLK/2, N_BLK/4, ..., pack2n + * k_blk: K_BLK, K_tail + * + * dst - output: [m, n] + * sa - kernel: [m/m_blk, k/k_blk, m_blk/12, 12, k_blk] + * sb - input: [n/n_blk, k/k_blk, n_blk/pack2n, k_blk, pack2n] + * bias: [m] + ************************************************************/ +void shl_rvv_gemm_block_12xpack2n_fp32(float *dst, const float *sa, const float *sb, float *bias, + int m, int k, int n, const int M_BLK, const int K_BLK, + const int N_BLK) +{ + const float *kernel_data = sa; + const float *input_data = sb; + float *output_data = dst; + + int flag_bias = 1; // default: conv2d layer include bias + if (bias == NULL) { + flag_bias = 0; + bias = (float *)shl_mem_alloc(m * sizeof(float)); + } + + const int packn = csrr_vlenb() / sizeof(float); + + const int MIN_M_BLK = 12; + const int MIN_N_BLK = packn * 2; + + int m_block = M_BLK; + int m_idx = 0; + while (m_idx < m) { + while (!(m_idx + m_block - 1 < m)) { + m_block /= 2; + } + if (m_block < MIN_M_BLK) { + m_block = m - m_idx; + } + + int n_block = N_BLK; + int n_idx = 0; + while (n_idx < n) { + while (!(n_idx + n_block - 1 < n)) { + n_block /= 2; + } + if (n_block < MIN_N_BLK) { + n_block = n - n_idx; + } + + int k_block = K_BLK; + int k_idx = 0; + while (k_idx < k) { + if (k - k_idx < k_block) { + k_block = k - k_idx; + } + float *out = output_data + m_idx * n + n_idx; + const float *ker = kernel_data + m_idx * k + k_idx * m_block; + const float *in = input_data + n_idx * k + k_idx * n_block; + gemm_12xpack2n_fp32(out, ker, in, bias, m_block, n_block, k_block, n, k_idx); + k_idx += k_block; + } + + n_idx += n_block; + } + + m_idx += m_block; + } + + if (!flag_bias) { + shl_mem_free(bias); + bias = NULL; + } +} diff --git a/source/thead_rvv/fp32/gemm_fp32_packn.c b/source/thead_rvv/fp32/gemm_fp32_packn.c index 56d7e603..a70afa9c 100644 --- a/source/thead_rvv/fp32/gemm_fp32_packn.c +++ b/source/thead_rvv/fp32/gemm_fp32_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* diff --git a/source/thead_rvv/fp32/global_avgpool.c b/source/thead_rvv/fp32/global_avgpool.c index 1d7c8e49..9b58f70b 100644 --- a/source/thead_rvv/fp32/global_avgpool.c +++ b/source/thead_rvv/fp32/global_avgpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* diff --git a/source/thead_rvv/fp32/global_avgpool_nhwc.c b/source/thead_rvv/fp32/global_avgpool_nhwc.c index 7ed24cbb..d80e0938 100644 --- a/source/thead_rvv/fp32/global_avgpool_nhwc.c +++ b/source/thead_rvv/fp32/global_avgpool_nhwc.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* diff --git a/source/thead_rvv/fp32/global_avgpool_packn.c b/source/thead_rvv/fp32/global_avgpool_packn.c index b525de66..ae6cd5cf 100644 --- a/source/thead_rvv/fp32/global_avgpool_packn.c +++ b/source/thead_rvv/fp32/global_avgpool_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -26,11 +24,20 @@ int shl_rvv_global_avgpool2d_packn_fp32(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int in_hw = in_h * in_w; diff --git a/source/thead_rvv/fp32/global_maxpool.c b/source/thead_rvv/fp32/global_maxpool.c index 0f206c72..a927e775 100644 --- a/source/thead_rvv/fp32/global_maxpool.c +++ b/source/thead_rvv/fp32/global_maxpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* diff --git a/source/thead_rvv/fp32/global_maxpool_nhwc.c b/source/thead_rvv/fp32/global_maxpool_nhwc.c index 81c5b88d..7ea18bfa 100644 --- a/source/thead_rvv/fp32/global_maxpool_nhwc.c +++ b/source/thead_rvv/fp32/global_maxpool_nhwc.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* diff --git a/source/thead_rvv/fp32/global_maxpool_packn.c b/source/thead_rvv/fp32/global_maxpool_packn.c index 3239d0e7..295505fc 100644 --- a/source/thead_rvv/fp32/global_maxpool_packn.c +++ b/source/thead_rvv/fp32/global_maxpool_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -26,11 +24,20 @@ int shl_rvv_global_maxpool2d_packn_fp32(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int in_hw = in_h * in_w; diff --git a/source/thead_rvv/fp32/layer_norm.c b/source/thead_rvv/fp32/layer_norm.c index cc3f63b8..0d54138d 100644 --- a/source/thead_rvv/fp32/layer_norm.c +++ b/source/thead_rvv/fp32/layer_norm.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -31,7 +29,9 @@ int shl_rvv_layer_norm_fp32(struct csinn_tensor *input, struct csinn_tensor *out shl_debug_error("Layer norm only support center & scale == true\n"); return CSINN_FALSE; } - + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp32(input); + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; float *gamma_data = (float *)gamma->data; diff --git a/source/thead_rvv/fp32/leaky_relu.c b/source/thead_rvv/fp32/leaky_relu.c index 7f92a318..52194234 100644 --- a/source/thead_rvv/fp32/leaky_relu.c +++ b/source/thead_rvv/fp32/leaky_relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -40,5 +38,10 @@ int shl_rvv_leaky_relu_fp32(struct csinn_tensor *input, struct csinn_tensor *out output_data += vl; size -= vl; } + output->layout = input->layout; + output->dim_count = input->dim_count; + for (int i = 0; i < output->dim_count; i++) { + output->dim[i] = input->dim[i]; + } return CSINN_TRUE; } diff --git a/source/thead_rvv/fp32/matmul.c b/source/thead_rvv/fp32/matmul.c new file mode 100644 index 00000000..deeb1033 --- /dev/null +++ b/source/thead_rvv/fp32/matmul.c @@ -0,0 +1,168 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#include "shl_thead_rvv.h" + +#define MATMUL_M_BLK 32 +#define MATMUL_K_BLK 64 +#define MATMUL_N_BLK 64 + +int shl_rvv_matmul_block_fp32(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, struct csinn_matmul_params *params, + const int M_BLK, const int K_BLK, const int N_BLK) +{ + float *mat0_data = (float *)mat0->data; + float *mat1_data = (float *)mat1->data; + float *output_data = (float *)output->data; + + const int dims_count = mat0->dim_count; + int batches_a = 1; + int batches_b = 1; + + /* compute the outer size */ + for (int i = 0; i < dims_count - 2; i++) { + batches_a *= mat0->dim[i]; + batches_b *= mat1->dim[i]; + } + + const int dim_m = mat0->dim[dims_count - (params->trans_a ? 1 : 2)]; + const int dim_k = mat0->dim[dims_count - (params->trans_a ? 2 : 1)]; + const int dim_n = mat1->dim[dims_count - (params->trans_b ? 2 : 1)]; + + if (batches_a == batches_b) { + if (!params->trans_a && !params->trans_b) { + float *in0 = (float *)shl_mem_alloc(dim_m * dim_k * sizeof(float)); + float *in1; + if (!(mat1->is_const)) { + in1 = (float *)shl_mem_alloc(dim_k * dim_n * sizeof(float)); + } + + for (int b = 0; b < batches_a; b++) { + shl_rvv_reorder_kernel_block_12xk_fp32(mat0_data, in0, dim_m, dim_k, M_BLK, K_BLK); + if (!(mat1->is_const)) { + shl_rvv_reorder_input_block_pack2nxk_fp32(mat1_data, in1, dim_k, dim_n, K_BLK, + N_BLK); + } else { + in1 = mat1_data; + } + + shl_rvv_gemm_block_12xpack2n_fp32(output_data, in0, in1, NULL, dim_m, dim_k, dim_n, + M_BLK, K_BLK, N_BLK); + + mat0_data += dim_m * dim_k; + mat1_data += dim_k * dim_n; + output_data += dim_m * dim_n; + } + shl_mem_free(in0); + if (!(mat1->is_const)) { + shl_mem_free(in1); + } + } else { + shl_ref_matmul_quant(mat0, mat1, output, params); + } + } else if (batches_a > 1 && batches_b == 1) { + if (!params->trans_a && !params->trans_b) { + float *in0 = (float *)shl_mem_alloc(dim_m * dim_k * sizeof(float)); + float *in1; + if (!(mat1->is_const)) { + in1 = (float *)shl_mem_alloc(dim_k * dim_n * sizeof(float)); + shl_rvv_reorder_input_block_pack2nxk_fp32(mat1_data, in1, dim_k, dim_n, K_BLK, + N_BLK); + } else { + in1 = mat1_data; + } + + for (int b = 0; b < batches_a; b++) { + shl_rvv_reorder_kernel_block_12xk_fp32(mat0_data, in0, dim_m, dim_k, M_BLK, K_BLK); + + shl_rvv_gemm_block_12xpack2n_fp32(output_data, in0, in1, NULL, dim_m, dim_k, dim_n, + M_BLK, K_BLK, N_BLK); + + mat0_data += dim_m * dim_k; + output_data += dim_m * dim_n; + } + shl_mem_free(in0); + if (!(mat1->is_const)) { + shl_mem_free(in1); + } + } else { + shl_debug_error("matmul unsupported this broadcast\n"); + return CSINN_FALSE; + } + } else { + shl_debug_error("matmul unsupported this broadcast\n"); + return CSINN_FALSE; + } + + return CSINN_TRUE; +} + +/************************************************************* + * packn = vlenb / sizeof(__fp16) + * src: [k, n] + * dst: [n/n_blk, k/k_blk, n_blk/pack2n, k_blk, pack2n] + * n_blk: N_BLK, N_BLK/2, N_BLK/4, ..., pack2n + * k_blk: K_BLK, K_tail + ************************************************************/ +void shl_rvv_matmul_reorder_weight_fp32(struct csinn_tensor *mat1, const int K_BLK, const int N_BLK) +{ + float *mat1_data = (float *)mat1->data; + int dims_count = mat1->dim_count; + int batch = 1; + for (int i = 0; i < dims_count - 2; i++) { + batch *= mat1->dim[i]; + } + const int k = mat1->dim[dims_count - 2]; + const int n = mat1->dim[dims_count - 1]; + float *mat_reorder = (float *)shl_mem_alloc(k * n * sizeof(float)); + + for (int b = 0; b < batch; b++) { + float *init_mat = mat1_data + b * k * n; + shl_rvv_reorder_input_block_pack2nxk_fp32(init_mat, mat_reorder, k, n, K_BLK, N_BLK); + memcpy(init_mat, mat_reorder, k * n * sizeof(float)); + } + + shl_mem_free(mat_reorder); +} + +int shl_rvv_matmul_fp32(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, struct csinn_matmul_params *params) +{ + return shl_rvv_matmul_block_fp32(mat0, mat1, output, params, MATMUL_M_BLK, MATMUL_K_BLK, + MATMUL_N_BLK); +} + +int shl_rvv_matmul_init_fp32(struct csinn_tensor *mat0, struct csinn_tensor *mat1, + struct csinn_tensor *output, struct csinn_matmul_params *params) +{ + struct csinn_callback *cb = params->base.cb; + if (mat0->dtype == CSINN_DTYPE_FLOAT32) { + if (mat1->dtype == CSINN_DTYPE_FLOAT32) { + if (mat1->is_const) { + shl_rvv_matmul_reorder_weight_fp32(mat1, MATMUL_K_BLK, MATMUL_N_BLK); + } + cb->exec = shl_rvv_matmul_fp32; + } else { + shl_debug_error("mat1 unsupported dtype: %d\n", mat1->dtype); + return CSINN_FALSE; + } + } else { + shl_debug_error("mat0 unsupported dtype: %d\n", mat0->dtype); + } + return CSINN_TRUE; +} diff --git a/source/thead_rvv/fp32/maxpool.c b/source/thead_rvv/fp32/maxpool.c index 57930666..d100fa44 100644 --- a/source/thead_rvv/fp32/maxpool.c +++ b/source/thead_rvv/fp32/maxpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" int shl_rvv_maxpool2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor *output, @@ -34,72 +32,80 @@ int shl_rvv_maxpool2d_init_fp32(struct csinn_tensor *input, struct csinn_tensor int32_t pad_right = params->pad_right; int32_t pad_top = params->pad_top; int32_t pad_down = params->pad_down; - struct csinn_callback *cb = params->base.cb; cb->exec = NULL; const int packn = csrr_vlenb() / sizeof(float); + int elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_rvv_option *option = shl_rvv_get_graph_option(sess); + if (option && option->use_packn_layout) { + elempack = in_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + elempack = 1; + } + } // global maxpool2d // TODO: remove if (in_h == kernel_h && in_w == kernel_w) { - cb->exec = (in_c % packn == 0) ? shl_rvv_global_maxpool2d_packn_fp32 - : shl_rvv_global_maxpool2d_fp32; + cb->exec = (elempack % packn == 0) ? shl_rvv_global_maxpool2d_packn_fp32 + : shl_rvv_global_maxpool2d_fp32; return CSINN_TRUE; } - if (stride_h == 2 && stride_w == 2) { - if (kernel_h == 2 && kernel_w == 2) { // 2x2s2 - if (pad_left == 0 && pad_top == 0) { - // adjust pad according to ceil_mode (ceil mode on caffe pytorch..) - if (in_h % 2 == 1 && params->ceil_mode == 1) { - if (params->pad_down == 0) params->pad_down++; + if (elempack % packn == 0) { + cb->exec = shl_rvv_maxpool_packn_fp32; + } else { + if (stride_h == 2 && stride_w == 2) { + if (kernel_h == 2 && kernel_w == 2) { // 2x2s2 + if (pad_left == 0 && pad_top == 0) { + // adjust pad according to ceil_mode (ceil mode on caffe pytorch..) + if (in_h % 2 == 1 && params->ceil_mode == 1) { + if (params->pad_down == 0) params->pad_down++; + } + if (in_w % 2 == 1 && params->ceil_mode == 1) { + if (params->pad_right == 0) params->pad_right++; + } + // end consider ceil_mode 2x2s2p0 + cb->exec = shl_rvv_maxpool2x2s2_fp32; + } else if (pad_left == 1 && pad_top == 1) { + cb->exec = shl_rvv_maxpool2x2s2_p1_fp32; } - if (in_w % 2 == 1 && params->ceil_mode == 1) { - if (params->pad_right == 0) params->pad_right++; + } else if (kernel_h == 3 && kernel_w == 3) { // 3x3s2 + if (pad_left == 0 && pad_top == 0) { + // adjust pad according to ceil_mode (ceil mode on caffe pytorch..) + if (in_h % 2 == 0 && params->ceil_mode == 1) { + if (params->pad_down == 0) + params->pad_down++; // origin pad_down mast be equal to zero ? + } + if (in_w % 2 == 0 && params->ceil_mode == 1) { + if (params->pad_right == 0) params->pad_right++; + } + // end consider ceil_mode 3x3s2p0 + cb->exec = shl_rvv_maxpool3x3s2_fp32; + } else if (pad_left == 1 && pad_top == 1) { + if (params->ceil_mode == 0) { + cb->exec = shl_rvv_maxpool3x3s2_p1_fp32; + } else { + if ((in_w % 2 == 0 && pad_right == 1) || (in_h % 2 == 0 && pad_down == 1)) { + cb->exec = shl_ref_maxpool2d_f32; + } else { + cb->exec = shl_rvv_maxpool3x3s2_p1_fp32; + } + } } - // end consider ceil_mode 2x2s2p0 - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool2x2s2_packn_fp32 - : shl_rvv_maxpool2x2s2_fp32; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; - } else if (pad_left == 1 && pad_top == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool2x2s2_packn_fp32 - : shl_rvv_maxpool2x2s2_p1_fp32; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; } - } else if (kernel_h == 3 && kernel_w == 3) { // 3x3s2 - if (pad_left == 0 && pad_top == 0) { - // adjust pad according to ceil_mode (ceil mode on caffe pytorch..) - if (in_h % 2 == 0 && params->ceil_mode == 1) { - if (params->pad_down == 0) - params->pad_down++; // origin pad_down mast be equal to zero ? + } else if (stride_h == 1 && stride_w == 1) { + if (kernel_h == 3 && kernel_w == 3) { + if (pad_left == 1 && pad_top == 1 && pad_right == 1 && pad_down == 1) { + cb->exec = shl_rvv_maxpool3x3s1_p1_fp32; } - if (in_w % 2 == 0 && params->ceil_mode == 1) { - if (params->pad_right == 0) params->pad_right++; - } - // end consider ceil_mode 3x3s2p0 - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool3x3s2_packn_fp32 - : shl_rvv_maxpool3x3s2_fp32; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; - } else if (pad_left == 1 && pad_top == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool3x3s2_packn_fp32 - : shl_rvv_maxpool3x3s2_p1_fp32; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; } } - } else if (stride_h == 1 && stride_w == 1) { - if (kernel_h == 3 && kernel_w == 3) { - if (pad_left == 1 && pad_top == 1 && pad_right == 1 && pad_down == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool3x3s1_packn_fp32 - : shl_rvv_maxpool3x3s1_p1_fp32; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; - } - } - } - if (cb->exec == NULL) { - if (in_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; - cb->exec = shl_rvv_maxpool_packn_fp32; - } else { + if (cb->exec == NULL) { shl_debug_warning( "maxpool is not optimized to achieve under this condition on rvv, call reference " "func replaced.\n"); @@ -115,9 +121,21 @@ int shl_rvv_global_maxpool2d_init_fp32(struct csinn_tensor *input, struct csinn_ int32_t in_c = input->dim[1]; struct csinn_callback *cb = params->base.cb; cb->exec = NULL; - int packn = 0; - packn = csrr_vlenb() / sizeof(float); - cb->exec = - (in_c % packn == 0) ? shl_rvv_global_maxpool2d_packn_fp32 : shl_rvv_global_maxpool2d_fp32; + int packn = csrr_vlenb() / sizeof(float); + int elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_rvv_option *option = shl_rvv_get_graph_option(sess); + if (option && option->use_packn_layout) { + elempack = in_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + elempack = 1; + } + } + + cb->exec = (elempack % packn == 0) ? shl_rvv_global_maxpool2d_packn_fp32 + : shl_rvv_global_maxpool2d_fp32; } diff --git a/source/thead_rvv/fp32/maxpool_2x2_fp32.c b/source/thead_rvv/fp32/maxpool_2x2_fp32.c index e69068a3..860223b2 100644 --- a/source/thead_rvv/fp32/maxpool_2x2_fp32.c +++ b/source/thead_rvv/fp32/maxpool_2x2_fp32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -87,7 +85,7 @@ int shl_rvv_maxpool2x2s2_fp32(struct csinn_tensor *input, struct csinn_tensor *o w -= vl; } if (extend_w) { - outptr[0] = fmax(fmax(line0[0], line1[0]), 0.0f); + outptr[0] = fmax(line0[0], line1[0]); outptr++; } line0 += remain_w + in_w; @@ -101,9 +99,7 @@ int shl_rvv_maxpool2x2s2_fp32(struct csinn_tensor *input, struct csinn_tensor *o vlseg2e32_v_f32m1(&_line0_0_6, &_line0_1_7, line0, vl); - vfloat32m1_t _max0 = vfmax_vv_f32m1(_line0_0_6, _line0_1_7, vl); - vfloat32m1_t _max = vfmax_vf_f32m1(_max0, 0.0f, vl); - + vfloat32m1_t _max = vfmax_vv_f32m1(_line0_0_6, _line0_1_7, vl); vse32_v_f32m1(outptr, _max, vl); line0 += 2 * vl; outptr += vl; @@ -111,7 +107,7 @@ int shl_rvv_maxpool2x2s2_fp32(struct csinn_tensor *input, struct csinn_tensor *o } if (extend_w) { - outptr[0] = fmax(line0[0], 0.0f); + outptr[0] = line0[0]; outptr++; } } @@ -165,7 +161,7 @@ int shl_rvv_maxpool2x2s2_p1_fp32(struct csinn_tensor *input, struct csinn_tensor float *outptr = output_data + c * out_hw; // h top ---- w left - outptr[0] = fmax(line00[0], 0.0f); + outptr[0] = line00[0]; outptr++; line00++; // h top ---- w mid @@ -174,8 +170,7 @@ int shl_rvv_maxpool2x2s2_p1_fp32(struct csinn_tensor *input, struct csinn_tensor vl = vsetvl_e32m1(w); vfloat32m1_t _line0_0_6, _line0_1_7; vlseg2e32_v_f32m1(&_line0_0_6, &_line0_1_7, line00, vl); - vfloat32m1_t _max0 = vfmax_vv_f32m1(_line0_0_6, _line0_1_7, vl); - vfloat32m1_t _max = vfmax_vf_f32m1(_max0, 0.0f, vl); + vfloat32m1_t _max = vfmax_vv_f32m1(_line0_0_6, _line0_1_7, vl); vse32_v_f32m1(outptr, _max, vl); line00 += 2 * vl; outptr += vl; @@ -183,7 +178,7 @@ int shl_rvv_maxpool2x2s2_p1_fp32(struct csinn_tensor *input, struct csinn_tensor } // h top ---- w right if (extend_w) { - outptr[0] = fmax(line00[0], 0.0f); + outptr[0] = line00[0]; outptr++; } line00 += remain_w; @@ -193,7 +188,7 @@ int shl_rvv_maxpool2x2s2_p1_fp32(struct csinn_tensor *input, struct csinn_tensor const float *line1 = line0 + in_w; for (int h = 0; h < out_h - 1; h++) { // h mid ---- w left - outptr[0] = fmax(fmax(line0[0], line1[0]), 0.0f); + outptr[0] = fmax(line0[0], line1[0]); outptr++; line0++; line1++; @@ -220,7 +215,7 @@ int shl_rvv_maxpool2x2s2_p1_fp32(struct csinn_tensor *input, struct csinn_tensor // h mid ---- w right if (extend_w) { - outptr[0] = fmax(fmax(line0[0], line1[0]), 0.0f); + outptr[0] = fmax(line0[0], line1[0]); outptr++; } line0 += remain_w + in_w; @@ -229,7 +224,7 @@ int shl_rvv_maxpool2x2s2_p1_fp32(struct csinn_tensor *input, struct csinn_tensor // h bottom if (extend_h) { // h bottom ---- w left - outptr[0] = fmax(line0[0], 0.0f); + outptr[0] = line0[0]; outptr++; line0++; // h bottom ---- w mid @@ -240,9 +235,7 @@ int shl_rvv_maxpool2x2s2_p1_fp32(struct csinn_tensor *input, struct csinn_tensor vlseg2e32_v_f32m1(&_line0_0_6, &_line0_1_7, line0, vl); - vfloat32m1_t _max0 = vfmax_vv_f32m1(_line0_0_6, _line0_1_7, vl); - vfloat32m1_t _max = vfmax_vf_f32m1(_max0, 0.0f, vl); - + vfloat32m1_t _max = vfmax_vv_f32m1(_line0_0_6, _line0_1_7, vl); vse32_v_f32m1(outptr, _max, vl); line0 += 2 * vl; outptr += vl; @@ -250,7 +243,7 @@ int shl_rvv_maxpool2x2s2_p1_fp32(struct csinn_tensor *input, struct csinn_tensor } // h bottom ---- w right if (extend_w) { - outptr[0] = fmax(line0[0], 0.0f); + outptr[0] = line0[0]; } } } diff --git a/source/thead_rvv/fp32/maxpool_2x2_fp32_packn.c b/source/thead_rvv/fp32/maxpool_2x2_fp32_packn.c index 32d18934..b95d0934 100644 --- a/source/thead_rvv/fp32/maxpool_2x2_fp32_packn.c +++ b/source/thead_rvv/fp32/maxpool_2x2_fp32_packn.c @@ -16,29 +16,28 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* * note: support flexible vlen *************************************************************/ - -/* - TODO: 所有的 kernel_size 和 stride 的都可以写成一个接口,库大小被优化了, 可以参考: - /lhome/shaowg/hhb_workspace/csinn2/source/i805_ref/pooling/shl_pool_q7_HWC.c - 或者参考 ppl.nn 中 maxpool -*/ - int shl_rvv_maxpool2x2s2_packn_fp32(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { - // 1. 统一padding之后再计算,不考虑padiing + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; @@ -58,6 +57,7 @@ int shl_rvv_maxpool2x2s2_packn_fp32(struct csinn_tensor *input, struct csinn_ten int tailstep = (padded_in_w - 2 * out_w + padded_in_w) * packn; for (int b = 0; b < batch; b++) { + /* TODO: remove padding */ shl_rvv_pad_input_packn_fp32(input_data, input_ncxhwx, in_c, in_h, in_w, padded_in_h, padded_in_w, params->pad_top, params->pad_left); diff --git a/source/thead_rvv/fp32/maxpool_3x3_fp32.c b/source/thead_rvv/fp32/maxpool_3x3_fp32.c index 6d4eec49..af874a71 100644 --- a/source/thead_rvv/fp32/maxpool_3x3_fp32.c +++ b/source/thead_rvv/fp32/maxpool_3x3_fp32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -107,7 +105,6 @@ int shl_rvv_maxpool3x3s2_fp32(struct csinn_tensor *input, struct csinn_tensor *o float max1 = fmax(line1[0], line1[1]); float max2 = fmax(line2[0], line2[1]); outptr[0] = fmax(max0, fmax(max1, max2)); - outptr[0] = fmax(outptr[0], 0.0f); // consider padding with constant "0" outptr++; } line0 += remain_w + in_w; @@ -135,7 +132,7 @@ int shl_rvv_maxpool3x3s2_fp32(struct csinn_tensor *input, struct csinn_tensor *o vfloat32m1_t _max1 = vfmax_vv_f32m1(_line1_2_8, vfmax_vv_f32m1(_line1_0_6, _line1_1_7, vl), vl); - vfloat32m1_t _max = vfmax_vf_f32m1(vfmax_vv_f32m1(_max0, _max1, vl), 0.0f, vl); + vfloat32m1_t _max = vfmax_vv_f32m1(_max0, _max1, vl); vse32_v_f32m1(outptr, _max, vl); outptr += vl; @@ -145,7 +142,7 @@ int shl_rvv_maxpool3x3s2_fp32(struct csinn_tensor *input, struct csinn_tensor *o if (extend_w) { float max0 = fmax(line0[0], line0[1]); float max1 = fmax(line1[0], line1[1]); - outptr[0] = fmax(fmax(max0, max1), 0.0f); + outptr[0] = fmax(max0, max1); outptr++; } } @@ -201,7 +198,6 @@ int shl_rvv_maxpool3x3s2_p1_fp32(struct csinn_tensor *input, struct csinn_tensor // h top ---- w left outptr[0] = fmax(fmax(line0[0], line0[1]), fmax(line1[0], line1[1])); - outptr[0] = fmax(outptr[0], 0.0f); outptr++; line0++; line1++; @@ -226,7 +222,7 @@ int shl_rvv_maxpool3x3s2_p1_fp32(struct csinn_tensor *input, struct csinn_tensor vfloat32m1_t _max1 = vfmax_vv_f32m1(_line1_2_8, vfmax_vv_f32m1(_line1_0_6, _line1_1_7, vl), vl); - vfloat32m1_t _max = vfmax_vf_f32m1(vfmax_vv_f32m1(_max0, _max1, vl), 0.0f, vl); + vfloat32m1_t _max = vfmax_vv_f32m1(_max0, _max1, vl); vse32_v_f32m1(outptr, _max, vl); outptr += vl; @@ -235,7 +231,6 @@ int shl_rvv_maxpool3x3s2_p1_fp32(struct csinn_tensor *input, struct csinn_tensor // h top ---- w right if (extend_w) { outptr[0] = fmax(fmax(line0[0], line0[1]), fmax(line1[0], line1[1])); - outptr[0] = fmax(outptr[0], 0.0f); outptr++; } line0 += remain_w; @@ -249,7 +244,6 @@ int shl_rvv_maxpool3x3s2_p1_fp32(struct csinn_tensor *input, struct csinn_tensor float max1 = fmax(line1[0], line1[1]); float max2 = fmax(line2[0], line2[1]); outptr[0] = fmax(max0, fmax(max1, max2)); - outptr[0] = fmax(outptr[0], 0.0f); // consider padding with constant "0" outptr++; line0++; line1++; @@ -295,7 +289,6 @@ int shl_rvv_maxpool3x3s2_p1_fp32(struct csinn_tensor *input, struct csinn_tensor float max1 = fmax(line1[0], line1[1]); float max2 = fmax(line2[0], line2[1]); outptr[0] = fmax(max0, fmax(max1, max2)); - outptr[0] = fmax(outptr[0], 0.0f); outptr++; } line0 += in_w + remain_w; @@ -307,7 +300,6 @@ int shl_rvv_maxpool3x3s2_p1_fp32(struct csinn_tensor *input, struct csinn_tensor if (extend_h) { // h bottom ---- w left outptr[0] = fmax(fmax(line0[0], line0[1]), fmax(line1[0], line1[1])); - outptr[0] = fmax(outptr[0], 0.0f); outptr++; line0++; line1++; @@ -333,7 +325,7 @@ int shl_rvv_maxpool3x3s2_p1_fp32(struct csinn_tensor *input, struct csinn_tensor vfloat32m1_t _max1 = vfmax_vv_f32m1(_line1_2_8, vfmax_vv_f32m1(_line1_0_6, _line1_1_7, vl), vl); - vfloat32m1_t _max = vfmax_vf_f32m1(vfmax_vv_f32m1(_max0, _max1, vl), 0.0f, vl); + vfloat32m1_t _max = vfmax_vv_f32m1(_max0, _max1, vl); vse32_v_f32m1(outptr, _max, vl); outptr += vl; @@ -342,7 +334,6 @@ int shl_rvv_maxpool3x3s2_p1_fp32(struct csinn_tensor *input, struct csinn_tensor // h bottom ---- w right if (extend_w) { outptr[0] = fmax(fmax(line0[0], line0[1]), fmax(line1[0], line1[1])); - outptr[0] = fmax(outptr[0], 0.0f); outptr++; } } @@ -381,7 +372,6 @@ int shl_rvv_maxpool3x3s1_p1_fp32(struct csinn_tensor *input, struct csinn_tensor float *outptr = output_data + c * out_h * out_w; // h top ---- w left outptr[0] = fmax(fmax(line1[0], line1[1]), fmax(line2[0], line2[1])); - outptr[0] = fmax(outptr[0], 0.0f); outptr++; // h top ---- w mid int w = out_w - 2; @@ -405,7 +395,7 @@ int shl_rvv_maxpool3x3s1_p1_fp32(struct csinn_tensor *input, struct csinn_tensor vfloat32m1_t _max2 = vfmax_vv_f32m1(_line2_2_5, vfmax_vv_f32m1(_line2_0_3, _line2_1_4, vl), vl); - vfloat32m1_t _max = vfmax_vf_f32m1(vfmax_vv_f32m1(_max1, _max2, vl), 0.0f, vl); + vfloat32m1_t _max = vfmax_vv_f32m1(_max1, _max2, vl); vse32_v_f32m1(outptr, _max, vl); outptr += vl; @@ -413,7 +403,6 @@ int shl_rvv_maxpool3x3s1_p1_fp32(struct csinn_tensor *input, struct csinn_tensor } // h top ---- w right outptr[0] = fmax(fmax(line1[0], line1[1]), fmax(line2[0], line2[1])); - outptr[0] = fmax(outptr[0], 0.0f); outptr++; line1 += 2; // bump next line: line1 --> line2 line2 += 2; @@ -426,7 +415,6 @@ int shl_rvv_maxpool3x3s1_p1_fp32(struct csinn_tensor *input, struct csinn_tensor float max1 = fmax(line1[0], line1[1]); float max2 = fmax(line2[0], line2[1]); outptr[0] = fmax(max0, fmax(max1, max2)); - outptr[0] = fmax(outptr[0], 0.0f); outptr++; // h mid ---- w mid w = out_w - 2; @@ -470,8 +458,6 @@ int shl_rvv_maxpool3x3s1_p1_fp32(struct csinn_tensor *input, struct csinn_tensor float max1_0 = fmax(line1[0], line1[1]); float max2_0 = fmax(line2[0], line2[1]); outptr[0] = fmax(max0_0, fmax(max1_0, max2_0)); - outptr[0] = fmax(outptr[0], 0.0f); - outptr++; line0 += 2; line1 += 2; @@ -480,7 +466,6 @@ int shl_rvv_maxpool3x3s1_p1_fp32(struct csinn_tensor *input, struct csinn_tensor // h bottom ---- w left outptr[0] = fmax(fmax(line0[0], line0[1]), fmax(line1[0], line1[1])); - outptr[0] = fmax(outptr[0], 0.0f); outptr++; // h bottom ---- w mid w = out_w - 2; @@ -504,7 +489,7 @@ int shl_rvv_maxpool3x3s1_p1_fp32(struct csinn_tensor *input, struct csinn_tensor vfloat32m1_t _max1 = vfmax_vv_f32m1(_line1_2_5, vfmax_vv_f32m1(_line1_0_3, _line1_1_4, vl), vl); - vfloat32m1_t _max = vfmax_vf_f32m1(vfmax_vv_f32m1(_max0, _max1, vl), 0.0f, vl); + vfloat32m1_t _max = vfmax_vv_f32m1(_max0, _max1, vl); vse32_v_f32m1(outptr, _max, vl); outptr += vl; @@ -512,7 +497,6 @@ int shl_rvv_maxpool3x3s1_p1_fp32(struct csinn_tensor *input, struct csinn_tensor } // h bottom ---- w right outptr[0] = fmax(fmax(line0[0], line0[1]), fmax(line1[0], line1[1])); - outptr[0] = fmax(outptr[0], 0.0f); } input_data += input_size; output_data += output_size; diff --git a/source/thead_rvv/fp32/maxpool_3x3_fp32_packn.c b/source/thead_rvv/fp32/maxpool_3x3_fp32_packn.c index 5e2d0765..432e23b2 100644 --- a/source/thead_rvv/fp32/maxpool_3x3_fp32_packn.c +++ b/source/thead_rvv/fp32/maxpool_3x3_fp32_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -26,11 +24,20 @@ int shl_rvv_maxpool3x3s2_packn_fp32(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; @@ -92,11 +99,20 @@ int shl_rvv_maxpool3x3s2_packn_fp32(struct csinn_tensor *input, struct csinn_ten int shl_rvv_maxpool3x3s1_packn_fp32(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; @@ -115,6 +131,7 @@ int shl_rvv_maxpool3x3s1_packn_fp32(struct csinn_tensor *input, struct csinn_ten float *input_ncxhwx = (float *)shl_mem_alloc(in_c * padded_in_hw * sizeof(float)); for (int b = 0; b < batch; b++) { + /* TODO: remove padding */ shl_rvv_pad_input_packn_fp32(input_data, input_ncxhwx, in_c, in_h, in_w, padded_in_h, padded_in_w, params->pad_top, params->pad_left); diff --git a/source/thead_rvv/fp32/maxpool_fp32_nhwc.c b/source/thead_rvv/fp32/maxpool_fp32_nhwc.c index dada0d9b..e4ab6623 100644 --- a/source/thead_rvv/fp32/maxpool_fp32_nhwc.c +++ b/source/thead_rvv/fp32/maxpool_fp32_nhwc.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* diff --git a/source/thead_rvv/fp32/maxpool_fp32_packn.c b/source/thead_rvv/fp32/maxpool_fp32_packn.c index fce0304c..b4844d72 100644 --- a/source/thead_rvv/fp32/maxpool_fp32_packn.c +++ b/source/thead_rvv/fp32/maxpool_fp32_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -101,6 +99,15 @@ static void maxpool_border_fp32_packn(const float *src, float *dst, int shl_rvv_maxpool_packn_fp32(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } const int packn = csrr_vlenb() / sizeof(float); const int vl = vsetvl_e32m1(packn); @@ -108,10 +115,9 @@ int shl_rvv_maxpool_packn_fp32(struct csinn_tensor *input, struct csinn_tensor * float *output_data = (float *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; - int out_h = output->dim[2]; int out_w = output->dim[3]; @@ -125,7 +131,7 @@ int shl_rvv_maxpool_packn_fp32(struct csinn_tensor *input, struct csinn_tensor * int dst_1x8_start_w = max((pad_left + stride_w - 1) / stride_w, 0); int dst_1x8_end_w = min((in_w + pad_left - kernel_w) / stride_w + 1, out_w); - for (int bc = 0; bc < batch * in_c; bc += packn) { + for (int bc = 0; bc + packn - 1 < batch * in_c; bc += packn) { float *in_ptr = input_data + bc * in_h * in_w; float *out_ptr = output_data + bc * out_h * out_w; diff --git a/source/thead_rvv/fp32/mul.c b/source/thead_rvv/fp32/mul.c index 424d5672..3493041d 100644 --- a/source/thead_rvv/fp32/mul.c +++ b/source/thead_rvv/fp32/mul.c @@ -16,107 +16,75 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" -static int tail_coincide(struct csinn_tensor *input0, struct csinn_tensor *input1) +static void elementwise_mul_fp32(struct csinn_tensor *input0, struct csinn_tensor *input1, + struct csinn_tensor *output) { - int flag = 1; - int i = 0, j = 0; - for (i = input1->dim_count - 1, j = input0->dim_count - 1; i >= 0; i--, j--) { - if (input0->dim[j] != input1->dim[i]) { - flag = 0; - break; - } - } - flag = 1; - for (; i >= 0; i--) { - if (input1->dim[i] != 1) { - flag = 0; - break; - } - } - return flag; -} + float *input0_data = (float *)input0->data; + float *input1_data = (float *)input1->data; + float *output_data = (float *)output->data; -static void element_mul_fp32(float *input0, float *input1, float *output, int size) -{ + int64_t size = csinn_tensor_size(output); while (size > 0) { int vl = vsetvl_e32m2(size); - vfloat32m2_t _in0 = vle32_v_f32m2(input0, vl); - vfloat32m2_t _in1 = vle32_v_f32m2(input1, vl); + vfloat32m2_t _in0 = vle32_v_f32m2(input0_data, vl); + vfloat32m2_t _in1 = vle32_v_f32m2(input1_data, vl); vfloat32m2_t _sum = vfmul_vv_f32m2(_in0, _in1, vl); - vse32_v_f32m2(output, _sum, vl); - input0 += vl; - input1 += vl; - output += vl; + vse32_v_f32m2(output_data, _sum, vl); + input0_data += vl; + input1_data += vl; + output_data += vl; size -= vl; } } -int shl_rvv_mul_fp32(struct csinn_tensor *input0, struct csinn_tensor *input1, - struct csinn_tensor *output, struct csinn_diso_params *params) +static void broadcast_single_1_mul_fp32(struct csinn_tensor *input0, struct csinn_tensor *input1, + struct csinn_tensor *output) { float *input0_data = (float *)input0->data; float *input1_data = (float *)input1->data; float *output_data = (float *)output->data; - int in_size0 = csinn_tensor_size(input0); - int in_size1 = csinn_tensor_size(input1); - int out_size = csinn_tensor_size(output); - - // example: [1, 3, 224, 224] + [1] = [1, 3, 224, 224] - if (in_size1 == 1) { - int size = out_size; - while (size > 0) { - int vl = vsetvl_e32m2(size); - vfloat32m2_t _in0 = vle32_v_f32m2(input0_data, vl); - vfloat32m2_t _sum = vfmul_vf_f32m2(_in0, input1_data[0], vl); - vse32_v_f32m2(output_data, _sum, vl); - input0 += vl; - output += vl; - size -= vl; - } - } - // example: [1, 3, 224, 224] + [1, 3, 224, 224] = [1, 3, 224, 224] - else if (in_size0 == in_size1) { - element_mul_fp32(input0_data, input1_data, output_data, out_size); - } - // example: [1, 3, 224, 224] + [224] or [1, 3, 224, 224] + [1, 224] - else if (tail_coincide(input0, input1)) { - int inner_size = in_size1; - int outer_size = out_size / in_size1; - for (int i = 0; i < outer_size; i++) { - element_mul_fp32(input0_data, input1_data, output_data, inner_size); - input0_data += inner_size; - output_data += inner_size; - } + int64_t size = csinn_tensor_size(output); + while (size > 0) { + int vl = vsetvl_e32m2(size); + vfloat32m2_t _in0 = vle32_v_f32m2(input0_data, vl); + vfloat32m2_t _sum = vfmul_vf_f32m2(_in0, input1_data[0], vl); + vse32_v_f32m2(output_data, _sum, vl); + input0_data += vl; + output_data += vl; + size -= vl; } - // example: [1, 3, 224, 224] + [3, 224, 1] or [1, 3, 224, 224] + [3, 1, 224] - else { - float *in0_data_b = shl_mem_alloc(out_size * sizeof(float)); - float *in1_data_b = shl_mem_alloc(out_size * sizeof(float)); - - struct csinn_tensor *b_input0 = csinn_alloc_tensor(NULL); - struct csinn_tensor *b_input1 = csinn_alloc_tensor(NULL); - csinn_tensor_copy(b_input0, output); - csinn_tensor_copy(b_input1, output); - b_input0->data = in0_data_b; - b_input1->data = in1_data_b; - - shl_ref_broadcast_to_shape_f32(input0, b_input0, output->dim, output->dim_count); - shl_ref_broadcast_to_shape_f32(input1, b_input1, output->dim, output->dim_count); +} - input0_data = b_input0->data; - input1_data = b_input1->data; +int shl_rvv_mul_fp32(struct csinn_tensor *input0, struct csinn_tensor *input1, + struct csinn_tensor *output, struct csinn_diso_params *params) +{ + int64_t in_size0 = csinn_tensor_size(input0); + int64_t in_size1 = csinn_tensor_size(input1); + int64_t out_size = csinn_tensor_size(output); - element_mul_fp32(input0_data, input1_data, output_data, out_size); + bool is_elementwise = + (in_size0 == out_size) && (in_size1 == out_size) && (input0->layout == input1->layout); - shl_mem_free(in0_data_b); - shl_mem_free(in1_data_b); - csinn_free_tensor(b_input0); - csinn_free_tensor(b_input1); + if (is_elementwise) { + output->layout = input0->layout; + output->dim_count = input0->dim_count; + for (int i = 0; i < output->dim_count; i++) { + output->dim[i] = input0->dim[i]; + } + elementwise_mul_fp32(input0, input1, output); + } else if (in_size1 == 1) { + output->layout = input0->layout; + output->dim_count = input0->dim_count; + for (int i = 0; i < output->dim_count; i++) { + output->dim[i] = input0->dim[i]; + } + broadcast_single_1_mul_fp32(input0, input1, output); + } else { + /* TODO: recursive opt */ + return shl_ref_mul_quant(input0, input1, output, params); } return CSINN_TRUE; } diff --git a/source/thead_rvv/fp32/pad.c b/source/thead_rvv/fp32/pad.c index 93155db4..d859146f 100644 --- a/source/thead_rvv/fp32/pad.c +++ b/source/thead_rvv/fp32/pad.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* diff --git a/source/thead_rvv/fp32/prelu.c b/source/thead_rvv/fp32/prelu.c index 287e8cb8..c928e3ef 100644 --- a/source/thead_rvv/fp32/prelu.c +++ b/source/thead_rvv/fp32/prelu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" int shl_rvv_prelu_fp32(struct csinn_tensor *input, struct csinn_tensor *alpha, @@ -27,21 +25,59 @@ int shl_rvv_prelu_fp32(struct csinn_tensor *input, struct csinn_tensor *alpha, float *alpha_data = (float *)alpha->data; float *output_data = (float *)output->data; - for (int n = 0; n < input->dim[0]; ++n) { - for (int c = 0; c < input->dim[1]; ++c) { - float a = alpha_data[c]; - int inner_size = input->dim[2] * input->dim[3]; - while (inner_size > 0) { - int vl = vsetvl_e32m2(inner_size); - vfloat32m2_t _input = vle32_v_f32m2(input_data, vl); - vbool16_t _mask = vmflt_vf_f32m2_b16(_input, 0.0f, vl); - vfloat32m2_t _res = vfmul_vf_f32m2_m(_mask, _input, _input, a, vl); - vse32_v_f32m2(output_data, _res, vl); - input_data += vl; - output_data += vl; - inner_size -= vl; + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + const int packn = csrr_vlenb() / sizeof(float); + int inner_size = input->dim[2] * input->dim[3]; + for (int n = 0; n < input->dim[0]; ++n) { + for (int c1 = 0; c1 < input->dim[1]; ++c1) { + const float *in_ptr = + (float *)input_data + (n * input->dim[1] + c1) * inner_size * packn; + float *out_ptr = + (float *)output_data + (n * input->dim[1] + c1) * inner_size * packn; + const float *a_ptr = (float *)alpha_data + c1 * packn; + vfloat32m1_t _a = vle32_v_f32m1(a_ptr, packn); + for (int hw = 0; hw < inner_size; hw++) { + vfloat32m1_t _in = vle32_v_f32m1(in_ptr, packn); + vbool32_t _mask = vmflt_vf_f32m1_b32(_in, 0.0f, packn); + vfloat32m1_t _res = vfmul_vv_f32m1_m(_mask, _in, _in, _a, packn); + vse32_v_f32m1(out_ptr, _res, packn); + in_ptr += packn; + out_ptr += packn; + } } } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } + } else if (input->layout == CSINN_LAYOUT_NCHW) { + for (int n = 0; n < input->dim[0]; ++n) { + for (int c = 0; c < input->dim[1]; ++c) { + float a = alpha_data[c]; + int inner_size = input->dim[2] * input->dim[3]; + while (inner_size > 0) { + int vl = vsetvl_e32m2(inner_size); + vfloat32m2_t _input = vle32_v_f32m2(input_data, vl); + vbool16_t _mask = vmflt_vf_f32m2_b16(_input, 0.0f, vl); + vfloat32m2_t _res = vfmul_vf_f32m2_m(_mask, _input, _input, a, vl); + vse32_v_f32m2(output_data, _res, vl); + input_data += vl; + output_data += vl; + inner_size -= vl; + } + } + } + if (output->layout == CSINN_LAYOUT_NC1HWC0) { + const int packn = csrr_vlenb() / sizeof(float); + output->dim[1] *= packn; + output->dim[4] = 0; + output->dim_count = 4; + output->layout = CSINN_LAYOUT_NCHW; + } + } else { + shl_debug_error("prelu unsupported layout: %d\n", input->layout); } return CSINN_TRUE; diff --git a/source/thead_rvv/fp32/relu.c b/source/thead_rvv/fp32/relu.c index 3aa3aae5..7619b3d4 100644 --- a/source/thead_rvv/fp32/relu.c +++ b/source/thead_rvv/fp32/relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -39,5 +37,10 @@ int shl_rvv_relu_fp32(struct csinn_tensor *input, struct csinn_tensor *output, output_data += vl; size -= vl; } + output->layout = input->layout; + output->dim_count = input->dim_count; + for (int i = 0; i < output->dim_count; i++) { + output->dim[i] = input->dim[i]; + } return CSINN_TRUE; } diff --git a/source/thead_rvv/fp32/relu6.c b/source/thead_rvv/fp32/relu6.c index 3def8bdb..2a44c59d 100644 --- a/source/thead_rvv/fp32/relu6.c +++ b/source/thead_rvv/fp32/relu6.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -39,5 +37,10 @@ int shl_rvv_relu6_fp32(struct csinn_tensor *input, struct csinn_tensor *output, output_data += vl; size -= vl; } + output->layout = input->layout; + output->dim_count = input->dim_count; + for (int i = 0; i < output->dim_count; i++) { + output->dim[i] = input->dim[i]; + } return CSINN_TRUE; } diff --git a/source/thead_rvv/fp32/reshape.c b/source/thead_rvv/fp32/reshape.c index 7f2f985a..e1cd84e6 100644 --- a/source/thead_rvv/fp32/reshape.c +++ b/source/thead_rvv/fp32/reshape.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -29,16 +27,17 @@ int shl_rvv_reshape_fp32(struct csinn_tensor *input, struct csinn_tensor *output float *input_data = (float *)input->data; float *output_data = (float *)output->data; - int size = csinn_tensor_byte_size(input); - - if (input->layout == CSINN_LAYOUT_NC1HWC0) { - const int packn = csrr_vlenb() / sizeof(float); + shl_gref_reshape_infer_shape(input, output, params); + if (input->layout >= CSINN_LAYOUT_NC1WC0 && input->layout <= CSINN_LAYOUT_NC1DHWC0) { + const int packn = csrr_vlenb() / sizeof(float); // = input->dim[input->dim_count - 1] const int vl = vsetvl_e32m1(packn); - - int outer_size = input->dim[1]; - int inner_size = input->dim[2] * input->dim[3]; - for (int ic = 0; ic + packn - 1 < outer_size; ic += packn) { - float *out_ptr = output_data + ic * inner_size; + int outer_size = input->dim[0] * input->dim[1]; // batch fuse to outer + int inner_size = 1; + for (int i = 2; i < input->dim_count - 1; i++) { + inner_size *= input->dim[i]; + } + for (int bc = 0; bc < outer_size; bc++) { + float *out_ptr = output_data + bc * inner_size * packn; for (int i = 0; i < inner_size; i++) { vfloat32m1_t _input = vle32_v_f32m1(input_data, vl); input_data += vl; @@ -46,8 +45,56 @@ int shl_rvv_reshape_fp32(struct csinn_tensor *input, struct csinn_tensor *output out_ptr += 1; } } - } else { - memcpy(output_data, input_data, size); + if (output->dim_count == 1) + output->layout = CSINN_LAYOUT_N; + else if (output->dim_count == 2) + output->layout = CSINN_LAYOUT_NC; + else if (output->dim_count == 3) + output->layout = CSINN_LAYOUT_NCW; + else if (output->dim_count == 4) + output->layout = CSINN_LAYOUT_NCHW; + else if (output->dim_count == 5) + output->layout = CSINN_LAYOUT_NCDHW; + } else if (input->layout >= CSINN_LAYOUT_N && input->layout <= CSINN_LAYOUT_NCDHW) { + memcpy(output_data, input_data, csinn_tensor_byte_size(input)); + if (output->dim_count == 1) + output->layout = CSINN_LAYOUT_N; + else if (output->dim_count == 2) + output->layout = CSINN_LAYOUT_NC; + else if (output->dim_count == 3) + output->layout = CSINN_LAYOUT_NCW; + else if (output->dim_count == 4) + output->layout = CSINN_LAYOUT_NCHW; + else if (output->dim_count == 5) + output->layout = CSINN_LAYOUT_NCDHW; + else if (output->dim_count == 6) + output->layout = CSINN_LAYOUT_NLCDHW; + } else if (input->layout >= CSINN_LAYOUT_NWC && input->layout <= CSINN_LAYOUT_NDHWC) { + memcpy(output_data, input_data, csinn_tensor_byte_size(input)); + if (output->dim_count == 1) + output->layout = CSINN_LAYOUT_N; + else if (output->dim_count == 2) + output->layout = CSINN_LAYOUT_NC; + else if (output->dim_count == 3) + output->layout = CSINN_LAYOUT_NWC; + else if (output->dim_count == 4) + output->layout = CSINN_LAYOUT_NHWC; + else if (output->dim_count == 5) + output->layout = CSINN_LAYOUT_NDHWC; + } else if (input->layout == CSINN_LAYOUT_NLCDHW) { + memcpy(output_data, input_data, csinn_tensor_byte_size(input)); + if (output->dim_count == 1) + output->layout = CSINN_LAYOUT_N; + else if (output->dim_count == 2) + output->layout = CSINN_LAYOUT_NC; + else if (output->dim_count == 3) + output->layout = CSINN_LAYOUT_NCW; + else if (output->dim_count == 4) + output->layout = CSINN_LAYOUT_NCHW; + else if (output->dim_count == 5) + output->layout = CSINN_LAYOUT_NCDHW; + else if (output->dim_count == 6) + output->layout = CSINN_LAYOUT_NLCDHW; } return CSINN_TRUE; } diff --git a/source/thead_rvv/fp32/rvv_mathfun_fp32.h b/source/thead_rvv/fp32/rvv_mathfun_fp32.h new file mode 100644 index 00000000..6c849531 --- /dev/null +++ b/source/thead_rvv/fp32/rvv_mathfun_fp32.h @@ -0,0 +1,75 @@ +#ifndef RVV_MATHFUN_FP32_H +#define RVV_MATHFUN_FP32_H + +#include + +#define c_exp_hi 88.3762626647949f +#define c_exp_lo -88.3762626647949f + +#define c_cephes_LOG2EF 1.44269504088896341 +#define c_cephes_exp_C1 0.693359375 +#define c_cephes_exp_C2 -2.12194440e-4 + +#define c_cephes_exp_p0 1.9875691500E-4 +#define c_cephes_exp_p1 1.3981999507E-3 +#define c_cephes_exp_p2 8.3334519073E-3 +#define c_cephes_exp_p3 4.1665795894E-2 +#define c_cephes_exp_p4 1.6666665459E-1 +#define c_cephes_exp_p5 5.0000001201E-1 + +#define _RVV_FLOAT32_EXP_OP(LMUL, MLEN) \ + static inline vfloat32m##LMUL##_t exp_ps_vfloat32m##LMUL(vfloat32m##LMUL##_t x, word_type vl) \ + { \ + vfloat32m##LMUL##_t tmp, fx; \ + \ + x = vfmin_vf_f32m##LMUL(x, c_exp_hi, vl); \ + x = vfmax_vf_f32m##LMUL(x, c_exp_lo, vl); \ + \ + /* express exp(x) as exp(g + n*log(2)) */ \ + fx = vfmacc_vf_f32m##LMUL(vfmv_v_f_f32m##LMUL(0.5f, vl), c_cephes_LOG2EF, x, vl); \ + \ + /* perform a floorf */ \ + tmp = vfcvt_f_x_v_f32m##LMUL(vfcvt_x_f_v_i32m##LMUL(fx, vl), vl); \ + \ + /* if greater, substract 1 */ \ + vbool##MLEN##_t mask = vmfgt_vv_f32m##LMUL##_b##MLEN(tmp, fx, vl); \ + fx = vfsub_vf_f32m##LMUL##_m(mask, tmp, tmp, 1.f, vl); \ + \ + tmp = vfmul_vf_f32m##LMUL(fx, c_cephes_exp_C1, vl); \ + vfloat32m##LMUL##_t z = vfmul_vf_f32m##LMUL(fx, c_cephes_exp_C2, vl); \ + x = vfsub_vv_f32m##LMUL(x, tmp, vl); \ + x = vfsub_vv_f32m##LMUL(x, z, vl); \ + \ + vfloat32m##LMUL##_t y = vfmul_vf_f32m##LMUL(x, c_cephes_exp_p0, vl); \ + z = vfmul_vv_f32m##LMUL(x, x, vl); \ + \ + y = vfadd_vf_f32m##LMUL(y, c_cephes_exp_p1, vl); \ + y = vfmul_vv_f32m##LMUL(y, x, vl); \ + y = vfadd_vf_f32m##LMUL(y, c_cephes_exp_p2, vl); \ + y = vfmul_vv_f32m##LMUL(y, x, vl); \ + y = vfadd_vf_f32m##LMUL(y, c_cephes_exp_p3, vl); \ + y = vfmul_vv_f32m##LMUL(y, x, vl); \ + y = vfadd_vf_f32m##LMUL(y, c_cephes_exp_p4, vl); \ + y = vfmul_vv_f32m##LMUL(y, x, vl); \ + y = vfadd_vf_f32m##LMUL(y, c_cephes_exp_p5, vl); \ + \ + y = vfmul_vv_f32m##LMUL(y, z, vl); \ + y = vfadd_vv_f32m##LMUL(y, x, vl); \ + y = vfadd_vf_f32m##LMUL(y, 1.f, vl); \ + \ + /* build 2^n */ \ + vint32m##LMUL##_t mm = vfcvt_x_f_v_i32m##LMUL(fx, vl); \ + mm = vadd_vx_i32m##LMUL(mm, 0x7f, vl); \ + mm = vsll_vx_i32m##LMUL(mm, 23, vl); \ + vfloat32m##LMUL##_t pow2n = vreinterpret_v_i32m##LMUL##_f32m##LMUL(mm); \ + \ + y = vfmul_vv_f32m##LMUL(y, pow2n, vl); \ + return y; \ + } + +_RVV_FLOAT32_EXP_OP(1, 32) +_RVV_FLOAT32_EXP_OP(2, 16) +_RVV_FLOAT32_EXP_OP(4, 8) +_RVV_FLOAT32_EXP_OP(8, 4) + +#endif // RVV_MATHFUN_FP32_H \ No newline at end of file diff --git a/source/thead_rvv/fp32/sigmoid.c b/source/thead_rvv/fp32/sigmoid.c new file mode 100644 index 00000000..310afb6e --- /dev/null +++ b/source/thead_rvv/fp32/sigmoid.c @@ -0,0 +1,49 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#include "rvv_mathfun_fp32.h" +#include "shl_thead_rvv.h" + +int shl_rvv_sigmoid_fp32(struct csinn_tensor *input, struct csinn_tensor *output, + struct csinn_sigmoid_params *params) +{ + float *input_data = (float *)input->data; + float *output_data = (float *)output->data; + + int size = csinn_tensor_size(input); + while (size > 0) { + size_t vl = vsetvl_e32m2(size); + + vfloat32m2_t _val = vle32_v_f32m2(input_data, vl); // val + _val = vfmul_vf_f32m2(_val, -1.0f, vl); + vfloat32m2_t _output_data = exp_ps_vfloat32m2(_val, vl); + _output_data = vfadd_vf_f32m2(_output_data, 1.0f, vl); + _output_data = vfrdiv_vf_f32m2(_output_data, 1.0f, vl); + vse32_v_f32m2(output_data, _output_data, vl); + + input_data += vl; + output_data += vl; + size -= vl; + } + output->layout = input->layout; + output->dim_count = input->dim_count; + for (int i = 0; i < output->dim_count; i++) { + output->dim[i] = input->dim[i]; + } + return CSINN_TRUE; +} diff --git a/source/thead_rvv/fp32/softmax.c b/source/thead_rvv/fp32/softmax.c index 0a35992f..e4b1171a 100644 --- a/source/thead_rvv/fp32/softmax.c +++ b/source/thead_rvv/fp32/softmax.c @@ -16,9 +16,7 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - -#include "../rvv_mathfun.h" +#include "rvv_mathfun_fp32.h" #include "shl_thead_rvv.h" static inline float fast_exp32(float y) @@ -36,6 +34,9 @@ static inline float fast_exp32(float y) int shl_rvv_softmax_fp32(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_softmax_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp32(input); + } float *input_data = (float *)input->data; float *output_data = (float *)output->data; diff --git a/source/thead_rvv/fp32/transpose.c b/source/thead_rvv/fp32/transpose.c new file mode 100644 index 00000000..91d74b4a --- /dev/null +++ b/source/thead_rvv/fp32/transpose.c @@ -0,0 +1,124 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#include "shl_thead_rvv.h" + +static void transpose_021_fp32(float *src, float *dst, int batch, int inner_size, int outer_size) +{ + for (int b = 0; b < batch; b++) { + for (int i = 0; i < outer_size; i++) { + int size = inner_size; + float *d_ptr = dst + i; + while (size > 0) { + int vl = vsetvl_e32m4(size); + vfloat32m4_t _in = vle32_v_f32m4(src, vl); + src += vl; + vsse32_v_f32m4(d_ptr, outer_size * sizeof(float), _in, vl); + d_ptr += vl * outer_size; + size -= vl; + } + } + dst += inner_size * outer_size; + } +} + +static int transpose_tail_coincide_fp32(struct csinn_tensor *input, struct csinn_tensor *output, + struct csinn_transpose_params *params, int tail) +{ + float *input_data = (float *)input->data; + float *output_data = (float *)output->data; + int32_t *in_dim = input->dim; + int32_t *out_dim = output->dim; + int32_t *permute = params->permute; + int permute_num = params->permute_num; + + int tail_size = 1; + for (int i = permute_num - 1; i >= permute_num - tail; i--) { + tail_size *= in_dim[i]; + } + + int32_t *idx = (int32_t *)shl_mem_alloc(permute_num * sizeof(int32_t)); + + int d = 0; + while (idx[0] < in_dim[0]) { + if (d == permute_num - tail) { + float *src = input_data + shl_rvv_transpose_get_in_index(in_dim, idx, permute_num); + float *dst = + output_data + shl_rvv_transpose_get_out_index(out_dim, idx, permute, permute_num); + int i = 0; + while (i < tail_size) { + int vl = vsetvl_e32m4(tail_size - i); + vfloat32m4_t _in = vle32_v_f32m4(src, vl); + vse32_v_f32m4(dst, _in, vl); + src += vl; + dst += vl; + i += vl; + } + d -= 1; + idx[d] += 1; + } else { + if (idx[d] < in_dim[d]) { + d += 1; + } else { + idx[d] = 0; + d -= 1; + idx[d] += 1; + } + } + } + + shl_mem_free(idx); + return CSINN_TRUE; +} + +int shl_rvv_transpose_fp32(struct csinn_tensor *input, struct csinn_tensor *output, + struct csinn_transpose_params *params) +{ + if (input->layout >= CSINN_LAYOUT_NC1WC0 && input->layout <= CSINN_LAYOUT_NC1DHWC0) { + return shl_ref_transpose_quant(input, output, params); + } + if (params->permute_num == 4 && params->permute[0] == 0 && params->permute[1] == 1 && + params->permute[2] == 2 && params->permute[3] == 3) { + float *input_data = (float *)input->data; + float *output_data = (float *)output->data; + int sizeb = csinn_tensor_byte_size(input); + memcpy(output_data, input_data, sizeb); + return CSINN_TRUE; + } else if (params->permute_num == 4 && params->permute[0] == 0 && params->permute[1] == 2 && + params->permute[2] == 3 && params->permute[3] == 1) { + int batch = input->dim[0]; + int inner_size = input->dim[2] * input->dim[3]; + int outer_size = input->dim[1]; + transpose_021_fp32(input->data, output->data, batch, inner_size, outer_size); + return CSINN_TRUE; + } else if (params->permute_num == 3 && params->permute[0] == 0 && params->permute[1] == 2 && + params->permute[2] == 1) { + int batch = input->dim[0]; + int inner_size = input->dim[2]; + int outer_size = input->dim[1]; + transpose_021_fp32(input->data, output->data, batch, inner_size, outer_size); + return CSINN_TRUE; + } + + int tail = shl_rvv_transpose_get_tail(params->permute, params->permute_num); + if (tail > 0) { + return transpose_tail_coincide_fp32(input, output, params, tail); + } + + return shl_ref_transpose_quant(input, output, params); +} diff --git a/source/thead_rvv/int4/convolution.c b/source/thead_rvv/int4/convolution.c index 9f43bfab..c1653771 100644 --- a/source/thead_rvv/int4/convolution.c +++ b/source/thead_rvv/int4/convolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" #ifdef SHL_USE_DOT_INT4 @@ -25,7 +23,7 @@ int shl_rvv_conv2d_init_int4(struct csinn_tensor *input, struct csinn_tensor *ou struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { - int32_t out_c = kernel->dim[0]; + int32_t out_c = kernel->dim[0] / params->group; int32_t in_c = kernel->dim[1]; int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; diff --git a/source/thead_rvv/int4/convolution_1x1_int4.c b/source/thead_rvv/int4/convolution_1x1_int4.c index f693484c..9ed9e074 100644 --- a/source/thead_rvv/int4/convolution_1x1_int4.c +++ b/source/thead_rvv/int4/convolution_1x1_int4.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" #ifdef SHL_USE_DOT_INT4 // kernel_layout: [o, h, w, i] diff --git a/source/thead_rvv/int4/convolution_1x1_int4_packn.c b/source/thead_rvv/int4/convolution_1x1_int4_packn.c index 25508cdd..05579eef 100644 --- a/source/thead_rvv/int4/convolution_1x1_int4_packn.c +++ b/source/thead_rvv/int4/convolution_1x1_int4_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" #ifdef SHL_USE_DOT_INT4 void shl_rvv_conv1x1s1_gemm_reorder_kernel_packn_int4(struct csinn_tensor *kernel, diff --git a/source/thead_rvv/int4/convolution_gemm_int4.c b/source/thead_rvv/int4/convolution_gemm_int4.c index f647e23f..92e1c1a7 100644 --- a/source/thead_rvv/int4/convolution_gemm_int4.c +++ b/source/thead_rvv/int4/convolution_gemm_int4.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" #ifdef SHL_USE_DOT_INT4 void shl_rvv_conv_im2col_gemm_reorder_kernel_int4(struct csinn_tensor *kernel, diff --git a/source/thead_rvv/int4/convolution_gemm_int4_packn.c b/source/thead_rvv/int4/convolution_gemm_int4_packn.c index 10253d3d..95bfb5be 100644 --- a/source/thead_rvv/int4/convolution_gemm_int4_packn.c +++ b/source/thead_rvv/int4/convolution_gemm_int4_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" #ifdef SHL_USE_DOT_INT4 /************************************************************* diff --git a/source/thead_rvv/int4/depthwise_convolution.c b/source/thead_rvv/int4/depthwise_convolution.c index 6ca2dfa5..a406e44f 100644 --- a/source/thead_rvv/int4/depthwise_convolution.c +++ b/source/thead_rvv/int4/depthwise_convolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" int shl_rvv_depthwise_conv2d_init_int4(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/thead_rvv/int4/depthwise_convolution_3x3_int4.c b/source/thead_rvv/int4/depthwise_convolution_3x3_int4.c index cb44b3f8..bf567cae 100644 --- a/source/thead_rvv/int4/depthwise_convolution_3x3_int4.c +++ b/source/thead_rvv/int4/depthwise_convolution_3x3_int4.c @@ -15,8 +15,6 @@ * See the License for the specific language governing permissions and * limitations under the License. */ - -/* SHL version 2.1.x */ #include "shl_thead_rvv.h" static vint8m1_t requantize_m4(vint32m4_t _src, int32_t multiplier, int32_t shift, int32_t out_zp, diff --git a/source/thead_rvv/int4/fullyconnected_int4.c b/source/thead_rvv/int4/fullyconnected_int4.c index 8e969c29..b64b5d4d 100644 --- a/source/thead_rvv/int4/fullyconnected_int4.c +++ b/source/thead_rvv/int4/fullyconnected_int4.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" #ifdef SHL_USE_DOT_INT4 /************************************************************* diff --git a/source/thead_rvv/int4/gemm_int4_dot.c b/source/thead_rvv/int4/gemm_int4_dot.c index e05d7722..0258d293 100644 --- a/source/thead_rvv/int4/gemm_int4_dot.c +++ b/source/thead_rvv/int4/gemm_int4_dot.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" #ifdef SHL_USE_DOT_INT4 static vint8mf4_t requantize_m2(vint32m2_t _src, int32_t multiplier, int32_t shift, int32_t out_zp, diff --git a/source/thead_rvv/int4/gemm_int4_dot_packn.c b/source/thead_rvv/int4/gemm_int4_dot_packn.c index a8894168..4a3a21ee 100644 --- a/source/thead_rvv/int4/gemm_int4_dot_packn.c +++ b/source/thead_rvv/int4/gemm_int4_dot_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" #ifdef SHL_USE_DOT_INT4 /************************************************************* diff --git a/source/thead_rvv/int8/add.c b/source/thead_rvv/int8/add.c index 824918c6..ef19c899 100644 --- a/source/thead_rvv/int8/add.c +++ b/source/thead_rvv/int8/add.c @@ -16,48 +16,37 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* note: VLEN = 128/256 *************************************************************/ -static int tail_coincide(struct csinn_tensor *input0, struct csinn_tensor *input1) -{ - int flag = 1; - int i = 0, j = 0; - for (i = input1->dim_count - 1, j = input0->dim_count - 1; i >= 0; i--, j--) { - if (input0->dim[j] != input1->dim[i]) { - flag = 0; - break; - } - } - flag = 1; - for (; i >= 0; i--) { - if (input1->dim[i] != 1) { - flag = 0; - break; - } - } - return flag; -} -// s2(q2-z2) = s0(q0-z0) + s1(q1-z1) -// q2 = s0/s2(q0-z0) + s1/s2(q1-z1) + z2 -static void element_add_int8(int8_t *input0, int8_t *input1, int8_t *output, int size, - int32_t mult0, int32_t shift0, int32_t mult1, int32_t shift1, - int32_t zero_point0, int32_t zero_point1, int32_t zero_point2) +/************************************************************************************ + * (1) s2(q2-z2) = s0(q0-z0) + s1(q1-z1) + * (2) q2 = s0/s2(q0-z0) + s1/s2(q1-z1) + z2 + ***********************************************************************************/ +static void elementwise_add_int8(struct csinn_tensor *input0, struct csinn_tensor *input1, + struct csinn_tensor *output) { + int8_t *input0_data = (int8_t *)input0->data; + int8_t *input1_data = (int8_t *)input1->data; + int8_t *output_data = (int8_t *)output->data; + int32_t zero_point0 = input0->qinfo->zero_point; + int32_t zero_point1 = input1->qinfo->zero_point; + int32_t zero_point2 = output->qinfo->zero_point; + int32_t mult0 = input0->qinfo->multiplier; + int32_t mult1 = input1->qinfo->multiplier; + int32_t shift0 = input0->qinfo->shift; + int32_t shift1 = input1->qinfo->shift; + int64_t size = csinn_tensor_size(output); + while (size > 0) { int vl = vsetvl_e8m1(size); - vint8m1_t _in0 = vle8_v_i8m1(input0, vl); - vint8m1_t _in1 = vle8_v_i8m1(input1, vl); + vint8m1_t _in0 = vle8_v_i8m1(input0_data, vl); + vint8m1_t _in1 = vle8_v_i8m1(input1_data, vl); vint16m2_t _in0_w = vwadd_vx_i16m2(_in0, 0, vl); - vint16m2_t _in1_w = vwadd_vx_i16m2(_in1, 0, vl); // widden 8 -> 16 - // vint32m4_t _in0_ww = vwadd_vx_i32m4(_in0_w, 0, vl); - // vint32m4_t _in1_ww = vwadd_vx_i32m4(_in1_w, 0, vl); // widden 16 -> 32 - + vint16m2_t _in1_w = vwadd_vx_i16m2(_in1, 0, vl); vint32m4_t _q0_z0 = vwsub_vx_i32m4(_in0_w, zero_point0, vl); vint32m4_t _q1_z1 = vwsub_vx_i32m4(_in1_w, zero_point1, vl); @@ -86,26 +75,91 @@ static void element_add_int8(int8_t *input0, int8_t *input1, int8_t *output, int _res0 = vadd_vx_i32m4(_res0, zero_point2, vl); vint16m2_t _res1 = vnclip_wx_i16m2(_res0, 0, vl); vint8m1_t _res2 = vnclip_wx_i8m1(_res1, 0, vl); - vse8_v_i8m1(output, _res2, vl); + vse8_v_i8m1(output_data, _res2, vl); - input0 += vl; - input1 += vl; - output += vl; + input0_data += vl; + input1_data += vl; + output_data += vl; size -= vl; } } -int shl_rvv_add_int8(struct csinn_tensor *input0, struct csinn_tensor *input1, - struct csinn_tensor *output, struct csinn_diso_params *params) +static void elementwise_add_int8_trans_fp16(struct csinn_tensor *input0, + struct csinn_tensor *input1, + struct csinn_tensor *output) +{ + int8_t *input0_data = (int8_t *)input0->data; + int8_t *input1_data = (int8_t *)input1->data; + int8_t *output_data = (int8_t *)output->data; + int32_t zero_point0 = input0->qinfo->zero_point; + int32_t zero_point1 = input1->qinfo->zero_point; + int32_t zero_point2 = output->qinfo->zero_point; + float real_s0 = input0->qinfo->scale / output->qinfo->scale; + float real_s1 = input1->qinfo->scale / output->qinfo->scale; + + int64_t size = csinn_tensor_size(output); + while (size > 0) { + int vl = vsetvl_e8m1(size); + vint8m1_t _in0 = vle8_v_i8m1(input0_data, vl); + vint8m1_t _in1 = vle8_v_i8m1(input1_data, vl); + vint16m2_t _in0w = vwsub_vx_i16m2(_in0, input0->qinfo->zero_point, vl); + vint16m2_t _in1w = vwsub_vx_i16m2(_in1, input1->qinfo->zero_point, vl); + vfloat16m2_t _in0f = vfcvt_f_x_v_f16m2(_in0w, vl); + vfloat16m2_t _in1f = vfcvt_f_x_v_f16m2(_in1w, vl); + vfloat16m2_t _tmp0 = vfmul_vf_f16m2(_in0f, real_s0, vl); // s0/s2(q0-z0) + vfloat16m2_t _tmp1 = vfmul_vf_f16m2(_in1f, real_s1, vl); // s1/s2(q1-z1) + vfloat16m2_t _sumf = vfadd_vv_f16m2(_tmp0, _tmp1, vl); + vint16m2_t _res = vfcvt_x_f_v_i16m2(_sumf, vl); + _res = vadd_vx_i16m2(_res, zero_point2, vl); + vse8_v_i8m1(output_data, vnclip_wx_i8m1(_res, 0, vl), vl); + input0_data += vl; + input1_data += vl; + output_data += vl; + size -= vl; + } +} + +/************************************************************************************ + * (1) q2 = s0/s2(q0-z0) + s1/s2(q1-z1) + z2 + * (2) q2 = (q0-z0) + s1/s2(q1-z1) + z2 + * (3) ps: s0/s2=1 + ***********************************************************************************/ +static void broadcast_single_1_add_int8(struct csinn_tensor *input0, struct csinn_tensor *input1, + struct csinn_tensor *output) { - // return shl_ref_add_quant(input0, input1, output, params); int8_t *input0_data = (int8_t *)input0->data; int8_t *input1_data = (int8_t *)input1->data; int8_t *output_data = (int8_t *)output->data; + float s1 = input1->qinfo->scale; + float s2 = output->qinfo->scale; + int32_t zero_point0 = input0->qinfo->zero_point; + int32_t zero_point1 = input1->qinfo->zero_point; + int32_t zero_point2 = output->qinfo->zero_point; + int32_t q1_z1 = (int32_t)(s1 / s2 * (input1_data[0] - zero_point1)); + int32_t q1_z1_z2 = q1_z1 + zero_point2; + + int64_t size = csinn_tensor_size(output); + while (size > 0) { + int vl = vsetvl_e8m1(size); + vint8m1_t _in0 = vle8_v_i8m1(input0_data, vl); + vint16m2_t _in0_w = vwadd_vx_i16m2(_in0, 0, vl); + vint32m4_t _q0_z0 = vwsub_vx_i32m4(_in0_w, zero_point0, vl); + vint32m4_t _res0 = vadd_vx_i32m4(_q0_z0, q1_z1_z2, vl); + vint16m2_t _res1 = vnclip_wx_i16m2(_res0, 0, vl); + vint8m1_t _res2 = vnclip_wx_i8m1(_res1, 0, vl); + vse8_v_i8m1(output_data, _res2, vl); + input0_data += vl; + output_data += vl; + size -= vl; + } +} - int in_size0 = csinn_tensor_size(input0); - int in_size1 = csinn_tensor_size(input1); - int out_size = csinn_tensor_size(output); +int shl_rvv_add_int8(struct csinn_tensor *input0, struct csinn_tensor *input1, + struct csinn_tensor *output, struct csinn_diso_params *params) +{ + int64_t in_size0 = csinn_tensor_size(input0); + int64_t in_size1 = csinn_tensor_size(input1); + int64_t out_size = csinn_tensor_size(output); // TODO: move to init api float real_scale0 = input0->qinfo->scale / output->qinfo->scale; @@ -113,69 +167,26 @@ int shl_rvv_add_int8(struct csinn_tensor *input0, struct csinn_tensor *input1, shl_quantize_multiplier(real_scale0, &input0->qinfo->multiplier, &input0->qinfo->shift); shl_quantize_multiplier(real_scale1, &input1->qinfo->multiplier, &input1->qinfo->shift); - if (in_size1 == 1) { - // q2 = s0/s2(q0-z0) + s1/s2(q1-z1) + z2 = (q0-z0) + s1/s2(q1-z1) + z2 - int size = out_size; - int32_t zero_point0 = input0->qinfo->zero_point; - int32_t zero_point1 = input1->qinfo->zero_point; - int32_t q1_z1 = - (int32_t)(input1->qinfo->scale / output->qinfo->scale * (input1_data[0] - zero_point1)); - int32_t q1_z1_z2 = q1_z1 + output->qinfo->zero_point; - while (size > 0) { - int vl = vsetvl_e8m1(size); - vint8m1_t _in0 = vle8_v_i8m1(input0_data, vl); - vint16m2_t _in0_w = vwadd_vx_i16m2(_in0, 0, vl); - vint32m4_t _q0_z0 = vwsub_vx_i32m4(_in0_w, zero_point0, vl); - vint32m4_t _res0 = vadd_vx_i32m4(_q0_z0, q1_z1_z2, vl); - vint16m2_t _res1 = vnclip_wx_i16m2(_res0, 0, vl); - vint8m1_t _res2 = vnclip_wx_i8m1(_res1, 0, vl); - vse8_v_i8m1(output_data, _res2, vl); - input0_data += vl; - output_data += vl; - size -= vl; + bool is_elementwise = + (in_size0 == out_size) && (in_size1 == out_size) && (input0->layout == input1->layout); + + if (is_elementwise) { + output->layout = input0->layout; + output->dim_count = input0->dim_count; + for (int i = 0; i < output->dim_count; i++) { + output->dim[i] = input0->dim[i]; } - } else if (in_size0 == in_size1) { - element_add_int8(input0_data, input1_data, output_data, in_size0, input0->qinfo->multiplier, - input0->qinfo->shift, input1->qinfo->multiplier, input1->qinfo->shift, - input0->qinfo->zero_point, input1->qinfo->zero_point, - output->qinfo->zero_point); - } else if (tail_coincide(input0, input1)) { - int inner_size = in_size1; - int outer_size = out_size / in_size1; - for (int i = 0; i < outer_size; i++) { - element_add_int8( - input0_data, input1_data, output_data, inner_size, input0->qinfo->multiplier, - input0->qinfo->shift, input1->qinfo->multiplier, input1->qinfo->shift, - input0->qinfo->zero_point, input1->qinfo->zero_point, output->qinfo->zero_point); - input0_data += inner_size; - output_data += inner_size; + elementwise_add_int8_trans_fp16(input0, input1, output); + } else if (in_size1 == 1) { + output->layout = input0->layout; + output->dim_count = input0->dim_count; + for (int i = 0; i < output->dim_count; i++) { + output->dim[i] = input0->dim[i]; } + broadcast_single_1_add_int8(input0, input1, output); } else { - int8_t *in0_data_b = shl_mem_alloc(out_size * sizeof(int8_t)); - int8_t *in1_data_b = shl_mem_alloc(out_size * sizeof(int8_t)); - - struct csinn_tensor *b_input0 = csinn_alloc_tensor(NULL); - struct csinn_tensor *b_input1 = csinn_alloc_tensor(NULL); - csinn_tensor_copy(b_input0, output); - csinn_tensor_copy(b_input1, output); - b_input0->data = in0_data_b; - b_input1->data = in1_data_b; - - shl_ref_broadcast_to_shape_quant(input0, b_input0, output->dim, output->dim_count); - shl_ref_broadcast_to_shape_quant(input1, b_input1, output->dim, output->dim_count); - - input0_data = b_input0->data; - input1_data = b_input1->data; - - element_add_int8(input0_data, input1_data, output_data, out_size, input0->qinfo->multiplier, - input0->qinfo->shift, input1->qinfo->multiplier, input1->qinfo->shift, - input0->qinfo->zero_point, input1->qinfo->zero_point, - output->qinfo->zero_point); - - shl_mem_free(in0_data_b); - shl_mem_free(in1_data_b); - csinn_free_tensor(b_input0); - csinn_free_tensor(b_input1); + /* TODO: recursive opt */ + return shl_ref_add_quant(input0, input1, output, params); } return CSINN_TRUE; } diff --git a/source/thead_rvv/int8/avgpool.c b/source/thead_rvv/int8/avgpool.c index 0a18a5df..311bba62 100644 --- a/source/thead_rvv/int8/avgpool.c +++ b/source/thead_rvv/int8/avgpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" int shl_rvv_avgpool2d_init_int8(struct csinn_tensor *input, struct csinn_tensor *output, @@ -34,62 +32,31 @@ int shl_rvv_avgpool2d_init_int8(struct csinn_tensor *input, struct csinn_tensor int32_t pad_right = params->pad_right; int32_t pad_top = params->pad_top; int32_t pad_down = params->pad_down; - struct csinn_callback *cb = params->base.cb; cb->exec = NULL; const int packn = csrr_vlenb() / sizeof(int8_t) / 2; + int elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_rvv_option *option = shl_rvv_get_graph_option(sess); + if (option && option->use_packn_layout) { + elempack = in_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + elempack = 1; + } + } // global avgpool2d if (in_h == kernel_h && in_w == kernel_w) { - cb->exec = (in_c % packn == 0) ? shl_rvv_global_avgpool2d_packn_int8 - : shl_ref_global_avgpool2d_quant; + cb->exec = (elempack % packn == 0) ? shl_rvv_global_avgpool2d_packn_int8 + : shl_ref_global_avgpool2d_quant; return CSINN_TRUE; } - if (in_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; - if (stride_h == 2 && stride_w == 2) { - if (kernel_h == 2 && kernel_w == 2) { - if (pad_left == 0 && pad_top == 0) { - // adjust pad according to ceil_mode (ceil mode on caffe pytorch..) - if (in_h % 2 == 1 && params->ceil_mode == 1) { - if (params->pad_down) params->pad_down++; - } - if (in_w % 2 == 1 && params->ceil_mode == 1) { - if (params->pad_right) params->pad_right++; - } - // end consider ceil_mode 2x2s2p0 - cb->exec = shl_rvv_avgpool2x2s2_packn_int8; - } else if (pad_left == 1 && pad_top == 1) { - cb->exec = shl_rvv_avgpool2x2s2_packn_int8; - } - } else if (kernel_h == 3 && kernel_w == 3) { - if (pad_left == 0 && pad_top == 0) { - // adjust pad according to ceil_mode (ceil mode on caffe pytorch..) - if (in_h % 2 == 0 && params->ceil_mode == 1) { - if (params->pad_down == 0) - params->pad_down++; // origin pad_down mast be equal to zero ? - } - if (in_w % 2 == 0 && params->ceil_mode == 1) { - if (params->pad_right == 0) params->pad_right++; - } - // end consider ceil_mode 3x3s2p0 - cb->exec = shl_rvv_avgpool3x3s2_packn_int8; - } else if (pad_left == 1 && pad_top == 1) { - cb->exec = shl_rvv_avgpool3x3s2_packn_int8; - } - } - } else if (stride_h == 1 && stride_w == 1) { - if (kernel_h == 3 && kernel_w == 3) { - if (pad_left == 1 && pad_top == 1 && pad_right == 1 && pad_down == 1) { - cb->exec = shl_rvv_avgpool3x3s1_packn_int8; - } - } - } - } if (cb->exec == NULL) { - if (in_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; + if (elempack % packn == 0) { cb->exec = shl_rvv_avgpool_packn_int8; } else { shl_debug_warning( @@ -106,9 +73,21 @@ int shl_rvv_global_avgpool2d_init_int8(struct csinn_tensor *input, struct csinn_ int32_t in_c = input->dim[1]; struct csinn_callback *cb = params->base.cb; cb->exec = NULL; - int packn = 0; - packn = csrr_vlenb() / sizeof(int8_t) / 2; - cb->exec = - (in_c % packn == 0) ? shl_rvv_global_avgpool2d_packn_int8 : shl_ref_global_avgpool2d_quant; + int packn = csrr_vlenb() / sizeof(int8_t) / 2; + int elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_rvv_option *option = shl_rvv_get_graph_option(sess); + if (option && option->use_packn_layout) { + elempack = in_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + elempack = 1; + } + } + + cb->exec = (elempack % packn == 0) ? shl_rvv_global_avgpool2d_packn_int8 + : shl_ref_global_avgpool2d_quant; } diff --git a/source/thead_rvv/int8/avgpool_2x2_int8_packn.c b/source/thead_rvv/int8/avgpool_2x2_int8_packn.c index 9e0d3e21..85969387 100644 --- a/source/thead_rvv/int8/avgpool_2x2_int8_packn.c +++ b/source/thead_rvv/int8/avgpool_2x2_int8_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -28,11 +26,20 @@ int shl_rvv_avgpool2x2s2_packn_int8(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_int8(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; diff --git a/source/thead_rvv/int8/avgpool_3x3_int8_packn.c b/source/thead_rvv/int8/avgpool_3x3_int8_packn.c index 2c567772..1dffe264 100644 --- a/source/thead_rvv/int8/avgpool_3x3_int8_packn.c +++ b/source/thead_rvv/int8/avgpool_3x3_int8_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -28,11 +26,20 @@ int shl_rvv_avgpool3x3s2_packn_int8(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_int8(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; @@ -124,11 +131,20 @@ int shl_rvv_avgpool3x3s2_packn_int8(struct csinn_tensor *input, struct csinn_ten int shl_rvv_avgpool3x3s1_packn_int8(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_int8(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; diff --git a/source/thead_rvv/int8/avgpool_int8_nhwc.c b/source/thead_rvv/int8/avgpool_int8_nhwc.c index af87b1cf..424e0c25 100644 --- a/source/thead_rvv/int8/avgpool_int8_nhwc.c +++ b/source/thead_rvv/int8/avgpool_int8_nhwc.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -41,7 +39,6 @@ static void avgpool_w8_int8_nhwc(const int8_t *src, int8_t *dst, struct csinn_po idx_w_end, loc); __fp16 ratio = 1.0f / window_size; ratio *= real_scale; - int z1xn = z1 * window_size; vint16m2_t _acc0, _acc1, _acc2, _acc3; vint16m2_t _acc4, _acc5, _acc6, _acc7; @@ -58,28 +55,28 @@ static void avgpool_w8_int8_nhwc(const int8_t *src, int8_t *dst, struct csinn_po for (int w = idx_w_start; w < idx_w_end; w++) { const int8_t *in_ptr = src + (h * in_w + w) * in_c + c; _acc0 = vadd_vv_i16m2( - _acc0, vwadd_vx_i16m2(vle8_v_i8m1(in_ptr + 0 * stride_w * in_c, vl), 0, vl), + _acc0, vwsub_vx_i16m2(vle8_v_i8m1(in_ptr + 0 * stride_w * in_c, vl), z1, vl), vl); _acc1 = vadd_vv_i16m2( - _acc1, vwadd_vx_i16m2(vle8_v_i8m1(in_ptr + 1 * stride_w * in_c, vl), 0, vl), + _acc1, vwsub_vx_i16m2(vle8_v_i8m1(in_ptr + 1 * stride_w * in_c, vl), z1, vl), vl); _acc2 = vadd_vv_i16m2( - _acc2, vwadd_vx_i16m2(vle8_v_i8m1(in_ptr + 2 * stride_w * in_c, vl), 0, vl), + _acc2, vwsub_vx_i16m2(vle8_v_i8m1(in_ptr + 2 * stride_w * in_c, vl), z1, vl), vl); _acc3 = vadd_vv_i16m2( - _acc3, vwadd_vx_i16m2(vle8_v_i8m1(in_ptr + 3 * stride_w * in_c, vl), 0, vl), + _acc3, vwsub_vx_i16m2(vle8_v_i8m1(in_ptr + 3 * stride_w * in_c, vl), z1, vl), vl); _acc4 = vadd_vv_i16m2( - _acc4, vwadd_vx_i16m2(vle8_v_i8m1(in_ptr + 4 * stride_w * in_c, vl), 0, vl), + _acc4, vwsub_vx_i16m2(vle8_v_i8m1(in_ptr + 4 * stride_w * in_c, vl), z1, vl), vl); _acc5 = vadd_vv_i16m2( - _acc5, vwadd_vx_i16m2(vle8_v_i8m1(in_ptr + 5 * stride_w * in_c, vl), 0, vl), + _acc5, vwsub_vx_i16m2(vle8_v_i8m1(in_ptr + 5 * stride_w * in_c, vl), z1, vl), vl); _acc6 = vadd_vv_i16m2( - _acc6, vwadd_vx_i16m2(vle8_v_i8m1(in_ptr + 6 * stride_w * in_c, vl), 0, vl), + _acc6, vwsub_vx_i16m2(vle8_v_i8m1(in_ptr + 6 * stride_w * in_c, vl), z1, vl), vl); _acc7 = vadd_vv_i16m2( - _acc7, vwadd_vx_i16m2(vle8_v_i8m1(in_ptr + 7 * stride_w * in_c, vl), 0, vl), + _acc7, vwsub_vx_i16m2(vle8_v_i8m1(in_ptr + 7 * stride_w * in_c, vl), z1, vl), vl); } } @@ -148,7 +145,6 @@ static void avgpool_border_int8_nhwc(const int8_t *src, int8_t *dst, idx_w_end, loc); __fp16 ratio = 1.0f / window_size; ratio *= real_scale; - int z1xn = z1 * window_size; int vl; int c = 0; @@ -158,11 +154,10 @@ static void avgpool_border_int8_nhwc(const int8_t *src, int8_t *dst, for (int h = idx_h_start; h < idx_h_end; h++) { for (int w = idx_w_start; w < idx_w_end; w++) { const int8_t *in_ptr = src + (h * in_w + w) * in_c + c; - _acc = vadd_vv_i16m2(_acc, vwadd_vx_i16m2(vle8_v_i8m1(in_ptr, vl), 0, vl), vl); + _acc = vadd_vv_i16m2(_acc, vwsub_vx_i16m2(vle8_v_i8m1(in_ptr, vl), z1, vl), vl); } } - _acc = vsub_vx_i16m2(_acc, z1xn, vl); vfloat16m2_t _tmp = vfcvt_f_x_v_f16m2(_acc, vl); _tmp = vfmul_vf_f16m2(_tmp, ratio, vl); vint16m2_t _res = vfcvt_x_f_v_i16m2(_tmp, vl); diff --git a/source/thead_rvv/int8/avgpool_int8_packn.c b/source/thead_rvv/int8/avgpool_int8_packn.c index 626e018a..8cb211ae 100644 --- a/source/thead_rvv/int8/avgpool_int8_packn.c +++ b/source/thead_rvv/int8/avgpool_int8_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -45,7 +43,6 @@ static void avgpool_w8_int8_packn(const int8_t *src, int8_t *dst, struct csinn_p idx_w_end, loc); __fp16 ratio = 1.0f / window_size; ratio *= real_scale; - int z1xn = z1 * window_size; vint16m2_t _acc0, _acc1, _acc2, _acc3; vint16m2_t _acc4, _acc5, _acc6, _acc7; @@ -57,21 +54,21 @@ static void avgpool_w8_int8_packn(const int8_t *src, int8_t *dst, struct csinn_p for (int w = idx_w_start; w < idx_w_end; w++) { const int8_t *in_ptr = src + (h * in_w + w) * packn; _acc0 = vadd_vv_i16m2( - _acc0, vwadd_vx_i16m2(vle8_v_i8m1(in_ptr + 0 * stride_w * packn, vl), 0, vl), vl); + _acc0, vwsub_vx_i16m2(vle8_v_i8m1(in_ptr + 0 * stride_w * packn, vl), z1, vl), vl); _acc1 = vadd_vv_i16m2( - _acc1, vwadd_vx_i16m2(vle8_v_i8m1(in_ptr + 1 * stride_w * packn, vl), 0, vl), vl); + _acc1, vwsub_vx_i16m2(vle8_v_i8m1(in_ptr + 1 * stride_w * packn, vl), z1, vl), vl); _acc2 = vadd_vv_i16m2( - _acc2, vwadd_vx_i16m2(vle8_v_i8m1(in_ptr + 2 * stride_w * packn, vl), 0, vl), vl); + _acc2, vwsub_vx_i16m2(vle8_v_i8m1(in_ptr + 2 * stride_w * packn, vl), z1, vl), vl); _acc3 = vadd_vv_i16m2( - _acc3, vwadd_vx_i16m2(vle8_v_i8m1(in_ptr + 3 * stride_w * packn, vl), 0, vl), vl); + _acc3, vwsub_vx_i16m2(vle8_v_i8m1(in_ptr + 3 * stride_w * packn, vl), z1, vl), vl); _acc4 = vadd_vv_i16m2( - _acc4, vwadd_vx_i16m2(vle8_v_i8m1(in_ptr + 4 * stride_w * packn, vl), 0, vl), vl); + _acc4, vwsub_vx_i16m2(vle8_v_i8m1(in_ptr + 4 * stride_w * packn, vl), z1, vl), vl); _acc5 = vadd_vv_i16m2( - _acc5, vwadd_vx_i16m2(vle8_v_i8m1(in_ptr + 5 * stride_w * packn, vl), 0, vl), vl); + _acc5, vwsub_vx_i16m2(vle8_v_i8m1(in_ptr + 5 * stride_w * packn, vl), z1, vl), vl); _acc6 = vadd_vv_i16m2( - _acc6, vwadd_vx_i16m2(vle8_v_i8m1(in_ptr + 6 * stride_w * packn, vl), 0, vl), vl); + _acc6, vwsub_vx_i16m2(vle8_v_i8m1(in_ptr + 6 * stride_w * packn, vl), z1, vl), vl); _acc7 = vadd_vv_i16m2( - _acc7, vwadd_vx_i16m2(vle8_v_i8m1(in_ptr + 7 * stride_w * packn, vl), 0, vl), vl); + _acc7, vwsub_vx_i16m2(vle8_v_i8m1(in_ptr + 7 * stride_w * packn, vl), z1, vl), vl); } } @@ -140,17 +137,15 @@ static void avgpool_border_int8_packn(const int8_t *src, int8_t *dst, idx_w_end, loc); __fp16 ratio = 1.0f / window_size; ratio *= real_scale; - int z1xn = z1 * window_size; vint16m2_t _acc = vmv_v_x_i16m2(0, vl); for (int h = idx_h_start; h < idx_h_end; h++) { for (int w = idx_w_start; w < idx_w_end; w++) { const int8_t *in_ptr = src + (h * in_w + w) * packn; - _acc = vadd_vv_i16m2(_acc, vwadd_vx_i16m2(vle8_v_i8m1(in_ptr, vl), 0, vl), vl); + _acc = vadd_vv_i16m2(_acc, vwsub_vx_i16m2(vle8_v_i8m1(in_ptr, vl), z1, vl), vl); } } - _acc = vsub_vx_i16m2(_acc, z1xn, vl); vfloat16m2_t _tmp = vfcvt_f_x_v_f16m2(_acc, vl); _tmp = vfmul_vf_f16m2(_tmp, ratio, vl); vint16m2_t _res = vfcvt_x_f_v_i16m2(_tmp, vl); @@ -163,11 +158,20 @@ static void avgpool_border_int8_packn(const int8_t *src, int8_t *dst, int shl_rvv_avgpool_packn_int8(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_int8(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; @@ -194,7 +198,7 @@ int shl_rvv_avgpool_packn_int8(struct csinn_tensor *input, struct csinn_tensor * int z1 = input->qinfo->zero_point; int z2 = output->qinfo->zero_point; - for (int bc = 0; bc < batch * in_c; bc += packn) { + for (int bc = 0; bc + packn - 1 < batch * in_c; bc += packn) { const int8_t *in_ptr = input_data + bc * in_h * in_w; int8_t *out_ptr = output_data + bc * out_h * out_w; diff --git a/source/thead_rvv/int8/clip.c b/source/thead_rvv/int8/clip.c index 4ff86160..c00422fa 100644 --- a/source/thead_rvv/int8/clip.c +++ b/source/thead_rvv/int8/clip.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -34,30 +32,38 @@ int shl_rvv_clip_int8(struct csinn_tensor *input, struct csinn_tensor *output, // real_scale > 1 => output->qinfo->shift > 0 ==> shift left float real_scale = input->qinfo->scale / output->qinfo->scale; shl_quantize_multiplier(real_scale, &output->qinfo->multiplier, &output->qinfo->shift); + /* ignore overflow, limit truncation */ + int8_t clip_min = params->min_value / output->qinfo->scale + output->qinfo->zero_point; + int8_t clip_max = params->max_value / output->qinfo->scale + output->qinfo->zero_point; int size = csinn_tensor_size(input); while (size > 0) { int vl = vsetvl_e8m1(size); vint8m1_t _input = vle8_v_i8m1(input_data, vl); - vint16m2_t _input1 = vwadd_vx_i16m2(_input, 0, vl); // widden 8->16 - vint32m4_t _input2 = vwadd_vx_i32m4(_input1, 0, vl); // widden 16->32 + vint16m2_t _input1 = vwsub_vx_i16m2(_input, input->qinfo->zero_point, vl); // widden 8->16 + vint32m4_t _input2 = vwadd_vx_i32m4(_input1, 0, vl); // widden 16->32 - vint32m4_t _tmp = vsub_vx_i32m4(_input2, input->qinfo->zero_point, vl); // mulh 无 round 过程, 左移时多移1位,mulh 后再用带round的右移1位来实现类似round的功能 - _tmp = vsll_vx_i32m4(_tmp, output->qinfo->shift + 2, vl); + vint32m4_t _tmp = vsll_vx_i32m4(_input2, output->qinfo->shift + 2, vl); vint32m4_t _mulh = vmulh_vx_i32m4(_tmp, output->qinfo->multiplier, vl); _mulh = vssra_vx_i32m4(_mulh, 1, vl); - // 实际通过clip指令限幅 vint32m4_t _res0 = vadd_vx_i32m4(_mulh, output->qinfo->zero_point, vl); // +z2 (z2 = -128) vint16m2_t _res1 = vnclip_wx_i16m2(_res0, 0, vl); // narrow 32->16 vint8m1_t _res2 = vnclip_wx_i8m1(_res1, 0, vl); // narrow 16->8 + vint8m1_t _res = vmax_vx_i8m1(_res2, clip_min, vl); + _res = vmin_vx_i8m1(_res, clip_max, vl); - vse8_v_i8m1(output_data, _res2, vl); + vse8_v_i8m1(output_data, _res, vl); input_data += vl; output_data += vl; size -= vl; } + output->layout = input->layout; + output->dim_count = input->dim_count; + for (int i = 0; i < output->dim_count; i++) { + output->dim[i] = input->dim[i]; + } return CSINN_TRUE; } diff --git a/source/thead_rvv/int8/concat.c b/source/thead_rvv/int8/concat.c index f2de7897..3dd6b727 100644 --- a/source/thead_rvv/int8/concat.c +++ b/source/thead_rvv/int8/concat.c @@ -15,13 +15,23 @@ * See the License for the specific language governing permissions and * limitations under the License. */ - -/* SHL version 2.1.x */ #include "shl_thead_rvv.h" -int shl_rvv_concat_int8(struct csinn_tensor **input, struct csinn_tensor *output, - struct csinn_concat_params *params) +static int shl_rvv_concat_ndarray_int8(struct csinn_tensor **input, struct csinn_tensor *output, + struct csinn_concat_params *params) { + /* update output tensor */ + output->layout = input[0]->layout; + output->dim_count = input[0]->dim_count; + for (int i = 0; i < output->dim_count; i++) { + output->dim[i] = input[0]->dim[i]; + } + int axis_shape = 0; + for (int i = 0; i < params->inputs_count; i++) { + axis_shape += input[i]->dim[params->axis]; + } + output->dim[params->axis] = axis_shape; + int64_t outer_size = 1; for (int i = 0; i < params->axis; ++i) { outer_size *= output->dim[i]; @@ -30,6 +40,11 @@ int shl_rvv_concat_int8(struct csinn_tensor **input, struct csinn_tensor *output for (int i = params->axis + 1; i < output->dim_count; ++i) { base_inner_size *= output->dim[i]; } + for (int q = 0; q < params->inputs_count; q++) { + struct csinn_tensor *input_item = input[q]; + shl_quantize_multiplier(input_item->qinfo->scale / output->qinfo->scale, + &input_item->qinfo->multiplier, &input_item->qinfo->shift); + } int vl; int8_t *output_ptr = (int8_t *)output->data; for (int k = 0; k < outer_size; k++) { @@ -38,14 +53,102 @@ int shl_rvv_concat_int8(struct csinn_tensor **input, struct csinn_tensor *output int8_t *input_item_data = (int8_t *)input_item->data; int copy_size = input_item->dim[params->axis] * base_inner_size; const int8_t *input_ptr = input_item_data + k * copy_size; - while (copy_size > 0) { - vl = vsetvl_e8m2(copy_size); - vint8m2_t _input = vle8_v_i8m2(input_ptr, vl); - input_ptr += vl; - vse8_v_i8m2(output_ptr, _input, vl); - output_ptr += vl; - copy_size -= vl; + /* input has same quant_info with output */ + if (memcmp(input_item->qinfo, output->qinfo, sizeof(struct csinn_quant_info)) == 0) { + while (copy_size > 0) { + vl = vsetvl_e8m2(copy_size); + vint8m2_t _input = vle8_v_i8m2(input_ptr, vl); + input_ptr += vl; + vse8_v_i8m2(output_ptr, _input, vl); + output_ptr += vl; + copy_size -= vl; + } + } else { + /* + while (copy_size > 0) { + vl = vsetvl_e8m1(copy_size); + vint8m1_t _input = vle8_v_i8m1(input_ptr, vl); + vint16m2_t _input1 = vwsub_vx_i16m2(_input, input_item->qinfo->zero_point, vl); + vint32m4_t _input2 = vwadd_vx_i32m4(_input1, 0, vl); // widden 16->32 + vint32m4_t _mulh; + if (input_item->qinfo->shift < 0) { + _mulh = vmulh_vx_i32m4(_input2, input_item->qinfo->multiplier, vl); + _mulh = vssra_vx_i32m4(_mulh, -input_item->qinfo->shift - 1, vl); + } else { + _mulh = vsll_vx_i32m4(_input2, input_item->qinfo->shift + 1, vl); + _mulh = vmulh_vx_i32m4(_mulh, input_item->qinfo->multiplier, vl); + } + vint32m4_t _res0 = vadd_vx_i32m4(_mulh, output->qinfo->zero_point, vl); + vint16m2_t _res1 = vnclip_wx_i16m2(_res0, 0, vl); + vint8m1_t _res2 = vnclip_wx_i8m1(_res1, 0, vl); + vse8_v_i8m1(output_ptr, _res2, vl); + input_ptr += vl; + output_ptr += vl; + copy_size -= vl; + } + */ + while (copy_size > 0) { + vl = vsetvl_e8m1(copy_size); + vint8m1_t _input = vle8_v_i8m1(input_ptr, vl); + vint16m2_t _input1 = vwsub_vx_i16m2(_input, input_item->qinfo->zero_point, vl); + vfloat16m2_t _inputf = vfcvt_f_x_v_f16m2(_input1, vl); + vfloat16m2_t _tmp = vfmul_vf_f16m2( + _inputf, input_item->qinfo->scale / output->qinfo->scale, vl); + vint16m2_t _res = vfcvt_x_f_v_i16m2(_tmp, vl); + _res = vadd_vx_i16m2(_res, output->qinfo->zero_point, vl); + vse8_v_i8m1(output_ptr, vnclip_wx_i8m1(_res, 0, vl), vl); + input_ptr += vl; + output_ptr += vl; + copy_size -= vl; + } + } + } + } + return CSINN_TRUE; +} + +int shl_rvv_concat_int8(struct csinn_tensor **input, struct csinn_tensor *output, + struct csinn_concat_params *params) +{ + int axis = params->axis; + int ch_interleave = 0; + int same_layout = 1; + for (int i = 1; i < params->inputs_count; i++) { + if (input[i]->layout != input[i - 1]->layout) { + same_layout = 0; + break; + } + } + if (same_layout) { + return shl_rvv_concat_ndarray_int8(input, output, params); + } else { + /* TODO: support more layout */ + if (axis == 1) { + for (int i = 0; i < params->inputs_count; i++) { + struct csinn_tensor *input_item = input[i]; + if (input_item->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_int8(input_item); + } else if (input_item->layout == CSINN_LAYOUT_NCHW) { + continue; + } else { + shl_debug_error("%s: unsupport layout %d\n", __func__, input_item->layout); + return CSINN_UNSUPPORT_LAYOUT; + } + } + return shl_rvv_concat_ndarray_int8(input, output, params); + } else { + for (int i = 0; i < params->inputs_count; i++) { + struct csinn_tensor *input_item = input[i]; + if (input_item->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_int8(input_item); + } else if (input_item->layout == CSINN_LAYOUT_NC1HWC0) { + continue; + } else { + shl_debug_error("%s: unsupport layout %d\n", __func__, input_item->layout); + return CSINN_UNSUPPORT_LAYOUT; + } } + return shl_rvv_concat_ndarray_int8(input, output, params); } } return CSINN_TRUE; diff --git a/source/thead_rvv/int8/convolution.c b/source/thead_rvv/int8/convolution.c index 17719987..044c5e18 100644 --- a/source/thead_rvv/int8/convolution.c +++ b/source/thead_rvv/int8/convolution.c @@ -16,15 +16,13 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" int shl_rvv_conv2d_init_int8(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { - int32_t out_c = kernel->dim[0]; + int32_t out_c = kernel->dim[0] / params->group; int32_t in_c = kernel->dim[1]; int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; @@ -42,10 +40,23 @@ int shl_rvv_conv2d_init_int8(struct csinn_tensor *input, struct csinn_tensor *ou } const int packn = csrr_vlenb() / sizeof(int8_t) / 2; + int in_elempack = 1; + int out_elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_rvv_option *option = shl_rvv_get_graph_option(sess); + if (option && option->use_packn_layout) { + in_elempack = in_c % packn == 0 ? packn : 1; + out_elempack = out_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + in_elempack = 1; + } + } // packn - if (in_c % packn == 0 && out_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; + if (in_elempack % packn == 0 && out_elempack % packn == 0) { if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && dalition_w == 1) { params->conv_extra.conv_mode = CSINN_GEMM; @@ -75,8 +86,7 @@ int shl_rvv_conv2d_init_int8(struct csinn_tensor *input, struct csinn_tensor *ou } // pack1ton - if (in_c % packn != 0 && out_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; + if (in_elempack % packn != 0 && out_elempack % packn == 0) { params->conv_extra.conv_mode = CSINN_GEMM; params->conv_extra.kernel_tm = csinn_alloc_tensor(NULL); if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && @@ -90,7 +100,7 @@ int shl_rvv_conv2d_init_int8(struct csinn_tensor *input, struct csinn_tensor *ou } // packnto1 - if (in_c % packn == 0 && out_c % packn != 0) { + if (in_elempack % packn == 0 && out_elempack % packn != 0) { params->conv_extra.conv_mode = CSINN_GEMM; params->conv_extra.kernel_tm = csinn_alloc_tensor(NULL); if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && @@ -104,7 +114,7 @@ int shl_rvv_conv2d_init_int8(struct csinn_tensor *input, struct csinn_tensor *ou } // pack1 - if (in_c % packn != 0 && out_c % packn != 0) { + if (in_elempack % packn != 0 && out_elempack % packn != 0) { params->conv_extra.conv_mode = CSINN_GEMM; params->conv_extra.kernel_tm = csinn_alloc_tensor(NULL); if (kernel_h == 1 && kernel_w == 1 && stride_h == 1 && stride_w == 1 && dalition_h == 1 && @@ -138,11 +148,11 @@ int shl_rvv_conv2d_init_int8(struct csinn_tensor *input, struct csinn_tensor *ou if (bias_data == NULL) { // XXX: memory leak - bias_data = (int32_t *)shl_mem_alloc(out_c * sizeof(int32_t)); + bias_data = (int32_t *)shl_mem_alloc(out_c * params->group * sizeof(int32_t)); bias->data = bias_data; } int kernel_inner = in_c * kernel_h * kernel_w; - for (int oc = 0; oc < out_c; oc++) { + for (int oc = 0; oc < out_c * params->group; oc++) { int32_t tmp = 0; for (int j = 0; j < kernel_inner; j++) { tmp += kernel_data[oc * kernel_inner + j] * input_zp; @@ -160,7 +170,7 @@ int shl_rvv_conv2d_init_int8(struct csinn_tensor *input, struct csinn_tensor *ou int32_t input_zp = input->qinfo->zero_point; int kernel_inner = in_c * kernel_h * kernel_w; - for (int oc = 0; oc < out_c; oc++) { + for (int oc = 0; oc < out_c * params->group; oc++) { int32_t tmp = 0; for (int j = 0; j < kernel_inner; j++) { tmp += kernel_data[oc * kernel_inner + j] * input_zp; diff --git a/source/thead_rvv/int8/convolution1d.c b/source/thead_rvv/int8/convolution1d.c index 99f722af..1594a6b6 100644 --- a/source/thead_rvv/int8/convolution1d.c +++ b/source/thead_rvv/int8/convolution1d.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" // TODO: support nwc layout diff --git a/source/thead_rvv/int8/convolution1d_1_int8.c b/source/thead_rvv/int8/convolution1d_1_int8.c index 187ebd37..249760dd 100644 --- a/source/thead_rvv/int8/convolution1d_1_int8.c +++ b/source/thead_rvv/int8/convolution1d_1_int8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" void shl_rvv_conv1d_gemm_reorder_kernel_int8(struct csinn_tensor *kernel, diff --git a/source/thead_rvv/int8/convolution_1x1_int8.c b/source/thead_rvv/int8/convolution_1x1_int8.c index 1e79ab6c..31243828 100644 --- a/source/thead_rvv/int8/convolution_1x1_int8.c +++ b/source/thead_rvv/int8/convolution_1x1_int8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" void shl_rvv_conv1x1s1_gemm_reorder_kernel_int8(struct csinn_tensor *kernel, @@ -56,6 +54,9 @@ int shl_rvv_conv1x1s1_gemm_int8(struct csinn_tensor *input, struct csinn_tensor struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_int8(input); + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int8_t *kernel_data = (int8_t *)params->conv_extra.kernel_tm->data; diff --git a/source/thead_rvv/int8/convolution_1x1_int8_pack1ton.c b/source/thead_rvv/int8/convolution_1x1_int8_pack1ton.c index 53cea86d..8260efb2 100644 --- a/source/thead_rvv/int8/convolution_1x1_int8_pack1ton.c +++ b/source/thead_rvv/int8/convolution_1x1_int8_pack1ton.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************************************* @@ -60,6 +58,16 @@ int shl_rvv_conv1x1s1_gemm_pack1ton_int8(struct csinn_tensor *input, struct csin struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_int8(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + const int packn = csrr_vlenb() / sizeof(int8_t) / 2; + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int8_t *kernel_data = (int8_t *)params->conv_extra.kernel_tm->data; diff --git a/source/thead_rvv/int8/convolution_1x1_int8_packn.c b/source/thead_rvv/int8/convolution_1x1_int8_packn.c index 88ab5a99..4174550c 100644 --- a/source/thead_rvv/int8/convolution_1x1_int8_packn.c +++ b/source/thead_rvv/int8/convolution_1x1_int8_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" void shl_rvv_conv1x1s1_gemm_reorder_kernel_packn_int8(struct csinn_tensor *kernel, @@ -30,6 +28,16 @@ int shl_rvv_conv1x1s1_gemm_packn_int8(struct csinn_tensor *input, struct csinn_t struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_int8(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + const int packn = csrr_vlenb() / sizeof(int8_t) / 2; + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int8_t *kernel_data = (int8_t *)params->conv_extra.kernel_tm->data; @@ -37,7 +45,7 @@ int shl_rvv_conv1x1s1_gemm_packn_int8(struct csinn_tensor *input, struct csinn_t int32_t group = params->group; int32_t batch = input->dim[0]; - int32_t in_ch = input->dim[1]; + int32_t in_ch = input->dim[1] * input->dim[4]; int32_t out_ch = kernel->dim[0]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; diff --git a/source/thead_rvv/int8/convolution_1x1_int8_packnto1.c b/source/thead_rvv/int8/convolution_1x1_int8_packnto1.c index ed741bbe..a3d4647a 100644 --- a/source/thead_rvv/int8/convolution_1x1_int8_packnto1.c +++ b/source/thead_rvv/int8/convolution_1x1_int8_packnto1.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" void shl_rvv_conv1x1s1_gemm_reorder_kernel_packnto1_int8(struct csinn_tensor *kernel, @@ -30,6 +28,9 @@ int shl_rvv_conv1x1s1_gemm_packnto1_int8(struct csinn_tensor *input, struct csin struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_int8(input); + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int8_t *kernel_data = (int8_t *)params->conv_extra.kernel_tm->data; @@ -37,7 +38,7 @@ int shl_rvv_conv1x1s1_gemm_packnto1_int8(struct csinn_tensor *input, struct csin int32_t group = params->group; int32_t batch = input->dim[0]; - int32_t in_ch = input->dim[1]; + int32_t in_ch = input->dim[1] * input->dim[4]; int32_t out_ch = kernel->dim[0]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; diff --git a/source/thead_rvv/int8/convolution_3x3_int8_packn.c b/source/thead_rvv/int8/convolution_3x3_int8_packn.c index 8729c60c..becb0c1d 100644 --- a/source/thead_rvv/int8/convolution_3x3_int8_packn.c +++ b/source/thead_rvv/int8/convolution_3x3_int8_packn.c @@ -14,9 +14,7 @@ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. - */ -/* SHL version 2.1.x */ -#include "shl_c908.h" + */#include "shl_c908.h" /************************************************************* note: VLEN = 128 *************************************************************/ @@ -639,6 +637,15 @@ int shl_rvv_wg_b4f3s1_packn_int8(struct csinn_tensor *input, struct csinn_tensor struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_int8(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int16_t *kernel_data = (int16_t *)params->conv_extra.kernel_tm->data; @@ -647,7 +654,7 @@ int shl_rvv_wg_b4f3s1_packn_int8(struct csinn_tensor *input, struct csinn_tensor int pad_left = params->pad_left; int pad_top = params->pad_top; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; @@ -655,6 +662,7 @@ int shl_rvv_wg_b4f3s1_packn_int8(struct csinn_tensor *input, struct csinn_tensor int out_h = output->dim[2]; int out_w = output->dim[3]; int output_size = out_c * out_h * out_w; + // winograd param int block_h = (out_h + 3) / 4; int block_w = (out_w + 3) / 4; diff --git a/source/thead_rvv/int8/convolution_gemm_int8.c b/source/thead_rvv/int8/convolution_gemm_int8.c index 756e7ce1..0374da20 100644 --- a/source/thead_rvv/int8/convolution_gemm_int8.c +++ b/source/thead_rvv/int8/convolution_gemm_int8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" void shl_rvv_conv_im2col_gemm_reorder_kernel_int8(struct csinn_tensor *kernel, @@ -56,6 +54,9 @@ int shl_rvv_conv_im2col_gemm_int8(struct csinn_tensor *input, struct csinn_tenso struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_int8(input); + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int8_t *kernel_data = (int8_t *)params->conv_extra.kernel_tm->data; @@ -75,13 +76,11 @@ int shl_rvv_conv_im2col_gemm_int8(struct csinn_tensor *input, struct csinn_tenso int32_t stride_w = params->stride_width; int32_t pad_left = params->pad_left; int32_t pad_top = params->pad_top; - - // im2col matrix_col = out_height * out_width - // im2col matrix_row = channel_col - int channel_col = in_ch / group * ksize_h * ksize_w; + int32_t dilation_h = params->dilation_height; + int32_t dilation_w = params->dilation_width; int32_t m = out_ch / group; - int32_t k = channel_col; + int32_t k = in_ch / group * ksize_h * ksize_w; int32_t n = out_height * out_width; int8_t *im2col_data = (int8_t *)shl_mem_alloc(k * n * sizeof(int8_t)); @@ -99,27 +98,34 @@ int shl_rvv_conv_im2col_gemm_int8(struct csinn_tensor *input, struct csinn_tenso for (int i = 0; i < batch; i++) { for (int g = 0; g < group; g++) { // im2col - for (int c = 0; c < channel_col; ++c) { - int w_offset = c % ksize_w; - int h_offset = c / ksize_w % ksize_h; - int c_im = c / ksize_h / ksize_w; - for (int h = 0; h < out_height; ++h) { - for (int w = 0; w < out_width; ++w) { - int im_row = h_offset + h * stride_h; - int im_col = w_offset + w * stride_w; - int col_index = - (c * out_height + h) * out_width + w; // [channel_col, out_h, out_w] - im_row = im_row - params->pad_top; - im_col = im_col - params->pad_left; - if (im_row < 0 || im_col < 0 || im_row >= in_height || im_col >= in_width) { - im2col_data[col_index] = input->qinfo->zero_point; - } else { - im2col_data[col_index] = - input_data[(c_im * input->dim[2] + im_row) * input->dim[3] + - im_col]; + int8_t *data_col = im2col_data; + int8_t *channel_data = input_data; + for (int c = 0; c < in_ch / group; c++) { + for (int kh = 0; kh < ksize_h; kh++) { + for (int kw = 0; kw < ksize_w; kw++) { + int in_row = -pad_top + kh * dilation_h; + for (int oh = 0; oh < out_height; oh++) { + if (in_row >= in_height || in_row < 0) { + for (int ow = 0; ow < out_width; ow++) { + *data_col++ = input->qinfo->zero_point; + } + } else { + int in_col = -pad_left + kw * dilation_w; + for (int ow1 = 0; ow1 < out_width; ow1++) { + int col_idx = (c * out_height + oh) * out_width + ow1; + if (in_col < in_width && in_col >= 0) { + *data_col++ = channel_data[in_row * in_width + in_col]; + } else { + *data_col++ = input->qinfo->zero_point; + } + in_col += stride_w; + } + } + in_row += stride_h; } } } + channel_data += in_height * in_width; } if (kernel->quant_channel > 1) { diff --git a/source/thead_rvv/int8/convolution_gemm_int8_pack1ton.c b/source/thead_rvv/int8/convolution_gemm_int8_pack1ton.c index 381443ec..54679347 100644 --- a/source/thead_rvv/int8/convolution_gemm_int8_pack1ton.c +++ b/source/thead_rvv/int8/convolution_gemm_int8_pack1ton.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -185,6 +183,16 @@ int shl_rvv_conv_im2col_gemm_pack1ton_int8(struct csinn_tensor *input, struct cs struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_int8(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + const int packn = csrr_vlenb() / sizeof(int8_t) / 2; + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int8_t *kernel_data = (int8_t *)params->conv_extra.kernel_tm->data; @@ -198,10 +206,13 @@ int shl_rvv_conv_im2col_gemm_pack1ton_int8(struct csinn_tensor *input, struct cs int32_t out_c = kernel->dim[0]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; + int32_t ksize_h = kernel->dim[2]; int32_t ksize_w = kernel->dim[3]; int32_t stride_h = params->stride_height; int32_t stride_w = params->stride_width; + int32_t dilation_h = params->dilation_height; + int32_t dilation_w = params->dilation_width; int32_t m = out_c / group; int32_t in_cp = in_c / group; @@ -214,14 +225,13 @@ int shl_rvv_conv_im2col_gemm_pack1ton_int8(struct csinn_tensor *input, struct cs for (int i = 0; i < batch; i++) { for (int g = 0, j = 0; g < group; g++) { // padding - int padded_in_hw = (in_h + params->pad_top + params->pad_down) * - (in_w + params->pad_left + params->pad_right); + int padded_in_h = in_h + params->pad_top + params->pad_down; + int padded_in_w = in_w + params->pad_left + params->pad_right; + int padded_in_hw = padded_in_h * padded_in_w; int8_t *input_pad_buf = (int8_t *)shl_mem_alloc(in_cp * padded_in_hw * sizeof(int8_t)); shl_rvv_pad_input_pack1ton_int8(input_data, input_pad_buf, in_cp, in_h, in_w, - (in_h + params->pad_top + params->pad_down), - (in_w + params->pad_left + params->pad_right), - params->pad_top, params->pad_left, - input->qinfo->zero_point); + padded_in_h, padded_in_w, params->pad_top, + params->pad_left, input->qinfo->zero_point); if (kernel->quant_channel > 1) { for (int c = 0; c < m; c++, j++) { @@ -244,8 +254,7 @@ int shl_rvv_conv_im2col_gemm_pack1ton_int8(struct csinn_tensor *input, struct cs int in_cp4 = ((in_cp - 1) & -4) + 4; // [in_cp4/packn, maxk, out_h, out_w, packn] + [maxk, out_h, out_w, in_cp4%packn] int8_t *im2col_buf = (int8_t *)shl_mem_alloc(in_cp4 * maxk * n * sizeof(int8_t)); - const int tailstep = - ((in_w + params->pad_left + params->pad_right) * stride_h - out_w * stride_w); + const int tailstep = (padded_in_w * stride_h - out_w * stride_w); const int8_t *img0 = input_pad_buf; int8_t *dst_ptr = im2col_buf; @@ -257,7 +266,7 @@ int shl_rvv_conv_im2col_gemm_pack1ton_int8(struct csinn_tensor *input, struct cs for (int a = 0; a < ksize_h; a++) { for (int b = 0; b < ksize_w; b++) { const int8_t *img1 = - img0 + a * (in_w + params->pad_left + params->pad_right) * vl + b * vl; + img0 + a * dilation_h * padded_in_w * vl + b * dilation_w * vl; for (int p = 0; p < out_h; p++) { for (int q = 0; q < out_w; q++) { @@ -289,8 +298,7 @@ int shl_rvv_conv_im2col_gemm_pack1ton_int8(struct csinn_tensor *input, struct cs // im2col // [in_c/packn, maxk, out_h, out_w, packn] + [maxk, out_h, out_w, in_c%packn] int8_t *im2col_buf = (int8_t *)shl_mem_alloc(in_cp * maxk * n * sizeof(int8_t)); - const int tailstep = - ((in_w + params->pad_left + params->pad_right) * stride_h - out_w * stride_w); + const int tailstep = (padded_in_w * stride_h - out_w * stride_w); const int8_t *img0 = input_pad_buf; int8_t *dst_ptr = im2col_buf; @@ -301,7 +309,7 @@ int shl_rvv_conv_im2col_gemm_pack1ton_int8(struct csinn_tensor *input, struct cs for (int a = 0; a < ksize_h; a++) { for (int b = 0; b < ksize_w; b++) { const int8_t *img1 = - img0 + a * (in_w + params->pad_left + params->pad_right) * vl + b * vl; + img0 + a * dilation_h * padded_in_w * vl + b * dilation_w * vl; for (int p = 0; p < out_h; p++) { for (int q = 0; q < out_w; q++) { diff --git a/source/thead_rvv/int8/convolution_gemm_int8_packn.c b/source/thead_rvv/int8/convolution_gemm_int8_packn.c index 79dab230..9fd75c44 100644 --- a/source/thead_rvv/int8/convolution_gemm_int8_packn.c +++ b/source/thead_rvv/int8/convolution_gemm_int8_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -124,6 +122,16 @@ int shl_rvv_conv_im2col_gemm_packn_int8(struct csinn_tensor *input, struct csinn struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_int8(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + const int packn = csrr_vlenb() / sizeof(int8_t) / 2; + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int8_t *kernel_data = (int8_t *)params->conv_extra.kernel_tm->data; @@ -131,16 +139,19 @@ int shl_rvv_conv_im2col_gemm_packn_int8(struct csinn_tensor *input, struct csinn int32_t group = params->group; int32_t batch = input->dim[0]; - int32_t in_c = input->dim[1]; + int32_t in_c = input->dim[1] * input->dim[4]; int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; int32_t out_c = kernel->dim[0]; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; + int32_t ksize_h = kernel->dim[2]; int32_t ksize_w = kernel->dim[3]; int32_t stride_h = params->stride_height; int32_t stride_w = params->stride_width; + int32_t dilation_h = params->dilation_height; + int32_t dilation_w = params->dilation_width; int32_t m = out_c / group; int32_t in_cp = in_c / group; @@ -153,13 +164,12 @@ int shl_rvv_conv_im2col_gemm_packn_int8(struct csinn_tensor *input, struct csinn for (int i = 0; i < batch; i++) { for (int g = 0, j = 0; g < group; g++) { // paddding - int padded_in_hw = (in_h + params->pad_top + params->pad_down) * - (in_w + params->pad_left + params->pad_right); + int padded_in_h = in_h + params->pad_top + params->pad_down; + int padded_in_w = in_w + params->pad_left + params->pad_right; + int padded_in_hw = padded_in_h * padded_in_w; int8_t *input_pad_buf = (int8_t *)shl_mem_alloc(in_cp * padded_in_hw * sizeof(int8_t)); - shl_rvv_pad_input_packn_int8(input_data, input_pad_buf, in_cp, in_h, in_w, - (in_h + params->pad_top + params->pad_down), - (in_w + params->pad_left + params->pad_right), - params->pad_top, params->pad_left, + shl_rvv_pad_input_packn_int8(input_data, input_pad_buf, in_cp, in_h, in_w, padded_in_h, + padded_in_w, params->pad_top, params->pad_left, input->qinfo->zero_point); // im2col @@ -169,9 +179,7 @@ int shl_rvv_conv_im2col_gemm_packn_int8(struct csinn_tensor *input, struct csinn // [in_c/packn, maxk, out_h, out_w, packn] int8_t *im2col_buf = (int8_t *)shl_mem_alloc(in_cp / packn * maxk * out_h * out_w * packn * sizeof(int8_t)); - const int tailstep = - ((in_w + params->pad_left + params->pad_right) * stride_h - out_w * stride_w) * - packn; + const int tailstep = (padded_in_w * stride_h - out_w * stride_w) * packn; for (int c = 0; c + packn - 1 < in_cp; c += packn) { const int8_t *img0 = input_pad_buf + c * padded_in_hw; @@ -180,8 +188,7 @@ int shl_rvv_conv_im2col_gemm_packn_int8(struct csinn_tensor *input, struct csinn for (int a = 0; a < ksize_h; a++) { for (int b = 0; b < ksize_w; b++) { const int8_t *img1 = - img0 + a * (in_w + params->pad_left + params->pad_right) * packn + - b * packn; + img0 + a * dilation_h * padded_in_w * packn + b * dilation_w * packn; for (int p = 0; p < out_h; p++) { for (int q = 0; q < out_w; q++) { diff --git a/source/thead_rvv/int8/convolution_gemm_int8_packnto1.c b/source/thead_rvv/int8/convolution_gemm_int8_packnto1.c index e2ca6b76..8f15ccd1 100644 --- a/source/thead_rvv/int8/convolution_gemm_int8_packnto1.c +++ b/source/thead_rvv/int8/convolution_gemm_int8_packnto1.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -166,6 +164,9 @@ int shl_rvv_conv_im2col_gemm_packnto1_int8(struct csinn_tensor *input, struct cs struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_int8(input); + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int8_t *kernel_data = (int8_t *)params->conv_extra.kernel_tm->data; @@ -173,7 +174,7 @@ int shl_rvv_conv_im2col_gemm_packnto1_int8(struct csinn_tensor *input, struct cs int32_t group = params->group; int32_t batch = input->dim[0]; - int32_t in_c = input->dim[1]; + int32_t in_c = input->dim[1] * input->dim[4]; int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; int32_t out_c = kernel->dim[0]; @@ -183,6 +184,8 @@ int shl_rvv_conv_im2col_gemm_packnto1_int8(struct csinn_tensor *input, struct cs int32_t ksize_w = kernel->dim[3]; int32_t stride_h = params->stride_height; int32_t stride_w = params->stride_width; + int32_t dilation_h = params->dilation_height; + int32_t dilation_w = params->dilation_width; int32_t m = out_c / group; int32_t in_cp = in_c / group; @@ -197,13 +200,12 @@ int shl_rvv_conv_im2col_gemm_packnto1_int8(struct csinn_tensor *input, struct cs for (int i = 0; i < batch; i++) { for (int g = 0, j = 0; g < group; g++) { // paddding - int padded_in_hw = (in_h + params->pad_top + params->pad_down) * - (in_w + params->pad_left + params->pad_right); + int padded_in_h = in_h + params->pad_top + params->pad_down; + int padded_in_w = in_w + params->pad_left + params->pad_right; + int padded_in_hw = padded_in_h * padded_in_w; int8_t *input_pad_buf = (int8_t *)shl_mem_alloc(in_cp * padded_in_hw * sizeof(int8_t)); - shl_rvv_pad_input_packn_int8(input_data, input_pad_buf, in_cp, in_h, in_w, - (in_h + params->pad_top + params->pad_down), - (in_w + params->pad_left + params->pad_right), - params->pad_top, params->pad_left, + shl_rvv_pad_input_packn_int8(input_data, input_pad_buf, in_cp, in_h, in_w, padded_in_h, + padded_in_w, params->pad_top, params->pad_left, input->qinfo->zero_point); // im2col @@ -213,9 +215,7 @@ int shl_rvv_conv_im2col_gemm_packnto1_int8(struct csinn_tensor *input, struct cs // [in_c/packn, maxk, out_h, out_w, packn] int8_t *im2col_buf = (int8_t *)shl_mem_alloc(in_cp / packn * maxk * out_h * out_w * packn * sizeof(int8_t)); - const int tailstep = - ((in_w + params->pad_left + params->pad_right) * stride_h - out_w * stride_w) * - packn; + const int tailstep = (padded_in_w * stride_h - out_w * stride_w) * packn; for (int c = 0; c + packn - 1 < in_cp; c += packn) { const int8_t *img0 = input_pad_buf + c * padded_in_hw; @@ -224,8 +224,7 @@ int shl_rvv_conv_im2col_gemm_packnto1_int8(struct csinn_tensor *input, struct cs for (int a = 0; a < ksize_h; a++) { for (int b = 0; b < ksize_w; b++) { const int8_t *img1 = - img0 + a * (in_w + params->pad_left + params->pad_right) * packn + - b * packn; + img0 + a * dilation_h * padded_in_w * packn + b * dilation_w * packn; for (int p = 0; p < out_h; p++) { for (int q = 0; q < out_w; q++) { diff --git a/source/thead_rvv/int8/depthwise_convolution.c b/source/thead_rvv/int8/depthwise_convolution.c index ad877a09..4b157ff1 100644 --- a/source/thead_rvv/int8/depthwise_convolution.c +++ b/source/thead_rvv/int8/depthwise_convolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" int shl_rvv_depthwise_conv2d_init_int8(struct csinn_tensor *input, struct csinn_tensor *output, @@ -32,11 +30,27 @@ int shl_rvv_depthwise_conv2d_init_int8(struct csinn_tensor *input, struct csinn_ int32_t stride_h = params->stride_height; int32_t stride_w = params->stride_width; struct csinn_callback *cb = params->base.cb; + if (params->base.quant_type != CSINN_QUANT_INT8_ASYM_W_SYM) { cb->exec = shl_ref_depthwise_conv2d_quant; return CSINN_TRUE; } const int packn = csrr_vlenb() / sizeof(int8_t) / 2; + int in_elempack = 1; + int out_elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_rvv_option *option = shl_rvv_get_graph_option(sess); + if (option && option->use_packn_layout) { + in_elempack = in_c % packn == 0 ? packn : 1; + out_elempack = out_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + in_elempack = 1; + out_elempack = 1; // dwconv2d out_channel pack is same as in_channel + } + } // enable fuse zeropoint to bias if (!params->conv_extra.fuse_zp2bias) { @@ -60,8 +74,7 @@ int shl_rvv_depthwise_conv2d_init_int8(struct csinn_tensor *input, struct csinn_ } } - if (in_c % packn == 0 && out_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; + if (in_elempack % packn == 0 && out_elempack % packn == 0) { shl_rvv_dwconv_reorder_kernel_packn_int8(kernel, params); if (kernel_h == 3 && kernel_w == 3 && stride_h == 1 && stride_w == 1) { cb->exec = shl_rvv_dwconv3x3s1_packn_int8; @@ -72,7 +85,7 @@ int shl_rvv_depthwise_conv2d_init_int8(struct csinn_tensor *input, struct csinn_ } } - if (in_c % packn != 0 && out_c % packn != 0) { + if (in_elempack % packn != 0 && out_elempack % packn != 0) { if (kernel_h == 3 && kernel_w == 3 && stride_h == 1 && stride_w == 1) { cb->exec = shl_rvv_dwconv3x3s1_int8; } else if (kernel_h == 3 && kernel_w == 3 && stride_h == 2 && stride_w == 2) { diff --git a/source/thead_rvv/int8/depthwise_convolution1d_int8.c b/source/thead_rvv/int8/depthwise_convolution1d_int8.c index 80fc25a6..b58a4317 100644 --- a/source/thead_rvv/int8/depthwise_convolution1d_int8.c +++ b/source/thead_rvv/int8/depthwise_convolution1d_int8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" int shl_rvv_dwconv1d_int8(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/thead_rvv/int8/depthwise_convolution_3x3_int8.c b/source/thead_rvv/int8/depthwise_convolution_3x3_int8.c index 6400c13d..bc2404b5 100644 --- a/source/thead_rvv/int8/depthwise_convolution_3x3_int8.c +++ b/source/thead_rvv/int8/depthwise_convolution_3x3_int8.c @@ -15,8 +15,6 @@ * See the License for the specific language governing permissions and * limitations under the License. */ - -/* SHL version 2.1.x */ #include "shl_thead_rvv.h" static vint8m1_t requantize_m4(vint32m4_t _src, int32_t multiplier, int32_t shift, int32_t out_zp, @@ -34,6 +32,9 @@ int shl_rvv_dwconv3x3s1_int8(struct csinn_tensor *input, struct csinn_tensor *ou struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_int8(input); + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int8_t *kernel_data = (int8_t *)kernel->data; @@ -295,6 +296,9 @@ int shl_rvv_dwconv3x3s2_int8(struct csinn_tensor *input, struct csinn_tensor *ou struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_int8(input); + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int8_t *kernel_data = (int8_t *)kernel->data; diff --git a/source/thead_rvv/int8/depthwise_convolution_3x3_int8_dot_packn.c b/source/thead_rvv/int8/depthwise_convolution_3x3_int8_dot_packn.c deleted file mode 100644 index 4f0d3208..00000000 --- a/source/thead_rvv/int8/depthwise_convolution_3x3_int8_dot_packn.c +++ /dev/null @@ -1,71 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "shl_thead_rvv.h" -#ifdef SHL_USE_DOT_INT8 -static vint8mf2_t requantize_m2_s(vint32m2_t _src, vint32m2_t _multiplier, vint32m2_t _shift, - int32_t out_zp, int vl) -{ -} - -int shl_rvv_dwconv3x3s1_packn_int8_dot(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params) -{ - return CSINN_FALSE; -} - -int shl_rvv_dwconv3x3s2_packn_int8_dot(struct csinn_tensor *input, struct csinn_tensor *output, - struct csinn_tensor *kernel, struct csinn_tensor *bias, - struct csinn_conv2d_params *params) -{ - return CSINN_FALSE; -} - -/**************************************************************************** - * packn = vlenb / sizeof(int8_t) / 2 - * maxk = ksize_h * ksize_w - * constrain: out_c % packn = 0 and in_ch = 1 - * layout: [out_c, 1, ksize_h, ksize_w] ==> [out_c/packn, 1, maxk, packn] - ***************************************************************************/ -void shl_rvv_dwconv_reorder_kernel_packn_int8_dot(struct csinn_tensor *kernel, - struct csinn_conv2d_params *params) -{ - int8_t *kernel_data = (int8_t *)kernel->data; - const int out_ch = kernel->dim[0]; - const int maxk = kernel->dim[2] * kernel->dim[3]; - int8_t *kernel_trans = (int8_t *)shl_mem_alloc(out_ch * maxk * sizeof(int8_t)); - - const int packn = csrr_vlenb() / sizeof(int8_t) / 2; - const int vl = vsetvl_e8mf2(packn); - - for (int oc = 0; oc + packn - 1 < out_ch; oc += packn) { - int8_t *ksrc = kernel_data + oc * maxk; - int8_t *kdst = kernel_trans + oc * maxk; - for (int ic = 0; ic < maxk; ic++) { - vint8mf2_t _tmp = vlse8_v_i8mf2(ksrc + ic, maxk * sizeof(int8_t), vl); - vse8_v_i8mf2(kdst, _tmp, vl); - kdst += vl; - } - } - memcpy(kernel_data, kernel_trans, out_ch * maxk * sizeof(int8_t)); - shl_mem_free(kernel_trans); -} -#endif diff --git a/source/thead_rvv/int8/depthwise_convolution_3x3_int8_packn.c b/source/thead_rvv/int8/depthwise_convolution_3x3_int8_packn.c index c80f319f..d9deb70f 100644 --- a/source/thead_rvv/int8/depthwise_convolution_3x3_int8_packn.c +++ b/source/thead_rvv/int8/depthwise_convolution_3x3_int8_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" #ifdef RVV_1_0_0 @@ -48,17 +46,25 @@ int shl_rvv_dwconv3x3s1_packn_int8(struct csinn_tensor *input, struct csinn_tens struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_int8(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int8_t *kernel_data = (int8_t *)kernel->data; int32_t *bias_data = (int32_t *)bias->data; int32_t batch = input->dim[0]; - int32_t in_c = input->dim[1]; // group = in_channel + int32_t in_c = input->dim[1] * input->dim[4]; // group = in_channel int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; - - int32_t out_c = output->dim[1]; + int32_t out_c = in_c; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; @@ -963,17 +969,25 @@ int shl_rvv_dwconv3x3s2_packn_int8(struct csinn_tensor *input, struct csinn_tens struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_int8(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int8_t *kernel_data = (int8_t *)kernel->data; int32_t *bias_data = (int32_t *)bias->data; int32_t batch = input->dim[0]; - int32_t in_c = input->dim[1]; // group = in_channel + int32_t in_c = input->dim[1] * input->dim[4]; // group = in_channel int32_t in_h = input->dim[2]; int32_t in_w = input->dim[3]; - - int32_t out_c = output->dim[1]; + int32_t out_c = in_c; int32_t out_h = output->dim[2]; int32_t out_w = output->dim[3]; diff --git a/source/thead_rvv/int8/depthwise_convolution_int8_nhwc.c b/source/thead_rvv/int8/depthwise_convolution_int8_nhwc.c index 0d8e7c42..c51bf5b2 100644 --- a/source/thead_rvv/int8/depthwise_convolution_int8_nhwc.c +++ b/source/thead_rvv/int8/depthwise_convolution_int8_nhwc.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* diff --git a/source/thead_rvv/int8/depthwise_convolution_int8_packn.c b/source/thead_rvv/int8/depthwise_convolution_int8_packn.c index 0b37d2d4..43168feb 100644 --- a/source/thead_rvv/int8/depthwise_convolution_int8_packn.c +++ b/source/thead_rvv/int8/depthwise_convolution_int8_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -38,17 +36,25 @@ int shl_rvv_dwconv_packn_int8(struct csinn_tensor *input, struct csinn_tensor *o struct csinn_tensor *kernel, struct csinn_tensor *bias, struct csinn_conv2d_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_int8(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int8_t *kernel_data = (int8_t *)kernel->data; int32_t *bias_data = (int32_t *)bias->data; int batch = input->dim[0]; - int in_c = input->dim[1]; // group = in_channel + int in_c = input->dim[1] * input->dim[4]; // group = in_channel int in_h = input->dim[2]; int in_w = input->dim[3]; - - int out_c = output->dim[1]; + int out_c = in_c; int out_h = output->dim[2]; int out_w = output->dim[3]; @@ -124,5 +130,8 @@ int shl_rvv_dwconv_packn_int8(struct csinn_tensor *input, struct csinn_tensor *o input_data += in_c * in_h * in_w; output_data += out_c * out_h * out_w; } + shl_mem_free(multiplier); + shl_mem_free(shift); + shl_mem_free(input_padd_buf); return CSINN_TRUE; } diff --git a/source/thead_rvv/int8/fullyconnected.c b/source/thead_rvv/int8/fullyconnected.c index afc59070..a02bffd2 100644 --- a/source/thead_rvv/int8/fullyconnected.c +++ b/source/thead_rvv/int8/fullyconnected.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" int shl_rvv_fullyconnected_init_int8(struct csinn_tensor *input, struct csinn_tensor *output, diff --git a/source/thead_rvv/int8/fullyconnected_int8.c b/source/thead_rvv/int8/fullyconnected_int8.c index 7b67bb27..ec2522c8 100644 --- a/source/thead_rvv/int8/fullyconnected_int8.c +++ b/source/thead_rvv/int8/fullyconnected_int8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* diff --git a/source/thead_rvv/int8/gather.c b/source/thead_rvv/int8/gather.c index a1a78c38..9f6038ab 100644 --- a/source/thead_rvv/int8/gather.c +++ b/source/thead_rvv/int8/gather.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" static int shl_rvv_gather_in_i8_out_f16(struct csinn_tensor *input, struct csinn_tensor *indices, diff --git a/source/thead_rvv/int8/gemm_int8.c b/source/thead_rvv/int8/gemm_int8.c index db87ed63..34dfe70f 100644 --- a/source/thead_rvv/int8/gemm_int8.c +++ b/source/thead_rvv/int8/gemm_int8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" static vint8m1_t requantize_m4(vint32m4_t _src, int32_t multiplier, int32_t shift, int32_t out_zp, diff --git a/source/thead_rvv/int8/gemm_int8_4xn.c b/source/thead_rvv/int8/gemm_int8_4xn.c index 13cfcb02..05ec4fd5 100644 --- a/source/thead_rvv/int8/gemm_int8_4xn.c +++ b/source/thead_rvv/int8/gemm_int8_4xn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" static vint8m1_t requantize_4xn(vint32m4_t _src, int32_t *mult, int32_t *shift, int32_t out_zp, int vl) diff --git a/source/thead_rvv/int8/gemm_int8_dot.c b/source/thead_rvv/int8/gemm_int8_dot.c index 3521e3c8..f02777b8 100644 --- a/source/thead_rvv/int8/gemm_int8_dot.c +++ b/source/thead_rvv/int8/gemm_int8_dot.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" #ifdef SHL_USE_DOT_INT8 static vint8mf2_t requantize_m2(vint32m2_t _src, int32_t multiplier, int32_t shift, int32_t out_zp, diff --git a/source/thead_rvv/int8/gemm_int8_dot_packn.c b/source/thead_rvv/int8/gemm_int8_dot_packn.c index 195dc5ab..f1339804 100644 --- a/source/thead_rvv/int8/gemm_int8_dot_packn.c +++ b/source/thead_rvv/int8/gemm_int8_dot_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" #ifdef SHL_USE_DOT_INT8 /************************************************************* diff --git a/source/thead_rvv/int8/gemm_int8_packn.c b/source/thead_rvv/int8/gemm_int8_packn.c index 51db82f7..2568dfca 100644 --- a/source/thead_rvv/int8/gemm_int8_packn.c +++ b/source/thead_rvv/int8/gemm_int8_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* diff --git a/source/thead_rvv/int8/global_avgpool_nhwc.c b/source/thead_rvv/int8/global_avgpool_nhwc.c index 0f600eb3..b4060458 100644 --- a/source/thead_rvv/int8/global_avgpool_nhwc.c +++ b/source/thead_rvv/int8/global_avgpool_nhwc.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* diff --git a/source/thead_rvv/int8/global_avgpool_packn.c b/source/thead_rvv/int8/global_avgpool_packn.c index 2b3be59c..821a0e71 100644 --- a/source/thead_rvv/int8/global_avgpool_packn.c +++ b/source/thead_rvv/int8/global_avgpool_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -28,11 +26,20 @@ int shl_rvv_global_avgpool2d_packn_int8(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_int8(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int in_hw = in_h * in_w; diff --git a/source/thead_rvv/int8/global_maxpool_nhwc.c b/source/thead_rvv/int8/global_maxpool_nhwc.c index 49173cf8..e31fc076 100644 --- a/source/thead_rvv/int8/global_maxpool_nhwc.c +++ b/source/thead_rvv/int8/global_maxpool_nhwc.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* diff --git a/source/thead_rvv/int8/global_maxpool_packn.c b/source/thead_rvv/int8/global_maxpool_packn.c index ec7fd931..454fa2a9 100644 --- a/source/thead_rvv/int8/global_maxpool_packn.c +++ b/source/thead_rvv/int8/global_maxpool_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -27,11 +25,20 @@ int shl_rvv_global_maxpool2d_packn_int8(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_int8(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int in_hw = in_h * in_w; diff --git a/source/thead_rvv/int8/layer_norm.c b/source/thead_rvv/int8/layer_norm.c index 2686c033..bce25848 100644 --- a/source/thead_rvv/int8/layer_norm.c +++ b/source/thead_rvv/int8/layer_norm.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -33,7 +31,9 @@ int shl_rvv_layer_norm_int8(struct csinn_tensor *input, struct csinn_tensor *out shl_debug_error("Layer norm only support center & scale == true\n"); return CSINN_FALSE; } - + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_rvv_tensor_nc1xc0_to_ndarray_replace_int8(input); + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int8_t *gamma_data = (int8_t *)gamma->data; diff --git a/source/thead_rvv/int8/leaky_relu.c b/source/thead_rvv/int8/leaky_relu.c index 45524396..f3720404 100644 --- a/source/thead_rvv/int8/leaky_relu.c +++ b/source/thead_rvv/int8/leaky_relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -28,7 +26,6 @@ * s2 * (q2 - z2) = leaky_relu{ s1 * (q1 - z1) } * if (q1 >= z1) q2 = s1/s2 * (q1 - z1) + z2 * else q2 = s1/s2 * alpha * (q1 -z1) + z2 - * constrains: params->n < 0.5 * ******************************************************************/ int shl_rvv_leaky_relu_int8(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_relu_params *params) @@ -55,7 +52,11 @@ int shl_rvv_leaky_relu_int8(struct csinn_tensor *input, struct csinn_tensor *out vbool8_t _mask = vmslt_vx_i32m4_b8(_input2, input->qinfo->zero_point, vl); vint32m4_t _mulh_neg = vmulh_vx_i32m4_m(_mask, _mulh, _mulh, params->n_multiplier, vl); - _mulh_neg = vssra_vx_i32m4_m(_mask, _mulh, _mulh_neg, -params->n_shift - 1, vl); + if (params->n_shift < 0) { + _mulh_neg = vssra_vx_i32m4_m(_mask, _mulh, _mulh_neg, -params->n_shift - 1, vl); + } else { + _mulh_neg = vsll_vx_i32m4_m(_mask, _mulh, _mulh_neg, params->n_shift + 1, vl); + } vint32m4_t _res0 = vadd_vx_i32m4(_mulh_neg, output->qinfo->zero_point, vl); vint16m2_t _res1 = vnclip_wx_i16m2(_res0, 0, vl); @@ -66,5 +67,10 @@ int shl_rvv_leaky_relu_int8(struct csinn_tensor *input, struct csinn_tensor *out output_data += vl; size -= vl; } + output->layout = input->layout; + output->dim_count = input->dim_count; + for (int i = 0; i < output->dim_count; i++) { + output->dim[i] = input->dim[i]; + } return CSINN_TRUE; } diff --git a/source/thead_rvv/int8/matmul_int8.c b/source/thead_rvv/int8/matmul_int8.c index 90065373..dbc9cfb6 100644 --- a/source/thead_rvv/int8/matmul_int8.c +++ b/source/thead_rvv/int8/matmul_int8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************************************ @@ -51,11 +49,11 @@ static void matmul_int8_axb(int8_t *output, const int8_t *mat0, const int8_t *ma int32_t shift) { for (int i = 0; i < dim_i; i++) { - const int8_t *m1_ptr = mat1; int j = 0; while (j < dim_j) { int vl = vsetvl_e8m1(dim_j - j); const int8_t *m0_ptr = mat0; + const int8_t *m1_ptr = mat1 + j; vint32m4_t _acc = vmv_v_x_i32m4(0, vl); for (int k = 0; k < dim_k; k++) { @@ -65,7 +63,7 @@ static void matmul_int8_axb(int8_t *output, const int8_t *mat0, const int8_t *ma vint32m4_t _mul = vwmul_vx_i32m4(_m1_w, m0_w, vl); _acc = vadd_vv_i32m4(_acc, _mul, vl); m0_ptr += 1; - m1_ptr += vl; + m1_ptr += dim_j; } vint32m4_t _mulh = vmulh_vx_i32m4(_acc, mult, vl); diff --git a/source/thead_rvv/int8/maxpool.c b/source/thead_rvv/int8/maxpool.c index dc3fc3d5..cb761efe 100644 --- a/source/thead_rvv/int8/maxpool.c +++ b/source/thead_rvv/int8/maxpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" int shl_rvv_maxpool2d_init_int8(struct csinn_tensor *input, struct csinn_tensor *output, @@ -34,72 +32,81 @@ int shl_rvv_maxpool2d_init_int8(struct csinn_tensor *input, struct csinn_tensor int32_t pad_right = params->pad_right; int32_t pad_top = params->pad_top; int32_t pad_down = params->pad_down; - struct csinn_callback *cb = params->base.cb; cb->exec = NULL; const int packn = csrr_vlenb() / sizeof(int8_t) / 2; + int elempack = 1; + + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_rvv_option *option = shl_rvv_get_graph_option(sess); + if (option && option->use_packn_layout) { + elempack = in_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + elempack = 1; + } + } // global maxpool2d // TODO: remove if (in_h == kernel_h && in_w == kernel_w) { - cb->exec = (in_c % packn == 0) ? shl_rvv_global_maxpool2d_packn_int8 - : shl_ref_global_maxpool2d_quant; + cb->exec = (elempack % packn == 0) ? shl_rvv_global_maxpool2d_packn_int8 + : shl_ref_global_maxpool2d_quant; return CSINN_TRUE; } - if (stride_h == 2 && stride_w == 2) { - if (kernel_h == 2 && kernel_w == 2) { // 2x2s2 - if (pad_left == 0 && pad_top == 0) { - // adjust pad according to ceil_mode (ceil mode on caffe pytorch..) - if (in_h % 2 == 1 && params->ceil_mode == 1) { - if (params->pad_down == 0) params->pad_down++; + if (elempack % packn == 0) { + cb->exec = shl_rvv_maxpool_packn_int8; + } else { + if (stride_h == 2 && stride_w == 2) { + if (kernel_h == 2 && kernel_w == 2) { // 2x2s2 + if (pad_left == 0 && pad_top == 0) { + // adjust pad according to ceil_mode (ceil mode on caffe pytorch..) + if (in_h % 2 == 1 && params->ceil_mode == 1) { + if (params->pad_down == 0) params->pad_down++; + } + if (in_w % 2 == 1 && params->ceil_mode == 1) { + if (params->pad_right == 0) params->pad_right++; + } + // end consider ceil_mode 2x2s2p0 + cb->exec = shl_rvv_maxpool2x2s2_int8; + } else if (pad_left == 1 && pad_top == 1) { + cb->exec = shl_rvv_maxpool2x2s2_p1_int8; } - if (in_w % 2 == 1 && params->ceil_mode == 1) { - if (params->pad_right == 0) params->pad_right++; + } else if (kernel_h == 3 && kernel_w == 3) { // 3x3s2 + if (pad_left == 0 && pad_top == 0) { + // adjust pad according to ceil_mode (ceil mode on caffe pytorch..) + if (in_h % 2 == 0 && params->ceil_mode == 1) { + if (params->pad_down == 0) + params->pad_down++; // origin pad_down mast be equal to zero ? + } + if (in_w % 2 == 0 && params->ceil_mode == 1) { + if (params->pad_right == 0) params->pad_right++; + } + // end consider ceil_mode 3x3s2p0 + cb->exec = shl_rvv_maxpool3x3s2_int8; + } else if (pad_left == 1 && pad_top == 1) { + if (params->ceil_mode == 0) { + cb->exec = shl_rvv_maxpool3x3s2_p1_int8; + } else { + if ((in_w % 2 == 0 && pad_right == 1) || (in_h % 2 == 0 && pad_down == 1)) { + cb->exec = shl_ref_maxpool2d_quant; + } else { + cb->exec = shl_rvv_maxpool3x3s2_p1_int8; + } + } } - // end consider ceil_mode 2x2s2p0 - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool2x2s2_packn_int8 - : shl_rvv_maxpool2x2s2_int8; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; - } else if (pad_left == 1 && pad_top == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool2x2s2_packn_int8 - : shl_rvv_maxpool2x2s2_p1_int8; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; } - } else if (kernel_h == 3 && kernel_w == 3) { // 3x3s2 - if (pad_left == 0 && pad_top == 0) { - // adjust pad according to ceil_mode (ceil mode on caffe pytorch..) - if (in_h % 2 == 0 && params->ceil_mode == 1) { - if (params->pad_down == 0) - params->pad_down++; // origin pad_down mast be equal to zero ? - } - if (in_w % 2 == 0 && params->ceil_mode == 1) { - if (params->pad_right == 0) params->pad_right++; + } else if (stride_h == 1 && stride_w == 1) { + if (kernel_h == 3 && kernel_w == 3) { + if (pad_left == 1 && pad_top == 1 && pad_right == 1 && pad_down == 1) { + cb->exec = shl_rvv_maxpool3x3s1_p1_int8; } - // end consider ceil_mode 3x3s2p0 - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool3x3s2_packn_int8 - : shl_rvv_maxpool3x3s2_int8; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; - } else if (pad_left == 1 && pad_top == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool3x3s2_packn_int8 - : shl_rvv_maxpool3x3s2_p1_int8; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; } } - } else if (stride_h == 1 && stride_w == 1) { - if (kernel_h == 3 && kernel_w == 3) { - if (pad_left == 1 && pad_top == 1 && pad_right == 1 && pad_down == 1) { - cb->exec = (in_c % packn == 0) ? shl_rvv_maxpool3x3s1_packn_int8 - : shl_rvv_maxpool3x3s1_p1_int8; - if (in_c % packn == 0) output->layout = CSINN_LAYOUT_NC1HWC0; - } - } - } - if (cb->exec == NULL) { - if (in_c % packn == 0) { - output->layout = CSINN_LAYOUT_NC1HWC0; - cb->exec = shl_rvv_maxpool_packn_int8; - } else { + if (cb->exec == NULL) { shl_debug_warning( "maxpool is not optimized to achieve under this condition on rvv, call reference " "func replaced.\n"); @@ -115,9 +122,21 @@ int shl_rvv_global_maxpool2d_init_int8(struct csinn_tensor *input, struct csinn_ int32_t in_c = input->dim[1]; struct csinn_callback *cb = params->base.cb; cb->exec = NULL; - int packn = 0; - packn = csrr_vlenb() / sizeof(int8_t) / 2; - cb->exec = - (in_c % packn == 0) ? shl_rvv_global_maxpool2d_packn_int8 : shl_ref_global_maxpool2d_quant; + int packn = csrr_vlenb() / sizeof(int8_t) / 2; + int elempack = 1; + struct csinn_session *sess = params->base.sess; + if (sess->base_run_mode == CSINN_RM_CPU_GRAPH) { + struct shl_rvv_option *option = shl_rvv_get_graph_option(sess); + if (option && option->use_packn_layout) { + elempack = in_c % packn == 0 ? packn : 1; + } + /* first layer do not convert input layout */ + if (shl_is_first_layer_input(input, sess)) { + elempack = 1; + } + } + + cb->exec = (elempack % packn == 0) ? shl_rvv_global_maxpool2d_packn_int8 + : shl_ref_global_maxpool2d_quant; } diff --git a/source/thead_rvv/int8/maxpool_2x2_int8.c b/source/thead_rvv/int8/maxpool_2x2_int8.c index f3efb0a2..e5ee48df 100644 --- a/source/thead_rvv/int8/maxpool_2x2_int8.c +++ b/source/thead_rvv/int8/maxpool_2x2_int8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /**************************************************************************** @@ -55,7 +53,6 @@ int shl_rvv_maxpool2x2s2_int8(struct csinn_tensor *input, struct csinn_tensor *o int remain_w = in_w - 2 * out_w; int vl; - int8_t input_zp = (int8_t)input->qinfo->zero_point; for (int b = 0; b < batch; b++) { for (int c = 0; c < in_c; c++) { @@ -85,7 +82,6 @@ int shl_rvv_maxpool2x2s2_int8(struct csinn_tensor *input, struct csinn_tensor *o } if (extend_w) { outptr[0] = line0[0] > line1[0] ? line0[0] : line1[0]; - outptr[0] = outptr[0] > input_zp ? outptr[0] : input_zp; outptr++; } line0 += remain_w + in_w; @@ -99,9 +95,7 @@ int shl_rvv_maxpool2x2s2_int8(struct csinn_tensor *input, struct csinn_tensor *o vlseg2e8_v_i8m1(&_line0_0_14, &_line0_1_15, line0, vl); - vint8m1_t _max0 = vmax_vv_i8m1(_line0_0_14, _line0_1_15, vl); - vint8m1_t _max = vmax_vx_i8m1(_max0, input_zp, vl); - + vint8m1_t _max = vmax_vv_i8m1(_line0_0_14, _line0_1_15, vl); vse8_v_i8m1(outptr, _max, vl); line0 += 2 * vl; outptr += vl; @@ -109,7 +103,7 @@ int shl_rvv_maxpool2x2s2_int8(struct csinn_tensor *input, struct csinn_tensor *o } if (extend_w) { - outptr[0] = line0[0] > input_zp ? line0[0] : input_zp; + outptr[0] = line0[0]; outptr++; } } @@ -151,7 +145,6 @@ int shl_rvv_maxpool2x2s2_p1_int8(struct csinn_tensor *input, struct csinn_tensor int remain_w = in_w - 2 * out_w + 1; int vl; - int8_t input_zp = (int8_t)input->qinfo->zero_point; for (int b = 0; b < batch; b++) { for (int c = 0; c < in_c; c++) { @@ -159,7 +152,7 @@ int shl_rvv_maxpool2x2s2_p1_int8(struct csinn_tensor *input, struct csinn_tensor int8_t *outptr = output_data + c * out_hw; // h top ---- w left - outptr[0] = line00[0] > input_zp ? line00[0] : input_zp; + outptr[0] = line00[0]; outptr++; line00++; // h top ---- w mid @@ -168,8 +161,7 @@ int shl_rvv_maxpool2x2s2_p1_int8(struct csinn_tensor *input, struct csinn_tensor vl = vsetvl_e8m1(w); vint8m1_t _line0_0_6, _line0_1_7; vlseg2e8_v_i8m1(&_line0_0_6, &_line0_1_7, line00, vl); - vint8m1_t _max0 = vmax_vv_i8m1(_line0_0_6, _line0_1_7, vl); - vint8m1_t _max = vmax_vx_i8m1(_max0, input_zp, vl); + vint8m1_t _max = vmax_vv_i8m1(_line0_0_6, _line0_1_7, vl); vse8_v_i8m1(outptr, _max, vl); line00 += 2 * vl; outptr += vl; @@ -177,7 +169,7 @@ int shl_rvv_maxpool2x2s2_p1_int8(struct csinn_tensor *input, struct csinn_tensor } // h top ---- w right if (extend_w) { - outptr[0] = line00[0] > input_zp ? line00[0] : input_zp; + outptr[0] = line00[0]; outptr++; } line00 += remain_w; @@ -188,7 +180,6 @@ int shl_rvv_maxpool2x2s2_p1_int8(struct csinn_tensor *input, struct csinn_tensor for (int h = 0; h < out_h - 1; h++) { // h mid ---- w left outptr[0] = line0[0] > line1[0] ? line0[0] : line1[0]; - outptr[0] = outptr[0] > input_zp ? outptr[0] : input_zp; outptr++; line0++; line1++; @@ -216,7 +207,6 @@ int shl_rvv_maxpool2x2s2_p1_int8(struct csinn_tensor *input, struct csinn_tensor // h mid ---- w right if (extend_w) { outptr[0] = line0[0] > line1[0] ? line0[0] : line1[0]; - outptr[0] = outptr[0] > input_zp ? outptr[0] : input_zp; outptr++; } line0 += remain_w + in_w; @@ -225,7 +215,7 @@ int shl_rvv_maxpool2x2s2_p1_int8(struct csinn_tensor *input, struct csinn_tensor // h bottom if (extend_h) { // h bottom ---- w left - outptr[0] = line0[0] > input_zp ? line0[0] : input_zp; + outptr[0] = line0[0]; outptr++; line0++; // h bottom ---- w mid @@ -236,9 +226,7 @@ int shl_rvv_maxpool2x2s2_p1_int8(struct csinn_tensor *input, struct csinn_tensor vlseg2e8_v_i8m1(&_line0_0_6, &_line0_1_7, line0, vl); - vint8m1_t _max0 = vmax_vv_i8m1(_line0_0_6, _line0_1_7, vl); - vint8m1_t _max = vmax_vx_i8m1(_max0, input_zp, vl); - + vint8m1_t _max = vmax_vv_i8m1(_line0_0_6, _line0_1_7, vl); vse8_v_i8m1(outptr, _max, vl); line0 += 2 * vl; outptr += vl; @@ -246,7 +234,7 @@ int shl_rvv_maxpool2x2s2_p1_int8(struct csinn_tensor *input, struct csinn_tensor } // h bottom ---- w right if (extend_w) { - outptr[0] = line0[0] > input_zp ? line0[0] : input_zp; + outptr[0] = line0[0]; } } } diff --git a/source/thead_rvv/int8/maxpool_2x2_int8_packn.c b/source/thead_rvv/int8/maxpool_2x2_int8_packn.c index a2fe3d00..86049e67 100644 --- a/source/thead_rvv/int8/maxpool_2x2_int8_packn.c +++ b/source/thead_rvv/int8/maxpool_2x2_int8_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -26,12 +24,20 @@ int shl_rvv_maxpool2x2s2_packn_int8(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { - // 1. 统一padding之后再计算,不考虑padiing + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_int8(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; @@ -51,6 +57,7 @@ int shl_rvv_maxpool2x2s2_packn_int8(struct csinn_tensor *input, struct csinn_ten int tailstep = (padded_in_w - 2 * out_w + padded_in_w) * packn; for (int b = 0; b < batch; b++) { + /* TODO: remove padding */ shl_rvv_pad_input_packn_int8(input_data, input_ncxhwx, in_c, in_h, in_w, padded_in_h, padded_in_w, params->pad_top, params->pad_left, input->qinfo->zero_point); diff --git a/source/thead_rvv/int8/maxpool_3x3_int8.c b/source/thead_rvv/int8/maxpool_3x3_int8.c index cdee50ee..c0191158 100644 --- a/source/thead_rvv/int8/maxpool_3x3_int8.c +++ b/source/thead_rvv/int8/maxpool_3x3_int8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /**************************************************************************** @@ -54,7 +52,6 @@ int shl_rvv_maxpool3x3s2_int8(struct csinn_tensor *input, struct csinn_tensor *o } int remain_w = in_w - 2 * out_w; int vl; - int8_t input_zp = (int8_t)input->qinfo->zero_point; for (int b = 0; b < batch; b++) { for (int c = 0; c < in_c; c++) { @@ -104,7 +101,6 @@ int shl_rvv_maxpool3x3s2_int8(struct csinn_tensor *input, struct csinn_tensor *o int8_t max2 = line2[0] > line2[1] ? line2[0] : line2[1]; outptr[0] = max1 > max2 ? max1 : max2; outptr[0] = outptr[0] > max0 ? outptr[0] : max0; - outptr[0] = outptr[0] > input_zp ? outptr[0] : input_zp; outptr++; } line0 += remain_w + in_w; @@ -132,7 +128,7 @@ int shl_rvv_maxpool3x3s2_int8(struct csinn_tensor *input, struct csinn_tensor *o vint8m1_t _max1 = vmax_vv_i8m1(_line1_2_8, vmax_vv_i8m1(_line1_0_6, _line1_1_7, vl), vl); - vint8m1_t _max = vmax_vx_i8m1(vmax_vv_i8m1(_max0, _max1, vl), input_zp, vl); + vint8m1_t _max = vmax_vv_i8m1(_max0, _max1, vl); vse8_v_i8m1(outptr, _max, vl); outptr += vl; @@ -143,7 +139,6 @@ int shl_rvv_maxpool3x3s2_int8(struct csinn_tensor *input, struct csinn_tensor *o int8_t max0 = line0[0] > line0[1] ? line0[0] : line0[1]; int8_t max1 = line1[0] > line1[1] ? line1[0] : line1[1]; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > input_zp ? outptr[0] : input_zp; outptr++; } } @@ -185,7 +180,6 @@ int shl_rvv_maxpool3x3s2_p1_int8(struct csinn_tensor *input, struct csinn_tensor int remain_w = in_w - 2 * out_w + 1; int vl; - int8_t input_zp = (int8_t)input->qinfo->zero_point; for (int b = 0; b < batch; b++) { for (int c = 0; c < in_c; c++) { @@ -197,7 +191,6 @@ int shl_rvv_maxpool3x3s2_p1_int8(struct csinn_tensor *input, struct csinn_tensor int8_t max0 = line0[0] > line0[1] ? line0[0] : line0[1]; int8_t max1 = line1[0] > line1[1] ? line1[0] : line1[1]; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > input_zp ? outptr[0] : input_zp; outptr++; line0++; line1++; @@ -222,7 +215,7 @@ int shl_rvv_maxpool3x3s2_p1_int8(struct csinn_tensor *input, struct csinn_tensor vint8m1_t _max1 = vmax_vv_i8m1(_line1_2_8, vmax_vv_i8m1(_line1_0_6, _line1_1_7, vl), vl); - vint8m1_t _max = vmax_vx_i8m1(vmax_vv_i8m1(_max0, _max1, vl), input_zp, vl); + vint8m1_t _max = vmax_vv_i8m1(_max0, _max1, vl); vse8_v_i8m1(outptr, _max, vl); outptr += vl; @@ -233,7 +226,6 @@ int shl_rvv_maxpool3x3s2_p1_int8(struct csinn_tensor *input, struct csinn_tensor max0 = line0[0] > line0[1] ? line0[0] : line0[1]; max1 = line1[0] > line1[1] ? line1[0] : line1[1]; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > input_zp ? outptr[0] : input_zp; outptr++; } line0 += remain_w; @@ -249,8 +241,6 @@ int shl_rvv_maxpool3x3s2_p1_int8(struct csinn_tensor *input, struct csinn_tensor max2 = line2[0] > line2[1] ? line2[0] : line2[1]; max1 = max1 > max2 ? max1 : max2; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > input_zp ? outptr[0] - : input_zp; // consider padding with constant "0" outptr++; line0++; line1++; @@ -297,7 +287,6 @@ int shl_rvv_maxpool3x3s2_p1_int8(struct csinn_tensor *input, struct csinn_tensor max2 = line2[0] > line2[1] ? line2[0] : line2[1]; max1 = max1 > max2 ? max1 : max2; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > input_zp ? outptr[0] : input_zp; outptr++; } line0 += in_w + remain_w; @@ -311,7 +300,6 @@ int shl_rvv_maxpool3x3s2_p1_int8(struct csinn_tensor *input, struct csinn_tensor max0 = line0[0] > line0[1] ? line0[0] : line0[1]; max1 = line1[0] > line1[1] ? line1[0] : line1[1]; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > input_zp ? outptr[0] : input_zp; outptr++; line0++; line1++; @@ -337,7 +325,7 @@ int shl_rvv_maxpool3x3s2_p1_int8(struct csinn_tensor *input, struct csinn_tensor vint8m1_t _max1 = vmax_vv_i8m1(_line1_2_8, vmax_vv_i8m1(_line1_0_6, _line1_1_7, vl), vl); - vint8m1_t _max = vmax_vx_i8m1(vmax_vv_i8m1(_max0, _max1, vl), input_zp, vl); + vint8m1_t _max = vmax_vv_i8m1(_max0, _max1, vl); vse8_v_i8m1(outptr, _max, vl); outptr += vl; @@ -348,7 +336,6 @@ int shl_rvv_maxpool3x3s2_p1_int8(struct csinn_tensor *input, struct csinn_tensor max0 = line0[0] > line0[1] ? line0[0] : line0[1]; max1 = line1[0] > line1[1] ? line1[0] : line1[1]; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > input_zp ? outptr[0] : input_zp; outptr++; } } @@ -376,7 +363,6 @@ int shl_rvv_maxpool3x3s1_p1_int8(struct csinn_tensor *input, struct csinn_tensor int output_size = in_c * out_h * out_w; int vl; - int8_t input_zp = (int8_t)input->qinfo->zero_point; for (int b = 0; b < batch; b++) { for (int c = 0; c < in_c; c++) { @@ -387,7 +373,6 @@ int shl_rvv_maxpool3x3s1_p1_int8(struct csinn_tensor *input, struct csinn_tensor int8_t max0 = line1[0] > line1[1] ? line1[0] : line1[1]; int8_t max1 = line2[0] > line2[1] ? line2[0] : line2[1]; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > input_zp ? outptr[0] : input_zp; outptr++; // h top ---- w mid int w = out_w - 2; @@ -411,7 +396,7 @@ int shl_rvv_maxpool3x3s1_p1_int8(struct csinn_tensor *input, struct csinn_tensor vint8m1_t _max2 = vmax_vv_i8m1(_line2_2_5, vmax_vv_i8m1(_line2_0_3, _line2_1_4, vl), vl); - vint8m1_t _max = vmax_vx_i8m1(vmax_vv_i8m1(_max1, _max2, vl), input_zp, vl); + vint8m1_t _max = vmax_vv_i8m1(_max1, _max2, vl); vse8_v_i8m1(outptr, _max, vl); outptr += vl; @@ -421,7 +406,6 @@ int shl_rvv_maxpool3x3s1_p1_int8(struct csinn_tensor *input, struct csinn_tensor max0 = line1[0] > line1[1] ? line1[0] : line1[1]; max1 = line2[0] > line2[1] ? line2[0] : line2[1]; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > input_zp ? outptr[0] : input_zp; outptr++; line1 += 2; // bump next line: line1 --> line2 line2 += 2; @@ -436,7 +420,6 @@ int shl_rvv_maxpool3x3s1_p1_int8(struct csinn_tensor *input, struct csinn_tensor max2 = line2[0] > line2[1] ? line2[0] : line2[1]; max1 = max1 > max2 ? max1 : max2; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > input_zp ? outptr[0] : input_zp; outptr++; // h mid ---- w mid w = out_w - 2; @@ -481,8 +464,6 @@ int shl_rvv_maxpool3x3s1_p1_int8(struct csinn_tensor *input, struct csinn_tensor max2 = line2[0] > line2[1] ? line2[0] : line2[1]; max1 = max1 > max2 ? max1 : max2; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > input_zp ? outptr[0] : input_zp; - outptr++; line0 += 2; line1 += 2; @@ -493,7 +474,6 @@ int shl_rvv_maxpool3x3s1_p1_int8(struct csinn_tensor *input, struct csinn_tensor max0 = line0[0] > line0[1] ? line0[0] : line0[1]; max1 = line1[0] > line1[1] ? line1[0] : line1[1]; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > input_zp ? outptr[0] : input_zp; outptr++; // h bottom ---- w mid w = out_w - 2; @@ -517,7 +497,7 @@ int shl_rvv_maxpool3x3s1_p1_int8(struct csinn_tensor *input, struct csinn_tensor vint8m1_t _max1 = vmax_vv_i8m1(_line1_2_5, vmax_vv_i8m1(_line1_0_3, _line1_1_4, vl), vl); - vint8m1_t _max = vmax_vx_i8m1(vmax_vv_i8m1(_max0, _max1, vl), input_zp, vl); + vint8m1_t _max = vmax_vv_i8m1(_max0, _max1, vl); vse8_v_i8m1(outptr, _max, vl); outptr += vl; @@ -527,7 +507,6 @@ int shl_rvv_maxpool3x3s1_p1_int8(struct csinn_tensor *input, struct csinn_tensor max0 = line0[0] > line0[1] ? line0[0] : line0[1]; max1 = line1[0] > line1[1] ? line1[0] : line1[1]; outptr[0] = max0 > max1 ? max0 : max1; - outptr[0] = outptr[0] > input_zp ? outptr[0] : input_zp; } input_data += input_size; output_data += output_size; diff --git a/source/thead_rvv/int8/maxpool_3x3_int8_packn.c b/source/thead_rvv/int8/maxpool_3x3_int8_packn.c index a0d91777..2e4c63b1 100644 --- a/source/thead_rvv/int8/maxpool_3x3_int8_packn.c +++ b/source/thead_rvv/int8/maxpool_3x3_int8_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -26,11 +24,20 @@ int shl_rvv_maxpool3x3s2_packn_int8(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_int8(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; @@ -50,6 +57,7 @@ int shl_rvv_maxpool3x3s2_packn_int8(struct csinn_tensor *input, struct csinn_ten int tailstep = (padded_in_w - 2 * out_w + padded_in_w) * packn; for (int b = 0; b < batch; b++) { + /* TODO: remove padding */ shl_rvv_pad_input_packn_int8(input_data, input_ncxhwx, in_c, in_h, in_w, padded_in_h, padded_in_w, params->pad_top, params->pad_left, input->qinfo->zero_point); @@ -93,11 +101,20 @@ int shl_rvv_maxpool3x3s2_packn_int8(struct csinn_tensor *input, struct csinn_ten int shl_rvv_maxpool3x3s1_packn_int8(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_int8(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; int input_size = in_c * in_h * in_w; diff --git a/source/thead_rvv/int8/maxpool_int8_nhwc.c b/source/thead_rvv/int8/maxpool_int8_nhwc.c index 1dcf3088..11712e57 100644 --- a/source/thead_rvv/int8/maxpool_int8_nhwc.c +++ b/source/thead_rvv/int8/maxpool_int8_nhwc.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* diff --git a/source/thead_rvv/int8/maxpool_int8_packn.c b/source/thead_rvv/int8/maxpool_int8_packn.c index 0d555033..61205055 100644 --- a/source/thead_rvv/int8/maxpool_int8_packn.c +++ b/source/thead_rvv/int8/maxpool_int8_packn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -101,6 +99,15 @@ static void maxpool_border_int8_packn(const int8_t *src, int8_t *dst, int shl_rvv_maxpool_packn_int8(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_pool_params *params) { + if (input->layout == CSINN_LAYOUT_NCHW) { + shl_rvv_tensor_ndarray_to_nc1xc0_replace_int8(input); + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= input->dim[4]; + output->dim[4] = input->dim[4]; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } const int packn = csrr_vlenb() / sizeof(int8_t) / 2; const int vl = vsetvl_e8m1(packn); @@ -108,10 +115,9 @@ int shl_rvv_maxpool_packn_int8(struct csinn_tensor *input, struct csinn_tensor * int8_t *output_data = (int8_t *)output->data; int batch = input->dim[0]; - int in_c = input->dim[1]; + int in_c = input->dim[1] * input->dim[4]; int in_h = input->dim[2]; int in_w = input->dim[3]; - int out_h = output->dim[2]; int out_w = output->dim[3]; diff --git a/source/thead_rvv/int8/mul.c b/source/thead_rvv/int8/mul.c index 1994c714..d67c9454 100644 --- a/source/thead_rvv/int8/mul.c +++ b/source/thead_rvv/int8/mul.c @@ -16,47 +16,31 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" -static int tail_coincide(struct csinn_tensor *input0, struct csinn_tensor *input1) -{ - int flag = 1; - int i = 0, j = 0; - for (i = input1->dim_count - 1, j = input0->dim_count - 1; i >= 0; i--, j--) { - if (input0->dim[j] != input1->dim[i]) { - flag = 0; - break; - } - } - flag = 1; - for (; i >= 0; i--) { - if (input1->dim[i] != 1) { - flag = 0; - break; - } - } - return flag; -} - /************************************************************************************ - (1) s3*(q3-z3) = s1*(q1-z1) * s2*(q2-z2) - (2) q3 = [ (q1-z1) * (q2-z2) * (s1*s2/s3) ] + z3 - (3) output->qinfo->mulitipler means mult of s1*s2/s3 and output->qinfo->shift represents the -right shift(>0) - TODO: broadcast mul - note: if input1 is const, support per-channel quantization -************************************************************************************/ -static void element_mul_int8(int8_t *input0, int8_t *input1, int8_t *output, int size, int32_t mult, - int32_t shift, int32_t zero_point0, int32_t zero_point1, - int32_t zero_point2) + * (1) s2*(q2-z2) = s0*(q0-z0) * s1*(q1-z1) + * (2) q2 = [ (q0-z0) * (q1-z1) * (s0*s1/s2) ] + z2 + * (3) output->qinfo->mulitipler(shift) means mult(shift) of s0*s1/s2 + ***********************************************************************************/ +static void elementwise_mul_int8(struct csinn_tensor *input0, struct csinn_tensor *input1, + struct csinn_tensor *output) { + int8_t *input0_data = (int8_t *)input0->data; + int8_t *input1_data = (int8_t *)input1->data; + int8_t *output_data = (int8_t *)output->data; + int32_t mult = output->qinfo->multiplier; + int32_t shift = output->qinfo->shift; + int32_t zero_point0 = input0->qinfo->zero_point; + int32_t zero_point1 = input1->qinfo->zero_point; + int32_t zero_point2 = output->qinfo->zero_point; int32_t z1z2 = zero_point0 * zero_point1; + + int64_t size = csinn_tensor_size(output); while (size > 0) { int vl = vsetvl_e8m1(size); - vint8m1_t _in0 = vle8_v_i8m1(input0, vl); - vint8m1_t _in1 = vle8_v_i8m1(input1, vl); + vint8m1_t _in0 = vle8_v_i8m1(input0_data, vl); + vint8m1_t _in1 = vle8_v_i8m1(input1_data, vl); vint16m2_t _q1q2 = vwmul_vv_i16m2(_in0, _in1, vl); vint16m2_t _q1z2 = vwmul_vx_i16m2(_in0, (int8_t)zero_point1, vl); @@ -65,8 +49,8 @@ static void element_mul_int8(int8_t *input0, int8_t *input1, int8_t *output, int vint32m4_t _res = vwsub_vv_i32m4(_q1q2, _q1z2, vl); // q1q2 - q1z2 _res = vwsub_wv_i32m4(_res, _q2z1, vl); // q1q2 - q1z2 - q2z1 _res = vadd_vx_i32m4(_res, z1z2, vl); // q1q2 - q1z2 - q2z1 + z1z2 - input0 += vl; - input1 += vl; + input0_data += vl; + input1_data += vl; // FIXME: precision error vint32m4_t _mulh = vmulh_vx_i32m4(_res, mult, vl); if (shift < 0) { @@ -78,92 +62,104 @@ static void element_mul_int8(int8_t *input0, int8_t *input1, int8_t *output, int _res = vadd_vx_i32m4(_res, zero_point2, vl); vint16m2_t _res1 = vnclip_wx_i16m2(_res, 0, vl); vint8m1_t _res2 = vnclip_wx_i8m1(_res1, 0, vl); - vse8_v_i8m1(output, _res2, vl); - output += vl; + vse8_v_i8m1(output_data, _res2, vl); + output_data += vl; size -= vl; } } -int shl_rvv_mul_int8(struct csinn_tensor *input0, struct csinn_tensor *input1, - struct csinn_tensor *output, struct csinn_diso_params *params) +static void elementwise_mul_int8_trans_fp16(struct csinn_tensor *input0, + struct csinn_tensor *input1, + struct csinn_tensor *output) { - // return shl_ref_mul_quant(input0, input1, output, params); int8_t *input0_data = (int8_t *)input0->data; int8_t *input1_data = (int8_t *)input1->data; int8_t *output_data = (int8_t *)output->data; + int32_t zero_point0 = input0->qinfo->zero_point; + int32_t zero_point1 = input1->qinfo->zero_point; + int32_t zero_point2 = output->qinfo->zero_point; + float real_scale = input0->qinfo->scale * input1->qinfo->scale / output->qinfo->scale; - int in_size0 = csinn_tensor_size(input0); - int in_size1 = csinn_tensor_size(input1); - int out_size = csinn_tensor_size(output); - - // TODO: move to init api - for (int q = 0; q < input1->quant_channel; q++) { - float real_scale = input0->qinfo->scale * input1->qinfo[q].scale / output->qinfo->scale; - shl_quantize_multiplier(real_scale, &input1->qinfo[q].multiplier, &input1->qinfo[q].shift); + int64_t size = csinn_tensor_size(output); + while (size > 0) { + int vl = vsetvl_e8m1(size); + vint8m1_t _in0 = vle8_v_i8m1(input0_data, vl); + vint8m1_t _in1 = vle8_v_i8m1(input1_data, vl); + vint16m2_t _in0w = vwsub_vx_i16m2(_in0, zero_point0, vl); + vint16m2_t _in1w = vwsub_vx_i16m2(_in1, zero_point1, vl); + vfloat16m2_t _in0f = vfcvt_f_x_v_f16m2(_in0w, vl); + vfloat16m2_t _in1f = vfcvt_f_x_v_f16m2(_in1w, vl); + vfloat16m2_t _mulf = vfmul_vv_f16m2(_in0f, _in1f, vl); + _mulf = vfmul_vf_f16m2(_mulf, real_scale, vl); + vint16m2_t _res = vfcvt_x_f_v_i16m2(_mulf, vl); + _res = vadd_vx_i16m2(_res, zero_point2, vl); + vse8_v_i8m1(output_data, vnclip_wx_i8m1(_res, 0, vl), vl); + input0_data += vl; + input1_data += vl; + output_data += vl; + size -= vl; } +} - if (in_size1 == 1) { - // q3 = [ (q1-z1) * (q2-z2) * (s1*s2/s3) ] + z3 = (q1-z1) + z3 - int size = out_size; - int32_t zero_point0 = input0->qinfo->zero_point; - int32_t zero_point2 = output->qinfo->zero_point; - while (size > 0) { - int vl = vsetvl_e8m1(size); - vint8m1_t _in0 = vle8_v_i8m1(input0_data, vl); - vint16m2_t _q1_z1 = vwsub_vx_i16m2(_in0, zero_point0, vl); - vint16m2_t _res0 = vadd_vx_i16m2(_q1_z1, zero_point2, vl); - vint8m1_t _res1 = vnclip_wx_i8m1(_res0, 0, vl); - vse8_v_i8m1(output_data, _res1, vl); - input0_data += vl; - output_data += vl; - size -= vl; - } - } else if (in_size0 == in_size1) { - int outer_size = input1->quant_channel; - int inner_size = in_size1 / outer_size; - for (int c = 0; c < outer_size; c++) { - element_mul_int8(input0_data, input1_data, output_data, inner_size, - input1->qinfo[c].multiplier, input1->qinfo[c].shift, - input0->qinfo->zero_point, input1->qinfo[c].zero_point, - output->qinfo->zero_point); - } - } else if (tail_coincide(input0, input1)) { - int inner_size = in_size1; - int outer_size = out_size / in_size1; - for (int i = 0; i < outer_size; i++) { - element_mul_int8(input0_data, input1_data, output_data, inner_size, - input1->qinfo[0].multiplier, input1->qinfo[0].shift, - input0->qinfo->zero_point, input1->qinfo->zero_point, - output->qinfo->zero_point); - input0_data += inner_size; - output_data += inner_size; - } - } else { - int8_t *in0_data_b = shl_mem_alloc(out_size * sizeof(int8_t)); - int8_t *in1_data_b = shl_mem_alloc(out_size * sizeof(int8_t)); +/************************************************************************************ + * (1) q2 = [ (q0-z0) * (q1-z1) * (s0*s1/s2) ] + z2 + * (2) q2 = (q0-z0) + z2 + * (3) ps: (q1-z1) * (s0*s1/s2) = 1 + ***********************************************************************************/ +static void broadcast_single_1_mul_int8(struct csinn_tensor *input0, struct csinn_tensor *input1, + struct csinn_tensor *output) +{ + int8_t *input0_data = (int8_t *)input0->data; + int8_t *input1_data = (int8_t *)input1->data; + int8_t *output_data = (int8_t *)output->data; + int32_t zero_point0 = input0->qinfo->zero_point; + int32_t zero_point2 = output->qinfo->zero_point; - struct csinn_tensor *b_input0 = csinn_alloc_tensor(NULL); - struct csinn_tensor *b_input1 = csinn_alloc_tensor(NULL); - csinn_tensor_copy(b_input0, output); - csinn_tensor_copy(b_input1, output); - b_input0->data = in0_data_b; - b_input1->data = in1_data_b; + int64_t size = csinn_tensor_size(output); + while (size > 0) { + int vl = vsetvl_e8m1(size); + vint8m1_t _in0 = vle8_v_i8m1(input0_data, vl); + vint16m2_t _q1_z1 = vwsub_vx_i16m2(_in0, zero_point0, vl); + vint16m2_t _res0 = vadd_vx_i16m2(_q1_z1, zero_point2, vl); + vint8m1_t _res1 = vnclip_wx_i8m1(_res0, 0, vl); + vse8_v_i8m1(output_data, _res1, vl); + input0_data += vl; + output_data += vl; + size -= vl; + } +} - shl_ref_broadcast_to_shape_quant(input0, b_input0, output->dim, output->dim_count); - shl_ref_broadcast_to_shape_quant(input1, b_input1, output->dim, output->dim_count); +int shl_rvv_mul_int8(struct csinn_tensor *input0, struct csinn_tensor *input1, + struct csinn_tensor *output, struct csinn_diso_params *params) +{ + int64_t in_size0 = csinn_tensor_size(input0); + int64_t in_size1 = csinn_tensor_size(input1); + int64_t out_size = csinn_tensor_size(output); - input0_data = b_input0->data; - input1_data = b_input1->data; + // TODO: move to init api + float real_scale = input0->qinfo->scale * input1->qinfo->scale / output->qinfo->scale; + shl_quantize_multiplier(real_scale, &output->qinfo->multiplier, &output->qinfo->shift); - element_mul_int8(input0_data, input1_data, output_data, out_size, - input1->qinfo[0].multiplier, input1->qinfo[0].shift, - input0->qinfo->zero_point, input1->qinfo->zero_point, - output->qinfo->zero_point); + bool is_elementwise = + (in_size0 == out_size) && (in_size1 == out_size) && (input0->layout == input1->layout); - shl_mem_free(in0_data_b); - shl_mem_free(in1_data_b); - csinn_free_tensor(b_input0); - csinn_free_tensor(b_input1); + if (is_elementwise) { + output->layout = input0->layout; + output->dim_count = input0->dim_count; + for (int i = 0; i < output->dim_count; i++) { + output->dim[i] = input0->dim[i]; + } + elementwise_mul_int8_trans_fp16(input0, input1, output); + } else if (in_size1 == 1) { + output->layout = input0->layout; + output->dim_count = input0->dim_count; + for (int i = 0; i < output->dim_count; i++) { + output->dim[i] = input0->dim[i]; + } + broadcast_single_1_mul_int8(input0, input1, output); + } else { + /* TODO: recursive opt */ + return shl_ref_mul_quant(input0, input1, output, params); } return CSINN_TRUE; } diff --git a/source/thead_rvv/int8/pad.c b/source/thead_rvv/int8/pad.c index bc275ba5..fc8d3490 100644 --- a/source/thead_rvv/int8/pad.c +++ b/source/thead_rvv/int8/pad.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* diff --git a/source/thead_rvv/int8/prelu.c b/source/thead_rvv/int8/prelu.c index 884d5f31..d9841044 100644 --- a/source/thead_rvv/int8/prelu.c +++ b/source/thead_rvv/int8/prelu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /********************************************************************* @@ -38,39 +36,102 @@ int shl_rvv_prelu_int8(struct csinn_tensor *input, struct csinn_tensor *alpha, shl_quantize_multiplier(real_scale0, &multiplier0, &shift0); shl_quantize_multiplier(real_scale1, &multiplier1, &shift1); - for (int n = 0; n < input->dim[0]; ++n) { - for (int c = 0; c < input->dim[1]; ++c) { - int32_t a = alpha_data[c] - alpha->qinfo->zero_point; - int inner_size = input->dim[2] * input->dim[3]; - - while (inner_size > 0) { - int vl = vsetvl_e8m1(inner_size); - vint8m1_t _input = vle8_v_i8m1(input_data, vl); - vint16m2_t _input1 = vwadd_vx_i16m2(_input, 0, vl); - vint32m4_t _input2 = vwadd_vx_i32m4(_input1, 0, vl); - - vbool8_t _mask0 = vmsge_vx_i32m4_b8(_input2, input->qinfo->zero_point, vl); // >= 0 - vbool8_t _mask1 = vmslt_vx_i32m4_b8(_input2, input->qinfo->zero_point, vl); // < 0 - - vint32m4_t _tmp = vsub_vx_i32m4(_input2, input->qinfo->zero_point, vl); - _tmp = vmul_vx_i32m4_m(_mask1, _tmp, _tmp, a, vl); - _tmp = vsll_vx_i32m4_m(_mask0, _tmp, _tmp, shift0 + 2, vl); - - vint32m4_t _mulh = vmulh_vx_i32m4_m(_mask0, _tmp, _tmp, multiplier0, vl); - _mulh = vmulh_vx_i32m4_m(_mask1, _mulh, _mulh, multiplier1, vl); - _mulh = vssra_vx_i32m4_m(_mask1, _mulh, _mulh, -shift1 - 2, vl); - _mulh = vssra_vx_i32m4(_mulh, 1, vl); - - vint32m4_t _res0 = vadd_vx_i32m4(_mulh, output->qinfo->zero_point, vl); - vint16m2_t _res1 = vnclip_wx_i16m2(_res0, 0, vl); - vint8m1_t _res2 = vnclip_wx_i8m1(_res1, 0, vl); - - vse8_v_i8m1(output_data, _res2, vl); - input_data += vl; - output_data += vl; - inner_size -= vl; + if (input->layout == CSINN_LAYOUT_NC1HWC0) { + const int packn = csrr_vlenb() / sizeof(int8_t) / 2; + int inner_size = input->dim[2] * input->dim[3]; + for (int n = 0; n < input->dim[0]; ++n) { + for (int c1 = 0; c1 < input->dim[1]; ++c1) { + const int8_t *in_ptr = + (int8_t *)input_data + (n * input->dim[1] + c1) * inner_size * packn; + int8_t *out_ptr = + (int8_t *)output_data + (n * input->dim[1] + c1) * inner_size * packn; + const int8_t *a_ptr = (int8_t *)alpha_data + c1 * packn; + + vint8m1_t _a = vle8_v_i8m1(a_ptr, packn); + vint16m2_t _a_w = vwadd_vx_i16m2(_a, 0, packn); + vint32m4_t _a_ww = vwsub_vx_i32m4(_a_w, alpha->qinfo->zero_point, packn); + + for (int hw = 0; hw < inner_size; hw++) { + vint8m1_t _in = vle8_v_i8m1(in_ptr, packn); + vint16m2_t _in1 = vwadd_vx_i16m2(_in, 0, packn); + vint32m4_t _in2 = vwadd_vx_i32m4(_in1, 0, packn); + + vbool8_t _mask0 = + vmsge_vx_i32m4_b8(_in2, input->qinfo->zero_point, packn); // >= 0 + vbool8_t _mask1 = + vmslt_vx_i32m4_b8(_in2, input->qinfo->zero_point, packn); // < 0 + + vint32m4_t _tmp = vsub_vx_i32m4(_in2, input->qinfo->zero_point, packn); + _tmp = vmul_vv_i32m4_m(_mask1, _tmp, _tmp, _a_ww, packn); + _tmp = vsll_vx_i32m4_m(_mask0, _tmp, _tmp, shift0 + 2, packn); + + vint32m4_t _mulh = vmulh_vx_i32m4_m(_mask0, _tmp, _tmp, multiplier0, packn); + _mulh = vmulh_vx_i32m4_m(_mask1, _mulh, _mulh, multiplier1, packn); + _mulh = vssra_vx_i32m4_m(_mask1, _mulh, _mulh, -shift1 - 2, packn); + _mulh = vssra_vx_i32m4(_mulh, 1, packn); + + vint32m4_t _res0 = vadd_vx_i32m4(_mulh, output->qinfo->zero_point, packn); + vint16m2_t _res1 = vnclip_wx_i16m2(_res0, 0, packn); + vint8m1_t _res2 = vnclip_wx_i8m1(_res1, 0, packn); + + vse8_v_i8m1(out_ptr, _res2, packn); + in_ptr += packn; + out_ptr += packn; + } + } + } + if (output->layout == CSINN_LAYOUT_NCHW) { + output->dim[1] /= packn; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; + } + } else if (input->layout == CSINN_LAYOUT_NCHW) { + for (int n = 0; n < input->dim[0]; ++n) { + for (int c = 0; c < input->dim[1]; ++c) { + int32_t a = alpha_data[c] - alpha->qinfo->zero_point; + int inner_size = input->dim[2] * input->dim[3]; + + while (inner_size > 0) { + int vl = vsetvl_e8m1(inner_size); + vint8m1_t _input = vle8_v_i8m1(input_data, vl); + vint16m2_t _input1 = vwadd_vx_i16m2(_input, 0, vl); + vint32m4_t _input2 = vwadd_vx_i32m4(_input1, 0, vl); + + vbool8_t _mask0 = + vmsge_vx_i32m4_b8(_input2, input->qinfo->zero_point, vl); // >= 0 + vbool8_t _mask1 = + vmslt_vx_i32m4_b8(_input2, input->qinfo->zero_point, vl); // < 0 + + vint32m4_t _tmp = vsub_vx_i32m4(_input2, input->qinfo->zero_point, vl); + _tmp = vmul_vx_i32m4_m(_mask1, _tmp, _tmp, a, vl); + _tmp = vsll_vx_i32m4_m(_mask0, _tmp, _tmp, shift0 + 2, vl); + + vint32m4_t _mulh = vmulh_vx_i32m4_m(_mask0, _tmp, _tmp, multiplier0, vl); + _mulh = vmulh_vx_i32m4_m(_mask1, _mulh, _mulh, multiplier1, vl); + _mulh = vssra_vx_i32m4_m(_mask1, _mulh, _mulh, -shift1 - 2, vl); + _mulh = vssra_vx_i32m4(_mulh, 1, vl); + + vint32m4_t _res0 = vadd_vx_i32m4(_mulh, output->qinfo->zero_point, vl); + vint16m2_t _res1 = vnclip_wx_i16m2(_res0, 0, vl); + vint8m1_t _res2 = vnclip_wx_i8m1(_res1, 0, vl); + + vse8_v_i8m1(output_data, _res2, vl); + input_data += vl; + output_data += vl; + inner_size -= vl; + } } } + if (output->layout == CSINN_LAYOUT_NC1HWC0) { + const int packn = csrr_vlenb() / sizeof(int8_t) / 2; + output->dim[1] *= packn; + output->dim[4] = 0; + output->dim_count = 4; + output->layout = CSINN_LAYOUT_NCHW; + } + } else { + shl_debug_error("prelu unsupported layout: %d\n", input->layout); } return CSINN_TRUE; diff --git a/source/thead_rvv/int8/sum.c b/source/thead_rvv/int8/reduce_sum.c similarity index 97% rename from source/thead_rvv/int8/sum.c rename to source/thead_rvv/int8/reduce_sum.c index e753962f..3aba172c 100644 --- a/source/thead_rvv/int8/sum.c +++ b/source/thead_rvv/int8/reduce_sum.c @@ -16,11 +16,9 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" -int shl_rvv_sum_stride_int8(struct csinn_tensor *input, struct csinn_tensor *output, +int shl_rvv_reduce_sum_int8(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_reduce_params *params) { int8_t *input_data = (int8_t *)input->data; diff --git a/source/thead_rvv/int8/relu.c b/source/thead_rvv/int8/relu.c index 7650ecc0..2615bf66 100644 --- a/source/thead_rvv/int8/relu.c +++ b/source/thead_rvv/int8/relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************************************ @@ -60,5 +58,10 @@ int shl_rvv_relu_int8(struct csinn_tensor *input, struct csinn_tensor *output, output_data += vl; size -= vl; } + output->layout = input->layout; + output->dim_count = input->dim_count; + for (int i = 0; i < output->dim_count; i++) { + output->dim[i] = input->dim[i]; + } return CSINN_TRUE; } diff --git a/source/thead_rvv/int8/reshape.c b/source/thead_rvv/int8/reshape.c index 2573fe48..c291dd5b 100644 --- a/source/thead_rvv/int8/reshape.c +++ b/source/thead_rvv/int8/reshape.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************* @@ -30,16 +28,17 @@ int shl_rvv_reshape_int8(struct csinn_tensor *input, struct csinn_tensor *output int8_t *input_data = (int8_t *)input->data; int8_t *output_data = (int8_t *)output->data; - int size = csinn_tensor_byte_size(input); - - if (input->layout == CSINN_LAYOUT_NC1HWC0) { + shl_gref_reshape_infer_shape(input, output, params); + if (input->layout >= CSINN_LAYOUT_NC1WC0 && input->layout <= CSINN_LAYOUT_NC1DHWC0) { const int packn = csrr_vlenb() / sizeof(int8_t) / 2; const int vl = vsetvl_e8m1(packn); - - int outer_size = input->dim[1]; - int inner_size = input->dim[2] * input->dim[3]; - for (int ic = 0; ic + packn - 1 < outer_size; ic += packn) { - int8_t *out_ptr = output_data + ic * inner_size; + int outer_size = input->dim[0] * input->dim[1]; // batch fuse to outer + int inner_size = 1; + for (int i = 2; i < input->dim_count - 1; i++) { + inner_size *= input->dim[i]; + } + for (int bc = 0; bc < outer_size; bc++) { + int8_t *out_ptr = output_data + bc * inner_size * packn; for (int i = 0; i < inner_size; i++) { vint8m1_t _input = vle8_v_i8m1(input_data, vl); input_data += vl; @@ -47,27 +46,56 @@ int shl_rvv_reshape_int8(struct csinn_tensor *input, struct csinn_tensor *output out_ptr += 1; } } - // XXX: adapt fc ??? - } else if (input->layout == CSINN_LAYOUT_NHWC) { - const int packn = csrr_vlenb() / sizeof(int8_t); - int vl = vsetvl_e8m1(packn); - - int outer_size = input->dim[1] * input->dim[2]; - int inner_size = input->dim[3]; - for (int i = 0; i < outer_size; i++) { - int8_t *out_ptr = output_data + i; - int size = inner_size; - while (size > 0) { - vl = vsetvl_e8m1(size); - vint8m1_t _input = vle8_v_i8m1(input_data, vl); - input_data += vl; - vsse8_v_i8m1(out_ptr, outer_size * sizeof(int8_t), _input, vl); - out_ptr += vl * outer_size; - size -= vl; - } - } - } else { - memcpy(output_data, input_data, size); + if (output->dim_count == 1) + output->layout = CSINN_LAYOUT_N; + else if (output->dim_count == 2) + output->layout = CSINN_LAYOUT_NC; + else if (output->dim_count == 3) + output->layout = CSINN_LAYOUT_NCW; + else if (output->dim_count == 4) + output->layout = CSINN_LAYOUT_NCHW; + else if (output->dim_count == 5) + output->layout = CSINN_LAYOUT_NCDHW; + } else if (input->layout >= CSINN_LAYOUT_N && input->layout <= CSINN_LAYOUT_NCDHW) { + memcpy(output_data, input_data, csinn_tensor_byte_size(input)); + if (output->dim_count == 1) + output->layout = CSINN_LAYOUT_N; + else if (output->dim_count == 2) + output->layout = CSINN_LAYOUT_NC; + else if (output->dim_count == 3) + output->layout = CSINN_LAYOUT_NCW; + else if (output->dim_count == 4) + output->layout = CSINN_LAYOUT_NCHW; + else if (output->dim_count == 5) + output->layout = CSINN_LAYOUT_NCDHW; + else if (output->dim_count == 6) + output->layout = CSINN_LAYOUT_NLCDHW; + } else if (input->layout >= CSINN_LAYOUT_NWC && input->layout <= CSINN_LAYOUT_NDHWC) { + memcpy(output_data, input_data, csinn_tensor_byte_size(input)); + if (output->dim_count == 1) + output->layout = CSINN_LAYOUT_N; + else if (output->dim_count == 2) + output->layout = CSINN_LAYOUT_NC; + else if (output->dim_count == 3) + output->layout = CSINN_LAYOUT_NWC; + else if (output->dim_count == 4) + output->layout = CSINN_LAYOUT_NHWC; + else if (output->dim_count == 5) + output->layout = CSINN_LAYOUT_NDHWC; + } else if (input->layout == CSINN_LAYOUT_NLCDHW) { + memcpy(output_data, input_data, csinn_tensor_byte_size(input)); + if (output->dim_count == 1) + output->layout = CSINN_LAYOUT_N; + else if (output->dim_count == 2) + output->layout = CSINN_LAYOUT_NC; + else if (output->dim_count == 3) + output->layout = CSINN_LAYOUT_NCW; + else if (output->dim_count == 4) + output->layout = CSINN_LAYOUT_NCHW; + else if (output->dim_count == 5) + output->layout = CSINN_LAYOUT_NCDHW; + else if (output->dim_count == 6) + output->layout = CSINN_LAYOUT_NLCDHW; } return CSINN_TRUE; } diff --git a/source/thead_rvv/int8/transpose.c b/source/thead_rvv/int8/transpose.c index 2262a6cf..1266c5e5 100644 --- a/source/thead_rvv/int8/transpose.c +++ b/source/thead_rvv/int8/transpose.c @@ -16,13 +16,82 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" +static void transpose_021_int8(int8_t *src, int8_t *dst, int batch, int inner_size, int outer_size) +{ + for (int b = 0; b < batch; b++) { + for (int i = 0; i < outer_size; i++) { + int size = inner_size; + int8_t *d_ptr = dst + i; + while (size > 0) { + int vl = vsetvl_e8m4(size); + vint8m4_t _in = vle8_v_i8m4(src, vl); + src += vl; + vsse8_v_i8m4(d_ptr, outer_size * sizeof(int8_t), _in, vl); + d_ptr += vl * outer_size; + size -= vl; + } + } + dst += inner_size * outer_size; + } +} + +static int transpose_tail_coincide_int8(struct csinn_tensor *input, struct csinn_tensor *output, + struct csinn_transpose_params *params, int tail) +{ + int8_t *input_data = (int8_t *)input->data; + int8_t *output_data = (int8_t *)output->data; + int32_t *in_dim = input->dim; + int32_t *out_dim = output->dim; + int32_t *permute = params->permute; + int permute_num = params->permute_num; + + int tail_size = 1; + for (int i = permute_num - 1; i >= permute_num - tail; i--) { + tail_size *= in_dim[i]; + } + + int32_t *idx = (int32_t *)shl_mem_alloc(permute_num * sizeof(int32_t)); + + int d = 0; + while (idx[0] < in_dim[0]) { + if (d == permute_num - tail) { + int8_t *src = input_data + shl_rvv_transpose_get_in_index(in_dim, idx, permute_num); + int8_t *dst = + output_data + shl_rvv_transpose_get_out_index(out_dim, idx, permute, permute_num); + int i = 0; + while (i < tail_size) { + int vl = vsetvl_e8m4(tail_size - i); + vint8m4_t _in = vle8_v_i8m4(src, vl); + vse8_v_i8m4(dst, _in, vl); + src += vl; + dst += vl; + i += vl; + } + d -= 1; + idx[d] += 1; + } else { + if (idx[d] < in_dim[d]) { + d += 1; + } else { + idx[d] = 0; + d -= 1; + idx[d] += 1; + } + } + } + + shl_mem_free(idx); + return CSINN_TRUE; +} + int shl_rvv_transpose_int8(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_transpose_params *params) { + if (input->layout >= CSINN_LAYOUT_NC1WC0 && input->layout <= CSINN_LAYOUT_NC1DHWC0) { + return shl_ref_transpose_quant(input, output, params); + } if (params->permute_num == 4 && params->permute[0] == 0 && params->permute[1] == 1 && params->permute[2] == 2 && params->permute[3] == 3) { int8_t *input_data = (int8_t *)input->data; @@ -32,80 +101,24 @@ int shl_rvv_transpose_int8(struct csinn_tensor *input, struct csinn_tensor *outp return CSINN_TRUE; } else if (params->permute_num == 4 && params->permute[0] == 0 && params->permute[1] == 2 && params->permute[2] == 3 && params->permute[3] == 1) { - int8_t *input_data = (int8_t *)input->data; - int8_t *output_data = (int8_t *)output->data; - int batch = input->dim[0]; int inner_size = input->dim[2] * input->dim[3]; int outer_size = input->dim[1]; - for (int b = 0; b < batch; b++) { - for (int i = 0; i < outer_size; i++) { - int size = inner_size; - int8_t *out_ptr = output_data + i; - while (size > 0) { - int vl = vsetvl_e8m1(size); - vint8m1_t _input = vle8_v_i8m1(input_data, vl); - input_data += vl; - vsse8_v_i8m1(out_ptr, outer_size * sizeof(int8_t), _input, vl); - out_ptr += vl * outer_size; - size -= vl; - } - } - output_data += inner_size * outer_size; - } - return CSINN_TRUE; - } else if (params->permute_num == 4 && params->permute[0] == 0 && params->permute[1] == 2 && - params->permute[2] == 1 && params->permute[3] == 3) { - int8_t *input_data = (int8_t *)input->data; - int8_t *output_data = (int8_t *)output->data; - - int batch = input->dim[0]; - int outer_size = input->dim[2]; - int inner_size = input->dim[1]; - for (int b = 0; b < batch; b++) { - for (int i = 0; i < outer_size; i++) { - for (int j = 0; j < inner_size; j++) { - int8_t *in_ptr = input_data + (j * outer_size + i) * input->dim[3]; - int size = input->dim[3]; - while (size > 0) { - int vl = vsetvl_e8m1(size); - vint8m1_t _input = vle8_v_i8m1(in_ptr, vl); - in_ptr += vl; - vse8_v_i8m1(output_data, _input, vl); - output_data += vl; - size -= vl; - } - } - } - input_data += input->dim[1] * input->dim[2] * input->dim[3]; - } - + transpose_021_int8(input->data, output->data, batch, inner_size, outer_size); return CSINN_TRUE; } else if (params->permute_num == 3 && params->permute[0] == 0 && params->permute[1] == 2 && params->permute[2] == 1) { - int8_t *input_data = (int8_t *)input->data; - int8_t *output_data = (int8_t *)output->data; - int batch = input->dim[0]; - int outer_size = input->dim[2]; - int inner_size = input->dim[1]; - for (int b = 0; b < batch; b++) { - for (int i = 0; i < outer_size; i++) { - int size = inner_size; - int8_t *in_ptr = input_data + i; - while (size > 0) { - int vl = vsetvl_e8m1(size); - vint8m1_t _input = vlse8_v_i8m1(in_ptr, outer_size * sizeof(int8_t), vl); - in_ptr += vl * outer_size; - vse8_v_i8m1(output_data, _input, vl); - output_data += vl; - size -= vl; - } - } - input_data += inner_size * outer_size; - } - + int inner_size = input->dim[2]; + int outer_size = input->dim[1]; + transpose_021_int8(input->data, output->data, batch, inner_size, outer_size); return CSINN_TRUE; } - return shl_ref_siso_callback_base(input, output, params, shl_ref_transpose); + + int tail = shl_rvv_transpose_get_tail(params->permute, params->permute_num); + if (tail > 0) { + return transpose_tail_coincide_int8(input, output, params, tail); + } + + return shl_ref_transpose_quant(input, output, params); } diff --git a/source/thead_rvv/reorder.c b/source/thead_rvv/reorder.c index 1448b29f..1c00bcc2 100644 --- a/source/thead_rvv/reorder.c +++ b/source/thead_rvv/reorder.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" /************************************************************************ @@ -669,7 +667,7 @@ void shl_rvv_reorder_input_z8_int8_dot(int8_t *b, int8_t *sb, int k, int n, int vl = vsetvl_e8m1(k & 15); vint8m1_t _tmp = vlse8_v_i8m1(b0, ldx * sizeof(int8_t), vl); vse8_v_i8m1(sb, _tmp, vl); - sb += ((k & 15) / 4 + 1) * 4; + sb += ((k - j - 1) / 4 + 1) * 4; } } } @@ -2212,3 +2210,467 @@ void shl_rvv_reorder_input_m4_int8(int8_t *a, int8_t *sa, int m, int k) memcpy(sa, a, k * sizeof(int8_t)); } } + +/************************************************************* + * src: [M_BLOCK, K_BLOCK] + * dst: [M_BLOCK/m_blk, K_BLOCK, m_blk] + * m_blk: 12/8/4/2/1 + ************************************************************/ +static inline void reorder_kernel_12xk_fp32(float *src, float *dst, int M_BLOCK, int K_BLOCK, + int lda) +{ + int i = 0; + for (; i + 11 < M_BLOCK; i += 12) { + float *s_ptr = src + i * lda; + float *d_ptr = dst + i * K_BLOCK; + int stride = 12 * sizeof(float); + int c = 0; + while (c < K_BLOCK) { + int vl = vsetvl_e32m2(K_BLOCK - c); + vfloat32m2_t _s0 = vle32_v_f32m2(s_ptr, vl); + vfloat32m2_t _s1 = vle32_v_f32m2(s_ptr + lda, vl); + vfloat32m2_t _s2 = vle32_v_f32m2(s_ptr + lda * 2, vl); + vfloat32m2_t _s3 = vle32_v_f32m2(s_ptr + lda * 3, vl); + vfloat32m2_t _s4 = vle32_v_f32m2(s_ptr + lda * 4, vl); + vfloat32m2_t _s5 = vle32_v_f32m2(s_ptr + lda * 5, vl); + vfloat32m2_t _s6 = vle32_v_f32m2(s_ptr + lda * 6, vl); + vfloat32m2_t _s7 = vle32_v_f32m2(s_ptr + lda * 7, vl); + vfloat32m2_t _s8 = vle32_v_f32m2(s_ptr + lda * 8, vl); + vfloat32m2_t _s9 = vle32_v_f32m2(s_ptr + lda * 9, vl); + vfloat32m2_t _s10 = vle32_v_f32m2(s_ptr + lda * 10, vl); + vfloat32m2_t _s11 = vle32_v_f32m2(s_ptr + lda * 11, vl); + vsse32_v_f32m2(d_ptr, stride, _s0, vl); + vsse32_v_f32m2(d_ptr + 1, stride, _s1, vl); + vsse32_v_f32m2(d_ptr + 2, stride, _s2, vl); + vsse32_v_f32m2(d_ptr + 3, stride, _s3, vl); + vsse32_v_f32m2(d_ptr + 4, stride, _s4, vl); + vsse32_v_f32m2(d_ptr + 5, stride, _s5, vl); + vsse32_v_f32m2(d_ptr + 6, stride, _s6, vl); + vsse32_v_f32m2(d_ptr + 7, stride, _s7, vl); + vsse32_v_f32m2(d_ptr + 8, stride, _s8, vl); + vsse32_v_f32m2(d_ptr + 9, stride, _s9, vl); + vsse32_v_f32m2(d_ptr + 10, stride, _s10, vl); + vsse32_v_f32m2(d_ptr + 11, stride, _s11, vl); + s_ptr += vl; + d_ptr += vl * 12; + c += vl; + } + } + for (; i + 7 < M_BLOCK; i += 8) { + float *s_ptr = src + i * lda; + float *d_ptr = dst + i * K_BLOCK; + int stride = 8 * sizeof(float); + int c = 0; + while (c < K_BLOCK) { + int vl = vsetvl_e32m4(K_BLOCK - c); + vfloat32m4_t _s0 = vle32_v_f32m4(s_ptr, vl); + vfloat32m4_t _s1 = vle32_v_f32m4(s_ptr + lda, vl); + vfloat32m4_t _s2 = vle32_v_f32m4(s_ptr + lda * 2, vl); + vfloat32m4_t _s3 = vle32_v_f32m4(s_ptr + lda * 3, vl); + vfloat32m4_t _s4 = vle32_v_f32m4(s_ptr + lda * 4, vl); + vfloat32m4_t _s5 = vle32_v_f32m4(s_ptr + lda * 5, vl); + vfloat32m4_t _s6 = vle32_v_f32m4(s_ptr + lda * 6, vl); + vfloat32m4_t _s7 = vle32_v_f32m4(s_ptr + lda * 7, vl); + vsse32_v_f32m4(d_ptr, stride, _s0, vl); + vsse32_v_f32m4(d_ptr + 1, stride, _s1, vl); + vsse32_v_f32m4(d_ptr + 2, stride, _s2, vl); + vsse32_v_f32m4(d_ptr + 3, stride, _s3, vl); + vsse32_v_f32m4(d_ptr + 4, stride, _s4, vl); + vsse32_v_f32m4(d_ptr + 5, stride, _s5, vl); + vsse32_v_f32m4(d_ptr + 6, stride, _s6, vl); + vsse32_v_f32m4(d_ptr + 7, stride, _s7, vl); + s_ptr += vl; + d_ptr += vl * 8; + c += vl; + } + } + for (; i + 3 < M_BLOCK; i += 4) { + float *s_ptr = src + i * lda; + float *d_ptr = dst + i * K_BLOCK; + int stride = 4 * sizeof(float); + int c = 0; + while (c < K_BLOCK) { + int vl = vsetvl_e32m4(K_BLOCK - c); + vfloat32m4_t _s0 = vle32_v_f32m4(s_ptr, vl); + vfloat32m4_t _s1 = vle32_v_f32m4(s_ptr + lda, vl); + vfloat32m4_t _s2 = vle32_v_f32m4(s_ptr + lda * 2, vl); + vfloat32m4_t _s3 = vle32_v_f32m4(s_ptr + lda * 3, vl); + vsse32_v_f32m4(d_ptr, stride, _s0, vl); + vsse32_v_f32m4(d_ptr + 1, stride, _s1, vl); + vsse32_v_f32m4(d_ptr + 2, stride, _s2, vl); + vsse32_v_f32m4(d_ptr + 3, stride, _s3, vl); + s_ptr += vl; + d_ptr += vl * 4; + c += vl; + } + } + for (; i + 1 < M_BLOCK; i += 2) { + float *s_ptr = src + i * lda; + float *d_ptr = dst + i * K_BLOCK; + int stride = 2 * sizeof(float); + int c = 0; + while (c < K_BLOCK) { + int vl = vsetvl_e32m4(K_BLOCK - c); + vfloat32m4_t _s0 = vle32_v_f32m4(s_ptr, vl); + vfloat32m4_t _s1 = vle32_v_f32m4(s_ptr + lda, vl); + vsse32_v_f32m4(d_ptr, stride, _s0, vl); + vsse32_v_f32m4(d_ptr + 1, stride, _s1, vl); + s_ptr += vl; + d_ptr += vl * 2; + c += vl; + } + } + for (; i < M_BLOCK; i++) { + float *s_ptr = src + i * lda; + float *d_ptr = dst + i * K_BLOCK; + int c = 0; + while (c < K_BLOCK) { + int vl = vsetvl_e32m4(K_BLOCK - c); + vfloat32m4_t _src = vle32_v_f32m4(s_ptr, vl); + vse32_v_f32m4(d_ptr, _src, vl); + s_ptr += vl; + d_ptr += vl; + c += vl; + } + } +} + +/************************************************************* + * src: [m, k] + * dst: [m/m_blk, k/k_blk, m_blk/12, 12, k_blk] + * m_blk: M_BLK, M_BLK/2, M_BLK/4, ..., 12 + * k_blk: K_BLK, K_tail + ************************************************************/ +void shl_rvv_reorder_kernel_block_12xk_fp32(float *src, float *dst, int m, int k, const int M_BLK, + const int K_BLK) +{ + const int MIN_M_BLK = 12; + + int m_block = M_BLK; + int m_idx = 0; + while (m_idx < m) { + while (!(m_idx + m_block - 1 < m)) { + m_block /= 2; + } + if (m_block < MIN_M_BLK) { + m_block = m - m_idx; + } + int k_block = K_BLK; + int k_idx = 0; + while (k_idx < k) { + if (k - k_idx < k_block) { + k_block = k - k_idx; + } + float *s_ptr = src + m_idx * k + k_idx; + float *d_ptr = dst + m_idx * k + k_idx * m_block; + reorder_kernel_12xk_fp32(s_ptr, d_ptr, m_block, k_block, k); + k_idx += k_block; + } + m_idx += m_block; + } +} + +/************************************************************* + * src: [M_BLOCK, K_BLOCK] + * dst: [M_BLOCK/m_blk, K_BLOCK, m_blk] + * m_blk: 12/8/4/2/1 + ************************************************************/ +static inline void reorder_kernel_12xk_fp16(__fp16 *src, __fp16 *dst, int M_BLOCK, int K_BLOCK, + int lda) +{ + int i = 0; + for (; i + 11 < M_BLOCK; i += 12) { + __fp16 *s_ptr = src + i * lda; + __fp16 *d_ptr = dst + i * K_BLOCK; + int stride = 12 * sizeof(__fp16); + int c = 0; + while (c < K_BLOCK) { + int vl = vsetvl_e16m2(K_BLOCK - c); + vfloat16m2_t _s0 = vle16_v_f16m2(s_ptr, vl); + vfloat16m2_t _s1 = vle16_v_f16m2(s_ptr + lda, vl); + vfloat16m2_t _s2 = vle16_v_f16m2(s_ptr + lda * 2, vl); + vfloat16m2_t _s3 = vle16_v_f16m2(s_ptr + lda * 3, vl); + vfloat16m2_t _s4 = vle16_v_f16m2(s_ptr + lda * 4, vl); + vfloat16m2_t _s5 = vle16_v_f16m2(s_ptr + lda * 5, vl); + vfloat16m2_t _s6 = vle16_v_f16m2(s_ptr + lda * 6, vl); + vfloat16m2_t _s7 = vle16_v_f16m2(s_ptr + lda * 7, vl); + vfloat16m2_t _s8 = vle16_v_f16m2(s_ptr + lda * 8, vl); + vfloat16m2_t _s9 = vle16_v_f16m2(s_ptr + lda * 9, vl); + vfloat16m2_t _s10 = vle16_v_f16m2(s_ptr + lda * 10, vl); + vfloat16m2_t _s11 = vle16_v_f16m2(s_ptr + lda * 11, vl); + vsse16_v_f16m2(d_ptr, stride, _s0, vl); + vsse16_v_f16m2(d_ptr + 1, stride, _s1, vl); + vsse16_v_f16m2(d_ptr + 2, stride, _s2, vl); + vsse16_v_f16m2(d_ptr + 3, stride, _s3, vl); + vsse16_v_f16m2(d_ptr + 4, stride, _s4, vl); + vsse16_v_f16m2(d_ptr + 5, stride, _s5, vl); + vsse16_v_f16m2(d_ptr + 6, stride, _s6, vl); + vsse16_v_f16m2(d_ptr + 7, stride, _s7, vl); + vsse16_v_f16m2(d_ptr + 8, stride, _s8, vl); + vsse16_v_f16m2(d_ptr + 9, stride, _s9, vl); + vsse16_v_f16m2(d_ptr + 10, stride, _s10, vl); + vsse16_v_f16m2(d_ptr + 11, stride, _s11, vl); + s_ptr += vl; + d_ptr += vl * 12; + c += vl; + } + } + for (; i + 7 < M_BLOCK; i += 8) { + __fp16 *s_ptr = src + i * lda; + __fp16 *d_ptr = dst + i * K_BLOCK; + int stride = 8 * sizeof(__fp16); + int c = 0; + while (c < K_BLOCK) { + int vl = vsetvl_e16m4(K_BLOCK - c); + vfloat16m4_t _s0 = vle16_v_f16m4(s_ptr, vl); + vfloat16m4_t _s1 = vle16_v_f16m4(s_ptr + lda, vl); + vfloat16m4_t _s2 = vle16_v_f16m4(s_ptr + lda * 2, vl); + vfloat16m4_t _s3 = vle16_v_f16m4(s_ptr + lda * 3, vl); + vfloat16m4_t _s4 = vle16_v_f16m4(s_ptr + lda * 4, vl); + vfloat16m4_t _s5 = vle16_v_f16m4(s_ptr + lda * 5, vl); + vfloat16m4_t _s6 = vle16_v_f16m4(s_ptr + lda * 6, vl); + vfloat16m4_t _s7 = vle16_v_f16m4(s_ptr + lda * 7, vl); + vsse16_v_f16m4(d_ptr, stride, _s0, vl); + vsse16_v_f16m4(d_ptr + 1, stride, _s1, vl); + vsse16_v_f16m4(d_ptr + 2, stride, _s2, vl); + vsse16_v_f16m4(d_ptr + 3, stride, _s3, vl); + vsse16_v_f16m4(d_ptr + 4, stride, _s4, vl); + vsse16_v_f16m4(d_ptr + 5, stride, _s5, vl); + vsse16_v_f16m4(d_ptr + 6, stride, _s6, vl); + vsse16_v_f16m4(d_ptr + 7, stride, _s7, vl); + s_ptr += vl; + d_ptr += vl * 8; + c += vl; + } + } + for (; i + 3 < M_BLOCK; i += 4) { + __fp16 *s_ptr = src + i * lda; + __fp16 *d_ptr = dst + i * K_BLOCK; + int stride = 4 * sizeof(__fp16); + int c = 0; + while (c < K_BLOCK) { + int vl = vsetvl_e16m4(K_BLOCK - c); + vfloat16m4_t _s0 = vle16_v_f16m4(s_ptr, vl); + vfloat16m4_t _s1 = vle16_v_f16m4(s_ptr + lda, vl); + vfloat16m4_t _s2 = vle16_v_f16m4(s_ptr + lda * 2, vl); + vfloat16m4_t _s3 = vle16_v_f16m4(s_ptr + lda * 3, vl); + vsse16_v_f16m4(d_ptr, stride, _s0, vl); + vsse16_v_f16m4(d_ptr + 1, stride, _s1, vl); + vsse16_v_f16m4(d_ptr + 2, stride, _s2, vl); + vsse16_v_f16m4(d_ptr + 3, stride, _s3, vl); + s_ptr += vl; + d_ptr += vl * 4; + c += vl; + } + } + for (; i + 1 < M_BLOCK; i += 2) { + __fp16 *s_ptr = src + i * lda; + __fp16 *d_ptr = dst + i * K_BLOCK; + int stride = 2 * sizeof(__fp16); + int c = 0; + while (c < K_BLOCK) { + int vl = vsetvl_e16m4(K_BLOCK - c); + vfloat16m4_t _s0 = vle16_v_f16m4(s_ptr, vl); + vfloat16m4_t _s1 = vle16_v_f16m4(s_ptr + lda, vl); + vsse16_v_f16m4(d_ptr, stride, _s0, vl); + vsse16_v_f16m4(d_ptr + 1, stride, _s1, vl); + s_ptr += vl; + d_ptr += vl * 2; + c += vl; + } + } + for (; i < M_BLOCK; i++) { + __fp16 *s_ptr = src + i * lda; + __fp16 *d_ptr = dst + i * K_BLOCK; + int c = 0; + while (c < K_BLOCK) { + int vl = vsetvl_e16m4(K_BLOCK - c); + vfloat16m4_t _src = vle16_v_f16m4(s_ptr, vl); + vse16_v_f16m4(d_ptr, _src, vl); + s_ptr += vl; + d_ptr += vl; + c += vl; + } + } +} + +/************************************************************* + * src: [m, k] + * dst: [m/m_blk, k/k_blk, m_blk/12, 12, k_blk] + * m_blk: M_BLK, M_BLK/2, M_BLK/4, ..., 12 + * k_blk: K_BLK, K_tail + ************************************************************/ +void shl_rvv_reorder_kernel_block_12xk_fp16(__fp16 *src, __fp16 *dst, int m, int k, const int M_BLK, + const int K_BLK) +{ + const int MIN_M_BLK = 12; + + int m_block = M_BLK; + int m_idx = 0; + while (m_idx < m) { + while (!(m_idx + m_block - 1 < m)) { + m_block /= 2; + } + if (m_block < MIN_M_BLK) { + m_block = m - m_idx; + } + int k_block = K_BLK; + int k_idx = 0; + while (k_idx < k) { + if (k - k_idx < k_block) { + k_block = k - k_idx; + } + __fp16 *s_ptr = src + m_idx * k + k_idx; + __fp16 *d_ptr = dst + m_idx * k + k_idx * m_block; + reorder_kernel_12xk_fp16(s_ptr, d_ptr, m_block, k_block, k); + k_idx += k_block; + } + m_idx += m_block; + } +} + +/************************************************************* + * packn = vlenb / sizeof(float) + * src: [K_BLOCK, N_BLOCK] + * dst: [N_BLOCK/n_blk, K_BLOCK, n_blk] + * n_blk: pack2n/packn/n_tail + ************************************************************/ +static inline void reorder_input_pack2nxk_fp32(float *src, float *dst, int N_BLOCK, int K_BLOCK, + int ldb) +{ + const int packn = csrr_vlenb() / sizeof(float); + const int pack2n = packn * 2; + int vl = vsetvl_e32m2(pack2n); + + int j = 0; + for (; j + pack2n - 1 < N_BLOCK; j += pack2n) { + float *s_ptr = src + j; + for (int c = 0; c < K_BLOCK; c++) { + vfloat32m2_t _src = vle32_v_f32m2(s_ptr, vl); + vse32_v_f32m2(dst, _src, vl); + s_ptr += ldb; + dst += vl; + } + } + while (j < N_BLOCK) { + vl = vsetvl_e32m1(N_BLOCK - j); + float *s_ptr = src + j; + for (int c = 0; c < K_BLOCK; c++) { + vfloat32m1_t _src = vle32_v_f32m1(s_ptr, vl); + vse32_v_f32m1(dst, _src, vl); + s_ptr += ldb; + dst += vl; + } + j += vl; + } +} + +/************************************************************* + * packn = vlenb / sizeof(float) + * src: [k, n] + * dst: [n/n_blk, k/k_blk, n_blk/pack2n, k_blk, pack2n] + * n_blk: N_BLK, N_BLK/2, N_BLK/4, ..., pack2n + * k_blk: K_BLK, K_tail + ************************************************************/ +void shl_rvv_reorder_input_block_pack2nxk_fp32(float *src, float *dst, int k, int n, + const int K_BLK, const int N_BLK) +{ + const int packn = csrr_vlenb() / sizeof(float); + const int MIN_N_BLK = packn * 2; + + int k_block = K_BLK; + int k_idx = 0; + while (k_idx < k) { + if (k - k_idx < k_block) { + k_block = k - k_idx; + } + int n_block = N_BLK; + int n_idx = 0; + while (n_idx < n) { + while (!(n_idx + n_block - 1 < n)) { + n_block /= 2; + } + if (n_block < MIN_N_BLK) { + n_block = n - n_idx; + } + float *s_ptr = src + k_idx * n + n_idx; + float *d_ptr = dst + n_idx * k + k_idx * n_block; + reorder_input_pack2nxk_fp32(s_ptr, d_ptr, n_block, k_block, n); + n_idx += n_block; + } + k_idx += k_block; + } +} + +/************************************************************* + * packn = vlenb / sizeof(__fp16) + * src: [K_BLOCK, N_BLOCK] + * dst: [N_BLOCK/n_blk, K_BLOCK, n_blk] + * n_blk: pack2n/packn/n_tail + ************************************************************/ +static inline void reorder_input_pack2nxk_fp16(__fp16 *src, __fp16 *dst, int N_BLOCK, int K_BLOCK, + int ldb) +{ + const int packn = csrr_vlenb() / sizeof(__fp16); + const int pack2n = packn * 2; + int vl = vsetvl_e16m2(pack2n); + + int j = 0; + for (; j + pack2n - 1 < N_BLOCK; j += pack2n) { + __fp16 *s_ptr = src + j; + for (int c = 0; c < K_BLOCK; c++) { + vfloat16m2_t _src = vle16_v_f16m2(s_ptr, vl); + vse16_v_f16m2(dst, _src, vl); + s_ptr += ldb; + dst += vl; + } + } + while (j < N_BLOCK) { + vl = vsetvl_e16m1(N_BLOCK - j); + __fp16 *s_ptr = src + j; + for (int c = 0; c < K_BLOCK; c++) { + vfloat16m1_t _src = vle16_v_f16m1(s_ptr, vl); + vse16_v_f16m1(dst, _src, vl); + s_ptr += ldb; + dst += vl; + } + j += vl; + } +} + +/************************************************************* + * packn = vlenb / sizeof(__fp16) + * src: [k, n] + * dst: [n/n_blk, k/k_blk, n_blk/pack2n, k_blk, pack2n] + * n_blk: N_BLK, N_BLK/2, N_BLK/4, ..., pack2n + * k_blk: K_BLK, K_tail + ************************************************************/ +void shl_rvv_reorder_input_block_pack2nxk_fp16(__fp16 *src, __fp16 *dst, int k, int n, + const int K_BLK, const int N_BLK) +{ + const int packn = csrr_vlenb() / sizeof(__fp16); + const int MIN_N_BLK = packn * 2; + + int k_block = K_BLK; + int k_idx = 0; + while (k_idx < k) { + if (k - k_idx < k_block) { + k_block = k - k_idx; + } + int n_block = N_BLK; + int n_idx = 0; + while (n_idx < n) { + while (!(n_idx + n_block - 1 < n)) { + n_block /= 2; + } + if (n_block < MIN_N_BLK) { + n_block = n - n_idx; + } + __fp16 *s_ptr = src + k_idx * n + n_idx; + __fp16 *d_ptr = dst + n_idx * k + k_idx * n_block; + reorder_input_pack2nxk_fp16(s_ptr, d_ptr, n_block, k_block, n); + n_idx += n_block; + } + k_idx += k_block; + } +} diff --git a/source/thead_rvv/setup.c b/source/thead_rvv/setup.c index 3b1d04f7..58a7b01e 100644 --- a/source/thead_rvv/setup.c +++ b/source/thead_rvv/setup.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" #include "shl_thead_rvv_cap.h" @@ -52,19 +50,29 @@ struct csinn_callback *shl_cb_map_rvv(int op, int dtype) return cb; } +struct shl_rvv_option *shl_rvv_get_graph_option(struct csinn_session *sess) +{ + struct shl_gref_target_data *gref_td = sess->td; + if (gref_td) { + return (struct shl_rvv_option *)(gref_td->cpu_option); + } else { + return NULL; + } +} + void __attribute__((weak)) shl_target_init_rvv() { #ifndef CONFIG_THEAD_RVV_CONVOLUTION_FP32_DISABLED shl_rvv_reg_op(CSINN_DTYPE_FLOAT32, CSINN_OP_CONV2D, shl_rvv_conv2d_init_fp32, NULL, shl_gref_conv2d, shl_rvv_conv2d_cap); shl_rvv_reg_op(CSINN_DTYPE_FLOAT32, CSINN_OP_GROUP_CONV2D, shl_rvv_conv2d_init_fp32, NULL, - shl_gref_conv2d, shl_rvv_conv2d_cap); + shl_gref_group_conv2d, shl_rvv_conv2d_cap); #endif #ifndef CONFIG_THEAD_RVV_CONVOLUTION_FP16_DISABLED shl_rvv_reg_op(CSINN_DTYPE_FLOAT16, CSINN_OP_CONV2D, shl_rvv_conv2d_init_fp16, NULL, shl_gref_conv2d, shl_rvv_conv2d_cap); shl_rvv_reg_op(CSINN_DTYPE_FLOAT16, CSINN_OP_GROUP_CONV2D, shl_rvv_conv2d_init_fp16, NULL, - shl_gref_conv2d, shl_rvv_conv2d_cap); + shl_gref_group_conv2d, shl_rvv_conv2d_cap); #endif #ifndef CONFIG_THEAD_RVV_DEPTHWISE_CONVOLUTION_FP32_DISABLED shl_rvv_reg_op(CSINN_DTYPE_FLOAT32, CSINN_OP_DEPTHWISE_CONV2D, @@ -155,8 +163,8 @@ void __attribute__((weak)) shl_target_init_rvv() shl_rvv_concat_cap); #endif #ifndef CONFIG_THEAD_RVV_CONCAT_INT8_DISABLED - // shl_rvv_reg_op(CSINN_DTYPE_INT8, CSINN_OP_CONCAT, NULL, shl_rvv_concat_int8, - // shl_gref_concat, shl_rvv_concat_cap); + shl_rvv_reg_op(CSINN_DTYPE_INT8, CSINN_OP_CONCAT, NULL, shl_rvv_concat_int8, shl_gref_concat, + shl_rvv_concat_cap); #endif #ifndef CONFIG_THEAD_RVV_LEAKY_RELU_FP32_DISABLED shl_rvv_reg_op(CSINN_DTYPE_FLOAT32, CSINN_OP_LEAKY_RELU, NULL, shl_rvv_leaky_relu_fp32, @@ -230,6 +238,10 @@ void __attribute__((weak)) shl_target_init_rvv() shl_rvv_reg_op(CSINN_DTYPE_INT8, CSINN_OP_RESHAPE, NULL, shl_rvv_reshape_int8, shl_gref_reshape, shl_rvv_reshape_cap); #endif +#ifndef CONFIG_THEAD_RVV_SIGMOID_FP32_DISABLED + shl_rvv_reg_op(CSINN_DTYPE_FLOAT32, CSINN_OP_SIGMOID, NULL, shl_rvv_sigmoid_fp32, + shl_gref_sigmoid, shl_rvv_sigmoid_cap); +#endif #ifndef CONFIG_THEAD_RVV_SIGMOID_FP16_DISABLED shl_rvv_reg_op(CSINN_DTYPE_FLOAT16, CSINN_OP_SIGMOID, NULL, shl_rvv_sigmoid_fp16, shl_gref_sigmoid, shl_rvv_sigmoid_cap); @@ -242,9 +254,9 @@ void __attribute__((weak)) shl_target_init_rvv() shl_rvv_reg_op(CSINN_DTYPE_FLOAT16, CSINN_OP_SOFTMAX, NULL, shl_rvv_softmax_fp16, shl_gref_softmax, shl_rvv_softmax_cap); #endif -#ifndef CONFIG_THEAD_RVV_SUM_INT8_DISABLED - shl_rvv_reg_op(CSINN_DTYPE_INT8, CSINN_OP_SUM, NULL, shl_rvv_sum_stride_int8, shl_gref_sum, - shl_rvv_sum_stride_cap); +#ifndef CONFIG_THEAD_RVV_REDUCE_SUM_INT8_DISABLED + shl_rvv_reg_op(CSINN_DTYPE_INT8, CSINN_OP_REDUCE_SUM, NULL, shl_rvv_reduce_sum_int8, + shl_gref_reduce_sum, shl_rvv_reduce_sum_cap); #endif #ifndef CONFIG_THEAD_RVV_PRELU_FP32_DISABLED shl_rvv_reg_op(CSINN_DTYPE_FLOAT32, CSINN_OP_PRELU, NULL, shl_rvv_prelu_fp32, shl_gref_prelu, @@ -290,7 +302,7 @@ void __attribute__((weak)) shl_target_init_rvv() shl_rvv_reg_op(CSINN_DTYPE_INT8, CSINN_OP_CONV2D, shl_rvv_conv2d_init_int8, NULL, shl_gref_conv2d, shl_rvv_conv2d_cap); shl_rvv_reg_op(CSINN_DTYPE_INT8, CSINN_OP_GROUP_CONV2D, shl_rvv_conv2d_init_int8, NULL, - shl_gref_conv2d, shl_rvv_conv2d_cap); + shl_gref_group_conv2d, shl_rvv_conv2d_cap); shl_rvv_reg_op(CSINN_DTYPE_INT8, CSINN_OP_CONV2D_RELU, shl_rvv_conv2d_init_int8, NULL, shl_gref_conv2d_relu, shl_rvv_conv2d_cap); shl_rvv_reg_op(CSINN_DTYPE_INT8, CSINN_OP_GROUP_CONV2D_RELU, shl_rvv_conv2d_init_int8, NULL, @@ -298,6 +310,10 @@ void __attribute__((weak)) shl_target_init_rvv() shl_rvv_reg_op(CSINN_DTYPE_INT8, CSINN_OP_CONV2D_RELU6, shl_rvv_conv2d_init_int8, NULL, shl_gref_conv2d_relu6, shl_rvv_conv2d_cap); #endif +#ifndef CONFIG_THEAD_RVV_TRANSPOSE_FP32_DISABLED + shl_rvv_reg_op(CSINN_DTYPE_FLOAT32, CSINN_OP_TRANSPOSE, NULL, shl_rvv_transpose_fp32, + shl_gref_transpose, shl_rvv_transpose_cap); +#endif #ifndef CONFIG_THEAD_RVV_TRANSPOSE_FP16_DISABLED shl_rvv_reg_op(CSINN_DTYPE_FLOAT16, CSINN_OP_TRANSPOSE, NULL, shl_rvv_transpose_fp16, shl_gref_transpose, shl_rvv_transpose_cap); @@ -306,21 +322,37 @@ void __attribute__((weak)) shl_target_init_rvv() shl_rvv_reg_op(CSINN_DTYPE_INT8, CSINN_OP_TRANSPOSE, NULL, shl_rvv_transpose_int8, shl_gref_transpose, shl_rvv_transpose_cap); #endif +#ifndef CONFIG_THEAD_RVV_MATMUL_FP32_DISABLED + shl_rvv_reg_op(CSINN_DTYPE_FLOAT32, CSINN_OP_MATMUL, shl_rvv_matmul_init_fp32, NULL, + shl_gref_matmul, shl_rvv_matmul_cap); +#endif +#ifndef CONFIG_THEAD_RVV_MATMUL_FP16_DISABLED + shl_rvv_reg_op(CSINN_DTYPE_FLOAT16, CSINN_OP_MATMUL, shl_rvv_matmul_init_fp16, NULL, + shl_gref_matmul, shl_rvv_matmul_cap); +#endif #ifndef CONFIG_THEAD_RVV_MATMUL_INT8_DISABLED shl_rvv_reg_op(CSINN_DTYPE_INT8, CSINN_OP_MATMUL, NULL, shl_rvv_matmul_int8, shl_gref_matmul, shl_rvv_matmul_cap); #endif +#ifndef CONFIG_THEAD_RVV_GATHER_FP16_DISABLED + shl_rvv_reg_op(CSINN_DTYPE_FLOAT16, CSINN_OP_GATHER, NULL, shl_rvv_gather_fp16, shl_gref_gather, + shl_rvv_gather_cap); +#endif #ifndef CONFIG_THEAD_RVV_GATHER_INT8_DISABLED shl_rvv_reg_op(CSINN_DTYPE_INT8, CSINN_OP_GATHER, NULL, shl_rvv_gather_int8, shl_gref_gather, shl_rvv_gather_cap); - #endif +#ifndef CONFIG_THEAD_RVV_STRIDED_SLICE_FP16_DISABLED + shl_rvv_reg_op(CSINN_DTYPE_FLOAT16, CSINN_OP_STRIDED_SLICE, NULL, shl_rvv_strided_slice_fp16, + shl_gref_strided_slice, NULL); +#endif + #ifdef SHL_USE_DOT_INT4 #ifndef CONFIG_THEAD_RVV_CONVOLUTION_INT4_DISABLED shl_rvv_reg_op(CSINN_DTYPE_INT4, CSINN_OP_CONV2D, shl_rvv_conv2d_init_int4, NULL, shl_gref_conv2d, shl_rvv_conv2d_cap); shl_rvv_reg_op(CSINN_DTYPE_INT4, CSINN_OP_GROUP_CONV2D, shl_rvv_conv2d_init_int4, NULL, - shl_gref_conv2d, shl_rvv_conv2d_cap); + shl_gref_group_conv2d, shl_rvv_conv2d_cap); shl_rvv_reg_op(CSINN_DTYPE_INT4, CSINN_OP_CONV2D_RELU, shl_rvv_conv2d_init_int4, NULL, shl_gref_conv2d_relu, shl_rvv_conv2d_cap); shl_rvv_reg_op(CSINN_DTYPE_INT4, CSINN_OP_GROUP_CONV2D_RELU, shl_rvv_conv2d_init_int4, NULL, diff --git a/source/thead_rvv/shl_thead_rvv_cap.h b/source/thead_rvv/shl_thead_rvv_cap.h index d1072bff..93fc173b 100644 --- a/source/thead_rvv/shl_thead_rvv_cap.h +++ b/source/thead_rvv/shl_thead_rvv_cap.h @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #ifndef INCLUDE_SHL_RVV_CAP_H_ #define INCLUDE_SHL_RVV_CAP_H_ @@ -79,7 +77,7 @@ int shl_rvv_sigmoid_cap(struct csinn_tensor *input, struct csinn_tensor *output, int shl_rvv_softmax_cap(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_softmax_params *params); -int shl_rvv_sum_stride_cap(struct csinn_tensor *input, struct csinn_tensor *output, +int shl_rvv_reduce_sum_cap(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_reduce_params *params); int shl_rvv_prelu_cap(struct csinn_tensor *input, struct csinn_tensor *alpha, diff --git a/source/thead_rvv/utils.c b/source/thead_rvv/utils.c index 27730175..e345db5c 100644 --- a/source/thead_rvv/utils.c +++ b/source/thead_rvv/utils.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "shl_thead_rvv.h" int csrr_vl() @@ -34,7 +32,362 @@ int csrr_vlenb() return a; } +static float *rvv_tensor_ndarray_to_nc1xc0_fp32(struct csinn_tensor *t) +{ + int batch = t->dim[0]; + int in_c = t->dim[1]; + int inner_size = 1; + for (int i = 2; i < t->dim_count; i++) { + inner_size *= t->dim[i]; + } + + float *src = t->data; + float *dst = (float *)shl_mem_alloc(csinn_tensor_byte_size(t)); + + const int packn = csrr_vlenb() / sizeof(float); + int vl = vsetvl_e32m1(packn); + int batch_size = in_c * inner_size; + + float *out_ptr = dst; + for (int b = 0; b < batch; b++) { + for (int c = 0; c + packn - 1 < in_c; c += packn) { + float *in_ptr = src + b * batch_size + c * inner_size; + for (int i = 0; i < inner_size; i++) { + vfloat32m1_t _tmp = vlse32_v_f32m1(in_ptr, inner_size * sizeof(float), vl); + in_ptr++; + vse32_v_f32m1(out_ptr, _tmp, vl); + out_ptr += vl; + } + } + } + /* update tensor info to nc1hwc0 */ + t->dim[1] = in_c / packn; + t->dim_count = t->dim_count + 1; + t->dim[t->dim_count - 1] = packn; + if (t->layout == CSINN_LAYOUT_NCDHW) { + t->layout = CSINN_LAYOUT_NC1DHWC0; + } else if (t->layout == CSINN_LAYOUT_NCHW) { + t->layout = CSINN_LAYOUT_NC1HWC0; + } else if (t->layout == CSINN_LAYOUT_NCW) { + t->layout = CSINN_LAYOUT_NC1WC0; + } else if (t->layout == CSINN_LAYOUT_NC) { + t->layout = CSINN_LAYOUT_NC1C0; + } + return dst; +} + +static __fp16 *rvv_tensor_ndarray_to_nc1xc0_fp16(struct csinn_tensor *t) +{ + int batch = t->dim[0]; + int in_c = t->dim[1]; + int inner_size = 1; + for (int i = 2; i < t->dim_count; i++) { + inner_size *= t->dim[i]; + } + + __fp16 *src = t->data; + __fp16 *dst = (__fp16 *)shl_mem_alloc(csinn_tensor_byte_size(t)); + + const int packn = csrr_vlenb() / sizeof(__fp16); + int vl = vsetvl_e16m1(packn); + int batch_size = in_c * inner_size; + + __fp16 *out_ptr = dst; + for (int b = 0; b < batch; b++) { + for (int c = 0; c + packn - 1 < in_c; c += packn) { + __fp16 *in_ptr = src + b * batch_size + c * inner_size; + for (int i = 0; i < inner_size; i++) { + vfloat16m1_t _tmp = vlse16_v_f16m1(in_ptr, inner_size * sizeof(__fp16), vl); + in_ptr++; + vse16_v_f16m1(out_ptr, _tmp, vl); + out_ptr += vl; + } + } + } + /* update tensor info to nc1hwc0 */ + t->dim[1] = in_c / packn; + t->dim_count = t->dim_count + 1; + t->dim[t->dim_count - 1] = packn; + if (t->layout == CSINN_LAYOUT_NCDHW) { + t->layout = CSINN_LAYOUT_NC1DHWC0; + } else if (t->layout == CSINN_LAYOUT_NCHW) { + t->layout = CSINN_LAYOUT_NC1HWC0; + } else if (t->layout == CSINN_LAYOUT_NCW) { + t->layout = CSINN_LAYOUT_NC1WC0; + } else if (t->layout == CSINN_LAYOUT_NC) { + t->layout = CSINN_LAYOUT_NC1C0; + } + return dst; +} + +static int8_t *rvv_tensor_ndarray_to_nc1xc0_int8(struct csinn_tensor *t) +{ + int batch = t->dim[0]; + int in_c = t->dim[1]; + int inner_size = 1; + for (int i = 2; i < t->dim_count; i++) { + inner_size *= t->dim[i]; + } + + int8_t *src = t->data; + int8_t *dst = (int8_t *)shl_mem_alloc(csinn_tensor_byte_size(t)); + + const int packn = csrr_vlenb() / sizeof(int8_t) / 2; + int vl = vsetvl_e8m1(packn); + int batch_size = in_c * inner_size; + + int8_t *out_ptr = dst; + for (int b = 0; b < batch; b++) { + for (int c = 0; c + packn - 1 < in_c; c += packn) { + int8_t *in_ptr = src + b * batch_size + c * inner_size; + for (int i = 0; i < inner_size; i++) { + vint8m1_t _tmp = vlse8_v_i8m1(in_ptr, inner_size * sizeof(int8_t), vl); + in_ptr++; + vse8_v_i8m1(out_ptr, _tmp, vl); + out_ptr += vl; + } + } + } + /* update tensor info to nc1hwc0 */ + t->dim[1] = in_c / packn; + t->dim_count = t->dim_count + 1; + t->dim[t->dim_count - 1] = packn; + if (t->layout == CSINN_LAYOUT_NCDHW) { + t->layout = CSINN_LAYOUT_NC1DHWC0; + } else if (t->layout == CSINN_LAYOUT_NCHW) { + t->layout = CSINN_LAYOUT_NC1HWC0; + } else if (t->layout == CSINN_LAYOUT_NCW) { + t->layout = CSINN_LAYOUT_NC1WC0; + } else if (t->layout == CSINN_LAYOUT_NC) { + t->layout = CSINN_LAYOUT_NC1C0; + } + return dst; +} + +static float *rvv_tensor_nc1xc0_to_ndarray_fp32(struct csinn_tensor *t) +{ + int batch = t->dim[0]; + int in_c1 = t->dim[1]; + int inner_size = 1; + for (int i = 2; i < t->dim_count - 1; i++) { + inner_size *= t->dim[i]; + } + int in_elempack = t->dim[t->dim_count - 1]; + + float *src = t->data; + float *dst = (float *)shl_mem_alloc(csinn_tensor_byte_size(t)); + + const int packn = csrr_vlenb() / sizeof(float); + int vl = vsetvl_e32m1(packn); + int batch_size = in_c1 * inner_size * in_elempack; + + for (int b = 0; b < batch; b++) { + for (int c = 0; c < in_c1; c++) { + float *out_ptr = dst + b * batch_size + c * inner_size * in_elempack; + for (int i = 0; i < inner_size; i++) { + vfloat32m1_t _tmp = vle32_v_f32m1(src, vl); + src += vl; + vsse32_v_f32m1(out_ptr, inner_size * sizeof(float), _tmp, vl); + out_ptr++; + } + } + } + /* update tensor info to nchw */ + t->dim[1] = in_c1 * packn; + t->dim[t->dim_count - 1] = 0; + t->dim_count = t->dim_count - 1; + if (t->layout == CSINN_LAYOUT_NC1DHWC0) { + t->layout = CSINN_LAYOUT_NCDHW; + } else if (t->layout == CSINN_LAYOUT_NC1HWC0) { + t->layout = CSINN_LAYOUT_NCHW; + } else if (t->layout == CSINN_LAYOUT_NC1WC0) { + t->layout = CSINN_LAYOUT_NCW; + } else if (t->layout == CSINN_LAYOUT_NC1C0) { + t->layout = CSINN_LAYOUT_NC; + } + return dst; +} + +static __fp16 *rvv_tensor_nc1xc0_to_ndarray_fp16(struct csinn_tensor *t) +{ + int batch = t->dim[0]; + int in_c1 = t->dim[1]; + int inner_size = 1; + for (int i = 2; i < t->dim_count - 1; i++) { + inner_size *= t->dim[i]; + } + int in_elempack = t->dim[t->dim_count - 1]; + + __fp16 *src = t->data; + __fp16 *dst = (__fp16 *)shl_mem_alloc(csinn_tensor_byte_size(t)); + + const int packn = csrr_vlenb() / sizeof(__fp16); + int vl = vsetvl_e16m1(packn); + int batch_size = in_c1 * inner_size * in_elempack; + + for (int b = 0; b < batch; b++) { + for (int c = 0; c < in_c1; c++) { + __fp16 *out_ptr = dst + b * batch_size + c * inner_size * in_elempack; + for (int i = 0; i < inner_size; i++) { + vfloat16m1_t _tmp = vle16_v_f16m1(src, vl); + src += vl; + vsse16_v_f16m1(out_ptr, inner_size * sizeof(__fp16), _tmp, vl); + out_ptr++; + } + } + } + /* update tensor info to nchw */ + t->dim[1] = in_c1 * packn; + t->dim[t->dim_count - 1] = 0; + t->dim_count = t->dim_count - 1; + if (t->layout == CSINN_LAYOUT_NC1DHWC0) { + t->layout = CSINN_LAYOUT_NCDHW; + } else if (t->layout == CSINN_LAYOUT_NC1HWC0) { + t->layout = CSINN_LAYOUT_NCHW; + } else if (t->layout == CSINN_LAYOUT_NC1WC0) { + t->layout = CSINN_LAYOUT_NCW; + } else if (t->layout == CSINN_LAYOUT_NC1C0) { + t->layout = CSINN_LAYOUT_NC; + } + return dst; +} + +static int8_t *rvv_tensor_nc1xc0_to_ndarray_int8(struct csinn_tensor *t) +{ + int batch = t->dim[0]; + int in_c1 = t->dim[1]; + int inner_size = 1; + for (int i = 2; i < t->dim_count - 1; i++) { + inner_size *= t->dim[i]; + } + int in_elempack = t->dim[t->dim_count - 1]; + + int8_t *src = t->data; + int8_t *dst = (int8_t *)shl_mem_alloc(csinn_tensor_byte_size(t)); + + const int packn = csrr_vlenb() / sizeof(int8_t) / 2; + int vl = vsetvl_e8m1(packn); + int batch_size = in_c1 * inner_size * in_elempack; + + for (int b = 0; b < batch; b++) { + for (int c = 0; c < in_c1; c++) { + int8_t *out_ptr = dst + b * batch_size + c * inner_size * in_elempack; + for (int i = 0; i < inner_size; i++) { + vint8m1_t _tmp = vle8_v_i8m1(src, vl); + src += vl; + vsse8_v_i8m1(out_ptr, inner_size * sizeof(int8_t), _tmp, vl); + out_ptr++; + } + } + } + /* update tensor info to nchw */ + t->dim[1] = in_c1 * packn; + t->dim[t->dim_count - 1] = 0; + t->dim_count = t->dim_count - 1; + if (t->layout == CSINN_LAYOUT_NC1DHWC0) { + t->layout = CSINN_LAYOUT_NCDHW; + } else if (t->layout == CSINN_LAYOUT_NC1HWC0) { + t->layout = CSINN_LAYOUT_NCHW; + } else if (t->layout == CSINN_LAYOUT_NC1WC0) { + t->layout = CSINN_LAYOUT_NCW; + } else if (t->layout == CSINN_LAYOUT_NC1C0) { + t->layout = CSINN_LAYOUT_NC; + } + return dst; +} + +/********************************************************************************* + * tensor_replace: tensor->data point new alloc memory, free old + ********************************************************************************/ +void shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp32(struct csinn_tensor *t) +{ + float *ret = rvv_tensor_ndarray_to_nc1xc0_fp32(t); + shl_mem_free(t->data); + t->data = ret; +} + +void shl_rvv_tensor_ndarray_to_nc1xc0_replace_fp16(struct csinn_tensor *t) +{ + __fp16 *ret = rvv_tensor_ndarray_to_nc1xc0_fp16(t); + shl_mem_free(t->data); + t->data = ret; +} + +void shl_rvv_tensor_ndarray_to_nc1xc0_replace_int8(struct csinn_tensor *t) +{ + int8_t *ret = rvv_tensor_ndarray_to_nc1xc0_int8(t); + shl_mem_free(t->data); + t->data = ret; +} + +void shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp32(struct csinn_tensor *t) +{ + float *ret = rvv_tensor_nc1xc0_to_ndarray_fp32(t); + shl_mem_free(t->data); + t->data = ret; +} + +void shl_rvv_tensor_nc1xc0_to_ndarray_replace_fp16(struct csinn_tensor *t) +{ + __fp16 *ret = rvv_tensor_nc1xc0_to_ndarray_fp16(t); + shl_mem_free(t->data); + t->data = ret; +} + +void shl_rvv_tensor_nc1xc0_to_ndarray_replace_int8(struct csinn_tensor *t) +{ + int8_t *ret = rvv_tensor_nc1xc0_to_ndarray_int8(t); + shl_mem_free(t->data); + t->data = ret; +} + +/********************************************************************************* + * tensor_inplace: tensor->data point origin address, memcpy from new layout data + ********************************************************************************/ +void shl_rvv_tensor_ndarray_to_nc1xc0_inplace_fp32(struct csinn_tensor *t) +{ + float *ret = rvv_tensor_ndarray_to_nc1xc0_fp32(t); + memcpy(t->data, ret, csinn_tensor_byte_size(t)); + shl_mem_free(ret); +} + +void shl_rvv_tensor_ndarray_to_nc1xc0_inplace_fp16(struct csinn_tensor *t) +{ + __fp16 *ret = rvv_tensor_ndarray_to_nc1xc0_fp16(t); + memcpy(t->data, ret, csinn_tensor_byte_size(t)); + shl_mem_free(ret); +} + +void shl_rvv_tensor_ndarray_to_nc1xc0_inplace_int8(struct csinn_tensor *t) +{ + int8_t *ret = rvv_tensor_ndarray_to_nc1xc0_int8(t); + memcpy(t->data, ret, csinn_tensor_byte_size(t)); + shl_mem_free(ret); +} + +void shl_rvv_tensor_nc1xc0_to_ndarray_inplace_fp32(struct csinn_tensor *t) +{ + float *ret = rvv_tensor_nc1xc0_to_ndarray_fp32(t); + memcpy(t->data, ret, csinn_tensor_byte_size(t)); + shl_mem_free(ret); +} + +void shl_rvv_tensor_nc1xc0_to_ndarray_inplace_fp16(struct csinn_tensor *t) +{ + __fp16 *ret = rvv_tensor_nc1xc0_to_ndarray_fp16(t); + memcpy(t->data, ret, csinn_tensor_byte_size(t)); + shl_mem_free(ret); +} + +void shl_rvv_tensor_nc1xc0_to_ndarray_inplace_int8(struct csinn_tensor *t) +{ + int8_t *ret = rvv_tensor_nc1xc0_to_ndarray_int8(t); + memcpy(t->data, ret, csinn_tensor_byte_size(t)); + shl_mem_free(ret); +} + /********************* for fp16 quantization *********************/ + void shl_rvv_sidcso_op_requantize_fp16(struct csinn_tensor *input, struct csinn_tensor *output, struct csinn_tensor *kernel) { @@ -97,12 +450,12 @@ void shl_rvv_dequantize() { ; } void shl_rvv_dequantize_i8_to_f16(int8_t *src, __fp16 *dst, int size, int32_t zp, float scale) { while (size > 0) { - int vl = vsetvl_e8m1(size); - vint8m1_t _in = vle8_v_i8m1(src, vl); - vint16m2_t _in_w = vwsub_vx_i16m2(_in, zp, vl); - vfloat16m2_t _in_f = vfcvt_f_x_v_f16m2(_in_w, vl); - _in_f = vfmul_vf_f16m2(_in_f, scale, vl); - vse16_v_f16m2(dst, _in_f, vl); + int vl = vsetvl_e8m4(size); + vint8m4_t _in = vle8_v_i8m4(src, vl); + vint16m8_t _in_w = vwsub_vx_i16m8(_in, zp, vl); + vfloat16m8_t _in_f = vfcvt_f_x_v_f16m8(_in_w, vl); + _in_f = vfmul_vf_f16m8(_in_f, scale, vl); + vse16_v_f16m8(dst, _in_f, vl); src += vl; dst += vl; size -= vl; @@ -320,3 +673,246 @@ int shl_rvv_avgpool_get_window_size(struct csinn_pool_params *params, int idx_h_ (params->count_include_pad == 1) ? (real_kernel_h * real_kernel_w) : valid_size; return window_size; } + +void shl_rvv_i16_to_f32(const int16_t *input, float *output, int32_t offset, float *scale, + uint32_t length) +{ + int vl = vsetvl_e32m4(length); + vint16m2_t _z = vmv_v_x_i16m2(offset, vl); + vfloat32m4_t _s = vfmv_v_f_f32m4(*scale, vl); + while (length > 0) { + vl = vsetvl_e16m2(length); + vint16m2_t _in = vle16_v_i16m2(input, vl); + input += vl; + vint32m4_t _i32 = vwsub_vv_i32m4(_in, _z, vl); + vfloat32m4_t _f32 = vfcvt_f_x_v_f32m4(_i32, vl); + _f32 = vfmul_vv_f32m4(_f32, _s, vl); + vse32_v_f32m4(output, _f32, vl); + output += vl; + length -= vl; + } +} + +void shl_rvv_f32_to_i16(const float *input, int16_t *output, int32_t offset, float *scale, + uint32_t length) +{ + int vl = vsetvl_e32m4(length); + vint32m4_t _z = vmv_v_x_i32m4(offset, vl); + vfloat32m4_t _1_s = vfmv_v_f_f32m4(1 / *scale, vl); + while (length > 0) { + vl = vsetvl_e16m2(length); + vfloat32m4_t _in = vle32_v_f32m4(input, vl); + input += vl; + vfloat32m4_t _f32 = vfmul_vv_f32m4(_in, _1_s, vl); + vint32m4_t _i32 = vfcvt_x_f_v_i32m4(_f32, vl); + _i32 = vadd_vv_i32m4(_i32, _z, vl); + vint16m2_t _i16 = vnclip_wx_i16m2(_i32, 0, vl); + vse16_v_i16m2(output, _i16, vl); + output += vl; + length -= vl; + } +} + +void shl_rvv_i32_to_f32(const int32_t *input, float *output, int32_t offset, float *scale, + uint32_t length) +{ + while (length > 0) { + int vl = vsetvl_e32m4(length); + vint32m4_t _i32 = vle32_v_i32m4(input, vl); + input += vl; + _i32 = vsub_vx_i32m4(_i32, offset, vl); + vfloat32m4_t _f32 = vfcvt_f_x_v_f32m4(_i32, vl); + _f32 = vfmul_vf_f32m4(_f32, *scale, vl); + vse32_v_f32m4(output, _f32, vl); + output += vl; + length -= vl; + } +} + +void shl_rvv_f32_to_i32(const float *input, int32_t *output, int32_t offset, float *scale, + uint32_t length) +{ + float _1_s = 1 / *scale; + while (length > 0) { + int vl = vsetvl_e32m4(length); + vfloat32m4_t _f32 = vle32_v_f32m4(input, vl); + input += vl; + _f32 = vfmul_vf_f32m4(_f32, _1_s, vl); + vint32m4_t _i32 = vfcvt_x_f_v_i32m4(_f32, vl); + _i32 = vadd_vx_i32m4(_i32, offset, vl); + vse32_v_i32m4(output, _i32, vl); + output += vl; + length -= vl; + } +} + +void shl_rvv_i64_to_f32(const int64_t *input, float *output, uint32_t length) +{ + while (length > 0) { + int vl = vsetvl_e32m4(length); + vint64m8_t _i64 = vle64_v_i64m8(input, vl); + input += vl; + vfloat32m4_t _f32 = vfncvt_f_x_w_f32m4(_i64, vl); + vse32_v_f32m4(output, _f32, vl); + output += vl; + length -= vl; + } +} + +void shl_rvv_f32_to_i64(const float *input, int64_t *output, uint32_t length) +{ + while (length > 0) { + int vl = vsetvl_e32m4(length); + vfloat32m4_t _f32 = vle32_v_f32m4(input, vl); + input += vl; + vint64m8_t _i64 = vfwcvt_x_f_v_i64m8(_f32, vl); + vse64_v_i64m8(output, _i64, vl); + output += vl; + length -= vl; + } +} + +void shl_rvv_f16_to_f32(const __fp16 *input, float *output, float *scale, uint32_t length) +{ + int vl = vsetvl_e32m4(length); + if (fabs(*scale - 1) > FLT_EPSILON) { + vfloat32m4_t _s = vfmv_v_f_f32m4(*scale, vl); + while (length > 0) { + vl = vsetvl_e16m2(length); + vfloat16m2_t _f16 = vle16_v_f16m2(input, vl); + input += vl; + vfloat32m4_t _f32 = vfwcvt_f_f_v_f32m4(_f16, vl); + // dequantize + _f32 = vfmul_vv_f32m4(_f32, _s, vl); + vse32_v_f32m4(output, _f32, vl); + output += vl; + length -= vl; + } + } else { + while (length > 0) { + vl = vsetvl_e16m2(length); + vfloat16m2_t _f16 = vle16_v_f16m2(input, vl); + input += vl; + vfloat32m4_t _f32 = vfwcvt_f_f_v_f32m4(_f16, vl); + vse32_v_f32m4(output, _f32, vl); + output += vl; + length -= vl; + } + } +} + +void shl_rvv_f32_to_f16(const float *input, __fp16 *output, float *scale, uint32_t length) +{ + int vl = vsetvl_e32m4(length); + if (fabs(*scale - 1) > FLT_EPSILON) { + vfloat32m4_t _1_s = vfmv_v_f_f32m4(1 / *scale, vl); + while (length > 0) { + vl = vsetvl_e32m4(length); + vfloat32m4_t _f32 = vle32_v_f32m4(input, vl); + input += vl; + // quantize + _f32 = vfmul_vv_f32m4(_f32, _1_s, vl); + vfloat16m2_t _f16 = vfncvt_f_f_w_f16m2(_f32, vl); + vse16_v_f16m2(output, _f16, vl); + output += vl; + length -= vl; + } + } else { + while (length > 0) { + vl = vsetvl_e32m4(length); + vfloat32m4_t _f32 = vle32_v_f32m4(input, vl); + input += vl; + vfloat16m2_t _f16 = vfncvt_f_f_w_f16m2(_f32, vl); + vse16_v_f16m2(output, _f16, vl); + output += vl; + length -= vl; + } + } +} + +bool shl_rvv_get_binary_model_op_init(struct csinn_session *sess) +{ + struct shl_rvv_option *option = shl_rvv_get_graph_option(sess); + if (option && option->binary_model_op_init) { + return true; + } else { + return false; + } +} + +void shl_rvv_nc1xc0_fp16_to_nchw_fp32(struct csinn_tensor *dest, struct csinn_tensor *src) +{ + const int packn = csrr_vlenb() / sizeof(__fp16); + int batch = src->dim[0]; + int channel = src->dim[1]; + int inner_size = 1; + for (int i = 2; i < src->dim_count - 1; i++) { + inner_size *= src->dim[i]; + } + + float scale = src->qinfo->scale; + int stride = inner_size * sizeof(float); + + __fp16 *src_data = (__fp16 *)src->data; + float *dst_data = (float *)dest->data; + + if (fabs(scale - 1) > FLT_EPSILON) { + vfloat32m2_t _s = vfmv_v_f_f32m2(scale, packn); + for (int n = 0; n < batch; n++) { + for (int c = 0; c < channel; c++) { + float *out_ptr = (float *)dst_data + (n * channel + c) * inner_size * packn; + for (int i = 0; i < inner_size; i++) { + vfloat16m1_t _in = vle16_v_f16m1(src_data, packn); + vfloat32m2_t _f32 = vfwcvt_f_f_v_f32m2(_in, packn); + _f32 = vfmul_vv_f32m2(_f32, _s, packn); + vsse32_v_f32m2(out_ptr, stride, _f32, packn); + src_data += packn; + out_ptr += 1; + } + } + } + } else { + for (int n = 0; n < batch; n++) { + for (int c = 0; c < channel; c++) { + float *out_ptr = (float *)dst_data + (n * channel + c) * inner_size * packn; + for (int i = 0; i < inner_size; i++) { + vfloat16m1_t _in = vle16_v_f16m1(src_data, packn); + vfloat32m2_t _f32 = vfwcvt_f_f_v_f32m2(_in, packn); + vsse32_v_f32m2(out_ptr, stride, _f32, packn); + src_data += packn; + out_ptr += 1; + } + } + } + } +} + +int shl_rvv_transpose_get_tail(int32_t *permute, int32_t permute_num) +{ + int tail = 0; + for (int i = permute_num - 1; i >= 0; i--) { + if (permute[i] != i) { + break; + } + tail += 1; + } + return tail; +} + +int shl_rvv_transpose_get_in_index(int32_t *dim, int32_t *idx, int32_t dim_count) +{ + int res = idx[0]; + for (int i = 1; i < dim_count; i++) { + res = res * dim[i] + idx[i]; + } + return res; +} + +int shl_rvv_transpose_get_out_index(int32_t *dim, int32_t *idx, int32_t *permute, int32_t dim_count) +{ + int res = idx[permute[0]]; + for (int i = 1; i < dim_count; i++) { + res = res * dim[i] + idx[permute[i]]; + } + return res; +} diff --git a/source/tvm_gen/setup.c b/source/tvm_gen/setup.c index 9fffd42a..89db4675 100644 --- a/source/tvm_gen/setup.c +++ b/source/tvm_gen/setup.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_tvmgen.h" #include "shl_utils.h" diff --git a/source/tvm_gen/utils.c b/source/tvm_gen/utils.c index ac190e0d..0d2c49a3 100644 --- a/source/tvm_gen/utils.c +++ b/source/tvm_gen/utils.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "dlpack/dlpack.h" #include "shl_tvmgen.h" diff --git a/source/utils/debug.c b/source/utils/debug.c index 3c12ce57..9f32b6b9 100644 --- a/source/utils/debug.c +++ b/source/utils/debug.c @@ -16,9 +16,9 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - +#ifndef SHL_BUILD_RTOS #include +#endif #include #include #include @@ -945,16 +945,18 @@ char *op_strings[] = { [CSINN_OP_AVGPOOL2D] = "avgpool2d", [CSINN_OP_CONCAT] = "concat", [CSINN_OP_CONV2D] = "conv2d", - [CSINN_OP_DEPTHWISE_CONV2D] = "dwconv2d", [CSINN_OP_CONV2D_RELU] = "conv2d_relu", - [CSINN_OP_DATA_CONVERT] = "data_convert", + [CSINN_OP_GROUP_CONV2D] = "group_conv2d", + [CSINN_OP_GROUP_CONV2D_RELU6] = "group_conv2d_relu", [CSINN_OP_DEPTHWISE_CONV2D] = "dwconv2d", [CSINN_OP_DEPTHWISE_CONV2D_RELU] = "dwconv2d_relu", + [CSINN_OP_DATA_CONVERT] = "data_convert", [CSINN_OP_FULLYCONNECTED] = "fullyconnected", [CSINN_OP_GLOBAL_AVGPOOL2D] = "global_avgpool2d", [CSINN_OP_LEAKY_RELU] = "leaky_relu", [CSINN_OP_MAXPOOL2D] = "maxpool2d", [CSINN_OP_RELU] = "relu", + [CSINN_OP_RELU1] = "relu1", [CSINN_OP_RELU6] = "relu6", [CSINN_OP_RESHAPE] = "reshape", [CSINN_OP_RESIZE] = "resize", @@ -975,9 +977,12 @@ char *op_strings[] = { [CSINN_OP_LAYER_NORM] = "layer_norm", [CSINN_OP_WHERE] = "where", [CSINN_OP_CONV1D] = "conv1d", + [CSINN_OP_GROUP_CONV1D] = "group_conv1d", [CSINN_OP_DEPTHWISE_CONV1D] = "dwconv1d", [CSINN_OP_CLIP] = "clip", [CSINN_OP_WHERE_SOFTMAX] = "where_softmax", + [CSINN_OP_ERF] = "erf", + [CSINN_OP_CAST] = "cast", }; // #define FREQ 50 // FPGA: 50MHz @@ -1010,14 +1015,19 @@ int shl_benchmark_layer(struct shl_node *n, uint64_t start_time, uint64_t end_ti struct csinn_tensor *in1 = (struct csinn_tensor *)node->in[1]->data; struct csinn_conv2d_params *params = node->data; int32_t k_h, k_w, in_c = 0; - if (in0->layout == CSINN_LAYOUT_NCHW) { + if (in1->layout == CSINN_LAYOUT_OIHW) { k_h = in1->dim[2]; k_w = in1->dim[3]; in_c = in1->dim[1]; - } else if (in0->layout == CSINN_LAYOUT_NHWC) { + } else if (in1->layout == CSINN_LAYOUT_OHWI) { k_h = in1->dim[1]; k_w = in1->dim[2]; in_c = in1->dim[3]; + } else { + shl_debug_info(" unsupport kernel layout "); + k_h = 0; + k_w = 0; + in_c = 0; } float cacls = out0->dim[1] * out0->dim[2] * out0->dim[3] * 0.000001f * in_c * k_h * k_w * 2; shl_debug_info(" | k: %dx%d |", k_h, k_w); @@ -1030,12 +1040,16 @@ int shl_benchmark_layer(struct shl_node *n, uint64_t start_time, uint64_t end_ti struct csinn_tensor *in1 = (struct csinn_tensor *)node->in[1]->data; struct csinn_conv2d_params *params = node->data; int32_t k_h, k_w = 0; - if (in0->layout == CSINN_LAYOUT_NCHW) { + if (in1->layout == CSINN_LAYOUT_O1HW) { k_h = in1->dim[2]; k_w = in1->dim[3]; - } else if (in0->layout == CSINN_LAYOUT_NHWC) { + } else if (in1->layout == CSINN_LAYOUT_1HWO) { k_h = in1->dim[1]; k_w = in1->dim[2]; + } else { + shl_debug_info(" unsupport kernel layout "); + k_h = 0; + k_w = 0; } float cacls = out0->dim[1] * out0->dim[2] * out0->dim[3] * 0.000001f * k_h * k_w * 2; shl_debug_info(" | k: %dx%d |", k_h, k_w); @@ -1053,13 +1067,20 @@ int shl_benchmark_layer(struct shl_node *n, uint64_t start_time, uint64_t end_ti float cacls = in0->dim[0] * in0->dim[1] * out0->dim[1] * 0.000001f * 2; shl_debug_info(" MOPS:%6.2f (%7.4fGOPS)", cacls, cacls / time_ms); } else if (node->type == CSINN_OP_MATMUL) { - if (in0->dim_count == 3) { - float cacls = in0->dim[0] * in0->dim[1] * in0->dim[2] * out0->dim[2] * 0.000001f * 2; - shl_debug_info(" | m,k,n: %d,%d,%d | ", in0->dim[1], in0->dim[2], out0->dim[2]); - shl_debug_info(" MOPS:%6.2f (%7.4fGOPS)", cacls, cacls / time_ms); + struct csinn_tensor *in1 = (struct csinn_tensor *)node->in[1]->data; + struct csinn_matmul_params *params = node->data; + int dim_m = in0->dim[in0->dim_count - (params->trans_a ? 1 : 2)]; + int dim_k = in0->dim[in0->dim_count - (params->trans_a ? 2 : 1)]; + int dim_n = in1->dim[in1->dim_count - (params->trans_b ? 2 : 1)]; + float cacls = dim_n * 0.000001f * 2; + for (int i = 0; i < in0->dim_count; i++) { + cacls *= in0->dim[i]; } + shl_debug_info(" | m,k,n: %d,%d,%d | ", dim_m, dim_k, dim_n); + shl_debug_info(" MOPS:%6.2f (%7.4fGOPS)", cacls, cacls / time_ms); } shl_debug_info("\n"); + fflush(stdout); return CSINN_TRUE; } @@ -1099,8 +1120,9 @@ static char *shl_debug_filter_invalid_char(char *src) return dst; } -int shl_dump_output_tensor(struct shl_node *node) +int __attribute__((weak)) shl_dump_output_tensor(struct shl_node *node) { +#ifndef SHL_BUILD_RTOS const char TENSOR_DUMP_DIR[] = "shl_dump"; DIR *dir = opendir(TENSOR_DUMP_DIR); if (dir) { @@ -1110,10 +1132,12 @@ int shl_dump_output_tensor(struct shl_node *node) } int output_num = 1; struct shl_node **output_node; + int is_cpu_node = 1; if (node->type == CSINN_SUBGRAPH) { struct shl_ref_graph *sgraph = node->data; output_num = sgraph->output_num; output_node = sgraph->output; + is_cpu_node = 0; } else { output_num = node->out_num; output_node = node->out; @@ -1130,6 +1154,33 @@ int shl_dump_output_tensor(struct shl_node *node) shl_ref_tensor_transform_free_f32(foutput); shl_mem_free(output_name); } + if (node->type == CSINN_OP_CONV2D || node->type == CSINN_OP_DEPTHWISE_CONV2D || + node->type == CSINN_OP_FULLYCONNECTED && is_cpu_node) { + // dump output + struct csinn_tensor *kernel_node = node->in[1]->data; + char shape[128] = {0}; + shl_debug_shape2string(kernel_node->dim, kernel_node->dim_count, shape, 128); + char *kernel_name = shl_debug_filter_invalid_char(kernel_node->name); + char filename[1024] = {0}; + snprintf(filename, 1024, "%s/%s_%s.txt", TENSOR_DUMP_DIR, kernel_name, shape); + struct csinn_tensor *foutput = shl_ref_tensor_transform_f32(kernel_node); + shl_debug_dump_data(foutput, filename); + shl_ref_tensor_transform_free_f32(foutput); + shl_mem_free(kernel_name); + + // dump input + struct csinn_tensor *input_node = node->in[0]->data; + char input_shape[128] = {0}; + shl_debug_shape2string(input_node->dim, input_node->dim_count, shape, 128); + char *input_name = shl_debug_filter_invalid_char(input_node->name); + char input_filename[1024] = {0}; + snprintf(filename, 1024, "%s/%s_%s_input.txt", TENSOR_DUMP_DIR, input_name, shape); + struct csinn_tensor *finput = shl_ref_tensor_transform_f32(input_node); + shl_debug_dump_data(finput, filename); + shl_ref_tensor_transform_free_f32(finput); + shl_mem_free(input_name); + } +#endif return CSINN_TRUE; } #endif diff --git a/source/utils/memory.c b/source/utils/memory.c index d158239f..92cbaeac 100644 --- a/source/utils/memory.c +++ b/source/utils/memory.c @@ -15,8 +15,6 @@ * See the License for the specific language governing permissions and * limitations under the License. */ - -/* SHL version 2.1.x */ #include #include "csi_nn.h" @@ -65,7 +63,7 @@ static int shl_mem_map_insert(void *ptr, uint64_t size) return 0; } -void *shl_mem_alloc(int64_t size) +__attribute__((weak)) void *shl_mem_alloc(int64_t size) { void *ret; if (size == 0) { @@ -98,7 +96,8 @@ void *shl_mem_alloc(int64_t size) #ifdef SHL_MEM_DEBUG shl_mem_map_insert(ret, size); shl_mem_alloc_debug_map.total_size += size; - printf("shl_mem_alloc: total size = %ld\n", shl_mem_alloc_debug_map.total_size); + printf("shl_mem_alloc: total size = %ld, get size is %lld\n", + shl_mem_alloc_debug_map.total_size, size); #endif return ret; } @@ -147,7 +146,7 @@ void *shl_mem_alloc_aligned(int64_t size, int aligned_bytes) return ptr; } -void shl_mem_free(void *ptr) +__attribute__((weak)) void shl_mem_free(void *ptr) { #ifdef SHL_MEM_DEBUG for (int i = 0; i < shl_mem_alloc_debug_map.index; i++) { diff --git a/tests/Makefile b/tests/Makefile index 97f8995c..0ce92669 100644 --- a/tests/Makefile +++ b/tests/Makefile @@ -8,9 +8,6 @@ test_ref_x86: test_ref: make -C validation_layer -f Makefile.ref -test_c860: - make -C validation_layer -f Makefile.c860 - test_c906: make -C validation_layer -f Makefile.c906 @@ -23,15 +20,6 @@ test_pnna: test_pnna_x86: make -C validation_graph -f Makefile.pnna_x86 -test_i805: - make -C validation_xt800 -f Makefile.i805 - -test_e804: - make -C validation_xt800 -f Makefile.e804 - -test_ref_i805: - make -C validation_xt800 -f Makefile.ref_i805 - unit_test_opt_interface: make -C unit_test -f Makefile.rvv @@ -39,5 +27,4 @@ clean: rm -rf *.a *.asm utils/*.o cd validation_layer; find . -name "*.o" -or -name "*.elf" | xargs rm; cd - cd validation_graph; find . -name "*.o" -or -name "*.elf" | xargs rm; cd - - cd validation_xt800; find . -name "*.o" -or -name "*.elf" | xargs rm; cd - cd unit_test; find . -name "*.o" -or -name "*.elf" | xargs rm; cd - \ No newline at end of file diff --git a/tests/autotest/conftest.py b/tests/autotest/conftest.py index fcc0280d..e42d6981 100644 --- a/tests/autotest/conftest.py +++ b/tests/autotest/conftest.py @@ -19,15 +19,17 @@ -board = "" -accuracy = "" -dtype = "" +g_board = "" +g_dtype = "" +g_accuracy = "" +g_flow = "" + def pytest_addoption(parser): parser.addoption( - "--board", action="store", default="c860", help="board option: c860|c906|c908|anole|x86_ref|c920" + "--board", action="store", default="c906", help="board option: c906|c908|anole|x86_ref|c920" ) parser.addoption( "--accuracy", action="store", default="0.99", help="error measures accuracy" @@ -35,15 +37,19 @@ def pytest_addoption(parser): parser.addoption( "--dtype", action="store", default="8", help="8|16|32" ) + parser.addoption( + "--flow", action="store", default="", help=" Run case on Flow with id, Example: Flow_ID" + ) def pytest_configure(config): - global board - global accuracy - global dtype - board = config.getoption("--board") - accuracy = config.getoption("--accuracy") - dtype = config.getoption("--dtype") + global g_board + global g_dtype + global g_accuracy, g_flow + g_board = config.getoption("--board") + g_dtype = config.getoption("--dtype") + g_accuracy = config.getoption("--accuracy") + g_flow = config.getoption("--flow") @@ -54,3 +60,12 @@ def id_builder(arg): def custom_parametrize(*args, **kwargs): kwargs.setdefault('ids', id_builder) return pytest.mark.parametrize(*args, **kwargs) + + +def pytest_collection_modifyitems(items): + # print('pytest cases: \n',items) + for item in items: + case_id = item.name + case_id = case_id.split("[")[-1].split("]")[0] + # if case_id.isdigit(): + item.user_properties.append(("id", case_id)) diff --git a/tests/autotest/interface_test.py b/tests/autotest/interface_test.py index 2f13e1d4..51fdf2ff 100644 --- a/tests/autotest/interface_test.py +++ b/tests/autotest/interface_test.py @@ -22,6 +22,8 @@ import shutil import conftest import subprocess +import itertools +import requests # TOPDIR is the tests directory TOPDIR = os.path.dirname(__file__) + "/../" @@ -32,6 +34,57 @@ unit_test_elf_path = "{TOPDIR_}/unit_test".format(TOPDIR_=TOPDIR) +CPU_TYPE = conftest.g_board +DTYPE = conftest.g_dtype +ACC = conftest.g_accuracy +FLOW_ID = conftest.g_flow + +Test_Plan_Url = "https://kamala.eng.t-head.cn/kamala/api/v1/getPlanDetail?planId" + + + +def get_testvlen(op_type, vlen, cpu_info): + list_dtype = [int(vlen)] + list_op = [op_type] + if "nhwc" in op_type: + op_type = op_type.split("/")[-1].split(".")[0].split("_nhwc")[0] + else: + op_type = op_type.split("/")[-1].split(".")[0] + if "c908" in cpu_info: + list_vlen = [128, 256, 512] + elif "rvm" in cpu_info: + list_vlen = [128, 256] + else: + list_vlen = [128] + if op_type == "convolution": + list_type = ["pack1_com", "pack1_gemm", "packnto1", "packnto1_conv1x1s1", "pack1ton", "pack1ton_conv1x1s1", "packn_com", "packn_conv1x1s1", "packn_conv3x3s1", "packn_conv3x3s1_linput"] + test_type = list(itertools.product(list_op, list_dtype, list_vlen, list_type)) + elif op_type == "group_convolution": + test_type = list_type = ["packn_conv3x3s1d1","common"] + test_type = list(itertools.product(list_op, list_dtype, list_vlen, list_type)) + elif op_type == "depthwise_convolution": + list_type = ["pack1_common", "pack1_conv3x3s2", "pack1_conv3x3s1", "packn_com", "packn_conv3x3s2", "packn_conv3x3s1"] + test_type = list(itertools.product(list_op, list_dtype, list_vlen, list_type)) + elif op_type == "global_avgpool" or op_type == "global_maxpool": + list_type = ["packn", "pack1"] + test_type = list(itertools.product(list_op, list_dtype, list_vlen, list_type)) + elif op_type == "averagepool" or op_type == "maxpool": + list_type = ["packn_global", "global", "packn_2x2s2", "pack1_2x2s2", "packn_2x2s2p0", "pack1_2x2s2p0", "packn_2x2s2p0c1", "packn_2x2s2p1", "pack1_2x2s2p1", "packn_3x3s2", "pack1_3x3s2", "packn_3x3s2p0", "pack1_3x3s2p0", "pack1_3x3s2p0c1", "packn_3x3s2p1", "pack1_3x3s2p1", "packn_3x3s1_p1", "pack1_3x3s1_p1", "packn_s3k5", "pack1_s3k5"] + test_type = list(itertools.product(list_op, list_dtype, list_vlen, list_type)) + elif op_type == "transpose": + list_type = ["trans4_0_1_2_3", "trans4_0_2_3_1", "trans4_0_2_1_3", "trans3_0_2_1"] + test_type = list(itertools.product(list_op, list_dtype, list_vlen, list_type)) + elif op_type == "matmul": + list_type = ["dim1_1", "a0b0", "a1b0", "a0b1"] + test_type = list(itertools.product(list_op, list_dtype, list_vlen, list_type)) + elif op_type == "add": + list_type = ["common", "vector", "size1", "flag0"] + test_type = list(itertools.product(list_op, list_type)) + else: + test_type = list_op + return test_type + + def mkdir(path): """ :path new folder path @@ -67,6 +120,61 @@ def numberOffile(dirname, suffix): +def genParams(dirname, dtype, cpu_type, flow=FLOW_ID): + if flow: + temp_case = [] + response = requests.get(Test_Plan_Url + "=" + flow) + if response.json()['success']: + cases = response.json()['result']['cases'] + + print(f"case num :{len(cases)}") + + for i in range (len(cases)): + case = cases[i] + id_flag = str(case["id"]) + case_type = case["filtersConditionDOMap"]["shl_type"][0]["conditionContent"] + a = case_type.split("-") + elf_data = os.path.join(elf_path, a[0]) + # print(elf_data) + if len(a) > 1: + if len(a) == 2: + temp_case.append(pytest.param((elf_data, a[-1]), id=id_flag)) + else: + temp_case.append(pytest.param((elf_data, a[1], a[2], a[-1]), id=id_flag)) + + else: + temp_case.append(pytest.param((elf_data, ), id=id_flag)) + + + + else: + test_case = [] + elf_data = numberOffile(dirname, "elf") + print(elf_data) + for data in elf_data: + test_type = get_testvlen(data, dtype, cpu_type) + if len(test_type) > 1: + test_case.extend(test_type) + else: + test_case.append(test_type) + + temp_case = [] + # print(test_case) + for i in test_case: + + data = i[0].split("/")[-1] + if (len(i)) > 1: + if len(i) == 2: + temp_case.append(pytest.param(i, id=f"{data}-{i[-1]}")) + else: + temp_case.append(pytest.param(i, id=f"{data}-{i[1]}-{i[2]}-{i[-1]}")) + else: + temp_case.append(pytest.param(i, id=f"{data}")) + + + return temp_case + + def run_base( cmd_execute, @@ -84,63 +192,37 @@ def run_base( ) if python_cmd != "": print(cmd) - ret = subprocess.run(python_cmd, shell=True, timeout=10, stderr=subprocess.PIPE, stdout=subprocess.PIPE) + ret = subprocess.run(python_cmd, shell=True, timeout=100, stderr=subprocess.PIPE, stdout=subprocess.PIPE) p_out = ret.stdout.decode("utf-8") assert ret.returncode == 0 else: - p_out = "" + p_out = "" - ret = subprocess.run(cmd, shell=True, timeout=10, stderr=subprocess.PIPE, stdout=subprocess.PIPE) + ret = subprocess.run(cmd, shell=True, timeout=100, stdout=subprocess.PIPE) out = ret.stdout.decode("utf-8") - err = ret.stderr.decode("utf-8") - out = out + err - # print(out.append(err)) - # out = '\n'.join(out) - pytest.assume(ret.returncode == 0, f"\nexecute cmd:\n{cmd}\ngenerate python:\n{python_cmd}\n{p_out}out:\n{out}") + # err = ret.stderr.decode("utf-8") + # out = out + assert ret.returncode == 0, f"\nexecute cmd:\n{cmd}\ngenerate python:\n{python_cmd}\n{p_out}out:\n{out}" + -import itertools -def get_testvlen(op_type, vlen, qemu_info): - list_dtype = [int(vlen)] - if "c908" in qemu_info: - list_vlen = [128, 256, 512] - else: - list_vlen = [128] - if op_type == "convolution": - list_type = ["pack1_com", "pack1_gemm", "packnto1", "packnto1_conv1x1s1", "pack1ton", "pack1ton_conv1x1s1", "packn_com", "packn_conv1x1s1", "packn_conv3x3s1", "packn_conv3x3s1_linput"] - test_type = list(itertools.product(list_dtype, list_vlen, list_type)) - elif op_type == "group_convolution": - list_type = ["packn_conv3x3s1d1"] - test_type = list(itertools.product(list_dtype, list_vlen, list_type)) - elif op_type == "depthwise_convolution": - list_type = ["pack1_common", "pack1_conv3x3s2", "pack1_conv3x3s1", "packn_com", "packn_conv3x3s2", "packn_conv3x3s1"] - test_type = list(itertools.product(list_dtype, list_vlen, list_type)) - elif op_type == "global_avgpool" or op_type == "global_maxpool": - list_type = ["packn", "pack1"] - test_type = list(itertools.product(list_dtype, list_vlen, list_type)) - elif op_type == "averagepool" or op_type == "maxpool": - list_type = ["packn_global", "global", "packn_2x2s2", "pack1_2x2s2", "packn_2x2s2p0", "pack1_2x2s2p0", "packn_2x2s2p1", "pack1_2x2s2p1", "packn_3x3s2", "pack1_3x3s2", "packn_3x3s2p0", "pack1_3x3s2p0", "packn_3x3s2p1", "pack1_3x3s2p1", "packn_3x3s1_p1", "pack1_3x3s1_p1"] - test_type = list(itertools.product(list_dtype, list_vlen, list_type)) - else: - test_type =[] - return test_type class Test_CSINN_Base: - def setup_class(self): - - board = conftest.board - self.accuracy = conftest.accuracy - self.dtype = conftest.dtype - if board == "c860": - qemu = "qemu-cskyv2 -cpu ck860v" - elif board == "c906": + def setup_class(self): + self.accuracy = ACC + self.dtype = DTYPE + if CPU_TYPE == "c906": qemu = "qemu-riscv64 -cpu c906fdv" - elif board == "c920": + elif CPU_TYPE == "c920": qemu = "qemu-riscv64 -cpu c920" - elif board == "c908": + elif CPU_TYPE == "c908": qemu = "qemu-riscv64 -cpu c908v" - + elif CPU_TYPE == "rvm": + qemu = "qemu-riscv64 -cpu rv64,x-v=true,vext_spec=v1.0,vlen=128,x-matrix=on,rlen=128" + elif CPU_TYPE == "rvv": + qemu = "qemu-riscv64 -cpu rv64,x-v=true,vext_spec=v1.0,vlen=128,x-thead=true" + self.qemu = qemu @@ -175,37 +257,74 @@ def test_layer(self,elf_data): else: run_base(self.qemu, elf_data, valid_dir + "/" + data + "_nchw_data_f32.bin", self.accuracy, cmd) - - @pytest.mark.parametrize('elf_data', numberOffile(elf_path, "elf")) - def test_rvv_layer(self,elf_data): + + @pytest.mark.parametrize('test_data', genParams(elf_path, DTYPE, CPU_TYPE)) + def test_rvv_layer(self, test_data): + data = test_data[0].split("/")[-1].split(".")[0] + + + print(test_data) flag = 0 - data = elf_data.split("/")[-1].split(".")[0] - test_type = get_testvlen(data, self.dtype, self.qemu) compile_option = self.qemu - path = os.path.join(python_path, data + "_nchw.py") - if not os.path.exists(path): - path = os.path.join(python_path, data + ".py") + + + if "_nhwc" in data: + if CPU_TYPE == "rvm": + pass + else: + data = data.split("_nhwc")[0] flag = 1 - elif "convolution" in path or "pool" in path: + path = os.path.join(python_path, data + ".py") + elif "convolution1d" in data: + path = os.path.join(python_path, data + "_ncw.py") + flag = 2 + elif "convolution" in data or "pool" in data or "transpose" in data or "matmul" in data: path = os.path.join(python_path, data + "_vlen.py") - if test_type != []: - for i in test_type: - cmd = f"python3 {path} {i[0]} {i[1]} {i[2]}" - if str(i[1]) == "256": - compile_option = "qemu-riscv64 -cpu rv64,x-v=true,vext_spec=v1.0,vlen=256,x-thead=true" - elif str(i[1]) == "512": - compile_option = "qemu-riscv64 -cpu rv64,x-v=true,vext_spec=v1.0,vlen=512,x-thead=true" - - if flag == 1: - run_base(compile_option, elf_data, TOPDIR + data + "_data_f32.bin", self.accuracy, cmd) - else: - run_base(compile_option, elf_data, TOPDIR + data + "_nchw_data_f32.bin", self.accuracy, cmd) + if "transpose" in data or "matmul" in data: + flag = 1 + else: + path = os.path.join(python_path, data + "_nchw.py") + if not(os.path.exists(path)): + path = os.path.join(python_path, data + ".py") + flag = 1 + + + + + + if len(test_data) >1: + if "add" in path: + cmd = f"python3 {path} {test_data[1]}" + else: + cmd = f"python3 {path} {test_data[1]} {test_data[2]} {test_data[3]}" + if CPU_TYPE == "rvm" and str(test_data[2]) == "256": + compile_option = "qemu-riscv64 -cpu rv64,x-v=true,vext_spec=v1.0,vlen=128,x-matrix=on,rlen=256" + elif CPU_TYPE == "rvv": + if str(test_data[2]) == "256": + compile_option = "qemu-riscv64 -cpu rv64,x-v=true,vext_spec=v1.0,vlen=256,x-thead=true" + elif str(test_data[2]) == "512": + compile_option = "qemu-riscv64 -cpu rv64,x-v=true,vext_spec=v1.0,vlen=512,x-thead=true" + elif CPU_TYPE == "c908" and str(test_data[2]) == "256": + compile_option = "qemu-riscv64 -cpu c908v,vlen=256,x-thead=true" + + + + print(cmd) + if flag == 1: + run_base(compile_option, test_data[0], TOPDIR + data + "_data_f32.bin", self.accuracy, cmd) + elif flag == 2: + run_base(compile_option, test_data[0], TOPDIR + data + "_ncw_data_f32.bin", self.accuracy, cmd) + else: + run_base(compile_option, test_data[0], TOPDIR + data + "_nchw_data_f32.bin", self.accuracy, cmd) else: cmd = f"python3 {path}" + print(cmd) if flag == 1: - run_base(compile_option, elf_data, TOPDIR + data + "_data_f32.bin", self.accuracy, cmd) + run_base(compile_option, test_data[0], TOPDIR + data + "_data_f32.bin", self.accuracy, cmd) + elif flag == 2: + run_base(compile_option, test_data[0], TOPDIR + data + "_ncw_data_f32.bin", self.accuracy, cmd) else: - run_base(compile_option, elf_data, TOPDIR + data + "_nchw_data_f32.bin", self.accuracy, cmd) + run_base(compile_option, test_data[0], TOPDIR + data + "_nchw_data_f32.bin", self.accuracy, cmd) diff --git a/tests/python_ref/add.py b/tests/python_ref/add.py index 15acd60d..d86c8d85 100755 --- a/tests/python_ref/add.py +++ b/tests/python_ref/add.py @@ -24,7 +24,7 @@ def add_f32(): src_in1 = np.random.normal(zero_point1, std1, (batch, in_size_y, in_size_x, in_channel)) src_in1 = src_in1.astype(np.float32) - if(len(sys.argv) == 1): + if(sys.argv[1] == "common"): src_in2 = np.random.normal(zero_point2, std2, (batch, in_size_y, in_size_x, in_channel)) src_in2 = src_in2.astype(np.float32) size2 = size_all diff --git a/tests/python_ref/averagepool.py b/tests/python_ref/averagepool.py deleted file mode 100755 index c83da016..00000000 --- a/tests/python_ref/averagepool.py +++ /dev/null @@ -1,90 +0,0 @@ -#!/usr/bin/python -#-*- coding:utf-8 -*- - -import sys -import struct -import numpy as np -from torch import tensor -from torch.nn import functional as fn - -def avgpool2d_f32(): - para = [] - # init the input data and parameters - batch = int(np.random.randint(1, high=4, size=1)) - in_size_x = int(np.random.randint(64, high=128, size=1)) - in_size_y = int(np.random.randint(64, high=128, size=1)) - in_channel = int(np.random.randint(1, high=64, size=1)) - stride_x = int(np.random.randint(1, high=3, size=1)) - stride_y = int(np.random.randint(1, high=3, size=1)) - kernel_x = int(np.random.randint(stride_x, high=7, size=1)) - kernel_y = int(np.random.randint(stride_y, high=7, size=1)) - include_pad = int(np.random.randint(0, high=2, size=1)) # 0: false 1: true - - pad_left = pad_right = pad_top = pad_down = 0 - pad_x = (in_size_x - kernel_x) - int((in_size_x - kernel_x) / stride_x) * stride_x - if(pad_x !=0): - pad_x = int((in_size_x - kernel_x) / stride_x) * stride_x + stride_x - (in_size_x - kernel_x) - pad_left = int(np.random.randint(0, high=pad_x, size=1)) - pad_right = pad_x - pad_left - - pad_y = (in_size_y - kernel_y) - int((in_size_y - kernel_y) / stride_y) * stride_y - if(pad_y != 0): - pad_y = int((in_size_y - kernel_y) / stride_y) * stride_y + stride_y - (in_size_y - kernel_y) - pad_top = int(np.random.randint(0, high=pad_y, size=1)) - pad_down = pad_y - pad_top - - zero_point = int(np.random.randint(-60000, high=60000, size=1)) - std = int(np.random.randint(1, high=20, size=1)) - - src_in = np.random.normal(zero_point, std, (batch, in_channel, in_size_y, in_size_x)) - - t_src_in = tensor(src_in) - t_src_in = fn.pad(t_src_in, (pad_left, pad_right, pad_top, pad_down), 'constant', 0) - t_src_out = fn.avg_pool2d(t_src_in, (kernel_y, kernel_x), stride=(stride_y, stride_x), padding=0, count_include_pad = True if include_pad else False).numpy() - - #permute nchw to nhwc - src_in_nhwc = np.transpose(src_in, [0, 2, 3, 1]) - out_nhwc = np.transpose(t_src_out, [0, 2, 3, 1]) - - out_height = np.shape(out_nhwc)[1] - out_width = np.shape(out_nhwc)[2] - - src_in_1 = src_in_nhwc.flatten() - src_out_1 = out_nhwc.flatten() - - total_size = (len(src_in_1) + len(src_out_1)) + 15 - - para.append(total_size) - para.append(batch) - para.append(in_size_y) - para.append(in_size_x) - para.append(in_channel) - para.append(stride_y) - para.append(stride_x) - para.append(kernel_y) - para.append(kernel_x) - para.append(pad_left) - para.append(pad_right) - para.append(pad_top) - para.append(pad_down) - para.append(out_height) - para.append(out_width) - para.append(include_pad) - print(para) - print(len(src_out_1)) - - with open("averagepool_data_f32.bin", "wb") as fp: - data = struct.pack(('%di' % len(para)), *para) - fp.write(data) - data = struct.pack(('%df' % len(src_in_1)), *src_in_1) - fp.write(data) - data = struct.pack(('%df' % len(src_out_1)), *src_out_1) - fp.write(data) - fp.close() - - return 0 - - -if __name__ == '__main__': - avgpool2d_f32() - print("end") diff --git a/tests/python_ref/averagepool_nhwc.py b/tests/python_ref/averagepool_nhwc.py new file mode 100755 index 00000000..60a1a966 --- /dev/null +++ b/tests/python_ref/averagepool_nhwc.py @@ -0,0 +1,209 @@ +#!/usr/bin/python +#-*- coding:utf-8 -*- + +import sys +import struct +import numpy as np +from torch import tensor +from torch.nn import functional as fn + +def getpackn(test_dtype, test_vlen): + if int(test_dtype) == 8: + return int(test_vlen)/int(test_dtype)/2 + else: + return int(test_vlen)/int(test_dtype) + +def avgpool2d_f32(test_dtype, test_vlen, test_type): + para = [] + # init the input data and parameters + batch = int(np.random.randint(1, high=2, size=1)) + channel = int(np.random.randint(2, high=6, size=1)) + in_height = int(np.random.randint(32, high=64, size=1)) + in_width = int(np.random.randint(32, high=64, size=1)) + stride_h = int(np.random.randint(1, high=4, size=1)) + stride_w = int(np.random.randint(1, high=4, size=1)) + kernel_h = int(np.random.randint(stride_h, high=9, size=1)) + kernel_w = int(np.random.randint(stride_w, high=9, size=1)) + pad_left = int(np.random.randint(0, high=2, size=1)) + pad_right = int(np.random.randint(0, high=2, size=1)) + pad_top = int(np.random.randint(0, high=2, size=1)) + pad_down = int(np.random.randint(0, high=2, size=1)) + c_model = False + + + packn = int(getpackn(test_dtype, test_vlen)) + n = int(np.random.randint(1, high=2, size=1)) + + + if "2x2s2" in test_type and test_type[-2] != "p": + stride_h = stride_w = 2 + kernel_h = kernel_w = 2 + pad_left = pad_top = 0 + pad_down = pad_right = 1 + in_height = 2 * in_height + 1 + in_width = 2 * in_width + 1 + if test_type == "packn_2x2s2": + channel = int(n*packn) + elif test_type == "pack1_2x2s2": + channel = int(n*packn) + 1 + + elif "2x2s2p0" in test_type: + stride_h = stride_w = 2 + kernel_h = kernel_w = 2 + pad_left = pad_top = 0 + pad_down = pad_right = 0 + in_height = 2 * in_height + 1 + in_width = 2 * in_width + 1 + c_model = False + if test_type == "packn_2x2s2p0": + channel = int(n*packn) + elif test_type == "pack1_2x2s2p0": + channel = int(n*packn) + 1 + elif test_type == "packn_2x2s2p0c1": + c_model = True + + + elif "2x2s2p1" in test_type: + stride_h = stride_w = 2 + kernel_h = kernel_w = 2 + pad_left = pad_top = 1 + pad_down = pad_right = 1 + in_height = 2 * in_height + in_width = 2 * in_width + if test_type == "packn_2x2s2p1": + channel = int(n*packn) + elif test_type == "pack1_2x2s2p1": + channel = int(n*packn) + 1 + + + elif "3x3s2" in test_type and test_type[-2] != "p": + stride_h = stride_w = 2 + kernel_h = kernel_w = 3 + pad_left = pad_top = 0 + pad_down = pad_right = 1 + in_height = 2 * in_height + in_width = 2 * in_width + if test_type == "packn_3x3s2": + channel = int(n*packn) + elif test_type == "pack1_3x3s2": + channel = int(n*packn) + 1 + + elif "3x3s2p0" in test_type: + stride_h = stride_w = 2 + kernel_h = kernel_w = 3 + pad_left = pad_top = 0 + pad_down = pad_right = 0 + in_height = 2 * in_height + in_width = 2 * in_width + c_model = False + if test_type == "packn_3x3s2p0": + channel = int(n*packn) + elif test_type == "pack1_3x3s2p0": + channel = int(n*packn) + 1 + elif test_type == "pack1_3x3s2p0c1": + c_model = True + + elif "3x3s2p1" in test_type: + stride_h = stride_w = 2 + kernel_h = kernel_w = 3 + pad_left = pad_top = 1 + pad_down = pad_right = 1 + in_height = 2 * in_height + 1 + in_width = 2 * in_width + 1 + if test_type == "packn_3x3s2p1": + channel = int(n*packn) + elif test_type == "pack1_3x3s2p1": + channel = int(n*packn) + 1 + + elif "3x3s1_p1" in test_type: + stride_h = stride_w = 1 + kernel_h = kernel_w = 3 + pad_left = pad_right = pad_top = pad_down = 1 + if test_type == "packn_3x3s1_p1": + channel = int(n*packn) + elif test_type == "pack1_3x3s1_p1": + channel = int(n*packn) + 1 + + elif "s3k5" in test_type: + stride_h = stride_w = 3 + kernel_h = kernel_w = 5 + pad_left = pad_right = pad_top = pad_down = 0 + if test_type == "packn_s3k5": + channel = int(n*packn) + elif test_type == "pack1_s3k5": + channel = int(n*packn) + 1 + + elif "global" in test_type: + if test_type == "packn_global": + channel = int(n*packn) + elif test_type == "global": + channel = int(n*packn) + 1 + in_height = kernel_h + in_width = kernel_w + pad_left = pad_right = pad_top = pad_down = 0 + + + include_pad = int(np.random.randint(1, high=2, size=1)) # 0: false 1: true + + + zero_point = int(np.random.randint(-8, high=8, size=1)) + std = int(np.random.randint(1, high=3, size=1)) + + src_in = np.random.normal(zero_point, std, (batch, channel, in_height, in_width)) + + t_src_in = tensor(src_in) + t_src_in1 = fn.pad(t_src_in, (pad_left, pad_right, pad_top, pad_down), 'constant', 0) + + t_src_out = fn.avg_pool2d(t_src_in1, kernel_size=(kernel_h, kernel_w), stride=(stride_h, stride_w), count_include_pad = True if include_pad else False, ceil_mode=c_model).numpy() + + #permute nchw to nhwc + src_in_nhwc = np.transpose(src_in, [0, 2, 3, 1]) + out_nhwc = np.transpose(t_src_out, [0, 2, 3, 1]) + + out_height = np.shape(out_nhwc)[1] + out_width = np.shape(out_nhwc)[2] + + c_model = 1 if c_model else 0 + src_in_1 = src_in_nhwc.flatten() + src_out_1 = out_nhwc.flatten() + + total_size = (len(src_in_1) + len(src_out_1)) + 16 + + para.append(total_size) + para.append(batch) + para.append(in_height) + para.append(in_width) + para.append(channel) + para.append(stride_h) + para.append(stride_w) + para.append(kernel_h) + para.append(kernel_w) + para.append(pad_left) + para.append(pad_right) + para.append(pad_top) + para.append(pad_down) + para.append(out_height) + para.append(out_width) + para.append(include_pad) + para.append(c_model) + print(para) + print(len(src_out_1)) + + with open("averagepool_nhwc_data_f32.bin", "wb") as fp: + data = struct.pack(('%di' % len(para)), *para) + fp.write(data) + data = struct.pack(('%df' % len(src_in_1)), *src_in_1) + fp.write(data) + data = struct.pack(('%df' % len(src_out_1)), *src_out_1) + fp.write(data) + fp.close() + + return 0 + + +if __name__ == '__main__': + test_dtype = sys.argv[1] + test_vlen = sys.argv[2] + test_type = sys.argv[3] + avgpool2d_f32(test_dtype, test_vlen, test_type) + print("end") diff --git a/tests/python_ref/averagepool_vlen.py b/tests/python_ref/averagepool_vlen.py index 6cb91782..0dd1f606 100644 --- a/tests/python_ref/averagepool_vlen.py +++ b/tests/python_ref/averagepool_vlen.py @@ -61,6 +61,8 @@ def avgpool2d_f32(test_dtype, test_vlen, test_type): channel = int(n*packn) elif test_type == "pack1_2x2s2p0": channel = int(n*packn) + 1 + elif test_type == "packn_2x2s2p0c1": + c_model = True elif "2x2s2p1" in test_type: @@ -100,6 +102,8 @@ def avgpool2d_f32(test_dtype, test_vlen, test_type): channel = int(n*packn) elif test_type == "pack1_3x3s2p0": channel = int(n*packn) + 1 + elif test_type == "pack1_3x3s2p0c1": + c_model = True elif "3x3s2p1" in test_type: stride_h = stride_w = 2 @@ -122,6 +126,15 @@ def avgpool2d_f32(test_dtype, test_vlen, test_type): elif test_type == "pack1_3x3s1_p1": channel = int(n*packn) + 1 + elif "s3k5" in test_type: + stride_h = stride_w = 3 + kernel_h = kernel_w = 5 + pad_left = pad_right = pad_top = pad_down = 0 + if test_type == "packn_s3k5": + channel = int(n*packn) + elif test_type == "pack1_s3k5": + channel = int(n*packn) + 1 + elif "global" in test_type: if test_type == "packn_global": channel = int(n*packn) @@ -151,9 +164,9 @@ def avgpool2d_f32(test_dtype, test_vlen, test_type): # nc1c0hw ==> nc1hwc0 - if "packn" in test_type: - t_src_in = t_src_in.reshape([batch, math.ceil(channel/packn), packn, in_height, in_width]).permute([0, 1, 3, 4, 2]) - t_src_out = t_src_out.reshape([batch, math.ceil(channel/packn), packn, out_height, out_width]).transpose([0, 1, 3, 4, 2]) + # if "packn" in test_type: + # t_src_in = t_src_in.reshape([batch, math.ceil(channel/packn), packn, in_height, in_width]).permute([0, 1, 3, 4, 2]) + # t_src_out = t_src_out.reshape([batch, math.ceil(channel/packn), packn, out_height, out_width]).transpose([0, 1, 3, 4, 2]) c_model = 1 if c_model else 0 src_in_1 = t_src_in.flatten() diff --git a/tests/python_ref/broadcast_to.py b/tests/python_ref/broadcast_to.py index b8455259..cf66833c 100644 --- a/tests/python_ref/broadcast_to.py +++ b/tests/python_ref/broadcast_to.py @@ -11,13 +11,13 @@ def broadcast_to_f32(): para = [] broadcast_shape = [] # init the input data and parameters - broadcast_dimcount = int(np.random.randint(1, high=7, size=1)) + broadcast_dimcount = int(np.random.randint(1, high=6, size=1)) zero_point = int(np.random.randint(-6, high=6, size=1)) std = int(np.random.randint(1, high=2, size=1)) for i in range(0, broadcast_dimcount): - broadcast_shape.append(int(np.random.randint(1, high=32, size=1))) + broadcast_shape.append(int(np.random.randint(1, high=24, size=1))) input_shape_t = [] for i in range(0, broadcast_dimcount): diff --git a/tests/python_ref/clip.py b/tests/python_ref/clip.py index c9d03f22..fe806d5a 100644 --- a/tests/python_ref/clip.py +++ b/tests/python_ref/clip.py @@ -10,8 +10,8 @@ def clip_f32(): para = [] # init the input data and parameters batch = int(np.random.randint(1, high=4, size=1)) - in_size_x = int(np.random.randint(128, high=512, size=1)) - in_size_y = int(np.random.randint(128, high=512, size=1)) + in_size_x = int(np.random.randint(16, high=32, size=1)) + in_size_y = int(np.random.randint(16, high=32, size=1)) in_channel = int(np.random.randint(16, high=64, size=1)) zero_point = int(np.random.randint(-8, high=8, size=1)) diff --git a/tests/python_ref/convolution.py b/tests/python_ref/convolution_nhwc.py similarity index 54% rename from tests/python_ref/convolution.py rename to tests/python_ref/convolution_nhwc.py index c6635712..558110b3 100755 --- a/tests/python_ref/convolution.py +++ b/tests/python_ref/convolution_nhwc.py @@ -7,24 +7,101 @@ from torch import tensor from torch.nn import functional as fn -def convolution_f32(): +def getpackn(test_dtype, test_vlen): + if int(test_dtype) == 8: + return int(test_vlen)/int(test_dtype)/2 + else: + return int(test_vlen)/int(test_dtype) + +def convolution_f32(test_dtype, test_vlen, test_type): + para = [] - # init the input data and parameters batch = int(np.random.randint(1, high=4, size=1)) - in_size_x = int(np.random.randint(64, high=128, size=1)) - in_size_y = int(np.random.randint(64, high=128, size=1)) - in_channel = int(np.random.randint(1, high=64, size=1)) - stride_x = int(np.random.randint(1, high=3, size=1)) - stride_y = int(np.random.randint(1, high=3, size=1)) - kernel_x = int(np.random.randint(stride_x + 1, high=7, size=1)) - kernel_y = int(np.random.randint(stride_y + 1, high=7, size=1)) - dilation_x = int(np.random.randint(1, high=5, size=1)) - dilation_y = int(np.random.randint(1, high=5, size=1)) + in_size_x = int(np.random.randint(6, high=7, size=1)) #width + in_size_y = int(np.random.randint(6, high=7, size=1)) #height + stride_x = int(np.random.randint(2, high=3, size=1)) + stride_y = int(np.random.randint(2, high=3, size=1)) + kernel_x = int(np.random.randint(stride_x, high=7, size=1)) + kernel_y = int(np.random.randint(stride_y, high=7, size=1)) + dilation_x = int(np.random.randint(1, high=2, size=1)) + dilation_y = int(np.random.randint(1, high=2, size=1)) + + packn = int(getpackn(test_dtype, test_vlen)) + n = int(np.random.randint(2, high=4, size=1)) + + print(packn) + + if "pack1_" in test_type: + in_channel = packn * n + 1 + out_channel = packn * n + 1 + if test_type == "pack1_conv1x1s1": + stride_x = 1 + stride_y = 1 + kernel_x = 1 + kernel_y = 1 + dilation_x = 1 + dilation_y = 1 + elif test_type == "pack1_gemm": + stride_x = 1 + stride_y = 1 + kernel_x = 1 + kernel_y = 1 + out_channel = 8 + 4 + 2 + 1 + in_size_x = 7 + in_size_y = 9 + + + elif "packnto1" in test_type: + in_channel = packn * n + out_channel = packn * n + 1 + if test_type == "packnto1_conv1x1s1": + stride_x = 1 + stride_y = 1 + kernel_x = 1 + kernel_y = 1 + dilation_x = 1 + dilation_y = 1 + + elif "pack1ton" in test_type: + in_channel = packn * n + 1 + out_channel = packn * n + if test_type == "pack1ton_conv1x1s1": + stride_x = 1 + stride_y = 1 + kernel_x = 1 + kernel_y = 1 + dilation_x = 1 + dilation_y = 1 + + elif "packn_" in test_type: + in_channel = packn * n + out_channel = packn * n + if test_type == "packn_conv1x1s1": + stride_x = 1 + stride_y = 1 + kernel_x = 1 + kernel_y = 1 + dilation_x = 1 + dilation_y = 1 + elif "packn_conv3x3s1" in test_type: + stride_x = 1 + stride_y = 1 + kernel_x = 3 + kernel_y = 3 + dilation_x = 1 + dilation_y = 1 + + if test_type == "packn_conv3x3s1_linput": + in_size_x = int(np.random.randint(13, high=20, size=1)) #width + in_size_y = int(np.random.randint(13, high=20, size=1)) #height + + + + kernel_x_t = kernel_x + (kernel_x - 1) * (dilation_x - 1) kernel_y_t = kernel_y + (kernel_y - 1) * (dilation_y - 1) pad_left = pad_right = pad_top = pad_down = 0 - pad_x = (in_size_x - kernel_x_t) - int((in_size_x - kernel_x_t) / stride_x) * stride_x if(pad_x !=0): pad_x = int((in_size_x - kernel_x_t) / stride_x) * stride_x + stride_x - (in_size_x - kernel_x_t) @@ -37,7 +114,7 @@ def convolution_f32(): pad_top = int(np.random.randint(0, high=pad_y, size=1)) pad_down = pad_y - pad_top - out_channel = int(np.random.randint(1, high=64, size=1)) + zero_point1 = int(np.random.randint(-3, high=3, size=1)) std1 = int(np.random.randint(1, high=3, size=1)) zero_point2 = int(np.random.randint(-3, high=3, size=1)) @@ -94,7 +171,7 @@ def convolution_f32(): para.append(out_size_y) print(para) - with open("convolution_data_f32.bin", "wb") as fp: + with open("convolution_nhwc_data_f32.bin", "wb") as fp: data = struct.pack(('%di' % len(para)), *para) fp.write(data) data = struct.pack(('%df' % len(src_in_1)), *src_in_1) @@ -111,5 +188,8 @@ def convolution_f32(): if __name__ == '__main__': - convolution_f32() + test_dtype = sys.argv[1] + test_vlen = sys.argv[2] + test_type = sys.argv[3] + convolution_f32(test_dtype, test_vlen, test_type) print("end") diff --git a/tests/python_ref/convolution_vlen.py b/tests/python_ref/convolution_vlen.py index dc45732a..047dc5e3 100644 --- a/tests/python_ref/convolution_vlen.py +++ b/tests/python_ref/convolution_vlen.py @@ -17,7 +17,7 @@ def getpackn(test_dtype, test_vlen): def convolution_f32(test_dtype, test_vlen, test_type): para = [] - batch = int(np.random.randint(1, high=2, size=1)) + batch = int(np.random.randint(1, high=4, size=1)) in_size_x = int(np.random.randint(6, high=7, size=1)) #width in_size_y = int(np.random.randint(6, high=7, size=1)) #height stride_x = int(np.random.randint(2, high=3, size=1)) @@ -47,7 +47,7 @@ def convolution_f32(test_dtype, test_vlen, test_type): stride_y = 1 kernel_x = 1 kernel_y = 1 - out_channel = 12 + 8 + 4 + 2 + 1 + out_channel = 8 + 4 + 2 + 1 in_size_x = 7 in_size_y = 9 @@ -144,11 +144,11 @@ def convolution_f32(test_dtype, test_vlen, test_type): # nc1c0hw ==> nc1hwc0 - if "packnto1" in test_type or "packn_" in test_type: - src_in = src_in.reshape([batch, math.ceil(in_channel/packn), packn, in_size_y, in_size_x]).transpose( [0, 1, 3, 4, 2]) + # if "packnto1" in test_type or "packn_" in test_type: + # src_in = src_in.reshape([batch, math.ceil(in_channel/packn), packn, in_size_y, in_size_x]).transpose( [0, 1, 3, 4, 2]) - if "pack1ton" in test_type or "packn_" in test_type: - t_src_out1 = t_src_out1.reshape([batch, math.ceil(out_channel/packn), packn, out_size_y, out_size_x]).transpose( [0, 1, 3, 4, 2]) + # if "pack1ton" in test_type or "packn_" in test_type: + # t_src_out1 = t_src_out1.reshape([batch, math.ceil(out_channel/packn), packn, out_size_y, out_size_x]).transpose( [0, 1, 3, 4, 2]) diff --git a/tests/python_ref/depthwise_convolution.py b/tests/python_ref/depthwise_convolution.py deleted file mode 100755 index 6f17f2f0..00000000 --- a/tests/python_ref/depthwise_convolution.py +++ /dev/null @@ -1,111 +0,0 @@ -#!/usr/bin/python -#-*- coding:utf-8 -*- - -import sys -import struct -import numpy as np -from torch import tensor -from torch.nn import functional as fn - -def depthwise_convolution_f32(): - para = [] - # init the input data and parameters - batch = int(np.random.randint(1, high=4, size=1)) - in_size_x = int(np.random.randint(64, high=128, size=1)) - in_size_y = int(np.random.randint(64, high=128, size=1)) - in_channel = int(np.random.randint(2, high=24, size=1)) - stride_x = int(np.random.randint(1, high=3, size=1)) - stride_y = int(np.random.randint(1, high=3, size=1)) - kernel_x = int(np.random.randint(stride_x + 1, high=7, size=1)) - kernel_y = int(np.random.randint(stride_y + 1, high=7, size=1)) - dilation_x = int(np.random.randint(1, high=5, size=1)) - dilation_y = int(np.random.randint(1, high=5, size=1)) - kernel_x_t = kernel_x + (kernel_x - 1) * (dilation_x - 1) - kernel_y_t = kernel_y + (kernel_y - 1) * (dilation_y - 1) - pad_left = pad_right = pad_top = pad_down = 0 - - pad_x = (in_size_x - kernel_x_t) - int((in_size_x - kernel_x_t) / stride_x) * stride_x - if(pad_x !=0): - pad_left = int(np.random.randint(0, high=pad_x, size=1)) - pad_right = pad_x - pad_left - - pad_y = (in_size_y - kernel_y_t) - int((in_size_y - kernel_y_t) / stride_y) * stride_y - if(pad_y != 0): - pad_top = int(np.random.randint(0, high=pad_y, size=1)) - pad_down = pad_y - pad_top - zero_point1 = int(np.random.randint(-3, high=3, size=1)) - std1 = int(np.random.randint(1, high=3, size=1)) - zero_point2 = int(np.random.randint(-3, high=3, size=1)) - std2 = int(np.random.randint(1, high=3, size=1)) - zero_point3 = int(np.random.randint(-6, high=6, size=1)) - std3 = int(np.random.randint(1, high=10, size=1)) - - - src_in = np.random.normal(zero_point1, std1, (batch, in_channel, in_size_y, in_size_x)) - weight = np.random.normal(zero_point2, std2, (in_channel, 1, kernel_y, kernel_x)) - bias = np.random.normal(zero_point3, std3, in_channel) - src_in = src_in.astype(np.float32) - weight = weight.astype(np.float32) - bias = bias.astype(np.float32) - - - t_src_in = tensor(src_in) - t_weight = tensor(weight) - t_bias = tensor(bias) - t_src_in = fn.pad(t_src_in, (pad_left, pad_right, pad_top, pad_down), 'constant', 0) - t_src_out = fn.conv2d(t_src_in, t_weight, bias=t_bias, stride=(stride_y, stride_x), padding=0, dilation=(dilation_y, dilation_x), groups=in_channel).numpy() - - #permute nchw to nhwc - src_in_nhwc = np.transpose(src_in, [0, 2, 3, 1]) - weight_nhwc = np.transpose(weight, [1, 2, 3, 0]) - out_nhwc = np.transpose(t_src_out, [0, 2, 3, 1]) - - out_size_x = np.shape(out_nhwc)[2] - out_size_y = np.shape(out_nhwc)[1] - out_channel = np.shape(out_nhwc)[3] - - src_in_1 = src_in_nhwc.flatten() - weight_1 = weight_nhwc.flatten() - src_out_1 = out_nhwc.flatten() - - total_size = (len(src_in_1) + len(src_out_1)) + len(weight_1) + len(bias) + 17 - - para.append(total_size) - para.append(batch) - para.append(in_size_y) - para.append(in_size_x) - para.append(in_channel) - para.append(stride_y) - para.append(stride_x) - para.append(kernel_y) - para.append(kernel_x) - para.append(pad_left) - para.append(pad_right) - para.append(pad_top) - para.append(pad_down) - para.append(out_channel) - para.append(dilation_y) - para.append(dilation_x) - para.append(out_size_y) - para.append(out_size_x) - - - with open("depthwise_convolution_data_f32.bin", "wb") as fp: - data = struct.pack(('%di' % len(para)), *para) - fp.write(data) - data = struct.pack(('%df' % len(src_in_1)), *src_in_1) - fp.write(data) - data = struct.pack(('%df' % len(weight_1)), *weight_1) - fp.write(data) - data = struct.pack(('%df' % len(bias)), *bias) - fp.write(data) - data = struct.pack(('%df' % len(src_out_1)), *src_out_1) - fp.write(data) - fp.close() - - return 0 - - -if __name__ == '__main__': - depthwise_convolution_f32() - print("end") diff --git a/tests/python_ref/depthwise_convolution1d_ncw.py b/tests/python_ref/depthwise_convolution1d_ncw.py index 3102d58b..b07e5775 100644 --- a/tests/python_ref/depthwise_convolution1d_ncw.py +++ b/tests/python_ref/depthwise_convolution1d_ncw.py @@ -49,6 +49,10 @@ def depthwise_convolution1d_f32(): out_size_x = np.shape(t_src_out)[2] + print(np.shape(src_in)) + print(np.shape(weight)) + print(np.shape(t_src_out)) + src_in_1 = src_in.flatten() weight_1 = weight.flatten() src_out_1 = t_src_out.flatten() @@ -56,16 +60,16 @@ def depthwise_convolution1d_f32(): total_size = (len(src_in_1) + len(src_out_1)) + len(weight_1) + len(bias) + 17 para.append(total_size) - para.append(batch) # 0 - para.append(in_channel) # 1 - para.append(in_size_x) # 2 - para.append(stride_x) # 3 - para.append(kernel_x) # 4 - para.append(pad_left) # 5 - para.append(pad_right) # 6 - para.append(out_channel) # 7 - para.append(dilation_x) # 8 - para.append(out_size_x) # 9 + para.append(batch) # 0 + para.append(in_channel) # 1 + para.append(in_size_x) # 2 + para.append(stride_x) # 3 + para.append(kernel_x) # 4 + para.append(pad_left) # 5 + para.append(pad_right) # 6 + para.append(out_channel) # 7 + para.append(dilation_x) # 8 + para.append(out_size_x) # 9 print(para) with open("depthwise_convolution1d_ncw_data_f32.bin", "wb") as fp: diff --git a/tests/python_ref/depthwise_convolution_vlen.py b/tests/python_ref/depthwise_convolution_vlen.py index 7e21d939..ad23cc1a 100644 --- a/tests/python_ref/depthwise_convolution_vlen.py +++ b/tests/python_ref/depthwise_convolution_vlen.py @@ -41,11 +41,13 @@ def depthwise_convolution_f32(test_dtype, test_vlen, test_type): stride_y = 2 kernel_x = 3 kernel_y = 3 + out_channel = 8 + 4 + 2 + 1 elif test_type == "pack1_conv3x3s1": stride_x = 1 stride_y = 1 kernel_x = 3 kernel_y = 3 + out_channel = 8 + 4 + 2 + 1 elif "packn_" in test_type: in_channel = packn * n @@ -102,9 +104,9 @@ def depthwise_convolution_f32(test_dtype, test_vlen, test_type): out_channel = np.shape(t_src_out)[1] # nc1c0hw ==> nc1hwc0 - if "packn_" in test_type: - t_src_in = t_src_in.reshape([batch, math.ceil(in_channel/packn), packn, in_size_y, in_size_x]).permute([0, 1, 3, 4, 2]) - t_src_out = t_src_out.reshape([batch, math.ceil(out_channel/packn), packn, out_size_y, out_size_x]).transpose([0, 1, 3, 4, 2]) + # if "packn_" in test_type: + # t_src_in = t_src_in.reshape([batch, math.ceil(in_channel/packn), packn, in_size_y, in_size_x]).permute([0, 1, 3, 4, 2]) + # t_src_out = t_src_out.reshape([batch, math.ceil(out_channel/packn), packn, out_size_y, out_size_x]).transpose([0, 1, 3, 4, 2]) src_in_1 = t_src_in.flatten() weight_1 = weight.flatten() diff --git a/tests/python_ref/global_avgpool.py b/tests/python_ref/global_avgpool_nhwc.py similarity index 57% rename from tests/python_ref/global_avgpool.py rename to tests/python_ref/global_avgpool_nhwc.py index 4b7514fe..faad0561 100644 --- a/tests/python_ref/global_avgpool.py +++ b/tests/python_ref/global_avgpool_nhwc.py @@ -7,19 +7,34 @@ from torch import tensor from torch.nn import AdaptiveAvgPool2d -def global_avgpool2d_f32(): +def getpackn(test_dtype, test_vlen): + if int(test_dtype) == 8: + return int(test_vlen)/int(test_dtype)/2 + else: + return int(test_vlen)/int(test_dtype) + +def global_avgpool2d_f32(test_dtype, test_vlen, test_type): para = [] # init the input data and parameters - batch = int(np.random.randint(1, high=4, size=1)) - in_size_x = int(np.random.randint(64, high=128, size=1)) - in_size_y = int(np.random.randint(64, high=128, size=1)) - in_channel = int(np.random.randint(1, high=64, size=1)) + batch = int(np.random.randint(1, high=2, size=1)) + in_size_x = int(np.random.randint(16, high=32, size=1)) + in_size_y = int(np.random.randint(16, high=32, size=1)) + in_channel = int(np.random.randint(1, high=16, size=1)) out_height = int(np.random.randint(1, high=2, size=1)) out_width = int(np.random.randint(1, high=2, size=1)) - zero_point = int(np.random.randint(-600, high=600, size=1)) - std = int(np.random.randint(1, high=200, size=1)) + zero_point = int(np.random.randint(-6, high=6, size=1)) + std = int(np.random.randint(1, high=20, size=1)) + + + packn = int(getpackn(test_dtype, test_vlen)) + n = int(np.random.randint(1, high=2, size=1)) + + if test_type == "packn": + in_channel = int(n*packn) + elif test_type == "pack1": + in_channel = int(n*packn) + 1 src_in = np.random.normal(zero_point, std, (batch, in_channel, in_size_y, in_size_x)) @@ -52,7 +67,7 @@ def global_avgpool2d_f32(): print(para) - with open("global_avgpool_data_f32.bin", "wb") as fp: + with open("global_avgpool_nhwc_data_f32.bin", "wb") as fp: data = struct.pack(('%di' % len(para)), *para) fp.write(data) data = struct.pack(('%df' % len(src_in_1)), *src_in_1) @@ -65,5 +80,8 @@ def global_avgpool2d_f32(): if __name__ == '__main__': - global_avgpool2d_f32() + test_dtype = sys.argv[1] + test_vlen = sys.argv[2] + test_type = sys.argv[3] + global_avgpool2d_f32(test_dtype, test_vlen, test_type) print("end") diff --git a/tests/python_ref/global_avgpool_vlen.py b/tests/python_ref/global_avgpool_vlen.py index 5df6409d..be16ef98 100644 --- a/tests/python_ref/global_avgpool_vlen.py +++ b/tests/python_ref/global_avgpool_vlen.py @@ -46,9 +46,9 @@ def global_avgpool2d_f32(test_dtype, test_vlen, test_type): # nc1c0hw ==> nc1hwc0 - if "packn" in test_type: - t_src_in = t_src_in.reshape([batch, math.ceil(in_channel/packn), packn, in_size_y, in_size_x]).permute([0, 1, 3, 4, 2]) - t_src_out = t_src_out.reshape([batch, math.ceil(in_channel/packn), packn, out_height, out_width]).transpose([0, 1, 3, 4, 2]) + # if "packn" in test_type: + # t_src_in = t_src_in.reshape([batch, math.ceil(in_channel/packn), packn, in_size_y, in_size_x]).permute([0, 1, 3, 4, 2]) + # t_src_out = t_src_out.reshape([batch, math.ceil(in_channel/packn), packn, out_height, out_width]).transpose([0, 1, 3, 4, 2]) diff --git a/tests/python_ref/global_maxpool.py b/tests/python_ref/global_maxpool_nhwc.py similarity index 57% rename from tests/python_ref/global_maxpool.py rename to tests/python_ref/global_maxpool_nhwc.py index e8e367b8..d841d4cd 100644 --- a/tests/python_ref/global_maxpool.py +++ b/tests/python_ref/global_maxpool_nhwc.py @@ -7,23 +7,37 @@ from torch import tensor from torch.nn import AdaptiveMaxPool2d -def global_maxpool2d_f32(): +def getpackn(test_dtype, test_vlen): + if int(test_dtype) == 8: + return int(test_vlen)/int(test_dtype)/2 + else: + return int(test_vlen)/int(test_dtype) + +def global_maxpool2d_f32(test_dtype, test_vlen, test_type): para = [] # init the input data and parameters - batch = int(np.random.randint(1, high=4, size=1)) - in_size_x = int(np.random.randint(64, high=128, size=1)) - in_size_y = int(np.random.randint(64, high=128, size=1)) - in_channel = int(np.random.randint(1, high=64, size=1)) + batch = int(np.random.randint(1, high=2, size=1)) + in_size_x = int(np.random.randint(16, high=32, size=1)) + in_size_y = int(np.random.randint(16, high=32, size=1)) + in_channel = int(np.random.randint(1, high=16, size=1)) out_height = int(np.random.randint(1, high=2, size=1)) out_width = int(np.random.randint(1, high=2, size=1)) - zero_point = int(np.random.randint(-600, high=600, size=1)) + zero_point = int(np.random.randint(-6, high=6, size=1)) std = int(np.random.randint(1, high=20, size=1)) + packn = int(getpackn(test_dtype, test_vlen)) + n = int(np.random.randint(1, high=2, size=1)) + + if test_type == "packn": + in_channel = int(n*packn) + elif test_type == "pack1": + in_channel = int(n*packn) + 1 + src_in = np.random.normal(zero_point, std, (batch, in_channel, in_size_y, in_size_x)) - t_src_in = tensor(src_in) + t_src_in = tensor(src_in) gmp = AdaptiveMaxPool2d((out_height, out_width)) t_src_out = gmp(t_src_in).numpy() @@ -49,7 +63,7 @@ def global_maxpool2d_f32(): print(para) - with open("global_maxpool_data_f32.bin", "wb") as fp: + with open("global_maxpool_nhwc_data_f32.bin", "wb") as fp: data = struct.pack(('%di' % len(para)), *para) fp.write(data) data = struct.pack(('%df' % len(src_in_1)), *src_in_1) @@ -62,5 +76,8 @@ def global_maxpool2d_f32(): if __name__ == '__main__': - global_maxpool2d_f32() + test_dtype = sys.argv[1] + test_vlen = sys.argv[2] + test_type = sys.argv[3] + global_maxpool2d_f32(test_dtype, test_vlen, test_type) print("end") diff --git a/tests/python_ref/global_maxpool_vlen.py b/tests/python_ref/global_maxpool_vlen.py index f9770bdc..60629938 100644 --- a/tests/python_ref/global_maxpool_vlen.py +++ b/tests/python_ref/global_maxpool_vlen.py @@ -44,9 +44,9 @@ def global_maxpool2d_f32(test_dtype, test_vlen, test_type): t_src_out = gmp(t_src_in).numpy() # nc1c0hw ==> nc1hwc0 - if "packn" in test_type: - t_src_in = t_src_in.reshape([batch, math.ceil(in_channel/packn), packn, in_size_y, in_size_x]).permute([0, 1, 3, 4, 2]) - t_src_out = t_src_out.reshape([batch, math.ceil(in_channel/packn), packn, out_height, out_width]).transpose([0, 1, 3, 4, 2]) + # if "packn" in test_type: + # t_src_in = t_src_in.reshape([batch, math.ceil(in_channel/packn), packn, in_size_y, in_size_x]).permute([0, 1, 3, 4, 2]) + # t_src_out = t_src_out.reshape([batch, math.ceil(in_channel/packn), packn, out_height, out_width]).transpose([0, 1, 3, 4, 2]) src_in_1 = t_src_in.flatten() diff --git a/tests/python_ref/group_convolution_vlen.py b/tests/python_ref/group_convolution_vlen.py index c5bf6770..5e024022 100644 --- a/tests/python_ref/group_convolution_vlen.py +++ b/tests/python_ref/group_convolution_vlen.py @@ -27,7 +27,7 @@ def group_convolution_f32(test_dtype, test_vlen, test_type): # init the input data and parameters if test_type == "packn_conv3x3s1d1": in_channel = packn * n - out_channel = packn * n + out_channel = packn * n stride_x = 1 stride_y = 1 kernel_x = 3 @@ -35,7 +35,19 @@ def group_convolution_f32(test_dtype, test_vlen, test_type): dilation_x = 1 dilation_y = 1 - + elif test_type == "common": + in_channel = packn * n + out_channel = packn * n + stride_x = int(np.random.randint(1, high=3, size=1)) + stride_y = int(np.random.randint(1, high=3, size=1)) + kernel_x = int(np.random.randint(1, high=6, size=1)) + kernel_y = int(np.random.randint(1, high=6, size=1)) + dilation_x = int(np.random.randint(1, high=3, size=1)) + dilation_y = int(np.random.randint(1, high=3, size=1)) + + + + group = int(np.random.randint(2, high=3, size=1)) in_channel = int(in_channel / group) * group kernel_x_t = kernel_x + (kernel_x - 1) * (dilation_x - 1) @@ -82,18 +94,18 @@ def group_convolution_f32(test_dtype, test_vlen, test_type): s_channel = int(in_channel / group) # nc1c0hw ==> nc1hwc0 - if "packn" in test_type: - for i in range(group): - temp = t_src_in[:,i*s_channel:(i+1)*s_channel,:,:] - a = temp.reshape([batch, math.ceil(s_channel/packn), packn, in_size_y, in_size_x]).permute([0, 1, 3, 4, 2]) - if i == 0: - out = a - else: - out = np.concatenate((out, a), axis=1) - t_src_out1 = t_src_out1.reshape([batch, math.ceil(out_channel/packn), packn, out_size_y, out_size_x]).transpose([0, 1, 3, 4, 2]) - - - src_in_1 = out.flatten() + # if "packn" in test_type: + # for i in range(group): + # temp = t_src_in[:,i*s_channel:(i+1)*s_channel,:,:] + # a = temp.reshape([batch, math.ceil(s_channel/packn), packn, in_size_y, in_size_x]).permute([0, 1, 3, 4, 2]) + # if i == 0: + # out = a + # else: + # out = np.concatenate((out, a), axis=1) + # t_src_out1 = t_src_out1.reshape([batch, math.ceil(out_channel/packn), packn, out_size_y, out_size_x]).transpose([0, 1, 3, 4, 2]) + + + src_in_1 = src_in.flatten() src_out_1 = t_src_out1.flatten() weight_1 = weight.flatten() diff --git a/tests/python_ref/instance_norm.py b/tests/python_ref/instance_norm.py new file mode 100755 index 00000000..675d66e9 --- /dev/null +++ b/tests/python_ref/instance_norm.py @@ -0,0 +1,70 @@ +import struct +from torch import tensor +from torch.nn import functional as fn +import numpy as np + + +def instance_norm_f32(): + para = [] + # init the input data and parameters + batch = int(np.random.randint(1, high=4, size=1)) + in_size_x = int(np.random.randint(32, high=64, size=1)) + in_size_y = int(np.random.randint(32, high=64, size=1)) + in_channel = int(np.random.randint(1, high=32, size=1)) + zero_point1 = int(np.random.randint(-6, high=6, size=1)) + std1 = int(np.random.randint(1, high=20, size=1)) + zero_point2 = int(np.random.randint(-6, high=6, size=1)) + std2 = int(np.random.randint(1, high=20, size=1)) + zero_point3 = int(np.random.randint(-6, high=6, size=1)) + std3 = int(np.random.randint(1, high=20, size=1)) + + size_all = batch * in_channel * in_size_y * in_size_x + + src_in1 = np.random.normal( + zero_point1, std1, (batch, in_channel, in_size_y, in_size_x) + ) + src_in1 = src_in1.astype(np.float32) + + src_in2 = np.random.normal(zero_point2, std2, (in_channel)) + src_in2 = src_in2.astype(np.float32) + + src_in3 = np.random.normal(zero_point3, std3, (in_channel)) + src_in3 = src_in3.astype(np.float32) + + src_out = fn.instance_norm( + tensor(src_in1), weight=tensor(src_in2), bias=tensor(src_in3) + ).numpy() + + src_in_1 = src_in1.reshape(-1) + src_in_2 = src_in2.reshape(-1) + src_in_3 = src_in3.reshape(-1) + + src_out_1 = src_out.reshape(size_all) + + total_size = (len(src_in_1) + len(src_in_2) + len(src_in_3) + len(src_out_1)) + 5 + + para.append(total_size) + para.append(batch) + para.append(in_size_y) + para.append(in_size_x) + para.append(in_channel) + + with open("instance_norm_data_f32.bin", "wb") as fp: + data = struct.pack(("%di" % len(para)), *para) + fp.write(data) + data = struct.pack(("%df" % len(src_in_1)), *src_in_1) + fp.write(data) + data = struct.pack(("%df" % len(src_in_2)), *src_in_2) + fp.write(data) + data = struct.pack(("%df" % len(src_in_3)), *src_in_3) + fp.write(data) + data = struct.pack(("%df" % len(src_out_1)), *src_out_1) + fp.write(data) + fp.close() + + return 0 + + +if __name__ == "__main__": + instance_norm_f32() + print("end") diff --git a/tests/python_ref/matmul_vlen.py b/tests/python_ref/matmul_vlen.py new file mode 100755 index 00000000..0d43b858 --- /dev/null +++ b/tests/python_ref/matmul_vlen.py @@ -0,0 +1,127 @@ +#!/usr/bin/python +#-*- coding:utf-8 -*- + +import sys +import struct +import numpy as np +import tensorflow as tf +import random + +def getpackn(test_dtype, test_vlen): + if int(test_dtype) == 8: + return int(test_vlen)/int(test_dtype)/2 + else: + return int(test_vlen)/int(test_dtype) + +def matmul_f32(test_dtype, test_vlen, test_type): + para = [] + dim0 = [] + dim1 = [] + # init the input data and parameters + dim_count = int(np.random.randint(4, high=6, size=1)) + for i in range(0, dim_count-2): + in_size = int(np.random.randint(1, high=16, size=1)) + dim0.append(in_size) + dim1.append(in_size) + + zero_point1 = int(np.random.randint(-6, high=6, size=1)) + std1 = int(np.random.randint(1, high=20, size=1)) + zero_point2 = int(np.random.randint(-6, high=6, size=1)) + std2 = int(np.random.randint(1, high=20, size=1)) + + trans_a_flag = False + trans_b_flag = False + + in_sizei = int(np.random.randint(16, high=48, size=1)) + in_sizek = int(np.random.randint(16, high=48, size=1)) + in_sizej = int(np.random.randint(16, high=48, size=1)) + if('dim1_1' in test_type): + for i in range(0, dim_count-2): + dim1[i]=1 + if('a0b0' in test_type): + trans_a = 0 + trans_b = 0 + elif('a1b0' in test_type): + trans_a = 1 + trans_b = 0 + elif('a0b1' in test_type): + trans_a = 0 + trans_b = 1 + else: + trans_a = 1 + trans_b = 1 + + if (trans_a == 0 and trans_b == 0): + dim0.append(in_sizei) + dim0.append(in_sizek) + dim1.append(in_sizek) + dim1.append(in_sizej) + elif(trans_a == 1 and trans_b == 0): + dim0.append(in_sizek) + dim0.append(in_sizei) + dim1.append(in_sizek) + dim1.append(in_sizej) + trans_a_flag = True + elif (trans_a == 0 and trans_b == 1): + dim0.append(in_sizei) + dim0.append(in_sizek) + dim1.append(in_sizej) + dim1.append(in_sizek) + trans_b_flag = True + else: + dim0.append(in_sizek) + dim0.append(in_sizei) + dim1.append(in_sizej) + dim1.append(in_sizek) + trans_a_flag = True + trans_b_flag = True + + src_in0 = np.random.normal(zero_point1, std1, size=dim0) + src_in1 = np.random.normal(zero_point2, std2, size=dim1) + src_in0 = src_in0.astype(np.float32) + src_in1 = src_in1.astype(np.float32) + print(dim0) + print(dim1) + out_calcu = tf.matmul(src_in0, src_in1, transpose_a=trans_a_flag, transpose_b=trans_b_flag) + sess = tf.Session() + + src_out = sess.run(out_calcu) + + src_in_0 = src_in0.flatten() + src_in_1 = src_in1.flatten() + + src_out_1 = src_out.flatten() + + total_size = len(src_in_0) + len(src_in_1) + len(src_out_1) + 3 * len(dim0) + 3 + + para.append(total_size) + para.append(trans_a) + para.append(trans_b) + para.append(len(dim0)) + + with open("matmul_data_f32.bin", "wb") as fp: + data = struct.pack(('%di' % len(para)), *para) + fp.write(data) + data = struct.pack(('%di' % len(dim0)), *dim0) + fp.write(data) + data = struct.pack(('%di' % len(dim1)), *dim1) + fp.write(data) + data = struct.pack(('%di' % len(np.shape(src_out))), *np.shape(src_out)) + fp.write(data) + data = struct.pack(('%df' % len(src_in_0)), *src_in_0) + fp.write(data) + data = struct.pack(('%df' % len(src_in_1)), *src_in_1) + fp.write(data) + data = struct.pack(('%df' % len(src_out_1)), *src_out_1) + fp.write(data) + fp.close() + + return 0 + + +if __name__ == '__main__': + test_dtype = sys.argv[1] + test_vlen = sys.argv[2] + test_type = sys.argv[3] + matmul_f32(test_dtype, test_vlen, test_type) + print("end") diff --git a/tests/python_ref/maxpool.py b/tests/python_ref/maxpool.py deleted file mode 100755 index 70934443..00000000 --- a/tests/python_ref/maxpool.py +++ /dev/null @@ -1,87 +0,0 @@ -#!/usr/bin/python -#-*- coding:utf-8 -*- - -import sys -import struct -import numpy as np -from torch import tensor -from torch.nn import functional as fn - -def maxpool2d_f32(): - para = [] - # init the input data and parameters - batch = int(np.random.randint(1, high=4, size=1)) - in_size_x = int(np.random.randint(32, high=64, size=1)) - in_size_y = int(np.random.randint(32, high=64, size=1)) - in_channel = int(np.random.randint(1, high=32, size=1)) - stride_x = int(np.random.randint(1, high=3, size=1)) - stride_y = int(np.random.randint(1, high=3, size=1)) - kernel_x = int(np.random.randint(stride_x, high=7, size=1)) - kernel_y = int(np.random.randint(stride_y, high=7, size=1)) - pad_left = pad_right = pad_top = pad_down = 0 - pad_x = (in_size_x - kernel_x) - int((in_size_x - kernel_x) / stride_x) * stride_x - if(pad_x !=0): - pad_x = int((in_size_x - kernel_x) / stride_x) * stride_x + stride_x - (in_size_x - kernel_x) - pad_left = int(np.random.randint(0, high=pad_x, size=1)) - pad_right = pad_x - pad_left - - pad_y = (in_size_y - kernel_y) - int((in_size_y - kernel_y) / stride_y) * stride_y - if(pad_y != 0): - pad_y = int((in_size_y - kernel_y) / stride_y) * stride_y + stride_y - (in_size_y - kernel_y) - pad_top = int(np.random.randint(0, high=pad_y, size=1)) - pad_down = pad_y - pad_top - - zero_point = int(np.random.randint(-60000, high=60000, size=1)) - std = int(np.random.randint(1, high=20, size=1)) - - src_in = np.random.normal(zero_point, std, (batch, in_channel, in_size_y, in_size_x)) - - t_src_in = tensor(src_in) - t_src_in = fn.pad(t_src_in, (pad_left, pad_right, pad_top, pad_down), 'constant', 0) - t_src_out = fn.max_pool2d(t_src_in, (kernel_y, kernel_x), stride=(stride_y, stride_x), padding=0).numpy() - - #permute nchw to nhwc - src_in_nhwc = np.transpose(src_in, [0, 2, 3, 1]) - out_nhwc = np.transpose(t_src_out, [0, 2, 3, 1]) - - out_height = np.shape(out_nhwc)[1] - out_width = np.shape(out_nhwc)[2] - - src_in_1 = src_in_nhwc.flatten() - src_out_1 = out_nhwc.flatten() - - total_size = (len(src_in_1) + len(src_out_1)) + 14 - - para.append(total_size) - para.append(batch) - para.append(in_size_y) - para.append(in_size_x) - para.append(in_channel) - para.append(stride_y) - para.append(stride_x) - para.append(kernel_y) - para.append(kernel_x) - para.append(pad_left) - para.append(pad_right) - para.append(pad_top) - para.append(pad_down) - para.append(out_height) - para.append(out_width) - print(para) - print(len(src_out_1)) - - with open("maxpool_data_f32.bin", "wb") as fp: - data = struct.pack(('%di' % len(para)), *para) - fp.write(data) - data = struct.pack(('%df' % len(src_in_1)), *src_in_1) - fp.write(data) - data = struct.pack(('%df' % len(src_out_1)), *src_out_1) - fp.write(data) - fp.close() - - return 0 - - -if __name__ == '__main__': - maxpool2d_f32() - print("end") diff --git a/tests/python_ref/maxpool_nchw.py b/tests/python_ref/maxpool_nchw.py index da5ff440..c19b3a60 100644 --- a/tests/python_ref/maxpool_nchw.py +++ b/tests/python_ref/maxpool_nchw.py @@ -49,8 +49,8 @@ def maxpool2d_f32(test_type): kernel_h = kernel_w = 2 pad_left = pad_top = 1 pad_down = pad_right = 1 - in_height = 2 * in_height - in_width = 2 * in_width + in_height = 2 * in_height + in_width = 2 * in_width elif test_type == "3x3s2": @@ -73,13 +73,8 @@ def maxpool2d_f32(test_type): stride_h = stride_w = 1 kernel_h = kernel_w = 3 pad_left = pad_right = pad_top = pad_down = 1 - - - - zero_point = int(np.random.randint(-8, high=8, size=1)) - std = int(np.random.randint(1, high=3, size=1)) - src_in = np.random.normal(zero_point, std, (batch, channel, in_height, in_width)) + src_in = np.random.uniform(1, 10, (batch, channel, in_height, in_width)) t_src_in = tensor(src_in) t_src_in1 = fn.pad(t_src_in, (pad_left, pad_right, pad_top, pad_down), 'constant', 0) diff --git a/tests/python_ref/maxpool_nhwc.py b/tests/python_ref/maxpool_nhwc.py new file mode 100755 index 00000000..e1518175 --- /dev/null +++ b/tests/python_ref/maxpool_nhwc.py @@ -0,0 +1,201 @@ +#!/usr/bin/python +#-*- coding:utf-8 -*- + +import sys +import struct +import numpy as np +from torch import tensor +from torch.nn import functional as fn + +def getpackn(test_dtype, test_vlen): + if int(test_dtype) == 8: + return int(test_vlen)/int(test_dtype)/2 + else: + return int(test_vlen)/int(test_dtype) + +def maxpool2d_f32(test_dtype, test_vlen, test_type): + para = [] + # init the input data and parameters + batch = int(np.random.randint(1, high=2, size=1)) + channel = int(np.random.randint(2, high=6, size=1)) + in_height = int(np.random.randint(16, high=32, size=1)) + in_width = int(np.random.randint(16, high=32, size=1)) + stride_h = int(np.random.randint(1, high=4, size=1)) + stride_w = int(np.random.randint(1, high=4, size=1)) + kernel_h = int(np.random.randint(stride_h, high=9, size=1)) + kernel_w = int(np.random.randint(stride_w, high=9, size=1)) + pad_left = int(np.random.randint(0, high=2, size=1)) + pad_right = int(np.random.randint(0, high=2, size=1)) + pad_top = int(np.random.randint(0, high=2, size=1)) + pad_down = int(np.random.randint(0, high=2, size=1)) + c_model = False + + packn = int(getpackn(test_dtype, test_vlen)) + n = int(np.random.randint(1, high=2, size=1)) + + if "2x2s2" in test_type and test_type[-2] != "p": + stride_h = stride_w = 2 + kernel_h = kernel_w = 2 + pad_left = pad_top = 0 + pad_down = pad_right = 1 + in_height = 2 * in_height + 1 + in_width = 2 * in_width + 1 + if test_type == "packn_2x2s2": + channel = int(n*packn) + elif test_type == "pack1_2x2s2": + channel = int(n*packn) + 1 + + elif "2x2s2p0" in test_type: + stride_h = stride_w = 2 + kernel_h = kernel_w = 2 + pad_left = pad_top = 0 + pad_down = pad_right = 0 + in_height = 2 * in_height + 1 + in_width = 2 * in_width + 1 + c_model = False + if test_type == "packn_2x2s2p0": + channel = int(n*packn) + elif test_type == "pack1_2x2s2p0": + channel = int(n*packn) + 1 + elif test_type == "packn_2x2s2p0c1": + c_model = True + + + elif "2x2s2p1" in test_type: + stride_h = stride_w = 2 + kernel_h = kernel_w = 2 + pad_left = pad_top = 1 + pad_down = pad_right = 1 + in_height = 2 * in_height + in_width = 2 * in_width + if test_type == "packn_2x2s2p1": + channel = int(n*packn) + elif test_type == "pack1_2x2s2p1": + channel = int(n*packn) + 1 + + + elif "3x3s2" in test_type and test_type[-2] != "p": + stride_h = stride_w = 2 + kernel_h = kernel_w = 3 + pad_left = pad_top = 0 + pad_down = pad_right = 1 + in_height = 2 * in_height + in_width = 2 * in_width + if test_type == "packn_3x3s2": + channel = int(n*packn) + elif test_type == "pack1_3x3s2": + channel = int(n*packn) + 1 + + elif "3x3s2p0" in test_type: + stride_h = stride_w = 2 + kernel_h = kernel_w = 3 + pad_left = pad_top = 0 + pad_down = pad_right = 0 + in_height = 2 * in_height + in_width = 2 * in_width + c_model = False + if test_type == "packn_3x3s2p0": + channel = int(n*packn) + elif test_type == "pack1_3x3s2p0": + channel = int(n*packn) + 1 + elif test_type == "pack1_3x3s2p0c1": + c_model = True + + elif "3x3s2p1" in test_type: + stride_h = stride_w = 2 + kernel_h = kernel_w = 3 + pad_left = pad_top = 1 + pad_down = pad_right = 1 + in_height = 2 * in_height + 1 + in_width = 2 * in_width + 1 + if test_type == "packn_3x3s2p1": + channel = int(n*packn) + elif test_type == "pack1_3x3s2p1": + channel = int(n*packn) + 1 + + elif "3x3s1_p1" in test_type: + stride_h = stride_w = 1 + kernel_h = kernel_w = 3 + pad_left = pad_right = pad_top = pad_down = 1 + if test_type == "packn_3x3s1_p1": + channel = int(n*packn) + elif test_type == "pack1_3x3s1_p1": + channel = int(n*packn) + 1 + + elif "s3k5" in test_type: + stride_h = stride_w = 3 + kernel_h = kernel_w = 5 + pad_left = pad_right = pad_top = pad_down = 0 + if test_type == "packn_s3k5": + channel = int(n*packn) + print(channel) + elif test_type == "pack1_s3k5": + channel = int(n*packn) + 1 + + + elif "global" in test_type: + if test_type == "packn_global": + channel = int(n*packn) + elif test_type == "global": + channel = int(n*packn) + 1 + in_height = kernel_h + in_width = kernel_w + pad_left = pad_right = pad_top = pad_down = 0 + + src_in = np.random.uniform(1, 10, (batch, channel, in_height, in_width)) + + t_src_in = tensor(src_in) + t_src_in1 = fn.pad(t_src_in, (pad_left, pad_right, pad_top, pad_down), 'constant', 0) + + t_src_out = fn.max_pool2d(t_src_in1, kernel_size=(kernel_h, kernel_w), stride=(stride_h, stride_w), ceil_mode=c_model).numpy() + + #permute nchw to nhwc + src_in_nhwc = np.transpose(src_in, [0, 2, 3, 1]) + out_nhwc = np.transpose(t_src_out, [0, 2, 3, 1]) + + out_height = np.shape(out_nhwc)[1] + out_width = np.shape(out_nhwc)[2] + + c_model = 1 if c_model else 0 + src_in_1 = src_in_nhwc.flatten() + src_out_1 = out_nhwc.flatten() + + total_size = (len(src_in_1) + len(src_out_1)) + 15 + + para.append(total_size) + para.append(batch) + para.append(in_height) + para.append(in_width) + para.append(channel) + para.append(stride_h) + para.append(stride_w) + para.append(kernel_h) + para.append(kernel_w) + para.append(pad_left) + para.append(pad_right) + para.append(pad_top) + para.append(pad_down) + para.append(out_height) + para.append(out_width) + para.append(c_model) + print(para) + print(len(src_out_1)) + + with open("maxpool_nhwc_data_f32.bin", "wb") as fp: + data = struct.pack(('%di' % len(para)), *para) + fp.write(data) + data = struct.pack(('%df' % len(src_in_1)), *src_in_1) + fp.write(data) + data = struct.pack(('%df' % len(src_out_1)), *src_out_1) + fp.write(data) + fp.close() + + return 0 + + +if __name__ == '__main__': + test_dtype = sys.argv[1] + test_vlen = sys.argv[2] + test_type = sys.argv[3] + maxpool2d_f32(test_dtype, test_vlen, test_type) + print("end") diff --git a/tests/python_ref/maxpool_vlen.py b/tests/python_ref/maxpool_vlen.py index f3c4e093..036f1a41 100644 --- a/tests/python_ref/maxpool_vlen.py +++ b/tests/python_ref/maxpool_vlen.py @@ -58,6 +58,8 @@ def maxpool2d_f32(test_dtype, test_vlen, test_type): channel = int(n*packn) elif test_type == "pack1_2x2s2p0": channel = int(n*packn) + 1 + elif test_type == "packn_2x2s2p0c1": + c_model = True elif "2x2s2p1" in test_type: @@ -97,6 +99,8 @@ def maxpool2d_f32(test_dtype, test_vlen, test_type): channel = int(n*packn) elif test_type == "pack1_3x3s2p0": channel = int(n*packn) + 1 + elif test_type == "pack1_3x3s2p0c1": + c_model = True elif "3x3s2p1" in test_type: stride_h = stride_w = 2 @@ -119,6 +123,16 @@ def maxpool2d_f32(test_dtype, test_vlen, test_type): elif test_type == "pack1_3x3s1_p1": channel = int(n*packn) + 1 + elif "s3k5" in test_type: + stride_h = stride_w = 3 + kernel_h = kernel_w = 5 + pad_left = pad_right = pad_top = pad_down = 0 + if test_type == "packn_s3k5": + channel = int(n*packn) + print(channel) + elif test_type == "pack1_s3k5": + channel = int(n*packn) + 1 + elif "global" in test_type: if test_type == "packn_global": @@ -129,13 +143,7 @@ def maxpool2d_f32(test_dtype, test_vlen, test_type): in_width = kernel_w pad_left = pad_right = pad_top = pad_down = 0 - - - - zero_point = int(np.random.randint(-8, high=8, size=1)) - std = int(np.random.randint(1, high=3, size=1)) - - src_in = np.random.normal(zero_point, std, (batch, channel, in_height, in_width)) + src_in = np.random.uniform(1, 10, (batch, channel, in_height, in_width)) t_src_in = tensor(src_in) t_src_in1 = fn.pad(t_src_in, (pad_left, pad_right, pad_top, pad_down), 'constant', 0) @@ -147,9 +155,9 @@ def maxpool2d_f32(test_dtype, test_vlen, test_type): out_width = np.shape(t_src_out)[3] # nc1c0hw ==> nc1hwc0 - if "packn" in test_type: - t_src_in = t_src_in.reshape([batch, math.ceil(channel/packn), packn, in_height, in_width]).permute([0, 1, 3, 4, 2]) - t_src_out = t_src_out.reshape([batch, math.ceil(channel/packn), packn, out_height, out_width]).transpose([0, 1, 3, 4, 2]) + # if "packn" in test_type: + # t_src_in = t_src_in.reshape([batch, math.ceil(channel/packn), packn, in_height, in_width]).permute([0, 1, 3, 4, 2]) + # t_src_out = t_src_out.reshape([batch, math.ceil(channel/packn), packn, out_height, out_width]).transpose([0, 1, 3, 4, 2]) c_model = 1 if c_model else 0 src_in_1 = t_src_in.flatten() diff --git a/tests/python_ref/split.py b/tests/python_ref/split.py index 4d708df0..56f9be7a 100755 --- a/tests/python_ref/split.py +++ b/tests/python_ref/split.py @@ -9,26 +9,28 @@ def split_f32(): para = [] # init the input data and parameters - batch = int(np.random.randint(2, high=8, size=1)) - in_size_x = int(np.random.randint(128, high=512, size=1)) - in_size_y = int(np.random.randint(128, high=512, size=1)) - in_channel = int(np.random.randint(4, high=64, size=1)) - axis_split = int(np.random.randint(0, high=3, size=1)) - + batch = int(np.random.randint(2, high=4, size=1)) + in_channel = int(np.random.randint(4, high=16, size=1)) + in_size_y = int(np.random.randint(5, high=16, size=1)) + in_size_x = int(np.random.randint(5, high=16, size=1)) + axis_split = int(np.random.randint(0, high=4, size=1)) num_split = int(np.random.randint(2, high=4, size=1)) - pad0 = batch - int(batch / num_split) * num_split - pad1 = in_size_y - int(in_size_y / num_split) * num_split - pad2 = in_size_x - int(in_size_x / num_split) * num_split - pad3 = in_channel - int(in_channel / num_split) * num_split - batch = batch + pad0 - in_size_y = in_size_y + pad1 - in_size_x = in_size_x + pad2 - in_channel = in_channel + pad3 - - zero_point = int(np.random.randint(-60000, high=60000, size=1)) + + + zero_point = int(np.random.randint(-6, high=6, size=1)) std = int(np.random.randint(1, high=20, size=1)) - src_in = np.random.normal(zero_point, std, (batch, in_size_y, in_size_x, in_channel)) + + size_in = [batch, in_channel, in_size_y, in_size_x] + size_in[axis_split] *= num_split + + batch = size_in[0] + in_channel = size_in[1] + in_size_y = size_in[2] + in_size_x = size_in[3] + + + src_in = np.random.normal(zero_point, std, size_in) out_calcu = tf.split(src_in, num_split, axis=axis_split) @@ -45,11 +47,12 @@ def split_f32(): para.append(total_size) para.append(batch) + para.append(in_channel) para.append(in_size_y) para.append(in_size_x) - para.append(in_channel) para.append(axis_split) para.append(num_split) + print(para) with open("split_data_f32.bin", "wb") as fp: data = struct.pack(('%di' % len(para)), *para) @@ -57,7 +60,7 @@ def split_f32(): data = struct.pack(('%df' % len(src_in_1)), *src_in_1) fp.write(data) for i in range(0, num_split): - data = struct.pack(('%df' % len(src_out_1[i])), *src_out_1[0]) + data = struct.pack(('%df' % len(src_out_1[i])), *src_out_1[i]) fp.write(data) fp.close() diff --git a/tests/python_ref/split_graph.py b/tests/python_ref/split_graph.py deleted file mode 100644 index 0414dea2..00000000 --- a/tests/python_ref/split_graph.py +++ /dev/null @@ -1,72 +0,0 @@ -#!/usr/bin/python -#-*- coding:utf-8 -*- - -import sys -import struct -import numpy as np -import tensorflow as tf - -def split_f32(): - para = [] - # init the input data and parameters - batch = int(np.random.randint(2, high=4, size=1)) - in_channel = int(np.random.randint(4, high=16, size=1)) - in_size_y = int(np.random.randint(5, high=16, size=1)) - in_size_x = int(np.random.randint(5, high=16, size=1)) - axis_split = int(np.random.randint(0, high=4, size=1)) - num_split = int(np.random.randint(2, high=4, size=1)) - - - zero_point = int(np.random.randint(-6, high=6, size=1)) - std = int(np.random.randint(1, high=20, size=1)) - - - size_in = [batch, in_channel, in_size_y, in_size_x] - size_in[axis_split] *= num_split - - batch = size_in[0] - in_channel = size_in[1] - in_size_y = size_in[2] - in_size_x = size_in[3] - - - src_in = np.random.normal(zero_point, std, size_in) - - out_calcu = tf.split(src_in, num_split, axis=axis_split) - - sess = tf.Session() - - src_out = sess.run(out_calcu) - - src_in_1 = src_in.flatten() - src_out_1 = [] - for i in range(0, num_split): - src_out_1.append(src_out[i].flatten()) - - total_size = (len(src_in_1) + len(src_out_1[0]) * num_split) + 6 - - para.append(total_size) - para.append(batch) - para.append(in_channel) - para.append(in_size_y) - para.append(in_size_x) - para.append(axis_split) - para.append(num_split) - print(para) - - with open("split_graph_data_f32.bin", "wb") as fp: - data = struct.pack(('%di' % len(para)), *para) - fp.write(data) - data = struct.pack(('%df' % len(src_in_1)), *src_in_1) - fp.write(data) - for i in range(0, num_split): - data = struct.pack(('%df' % len(src_out_1[i])), *src_out_1[i]) - fp.write(data) - fp.close() - - return 0 - - -if __name__ == '__main__': - split_f32() - print("end") diff --git a/tests/python_ref/strided_slice.py b/tests/python_ref/strided_slice.py index 22dfda1c..df660771 100755 --- a/tests/python_ref/strided_slice.py +++ b/tests/python_ref/strided_slice.py @@ -39,6 +39,10 @@ def stride_slice_f32(): # stride.append(int(np.random.randint(1, high=in_shape[i]+1, size=1))) stride.append(int(np.random.randint(1, high=4, size=1))) + for i in range(slice_count, in_dim): + begin.append(0) + end.append(in_shape[i]) + stride.append(1) zero_point = int(np.random.randint(-600, high=600, size=1)) std = int(np.random.randint(1, high=20, size=1)) @@ -59,7 +63,7 @@ def stride_slice_f32(): for i in range(0, in_dim): para.append(in_shape[i]) para.append(slice_count) - for i in range(0, slice_count): + for i in range(0, in_dim): para.append(begin[i]) para.append(end[i]) para.append(stride[i]) diff --git a/tests/python_ref/transpose_vlen.py b/tests/python_ref/transpose_vlen.py new file mode 100644 index 00000000..76558ffa --- /dev/null +++ b/tests/python_ref/transpose_vlen.py @@ -0,0 +1,79 @@ +#!/usr/bin/python +#-*- coding:utf-8 -*- + +import sys +import struct +import numpy as np +import random + +def getpackn(test_dtype, test_vlen): + if int(test_dtype) == 8: + return int(test_vlen)/int(test_dtype)/2 + else: + return int(test_vlen)/int(test_dtype) + +def transpose_f32(test_dtype, test_vlen, test_type): + para = [] + # init the input data and parameters + input_dim_count = int(np.random.randint(4, high=5, size=1)) + input_shape = [] + + if "trans4_0_1_2_3" in test_type: + input_dim_count = 4 + layout = np.array([0,1,2,3]) + elif "trans4_0_2_3_1" in test_type: + input_dim_count = 4 + layout = np.array([0,2,3,1]) + elif "trans4_0_2_1_3" in test_type: + input_dim_count = 4 + layout = np.array([0,2,1,3]) + elif "trans3_0_2_1" in test_type: + input_dim_count = 3 + layout = np.array([0,2,1]) + else: + layout = np.arange(input_dim_count) + np.random.shuffle(layout) + for i in range(0, input_dim_count): + input_shape.append(int(np.random.randint(12, high=24, size=1))) + zero_point = int(np.random.randint(-6, high=6, size=1)) + std = int(np.random.randint(1, high=20, size=1)) + src_in = np.random.normal(zero_point, std, (input_shape)) + src_out = src_in.transpose(layout) + + output_shape = src_out.shape + + src_in_1 = src_in.flatten() + src_out_1 = src_out.flatten() + + + + total_size = (len(src_in_1) + len(src_out_1)) + 1 + input_dim_count*3 + + para.append(total_size) + para.append(input_dim_count) + for i in range(0, input_dim_count): + para.append(input_shape[i]) + for i in range(0, input_dim_count): + para.append(layout[i]) + for i in range(0, input_dim_count): + para.append(output_shape[i]) + print(para) + + with open("transpose_data_f32.bin", "wb") as fp: + data = struct.pack(('%di' % len(para)), *para) + fp.write(data) + data = struct.pack(('%df' % len(src_in_1)), *src_in_1) + fp.write(data) + data = struct.pack(('%df' % len(src_out_1)), *src_out_1) + fp.write(data) + fp.close() + + return 0 + + +if __name__ == '__main__': + test_dtype = sys.argv[1] + test_vlen = sys.argv[2] + test_type = sys.argv[3] + transpose_f32(test_dtype, test_vlen, test_type) + print("end") diff --git a/tests/unit_test/add.c b/tests/unit_test/add.c index 0d7c268d..54683bbf 100644 --- a/tests/unit_test/add.c +++ b/tests/unit_test/add.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "./valid_data/basic_math.dat" #include "csi_nn.h" #include "shl_thead_rvv.h" diff --git a/tests/unit_test/avgpool.c b/tests/unit_test/avgpool.c index 5006ca18..ec0e69a9 100644 --- a/tests/unit_test/avgpool.c +++ b/tests/unit_test/avgpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "./valid_data/avgpool.dat" #include "csi_nn.h" diff --git a/tests/unit_test/concat.c b/tests/unit_test/concat.c index 1bcd932f..58c2843c 100644 --- a/tests/unit_test/concat.c +++ b/tests/unit_test/concat.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "./valid_data/concat.dat" #include "csi_nn.h" diff --git a/tests/unit_test/conv2d_1x1s1_gemm.c b/tests/unit_test/conv2d_1x1s1_gemm.c index 03e1bfda..c155c6ca 100644 --- a/tests/unit_test/conv2d_1x1s1_gemm.c +++ b/tests/unit_test/conv2d_1x1s1_gemm.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "./valid_data/conv2d.dat" #include "csi_nn.h" #include "shl_thead_rvv.h" diff --git a/tests/unit_test/conv2d_im2col_gemm.c b/tests/unit_test/conv2d_im2col_gemm.c index ef0b550f..4067a531 100644 --- a/tests/unit_test/conv2d_im2col_gemm.c +++ b/tests/unit_test/conv2d_im2col_gemm.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "./valid_data/conv2d.dat" #include "csi_nn.h" #include "shl_thead_rvv.h" diff --git a/tests/unit_test/conv2d_winograd.c b/tests/unit_test/conv2d_winograd.c index c0a697cc..2c38af6c 100644 --- a/tests/unit_test/conv2d_winograd.c +++ b/tests/unit_test/conv2d_winograd.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "./valid_data/conv2d.dat" #include "csi_nn.h" #include "shl_thead_rvv.h" @@ -53,12 +51,20 @@ void verify_conv2d_winograd3x3s1_compute(void *input_data, void *kernel_data, vo int in_w, int out_c, int out_h, int out_w, int k_h, int k_w, enum csinn_dtype_enum dtype) { + int packn = 4; + if (dtype == CSINN_DTYPE_FLOAT32) { + packn = csrr_vlenb() / sizeof(float); + } else if (dtype == CSINN_DTYPE_FLOAT16) { + packn = csrr_vlenb() / sizeof(__fp16); + } struct csinn_tensor *input = csinn_alloc_tensor(NULL); input->dim[0] = 1; - input->dim[1] = in_c; + input->dim[1] = in_c / packn; input->dim[2] = in_h; input->dim[3] = in_w; - input->dim_count = 4; + input->dim[4] = packn; + input->dim_count = 5; + input->layout = CSINN_LAYOUT_NC1HWC0; input->name = "input"; int in_size = csinn_tensor_size(input); @@ -78,10 +84,12 @@ void verify_conv2d_winograd3x3s1_compute(void *input_data, void *kernel_data, vo struct csinn_tensor *output = csinn_alloc_tensor(NULL); output->dim[0] = 1; - output->dim[1] = out_c; + output->dim[1] = out_c / packn; output->dim[2] = out_h; output->dim[3] = out_w; - output->dim_count = 4; + output->dim[4] = packn; + output->dim_count = 5; + output->layout = CSINN_LAYOUT_NC1HWC0; output->name = "output"; int out_size = csinn_tensor_size(output); @@ -115,7 +123,7 @@ void verify_conv2d_winograd3x3s1_compute(void *input_data, void *kernel_data, vo int main(int argc, char **argv) { - init_testsuite("Test function of convolution winograd3x3s1 for RVV.\n"); + init_testsuite("Test function of convolution winograd3x3s1 for RVV(vlen128).\n"); verify_conv2d_winograd3x3s1_trans(conv2d_winograd_fp32_ker, conv2d_winograd_fp32_ker1, shl_rvv_wg_b6f3s1_trans_kernel_packn_fp32, 16, 8, 3, 3, diff --git a/tests/unit_test/dwconv2d.c b/tests/unit_test/dwconv2d.c index 088855c4..6d3f9fb8 100644 --- a/tests/unit_test/dwconv2d.c +++ b/tests/unit_test/dwconv2d.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "./valid_data/dwconv2d.dat" #include "csi_nn.h" diff --git a/tests/unit_test/fullyconnected.c b/tests/unit_test/fullyconnected.c index f8e79fa8..9e562f81 100644 --- a/tests/unit_test/fullyconnected.c +++ b/tests/unit_test/fullyconnected.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "./valid_data/fullyconnected.dat" #include "csi_nn.h" diff --git a/tests/unit_test/gemm.c b/tests/unit_test/gemm.c index 6d5c546c..b733c7e0 100644 --- a/tests/unit_test/gemm.c +++ b/tests/unit_test/gemm.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "./valid_data/gemm.dat" #include "csi_nn.h" diff --git a/tests/unit_test/leaky_relu.c b/tests/unit_test/leaky_relu.c index ec78c874..84756d17 100644 --- a/tests/unit_test/leaky_relu.c +++ b/tests/unit_test/leaky_relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "./valid_data/activation.dat" #include "csi_nn.h" #include "shl_thead_rvv.h" diff --git a/tests/unit_test/maxpool.c b/tests/unit_test/maxpool.c index ba584730..da37ac1e 100644 --- a/tests/unit_test/maxpool.c +++ b/tests/unit_test/maxpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "./valid_data/maxpool.dat" #include "csi_nn.h" diff --git a/tests/unit_test/mul.c b/tests/unit_test/mul.c index 1ce9063c..963c1805 100644 --- a/tests/unit_test/mul.c +++ b/tests/unit_test/mul.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "./valid_data/basic_math.dat" #include "csi_nn.h" #include "shl_thead_rvv.h" diff --git a/tests/unit_test/pad.c b/tests/unit_test/pad.c index a7cb0c6b..d64c6d3e 100644 --- a/tests/unit_test/pad.c +++ b/tests/unit_test/pad.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "./valid_data/pad.dat" #include "csi_nn.h" diff --git a/tests/unit_test/relu.c b/tests/unit_test/relu.c index 1398f104..87854da3 100644 --- a/tests/unit_test/relu.c +++ b/tests/unit_test/relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "./valid_data/activation.dat" #include "csi_nn.h" #include "shl_thead_rvv.h" diff --git a/tests/utils/test_utils.c b/tests/utils/test_utils.c index ba5cdda2..69c8c443 100644 --- a/tests/utils/test_utils.c +++ b/tests/utils/test_utils.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "test_utils.h" #include "float.h" diff --git a/tests/utils/test_utils.h b/tests/utils/test_utils.h index c364f94b..a67e6906 100644 --- a/tests/utils/test_utils.h +++ b/tests/utils/test_utils.h @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #ifndef TEST_UTILS_H #define TEST_UTILS_H diff --git a/tests/validation/Makefile.c860 b/tests/validation/Makefile.c860 deleted file mode 100644 index fbd75001..00000000 --- a/tests/validation/Makefile.c860 +++ /dev/null @@ -1,471 +0,0 @@ -LIB_DIR = ../../lib -INCLUDE = -I../../include -I../utils -CFLAGS = -O0 -g3 -static -CFLAGS += -mhard-float -mcpu=ck860fv -CFLAGS += -ffunction-sections -fdata-sections -Wl,--gc-sections -CFLAGS += -DCSINN_API=0 # params->api = CSINN_API = CSINN_C860 = 0 -LIB_NAME = shl_c860 -CC = csky-abiv2-linux-gcc - -test_objs = - -test_objs += sin_f32.o -test_objs += sin_u8.o -test_objs += sin_i8.o -test_objs += sinh_f32.o -test_objs += sinh_u8.o -test_objs += sinh_i8.o -test_objs += asin_f32.o -test_objs += asin_u8.o -test_objs += asin_i8.o -test_objs += asinh_f32.o -test_objs += asinh_u8.o -test_objs += asinh_i8.o -test_objs += cos_f32.o -test_objs += cos_u8.o -test_objs += cos_i8.o -test_objs += cosh_f32.o -test_objs += cosh_u8.o -test_objs += cosh_i8.o -test_objs += acos_f32.o -test_objs += acos_u8.o -test_objs += acos_i8.o -test_objs += acosh_f32.o -test_objs += acosh_u8.o -test_objs += acosh_i8.o -test_objs += tan_f32.o -test_objs += tan_u8.o -test_objs += tan_i8.o -test_objs += tanh_f32.o -test_objs += tanh_u8.o -test_objs += tanh_i8.o -test_objs += atan_f32.o -test_objs += atan_u8.o -test_objs += atan_i8.o -test_objs += atanh_f32.o -test_objs += atanh_u8.o -test_objs += atanh_i8.o - -test_objs += abs_f32.o -test_objs += abs_u8.o -test_objs += abs_i8.o -test_objs += pow_f32.o -test_objs += pow_u8.o -test_objs += pow_i8.o -test_objs += mul_f32.o -test_objs += mul_u8.o -test_objs += mul_i8.o -test_objs += add_f32.o -test_objs += add_u8.o -test_objs += add_i8.o -test_objs += sub_f32.o -test_objs += sub_u8.o -test_objs += sub_i8.o -test_objs += div_f32.o -test_objs += div_u8.o -test_objs += div_i8.o -test_objs += greater_f32.o -test_objs += greater_u8.o -test_objs += greater_i8.o -test_objs += less_f32.o -test_objs += less_u8.o -test_objs += less_i8.o -test_objs += less_equal_f32.o -test_objs += less_equal_u8.o -test_objs += less_equal_i8.o -test_objs += equal_f32.o -test_objs += equal_u8.o -test_objs += equal_i8.o -test_objs += logical_and_f32.o -test_objs += logical_and_u8.o -test_objs += logical_and_i8.o -test_objs += logical_or_f32.o -test_objs += logical_or_u8.o -test_objs += logical_or_i8.o -test_objs += logical_not_f32.o -test_objs += logical_not_u8.o -test_objs += logical_not_i8.o -test_objs += logical_xor_f32.o -test_objs += logical_xor_u8.o -test_objs += logical_xor_i8.o -test_objs += log1p_f32.o -test_objs += log1p_u8.o -test_objs += log1p_i8.o -test_objs += expm1_f32.o -test_objs += expm1_u8.o -test_objs += expm1_i8.o -test_objs += greater_equal_f32.o -test_objs += greater_equal_u8.o -test_objs += greater_equal_i8.o -test_objs += not_equal_f32.o -test_objs += not_equal_u8.o -test_objs += not_equal_i8.o -test_objs += floor_div_f32.o -test_objs += floor_div_u8.o -test_objs += floor_div_i8.o -test_objs += floor_mod_f32.o -test_objs += floor_mod_u8.o -test_objs += floor_mod_i8.o -test_objs += mod_f32.o -test_objs += mod_u8.o -test_objs += mod_i8.o -test_objs += elu_f32.o -test_objs += elu_u8.o -test_objs += elu_i8.o -test_objs += fullyconnected_f32.o -test_objs += fullyconnected_u8.o -test_objs += fullyconnected_i8.o -test_objs += relu_f32.o -test_objs += relu_u8.o -test_objs += relu_i8.o -test_objs += relu6_f32.o -test_objs += relu6_u8.o -test_objs += relu6_i8.o -test_objs += relu1_f32.o -test_objs += relu1_u8.o -test_objs += relu1_i8.o -test_objs += relun_f32.o -test_objs += relun_u8.o -test_objs += relun_i8.o -test_objs += rsqrt_f32.o -test_objs += rsqrt_u8.o -test_objs += rsqrt_i8.o -test_objs += resize_bilinear_f32.o -test_objs += resize_bilinear_u8.o -test_objs += resize_bilinear_i8.o -test_objs += resize_nearestneighbor_f32.o -test_objs += resize_nearestneighbor_u8.o -test_objs += resize_nearestneighbor_i8.o -test_objs += resize_nearestneighbor_nchw_f32.o -test_objs += resize_nearestneighbor_nchw_u8.o -test_objs += resize_nearestneighbor_nchw_i8.o -test_objs += sigmoid_f32.o -test_objs += sigmoid_u8.o -test_objs += sigmoid_i8.o -test_objs += hard_sigmoid_f32.o -test_objs += hard_sigmoid_i8.o -test_objs += hard_sigmoid_u8.o -test_objs += softmax_f32.o -test_objs += softmax_u8.o -test_objs += softmax_i8.o -test_objs += log_softmax_f32.o -test_objs += log_softmax_u8.o -test_objs += log_softmax_i8.o -test_objs += sqrt_f32.o -test_objs += sqrt_u8.o -test_objs += sqrt_i8.o -test_objs += select_f32.o -test_objs += select_u8.o -test_objs += select_i8.o -test_objs += leaky_relu_f32.o -test_objs += leaky_relu_u8.o -test_objs += leaky_relu_i8.o -test_objs += prelu_f32.o -test_objs += prelu_u8.o -test_objs += prelu_i8.o -test_objs += prelu_nhwc_f32.o -test_objs += prelu_nhwc_u8.o -test_objs += prelu_nhwc_i8.o -test_objs += floor_f32.o -test_objs += floor_u8.o -test_objs += floor_i8.o - -test_objs += convolution_f32.o -test_objs += convolution_u8.o -test_objs += convolution_i8.o -test_objs += convolution_relu_u8.o -test_objs += convolution_relu_i8.o -test_objs += convolution_relu6_u8.o -test_objs += convolution_relu6_i8.o -test_objs += convolution_relu_nchw_u8.o -test_objs += convolution_relu_nchw_i8.o -test_objs += convolution_nchw_f32.o -test_objs += convolution_nchw_u8.o -test_objs += convolution_nchw_i8.o -test_objs += convolution_relu6_nchw_u8.o -test_objs += convolution_relu6_nchw_i8.o -test_objs += convolution3d_f32.o -test_objs += convolution3d_u8.o -test_objs += convolution3d_i8.o -#test_objs += convolution_channel_nchw_u8.o -#test_objs += convolution_channel_nchw_i8.o -test_objs += group_convolution_f32.o -test_objs += group_convolution_u8.o -test_objs += group_convolution_i8.o -test_objs += group_convolution_nchw_u8.o -test_objs += group_convolution_nchw_i8.o -test_objs += group_convolution_relu_u8.o -test_objs += group_convolution_relu_i8.o -test_objs += group_convolution_relu_nchw_u8.o -test_objs += group_convolution_relu_nchw_i8.o -test_objs += group_convolution_relu6_u8.o -test_objs += group_convolution_relu6_i8.o -test_objs += group_convolution_relu6_nchw_u8.o -test_objs += group_convolution_relu6_nchw_i8.o -test_objs += depthwise_convolution_f32.o -test_objs += depthwise_convolution_u8.o -test_objs += depthwise_convolution_i8.o -test_objs += depthwise_convolution_nchw_f32.o -test_objs += depthwise_convolution_nchw_u8.o -test_objs += depthwise_convolution_nchw_i8.o -test_objs += depthwise_convolution_relu_u8.o -test_objs += depthwise_convolution_relu_i8.o -test_objs += depthwise_convolution_relu_nchw_u8.o -test_objs += depthwise_convolution_relu_nchw_i8.o -test_objs += depthwise_convolution_relu6_u8.o -test_objs += depthwise_convolution_relu6_i8.o -test_objs += depthwise_convolution_relu6_nchw_u8.o -test_objs += depthwise_convolution_relu6_nchw_i8.o -test_objs += depthwise_deconvolution_f32.o -test_objs += depthwise_deconvolution_u8.o -test_objs += depthwise_deconvolution_i8.o -test_objs += depthwise_deconvolution_nchw_f32.o -test_objs += depthwise_deconvolution_nchw_u8.o -test_objs += deconvolution3d_f32.o -test_objs += deconvolution3d_u8.o -test_objs += deconvolution_f32.o -test_objs += deconvolution_u8.o -test_objs += deconvolution_i8.o -test_objs += deconvolution_nchw_f32.o -test_objs += deconvolution_nchw_u8.o -test_objs += deconvolution_nchw_i8.o - -test_objs += yuv_rgb_scale_f32.o -test_objs += yuv_rgb_scale_u8.o -test_objs += yuv_rgb_scale_i8.o -test_objs += unsorted_segment_max_f32.o -test_objs += unsorted_segment_max_u8.o -test_objs += unsorted_segment_max_i8.o -test_objs += segment_max_f32.o -test_objs += segment_max_u8.o -test_objs += segment_max_i8.o -test_objs += unsorted_segment_min_f32.o -test_objs += unsorted_segment_min_u8.o -test_objs += unsorted_segment_min_i8.o -test_objs += segment_min_f32.o -test_objs += segment_min_u8.o -test_objs += segment_min_i8.o -test_objs += unsorted_segment_sum_f32.o -test_objs += unsorted_segment_sum_u8.o -test_objs += unsorted_segment_sum_i8.o -test_objs += segment_sum_f32.o -test_objs += segment_sum_u8.o -test_objs += segment_sum_i8.o -test_objs += unsorted_segment_mean_f32.o -test_objs += unsorted_segment_mean_u8.o -test_objs += unsorted_segment_mean_i8.o -test_objs += segment_mean_f32.o -test_objs += segment_mean_u8.o -test_objs += segment_mean_i8.o -test_objs += unsorted_segment_prod_f32.o -test_objs += unsorted_segment_prod_u8.o -test_objs += unsorted_segment_prod_i8.o -test_objs += segment_prod_f32.o -test_objs += segment_prod_u8.o -test_objs += segment_prod_i8.o -test_objs += threshold_relu_f32.o -test_objs += threshold_relu_u8.o -test_objs += threshold_relu_i8.o -test_objs += matmul_f32.o -test_objs += matmul_u8.o -test_objs += matmul_i8.o -test_objs += batch_norm_f32.o -test_objs += batch_norm_u8.o -test_objs += batch_norm_i8.o -test_objs += l2_norm_f32.o -test_objs += l2_norm_u8.o -test_objs += l2_norm_i8.o - -test_objs += cumsum_f32.o -test_objs += cumsum_u8.o -test_objs += cumsum_i8.o -test_objs += cumprod_f32.o -test_objs += cumprod_u8.o -test_objs += cumprod_i8.o -test_objs += reduce_max_f32.o -test_objs += reduce_max_u8.o -test_objs += reduce_max_i8.o -test_objs += reduce_min_f32.o -test_objs += reduce_min_u8.o -test_objs += reduce_min_i8.o -test_objs += reduce_sum_f32.o -test_objs += reduce_prod_f32.o -test_objs += reduce_prod_u8.o -test_objs += reduce_prod_i8.o -test_objs += reduce_mean_f32.o -test_objs += reduce_mean_u8.o -test_objs += reduce_mean_i8.o -test_objs += reduce_logsumexp_f32.o -test_objs += reduce_logsumexp_u8.o -test_objs += reduce_logsumexp_i8.o -test_objs += softplus_f32.o -test_objs += softplus_u8.o -test_objs += softplus_i8.o -test_objs += softsign_f32.o -test_objs += softsign_u8.o -test_objs += softsign_i8.o -test_objs += squeeze_f32.o -test_objs += squeeze_u8.o -test_objs += squeeze_i8.o -test_objs += broadcast_to_f32.o -test_objs += broadcast_to_u8.o -test_objs += broadcast_to_i8.o -test_objs += clip_f32.o -test_objs += clip_u8.o -test_objs += clip_i8.o -test_objs += expand_dims_f32.o -test_objs += expand_dims_u8.o -test_objs += expand_dims_i8.o -test_objs += reverse_f32.o -test_objs += reverse_u8.o -test_objs += reverse_i8.o -test_objs += depth_to_space_f32.o -test_objs += depth_to_space_u8.o -test_objs += depth_to_space_i8.o -test_objs += space_to_depth_f32.o -test_objs += space_to_depth_u8.o -test_objs += space_to_depth_i8.o -test_objs += tile_f32.o -test_objs += tile_u8.o -test_objs += tile_i8.o -test_objs += stack_f32.o -test_objs += stack_u8.o -test_objs += stack_i8.o -test_objs += unstack_f32.o -test_objs += unstack_u8.o -test_objs += unstack_i8.o -test_objs += strided_slice_f32.o -test_objs += strided_slice_u8.o -test_objs += strided_slice_i8.o -test_objs += batch_to_space_f32.o -test_objs += batch_to_space_u8.o -test_objs += batch_to_space_i8.o -test_objs += space_to_batch_f32.o -test_objs += space_to_batch_u8.o -test_objs += space_to_batch_i8.o -test_objs += gather_f32.o -test_objs += gather_u8.o -test_objs += gather_i8.o -test_objs += gather_nd_f32.o -test_objs += gather_nd_u8.o -test_objs += gather_nd_i8.o -test_objs += topk_f32.o -test_objs += topk_u8.o -test_objs += topk_i8.o -test_objs += non_max_suppression_f32.o -test_objs += shuffle_channel_f32.o -test_objs += shuffle_channel_u8.o -test_objs += shuffle_channel_i8.o -test_objs += shuffle_channel_nchw_f32.o -test_objs += shuffle_channel_nchw_u8.o -test_objs += shuffle_channel_nchw_i8.o -test_objs += im2col_f32.o -test_objs += im2col_u8.o -test_objs += im2col_i8.o - -test_objs += averagepool3d_f32.o -test_objs += averagepool3d_u8.o -test_objs += averagepool3d_i8.o -test_objs += maxpool3d_f32.o -test_objs += maxpool3d_u8.o -test_objs += maxpool3d_i8.o -test_objs += maxpool_f32.o -test_objs += maxpool_u8.o -test_objs += maxpool_nchw_f32.o -test_objs += averagepool_f32.o -test_objs += averagepool_u8.o -test_objs += averagepool_i8.o -test_objs += averagepool_nchw_f32.o -test_objs += averagepool_nchw_u8.o -test_objs += averagepool_nchw_i8.o -test_objs += global_avgpool_u8.o -test_objs += global_avgpool_i8.o -test_objs += global_avgpool_nchw_u8.o -test_objs += global_avgpool_nchw_i8.o -test_objs += global_maxpool_u8.o -test_objs += global_maxpool_i8.o -test_objs += global_maxpool_nchw_u8.o -test_objs += global_maxpool_nchw_i8.o - -test_objs += concat_f32.o -test_objs += concat_u8.o -test_objs += concat_i8.o -test_objs += erf_f32.o -test_objs += erf_u8.o -test_objs += erf_i8.o -test_objs += arange_f32.o -test_objs += arange_u8.o -test_objs += arange_i8.o -test_objs += ceil_f32.o -test_objs += ceil_u8.o -test_objs += ceil_i8.o - -test_objs += exp_f32.o -test_objs += exp_u8.o -test_objs += exp_i8.o -test_objs += flatten_f32.o -test_objs += flatten_u8.o -test_objs += flatten_i8.o -test_objs += is_nan_f32.o -test_objs += log_f32.o -test_objs += log_u8.o -test_objs += log_i8.o -test_objs += lrn_f32.o -test_objs += lrn_u8.o -test_objs += lrn_i8.o - -test_objs += maximum_f32.o -test_objs += maximum_u8.o -test_objs += maximum_i8.o -test_objs += minimum_f32.o -test_objs += minimum_u8.o -test_objs += minimum_i8.o -test_objs += ndarray_size_f32.o -test_objs += ndarray_size_u8.o -test_objs += ndarray_size_i8.o -test_objs += negative_f32.o -test_objs += negative_u8.o -test_objs += negative_i8.o -test_objs += not_f32.o -test_objs += reshape_f32.o -test_objs += round_f32.o -test_objs += round_u8.o -test_objs += round_i8.o -test_objs += slice_f32.o -test_objs += slice_u8.o -test_objs += slice_i8.o -test_objs += softrelu_f32.o -test_objs += softrelu_u8.o -test_objs += softrelu_i8.o -test_objs += square_f32.o - -test_objs += transpose_f32.o -test_objs += transpose_u8.o -test_objs += transpose_i8.o -test_objs += trunc_f32.o -test_objs += trunc_u8.o -test_objs += trunc_i8.o -test_objs += roipooling_f32.o -test_objs += roipooling_u8.o -test_objs += psroipooling_f32.o -test_objs += psroipooling_u8.o - -test_objs += dequantize_f32.o - -utils_objs = - -utils_objs += ../utils/test_utils.o - -all: csi - -csi: $(utils_objs) $(test_objs) - -$(utils_objs): %.o: %.c - $(CC) -c $(CFLAGS) $(INCLUDE) $< -o $@ - -$(test_objs): %.o: %.c - $(CC) -c $(CFLAGS) $(INCLUDE) $< -o $@ - $(CC) $@ $(CFLAGS) $(BOARD) $(utils_objs) -L$(LIB_DIR) -l$(LIB_NAME) -lc -lm -o $@.elf - -clean: - rm -rf $(test_objs) $(utils_objs) *.a *.asm *.elf *.bin *.asm diff --git a/tests/validation/abs_f32.c b/tests/validation/abs_f32.c index c331500c..330c0e50 100644 --- a/tests/validation/abs_f32.c +++ b/tests/validation/abs_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/abs_i8.c b/tests/validation/abs_i8.c index 09b40d16..cfced450 100644 --- a/tests/validation/abs_i8.c +++ b/tests/validation/abs_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/abs_u8.c b/tests/validation/abs_u8.c index fae7dd86..bc102e5e 100644 --- a/tests/validation/abs_u8.c +++ b/tests/validation/abs_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/acos_f32.c b/tests/validation/acos_f32.c index 7257af55..d09d5793 100644 --- a/tests/validation/acos_f32.c +++ b/tests/validation/acos_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/acos_i8.c b/tests/validation/acos_i8.c index abee2330..3aea688b 100644 --- a/tests/validation/acos_i8.c +++ b/tests/validation/acos_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/acos_u8.c b/tests/validation/acos_u8.c index e43d6d8b..fde9e53f 100644 --- a/tests/validation/acos_u8.c +++ b/tests/validation/acos_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/acosh_f32.c b/tests/validation/acosh_f32.c index 9726f8c8..9a11e423 100644 --- a/tests/validation/acosh_f32.c +++ b/tests/validation/acosh_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/acosh_i8.c b/tests/validation/acosh_i8.c index cef11535..ab247df6 100644 --- a/tests/validation/acosh_i8.c +++ b/tests/validation/acosh_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/acosh_u8.c b/tests/validation/acosh_u8.c index 31f67828..829eada3 100644 --- a/tests/validation/acosh_u8.c +++ b/tests/validation/acosh_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/add_f32.c b/tests/validation/add_f32.c index eebc3f51..62e6ca83 100644 --- a/tests/validation/add_f32.c +++ b/tests/validation/add_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/add_i8.c b/tests/validation/add_i8.c index 59fd4eac..6194ce2b 100644 --- a/tests/validation/add_i8.c +++ b/tests/validation/add_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/add_u8.c b/tests/validation/add_u8.c index 4cc4ddf9..561e0a3e 100644 --- a/tests/validation/add_u8.c +++ b/tests/validation/add_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/and_u32.c b/tests/validation/and_u32.c index a808b123..2bf2431f 100644 --- a/tests/validation/and_u32.c +++ b/tests/validation/and_u32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/arange_f32.c b/tests/validation/arange_f32.c index 02f6499a..a601044c 100644 --- a/tests/validation/arange_f32.c +++ b/tests/validation/arange_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/arange_i8.c b/tests/validation/arange_i8.c index fcf02391..3c04dd07 100644 --- a/tests/validation/arange_i8.c +++ b/tests/validation/arange_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/arange_u8.c b/tests/validation/arange_u8.c index dc329f81..8a09fd81 100644 --- a/tests/validation/arange_u8.c +++ b/tests/validation/arange_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/argmax_stride_f32.c b/tests/validation/argmax_stride_f32.c index 40c74955..d7cc82bd 100644 --- a/tests/validation/argmax_stride_f32.c +++ b/tests/validation/argmax_stride_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/argmax_stride_u8.c b/tests/validation/argmax_stride_u8.c index f845b714..8880147c 100644 --- a/tests/validation/argmax_stride_u8.c +++ b/tests/validation/argmax_stride_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/argmin_stride_f32.c b/tests/validation/argmin_stride_f32.c index ca757794..600bebcb 100644 --- a/tests/validation/argmin_stride_f32.c +++ b/tests/validation/argmin_stride_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/argmin_stride_u8.c b/tests/validation/argmin_stride_u8.c index 1451369a..f4c9e781 100644 --- a/tests/validation/argmin_stride_u8.c +++ b/tests/validation/argmin_stride_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/asin_f32.c b/tests/validation/asin_f32.c index a62a84c4..dce67d9c 100644 --- a/tests/validation/asin_f32.c +++ b/tests/validation/asin_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/asin_i8.c b/tests/validation/asin_i8.c index 3d7a80d0..b300fb27 100644 --- a/tests/validation/asin_i8.c +++ b/tests/validation/asin_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/asin_u8.c b/tests/validation/asin_u8.c index c48f9b19..39fe1c6c 100644 --- a/tests/validation/asin_u8.c +++ b/tests/validation/asin_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/asinh_f32.c b/tests/validation/asinh_f32.c index de05e7f1..3c6daab9 100644 --- a/tests/validation/asinh_f32.c +++ b/tests/validation/asinh_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/asinh_i8.c b/tests/validation/asinh_i8.c index 4c177733..a791e3c3 100644 --- a/tests/validation/asinh_i8.c +++ b/tests/validation/asinh_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/asinh_u8.c b/tests/validation/asinh_u8.c index 9b815a5a..084c69b3 100644 --- a/tests/validation/asinh_u8.c +++ b/tests/validation/asinh_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/atan_f32.c b/tests/validation/atan_f32.c index 9e0322b3..ff5ad982 100644 --- a/tests/validation/atan_f32.c +++ b/tests/validation/atan_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/atan_i8.c b/tests/validation/atan_i8.c index 94577322..b9f9d744 100644 --- a/tests/validation/atan_i8.c +++ b/tests/validation/atan_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/atan_u8.c b/tests/validation/atan_u8.c index 764bc314..9e8367b5 100644 --- a/tests/validation/atan_u8.c +++ b/tests/validation/atan_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/atanh_f32.c b/tests/validation/atanh_f32.c index c098cb19..64121bc7 100644 --- a/tests/validation/atanh_f32.c +++ b/tests/validation/atanh_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/atanh_i8.c b/tests/validation/atanh_i8.c index ecf552b2..a9e821b6 100644 --- a/tests/validation/atanh_i8.c +++ b/tests/validation/atanh_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/atanh_u8.c b/tests/validation/atanh_u8.c index 0ecd46b8..248f4a15 100644 --- a/tests/validation/atanh_u8.c +++ b/tests/validation/atanh_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/averagepool3d_f32.c b/tests/validation/averagepool3d_f32.c index e4ca6a6f..9e946774 100644 --- a/tests/validation/averagepool3d_f32.c +++ b/tests/validation/averagepool3d_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/averagepool3d_i8.c b/tests/validation/averagepool3d_i8.c index 25859c6a..73928e3a 100644 --- a/tests/validation/averagepool3d_i8.c +++ b/tests/validation/averagepool3d_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/averagepool3d_u8.c b/tests/validation/averagepool3d_u8.c index 6f43bbd5..bda0648e 100644 --- a/tests/validation/averagepool3d_u8.c +++ b/tests/validation/averagepool3d_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/averagepool_f32.c b/tests/validation/averagepool_f32.c index 01bd59bb..b17bb6c6 100644 --- a/tests/validation/averagepool_f32.c +++ b/tests/validation/averagepool_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/averagepool_i8.c b/tests/validation/averagepool_i8.c index 6bd00f55..a0f1bb04 100644 --- a/tests/validation/averagepool_i8.c +++ b/tests/validation/averagepool_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/averagepool_nchw_f32.c b/tests/validation/averagepool_nchw_f32.c index 4a7c548a..28d097a2 100644 --- a/tests/validation/averagepool_nchw_f32.c +++ b/tests/validation/averagepool_nchw_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/averagepool_nchw_i8.c b/tests/validation/averagepool_nchw_i8.c index 9364cf33..943047b4 100644 --- a/tests/validation/averagepool_nchw_i8.c +++ b/tests/validation/averagepool_nchw_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/averagepool_nchw_u8.c b/tests/validation/averagepool_nchw_u8.c index 574383c2..e4890b48 100644 --- a/tests/validation/averagepool_nchw_u8.c +++ b/tests/validation/averagepool_nchw_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/averagepool_u8.c b/tests/validation/averagepool_u8.c index dd02754e..41603ddd 100644 --- a/tests/validation/averagepool_u8.c +++ b/tests/validation/averagepool_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/batch_norm_f32.c b/tests/validation/batch_norm_f32.c index 084a5782..e28de207 100644 --- a/tests/validation/batch_norm_f32.c +++ b/tests/validation/batch_norm_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/batch_norm_i8.c b/tests/validation/batch_norm_i8.c index 5af3a9f4..db11fb17 100644 --- a/tests/validation/batch_norm_i8.c +++ b/tests/validation/batch_norm_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/batch_norm_u8.c b/tests/validation/batch_norm_u8.c index 2593a579..4c0748af 100644 --- a/tests/validation/batch_norm_u8.c +++ b/tests/validation/batch_norm_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/batch_to_space_f32.c b/tests/validation/batch_to_space_f32.c index a01f3f28..1d1c827d 100644 --- a/tests/validation/batch_to_space_f32.c +++ b/tests/validation/batch_to_space_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/batch_to_space_i8.c b/tests/validation/batch_to_space_i8.c index 12a314ea..e181ba7d 100644 --- a/tests/validation/batch_to_space_i8.c +++ b/tests/validation/batch_to_space_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/batch_to_space_u8.c b/tests/validation/batch_to_space_u8.c index eca46134..a582be74 100644 --- a/tests/validation/batch_to_space_u8.c +++ b/tests/validation/batch_to_space_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/broadcast_to_f32.c b/tests/validation/broadcast_to_f32.c index e92ebb39..602bb240 100644 --- a/tests/validation/broadcast_to_f32.c +++ b/tests/validation/broadcast_to_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/broadcast_to_i8.c b/tests/validation/broadcast_to_i8.c index abea4b37..64a3e385 100644 --- a/tests/validation/broadcast_to_i8.c +++ b/tests/validation/broadcast_to_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/broadcast_to_u8.c b/tests/validation/broadcast_to_u8.c index d63fc4e3..202beb32 100644 --- a/tests/validation/broadcast_to_u8.c +++ b/tests/validation/broadcast_to_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/ceil_f32.c b/tests/validation/ceil_f32.c index 11a85dfc..ea9da7d9 100644 --- a/tests/validation/ceil_f32.c +++ b/tests/validation/ceil_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/ceil_i8.c b/tests/validation/ceil_i8.c index 5534ca56..acde85bf 100644 --- a/tests/validation/ceil_i8.c +++ b/tests/validation/ceil_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/ceil_u8.c b/tests/validation/ceil_u8.c index 4c580fbb..90cf3196 100644 --- a/tests/validation/ceil_u8.c +++ b/tests/validation/ceil_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/clip_f32.c b/tests/validation/clip_f32.c index f3e91822..94c02785 100644 --- a/tests/validation/clip_f32.c +++ b/tests/validation/clip_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/clip_i8.c b/tests/validation/clip_i8.c index 5c19852f..b9a26b6d 100644 --- a/tests/validation/clip_i8.c +++ b/tests/validation/clip_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/clip_u8.c b/tests/validation/clip_u8.c index 8cacf50d..f5486674 100644 --- a/tests/validation/clip_u8.c +++ b/tests/validation/clip_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/concat_f32.c b/tests/validation/concat_f32.c index 927049d1..7ea02b83 100644 --- a/tests/validation/concat_f32.c +++ b/tests/validation/concat_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/concat_i8.c b/tests/validation/concat_i8.c index ead460a2..89934131 100644 --- a/tests/validation/concat_i8.c +++ b/tests/validation/concat_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/concat_u8.c b/tests/validation/concat_u8.c index e5ca70e2..e7b65716 100644 --- a/tests/validation/concat_u8.c +++ b/tests/validation/concat_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/convolution3d_f32.c b/tests/validation/convolution3d_f32.c index c09d4173..6d87fc5e 100644 --- a/tests/validation/convolution3d_f32.c +++ b/tests/validation/convolution3d_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/convolution3d_i8.c b/tests/validation/convolution3d_i8.c index 6666408d..52b3665d 100644 --- a/tests/validation/convolution3d_i8.c +++ b/tests/validation/convolution3d_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/convolution3d_u8.c b/tests/validation/convolution3d_u8.c index 1206c594..8426e984 100644 --- a/tests/validation/convolution3d_u8.c +++ b/tests/validation/convolution3d_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/convolution_channel_nchw_i8.c b/tests/validation/convolution_channel_nchw_i8.c index d26a5298..694fec9e 100644 --- a/tests/validation/convolution_channel_nchw_i8.c +++ b/tests/validation/convolution_channel_nchw_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/convolution_channel_nchw_u8.c b/tests/validation/convolution_channel_nchw_u8.c index be4fa271..7b9bc28b 100644 --- a/tests/validation/convolution_channel_nchw_u8.c +++ b/tests/validation/convolution_channel_nchw_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/convolution_f32.c b/tests/validation/convolution_f32.c index 2a14cbab..9a02125a 100644 --- a/tests/validation/convolution_f32.c +++ b/tests/validation/convolution_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/convolution_i8.c b/tests/validation/convolution_i8.c index 6bbf6eb1..b8ff98a1 100644 --- a/tests/validation/convolution_i8.c +++ b/tests/validation/convolution_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/convolution_nchw_f32.c b/tests/validation/convolution_nchw_f32.c index 37809380..ca0409db 100644 --- a/tests/validation/convolution_nchw_f32.c +++ b/tests/validation/convolution_nchw_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/convolution_nchw_i8.c b/tests/validation/convolution_nchw_i8.c index c01da32c..ae444d84 100644 --- a/tests/validation/convolution_nchw_i8.c +++ b/tests/validation/convolution_nchw_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/convolution_nchw_u8.c b/tests/validation/convolution_nchw_u8.c index 89d18f33..c2cbf9a7 100644 --- a/tests/validation/convolution_nchw_u8.c +++ b/tests/validation/convolution_nchw_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/convolution_relu6_i8.c b/tests/validation/convolution_relu6_i8.c index 7bc32228..c1db95cb 100644 --- a/tests/validation/convolution_relu6_i8.c +++ b/tests/validation/convolution_relu6_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/convolution_relu6_nchw_i8.c b/tests/validation/convolution_relu6_nchw_i8.c index c3b3ed71..145c60cb 100644 --- a/tests/validation/convolution_relu6_nchw_i8.c +++ b/tests/validation/convolution_relu6_nchw_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/convolution_relu6_nchw_u8.c b/tests/validation/convolution_relu6_nchw_u8.c index 820191d3..03681c34 100644 --- a/tests/validation/convolution_relu6_nchw_u8.c +++ b/tests/validation/convolution_relu6_nchw_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/convolution_relu6_u8.c b/tests/validation/convolution_relu6_u8.c index 74613cae..a26dc5bd 100644 --- a/tests/validation/convolution_relu6_u8.c +++ b/tests/validation/convolution_relu6_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/convolution_relu_i8.c b/tests/validation/convolution_relu_i8.c index 9fa1c0c7..47e46b89 100644 --- a/tests/validation/convolution_relu_i8.c +++ b/tests/validation/convolution_relu_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/convolution_relu_nchw_i8.c b/tests/validation/convolution_relu_nchw_i8.c index 0495d95c..a1d64b24 100644 --- a/tests/validation/convolution_relu_nchw_i8.c +++ b/tests/validation/convolution_relu_nchw_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/convolution_relu_nchw_u8.c b/tests/validation/convolution_relu_nchw_u8.c index ff5bb459..3b94cd89 100644 --- a/tests/validation/convolution_relu_nchw_u8.c +++ b/tests/validation/convolution_relu_nchw_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/convolution_relu_u8.c b/tests/validation/convolution_relu_u8.c index 283b12e7..b5015b29 100644 --- a/tests/validation/convolution_relu_u8.c +++ b/tests/validation/convolution_relu_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/convolution_u8.c b/tests/validation/convolution_u8.c index 20a389fa..7b49d545 100644 --- a/tests/validation/convolution_u8.c +++ b/tests/validation/convolution_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/cos_f32.c b/tests/validation/cos_f32.c index 3459898c..6001434c 100644 --- a/tests/validation/cos_f32.c +++ b/tests/validation/cos_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/cos_i8.c b/tests/validation/cos_i8.c index 31d32633..635d8ba1 100644 --- a/tests/validation/cos_i8.c +++ b/tests/validation/cos_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/cos_u8.c b/tests/validation/cos_u8.c index fc517502..0feb3059 100644 --- a/tests/validation/cos_u8.c +++ b/tests/validation/cos_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/cosh_f32.c b/tests/validation/cosh_f32.c index 714093f6..b097db54 100644 --- a/tests/validation/cosh_f32.c +++ b/tests/validation/cosh_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/cosh_i8.c b/tests/validation/cosh_i8.c index 08ee9662..58a7252f 100644 --- a/tests/validation/cosh_i8.c +++ b/tests/validation/cosh_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/cosh_u8.c b/tests/validation/cosh_u8.c index 94412630..0c87aa6e 100644 --- a/tests/validation/cosh_u8.c +++ b/tests/validation/cosh_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/cumprod_f32.c b/tests/validation/cumprod_f32.c index 1c7309f2..082a134d 100644 --- a/tests/validation/cumprod_f32.c +++ b/tests/validation/cumprod_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/cumprod_i8.c b/tests/validation/cumprod_i8.c index dd72382c..bdc2723b 100644 --- a/tests/validation/cumprod_i8.c +++ b/tests/validation/cumprod_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/cumprod_u8.c b/tests/validation/cumprod_u8.c index 4b7d56ac..aec05e42 100644 --- a/tests/validation/cumprod_u8.c +++ b/tests/validation/cumprod_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/cumsum_f32.c b/tests/validation/cumsum_f32.c index 0e82696c..df6f5850 100644 --- a/tests/validation/cumsum_f32.c +++ b/tests/validation/cumsum_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/cumsum_i8.c b/tests/validation/cumsum_i8.c index 248a2dfe..0398479f 100644 --- a/tests/validation/cumsum_i8.c +++ b/tests/validation/cumsum_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/cumsum_u8.c b/tests/validation/cumsum_u8.c index 0520e715..92a36d2e 100644 --- a/tests/validation/cumsum_u8.c +++ b/tests/validation/cumsum_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/deconvolution3d_f32.c b/tests/validation/deconvolution3d_f32.c index 1d5ae6f5..fd261115 100644 --- a/tests/validation/deconvolution3d_f32.c +++ b/tests/validation/deconvolution3d_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/deconvolution3d_u8.c b/tests/validation/deconvolution3d_u8.c index c837b2dd..5f6794a5 100644 --- a/tests/validation/deconvolution3d_u8.c +++ b/tests/validation/deconvolution3d_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/deconvolution_f32.c b/tests/validation/deconvolution_f32.c index 4522a510..bd93e080 100644 --- a/tests/validation/deconvolution_f32.c +++ b/tests/validation/deconvolution_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/deconvolution_i8.c b/tests/validation/deconvolution_i8.c index 38473a29..8b7d1e3e 100644 --- a/tests/validation/deconvolution_i8.c +++ b/tests/validation/deconvolution_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/deconvolution_nchw_f32.c b/tests/validation/deconvolution_nchw_f32.c index 564cd6ab..117752ed 100644 --- a/tests/validation/deconvolution_nchw_f32.c +++ b/tests/validation/deconvolution_nchw_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/deconvolution_nchw_i8.c b/tests/validation/deconvolution_nchw_i8.c index 4428333f..cb27d539 100644 --- a/tests/validation/deconvolution_nchw_i8.c +++ b/tests/validation/deconvolution_nchw_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/deconvolution_nchw_u8.c b/tests/validation/deconvolution_nchw_u8.c index ed94e777..fbe06955 100644 --- a/tests/validation/deconvolution_nchw_u8.c +++ b/tests/validation/deconvolution_nchw_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/deconvolution_u8.c b/tests/validation/deconvolution_u8.c index 8ea6b7f9..2796b54a 100644 --- a/tests/validation/deconvolution_u8.c +++ b/tests/validation/deconvolution_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/depth_to_space_f32.c b/tests/validation/depth_to_space_f32.c index a9f03bb2..80060005 100644 --- a/tests/validation/depth_to_space_f32.c +++ b/tests/validation/depth_to_space_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/depth_to_space_i8.c b/tests/validation/depth_to_space_i8.c index fe2d9b6e..5f22c221 100644 --- a/tests/validation/depth_to_space_i8.c +++ b/tests/validation/depth_to_space_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/depth_to_space_u8.c b/tests/validation/depth_to_space_u8.c index 8f043646..c84ab361 100644 --- a/tests/validation/depth_to_space_u8.c +++ b/tests/validation/depth_to_space_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/depthwise_convolution_f32.c b/tests/validation/depthwise_convolution_f32.c index fd95b7ad..b2015ec6 100644 --- a/tests/validation/depthwise_convolution_f32.c +++ b/tests/validation/depthwise_convolution_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/depthwise_convolution_i8.c b/tests/validation/depthwise_convolution_i8.c index b5e19a9d..dce1ddf7 100644 --- a/tests/validation/depthwise_convolution_i8.c +++ b/tests/validation/depthwise_convolution_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/depthwise_convolution_nchw_f32.c b/tests/validation/depthwise_convolution_nchw_f32.c index 6176363d..19087c9a 100644 --- a/tests/validation/depthwise_convolution_nchw_f32.c +++ b/tests/validation/depthwise_convolution_nchw_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/depthwise_convolution_nchw_i8.c b/tests/validation/depthwise_convolution_nchw_i8.c index a1e0cddf..a31ea5e1 100644 --- a/tests/validation/depthwise_convolution_nchw_i8.c +++ b/tests/validation/depthwise_convolution_nchw_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/depthwise_convolution_nchw_u8.c b/tests/validation/depthwise_convolution_nchw_u8.c index 04c4d619..2e674864 100644 --- a/tests/validation/depthwise_convolution_nchw_u8.c +++ b/tests/validation/depthwise_convolution_nchw_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/depthwise_convolution_relu6_i8.c b/tests/validation/depthwise_convolution_relu6_i8.c index a478e294..cdcc2e1e 100644 --- a/tests/validation/depthwise_convolution_relu6_i8.c +++ b/tests/validation/depthwise_convolution_relu6_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/depthwise_convolution_relu6_nchw_i8.c b/tests/validation/depthwise_convolution_relu6_nchw_i8.c index 3d38d3ed..f3cda693 100644 --- a/tests/validation/depthwise_convolution_relu6_nchw_i8.c +++ b/tests/validation/depthwise_convolution_relu6_nchw_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/depthwise_convolution_relu6_nchw_u8.c b/tests/validation/depthwise_convolution_relu6_nchw_u8.c index c6795f81..980b3468 100644 --- a/tests/validation/depthwise_convolution_relu6_nchw_u8.c +++ b/tests/validation/depthwise_convolution_relu6_nchw_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/depthwise_convolution_relu6_u8.c b/tests/validation/depthwise_convolution_relu6_u8.c index fceceadd..c4413462 100644 --- a/tests/validation/depthwise_convolution_relu6_u8.c +++ b/tests/validation/depthwise_convolution_relu6_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/depthwise_convolution_relu_i8.c b/tests/validation/depthwise_convolution_relu_i8.c index 0efd3853..267e283e 100644 --- a/tests/validation/depthwise_convolution_relu_i8.c +++ b/tests/validation/depthwise_convolution_relu_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/depthwise_convolution_relu_nchw_i8.c b/tests/validation/depthwise_convolution_relu_nchw_i8.c index c6fede55..6508dd28 100644 --- a/tests/validation/depthwise_convolution_relu_nchw_i8.c +++ b/tests/validation/depthwise_convolution_relu_nchw_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/depthwise_convolution_relu_nchw_u8.c b/tests/validation/depthwise_convolution_relu_nchw_u8.c index bfbb0936..ba4a06fd 100644 --- a/tests/validation/depthwise_convolution_relu_nchw_u8.c +++ b/tests/validation/depthwise_convolution_relu_nchw_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/depthwise_convolution_relu_u8.c b/tests/validation/depthwise_convolution_relu_u8.c index d9a26418..318328ce 100644 --- a/tests/validation/depthwise_convolution_relu_u8.c +++ b/tests/validation/depthwise_convolution_relu_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/depthwise_convolution_u8.c b/tests/validation/depthwise_convolution_u8.c index 89a91e72..7a73f8ea 100644 --- a/tests/validation/depthwise_convolution_u8.c +++ b/tests/validation/depthwise_convolution_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/depthwise_deconvolution_f32.c b/tests/validation/depthwise_deconvolution_f32.c index 4b298acc..960b7cb1 100644 --- a/tests/validation/depthwise_deconvolution_f32.c +++ b/tests/validation/depthwise_deconvolution_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/depthwise_deconvolution_i8.c b/tests/validation/depthwise_deconvolution_i8.c index 922c7514..b700c3d7 100644 --- a/tests/validation/depthwise_deconvolution_i8.c +++ b/tests/validation/depthwise_deconvolution_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/depthwise_deconvolution_nchw_f32.c b/tests/validation/depthwise_deconvolution_nchw_f32.c index 8f7bdde2..03bc2af7 100644 --- a/tests/validation/depthwise_deconvolution_nchw_f32.c +++ b/tests/validation/depthwise_deconvolution_nchw_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/depthwise_deconvolution_nchw_u8.c b/tests/validation/depthwise_deconvolution_nchw_u8.c index 2ebadba7..f707f595 100644 --- a/tests/validation/depthwise_deconvolution_nchw_u8.c +++ b/tests/validation/depthwise_deconvolution_nchw_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/depthwise_deconvolution_u8.c b/tests/validation/depthwise_deconvolution_u8.c index 98e6016d..def07c0b 100644 --- a/tests/validation/depthwise_deconvolution_u8.c +++ b/tests/validation/depthwise_deconvolution_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/dequantize_f32.c b/tests/validation/dequantize_f32.c deleted file mode 100644 index faffd3af..00000000 --- a/tests/validation/dequantize_f32.c +++ /dev/null @@ -1,66 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "shl_c860.h" -#include "test_utils.h" - -int main(int argc, char **argv) -{ - init_testsuite("Testing function of dequantize f32.\n"); - - struct csinn_tensor *it = csinn_alloc_tensor(NULL); - float *input, *output, *reference; - int in_size, zp, quantized_multiplier, shift; - float max_value, min_value, scale; - - int *buffer = read_input_data_f32(argv[1]); - in_size = buffer[0]; - - input = (float *)(buffer + 1); - reference = malloc(in_size * sizeof(float)); - output = malloc(in_size * sizeof(float)); - uint8_t *input_tmp = malloc(in_size * sizeof(char)); - - find_min_max(input, &max_value, &min_value, in_size); - get_scale_and_zp(max_value, min_value, &scale, &zp); - shl_quantize_multiplier(scale, &quantized_multiplier, &shift); - it->data = input; - get_quant_info(it); - for (int i = 0; i < in_size; i++) { - input_tmp[i] = shl_ref_quantize_f32_to_u8(input[i], it->qinfo); - } - - for (int i = 0; i < in_size; i++) { - reference[i] = shl_ref_dequantize_u8_to_f32(input_tmp[i], it->qinfo); - } - - shl_c860_dequantize_f32(input_tmp, output, -it->qinfo->zero_point, it->qinfo->multiplier, - it->qinfo->shift, in_size); - - float difference = argc > 2 ? atof(argv[2]) : 0.9; - - result_verify_f32(reference, output, input, difference, in_size, false); - - free(buffer); - free(reference); - free(output); - free(input_tmp); - return done_testing(); -} diff --git a/tests/validation/div_f32.c b/tests/validation/div_f32.c index edef348c..ad65e527 100644 --- a/tests/validation/div_f32.c +++ b/tests/validation/div_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/div_i8.c b/tests/validation/div_i8.c index ddadea65..5bd1008d 100644 --- a/tests/validation/div_i8.c +++ b/tests/validation/div_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/div_u8.c b/tests/validation/div_u8.c index 1ff6e883..9e068441 100644 --- a/tests/validation/div_u8.c +++ b/tests/validation/div_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/elu_f32.c b/tests/validation/elu_f32.c index e804cd74..0bac5335 100644 --- a/tests/validation/elu_f32.c +++ b/tests/validation/elu_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/elu_i8.c b/tests/validation/elu_i8.c index dc7a5074..8d799ca8 100644 --- a/tests/validation/elu_i8.c +++ b/tests/validation/elu_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/elu_u8.c b/tests/validation/elu_u8.c index a4f79569..16be784f 100644 --- a/tests/validation/elu_u8.c +++ b/tests/validation/elu_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/equal_f32.c b/tests/validation/equal_f32.c index 561a6cdb..655c251e 100644 --- a/tests/validation/equal_f32.c +++ b/tests/validation/equal_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/equal_i8.c b/tests/validation/equal_i8.c index 19c3aaac..8f2065f3 100644 --- a/tests/validation/equal_i8.c +++ b/tests/validation/equal_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/equal_u8.c b/tests/validation/equal_u8.c index 5dbce2b2..03870495 100644 --- a/tests/validation/equal_u8.c +++ b/tests/validation/equal_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/erf_f32.c b/tests/validation/erf_f32.c index 4d286ea8..e1e759b3 100644 --- a/tests/validation/erf_f32.c +++ b/tests/validation/erf_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/erf_i8.c b/tests/validation/erf_i8.c index d369bbf5..94f692ef 100644 --- a/tests/validation/erf_i8.c +++ b/tests/validation/erf_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/erf_u8.c b/tests/validation/erf_u8.c index 57bae147..511bb094 100644 --- a/tests/validation/erf_u8.c +++ b/tests/validation/erf_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/exp_f32.c b/tests/validation/exp_f32.c index dacf7b11..ebccc33e 100644 --- a/tests/validation/exp_f32.c +++ b/tests/validation/exp_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/exp_i8.c b/tests/validation/exp_i8.c index 7a85a155..4d9367f0 100644 --- a/tests/validation/exp_i8.c +++ b/tests/validation/exp_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/exp_u8.c b/tests/validation/exp_u8.c index 20c995b8..1cb130cf 100644 --- a/tests/validation/exp_u8.c +++ b/tests/validation/exp_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/expand_dims_f32.c b/tests/validation/expand_dims_f32.c index f5767bbd..fb635174 100644 --- a/tests/validation/expand_dims_f32.c +++ b/tests/validation/expand_dims_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/expand_dims_i8.c b/tests/validation/expand_dims_i8.c index d09e6851..83becb1d 100644 --- a/tests/validation/expand_dims_i8.c +++ b/tests/validation/expand_dims_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/expand_dims_u8.c b/tests/validation/expand_dims_u8.c index 08867d6a..12b590b0 100644 --- a/tests/validation/expand_dims_u8.c +++ b/tests/validation/expand_dims_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/expm1_f32.c b/tests/validation/expm1_f32.c index 3c067ea2..6347551d 100644 --- a/tests/validation/expm1_f32.c +++ b/tests/validation/expm1_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/expm1_i8.c b/tests/validation/expm1_i8.c index c79ccdf8..3a21dbfa 100644 --- a/tests/validation/expm1_i8.c +++ b/tests/validation/expm1_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/expm1_u8.c b/tests/validation/expm1_u8.c index 4bd7764f..36845425 100644 --- a/tests/validation/expm1_u8.c +++ b/tests/validation/expm1_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/flatten_f32.c b/tests/validation/flatten_f32.c index 2ff23e39..12783844 100644 --- a/tests/validation/flatten_f32.c +++ b/tests/validation/flatten_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/flatten_i8.c b/tests/validation/flatten_i8.c index 08d968c8..5428a1ec 100644 --- a/tests/validation/flatten_i8.c +++ b/tests/validation/flatten_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/flatten_u8.c b/tests/validation/flatten_u8.c index eaf2c887..7f127d44 100644 --- a/tests/validation/flatten_u8.c +++ b/tests/validation/flatten_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/floor_div_f32.c b/tests/validation/floor_div_f32.c index dff84cb1..5a84f826 100644 --- a/tests/validation/floor_div_f32.c +++ b/tests/validation/floor_div_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/floor_div_i8.c b/tests/validation/floor_div_i8.c index 54babe2e..ea7f1012 100644 --- a/tests/validation/floor_div_i8.c +++ b/tests/validation/floor_div_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/floor_div_u8.c b/tests/validation/floor_div_u8.c index bc45fe54..2fadd821 100644 --- a/tests/validation/floor_div_u8.c +++ b/tests/validation/floor_div_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/floor_f32.c b/tests/validation/floor_f32.c index 5f5d8365..b4726d9d 100644 --- a/tests/validation/floor_f32.c +++ b/tests/validation/floor_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/floor_i8.c b/tests/validation/floor_i8.c index 45a1bbcb..5f532b00 100644 --- a/tests/validation/floor_i8.c +++ b/tests/validation/floor_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/floor_mod_f32.c b/tests/validation/floor_mod_f32.c index 522d07d4..566ad93a 100644 --- a/tests/validation/floor_mod_f32.c +++ b/tests/validation/floor_mod_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/floor_mod_i8.c b/tests/validation/floor_mod_i8.c index 6f7ae003..8f45be90 100644 --- a/tests/validation/floor_mod_i8.c +++ b/tests/validation/floor_mod_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/floor_mod_u8.c b/tests/validation/floor_mod_u8.c index f9af3179..f1cfb63c 100644 --- a/tests/validation/floor_mod_u8.c +++ b/tests/validation/floor_mod_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/floor_u8.c b/tests/validation/floor_u8.c index 59c1b683..4e5b5154 100644 --- a/tests/validation/floor_u8.c +++ b/tests/validation/floor_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/fullyconnected_f32.c b/tests/validation/fullyconnected_f32.c index 0cbdb7de..9d92c412 100644 --- a/tests/validation/fullyconnected_f32.c +++ b/tests/validation/fullyconnected_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/fullyconnected_i8.c b/tests/validation/fullyconnected_i8.c index 0806104f..3c9644ed 100644 --- a/tests/validation/fullyconnected_i8.c +++ b/tests/validation/fullyconnected_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/fullyconnected_u8.c b/tests/validation/fullyconnected_u8.c index d358452b..4fc4613b 100644 --- a/tests/validation/fullyconnected_u8.c +++ b/tests/validation/fullyconnected_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/gather_f32.c b/tests/validation/gather_f32.c index 13f3f8ba..fa265736 100644 --- a/tests/validation/gather_f32.c +++ b/tests/validation/gather_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/gather_i8.c b/tests/validation/gather_i8.c index 5ca4ec54..e0929e99 100644 --- a/tests/validation/gather_i8.c +++ b/tests/validation/gather_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/gather_nd_f32.c b/tests/validation/gather_nd_f32.c index d0c208cc..53a69025 100644 --- a/tests/validation/gather_nd_f32.c +++ b/tests/validation/gather_nd_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/gather_nd_i8.c b/tests/validation/gather_nd_i8.c index e6428abb..c16d251e 100644 --- a/tests/validation/gather_nd_i8.c +++ b/tests/validation/gather_nd_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/gather_nd_u8.c b/tests/validation/gather_nd_u8.c index 54a29e21..8a562113 100644 --- a/tests/validation/gather_nd_u8.c +++ b/tests/validation/gather_nd_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/gather_u8.c b/tests/validation/gather_u8.c index 7aa7079d..9ebfc5d1 100644 --- a/tests/validation/gather_u8.c +++ b/tests/validation/gather_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/global_avgpool_i8.c b/tests/validation/global_avgpool_i8.c index 0e9596f4..47e45229 100644 --- a/tests/validation/global_avgpool_i8.c +++ b/tests/validation/global_avgpool_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/global_avgpool_nchw_i8.c b/tests/validation/global_avgpool_nchw_i8.c index e81a2053..0931dd75 100644 --- a/tests/validation/global_avgpool_nchw_i8.c +++ b/tests/validation/global_avgpool_nchw_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/global_avgpool_nchw_u8.c b/tests/validation/global_avgpool_nchw_u8.c index 231e8fa1..26b8c73f 100644 --- a/tests/validation/global_avgpool_nchw_u8.c +++ b/tests/validation/global_avgpool_nchw_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/global_avgpool_u8.c b/tests/validation/global_avgpool_u8.c index f43de9d7..92aedefc 100644 --- a/tests/validation/global_avgpool_u8.c +++ b/tests/validation/global_avgpool_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/global_maxpool_i8.c b/tests/validation/global_maxpool_i8.c index efed458c..daf7de61 100644 --- a/tests/validation/global_maxpool_i8.c +++ b/tests/validation/global_maxpool_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/global_maxpool_nchw_i8.c b/tests/validation/global_maxpool_nchw_i8.c index dce3a4ba..eb3b4002 100644 --- a/tests/validation/global_maxpool_nchw_i8.c +++ b/tests/validation/global_maxpool_nchw_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/global_maxpool_nchw_u8.c b/tests/validation/global_maxpool_nchw_u8.c index 77894a9e..a62980a5 100644 --- a/tests/validation/global_maxpool_nchw_u8.c +++ b/tests/validation/global_maxpool_nchw_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/global_maxpool_u8.c b/tests/validation/global_maxpool_u8.c index f3a635ba..c58f296a 100644 --- a/tests/validation/global_maxpool_u8.c +++ b/tests/validation/global_maxpool_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/greater_equal_f32.c b/tests/validation/greater_equal_f32.c index 3f9c425a..9b06ed6c 100644 --- a/tests/validation/greater_equal_f32.c +++ b/tests/validation/greater_equal_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/greater_equal_i8.c b/tests/validation/greater_equal_i8.c index 1761c6a5..a42a15a0 100644 --- a/tests/validation/greater_equal_i8.c +++ b/tests/validation/greater_equal_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/greater_equal_u8.c b/tests/validation/greater_equal_u8.c index 49a40d62..203406f7 100644 --- a/tests/validation/greater_equal_u8.c +++ b/tests/validation/greater_equal_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/greater_f32.c b/tests/validation/greater_f32.c index 3f9c425a..9b06ed6c 100644 --- a/tests/validation/greater_f32.c +++ b/tests/validation/greater_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/greater_i8.c b/tests/validation/greater_i8.c index ca6804f6..fbf2ca99 100644 --- a/tests/validation/greater_i8.c +++ b/tests/validation/greater_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/greater_u8.c b/tests/validation/greater_u8.c index 9df323dd..d81d3714 100644 --- a/tests/validation/greater_u8.c +++ b/tests/validation/greater_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/group_convolution_f32.c b/tests/validation/group_convolution_f32.c index 5634a264..2239d338 100644 --- a/tests/validation/group_convolution_f32.c +++ b/tests/validation/group_convolution_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/group_convolution_i8.c b/tests/validation/group_convolution_i8.c index 4f7f6b9c..e146e483 100644 --- a/tests/validation/group_convolution_i8.c +++ b/tests/validation/group_convolution_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/group_convolution_nchw_f32.c b/tests/validation/group_convolution_nchw_f32.c index b9a5bda1..24101243 100644 --- a/tests/validation/group_convolution_nchw_f32.c +++ b/tests/validation/group_convolution_nchw_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/group_convolution_nchw_i8.c b/tests/validation/group_convolution_nchw_i8.c index 75d63b63..cff2eca7 100644 --- a/tests/validation/group_convolution_nchw_i8.c +++ b/tests/validation/group_convolution_nchw_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/group_convolution_nchw_u8.c b/tests/validation/group_convolution_nchw_u8.c index a00dd6a7..10882270 100644 --- a/tests/validation/group_convolution_nchw_u8.c +++ b/tests/validation/group_convolution_nchw_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/group_convolution_relu6_i8.c b/tests/validation/group_convolution_relu6_i8.c index 202f9726..ec8e54f4 100644 --- a/tests/validation/group_convolution_relu6_i8.c +++ b/tests/validation/group_convolution_relu6_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/group_convolution_relu6_nchw_i8.c b/tests/validation/group_convolution_relu6_nchw_i8.c index 96c14dbe..96da5269 100644 --- a/tests/validation/group_convolution_relu6_nchw_i8.c +++ b/tests/validation/group_convolution_relu6_nchw_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/group_convolution_relu6_nchw_u8.c b/tests/validation/group_convolution_relu6_nchw_u8.c index ae7fbeba..688a7f40 100644 --- a/tests/validation/group_convolution_relu6_nchw_u8.c +++ b/tests/validation/group_convolution_relu6_nchw_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/group_convolution_relu6_u8.c b/tests/validation/group_convolution_relu6_u8.c index 9c7c2806..a90bcfc0 100644 --- a/tests/validation/group_convolution_relu6_u8.c +++ b/tests/validation/group_convolution_relu6_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/group_convolution_relu_i8.c b/tests/validation/group_convolution_relu_i8.c index a0f59b0f..815d337e 100644 --- a/tests/validation/group_convolution_relu_i8.c +++ b/tests/validation/group_convolution_relu_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/group_convolution_relu_nchw_i8.c b/tests/validation/group_convolution_relu_nchw_i8.c index 9acc2d6b..5e0bcf0b 100644 --- a/tests/validation/group_convolution_relu_nchw_i8.c +++ b/tests/validation/group_convolution_relu_nchw_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/group_convolution_relu_nchw_u8.c b/tests/validation/group_convolution_relu_nchw_u8.c index 03252456..11759b1f 100644 --- a/tests/validation/group_convolution_relu_nchw_u8.c +++ b/tests/validation/group_convolution_relu_nchw_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/group_convolution_relu_u8.c b/tests/validation/group_convolution_relu_u8.c index 3c35b50b..b4cc9d86 100644 --- a/tests/validation/group_convolution_relu_u8.c +++ b/tests/validation/group_convolution_relu_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/group_convolution_u8.c b/tests/validation/group_convolution_u8.c index 3a93fde5..c6184ae6 100644 --- a/tests/validation/group_convolution_u8.c +++ b/tests/validation/group_convolution_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/hard_sigmoid_f32.c b/tests/validation/hard_sigmoid_f32.c index f377071c..dcd9b9d6 100644 --- a/tests/validation/hard_sigmoid_f32.c +++ b/tests/validation/hard_sigmoid_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/hard_sigmoid_i8.c b/tests/validation/hard_sigmoid_i8.c index eb913075..2b32577e 100644 --- a/tests/validation/hard_sigmoid_i8.c +++ b/tests/validation/hard_sigmoid_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/hard_sigmoid_u8.c b/tests/validation/hard_sigmoid_u8.c index 9b3894c3..778cf12f 100644 --- a/tests/validation/hard_sigmoid_u8.c +++ b/tests/validation/hard_sigmoid_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/im2col_f32.c b/tests/validation/im2col_f32.c index 446ffeba..259e65a7 100644 --- a/tests/validation/im2col_f32.c +++ b/tests/validation/im2col_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/im2col_i8.c b/tests/validation/im2col_i8.c index ad1688aa..c5aab3a2 100644 --- a/tests/validation/im2col_i8.c +++ b/tests/validation/im2col_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/im2col_u8.c b/tests/validation/im2col_u8.c index a88fb9b3..154b71c5 100644 --- a/tests/validation/im2col_u8.c +++ b/tests/validation/im2col_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/is_nan_f32.c b/tests/validation/is_nan_f32.c index b10205d8..e6373710 100644 --- a/tests/validation/is_nan_f32.c +++ b/tests/validation/is_nan_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/l2_norm_f32.c b/tests/validation/l2_norm_f32.c index ccb0c545..d9281cec 100644 --- a/tests/validation/l2_norm_f32.c +++ b/tests/validation/l2_norm_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/l2_norm_i8.c b/tests/validation/l2_norm_i8.c index 9589f3a5..04501a97 100644 --- a/tests/validation/l2_norm_i8.c +++ b/tests/validation/l2_norm_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/l2_norm_u8.c b/tests/validation/l2_norm_u8.c index 2244da22..5c793b39 100644 --- a/tests/validation/l2_norm_u8.c +++ b/tests/validation/l2_norm_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/leaky_relu_f32.c b/tests/validation/leaky_relu_f32.c index 30749df4..60c20ea8 100644 --- a/tests/validation/leaky_relu_f32.c +++ b/tests/validation/leaky_relu_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/leaky_relu_i8.c b/tests/validation/leaky_relu_i8.c index 9638a95f..d089c47e 100644 --- a/tests/validation/leaky_relu_i8.c +++ b/tests/validation/leaky_relu_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/leaky_relu_u8.c b/tests/validation/leaky_relu_u8.c index 5cedaf9c..cc6d6c6d 100644 --- a/tests/validation/leaky_relu_u8.c +++ b/tests/validation/leaky_relu_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/less_equal_f32.c b/tests/validation/less_equal_f32.c index 898b3e17..34e28008 100644 --- a/tests/validation/less_equal_f32.c +++ b/tests/validation/less_equal_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/less_equal_i8.c b/tests/validation/less_equal_i8.c index bf0194ff..a3a6cc88 100644 --- a/tests/validation/less_equal_i8.c +++ b/tests/validation/less_equal_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/less_equal_u8.c b/tests/validation/less_equal_u8.c index 1e683382..965f4faf 100644 --- a/tests/validation/less_equal_u8.c +++ b/tests/validation/less_equal_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/less_f32.c b/tests/validation/less_f32.c index a6c602ae..4078b924 100644 --- a/tests/validation/less_f32.c +++ b/tests/validation/less_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/less_i8.c b/tests/validation/less_i8.c index de30ad56..97a5b42c 100644 --- a/tests/validation/less_i8.c +++ b/tests/validation/less_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/less_u8.c b/tests/validation/less_u8.c index 63abd1aa..74e0d866 100644 --- a/tests/validation/less_u8.c +++ b/tests/validation/less_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/log1p_f32.c b/tests/validation/log1p_f32.c index 9f3f77af..5aaf5eef 100644 --- a/tests/validation/log1p_f32.c +++ b/tests/validation/log1p_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/log1p_i8.c b/tests/validation/log1p_i8.c index 6b4bc8fd..4d7f3890 100644 --- a/tests/validation/log1p_i8.c +++ b/tests/validation/log1p_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/log1p_u8.c b/tests/validation/log1p_u8.c index fdf4c522..a8d973b0 100644 --- a/tests/validation/log1p_u8.c +++ b/tests/validation/log1p_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/log_f32.c b/tests/validation/log_f32.c index 4e2cc987..c9b2404a 100644 --- a/tests/validation/log_f32.c +++ b/tests/validation/log_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/log_i8.c b/tests/validation/log_i8.c index 7d19d6ed..5a0c85ee 100644 --- a/tests/validation/log_i8.c +++ b/tests/validation/log_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/log_softmax_f32.c b/tests/validation/log_softmax_f32.c index b379bed1..f632f199 100644 --- a/tests/validation/log_softmax_f32.c +++ b/tests/validation/log_softmax_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/log_softmax_i8.c b/tests/validation/log_softmax_i8.c index b74be85e..8018d255 100644 --- a/tests/validation/log_softmax_i8.c +++ b/tests/validation/log_softmax_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/log_softmax_u8.c b/tests/validation/log_softmax_u8.c index 1a5defa7..df5de8ca 100644 --- a/tests/validation/log_softmax_u8.c +++ b/tests/validation/log_softmax_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/log_u8.c b/tests/validation/log_u8.c index 383a897f..3e75edd2 100644 --- a/tests/validation/log_u8.c +++ b/tests/validation/log_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/logical_and_f32.c b/tests/validation/logical_and_f32.c index 05e5522c..1ed5dc41 100644 --- a/tests/validation/logical_and_f32.c +++ b/tests/validation/logical_and_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/logical_and_i8.c b/tests/validation/logical_and_i8.c index 26b5ec9a..4fdd70fd 100644 --- a/tests/validation/logical_and_i8.c +++ b/tests/validation/logical_and_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/logical_and_u8.c b/tests/validation/logical_and_u8.c index 4fdafd22..0e6953d7 100644 --- a/tests/validation/logical_and_u8.c +++ b/tests/validation/logical_and_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/logical_not_f32.c b/tests/validation/logical_not_f32.c index 1f32328f..2b373f48 100644 --- a/tests/validation/logical_not_f32.c +++ b/tests/validation/logical_not_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/logical_not_i8.c b/tests/validation/logical_not_i8.c index 6ceee9b6..f28f4687 100644 --- a/tests/validation/logical_not_i8.c +++ b/tests/validation/logical_not_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/logical_not_u8.c b/tests/validation/logical_not_u8.c index 9fbee717..f3e009c4 100644 --- a/tests/validation/logical_not_u8.c +++ b/tests/validation/logical_not_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/logical_or_f32.c b/tests/validation/logical_or_f32.c index 364a5daf..366daa66 100644 --- a/tests/validation/logical_or_f32.c +++ b/tests/validation/logical_or_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/logical_or_i8.c b/tests/validation/logical_or_i8.c index b84c43d8..7a237382 100644 --- a/tests/validation/logical_or_i8.c +++ b/tests/validation/logical_or_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/logical_or_u8.c b/tests/validation/logical_or_u8.c index 63ead057..28282dee 100644 --- a/tests/validation/logical_or_u8.c +++ b/tests/validation/logical_or_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/logical_xor_f32.c b/tests/validation/logical_xor_f32.c index f5dcfddc..fdf66b7c 100644 --- a/tests/validation/logical_xor_f32.c +++ b/tests/validation/logical_xor_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/logical_xor_i8.c b/tests/validation/logical_xor_i8.c index 76b5c192..5f40b9e4 100644 --- a/tests/validation/logical_xor_i8.c +++ b/tests/validation/logical_xor_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/logical_xor_u8.c b/tests/validation/logical_xor_u8.c index 29b8a9e6..3cbbd0f0 100644 --- a/tests/validation/logical_xor_u8.c +++ b/tests/validation/logical_xor_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/lrn_f32.c b/tests/validation/lrn_f32.c index 78c0e34a..406b3164 100644 --- a/tests/validation/lrn_f32.c +++ b/tests/validation/lrn_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/lrn_i8.c b/tests/validation/lrn_i8.c index d3947186..122fd547 100644 --- a/tests/validation/lrn_i8.c +++ b/tests/validation/lrn_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/lrn_u8.c b/tests/validation/lrn_u8.c index 78c87312..499adeff 100644 --- a/tests/validation/lrn_u8.c +++ b/tests/validation/lrn_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/matmul_f32.c b/tests/validation/matmul_f32.c index 9acc6a3a..438e0679 100644 --- a/tests/validation/matmul_f32.c +++ b/tests/validation/matmul_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/matmul_i8.c b/tests/validation/matmul_i8.c index 0391cf08..f2931144 100644 --- a/tests/validation/matmul_i8.c +++ b/tests/validation/matmul_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/matmul_u8.c b/tests/validation/matmul_u8.c index 9bdfff33..b8b35c0e 100644 --- a/tests/validation/matmul_u8.c +++ b/tests/validation/matmul_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/max_stride_f32.c b/tests/validation/max_stride_f32.c index 01acadfa..cdec1e52 100644 --- a/tests/validation/max_stride_f32.c +++ b/tests/validation/max_stride_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/max_stride_u8.c b/tests/validation/max_stride_u8.c index 3fa07d9b..a2c1d7ed 100644 --- a/tests/validation/max_stride_u8.c +++ b/tests/validation/max_stride_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/maximum_f32.c b/tests/validation/maximum_f32.c index b8447ab3..2f6b8442 100644 --- a/tests/validation/maximum_f32.c +++ b/tests/validation/maximum_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/maximum_i8.c b/tests/validation/maximum_i8.c index d6f4bac1..c7830f93 100644 --- a/tests/validation/maximum_i8.c +++ b/tests/validation/maximum_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/maximum_u8.c b/tests/validation/maximum_u8.c index df8b57f4..ce0feb03 100644 --- a/tests/validation/maximum_u8.c +++ b/tests/validation/maximum_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/maxpool3d_f32.c b/tests/validation/maxpool3d_f32.c index b64babe3..fb82335c 100644 --- a/tests/validation/maxpool3d_f32.c +++ b/tests/validation/maxpool3d_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/maxpool3d_i8.c b/tests/validation/maxpool3d_i8.c index 1d13af8e..da5d8910 100644 --- a/tests/validation/maxpool3d_i8.c +++ b/tests/validation/maxpool3d_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/maxpool3d_u8.c b/tests/validation/maxpool3d_u8.c index 84f43afa..f941b66c 100644 --- a/tests/validation/maxpool3d_u8.c +++ b/tests/validation/maxpool3d_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/maxpool_f32.c b/tests/validation/maxpool_f32.c index 428e9500..db1d778b 100644 --- a/tests/validation/maxpool_f32.c +++ b/tests/validation/maxpool_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/maxpool_nchw_f32.c b/tests/validation/maxpool_nchw_f32.c index 45fde7bb..a017a5ca 100644 --- a/tests/validation/maxpool_nchw_f32.c +++ b/tests/validation/maxpool_nchw_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/maxpool_u8.c b/tests/validation/maxpool_u8.c index 7a9b4a33..e04edd05 100644 --- a/tests/validation/maxpool_u8.c +++ b/tests/validation/maxpool_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/mean_stride_f32.c b/tests/validation/mean_stride_f32.c index d19d8bd0..12d74729 100644 --- a/tests/validation/mean_stride_f32.c +++ b/tests/validation/mean_stride_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/mean_stride_u8.c b/tests/validation/mean_stride_u8.c index 665d4642..0d4c1825 100644 --- a/tests/validation/mean_stride_u8.c +++ b/tests/validation/mean_stride_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/min_stride_f32.c b/tests/validation/min_stride_f32.c index 363a02a1..7c164c2b 100644 --- a/tests/validation/min_stride_f32.c +++ b/tests/validation/min_stride_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/min_stride_u8.c b/tests/validation/min_stride_u8.c index aae56873..1e0f2565 100644 --- a/tests/validation/min_stride_u8.c +++ b/tests/validation/min_stride_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/minimum_f32.c b/tests/validation/minimum_f32.c index 9fa42943..359f4b2b 100644 --- a/tests/validation/minimum_f32.c +++ b/tests/validation/minimum_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/minimum_i8.c b/tests/validation/minimum_i8.c index 77bc5d14..4d044a59 100644 --- a/tests/validation/minimum_i8.c +++ b/tests/validation/minimum_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/minimum_u8.c b/tests/validation/minimum_u8.c index 75bda9ab..994bd6aa 100644 --- a/tests/validation/minimum_u8.c +++ b/tests/validation/minimum_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/mod_f32.c b/tests/validation/mod_f32.c index befd0d49..efccff6e 100644 --- a/tests/validation/mod_f32.c +++ b/tests/validation/mod_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/mod_i8.c b/tests/validation/mod_i8.c index 574b732d..99580665 100644 --- a/tests/validation/mod_i8.c +++ b/tests/validation/mod_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/mod_u8.c b/tests/validation/mod_u8.c index e84b0b06..cba514cd 100644 --- a/tests/validation/mod_u8.c +++ b/tests/validation/mod_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/mul_f32.c b/tests/validation/mul_f32.c index 4ceb28b6..e4c769bd 100644 --- a/tests/validation/mul_f32.c +++ b/tests/validation/mul_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/mul_i8.c b/tests/validation/mul_i8.c index 5cdd366f..0bdca61b 100644 --- a/tests/validation/mul_i8.c +++ b/tests/validation/mul_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/mul_u8.c b/tests/validation/mul_u8.c index 5e1ec731..c7749fda 100644 --- a/tests/validation/mul_u8.c +++ b/tests/validation/mul_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/ndarray_size_f32.c b/tests/validation/ndarray_size_f32.c index b9da1b15..94593f39 100644 --- a/tests/validation/ndarray_size_f32.c +++ b/tests/validation/ndarray_size_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/ndarray_size_i8.c b/tests/validation/ndarray_size_i8.c index 8c9bec52..e2e688c3 100644 --- a/tests/validation/ndarray_size_i8.c +++ b/tests/validation/ndarray_size_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/ndarray_size_u8.c b/tests/validation/ndarray_size_u8.c index d343dc8b..abd23cc9 100644 --- a/tests/validation/ndarray_size_u8.c +++ b/tests/validation/ndarray_size_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/negative_f32.c b/tests/validation/negative_f32.c index 837715f3..07fac5d3 100644 --- a/tests/validation/negative_f32.c +++ b/tests/validation/negative_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/negative_i8.c b/tests/validation/negative_i8.c index a5ef1dd8..7d638405 100644 --- a/tests/validation/negative_i8.c +++ b/tests/validation/negative_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/negative_u8.c b/tests/validation/negative_u8.c index b4ce40cb..0c09e380 100644 --- a/tests/validation/negative_u8.c +++ b/tests/validation/negative_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/non_max_suppression_f32.c b/tests/validation/non_max_suppression_f32.c index 6a16b9f5..2597c435 100644 --- a/tests/validation/non_max_suppression_f32.c +++ b/tests/validation/non_max_suppression_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/not_equal_f32.c b/tests/validation/not_equal_f32.c index d91324fb..c2eae9e0 100644 --- a/tests/validation/not_equal_f32.c +++ b/tests/validation/not_equal_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/not_equal_i8.c b/tests/validation/not_equal_i8.c index 843e0e29..4bff1b2c 100644 --- a/tests/validation/not_equal_i8.c +++ b/tests/validation/not_equal_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/not_equal_u8.c b/tests/validation/not_equal_u8.c index 3feafb55..097052e0 100644 --- a/tests/validation/not_equal_u8.c +++ b/tests/validation/not_equal_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/not_f32.c b/tests/validation/not_f32.c index fc759dd0..0e63381a 100644 --- a/tests/validation/not_f32.c +++ b/tests/validation/not_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/not_u32.c b/tests/validation/not_u32.c index 56fab022..2b95f456 100644 --- a/tests/validation/not_u32.c +++ b/tests/validation/not_u32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/or_u32.c b/tests/validation/or_u32.c index 647b2a33..18234f54 100644 --- a/tests/validation/or_u32.c +++ b/tests/validation/or_u32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/pad_f32.c b/tests/validation/pad_f32.c index 94373076..a33b6ac7 100644 --- a/tests/validation/pad_f32.c +++ b/tests/validation/pad_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/pad_nchw_f32.c b/tests/validation/pad_nchw_f32.c index b7936ccf..6b3440ea 100644 --- a/tests/validation/pad_nchw_f32.c +++ b/tests/validation/pad_nchw_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/pad_nchw_u8.c b/tests/validation/pad_nchw_u8.c index c397bd69..61c7e2b9 100644 --- a/tests/validation/pad_nchw_u8.c +++ b/tests/validation/pad_nchw_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/pad_u8.c b/tests/validation/pad_u8.c index c52e4ea4..ac2fe9f5 100644 --- a/tests/validation/pad_u8.c +++ b/tests/validation/pad_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/pow_f32.c b/tests/validation/pow_f32.c index cc0f21ce..816bff97 100644 --- a/tests/validation/pow_f32.c +++ b/tests/validation/pow_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/pow_i8.c b/tests/validation/pow_i8.c index c3007e4b..604bebc6 100644 --- a/tests/validation/pow_i8.c +++ b/tests/validation/pow_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/pow_u8.c b/tests/validation/pow_u8.c index 93da1a73..35b7dc27 100644 --- a/tests/validation/pow_u8.c +++ b/tests/validation/pow_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/prelu_f32.c b/tests/validation/prelu_f32.c index 5a780f59..0155916a 100644 --- a/tests/validation/prelu_f32.c +++ b/tests/validation/prelu_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/prelu_i8.c b/tests/validation/prelu_i8.c index c83bc2fb..b04bb66b 100644 --- a/tests/validation/prelu_i8.c +++ b/tests/validation/prelu_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/prelu_nhwc_f32.c b/tests/validation/prelu_nhwc_f32.c index 9c81a7b4..e6d0f0b8 100644 --- a/tests/validation/prelu_nhwc_f32.c +++ b/tests/validation/prelu_nhwc_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/prelu_nhwc_i8.c b/tests/validation/prelu_nhwc_i8.c index a3ef1c7e..e19c1d10 100644 --- a/tests/validation/prelu_nhwc_i8.c +++ b/tests/validation/prelu_nhwc_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/prelu_nhwc_u8.c b/tests/validation/prelu_nhwc_u8.c index c781d748..678f08fa 100644 --- a/tests/validation/prelu_nhwc_u8.c +++ b/tests/validation/prelu_nhwc_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/prelu_u8.c b/tests/validation/prelu_u8.c index 31f6a724..b915f0b2 100644 --- a/tests/validation/prelu_u8.c +++ b/tests/validation/prelu_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/prod_stride_f32.c b/tests/validation/prod_stride_f32.c index 1fb38825..7e7d2e9d 100644 --- a/tests/validation/prod_stride_f32.c +++ b/tests/validation/prod_stride_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/prod_stride_u8.c b/tests/validation/prod_stride_u8.c index f96e5062..d74a1c01 100644 --- a/tests/validation/prod_stride_u8.c +++ b/tests/validation/prod_stride_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/psroipooling_f32.c b/tests/validation/psroipooling_f32.c index 0ebc3de5..79ec6de7 100644 --- a/tests/validation/psroipooling_f32.c +++ b/tests/validation/psroipooling_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/psroipooling_u8.c b/tests/validation/psroipooling_u8.c index a62e488a..9260f57b 100644 --- a/tests/validation/psroipooling_u8.c +++ b/tests/validation/psroipooling_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/reduce_logsumexp_f32.c b/tests/validation/reduce_logsumexp_f32.c index 24b6a629..795efff7 100644 --- a/tests/validation/reduce_logsumexp_f32.c +++ b/tests/validation/reduce_logsumexp_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/reduce_logsumexp_i8.c b/tests/validation/reduce_logsumexp_i8.c index 9179b53c..52b95c24 100644 --- a/tests/validation/reduce_logsumexp_i8.c +++ b/tests/validation/reduce_logsumexp_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/reduce_logsumexp_u8.c b/tests/validation/reduce_logsumexp_u8.c index 70a40293..1c25b66a 100644 --- a/tests/validation/reduce_logsumexp_u8.c +++ b/tests/validation/reduce_logsumexp_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/reduce_max_f32.c b/tests/validation/reduce_max_f32.c index d2bfc1a2..85515503 100644 --- a/tests/validation/reduce_max_f32.c +++ b/tests/validation/reduce_max_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/reduce_max_i8.c b/tests/validation/reduce_max_i8.c index bb8a7eaa..1ee60e6a 100644 --- a/tests/validation/reduce_max_i8.c +++ b/tests/validation/reduce_max_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/reduce_max_u8.c b/tests/validation/reduce_max_u8.c index 06256599..e7f14486 100644 --- a/tests/validation/reduce_max_u8.c +++ b/tests/validation/reduce_max_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/reduce_mean_f32.c b/tests/validation/reduce_mean_f32.c index aa2f99e8..3bc0cc51 100644 --- a/tests/validation/reduce_mean_f32.c +++ b/tests/validation/reduce_mean_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/reduce_mean_i8.c b/tests/validation/reduce_mean_i8.c index fc3babdb..2c3b909e 100644 --- a/tests/validation/reduce_mean_i8.c +++ b/tests/validation/reduce_mean_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/reduce_mean_u8.c b/tests/validation/reduce_mean_u8.c index 6611d2b1..995e005c 100644 --- a/tests/validation/reduce_mean_u8.c +++ b/tests/validation/reduce_mean_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/reduce_min_f32.c b/tests/validation/reduce_min_f32.c index c0891225..b43c7f55 100644 --- a/tests/validation/reduce_min_f32.c +++ b/tests/validation/reduce_min_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/reduce_min_i8.c b/tests/validation/reduce_min_i8.c index 0074e690..d2339fe0 100644 --- a/tests/validation/reduce_min_i8.c +++ b/tests/validation/reduce_min_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/reduce_min_u8.c b/tests/validation/reduce_min_u8.c index f91b32bb..7c7ea0be 100644 --- a/tests/validation/reduce_min_u8.c +++ b/tests/validation/reduce_min_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/reduce_prod_f32.c b/tests/validation/reduce_prod_f32.c index 66cadf4e..48e36620 100644 --- a/tests/validation/reduce_prod_f32.c +++ b/tests/validation/reduce_prod_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/reduce_prod_i8.c b/tests/validation/reduce_prod_i8.c index f1aa050c..bc5d7146 100644 --- a/tests/validation/reduce_prod_i8.c +++ b/tests/validation/reduce_prod_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/reduce_prod_u8.c b/tests/validation/reduce_prod_u8.c index 38239dcc..970f7603 100644 --- a/tests/validation/reduce_prod_u8.c +++ b/tests/validation/reduce_prod_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/reduce_sum_f32.c b/tests/validation/reduce_sum_f32.c index 6abe44cc..18aad995 100644 --- a/tests/validation/reduce_sum_f32.c +++ b/tests/validation/reduce_sum_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/reduce_sum_i8.c b/tests/validation/reduce_sum_i8.c index 8f93b289..7771c382 100644 --- a/tests/validation/reduce_sum_i8.c +++ b/tests/validation/reduce_sum_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/reduce_sum_u8.c b/tests/validation/reduce_sum_u8.c index bfe6c26d..970dbc4f 100644 --- a/tests/validation/reduce_sum_u8.c +++ b/tests/validation/reduce_sum_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/relu1_f32.c b/tests/validation/relu1_f32.c index 68519bf9..e93f3244 100644 --- a/tests/validation/relu1_f32.c +++ b/tests/validation/relu1_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/relu1_i8.c b/tests/validation/relu1_i8.c index 517a1b1b..7267ca59 100644 --- a/tests/validation/relu1_i8.c +++ b/tests/validation/relu1_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/relu1_u8.c b/tests/validation/relu1_u8.c index 4c1f7062..02e352cc 100644 --- a/tests/validation/relu1_u8.c +++ b/tests/validation/relu1_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/relu6_f32.c b/tests/validation/relu6_f32.c index 49a47b8d..ec4b595f 100644 --- a/tests/validation/relu6_f32.c +++ b/tests/validation/relu6_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/relu6_i8.c b/tests/validation/relu6_i8.c index 7ec756da..0cb014e1 100644 --- a/tests/validation/relu6_i8.c +++ b/tests/validation/relu6_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/relu6_u8.c b/tests/validation/relu6_u8.c index 5b163e70..b546f6d9 100644 --- a/tests/validation/relu6_u8.c +++ b/tests/validation/relu6_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/relu_f32.c b/tests/validation/relu_f32.c index 9814971b..b413a573 100644 --- a/tests/validation/relu_f32.c +++ b/tests/validation/relu_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/relu_i8.c b/tests/validation/relu_i8.c index 74a9e243..85f80aac 100644 --- a/tests/validation/relu_i8.c +++ b/tests/validation/relu_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/relu_u8.c b/tests/validation/relu_u8.c index 8e30d523..1c7c7007 100644 --- a/tests/validation/relu_u8.c +++ b/tests/validation/relu_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/relun_f32.c b/tests/validation/relun_f32.c index d0455b82..0f85ad22 100644 --- a/tests/validation/relun_f32.c +++ b/tests/validation/relun_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/relun_i8.c b/tests/validation/relun_i8.c index 67d790ee..0c063e62 100644 --- a/tests/validation/relun_i8.c +++ b/tests/validation/relun_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/relun_u8.c b/tests/validation/relun_u8.c index 82d5b7e9..fd2708ce 100644 --- a/tests/validation/relun_u8.c +++ b/tests/validation/relun_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/reshape_f32.c b/tests/validation/reshape_f32.c index 585ec6c0..512a691e 100644 --- a/tests/validation/reshape_f32.c +++ b/tests/validation/reshape_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/resize_bilinear_f32.c b/tests/validation/resize_bilinear_f32.c index d2e37199..f64b5d6a 100644 --- a/tests/validation/resize_bilinear_f32.c +++ b/tests/validation/resize_bilinear_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/resize_bilinear_i8.c b/tests/validation/resize_bilinear_i8.c index bfebd932..35d5dca2 100644 --- a/tests/validation/resize_bilinear_i8.c +++ b/tests/validation/resize_bilinear_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/resize_bilinear_u8.c b/tests/validation/resize_bilinear_u8.c index 94c37609..9320807a 100644 --- a/tests/validation/resize_bilinear_u8.c +++ b/tests/validation/resize_bilinear_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/resize_nearestneighbor_f32.c b/tests/validation/resize_nearestneighbor_f32.c index 93d188f3..8af9d411 100644 --- a/tests/validation/resize_nearestneighbor_f32.c +++ b/tests/validation/resize_nearestneighbor_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/resize_nearestneighbor_i8.c b/tests/validation/resize_nearestneighbor_i8.c index 3f240269..8c8d7f02 100644 --- a/tests/validation/resize_nearestneighbor_i8.c +++ b/tests/validation/resize_nearestneighbor_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/resize_nearestneighbor_nchw_f32.c b/tests/validation/resize_nearestneighbor_nchw_f32.c index b1378609..efe3ee37 100644 --- a/tests/validation/resize_nearestneighbor_nchw_f32.c +++ b/tests/validation/resize_nearestneighbor_nchw_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/resize_nearestneighbor_nchw_i8.c b/tests/validation/resize_nearestneighbor_nchw_i8.c index 5b401f8a..4de8abfc 100644 --- a/tests/validation/resize_nearestneighbor_nchw_i8.c +++ b/tests/validation/resize_nearestneighbor_nchw_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/resize_nearestneighbor_nchw_u8.c b/tests/validation/resize_nearestneighbor_nchw_u8.c index 6eb46e7e..96902129 100644 --- a/tests/validation/resize_nearestneighbor_nchw_u8.c +++ b/tests/validation/resize_nearestneighbor_nchw_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/resize_nearestneighbor_u8.c b/tests/validation/resize_nearestneighbor_u8.c index e46f6dce..0dcd0e94 100644 --- a/tests/validation/resize_nearestneighbor_u8.c +++ b/tests/validation/resize_nearestneighbor_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/reverse_f32.c b/tests/validation/reverse_f32.c index ca4107ac..13aee5bb 100644 --- a/tests/validation/reverse_f32.c +++ b/tests/validation/reverse_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/reverse_i8.c b/tests/validation/reverse_i8.c index 840b429d..6324b53b 100644 --- a/tests/validation/reverse_i8.c +++ b/tests/validation/reverse_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/reverse_u8.c b/tests/validation/reverse_u8.c index c1b3cde4..dfa0d04e 100644 --- a/tests/validation/reverse_u8.c +++ b/tests/validation/reverse_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/riscv_xt9xx/relu_fp16.c b/tests/validation/riscv_xt9xx/relu_fp16.c index db91ed95..f62f6b86 100644 --- a/tests/validation/riscv_xt9xx/relu_fp16.c +++ b/tests/validation/riscv_xt9xx/relu_fp16.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_c906.h" #include "test_utils.h" diff --git a/tests/validation/roialign_f32.c b/tests/validation/roialign_f32.c index 0136f3af..cfea8d88 100644 --- a/tests/validation/roialign_f32.c +++ b/tests/validation/roialign_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/roipooling_f32.c b/tests/validation/roipooling_f32.c index 0fdbae29..afed5422 100644 --- a/tests/validation/roipooling_f32.c +++ b/tests/validation/roipooling_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/roipooling_u8.c b/tests/validation/roipooling_u8.c index aae53b8f..9a1fa8c5 100644 --- a/tests/validation/roipooling_u8.c +++ b/tests/validation/roipooling_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/round_f32.c b/tests/validation/round_f32.c index e34b4806..03e643f1 100644 --- a/tests/validation/round_f32.c +++ b/tests/validation/round_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/round_i8.c b/tests/validation/round_i8.c index 85276a38..e61e1016 100644 --- a/tests/validation/round_i8.c +++ b/tests/validation/round_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/round_u8.c b/tests/validation/round_u8.c index 1fce97ed..899d2936 100644 --- a/tests/validation/round_u8.c +++ b/tests/validation/round_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/rsqrt_f32.c b/tests/validation/rsqrt_f32.c index b394545f..d4b773b3 100644 --- a/tests/validation/rsqrt_f32.c +++ b/tests/validation/rsqrt_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/rsqrt_i8.c b/tests/validation/rsqrt_i8.c index 49581db6..149ab091 100644 --- a/tests/validation/rsqrt_i8.c +++ b/tests/validation/rsqrt_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/rsqrt_u8.c b/tests/validation/rsqrt_u8.c index 72400be3..de7e4b9d 100644 --- a/tests/validation/rsqrt_u8.c +++ b/tests/validation/rsqrt_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/segment_max_f32.c b/tests/validation/segment_max_f32.c index 9a53b2bd..56696ecd 100644 --- a/tests/validation/segment_max_f32.c +++ b/tests/validation/segment_max_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/segment_max_i8.c b/tests/validation/segment_max_i8.c index 4f46824b..cc4dc043 100644 --- a/tests/validation/segment_max_i8.c +++ b/tests/validation/segment_max_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/segment_max_u8.c b/tests/validation/segment_max_u8.c index 682d88b4..fb42ed49 100644 --- a/tests/validation/segment_max_u8.c +++ b/tests/validation/segment_max_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/segment_mean_f32.c b/tests/validation/segment_mean_f32.c index 32ccf4eb..d0a22a26 100644 --- a/tests/validation/segment_mean_f32.c +++ b/tests/validation/segment_mean_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/segment_mean_i8.c b/tests/validation/segment_mean_i8.c index bc75257c..aa9d30d5 100644 --- a/tests/validation/segment_mean_i8.c +++ b/tests/validation/segment_mean_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/segment_mean_u8.c b/tests/validation/segment_mean_u8.c index 98527254..8fcb8029 100644 --- a/tests/validation/segment_mean_u8.c +++ b/tests/validation/segment_mean_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/segment_min_f32.c b/tests/validation/segment_min_f32.c index 8dc65e70..28705973 100644 --- a/tests/validation/segment_min_f32.c +++ b/tests/validation/segment_min_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/segment_min_i8.c b/tests/validation/segment_min_i8.c index edd8447e..ee1b4004 100644 --- a/tests/validation/segment_min_i8.c +++ b/tests/validation/segment_min_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/segment_min_u8.c b/tests/validation/segment_min_u8.c index 163ec258..6a9e686b 100644 --- a/tests/validation/segment_min_u8.c +++ b/tests/validation/segment_min_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/segment_prod_f32.c b/tests/validation/segment_prod_f32.c index 241fad34..d477c4fe 100644 --- a/tests/validation/segment_prod_f32.c +++ b/tests/validation/segment_prod_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/segment_prod_i8.c b/tests/validation/segment_prod_i8.c index c76465e9..3fa54ea5 100644 --- a/tests/validation/segment_prod_i8.c +++ b/tests/validation/segment_prod_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/segment_prod_u8.c b/tests/validation/segment_prod_u8.c index 27254aec..1ed25325 100644 --- a/tests/validation/segment_prod_u8.c +++ b/tests/validation/segment_prod_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/segment_sum_f32.c b/tests/validation/segment_sum_f32.c index 86b52d1f..07327acb 100644 --- a/tests/validation/segment_sum_f32.c +++ b/tests/validation/segment_sum_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/segment_sum_i8.c b/tests/validation/segment_sum_i8.c index 5874fe98..59fec2c4 100644 --- a/tests/validation/segment_sum_i8.c +++ b/tests/validation/segment_sum_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/segment_sum_u8.c b/tests/validation/segment_sum_u8.c index cc8941c5..3407df93 100644 --- a/tests/validation/segment_sum_u8.c +++ b/tests/validation/segment_sum_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/select_f32.c b/tests/validation/select_f32.c index 70c13009..7eacb1e3 100644 --- a/tests/validation/select_f32.c +++ b/tests/validation/select_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/select_i8.c b/tests/validation/select_i8.c index 2c5aaa94..5bb31edc 100644 --- a/tests/validation/select_i8.c +++ b/tests/validation/select_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/select_u8.c b/tests/validation/select_u8.c index 715c1a1a..c083bce6 100644 --- a/tests/validation/select_u8.c +++ b/tests/validation/select_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/shuffle_channel_f32.c b/tests/validation/shuffle_channel_f32.c index e71552b0..0c53d0da 100644 --- a/tests/validation/shuffle_channel_f32.c +++ b/tests/validation/shuffle_channel_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/shuffle_channel_i8.c b/tests/validation/shuffle_channel_i8.c index 031f1772..4472d7d3 100644 --- a/tests/validation/shuffle_channel_i8.c +++ b/tests/validation/shuffle_channel_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/shuffle_channel_nchw_f32.c b/tests/validation/shuffle_channel_nchw_f32.c index b78ecb78..a7e3b14a 100644 --- a/tests/validation/shuffle_channel_nchw_f32.c +++ b/tests/validation/shuffle_channel_nchw_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/shuffle_channel_nchw_i8.c b/tests/validation/shuffle_channel_nchw_i8.c index 60572d50..849be67b 100644 --- a/tests/validation/shuffle_channel_nchw_i8.c +++ b/tests/validation/shuffle_channel_nchw_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/shuffle_channel_nchw_u8.c b/tests/validation/shuffle_channel_nchw_u8.c index 5633b06e..8b3d3543 100644 --- a/tests/validation/shuffle_channel_nchw_u8.c +++ b/tests/validation/shuffle_channel_nchw_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/shuffle_channel_u8.c b/tests/validation/shuffle_channel_u8.c index 33076e6b..fb4364ff 100644 --- a/tests/validation/shuffle_channel_u8.c +++ b/tests/validation/shuffle_channel_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/sigmoid_f32.c b/tests/validation/sigmoid_f32.c index d5c1fef3..387b3b4d 100644 --- a/tests/validation/sigmoid_f32.c +++ b/tests/validation/sigmoid_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/sigmoid_i8.c b/tests/validation/sigmoid_i8.c index 12d7d4d9..e38a3408 100644 --- a/tests/validation/sigmoid_i8.c +++ b/tests/validation/sigmoid_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/sigmoid_u8.c b/tests/validation/sigmoid_u8.c index 99c71094..ad8fa64a 100644 --- a/tests/validation/sigmoid_u8.c +++ b/tests/validation/sigmoid_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/sign_f32.c b/tests/validation/sign_f32.c index 982428cb..d2c9f707 100644 --- a/tests/validation/sign_f32.c +++ b/tests/validation/sign_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/sin_f32.c b/tests/validation/sin_f32.c index 0f1ca2dd..a3fbdf47 100644 --- a/tests/validation/sin_f32.c +++ b/tests/validation/sin_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/sin_i8.c b/tests/validation/sin_i8.c index 0783a5ad..2fb6e4aa 100644 --- a/tests/validation/sin_i8.c +++ b/tests/validation/sin_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/sin_u8.c b/tests/validation/sin_u8.c index 6c7a2416..c2e30290 100644 --- a/tests/validation/sin_u8.c +++ b/tests/validation/sin_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/sinh_f32.c b/tests/validation/sinh_f32.c index 8290f694..2b6ab4dc 100644 --- a/tests/validation/sinh_f32.c +++ b/tests/validation/sinh_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/sinh_i8.c b/tests/validation/sinh_i8.c index 645c80d6..06c5cda0 100644 --- a/tests/validation/sinh_i8.c +++ b/tests/validation/sinh_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/sinh_u8.c b/tests/validation/sinh_u8.c index 7fcd3e2d..aff1f584 100644 --- a/tests/validation/sinh_u8.c +++ b/tests/validation/sinh_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/slice_f32.c b/tests/validation/slice_f32.c index ff3a7829..cb53ec0c 100644 --- a/tests/validation/slice_f32.c +++ b/tests/validation/slice_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/slice_i8.c b/tests/validation/slice_i8.c index 04bef0ef..61b4246a 100644 --- a/tests/validation/slice_i8.c +++ b/tests/validation/slice_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/slice_u8.c b/tests/validation/slice_u8.c index a4ce1353..08d7c306 100644 --- a/tests/validation/slice_u8.c +++ b/tests/validation/slice_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/softmax_f32.c b/tests/validation/softmax_f32.c index 63edd192..2e450c4b 100644 --- a/tests/validation/softmax_f32.c +++ b/tests/validation/softmax_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/softmax_i8.c b/tests/validation/softmax_i8.c index 2a3edc5d..53c1c6d8 100644 --- a/tests/validation/softmax_i8.c +++ b/tests/validation/softmax_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/softmax_u8.c b/tests/validation/softmax_u8.c index 895b0bed..e97303a1 100644 --- a/tests/validation/softmax_u8.c +++ b/tests/validation/softmax_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/softplus_f32.c b/tests/validation/softplus_f32.c index 19b7f08d..b3bc2bba 100644 --- a/tests/validation/softplus_f32.c +++ b/tests/validation/softplus_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/softplus_i8.c b/tests/validation/softplus_i8.c index 74257f7e..f451a752 100644 --- a/tests/validation/softplus_i8.c +++ b/tests/validation/softplus_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/softplus_u8.c b/tests/validation/softplus_u8.c index f90b2668..12624e57 100644 --- a/tests/validation/softplus_u8.c +++ b/tests/validation/softplus_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/softrelu_f32.c b/tests/validation/softrelu_f32.c index 30130747..8cad07cf 100644 --- a/tests/validation/softrelu_f32.c +++ b/tests/validation/softrelu_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/softrelu_i8.c b/tests/validation/softrelu_i8.c index aae4c172..d09c93b1 100644 --- a/tests/validation/softrelu_i8.c +++ b/tests/validation/softrelu_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/softrelu_u8.c b/tests/validation/softrelu_u8.c index 19650e5a..f280196c 100644 --- a/tests/validation/softrelu_u8.c +++ b/tests/validation/softrelu_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/softsign_f32.c b/tests/validation/softsign_f32.c index 3f49aab2..eb5a5792 100644 --- a/tests/validation/softsign_f32.c +++ b/tests/validation/softsign_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/softsign_i8.c b/tests/validation/softsign_i8.c index 3bf3eec6..2852f110 100644 --- a/tests/validation/softsign_i8.c +++ b/tests/validation/softsign_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/softsign_u8.c b/tests/validation/softsign_u8.c index d6828f3b..dee24297 100644 --- a/tests/validation/softsign_u8.c +++ b/tests/validation/softsign_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/space_to_batch_f32.c b/tests/validation/space_to_batch_f32.c index 63d9aecf..73c375f8 100644 --- a/tests/validation/space_to_batch_f32.c +++ b/tests/validation/space_to_batch_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/space_to_batch_i8.c b/tests/validation/space_to_batch_i8.c index f210a8ce..691e9963 100644 --- a/tests/validation/space_to_batch_i8.c +++ b/tests/validation/space_to_batch_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/space_to_batch_u8.c b/tests/validation/space_to_batch_u8.c index 1c1e12ad..2763d135 100644 --- a/tests/validation/space_to_batch_u8.c +++ b/tests/validation/space_to_batch_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/space_to_depth_f32.c b/tests/validation/space_to_depth_f32.c index efc63a18..a38ac185 100644 --- a/tests/validation/space_to_depth_f32.c +++ b/tests/validation/space_to_depth_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/space_to_depth_i8.c b/tests/validation/space_to_depth_i8.c index ed783c8d..ddfb3513 100644 --- a/tests/validation/space_to_depth_i8.c +++ b/tests/validation/space_to_depth_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/space_to_depth_u8.c b/tests/validation/space_to_depth_u8.c index ca0d3e59..85413677 100644 --- a/tests/validation/space_to_depth_u8.c +++ b/tests/validation/space_to_depth_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/split_f32.c b/tests/validation/split_f32.c index abc67699..336887bf 100644 --- a/tests/validation/split_f32.c +++ b/tests/validation/split_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/sqrt_f32.c b/tests/validation/sqrt_f32.c index 1397be7c..a40d4382 100644 --- a/tests/validation/sqrt_f32.c +++ b/tests/validation/sqrt_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/sqrt_i8.c b/tests/validation/sqrt_i8.c index 83370e57..b56f7b21 100644 --- a/tests/validation/sqrt_i8.c +++ b/tests/validation/sqrt_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/sqrt_u8.c b/tests/validation/sqrt_u8.c index 363f582b..3147c50c 100644 --- a/tests/validation/sqrt_u8.c +++ b/tests/validation/sqrt_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/square_f32.c b/tests/validation/square_f32.c index 4dea0c3c..cd6df040 100644 --- a/tests/validation/square_f32.c +++ b/tests/validation/square_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/squeeze_f32.c b/tests/validation/squeeze_f32.c index 4ce4cfd8..eb75d073 100644 --- a/tests/validation/squeeze_f32.c +++ b/tests/validation/squeeze_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/squeeze_i8.c b/tests/validation/squeeze_i8.c index 45106857..eedfc6bf 100644 --- a/tests/validation/squeeze_i8.c +++ b/tests/validation/squeeze_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/squeeze_u8.c b/tests/validation/squeeze_u8.c index a916556d..4485fca2 100644 --- a/tests/validation/squeeze_u8.c +++ b/tests/validation/squeeze_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/stack_f32.c b/tests/validation/stack_f32.c index 8066e2b6..589a3804 100644 --- a/tests/validation/stack_f32.c +++ b/tests/validation/stack_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/stack_i8.c b/tests/validation/stack_i8.c index ba612520..26b87d8b 100644 --- a/tests/validation/stack_i8.c +++ b/tests/validation/stack_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/stack_u8.c b/tests/validation/stack_u8.c index d622c231..4b9adf0b 100644 --- a/tests/validation/stack_u8.c +++ b/tests/validation/stack_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/strided_slice_f32.c b/tests/validation/strided_slice_f32.c index f3773dd3..de6569b5 100644 --- a/tests/validation/strided_slice_f32.c +++ b/tests/validation/strided_slice_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/strided_slice_i8.c b/tests/validation/strided_slice_i8.c index e5a9f02b..042f8de2 100644 --- a/tests/validation/strided_slice_i8.c +++ b/tests/validation/strided_slice_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/strided_slice_u8.c b/tests/validation/strided_slice_u8.c index 3d9ea310..77aec80a 100644 --- a/tests/validation/strided_slice_u8.c +++ b/tests/validation/strided_slice_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/sub_f32.c b/tests/validation/sub_f32.c index 2caffa66..a902110c 100644 --- a/tests/validation/sub_f32.c +++ b/tests/validation/sub_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/sub_i8.c b/tests/validation/sub_i8.c index 72c28c08..c12fea42 100644 --- a/tests/validation/sub_i8.c +++ b/tests/validation/sub_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/sub_u8.c b/tests/validation/sub_u8.c index 1766ce07..af24ccf5 100644 --- a/tests/validation/sub_u8.c +++ b/tests/validation/sub_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/sum_stride_f32.c b/tests/validation/sum_stride_f32.c index 581745c9..d9e83864 100644 --- a/tests/validation/sum_stride_f32.c +++ b/tests/validation/sum_stride_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/sum_stride_u8.c b/tests/validation/sum_stride_u8.c index ae871dc4..ccefe6dc 100644 --- a/tests/validation/sum_stride_u8.c +++ b/tests/validation/sum_stride_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/tan_f32.c b/tests/validation/tan_f32.c index 490072f3..bbe8668d 100644 --- a/tests/validation/tan_f32.c +++ b/tests/validation/tan_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/tan_i8.c b/tests/validation/tan_i8.c index 6c7085c3..ac7c558a 100644 --- a/tests/validation/tan_i8.c +++ b/tests/validation/tan_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/tan_u8.c b/tests/validation/tan_u8.c index d1dd7e9a..73dac1b8 100644 --- a/tests/validation/tan_u8.c +++ b/tests/validation/tan_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/tanh_f32.c b/tests/validation/tanh_f32.c index f5104821..da62df82 100644 --- a/tests/validation/tanh_f32.c +++ b/tests/validation/tanh_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/tanh_i8.c b/tests/validation/tanh_i8.c index e9967e8a..1a7f7dd6 100644 --- a/tests/validation/tanh_i8.c +++ b/tests/validation/tanh_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/tanh_u8.c b/tests/validation/tanh_u8.c index bd46ca92..2f152bcb 100644 --- a/tests/validation/tanh_u8.c +++ b/tests/validation/tanh_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/threshold_relu_f32.c b/tests/validation/threshold_relu_f32.c index 5a40e1f5..e22f0d49 100644 --- a/tests/validation/threshold_relu_f32.c +++ b/tests/validation/threshold_relu_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/threshold_relu_i8.c b/tests/validation/threshold_relu_i8.c index 55c17f88..4dc0c0c3 100644 --- a/tests/validation/threshold_relu_i8.c +++ b/tests/validation/threshold_relu_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/threshold_relu_u8.c b/tests/validation/threshold_relu_u8.c index 3dc75a5a..a32281df 100644 --- a/tests/validation/threshold_relu_u8.c +++ b/tests/validation/threshold_relu_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/tile_f32.c b/tests/validation/tile_f32.c index 0643dcd8..0be07f70 100644 --- a/tests/validation/tile_f32.c +++ b/tests/validation/tile_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/tile_i8.c b/tests/validation/tile_i8.c index ac987d1c..9aa26673 100644 --- a/tests/validation/tile_i8.c +++ b/tests/validation/tile_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/tile_u8.c b/tests/validation/tile_u8.c index 0fe46257..9f36d937 100644 --- a/tests/validation/tile_u8.c +++ b/tests/validation/tile_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/topk_f32.c b/tests/validation/topk_f32.c index 64598cf8..acf212db 100644 --- a/tests/validation/topk_f32.c +++ b/tests/validation/topk_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/topk_i8.c b/tests/validation/topk_i8.c index ede03714..4502dc11 100644 --- a/tests/validation/topk_i8.c +++ b/tests/validation/topk_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/topk_u8.c b/tests/validation/topk_u8.c index 3e00a76f..a5f3a5f5 100644 --- a/tests/validation/topk_u8.c +++ b/tests/validation/topk_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/transpose_f32.c b/tests/validation/transpose_f32.c index 9be9dfd7..d22ffd19 100644 --- a/tests/validation/transpose_f32.c +++ b/tests/validation/transpose_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/transpose_i8.c b/tests/validation/transpose_i8.c index b44f2529..34b13e68 100644 --- a/tests/validation/transpose_i8.c +++ b/tests/validation/transpose_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/transpose_u8.c b/tests/validation/transpose_u8.c index 66f492df..5435d43e 100644 --- a/tests/validation/transpose_u8.c +++ b/tests/validation/transpose_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/trunc_f32.c b/tests/validation/trunc_f32.c index a06138f7..4c1d653c 100644 --- a/tests/validation/trunc_f32.c +++ b/tests/validation/trunc_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/trunc_i8.c b/tests/validation/trunc_i8.c index 40c3a502..ad00619b 100644 --- a/tests/validation/trunc_i8.c +++ b/tests/validation/trunc_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/trunc_u8.c b/tests/validation/trunc_u8.c index 94049647..3fc037ed 100644 --- a/tests/validation/trunc_u8.c +++ b/tests/validation/trunc_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/unsorted_segment_max_f32.c b/tests/validation/unsorted_segment_max_f32.c index b30a5d3e..f8781bfd 100644 --- a/tests/validation/unsorted_segment_max_f32.c +++ b/tests/validation/unsorted_segment_max_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/unsorted_segment_max_i8.c b/tests/validation/unsorted_segment_max_i8.c index d3e995ef..5d8f8fc1 100644 --- a/tests/validation/unsorted_segment_max_i8.c +++ b/tests/validation/unsorted_segment_max_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/unsorted_segment_max_u8.c b/tests/validation/unsorted_segment_max_u8.c index 2af3a4a0..5bec5381 100644 --- a/tests/validation/unsorted_segment_max_u8.c +++ b/tests/validation/unsorted_segment_max_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/unsorted_segment_mean_f32.c b/tests/validation/unsorted_segment_mean_f32.c index bb6d04ff..bd8214e5 100644 --- a/tests/validation/unsorted_segment_mean_f32.c +++ b/tests/validation/unsorted_segment_mean_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/unsorted_segment_mean_i8.c b/tests/validation/unsorted_segment_mean_i8.c index 519c3197..0c310368 100644 --- a/tests/validation/unsorted_segment_mean_i8.c +++ b/tests/validation/unsorted_segment_mean_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/unsorted_segment_mean_u8.c b/tests/validation/unsorted_segment_mean_u8.c index b211de3d..9b4913d6 100644 --- a/tests/validation/unsorted_segment_mean_u8.c +++ b/tests/validation/unsorted_segment_mean_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/unsorted_segment_min_f32.c b/tests/validation/unsorted_segment_min_f32.c index d34662df..f6b0d59b 100644 --- a/tests/validation/unsorted_segment_min_f32.c +++ b/tests/validation/unsorted_segment_min_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/unsorted_segment_min_i8.c b/tests/validation/unsorted_segment_min_i8.c index c639e579..319d4dfa 100644 --- a/tests/validation/unsorted_segment_min_i8.c +++ b/tests/validation/unsorted_segment_min_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/unsorted_segment_min_u8.c b/tests/validation/unsorted_segment_min_u8.c index e4cc97a5..8ad6c3ba 100644 --- a/tests/validation/unsorted_segment_min_u8.c +++ b/tests/validation/unsorted_segment_min_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/unsorted_segment_prod_f32.c b/tests/validation/unsorted_segment_prod_f32.c index 59d021ce..c3b802a4 100644 --- a/tests/validation/unsorted_segment_prod_f32.c +++ b/tests/validation/unsorted_segment_prod_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/unsorted_segment_prod_i8.c b/tests/validation/unsorted_segment_prod_i8.c index b481014b..74e41b86 100644 --- a/tests/validation/unsorted_segment_prod_i8.c +++ b/tests/validation/unsorted_segment_prod_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/unsorted_segment_prod_u8.c b/tests/validation/unsorted_segment_prod_u8.c index 8e1cfa23..2a80b168 100644 --- a/tests/validation/unsorted_segment_prod_u8.c +++ b/tests/validation/unsorted_segment_prod_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/unsorted_segment_sum_f32.c b/tests/validation/unsorted_segment_sum_f32.c index e40ded73..2d43d18f 100644 --- a/tests/validation/unsorted_segment_sum_f32.c +++ b/tests/validation/unsorted_segment_sum_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/unsorted_segment_sum_i8.c b/tests/validation/unsorted_segment_sum_i8.c index 9a244356..6758c13f 100644 --- a/tests/validation/unsorted_segment_sum_i8.c +++ b/tests/validation/unsorted_segment_sum_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/unsorted_segment_sum_u8.c b/tests/validation/unsorted_segment_sum_u8.c index e258d5e3..f778e375 100644 --- a/tests/validation/unsorted_segment_sum_u8.c +++ b/tests/validation/unsorted_segment_sum_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/unstack_f32.c b/tests/validation/unstack_f32.c index 19daa927..2367388d 100644 --- a/tests/validation/unstack_f32.c +++ b/tests/validation/unstack_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/unstack_i8.c b/tests/validation/unstack_i8.c index 07e303ed..a7a29c27 100644 --- a/tests/validation/unstack_i8.c +++ b/tests/validation/unstack_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/unstack_u8.c b/tests/validation/unstack_u8.c index eae057ea..06fd8c67 100644 --- a/tests/validation/unstack_u8.c +++ b/tests/validation/unstack_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/xor_u32.c b/tests/validation/xor_u32.c index ae83ed76..c42c7ea0 100644 --- a/tests/validation/xor_u32.c +++ b/tests/validation/xor_u32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/yuv_rgb_scale_f32.c b/tests/validation/yuv_rgb_scale_f32.c index 157a2eab..6a2e05fa 100644 --- a/tests/validation/yuv_rgb_scale_f32.c +++ b/tests/validation/yuv_rgb_scale_f32.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/yuv_rgb_scale_i8.c b/tests/validation/yuv_rgb_scale_i8.c index 4b710af6..436eb6c3 100644 --- a/tests/validation/yuv_rgb_scale_i8.c +++ b/tests/validation/yuv_rgb_scale_i8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation/yuv_rgb_scale_u8.c b/tests/validation/yuv_rgb_scale_u8.c index 6184a7b5..bcd5c643 100644 --- a/tests/validation/yuv_rgb_scale_u8.c +++ b/tests/validation/yuv_rgb_scale_u8.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/add.c b/tests/validation_graph/add.c index 94ec7e5d..8882c004 100644 --- a/tests/validation_graph/add.c +++ b/tests/validation_graph/add.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/argmax.c b/tests/validation_graph/argmax.c index ffc0fe44..e684074b 100644 --- a/tests/validation_graph/argmax.c +++ b/tests/validation_graph/argmax.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/avgpool.c b/tests/validation_graph/avgpool.c index 2e4330b4..1efa9893 100644 --- a/tests/validation_graph/avgpool.c +++ b/tests/validation_graph/avgpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/batch_normalization.c b/tests/validation_graph/batch_normalization.c index 8e4bfb07..341eefc6 100644 --- a/tests/validation_graph/batch_normalization.c +++ b/tests/validation_graph/batch_normalization.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/batch_to_space_nd.c b/tests/validation_graph/batch_to_space_nd.c index 89c87836..4673dba0 100644 --- a/tests/validation_graph/batch_to_space_nd.c +++ b/tests/validation_graph/batch_to_space_nd.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/add.c b/tests/validation_graph/c906/add.c index 46edc258..9aac0538 100644 --- a/tests/validation_graph/c906/add.c +++ b/tests/validation_graph/c906/add.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/avgpool.c b/tests/validation_graph/c906/avgpool.c index bff143c5..585d3a17 100644 --- a/tests/validation_graph/c906/avgpool.c +++ b/tests/validation_graph/c906/avgpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/concat.c b/tests/validation_graph/c906/concat.c index bbb5e804..3bda5f40 100644 --- a/tests/validation_graph/c906/concat.c +++ b/tests/validation_graph/c906/concat.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/convolution.c b/tests/validation_graph/c906/convolution.c index e613fd05..d01d04f3 100644 --- a/tests/validation_graph/c906/convolution.c +++ b/tests/validation_graph/c906/convolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/deconvolution.c b/tests/validation_graph/c906/deconvolution.c index 5659c2fb..3faf1092 100644 --- a/tests/validation_graph/c906/deconvolution.c +++ b/tests/validation_graph/c906/deconvolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/depth_to_space.c b/tests/validation_graph/c906/depth_to_space.c index 2325efbe..bfcc9588 100644 --- a/tests/validation_graph/c906/depth_to_space.c +++ b/tests/validation_graph/c906/depth_to_space.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/depthwise_convolution.c b/tests/validation_graph/c906/depthwise_convolution.c index 404bc7be..e28f80e8 100644 --- a/tests/validation_graph/c906/depthwise_convolution.c +++ b/tests/validation_graph/c906/depthwise_convolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/div.c b/tests/validation_graph/c906/div.c index f523601d..d6fef2b0 100644 --- a/tests/validation_graph/c906/div.c +++ b/tests/validation_graph/c906/div.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/flatten.c b/tests/validation_graph/c906/flatten.c index 9171c5a8..7277d210 100644 --- a/tests/validation_graph/c906/flatten.c +++ b/tests/validation_graph/c906/flatten.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/fullyconnected.c b/tests/validation_graph/c906/fullyconnected.c index d1ef7050..f842f138 100644 --- a/tests/validation_graph/c906/fullyconnected.c +++ b/tests/validation_graph/c906/fullyconnected.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/global_avgpool.c b/tests/validation_graph/c906/global_avgpool.c index f5d03381..0b9a6d62 100644 --- a/tests/validation_graph/c906/global_avgpool.c +++ b/tests/validation_graph/c906/global_avgpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/global_maxpool.c b/tests/validation_graph/c906/global_maxpool.c index 80dbcd26..1f5bff0c 100644 --- a/tests/validation_graph/c906/global_maxpool.c +++ b/tests/validation_graph/c906/global_maxpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/group_convolution.c b/tests/validation_graph/c906/group_convolution.c index 5cd5fb6d..2c253f2e 100644 --- a/tests/validation_graph/c906/group_convolution.c +++ b/tests/validation_graph/c906/group_convolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/leaky_relu.c b/tests/validation_graph/c906/leaky_relu.c index 7312a062..b5a96ddc 100644 --- a/tests/validation_graph/c906/leaky_relu.c +++ b/tests/validation_graph/c906/leaky_relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/maximum.c b/tests/validation_graph/c906/maximum.c index 61686807..5568ab43 100644 --- a/tests/validation_graph/c906/maximum.c +++ b/tests/validation_graph/c906/maximum.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/maxpool.c b/tests/validation_graph/c906/maxpool.c index dd82e1c4..9b3d3b58 100644 --- a/tests/validation_graph/c906/maxpool.c +++ b/tests/validation_graph/c906/maxpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/minimum.c b/tests/validation_graph/c906/minimum.c index fdf4b867..e31c376a 100644 --- a/tests/validation_graph/c906/minimum.c +++ b/tests/validation_graph/c906/minimum.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/pad.c b/tests/validation_graph/c906/pad.c index 8b2b4b52..7e25427d 100644 --- a/tests/validation_graph/c906/pad.c +++ b/tests/validation_graph/c906/pad.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/relu.c b/tests/validation_graph/c906/relu.c index ea4828a1..6095dfa4 100644 --- a/tests/validation_graph/c906/relu.c +++ b/tests/validation_graph/c906/relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/relu1.c b/tests/validation_graph/c906/relu1.c index 3d805f4e..95cf4416 100644 --- a/tests/validation_graph/c906/relu1.c +++ b/tests/validation_graph/c906/relu1.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/relu6.c b/tests/validation_graph/c906/relu6.c index fab05640..1afa36a9 100644 --- a/tests/validation_graph/c906/relu6.c +++ b/tests/validation_graph/c906/relu6.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/reshape.c b/tests/validation_graph/c906/reshape.c index ac8d5700..4d6a35d2 100644 --- a/tests/validation_graph/c906/reshape.c +++ b/tests/validation_graph/c906/reshape.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/resize_bilinear.c b/tests/validation_graph/c906/resize_bilinear.c index 14650477..ecc2e53c 100644 --- a/tests/validation_graph/c906/resize_bilinear.c +++ b/tests/validation_graph/c906/resize_bilinear.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/resize_nearest_neighbor.c b/tests/validation_graph/c906/resize_nearest_neighbor.c index 665fcf27..dc62b906 100644 --- a/tests/validation_graph/c906/resize_nearest_neighbor.c +++ b/tests/validation_graph/c906/resize_nearest_neighbor.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/sigmoid.c b/tests/validation_graph/c906/sigmoid.c index 044271d8..5e59dcbb 100644 --- a/tests/validation_graph/c906/sigmoid.c +++ b/tests/validation_graph/c906/sigmoid.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/space_to_depth.c b/tests/validation_graph/c906/space_to_depth.c index 9f6ae7f5..862ac19a 100644 --- a/tests/validation_graph/c906/space_to_depth.c +++ b/tests/validation_graph/c906/space_to_depth.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/split.c b/tests/validation_graph/c906/split.c index cfaa5589..ee2d2a16 100644 --- a/tests/validation_graph/c906/split.c +++ b/tests/validation_graph/c906/split.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/squeeze.c b/tests/validation_graph/c906/squeeze.c index c673f0bd..7c260d43 100644 --- a/tests/validation_graph/c906/squeeze.c +++ b/tests/validation_graph/c906/squeeze.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/sub.c b/tests/validation_graph/c906/sub.c index 7b431543..9319d74a 100644 --- a/tests/validation_graph/c906/sub.c +++ b/tests/validation_graph/c906/sub.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/tanh.c b/tests/validation_graph/c906/tanh.c index b9cf9c62..d87297be 100644 --- a/tests/validation_graph/c906/tanh.c +++ b/tests/validation_graph/c906/tanh.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/c906/transpose.c b/tests/validation_graph/c906/transpose.c index df568fe7..ba13ecf2 100644 --- a/tests/validation_graph/c906/transpose.c +++ b/tests/validation_graph/c906/transpose.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/concat.c b/tests/validation_graph/concat.c index 24fbeb4d..5c6d95ef 100644 --- a/tests/validation_graph/concat.c +++ b/tests/validation_graph/concat.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/convolution.c b/tests/validation_graph/convolution.c index b74a0b6f..ad0b441d 100644 --- a/tests/validation_graph/convolution.c +++ b/tests/validation_graph/convolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/crop.c b/tests/validation_graph/crop.c index 0f028aea..e5e19810 100644 --- a/tests/validation_graph/crop.c +++ b/tests/validation_graph/crop.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/deconvolution.c b/tests/validation_graph/deconvolution.c index eb5e76ed..b2e9e47c 100644 --- a/tests/validation_graph/deconvolution.c +++ b/tests/validation_graph/deconvolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/depth_to_space.c b/tests/validation_graph/depth_to_space.c index ae700c84..f490c929 100644 --- a/tests/validation_graph/depth_to_space.c +++ b/tests/validation_graph/depth_to_space.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/depthwise_convolution.c b/tests/validation_graph/depthwise_convolution.c index 752e0ddf..bc4d6e5c 100644 --- a/tests/validation_graph/depthwise_convolution.c +++ b/tests/validation_graph/depthwise_convolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/div.c b/tests/validation_graph/div.c index 52385f95..defb91e4 100644 --- a/tests/validation_graph/div.c +++ b/tests/validation_graph/div.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/flatten.c b/tests/validation_graph/flatten.c index 6be1900a..4d2bcbd0 100644 --- a/tests/validation_graph/flatten.c +++ b/tests/validation_graph/flatten.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/fullyconnected.c b/tests/validation_graph/fullyconnected.c index 6d31244e..549733da 100644 --- a/tests/validation_graph/fullyconnected.c +++ b/tests/validation_graph/fullyconnected.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/global_avgpool.c b/tests/validation_graph/global_avgpool.c index f3be9f17..666234f0 100644 --- a/tests/validation_graph/global_avgpool.c +++ b/tests/validation_graph/global_avgpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/global_maxpool.c b/tests/validation_graph/global_maxpool.c index 7fae87bb..dfa7a98a 100644 --- a/tests/validation_graph/global_maxpool.c +++ b/tests/validation_graph/global_maxpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/group_convolution.c b/tests/validation_graph/group_convolution.c index 1df84b88..4cd2b784 100644 --- a/tests/validation_graph/group_convolution.c +++ b/tests/validation_graph/group_convolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h"s diff --git a/tests/validation_graph/l2_normalization.c b/tests/validation_graph/l2_normalization.c index 18860a76..61f11921 100644 --- a/tests/validation_graph/l2_normalization.c +++ b/tests/validation_graph/l2_normalization.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/leaky_relu.c b/tests/validation_graph/leaky_relu.c index 82be9fe0..700c2737 100644 --- a/tests/validation_graph/leaky_relu.c +++ b/tests/validation_graph/leaky_relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/lrn.c b/tests/validation_graph/lrn.c index de0380be..88b88c63 100644 --- a/tests/validation_graph/lrn.c +++ b/tests/validation_graph/lrn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/maximum.c b/tests/validation_graph/maximum.c index c224c1ad..1cb8317b 100644 --- a/tests/validation_graph/maximum.c +++ b/tests/validation_graph/maximum.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/maxpool.c b/tests/validation_graph/maxpool.c index 4117b7dc..bb4e72c7 100644 --- a/tests/validation_graph/maxpool.c +++ b/tests/validation_graph/maxpool.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/mean.c b/tests/validation_graph/mean.c index 9916a699..f2a13983 100644 --- a/tests/validation_graph/mean.c +++ b/tests/validation_graph/mean.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/minimum.c b/tests/validation_graph/minimum.c index dcab1a3f..987d87a3 100644 --- a/tests/validation_graph/minimum.c +++ b/tests/validation_graph/minimum.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/mul.c b/tests/validation_graph/mul.c index a74526b4..2e41785f 100644 --- a/tests/validation_graph/mul.c +++ b/tests/validation_graph/mul.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/negative.c b/tests/validation_graph/negative.c index 519a43eb..ae84cb23 100644 --- a/tests/validation_graph/negative.c +++ b/tests/validation_graph/negative.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/pad.c b/tests/validation_graph/pad.c index 763686e5..ae8ab173 100644 --- a/tests/validation_graph/pad.c +++ b/tests/validation_graph/pad.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/prelu.c b/tests/validation_graph/prelu.c index bc1fc5e1..72f4d46f 100644 --- a/tests/validation_graph/prelu.c +++ b/tests/validation_graph/prelu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/relu.c b/tests/validation_graph/relu.c index d7d70c48..76fd1930 100644 --- a/tests/validation_graph/relu.c +++ b/tests/validation_graph/relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/relu1.c b/tests/validation_graph/relu1.c index 943334fd..bbbf2536 100644 --- a/tests/validation_graph/relu1.c +++ b/tests/validation_graph/relu1.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/relu6.c b/tests/validation_graph/relu6.c index 6e1ef860..529a92b2 100644 --- a/tests/validation_graph/relu6.c +++ b/tests/validation_graph/relu6.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/reshape.c b/tests/validation_graph/reshape.c index 9ef78362..a6031f4b 100644 --- a/tests/validation_graph/reshape.c +++ b/tests/validation_graph/reshape.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/resize_bilinear.c b/tests/validation_graph/resize_bilinear.c index 5f7de18e..852753ad 100644 --- a/tests/validation_graph/resize_bilinear.c +++ b/tests/validation_graph/resize_bilinear.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/resize_nearest_neighbor.c b/tests/validation_graph/resize_nearest_neighbor.c index 263daefb..de7506c5 100644 --- a/tests/validation_graph/resize_nearest_neighbor.c +++ b/tests/validation_graph/resize_nearest_neighbor.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/sigmoid.c b/tests/validation_graph/sigmoid.c index aa708747..f7bec44d 100644 --- a/tests/validation_graph/sigmoid.c +++ b/tests/validation_graph/sigmoid.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/softmax.c b/tests/validation_graph/softmax.c index 18fa9bf0..c2b02394 100644 --- a/tests/validation_graph/softmax.c +++ b/tests/validation_graph/softmax.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/space_to_batch_nd.c b/tests/validation_graph/space_to_batch_nd.c index c6cc1d37..ad358642 100644 --- a/tests/validation_graph/space_to_batch_nd.c +++ b/tests/validation_graph/space_to_batch_nd.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/space_to_depth.c b/tests/validation_graph/space_to_depth.c index f7e37c5c..fbd2d25a 100644 --- a/tests/validation_graph/space_to_depth.c +++ b/tests/validation_graph/space_to_depth.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/split.c b/tests/validation_graph/split.c index 8f77892a..0f307ccd 100644 --- a/tests/validation_graph/split.c +++ b/tests/validation_graph/split.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/squeeze.c b/tests/validation_graph/squeeze.c index d0122b73..135f1129 100644 --- a/tests/validation_graph/squeeze.c +++ b/tests/validation_graph/squeeze.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/strided_slice.c b/tests/validation_graph/strided_slice.c index d419ec78..d3d1d253 100644 --- a/tests/validation_graph/strided_slice.c +++ b/tests/validation_graph/strided_slice.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/sub.c b/tests/validation_graph/sub.c index abe0f919..a674b2fc 100644 --- a/tests/validation_graph/sub.c +++ b/tests/validation_graph/sub.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/tanh.c b/tests/validation_graph/tanh.c index 3d0db564..3856edd8 100644 --- a/tests/validation_graph/tanh.c +++ b/tests/validation_graph/tanh.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/transpose.c b/tests/validation_graph/transpose.c index d385901d..95214b9f 100644 --- a/tests/validation_graph/transpose.c +++ b/tests/validation_graph/transpose.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_graph/tvmgen/callback.c b/tests/validation_graph/tvmgen/callback.c index 7707d5b6..076507da 100644 --- a/tests/validation_graph/tvmgen/callback.c +++ b/tests/validation_graph/tvmgen/callback.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_gref.h" #include "shl_tvmgen.h" diff --git a/tests/validation_graph/tvmgen/reg.c b/tests/validation_graph/tvmgen/reg.c index b3a4dc9c..c35320f9 100644 --- a/tests/validation_graph/tvmgen/reg.c +++ b/tests/validation_graph/tvmgen/reg.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_gref.h" #include "shl_tvmgen.h" diff --git a/tests/validation_layer/Makefile.c906 b/tests/validation_layer/Makefile.c906 index 869b6c96..c1e8c0fb 100644 --- a/tests/validation_layer/Makefile.c906 +++ b/tests/validation_layer/Makefile.c906 @@ -6,174 +6,50 @@ CFLAGS += -ffunction-sections -fdata-sections -Wl,--gc-sections CFLAGS += -DCSINN_API=3 LIB_NAME = shl_c906 CC = riscv64-unknown-linux-gnu-gcc +CPLUS = riscv64-unknown-linux-gnu-g++ +TYPE=? test_objs = -# test_objs += abs.o -test_objs += acos.o -test_objs += acosh.o -test_objs += asin.o -test_objs += asinh.o -test_objs += atan.o -test_objs += atanh.o -test_objs += ceil.o -test_objs += cos.o -test_objs += cosh.o -test_objs += erf.o -test_objs += exp.o -test_objs += expm1.o -test_objs += floor.o -test_objs += log.o -test_objs += log1p.o -test_objs += logical_not.o -# test_objs += not.o -test_objs += round.o -test_objs += rsqrt.o -test_objs += sign.o -test_objs += negative.o -test_objs += sin.o -test_objs += sinh.o -test_objs += softplus.o -test_objs += softsign.o -test_objs += sqrt.o -test_objs += square.o -test_objs += tan.o -test_objs += tanh.o -test_objs += trunc.o -test_objs += yuv_rgb_scale.o +test_objs += abs.o +test_objs += add.o +test_objs += averagepool.o test_objs += broadcast_to.o -test_objs += arange.o - - -# test_objs += add.o -# test_objs += and.o test_objs += div.o -test_objs += equal.o ### output is bool -test_objs += floor_div.o -test_objs += floor_mod.o -test_objs += greater_equal.o -test_objs += greater.o -test_objs += less_equal.o -test_objs += less.o -test_objs += logical_and.o -test_objs += logical_or.o -test_objs += logical_xor.o -test_objs += maximum.o -test_objs += minimum.o -test_objs += mod.o -# test_objs += mul.o -test_objs += not_equal.o -test_objs += power.o -test_objs += sub.o -# test_objs += xor.o -test_objs += argmax.o -test_objs += argmin.o - -# test_objs += averagepool.o -test_objs += averagepool3d.o -test_objs += batch_norm.o test_objs += clip.o -# test_objs += concat.o -# test_objs += convolution.o -test_objs += convolution3d.o -test_objs += convolution_relu.o -test_objs += convolution_relu6.o -test_objs += batch_to_space.o -test_objs += cumprod.o -test_objs += cumsum.o -test_objs += deconvolution.o -test_objs += deconvolution3d.o -test_objs += depth_to_space.o -# test_objs += depthwise_convolution.o -test_objs += depthwise_convolution_relu.o -test_objs += depthwise_convolution_relu6.o -test_objs += depthwise_deconvolution.o -test_objs += elu.o - -test_objs += expand_dims.o -test_objs += flatten.o -# test_objs += fullyconnected.o -test_objs += gather_nd.o ###TODO +test_objs += concat.o +test_objs += convolution.o +test_objs += convolution1d.o +test_objs += group_convolution.o +test_objs += depthwise_convolution.o +test_objs += depthwise_convolution1d.o +test_objs += fullyconnected.o test_objs += gather.o -# test_objs += global_avgpool.o -# test_objs += global_maxpool.o -# test_objs += group_convolution_relu.o -# test_objs += group_convolution_relu6.o -# test_objs += group_convolution.o -test_objs += hard_sigmoid.o - -test_objs += im2col.o -test_objs += l2_norm.o -# test_objs += leaky_relu.o -test_objs += log_softmax.o -test_objs += lrn.o - +test_objs += global_avgpool.o +test_objs += global_maxpool.o +test_objs += layer_norm.o +test_objs += leaky_relu.o +test_objs += maxpool.o +test_objs += mul.o +test_objs += minimum.o test_objs += matmul.o -test_objs += max_stride.o -# test_objs += maxpool.o -test_objs += maxpool3d.o -test_objs += mean_stride.o -test_objs += min_stride.o -test_objs += non_max_suppression.o -# test_objs += pad.o +test_objs += pad.o test_objs += prelu.o -test_objs += prod_stride.o -test_objs += psroipooling.o -test_objs += reduce_logsumexp.o -test_objs += reduce_max.o -test_objs += reduce_mean.o -test_objs += reduce_min.o -test_objs += reduce_prod.o -test_objs += reduce_sum.o -# test_objs += relu.o +test_objs += relu.o test_objs += relu1.o test_objs += relu6.o -test_objs += relun.o -test_objs += reshape.o -test_objs += resize_bilinear.o -test_objs += resize_nearestneighbor.o -test_objs += reverse.o -test_objs += roialign.o -test_objs += roipooling.o - - - -test_objs += segment_max.o -test_objs += segment_mean.o -test_objs += segment_min.o -test_objs += segment_prod.o -test_objs += segment_sum.o -test_objs += select.o -test_objs += shuffle_channel.o -# test_objs += sigmoid.o -test_objs += slice.o -# test_objs += softmax.o -test_objs += softrelu.o -test_objs += space_to_batch.o -test_objs += space_to_depth.o test_objs += split.o - -test_objs += squeeze.o -test_objs += stack.o -test_objs += strided_slice.o -# test_objs += sum_stride.o -test_objs += threshold_relu.o - -test_objs += tile.o -test_objs += topk.o +test_objs += sub.o +test_objs += lrn.o +test_objs += reshape.o +test_objs += softmax.o +test_objs += sum_stride.o test_objs += transpose.o -test_objs += unsorted_segment_max.o -test_objs += unsorted_segment_mean.o -test_objs += unsorted_segment_min.o -test_objs += unsorted_segment_prod.o -test_objs += unsorted_segment_sum.o -test_objs += unstack.o utils_objs = utils_objs += ../utils/test_utils.o -utils_objs += ./layer/common.o all: csi @@ -182,9 +58,9 @@ csi: $(utils_objs) $(test_objs) $(utils_objs): %.o: %.c $(CC) -c $(CFLAGS) $(INCLUDE) $< -o $@ -$(test_objs): %.o: %.c - $(CC) -c $(CFLAGS) $(INCLUDE) $< -o $@ - $(CC) $@ $(CFLAGS) $(BOARD) $(utils_objs) -L$(LIB_DIR) -l$(LIB_NAME) -lc -lm -o $@.elf -lgcov +$(test_objs): %.o: %.cpp + $(CPLUS) -c $(CFLAGS) $(INCLUDE) -D DTYPE=$(TYPE) $< -o $@ + $(CPLUS) $@ $(CFLAGS) $(BOARD) $(utils_objs) -L$(LIB_DIR) -l$(LIB_NAME) -lc -lm -o $@.elf -lgcov clean: rm -rf $(test_objs) $(utils_objs) *.a *.asm *.elf *.bin *.asm diff --git a/tests/validation_layer/Makefile.c908 b/tests/validation_layer/Makefile.c908 index 4c532ed0..7a9ae4ab 100644 --- a/tests/validation_layer/Makefile.c908 +++ b/tests/validation_layer/Makefile.c908 @@ -12,18 +12,40 @@ TYPE=? test_objs = - +test_objs += abs.o +test_objs += add.o test_objs += averagepool.o +test_objs += broadcast_to.o +test_objs += div.o +test_objs += clip.o +test_objs += concat.o test_objs += convolution.o -test_objs += convolution_nhwc.o +test_objs += convolution1d.o +test_objs += group_convolution.o test_objs += depthwise_convolution.o -test_objs += depthwise_convolution_nhwc.o +test_objs += depthwise_convolution1d.o test_objs += fullyconnected.o +test_objs += gather.o test_objs += global_avgpool.o test_objs += global_maxpool.o +test_objs += layer_norm.o +test_objs += leaky_relu.o test_objs += maxpool.o +test_objs += mul.o +test_objs += minimum.o +test_objs += matmul.o +test_objs += pad.o test_objs += prelu.o -test_objs += group_convolution.o +test_objs += relu.o +test_objs += relu1.o +test_objs += relu6.o +test_objs += split.o +test_objs += sub.o +test_objs += lrn.o +test_objs += reshape.o +test_objs += softmax.o +test_objs += sum_stride.o +test_objs += transpose.o diff --git a/tests/validation_layer/Makefile.c920 b/tests/validation_layer/Makefile.c920 new file mode 100644 index 00000000..e3b6ef22 --- /dev/null +++ b/tests/validation_layer/Makefile.c920 @@ -0,0 +1,66 @@ +LIB_DIR = ../../c920_build +INCLUDE = -I../../include -I../utils -I./layer +CFLAGS = -O0 -g3 -static +CFLAGS += -march=rv64gcv0p7_zfh_xtheadc -mabi=lp64d +CFLAGS += -ffunction-sections -fdata-sections -Wl,--gc-sections +CFLAGS += -DCSINN_API=4 +LIB_NAME = shl_c920 +CC = riscv64-unknown-linux-gnu-gcc +CPLUS = riscv64-unknown-linux-gnu-g++ +TYPE=? + +test_objs = + +test_objs += abs.o +test_objs += add.o +test_objs += averagepool.o +test_objs += broadcast_to.o +test_objs += div.o +test_objs += clip.o +test_objs += concat.o +test_objs += convolution.o +test_objs += convolution1d.o +test_objs += group_convolution.o +test_objs += depthwise_convolution.o +test_objs += depthwise_convolution1d.o +test_objs += fullyconnected.o +test_objs += gather.o +test_objs += global_avgpool.o +test_objs += global_maxpool.o +test_objs += layer_norm.o +test_objs += leaky_relu.o +test_objs += maxpool.o +test_objs += mul.o +test_objs += minimum.o +test_objs += matmul.o +test_objs += pad.o +test_objs += prelu.o +test_objs += relu.o +test_objs += relu1.o +test_objs += relu6.o +test_objs += split.o +test_objs += sub.o +test_objs += lrn.o +test_objs += reshape.o +test_objs += softmax.o +test_objs += sum_stride.o +test_objs += transpose.o + + + +utils_objs = +utils_objs += ../utils/test_utils.o + +all: csi + +csi: $(utils_objs) $(test_objs) + +$(utils_objs): %.o: %.c + $(CC) -c $(CFLAGS) $(INCLUDE) $< -o $@ + +$(test_objs): %.o: %.cpp + $(CPLUS) -c $(CFLAGS) $(INCLUDE) -D DTYPE=$(TYPE) $< -o $@ + $(CPLUS) $@ $(CFLAGS) $(BOARD) $(utils_objs) -L$(LIB_DIR) -l$(LIB_NAME) -lc -lm -o $@.elf -lgcov + +clean: + rm -rf $(test_objs) $(utils_objs) *.a *.asm *.elf *.bin *.asm diff --git a/tests/validation_layer/Makefile.rvm b/tests/validation_layer/Makefile.rvm new file mode 100644 index 00000000..31ba5e4e --- /dev/null +++ b/tests/validation_layer/Makefile.rvm @@ -0,0 +1,42 @@ +LIB_DIR = ../../rvm_build +INCLUDE = -I../../include -I../utils -I./layer +CFLAGS = -O0 -g3 -static +CFLAGS += -march=rv64gcv_zfh_xtheadc_xtheadvdot_xtheadmatrix -mabi=lp64d +CFLAGS += -ffunction-sections -fdata-sections -Wl,--gc-sections +CFLAGS += -DCSINN_API=16 +LIB_NAME = shl_rvm +CC = riscv64-unknown-linux-gnu-gcc +CPLUS = riscv64-unknown-linux-gnu-g++ +TYPE=? + +test_objs = + + +test_objs += convolution_nhwc.o +test_objs += depthwise_convolution_nhwc.o +test_objs += averagepool_nhwc.o +test_objs += maxpool_nhwc.o +test_objs += global_avgpool_nhwc.o +test_objs += global_maxpool_nhwc.o + + + + + +utils_objs = +utils_objs += ../utils/test_utils.o +# template_objs += ./layer/common.o + +all: csi + +csi: $(utils_objs) $(test_objs) + +$(utils_objs): %.o: %.c + $(CC) -c $(CFLAGS) $(INCLUDE) $< -o $@ + +$(test_objs): %.o: %.cpp + $(CPLUS) -c $(CFLAGS) $(INCLUDE) -D DTYPE=$(TYPE) $< -o $@ + $(CPLUS) $@ $(CFLAGS) $(BOARD) $(utils_objs) $(template_objs) -L$(LIB_DIR) -l$(LIB_NAME) -lc -lm -o $@.elf -lgcov + +clean: + rm -rf $(test_objs) $(utils_objs) *.a *.asm *.elf *.asm diff --git a/tests/validation_layer/Makefile.rvv b/tests/validation_layer/Makefile.rvv index 3b644440..f21e0ad3 100644 --- a/tests/validation_layer/Makefile.rvv +++ b/tests/validation_layer/Makefile.rvv @@ -11,23 +11,40 @@ TYPE=? test_objs = +test_objs += abs.o test_objs += add.o test_objs += averagepool.o +test_objs += broadcast_to.o +test_objs += div.o +test_objs += clip.o test_objs += concat.o test_objs += convolution.o +test_objs += convolution1d.o test_objs += group_convolution.o test_objs += depthwise_convolution.o +test_objs += depthwise_convolution1d.o test_objs += fullyconnected.o +test_objs += gather.o test_objs += global_avgpool.o test_objs += global_maxpool.o +test_objs += layer_norm.o test_objs += leaky_relu.o test_objs += maxpool.o test_objs += mul.o +test_objs += minimum.o +test_objs += matmul.o +test_objs += pad.o +test_objs += prelu.o test_objs += relu.o -test_objs += sigmoid.o +test_objs += relu1.o +test_objs += relu6.o +test_objs += split.o +test_objs += sub.o +test_objs += lrn.o +test_objs += reshape.o test_objs += softmax.o test_objs += sum_stride.o - +test_objs += transpose.o diff --git a/tests/validation_layer/abs.cpp b/tests/validation_layer/abs.cpp index 88af61f6..d44e60b2 100644 --- a/tests/validation_layer/abs.cpp +++ b/tests/validation_layer/abs.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" #include "testutil.h" @@ -31,7 +29,7 @@ int main(int argc, char **argv) struct csinn_tensor *input = csinn_alloc_tensor(sess); struct csinn_tensor *output = csinn_alloc_tensor(sess); struct csinn_tensor *reference = csinn_alloc_tensor(sess); - struct csinn_siso_params *params = csinn_alloc_params(sizeof(struct csinn_siso_params), sess); + struct csinn_siso_params *params = (csinn_siso_params *)csinn_alloc_params(sizeof(struct csinn_siso_params), sess); int in_size, out_size; int *buffer = read_input_data_f32(argv[1]); @@ -64,10 +62,14 @@ int main(int argc, char **argv) output->data = reference->data; float difference = argc > 2 ? atof(argv[2]) : 0.99; +#if (DTYPE==32) test_unary_op(input, output, params, CSINN_QUANT_FLOAT32, csinn_abs_init, csinn_abs, &difference); - test_unary_op(input, output, params, CSINN_QUANT_UINT8_ASYM, csinn_abs_init, csinn_abs, +#elif (DTYPE==16) + test_unary_op(input, output, params, CSINN_QUANT_FLOAT16, csinn_abs_init, csinn_abs, &difference); - test_unary_op(input, output, params, CSINN_QUANT_INT8_SYM, csinn_abs_init, csinn_abs, &difference); +#elif (DTYPE==8) + test_unary_op(input, output, params, CSINN_QUANT_INT8_ASYM, csinn_abs_init, csinn_abs, &difference); +#endif return done_testing(); } \ No newline at end of file diff --git a/tests/validation_layer/acos.c b/tests/validation_layer/acos.c index 2ff768ff..ed162634 100644 --- a/tests/validation_layer/acos.c +++ b/tests/validation_layer/acos.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/acosh.c b/tests/validation_layer/acosh.c index eec0c82d..732f8c1a 100644 --- a/tests/validation_layer/acosh.c +++ b/tests/validation_layer/acosh.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/add.cpp b/tests/validation_layer/add.cpp index 675ed33f..b32a5df5 100644 --- a/tests/validation_layer/add.cpp +++ b/tests/validation_layer/add.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" diff --git a/tests/validation_layer/and.c b/tests/validation_layer/and.c index 30c9f12e..7eea59ac 100644 --- a/tests/validation_layer/and.c +++ b/tests/validation_layer/and.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/arange.c b/tests/validation_layer/arange.c index b4998cf9..7c75215a 100644 --- a/tests/validation_layer/arange.c +++ b/tests/validation_layer/arange.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/argmax.c b/tests/validation_layer/argmax.c index e0ed6f60..37fb873d 100644 --- a/tests/validation_layer/argmax.c +++ b/tests/validation_layer/argmax.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/argmin.c b/tests/validation_layer/argmin.c index 8b2400be..a5be0b19 100644 --- a/tests/validation_layer/argmin.c +++ b/tests/validation_layer/argmin.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/asin.c b/tests/validation_layer/asin.c index a03bbe4c..6bbd1ac6 100644 --- a/tests/validation_layer/asin.c +++ b/tests/validation_layer/asin.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/asinh.c b/tests/validation_layer/asinh.c index 3e9856cf..bbd29340 100644 --- a/tests/validation_layer/asinh.c +++ b/tests/validation_layer/asinh.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/atan.c b/tests/validation_layer/atan.c index 6103c2dc..4f40f0bb 100644 --- a/tests/validation_layer/atan.c +++ b/tests/validation_layer/atan.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/atanh.c b/tests/validation_layer/atanh.c index e6b5152c..968f7795 100644 --- a/tests/validation_layer/atanh.c +++ b/tests/validation_layer/atanh.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/averagepool.cpp b/tests/validation_layer/averagepool.cpp index 4f5366d1..60d08e71 100644 --- a/tests/validation_layer/averagepool.cpp +++ b/tests/validation_layer/averagepool.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" diff --git a/tests/validation_layer/averagepool3d.c b/tests/validation_layer/averagepool3d.c index 67dc5147..664b38da 100644 --- a/tests/validation_layer/averagepool3d.c +++ b/tests/validation_layer/averagepool3d.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/averagepool_nhwc.cpp b/tests/validation_layer/averagepool_nhwc.cpp index 7d006c03..d0e1c76a 100644 --- a/tests/validation_layer/averagepool_nhwc.cpp +++ b/tests/validation_layer/averagepool_nhwc.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" @@ -73,9 +71,10 @@ int main(int argc, char **argv) out_size = output->dim[0] * output->dim[1] * output->dim[2] * output->dim[3]; params->base.api = CSINN_API; params->count_include_pad = buffer[14]; + params->ceil_mode = buffer[15]; - input->data = (float *)(buffer + 15); - reference->data = (float *)(buffer + 15 + in_size); + input->data = (float *)(buffer + 16); + reference->data = (float *)(buffer + 16 + in_size); output->data = reference->data; float difference = argc > 2 ? atof(argv[2]) : 0.99; diff --git a/tests/validation_layer/batch_norm.c b/tests/validation_layer/batch_norm.c index 1245695e..8c9340b8 100644 --- a/tests/validation_layer/batch_norm.c +++ b/tests/validation_layer/batch_norm.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/batch_to_space.c b/tests/validation_layer/batch_to_space.c index aae6a3d3..e78f6ab5 100644 --- a/tests/validation_layer/batch_to_space.c +++ b/tests/validation_layer/batch_to_space.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/broadcast_to.c b/tests/validation_layer/broadcast_to.c index 46b71bc7..2efcafa2 100644 --- a/tests/validation_layer/broadcast_to.c +++ b/tests/validation_layer/broadcast_to.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/broadcast_to.cpp b/tests/validation_layer/broadcast_to.cpp new file mode 100644 index 00000000..bd5e44c5 --- /dev/null +++ b/tests/validation_layer/broadcast_to.cpp @@ -0,0 +1,81 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#include "csi_nn.h" +#include "test_utils.h" +#include "testutil.h" + +int main(int argc, char **argv) +{ + init_testsuite("Testing function of broadcast_to(layer).\n"); + + struct csinn_session *sess = csinn_alloc_session(); + sess->base_run_mode = CSINN_RM_LAYER; + struct csinn_tensor *input = csinn_alloc_tensor(sess); + struct csinn_tensor *output = csinn_alloc_tensor(sess); + struct csinn_tensor *reference = csinn_alloc_tensor(sess); + struct csinn_broadcast_to_params *params = + (csinn_broadcast_to_params *)csinn_alloc_params(sizeof(struct csinn_broadcast_to_params), sess); + int in_size = 1; + int out_size = 1; + + int *buffer = read_input_data_f32(argv[1]); + + input->dim_count = buffer[0]; + params->shape_count = buffer[1]; + output->dim_count = buffer[1]; + + for (int i = 0; i < input->dim_count; i++) { + input->dim[i] = buffer[2 + i]; + in_size = in_size * input->dim[i]; + } + + params->shape = (int *)malloc(params->shape_count * sizeof(int)); + + for (int i = 0; i < params->shape_count; i++) { + output->dim[i] = buffer[2 + input->dim_count + i]; + out_size = out_size * output->dim[i]; + params->shape[i] = output->dim[i]; + } + input->dtype = CSINN_DTYPE_FLOAT32; + input->layout = CSINN_LAYOUT_NCHW; + input->is_const = 0; + input->quant_channel = 1; + output->dtype = CSINN_DTYPE_FLOAT32; + output->layout = CSINN_LAYOUT_NCHW; + output->is_const = 0; + output->quant_channel = 1; + params->base.api = CSINN_API; + + input->data = (float *)(buffer + 2 + input->dim_count + params->shape_count); + reference->data = (float *)(buffer + 2 + input->dim_count + params->shape_count + in_size); + output->data = reference->data; + float difference = argc > 2 ? atof(argv[2]) : 0.99; + + +#if (DTYPE==32) + test_unary_op(input, output, params, CSINN_QUANT_FLOAT32, csinn_broadcast_to_init, csinn_broadcast_to, &difference); +#elif (DTYPE==16) + test_unary_op(input, output, params, CSINN_QUANT_FLOAT16, csinn_broadcast_to_init, csinn_broadcast_to, + &difference); +#elif (DTYPE==8) + test_unary_op(input, output, params, CSINN_QUANT_INT8_ASYM, csinn_broadcast_to_init, csinn_broadcast_to, &difference); + +#endif + return done_testing(); +} diff --git a/tests/validation_layer/ceil.c b/tests/validation_layer/ceil.c index 0ae1d68d..ce74a7de 100644 --- a/tests/validation_layer/ceil.c +++ b/tests/validation_layer/ceil.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/clip.c b/tests/validation_layer/clip.cpp similarity index 79% rename from tests/validation_layer/clip.c rename to tests/validation_layer/clip.cpp index 8a020444..c97f9397 100644 --- a/tests/validation_layer/clip.c +++ b/tests/validation_layer/clip.cpp @@ -16,10 +16,9 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" +#include "testutil.h" int main(int argc, char **argv) { @@ -30,7 +29,7 @@ int main(int argc, char **argv) struct csinn_tensor *input = csinn_alloc_tensor(sess); struct csinn_tensor *output = csinn_alloc_tensor(sess); struct csinn_tensor *reference = csinn_alloc_tensor(sess); - struct csinn_clip_params *params = csinn_alloc_params(sizeof(struct csinn_clip_params), sess); + struct csinn_clip_params *params = (csinn_clip_params *)csinn_alloc_params(sizeof(struct csinn_clip_params), sess); int in_size = 0; int out_size = 0; @@ -68,9 +67,16 @@ int main(int argc, char **argv) output->data = reference->data; float difference = argc > 2 ? atof(argv[2]) : 0.99; - test_clip_CSINN_QUANT_FLOAT32(input, output, params, &difference); - test_clip_CSINN_QUANT_UINT8_ASYM(input, output, params, &difference); - test_clip_CSINN_QUANT_INT8_SYM(input, output, params, &difference); +#if (DTYPE==32) + test_unary_op(input, output, params, CSINN_QUANT_FLOAT32, csinn_clip_init, csinn_clip, + &difference); +#elif (DTYPE==16) + test_unary_op(input, output, params, CSINN_QUANT_FLOAT16, csinn_clip_init, csinn_clip, + &difference); +#elif (DTYPE==8) + test_unary_op(input, output, params, CSINN_QUANT_INT8_ASYM, csinn_clip_init, csinn_clip, + &difference); +#endif return done_testing(); } \ No newline at end of file diff --git a/tests/validation_layer/concat.cpp b/tests/validation_layer/concat.cpp index 377f9f89..b7efdeaa 100644 --- a/tests/validation_layer/concat.cpp +++ b/tests/validation_layer/concat.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" diff --git a/tests/validation_layer/convolution.cpp b/tests/validation_layer/convolution.cpp index ebb4dc73..d5dde7e5 100644 --- a/tests/validation_layer/convolution.cpp +++ b/tests/validation_layer/convolution.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" diff --git a/tests/validation_layer/convolution1d.cpp b/tests/validation_layer/convolution1d.cpp index 7f1761f8..ca079f62 100644 --- a/tests/validation_layer/convolution1d.cpp +++ b/tests/validation_layer/convolution1d.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" diff --git a/tests/validation_layer/convolution3d.c b/tests/validation_layer/convolution3d.c index 09c13379..62946317 100644 --- a/tests/validation_layer/convolution3d.c +++ b/tests/validation_layer/convolution3d.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/convolution_nhwc.cpp b/tests/validation_layer/convolution_nhwc.cpp index c74a9934..66c3b044 100644 --- a/tests/validation_layer/convolution_nhwc.cpp +++ b/tests/validation_layer/convolution_nhwc.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" diff --git a/tests/validation_layer/convolution_relu.c b/tests/validation_layer/convolution_relu.c index 9fad6e86..53a57144 100644 --- a/tests/validation_layer/convolution_relu.c +++ b/tests/validation_layer/convolution_relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/convolution_relu6.c b/tests/validation_layer/convolution_relu6.c index a94f624b..5601c1f5 100644 --- a/tests/validation_layer/convolution_relu6.c +++ b/tests/validation_layer/convolution_relu6.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/cos.c b/tests/validation_layer/cos.c index 56ed941c..55661c52 100644 --- a/tests/validation_layer/cos.c +++ b/tests/validation_layer/cos.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/cosh.c b/tests/validation_layer/cosh.c index f9507272..b2e1b8f8 100644 --- a/tests/validation_layer/cosh.c +++ b/tests/validation_layer/cosh.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/cumprod.c b/tests/validation_layer/cumprod.c index 1f7b7ccf..f5bdcc98 100644 --- a/tests/validation_layer/cumprod.c +++ b/tests/validation_layer/cumprod.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/cumsum.c b/tests/validation_layer/cumsum.c index 5f4d2f0f..ea6bf7f3 100644 --- a/tests/validation_layer/cumsum.c +++ b/tests/validation_layer/cumsum.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/deconvolution.c b/tests/validation_layer/deconvolution.c index 1cf1a5c6..5a6d7f3a 100644 --- a/tests/validation_layer/deconvolution.c +++ b/tests/validation_layer/deconvolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/deconvolution3d.c b/tests/validation_layer/deconvolution3d.c index a4290f88..5c1449b4 100644 --- a/tests/validation_layer/deconvolution3d.c +++ b/tests/validation_layer/deconvolution3d.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/depth_to_space.c b/tests/validation_layer/depth_to_space.c index 2fdc1d48..d651a3c7 100644 --- a/tests/validation_layer/depth_to_space.c +++ b/tests/validation_layer/depth_to_space.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/depthwise_convolution.cpp b/tests/validation_layer/depthwise_convolution.cpp index 58fcf82c..be92573e 100644 --- a/tests/validation_layer/depthwise_convolution.cpp +++ b/tests/validation_layer/depthwise_convolution.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" diff --git a/tests/validation_layer/depthwise_convolution1d.cpp b/tests/validation_layer/depthwise_convolution1d.cpp index 9908ab9b..1c993f8e 100644 --- a/tests/validation_layer/depthwise_convolution1d.cpp +++ b/tests/validation_layer/depthwise_convolution1d.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" @@ -25,7 +23,7 @@ int main(int argc, char** argv) { - init_testsuite("Testing function of depthwise convolution1d(layer).\n"); + init_testsuite("Testing function of convolution1d(layer).\n"); struct csinn_session *sess = csinn_alloc_session(); sess->base_run_mode = CSINN_RM_LAYER; @@ -35,7 +33,7 @@ int main(int argc, char** argv) struct csinn_tensor *kernel = csinn_alloc_tensor(sess); struct csinn_tensor *bias = csinn_alloc_tensor(sess); struct csinn_conv1d_params *params = (csinn_conv1d_params *)csinn_alloc_params(sizeof(struct csinn_conv1d_params), sess); - int in_size, out_size, weight_size; + int in_size, out_size, kernel_size; if (argc == 1) { printf("please assign the input data.\n"); @@ -43,44 +41,44 @@ int main(int argc, char** argv) } int *buffer = read_input_data_f32(argv[1]); - - input->dim[0] = buffer[0]; // batch - input->dim[1] = buffer[1]; // in_channel - input->dim[2] = buffer[2]; // width - - output->dim[0] = buffer[0]; // batch - output->dim[1] = buffer[7]; // out_channel - output->dim[2] = buffer[9]; // width - + input->dim[0] = buffer[0]; // batch + input->dim[1] = buffer[1]; // in_channel + input->dim[2] = buffer[2]; // width kernel->dim[0] = buffer[7]; kernel->dim[1] = 1; kernel->dim[2] = buffer[4]; - bias->dim[0] = buffer[7]; + output->dim[0] = buffer[0]; // batch + output->dim[1] = buffer[7]; // out_channel + output->dim[2] = buffer[9]; // width params->stride_width = buffer[3]; - params->pad_left = buffer[5]; - params->pad_right = buffer[6]; - params->dilation_width = buffer[8]; - params->base.layout = CSINN_LAYOUT_NCW; - params->group = buffer[1]; + params->pad_left = buffer[5]; + params->pad_right = buffer[6]; + params->dilation_width = buffer[8]; + params->base.layout = CSINN_LAYOUT_NCW; + params->group = buffer[1]; input->dim_count = 3; input->layout = CSINN_LAYOUT_NCW; input->is_const = 0; input->quant_channel = 1; + kernel->dim_count = 3; kernel->layout = CSINN_LAYOUT_OIW; kernel->is_const = 1; kernel->quant_channel = 1; + bias->dim_count = 1; bias->layout = CSINN_LAYOUT_O; bias->is_const = 1; bias->quant_channel = 1; + output->dim_count = 3; output->layout = CSINN_LAYOUT_NCW; output->is_const = 0; output->quant_channel = 1; + input->dtype = CSINN_DTYPE_FLOAT32; kernel->dtype = CSINN_DTYPE_FLOAT32; bias->dtype = CSINN_DTYPE_FLOAT32; @@ -88,13 +86,13 @@ int main(int argc, char** argv) in_size = input->dim[0] * input->dim[1] * input->dim[2]; out_size = output->dim[0] * output->dim[1] * output->dim[2]; - weight_size = kernel->dim[0] * kernel->dim[1] * kernel->dim[2]; + kernel_size = kernel->dim[0] * kernel->dim[1] * kernel->dim[2]; params->base.api = CSINN_API; input->data = (float *)(buffer + 10); kernel->data = (float *)(buffer + 10 + in_size); - bias->data = (float *)(buffer + 10 + in_size + weight_size); - reference->data = (float *)(buffer + 10 + in_size + weight_size + output->dim[1]); + bias->data = (float *)(buffer + 10 + in_size + kernel_size); + reference->data = (float *)(buffer + 10 + in_size + kernel_size + output->dim[1]); output->data = reference->data; float difference = argc > 2 ? atof(argv[2]) : 0.99; @@ -107,6 +105,7 @@ int main(int argc, char** argv) #elif (DTYPE==8) test_fully_op(input, output, kernel, bias, params, CSINN_QUANT_INT8_SYM, csinn_conv1d_init, csinn_conv1d, &difference); + #endif return done_testing(); diff --git a/tests/validation_layer/depthwise_convolution_nhwc.cpp b/tests/validation_layer/depthwise_convolution_nhwc.cpp index 8cbe7eb6..1acfc8ef 100644 --- a/tests/validation_layer/depthwise_convolution_nhwc.cpp +++ b/tests/validation_layer/depthwise_convolution_nhwc.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" diff --git a/tests/validation_layer/depthwise_convolution_relu.c b/tests/validation_layer/depthwise_convolution_relu.c index da4fce7a..8bc02f6f 100644 --- a/tests/validation_layer/depthwise_convolution_relu.c +++ b/tests/validation_layer/depthwise_convolution_relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/depthwise_convolution_relu6.c b/tests/validation_layer/depthwise_convolution_relu6.c index 7bc2e8b7..b0371324 100644 --- a/tests/validation_layer/depthwise_convolution_relu6.c +++ b/tests/validation_layer/depthwise_convolution_relu6.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/depthwise_deconvolution.c b/tests/validation_layer/depthwise_deconvolution.c index adc23ee6..248561f7 100644 --- a/tests/validation_layer/depthwise_deconvolution.c +++ b/tests/validation_layer/depthwise_deconvolution.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/div.c b/tests/validation_layer/div.c index 050b670b..8523a9e8 100644 --- a/tests/validation_layer/div.c +++ b/tests/validation_layer/div.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/div.cpp b/tests/validation_layer/div.cpp index 62192916..2f72dd28 100644 --- a/tests/validation_layer/div.cpp +++ b/tests/validation_layer/div.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" diff --git a/tests/validation_layer/elu.c b/tests/validation_layer/elu.c index 2955cf70..6dc3a0fa 100644 --- a/tests/validation_layer/elu.c +++ b/tests/validation_layer/elu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/equal.c b/tests/validation_layer/equal.c index c0ef698f..7ed69903 100644 --- a/tests/validation_layer/equal.c +++ b/tests/validation_layer/equal.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/erf.c b/tests/validation_layer/erf.c index 7b005bfd..403bf639 100644 --- a/tests/validation_layer/erf.c +++ b/tests/validation_layer/erf.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/exp.c b/tests/validation_layer/exp.c index c4ed1c71..4911c66b 100644 --- a/tests/validation_layer/exp.c +++ b/tests/validation_layer/exp.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/expand_dims.c b/tests/validation_layer/expand_dims.c index 99a1f144..bb59dff9 100644 --- a/tests/validation_layer/expand_dims.c +++ b/tests/validation_layer/expand_dims.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/expm1.c b/tests/validation_layer/expm1.c index 5682d340..1db3546b 100644 --- a/tests/validation_layer/expm1.c +++ b/tests/validation_layer/expm1.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/flatten.c b/tests/validation_layer/flatten.c index 6e319d17..16c7e92c 100644 --- a/tests/validation_layer/flatten.c +++ b/tests/validation_layer/flatten.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/floor.c b/tests/validation_layer/floor.c index b8fdec01..55bc0068 100644 --- a/tests/validation_layer/floor.c +++ b/tests/validation_layer/floor.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/floor_div.c b/tests/validation_layer/floor_div.c index 1b210100..240729d3 100644 --- a/tests/validation_layer/floor_div.c +++ b/tests/validation_layer/floor_div.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/floor_mod.c b/tests/validation_layer/floor_mod.c index 48a71520..31d36849 100644 --- a/tests/validation_layer/floor_mod.c +++ b/tests/validation_layer/floor_mod.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/fullyconnected.cpp b/tests/validation_layer/fullyconnected.cpp index ff41913f..512f7951 100644 --- a/tests/validation_layer/fullyconnected.cpp +++ b/tests/validation_layer/fullyconnected.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" diff --git a/tests/validation_layer/gather.c b/tests/validation_layer/gather.c index 1d7ddf70..aedd4167 100644 --- a/tests/validation_layer/gather.c +++ b/tests/validation_layer/gather.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/gather.cpp b/tests/validation_layer/gather.cpp index 19662c5a..fdb87a0c 100644 --- a/tests/validation_layer/gather.cpp +++ b/tests/validation_layer/gather.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" diff --git a/tests/validation_layer/gather_nd.c b/tests/validation_layer/gather_nd.c index 01831af6..925cfc6d 100644 --- a/tests/validation_layer/gather_nd.c +++ b/tests/validation_layer/gather_nd.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/global_avgpool.cpp b/tests/validation_layer/global_avgpool.cpp index cf961792..6147443f 100644 --- a/tests/validation_layer/global_avgpool.cpp +++ b/tests/validation_layer/global_avgpool.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" diff --git a/tests/validation_layer/global_avgpool_nhwc.cpp b/tests/validation_layer/global_avgpool_nhwc.cpp index 54d3adfa..ec974e35 100644 --- a/tests/validation_layer/global_avgpool_nhwc.cpp +++ b/tests/validation_layer/global_avgpool_nhwc.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" diff --git a/tests/validation_layer/global_maxpool.cpp b/tests/validation_layer/global_maxpool.cpp index 9c143b8e..cb443cfd 100644 --- a/tests/validation_layer/global_maxpool.cpp +++ b/tests/validation_layer/global_maxpool.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" diff --git a/tests/validation_layer/global_maxpool_nhwc.cpp b/tests/validation_layer/global_maxpool_nhwc.cpp index 26f2873d..5ebf9308 100644 --- a/tests/validation_layer/global_maxpool_nhwc.cpp +++ b/tests/validation_layer/global_maxpool_nhwc.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" diff --git a/tests/validation_layer/greater.c b/tests/validation_layer/greater.c index c3f84121..ee982f4c 100644 --- a/tests/validation_layer/greater.c +++ b/tests/validation_layer/greater.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/greater_equal.c b/tests/validation_layer/greater_equal.c index c97ad497..290049ae 100644 --- a/tests/validation_layer/greater_equal.c +++ b/tests/validation_layer/greater_equal.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/group_convolution.cpp b/tests/validation_layer/group_convolution.cpp index b206b799..7260a701 100644 --- a/tests/validation_layer/group_convolution.cpp +++ b/tests/validation_layer/group_convolution.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" diff --git a/tests/validation_layer/group_convolution_relu.c b/tests/validation_layer/group_convolution_relu.c index 8aece9f3..e969e87a 100644 --- a/tests/validation_layer/group_convolution_relu.c +++ b/tests/validation_layer/group_convolution_relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/group_convolution_relu6.c b/tests/validation_layer/group_convolution_relu6.c index b1e68110..a9f848cd 100644 --- a/tests/validation_layer/group_convolution_relu6.c +++ b/tests/validation_layer/group_convolution_relu6.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/hard_sigmoid.c b/tests/validation_layer/hard_sigmoid.c index 7957ab1d..fdd636f2 100644 --- a/tests/validation_layer/hard_sigmoid.c +++ b/tests/validation_layer/hard_sigmoid.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/im2col.c b/tests/validation_layer/im2col.c index fb18db4c..36969c1e 100644 --- a/tests/validation_layer/im2col.c +++ b/tests/validation_layer/im2col.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/l2_norm.c b/tests/validation_layer/l2_norm.c index 8a5d2937..e46c0327 100644 --- a/tests/validation_layer/l2_norm.c +++ b/tests/validation_layer/l2_norm.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/layer/common.c b/tests/validation_layer/layer/common.c index ea500bd3..b4aa6bc9 100644 --- a/tests/validation_layer/layer/common.c +++ b/tests/validation_layer/layer/common.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "common.h" #include diff --git a/tests/validation_layer/layer/common.h b/tests/validation_layer/layer/common.h index c1dc0ea1..30fc2c12 100644 --- a/tests/validation_layer/layer/common.h +++ b/tests/validation_layer/layer/common.h @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include #include "csi_nn.h" diff --git a/tests/validation_layer/layer_norm.cpp b/tests/validation_layer/layer_norm.cpp index 5be6102c..da0dc619 100644 --- a/tests/validation_layer/layer_norm.cpp +++ b/tests/validation_layer/layer_norm.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" @@ -93,14 +91,14 @@ int main(int argc, char** argv) float difference = argc > 2 ? atof(argv[2]) : 0.99; #if (DTYPE==32) - test_fully_op(input, output, gamma, beta, params, CSINN_QUANT_FLOAT32, csinn_layer_norm_init, - csinn_layer_norm, &difference); + test_ternary_op(input, output, gamma, beta, params, CSINN_QUANT_FLOAT32, csinn_layer_norm_init, + csinn_layer_norm, &difference); #elif (DTYPE==16) - test_fully_op(input, output, gamma, beta, params, CSINN_QUANT_FLOAT16, csinn_layer_norm_init, - csinn_layer_norm, &difference); + test_ternary_op(input, output, gamma, beta, params, CSINN_QUANT_FLOAT16, csinn_layer_norm_init, + csinn_layer_norm, &difference); #elif (DTYPE==8) - test_fully_op(input, output, gamma, beta, params, CSINN_QUANT_INT8_SYM, csinn_layer_norm_init, - csinn_layer_norm, &difference); + test_ternary_op(input, output, gamma, beta, params, CSINN_QUANT_INT8_SYM, csinn_layer_norm_init, + csinn_layer_norm, &difference); #endif return done_testing(); diff --git a/tests/validation_layer/leaky_relu.cpp b/tests/validation_layer/leaky_relu.cpp index dd59892e..316c490e 100644 --- a/tests/validation_layer/leaky_relu.cpp +++ b/tests/validation_layer/leaky_relu.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" diff --git a/tests/validation_layer/less.c b/tests/validation_layer/less.c index e6ebb3de..0adb09c8 100644 --- a/tests/validation_layer/less.c +++ b/tests/validation_layer/less.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/less_equal.c b/tests/validation_layer/less_equal.c index c906f11f..8614bb55 100644 --- a/tests/validation_layer/less_equal.c +++ b/tests/validation_layer/less_equal.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/log.c b/tests/validation_layer/log.c index df2d13a3..646f3fdd 100644 --- a/tests/validation_layer/log.c +++ b/tests/validation_layer/log.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/log1p.c b/tests/validation_layer/log1p.c index 4109a253..17fa3caa 100644 --- a/tests/validation_layer/log1p.c +++ b/tests/validation_layer/log1p.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/log_softmax.c b/tests/validation_layer/log_softmax.c index 0dfdcfb9..283d6af8 100644 --- a/tests/validation_layer/log_softmax.c +++ b/tests/validation_layer/log_softmax.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/logical_and.c b/tests/validation_layer/logical_and.c index 6548f103..0cc57de9 100644 --- a/tests/validation_layer/logical_and.c +++ b/tests/validation_layer/logical_and.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/logical_not.c b/tests/validation_layer/logical_not.c index e6c0f691..915c847e 100644 --- a/tests/validation_layer/logical_not.c +++ b/tests/validation_layer/logical_not.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/logical_or.c b/tests/validation_layer/logical_or.c index 2286c1a2..8c661f87 100644 --- a/tests/validation_layer/logical_or.c +++ b/tests/validation_layer/logical_or.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/logical_xor.c b/tests/validation_layer/logical_xor.c index 98822581..02f4725e 100644 --- a/tests/validation_layer/logical_xor.c +++ b/tests/validation_layer/logical_xor.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/lrn.c b/tests/validation_layer/lrn.c index f2f44fc7..6e414739 100644 --- a/tests/validation_layer/lrn.c +++ b/tests/validation_layer/lrn.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/lrn.cpp b/tests/validation_layer/lrn.cpp new file mode 100644 index 00000000..7dcdeed7 --- /dev/null +++ b/tests/validation_layer/lrn.cpp @@ -0,0 +1,88 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#include "csi_nn.h" +#include "test_utils.h" +#include "testutil.h" + +int main(int argc, char **argv) +{ + init_testsuite("Testing function of lrn(layer).\n"); + + struct csinn_session *sess = csinn_alloc_session(); + sess->base_run_mode = CSINN_RM_LAYER; + struct csinn_tensor *input = csinn_alloc_tensor(sess); + struct csinn_tensor *output = csinn_alloc_tensor(sess); + struct csinn_tensor *reference = csinn_alloc_tensor(sess); + struct csinn_lrn_params *params = (csinn_lrn_params *)csinn_alloc_params(sizeof(struct csinn_lrn_params), sess); + int in_size = 1; + int out_size = 1; + + int *buffer = read_input_data_f32(argv[1]); + input->dim[0] = buffer[0]; + input->dim[1] = buffer[1]; + input->dim[2] = buffer[2]; + input->dim[3] = buffer[3]; + + output->dim[0] = input->dim[0]; + output->dim[1] = input->dim[1]; + output->dim[2] = input->dim[2]; + output->dim[3] = input->dim[3]; + + params->range = buffer[4] * 2 + 1; + params->bias = *(float *)(buffer + 5); + params->alpha = *(float *)(buffer + 6); + params->beta = *(float *)(buffer + 7); + + params->base.layout = CSINN_LAYOUT_NCHW; + + input->dtype = CSINN_DTYPE_FLOAT32; + input->layout = CSINN_LAYOUT_NCHW; + input->is_const = 0; + input->quant_channel = 1; + output->dtype = CSINN_DTYPE_FLOAT32; + output->layout = CSINN_LAYOUT_NCHW; + output->is_const = 0; + output->quant_channel = 1; + input->dim_count = 4; + output->dim_count = 4; + + in_size = input->dim[0] * input->dim[1] * input->dim[2] * input->dim[3]; + out_size = in_size; + params->base.api = CSINN_API; + + input->data = (float *)(buffer + 8); + reference->data = (float *)(buffer + 8 + in_size); + output->data = reference->data; + float difference = argc > 2 ? atof(argv[2]) : 0.99; + +#if (DTYPE==32) + test_unary_op(input, output, params, CSINN_QUANT_FLOAT32, csinn_lrn_init, csinn_lrn, &difference); +#elif (DTYPE==16) + test_unary_op(input, output, params, CSINN_QUANT_FLOAT16, csinn_lrn_init, csinn_lrn, + &difference); +#elif (DTYPE==8) + shl_quantize_multiplier(params->bias, ¶ms->bias_multiplier, ¶ms->bias_shift); + shl_quantize_multiplier(params->alpha, ¶ms->alpha_multiplier, ¶ms->alpha_shift); + shl_quantize_multiplier(params->beta, ¶ms->beta_multiplier, ¶ms->beta_shift); + test_unary_op(input, output, params, CSINN_QUANT_INT8_ASYM, csinn_lrn_init, csinn_lrn, &difference); + +#endif + + return done_testing(); +} diff --git a/tests/validation_layer/matmul.c b/tests/validation_layer/matmul.c index aacca2c0..a6e7c3ae 100644 --- a/tests/validation_layer/matmul.c +++ b/tests/validation_layer/matmul.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/matmul.cpp b/tests/validation_layer/matmul.cpp index b41b6e4e..286d65f5 100644 --- a/tests/validation_layer/matmul.cpp +++ b/tests/validation_layer/matmul.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" diff --git a/tests/validation_layer/max_stride.c b/tests/validation_layer/max_stride.c index 049b457d..dedbb05f 100644 --- a/tests/validation_layer/max_stride.c +++ b/tests/validation_layer/max_stride.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/maximum.c b/tests/validation_layer/maximum.c index ff38ed57..9fb95ad2 100644 --- a/tests/validation_layer/maximum.c +++ b/tests/validation_layer/maximum.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/maxpool.cpp b/tests/validation_layer/maxpool.cpp index 263ae214..2abb19a8 100644 --- a/tests/validation_layer/maxpool.cpp +++ b/tests/validation_layer/maxpool.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" diff --git a/tests/validation_layer/maxpool3d.c b/tests/validation_layer/maxpool3d.c index d77a03bc..f8c89036 100644 --- a/tests/validation_layer/maxpool3d.c +++ b/tests/validation_layer/maxpool3d.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/maxpool_nhwc.cpp b/tests/validation_layer/maxpool_nhwc.cpp index 06549ce7..fe2e09c7 100644 --- a/tests/validation_layer/maxpool_nhwc.cpp +++ b/tests/validation_layer/maxpool_nhwc.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" @@ -72,9 +70,10 @@ int main(int argc, char **argv) in_size = input->dim[0] * input->dim[1] * input->dim[2] * input->dim[3]; out_size = output->dim[0] * output->dim[1] * output->dim[2] * output->dim[3]; params->base.api = CSINN_API; + params->ceil_mode = buffer[14]; - input->data = (float *)(buffer + 14); - reference->data = (float *)(buffer + 14 + in_size); + input->data = (float *)(buffer + 15); + reference->data = (float *)(buffer + 15 + in_size); output->data = reference->data; float difference = argc > 2 ? atof(argv[2]) : 0.99; diff --git a/tests/validation_layer/mean_stride.c b/tests/validation_layer/mean_stride.c index 54269bb6..2ea3b20f 100644 --- a/tests/validation_layer/mean_stride.c +++ b/tests/validation_layer/mean_stride.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/mean_stride.cpp b/tests/validation_layer/mean_stride.cpp index 5045165f..235e352d 100644 --- a/tests/validation_layer/mean_stride.cpp +++ b/tests/validation_layer/mean_stride.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" diff --git a/tests/validation_layer/min_stride.c b/tests/validation_layer/min_stride.c index 330a796e..9a1830f2 100644 --- a/tests/validation_layer/min_stride.c +++ b/tests/validation_layer/min_stride.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/minimum.c b/tests/validation_layer/minimum.c index 172544b2..50fafd27 100644 --- a/tests/validation_layer/minimum.c +++ b/tests/validation_layer/minimum.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/minimum.cpp b/tests/validation_layer/minimum.cpp new file mode 100644 index 00000000..daa5d426 --- /dev/null +++ b/tests/validation_layer/minimum.cpp @@ -0,0 +1,80 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#include "csi_nn.h" +#include "shl_thead_rvv.h" +#include "test_utils.h" +#include "testutil.h" + +int main(int argc, char **argv) +{ + init_testsuite("Testing function of minimum(layer).\n"); + struct csinn_session *sess = csinn_alloc_session(); + sess->base_run_mode = CSINN_RM_LAYER; + struct csinn_tensor *input0 = csinn_alloc_tensor(sess); + struct csinn_tensor *input1 = csinn_alloc_tensor(sess); + struct csinn_tensor *output = csinn_alloc_tensor(sess); + struct csinn_tensor *reference = csinn_alloc_tensor(sess); + struct csinn_diso_params *params = (csinn_diso_params *)csinn_alloc_params(sizeof(struct csinn_diso_params), sess); + int in_size = 1, out_size = 1; + + int *buffer = read_input_data_f32(argv[1]); + input0->dim_count = buffer[0]; + input1->dim_count = input0->dim_count; + output->dim_count = input0->dim_count; + for (int i = 0; i < input0->dim_count; i++) { + input0->dim[i] = buffer[i + 1]; + input1->dim[i] = input0->dim[i]; + output->dim[i] = input0->dim[i]; + in_size *= input0->dim[i]; + } + + out_size = in_size; + + input0->dtype = CSINN_DTYPE_FLOAT32; + input0->layout = CSINN_LAYOUT_NCHW; + input0->is_const = 0; + input0->quant_channel = 1; + input1->dtype = CSINN_DTYPE_FLOAT32; + input1->layout = CSINN_LAYOUT_NCHW; + input1->is_const = 0; + input1->quant_channel = 1; + output->dtype = CSINN_DTYPE_FLOAT32; + output->layout = CSINN_LAYOUT_NCHW; + output->is_const = 0; + output->quant_channel = 1; + params->base.api = CSINN_API; + + input0->data = (float *)(buffer + 1 + input0->dim_count); + input1->data = (float *)(buffer + 1 + input0->dim_count + in_size); + reference->data = (float *)(buffer + 1 + input0->dim_count + 2 * in_size); + output->data = reference->data; + float difference = argc > 2 ? atof(argv[2]) : 0.99; + +#if (DTYPE==32) + test_binary_op(input0, input1, output, params, CSINN_QUANT_FLOAT32, csinn_minimum_init, csinn_minimum, + &difference); +#elif (DTYPE==16) + test_binary_op(input0, input1, output, params, CSINN_QUANT_FLOAT16, csinn_minimum_init, csinn_minimum, + &difference); +#elif (DTYPE==8) + test_binary_op(input0, input1, output, params, CSINN_QUANT_INT8_ASYM, csinn_minimum_init, csinn_minimum, + &difference); +#endif + return done_testing(); +} \ No newline at end of file diff --git a/tests/validation_layer/mod.c b/tests/validation_layer/mod.c index 1f655261..23edcde7 100644 --- a/tests/validation_layer/mod.c +++ b/tests/validation_layer/mod.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/mul.cpp b/tests/validation_layer/mul.cpp index a30ea5a2..6bb796af 100644 --- a/tests/validation_layer/mul.cpp +++ b/tests/validation_layer/mul.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" diff --git a/tests/validation_layer/negative.c b/tests/validation_layer/negative.c index 2c7b8301..6084b9eb 100644 --- a/tests/validation_layer/negative.c +++ b/tests/validation_layer/negative.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/non_max_suppression.c b/tests/validation_layer/non_max_suppression.c index 34717276..11455117 100644 --- a/tests/validation_layer/non_max_suppression.c +++ b/tests/validation_layer/non_max_suppression.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/not.c b/tests/validation_layer/not.c index e1089b73..4b21e0e7 100644 --- a/tests/validation_layer/not.c +++ b/tests/validation_layer/not.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/not_equal.c b/tests/validation_layer/not_equal.c index 0e330b98..a203c9d2 100644 --- a/tests/validation_layer/not_equal.c +++ b/tests/validation_layer/not_equal.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/pad.cpp b/tests/validation_layer/pad.cpp index d775d993..c29768c6 100644 --- a/tests/validation_layer/pad.cpp +++ b/tests/validation_layer/pad.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" @@ -32,7 +30,7 @@ int main(int argc, char **argv) struct csinn_tensor *input = csinn_alloc_tensor(sess); struct csinn_tensor *output = csinn_alloc_tensor(sess); struct csinn_tensor *reference = csinn_alloc_tensor(sess); - struct csinn_pad_params *params = csinn_alloc_params(sizeof(struct csinn_pad_params), sess); + struct csinn_pad_params *params = (csinn_pad_params *)csinn_alloc_params(sizeof(struct csinn_pad_params), sess); int in_size = 0, out_size = 0; int *buffer = read_input_data_f32(argv[1]); @@ -84,10 +82,16 @@ int main(int argc, char **argv) #if THEAD_RVV return 0 #else - test_unary_op(input, output, params, CSINN_QUANT_FLOAT32, csinn_pad_init, csinn_pad, &difference); - test_unary_op(input, output, params, CSINN_QUANT_UINT8_ASYM, csinn_pad_init, csinn_pad, +#if (DTYPE==32) + test_unary_op(input, output, params, CSINN_QUANT_FLOAT32, csinn_pad_init, csinn_pad, + &difference); +#elif (DTYPE==16) + test_unary_op(input, output, params, CSINN_QUANT_FLOAT16, csinn_pad_init, csinn_pad, &difference); - test_unary_op(input, output, params, CSINN_QUANT_INT8_SYM, csinn_pad_init, csinn_pad, &difference); +#elif (DTYPE==8) + test_unary_op(input, output, params, CSINN_QUANT_INT8_SYM, csinn_pad_init, csinn_pad, + &difference); +#endif #endif return done_testing(); diff --git a/tests/validation_layer/power.c b/tests/validation_layer/power.c index 659736f7..cf24e9ef 100644 --- a/tests/validation_layer/power.c +++ b/tests/validation_layer/power.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/power.cpp b/tests/validation_layer/power.cpp index af57de6a..492d5d6b 100644 --- a/tests/validation_layer/power.cpp +++ b/tests/validation_layer/power.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" diff --git a/tests/validation_layer/prelu.c b/tests/validation_layer/prelu.c index 0552a4bc..39b7df4d 100644 --- a/tests/validation_layer/prelu.c +++ b/tests/validation_layer/prelu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/prelu.cpp b/tests/validation_layer/prelu.cpp index 1c008893..4df8e656 100644 --- a/tests/validation_layer/prelu.cpp +++ b/tests/validation_layer/prelu.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" diff --git a/tests/validation_layer/prod_stride.c b/tests/validation_layer/prod_stride.c index eeef7dc1..caa03c79 100644 --- a/tests/validation_layer/prod_stride.c +++ b/tests/validation_layer/prod_stride.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/psroipooling.c b/tests/validation_layer/psroipooling.c index 55e9db61..11d848db 100644 --- a/tests/validation_layer/psroipooling.c +++ b/tests/validation_layer/psroipooling.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/reduce_logsumexp.c b/tests/validation_layer/reduce_logsumexp.c index cb02eb73..b755d584 100644 --- a/tests/validation_layer/reduce_logsumexp.c +++ b/tests/validation_layer/reduce_logsumexp.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/reduce_max.c b/tests/validation_layer/reduce_max.c index 3961ebaa..2eda86e2 100644 --- a/tests/validation_layer/reduce_max.c +++ b/tests/validation_layer/reduce_max.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/reduce_mean.c b/tests/validation_layer/reduce_mean.c index 53b32f3c..5acf68a2 100644 --- a/tests/validation_layer/reduce_mean.c +++ b/tests/validation_layer/reduce_mean.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/reduce_min.c b/tests/validation_layer/reduce_min.c index cc6676e5..cdd1735e 100644 --- a/tests/validation_layer/reduce_min.c +++ b/tests/validation_layer/reduce_min.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/reduce_prod.c b/tests/validation_layer/reduce_prod.c index b5c3bfb2..2fb5d82c 100644 --- a/tests/validation_layer/reduce_prod.c +++ b/tests/validation_layer/reduce_prod.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/reduce_sum.c b/tests/validation_layer/reduce_sum.c index 214e3581..4366f4a2 100644 --- a/tests/validation_layer/reduce_sum.c +++ b/tests/validation_layer/reduce_sum.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/relu.cpp b/tests/validation_layer/relu.cpp index edc5732a..0a90806b 100644 --- a/tests/validation_layer/relu.cpp +++ b/tests/validation_layer/relu.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" diff --git a/tests/validation_layer/relu1.c b/tests/validation_layer/relu1.c index 137193b5..da287f77 100644 --- a/tests/validation_layer/relu1.c +++ b/tests/validation_layer/relu1.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/relu1.cpp b/tests/validation_layer/relu1.cpp new file mode 100644 index 00000000..0eacd271 --- /dev/null +++ b/tests/validation_layer/relu1.cpp @@ -0,0 +1,77 @@ +/* + * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. + * + * SPDX-License-Identifier: Apache-2.0 + * + * Licensed under the Apache License, Version 2.0 (the License); you may + * not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +#include "csi_nn.h" +#include "shl_thead_rvv.h" +#include "test_utils.h" +#include "testutil.h" + +int main(int argc, char **argv) +{ + init_testsuite("Testing function of relu1(layer).\n"); + + struct csinn_session *sess = csinn_alloc_session(); + sess->base_run_mode = CSINN_RM_LAYER; + struct csinn_tensor *input = csinn_alloc_tensor(sess); + struct csinn_tensor *output = csinn_alloc_tensor(sess); + struct csinn_tensor *reference = csinn_alloc_tensor(sess); + struct csinn_relu_params *params = (csinn_relu_params *)csinn_alloc_params(sizeof(struct csinn_relu_params), sess); + int in_size; + + int *buffer = read_input_data_f32(argv[1]); + input->dim[0] = buffer[0]; + input->dim[1] = buffer[1]; + input->dim[2] = buffer[2]; + input->dim[3] = buffer[3]; + + output->dim[0] = input->dim[0]; + output->dim[1] = input->dim[1]; + output->dim[2] = input->dim[2]; + output->dim[3] = input->dim[3]; + + input->dim_count = 4; + output->dim_count = 4; + input->dtype = CSINN_DTYPE_FLOAT32; + input->layout = CSINN_LAYOUT_NCHW; + input->is_const = 0; + input->quant_channel = 1; + output->dtype = CSINN_DTYPE_FLOAT32; + output->layout = CSINN_LAYOUT_NCHW; + output->is_const = 0; + output->quant_channel = 1; + in_size = input->dim[0] * input->dim[1] * input->dim[2] * input->dim[3]; + params->base.api = CSINN_API; + + input->data = (float *)(buffer + 4); + reference->data = (float *)(buffer + 4 + in_size); + output->data = reference->data; + float difference = argc > 2 ? atof(argv[2]) : 0.99; + +#if (DTYPE==32) + test_unary_op(input, output, params, CSINN_QUANT_FLOAT32, csinn_relu1_init, csinn_relu1, + &difference); +#elif (DTYPE==16) + test_unary_op(input, output, params, CSINN_QUANT_FLOAT16, csinn_relu1_init, csinn_relu1, + &difference); +#elif (DTYPE==8) + test_unary_op(input, output, params, CSINN_QUANT_INT8_ASYM, csinn_relu1_init, csinn_relu1, + &difference); +#endif + + return done_testing(); +} diff --git a/tests/validation_layer/relu6.c b/tests/validation_layer/relu6.cpp similarity index 77% rename from tests/validation_layer/relu6.c rename to tests/validation_layer/relu6.cpp index 586b7307..1d780fdb 100644 --- a/tests/validation_layer/relu6.c +++ b/tests/validation_layer/relu6.cpp @@ -16,10 +16,10 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" +#include "shl_thead_rvv.h" #include "test_utils.h" +#include "testutil.h" int main(int argc, char **argv) { @@ -30,7 +30,7 @@ int main(int argc, char **argv) struct csinn_tensor *input = csinn_alloc_tensor(sess); struct csinn_tensor *output = csinn_alloc_tensor(sess); struct csinn_tensor *reference = csinn_alloc_tensor(sess); - struct csinn_relu_params *params = csinn_alloc_params(sizeof(struct csinn_relu_params), sess); + struct csinn_relu_params *params = (csinn_relu_params *)csinn_alloc_params(sizeof(struct csinn_relu_params), sess); int in_size; int *buffer = read_input_data_f32(argv[1]); @@ -61,10 +61,15 @@ int main(int argc, char **argv) reference->data = (float *)(buffer + 4 + in_size); output->data = reference->data; float difference = argc > 2 ? atof(argv[2]) : 0.99; - - test_relu6_CSINN_QUANT_FLOAT32(input, output, params, &difference); - test_relu6_CSINN_QUANT_UINT8_ASYM(input, output, params, &difference); - test_relu6_CSINN_QUANT_INT8_SYM(input, output, params, &difference); - +#if (DTYPE==32) + test_unary_op(input, output, params, CSINN_QUANT_FLOAT32, csinn_relu6_init, csinn_relu6, + &difference); +#elif (DTYPE==16) + test_unary_op(input, output, params, CSINN_QUANT_FLOAT16, csinn_relu6_init, csinn_relu6, + &difference); +#elif (DTYPE==8) + test_unary_op(input, output, params, CSINN_QUANT_INT8_ASYM, csinn_relu6_init, csinn_relu6, + &difference); +#endif return done_testing(); } diff --git a/tests/validation_layer/relun.c b/tests/validation_layer/relun.c index 3d92352c..b8d0a2b8 100644 --- a/tests/validation_layer/relun.c +++ b/tests/validation_layer/relun.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/reshape.c b/tests/validation_layer/reshape.c index 3e10292f..036ef3b1 100644 --- a/tests/validation_layer/reshape.c +++ b/tests/validation_layer/reshape.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/reshape.cpp b/tests/validation_layer/reshape.cpp index 2da5145b..2f05d0e2 100644 --- a/tests/validation_layer/reshape.cpp +++ b/tests/validation_layer/reshape.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" #include "testutil.h" diff --git a/tests/validation_layer/resize_bilinear.c b/tests/validation_layer/resize_bilinear.c index 6fa881dd..a4f9e753 100644 --- a/tests/validation_layer/resize_bilinear.c +++ b/tests/validation_layer/resize_bilinear.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/resize_nearestneighbor.c b/tests/validation_layer/resize_nearestneighbor.c index 35a941a9..5298a4e8 100644 --- a/tests/validation_layer/resize_nearestneighbor.c +++ b/tests/validation_layer/resize_nearestneighbor.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/reverse.c b/tests/validation_layer/reverse.c index afa136b8..0d835031 100644 --- a/tests/validation_layer/reverse.c +++ b/tests/validation_layer/reverse.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/roialign.c b/tests/validation_layer/roialign.c index 8d0c468b..53c65a72 100644 --- a/tests/validation_layer/roialign.c +++ b/tests/validation_layer/roialign.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/roipooling.c b/tests/validation_layer/roipooling.c index 5a7d1643..265b1cf4 100644 --- a/tests/validation_layer/roipooling.c +++ b/tests/validation_layer/roipooling.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/round.c b/tests/validation_layer/round.c index bd7b5917..68163fe8 100644 --- a/tests/validation_layer/round.c +++ b/tests/validation_layer/round.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/rsqrt.c b/tests/validation_layer/rsqrt.c index 082106d5..4fd90456 100644 --- a/tests/validation_layer/rsqrt.c +++ b/tests/validation_layer/rsqrt.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/segment_max.c b/tests/validation_layer/segment_max.c index 628f8d0a..1651f18b 100644 --- a/tests/validation_layer/segment_max.c +++ b/tests/validation_layer/segment_max.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/segment_mean.c b/tests/validation_layer/segment_mean.c index 46291cbe..acd9ffb4 100644 --- a/tests/validation_layer/segment_mean.c +++ b/tests/validation_layer/segment_mean.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/segment_min.c b/tests/validation_layer/segment_min.c index 591d4b4f..b2061151 100644 --- a/tests/validation_layer/segment_min.c +++ b/tests/validation_layer/segment_min.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/segment_prod.c b/tests/validation_layer/segment_prod.c index b669f948..d1c1a344 100644 --- a/tests/validation_layer/segment_prod.c +++ b/tests/validation_layer/segment_prod.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/segment_sum.c b/tests/validation_layer/segment_sum.c index 52208b6b..688c9d49 100644 --- a/tests/validation_layer/segment_sum.c +++ b/tests/validation_layer/segment_sum.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/select.c b/tests/validation_layer/select.c index 70a675d1..354bac51 100644 --- a/tests/validation_layer/select.c +++ b/tests/validation_layer/select.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/shuffle_channel.c b/tests/validation_layer/shuffle_channel.c index 6783a584..696fe77b 100644 --- a/tests/validation_layer/shuffle_channel.c +++ b/tests/validation_layer/shuffle_channel.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/sigmoid.cpp b/tests/validation_layer/sigmoid.cpp index 531cd136..9853e538 100644 --- a/tests/validation_layer/sigmoid.cpp +++ b/tests/validation_layer/sigmoid.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" #include "testutil.h" diff --git a/tests/validation_layer/sign.c b/tests/validation_layer/sign.c index 2014da74..1d7ae635 100644 --- a/tests/validation_layer/sign.c +++ b/tests/validation_layer/sign.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/sin.c b/tests/validation_layer/sin.c index 9f80b8e6..78fdd932 100644 --- a/tests/validation_layer/sin.c +++ b/tests/validation_layer/sin.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/sinh.c b/tests/validation_layer/sinh.c index 3092f86d..fac3071b 100644 --- a/tests/validation_layer/sinh.c +++ b/tests/validation_layer/sinh.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/slice.c b/tests/validation_layer/slice.c index 84c6a48b..9500f5e6 100644 --- a/tests/validation_layer/slice.c +++ b/tests/validation_layer/slice.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/softmax.cpp b/tests/validation_layer/softmax.cpp index 925a719d..b234d3f0 100644 --- a/tests/validation_layer/softmax.cpp +++ b/tests/validation_layer/softmax.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" #include "testutil.h" diff --git a/tests/validation_layer/softplus.c b/tests/validation_layer/softplus.c index d2b61260..d33b74de 100644 --- a/tests/validation_layer/softplus.c +++ b/tests/validation_layer/softplus.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/softrelu.c b/tests/validation_layer/softrelu.c index 75d6cafc..663140ea 100644 --- a/tests/validation_layer/softrelu.c +++ b/tests/validation_layer/softrelu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/softsign.c b/tests/validation_layer/softsign.c index f819ed81..7ebe7d94 100644 --- a/tests/validation_layer/softsign.c +++ b/tests/validation_layer/softsign.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/space_to_batch.c b/tests/validation_layer/space_to_batch.c index bd9b9672..8440b960 100644 --- a/tests/validation_layer/space_to_batch.c +++ b/tests/validation_layer/space_to_batch.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/space_to_depth.c b/tests/validation_layer/space_to_depth.c index fd5c2643..1a9605d4 100644 --- a/tests/validation_layer/space_to_depth.c +++ b/tests/validation_layer/space_to_depth.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/split.c b/tests/validation_layer/split.c index 47a7f170..121293aa 100644 --- a/tests/validation_layer/split.c +++ b/tests/validation_layer/split.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/split.cpp b/tests/validation_layer/split.cpp index c98fa6b4..25c736f1 100644 --- a/tests/validation_layer/split.cpp +++ b/tests/validation_layer/split.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" #include "testutil.h" diff --git a/tests/validation_layer/sqrt.c b/tests/validation_layer/sqrt.c index 6662d3ee..eeda6c16 100644 --- a/tests/validation_layer/sqrt.c +++ b/tests/validation_layer/sqrt.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/sqrt.cpp b/tests/validation_layer/sqrt.cpp index d8ae2e63..137fb983 100644 --- a/tests/validation_layer/sqrt.cpp +++ b/tests/validation_layer/sqrt.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" #include "testutil.h" diff --git a/tests/validation_layer/square.c b/tests/validation_layer/square.c index 40d6b3a8..bf1b750a 100644 --- a/tests/validation_layer/square.c +++ b/tests/validation_layer/square.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/squeeze.c b/tests/validation_layer/squeeze.c index 5ced6eeb..fec9a8a9 100644 --- a/tests/validation_layer/squeeze.c +++ b/tests/validation_layer/squeeze.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/stack.c b/tests/validation_layer/stack.c index 256a9b83..f483182c 100644 --- a/tests/validation_layer/stack.c +++ b/tests/validation_layer/stack.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/strided_slice.c b/tests/validation_layer/strided_slice.c index 7fa4ee69..4805b783 100644 --- a/tests/validation_layer/strided_slice.c +++ b/tests/validation_layer/strided_slice.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/strided_slice.cpp b/tests/validation_layer/strided_slice.cpp index 49f7c75f..f59560e7 100644 --- a/tests/validation_layer/strided_slice.cpp +++ b/tests/validation_layer/strided_slice.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" #include "testutil.h" @@ -43,10 +41,10 @@ int main(int argc, char **argv) in_size *= input->dim[i]; } params->slice_count = buffer[1 + input->dim_count]; - params->begin = (int *)malloc(params->slice_count * sizeof(int)); - params->end = (int *)malloc(params->slice_count * sizeof(int)); - params->stride = (int *)malloc(params->slice_count * sizeof(int)); - for (int i = 0; i < params->slice_count; i++) { + params->begin = (int *)malloc(input->dim_count * sizeof(int)); + params->end = (int *)malloc(input->dim_count * sizeof(int)); + params->stride = (int *)malloc(input->dim_count * sizeof(int)); + for (int i = 0; i < input->dim_count; i++) { params->begin[i] = buffer[2 + input->dim_count + 3 * i]; params->end[i] = buffer[3 + input->dim_count + 3 * i]; params->stride[i] = buffer[4 + input->dim_count + 3 * i]; diff --git a/tests/validation_layer/sub.c b/tests/validation_layer/sub.c index ac1c7557..444d69e3 100644 --- a/tests/validation_layer/sub.c +++ b/tests/validation_layer/sub.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/sub.cpp b/tests/validation_layer/sub.cpp index f0057ec0..d609d40d 100644 --- a/tests/validation_layer/sub.cpp +++ b/tests/validation_layer/sub.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" #include "testutil.h" diff --git a/tests/validation_layer/sum_stride.cpp b/tests/validation_layer/sum_stride.cpp index 52ca07a0..bdfe7f13 100644 --- a/tests/validation_layer/sum_stride.cpp +++ b/tests/validation_layer/sum_stride.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "shl_thead_rvv.h" #include "test_utils.h" diff --git a/tests/validation_layer/tan.c b/tests/validation_layer/tan.c index d561bb38..233f1e8e 100644 --- a/tests/validation_layer/tan.c +++ b/tests/validation_layer/tan.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/tanh.c b/tests/validation_layer/tanh.c index 614e4827..e1a5a88f 100644 --- a/tests/validation_layer/tanh.c +++ b/tests/validation_layer/tanh.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/testutil.h b/tests/validation_layer/testutil.h index 8f13d7fb..5a727378 100644 --- a/tests/validation_layer/testutil.h +++ b/tests/validation_layer/testutil.h @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - // #include "common.h" #include @@ -80,6 +78,38 @@ void test_binary_op(struct csinn_tensor *input0, struct csinn_tensor *input1, } } +template +void test_ternary_op(struct csinn_tensor *input0, struct csinn_tensor *output, + struct csinn_tensor *input1, struct csinn_tensor *input2, T *params, + enum csinn_quant_enum quant_dtype, + int (*init_op)(struct csinn_tensor *, struct csinn_tensor *, + struct csinn_tensor *, struct csinn_tensor *, T *), + int (*conv2d_op)(struct csinn_tensor *, struct csinn_tensor *, + struct csinn_tensor *, struct csinn_tensor *, T *), + float *difference) +{ + enum csinn_quant_enum test_dtype = quant_dtype; + int test_api = params->base.api; + struct csinn_tensor *qinput0 = + convert_f32_layer(input0, test_dtype, (enum csinn_api_enum)test_api); + struct csinn_tensor *qinput1 = + convert_f32_layer(input1, test_dtype, (enum csinn_api_enum)test_api); + struct csinn_tensor *qinput2 = + convert_f32_layer(input2, test_dtype, (enum csinn_api_enum)test_api); + struct csinn_tensor *qoutput = + convert_f32_layer(output, test_dtype, (enum csinn_api_enum)test_api); + if (init_op(qinput0, qoutput, qinput1, qinput2, params) == CSINN_TRUE) { + conv2d_op(qinput0, qoutput, qinput1, qinput2, params); + struct csinn_tensor *foutput = shl_ref_tensor_transform_f32(qoutput); + result_verify_f32((float *)output->data, (float *)foutput->data, (float *)input0->data, + *difference, csinn_tensor_size(output), false); + shl_ref_tensor_transform_free_f32(foutput); + } else { + printf("Function init failed\n"); + exit(-1); + } +} + template void test_concat_op(struct csinn_tensor **input, struct csinn_tensor *output, T *params, enum csinn_quant_enum quant_dtype, @@ -168,6 +198,7 @@ void test_conv2d_op(struct csinn_tensor *input, struct csinn_tensor *output, convert_f32_layer(kernel, test_dtype, (enum csinn_api_enum)test_api); if (test_dtype == CSINN_QUANT_INT8_SYM) { + params->base.quant_type = CSINN_QUANT_INT8_ASYM_W_SYM; if (!params->conv_extra.fuse_zp2bias) { qinput = convert_f32_layer(input, CSINN_QUANT_INT8_ASYM, (enum csinn_api_enum)test_api); qbias = convert_f32_bias(input, kernel, bias, (enum csinn_api_enum)test_api); @@ -216,10 +247,10 @@ void test_fully_op(struct csinn_tensor *input, struct csinn_tensor *output, convert_f32_layer(kernel, test_dtype, (enum csinn_api_enum)test_api); if (test_dtype == CSINN_QUANT_INT8_SYM) { + params->base.quant_type = CSINN_QUANT_INT8_ASYM_W_SYM; qbias = fuse_zp_to_bias(input, kernel, bias, (enum csinn_api_enum)test_api); qinput = convert_f32_layer(input, CSINN_QUANT_INT8_ASYM, (enum csinn_api_enum)test_api); qinput->qinfo->zero_point = 0; - } else { qbias = convert_f32_layer(bias, test_dtype, (enum csinn_api_enum)test_api); qinput = convert_f32_layer(input, test_dtype, (enum csinn_api_enum)test_api); @@ -311,6 +342,11 @@ void test_gather_op(struct csinn_tensor *input0, struct csinn_tensor *input1, convert_f32_layer(input0, test_dtype, (enum csinn_api_enum)test_api); struct csinn_tensor *qoutput = convert_f32_layer(output, test_dtype, (enum csinn_api_enum)test_api); + /* broadcast quantization */ + if (qinput0->dtype == CSINN_DTYPE_INT8) { + memcpy(qoutput->qinfo, qinput0->qinfo, + qinput0->quant_channel * sizeof(struct csinn_quant_info)); + } if (init_op(qinput0, input1, qoutput, params) == CSINN_TRUE) { binary_op(qinput0, input1, qoutput, params); struct csinn_tensor *foutput = shl_ref_tensor_transform_f32(qoutput); diff --git a/tests/validation_layer/threshold_relu.c b/tests/validation_layer/threshold_relu.c index e3da613a..e5b4089b 100644 --- a/tests/validation_layer/threshold_relu.c +++ b/tests/validation_layer/threshold_relu.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/tile.c b/tests/validation_layer/tile.c index 282ecf07..3e138215 100644 --- a/tests/validation_layer/tile.c +++ b/tests/validation_layer/tile.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/topk.c b/tests/validation_layer/topk.c index 1c464dc7..4d647836 100644 --- a/tests/validation_layer/topk.c +++ b/tests/validation_layer/topk.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/transpose.c b/tests/validation_layer/transpose.c index b6f67435..14097df2 100644 --- a/tests/validation_layer/transpose.c +++ b/tests/validation_layer/transpose.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/transpose.cpp b/tests/validation_layer/transpose.cpp index 2e14aa08..b4864192 100644 --- a/tests/validation_layer/transpose.cpp +++ b/tests/validation_layer/transpose.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" #include "testutil.h" diff --git a/tests/validation_layer/trunc.c b/tests/validation_layer/trunc.c index 15a3f9a5..9493fb63 100644 --- a/tests/validation_layer/trunc.c +++ b/tests/validation_layer/trunc.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/unsorted_segment_max.c b/tests/validation_layer/unsorted_segment_max.c index d385f106..9d7b264b 100644 --- a/tests/validation_layer/unsorted_segment_max.c +++ b/tests/validation_layer/unsorted_segment_max.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/unsorted_segment_mean.c b/tests/validation_layer/unsorted_segment_mean.c index 1dd3bd3d..2909e214 100644 --- a/tests/validation_layer/unsorted_segment_mean.c +++ b/tests/validation_layer/unsorted_segment_mean.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/unsorted_segment_min.c b/tests/validation_layer/unsorted_segment_min.c index 8eff669b..08a99a34 100644 --- a/tests/validation_layer/unsorted_segment_min.c +++ b/tests/validation_layer/unsorted_segment_min.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/unsorted_segment_prod.c b/tests/validation_layer/unsorted_segment_prod.c index d099b59e..f5db8870 100644 --- a/tests/validation_layer/unsorted_segment_prod.c +++ b/tests/validation_layer/unsorted_segment_prod.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/unsorted_segment_sum.c b/tests/validation_layer/unsorted_segment_sum.c index 0b8980c7..5d53185e 100644 --- a/tests/validation_layer/unsorted_segment_sum.c +++ b/tests/validation_layer/unsorted_segment_sum.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/unstack.c b/tests/validation_layer/unstack.c index 87960e5b..e7093015 100644 --- a/tests/validation_layer/unstack.c +++ b/tests/validation_layer/unstack.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/where.cpp b/tests/validation_layer/where.cpp index eb99763a..03c90b6b 100644 --- a/tests/validation_layer/where.cpp +++ b/tests/validation_layer/where.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" #include "testutil.h" diff --git a/tests/validation_layer/where_softmax.cpp b/tests/validation_layer/where_softmax.cpp index 4734c9e3..134c2d82 100644 --- a/tests/validation_layer/where_softmax.cpp +++ b/tests/validation_layer/where_softmax.cpp @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" #include "testutil.h" diff --git a/tests/validation_layer/xor.c b/tests/validation_layer/xor.c index 3933b50a..c4ba34d6 100644 --- a/tests/validation_layer/xor.c +++ b/tests/validation_layer/xor.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_layer/yuv_rgb_scale.c b/tests/validation_layer/yuv_rgb_scale.c index a368ed93..6ff3f03d 100644 --- a/tests/validation_layer/yuv_rgb_scale.c +++ b/tests/validation_layer/yuv_rgb_scale.c @@ -16,8 +16,6 @@ * limitations under the License. */ -/* SHL version 2.1.x */ - #include "csi_nn.h" #include "test_utils.h" diff --git a/tests/validation_ref/deconv2d.py b/tests/validation_ref/deconv2d.py new file mode 100644 index 00000000..83cfba84 --- /dev/null +++ b/tests/validation_ref/deconv2d.py @@ -0,0 +1,174 @@ +import os +import ctypes + +import numpy as np +from torch import tensor +from torch.nn import functional as fn +from utils import BuildSo +from utils import csinn_tensor, csinn_conv2d_params +from utils import csinn_quant_info, csinn_params_base + +TEST_ERROR = Exception("test deconv2d error!") + +np.random.seed(0) + + +def deconv2d_py(in_channel, stride, group): + # init the input data and parameters + batch = 1 + in_size_x = 10 + in_size_y = 10 + + zero_point1 = int(np.random.randint(-6, high=6, size=1)) + std1 = int(np.random.randint(1, high=20, size=1)) + zero_point2 = int(np.random.randint(-6, high=6, size=1)) + std2 = int(np.random.randint(1, high=20, size=1)) + zero_point3 = int(np.random.randint(-6, high=6, size=1)) + std3 = int(np.random.randint(1, high=20, size=1)) + + weight_n = 3 + weight_x = 3 + weight_y = 3 + + inputs = np.random.normal( + zero_point1, std1, (batch, in_channel, in_size_y, in_size_x) + ) + inputs = inputs.astype(np.float32) + + weight = np.random.normal( + zero_point2, std2, (in_channel, weight_n, weight_y, weight_x) + ) + weight = weight.astype(np.float32) + + bias = np.random.normal(zero_point3, std3, (weight_n * group)) + bias = bias.astype(np.float32) + + torch_out = fn.conv_transpose2d( + tensor(inputs), + weight=tensor(weight), + bias=tensor(bias), + stride=stride, + groups=group, + ).numpy() + + return inputs, weight, bias, torch_out + + +def deconv2d_ref(inputs, weight, bias, out_shape, lib_path, stride, group): + # load share lib + lib = ctypes.cdll.LoadLibrary(lib_path) + + # create test params + shl_gref_deconv2d = lib.shl_ref_group_deconv2d_f32 + shl_gref_deconv2d.restype = ctypes.c_int + shl_gref_deconv2d.argtypes = [ + ctypes.POINTER(csinn_tensor), + ctypes.POINTER(csinn_tensor), + ctypes.POINTER(csinn_tensor), + ctypes.POINTER(csinn_tensor), + ctypes.POINTER(csinn_conv2d_params), + ] + + ouptut = np.zeros(out_shape, dtype=np.float32) + qinfo = csinn_quant_info(scale=1, zero_point=0) + + inputs_tensor = csinn_tensor( + data=inputs.ctypes.data, + dtype=10, # CSINN_DTYPE_FLOAT32 + mtype=0, # CSINN_MEM_TYPE_CPU_NOT_ALIGNED + dim=tuple(inputs.shape), + dim_count=len(inputs.shape), + is_const=0, + name=b"input_tensor", + layout=4, # CSINN_LAYOUT_NCHW + quant_channel=1, + qinfo=ctypes.pointer(qinfo), + sess=None, + ) + + weight_tensor = csinn_tensor( + data=weight.ctypes.data, + dtype=10, # CSINN_DTYPE_FLOAT32 + mtype=0, # CSINN_MEM_TYPE_CPU_NOT_ALIGNED + dim=tuple(weight.shape), + dim_count=len(weight.shape), + is_const=0, + name=b"scale_tensor", + layout=4, # CSINN_LAYOUT_NCHW + quant_channel=1, + qinfo=ctypes.pointer(qinfo), + sess=None, + ) + + bias_tensor = csinn_tensor( + data=bias.ctypes.data, + dtype=10, # CSINN_DTYPE_FLOAT32 + mtype=0, # CSINN_MEM_TYPE_CPU_NOT_ALIGNED + dim=tuple(bias.shape), + dim_count=len(bias.shape), + is_const=0, + name=b"bias_tensor", + layout=4, # CSINN_LAYOUT_NCHW + quant_channel=1, + qinfo=ctypes.pointer(qinfo), + sess=None, + ) + output_tensor = csinn_tensor( + data=ouptut.ctypes.data, + dtype=10, # CSINN_DTYPE_FLOAT32 + mtype=0, # CSINN_MEM_TYPE_CPU_NOT_ALIGNED + dim=tuple(out_shape), + dim_count=len(out_shape), + is_const=0, + name=b"output_tensor", + layout=4, # CSINN_LAYOUT_NCHW + quant_channel=1, + qinfo=ctypes.pointer(qinfo), + sess=None, + ) + + base = csinn_params_base( + layout=4, # CSINN_LAYOUT_NCHW + ) + params = csinn_conv2d_params( + base=base, + group=group, + stride_height=stride, + stride_width=stride, + pad_left=0, + pad_top=0, + ) + + # run interface + result = shl_gref_deconv2d( + ctypes.byref(inputs_tensor), + ctypes.byref(output_tensor), + ctypes.byref(weight_tensor), + ctypes.byref(bias_tensor), + ctypes.byref(params), + ) + + if result != 1: + assert 0, TEST_ERROR + + return ouptut + + +def _test_deconv2d(so_path, in_channel, group, stride): + # get inputs and outputs + inputs, weight, bias, torch_out = deconv2d_py(in_channel, stride, group) + output = deconv2d_ref(inputs, weight, bias, torch_out.shape, so_path, stride, group) + np.testing.assert_array_almost_equal(output, torch_out, 4) + + +def test_deconv2d(): + src_file = os.path.abspath("../../source/reference/deconvolution.c") + + with BuildSo(src_file) as builder: + _test_deconv2d(builder.so_path, 10, 2, 2) + _test_deconv2d(builder.so_path, 12, 3, 2) + _test_deconv2d(builder.so_path, 12, 3, 3) + + +if __name__ == "__main__": + test_deconv2d() diff --git a/tests/validation_ref/instance_norm.py b/tests/validation_ref/instance_norm.py new file mode 100644 index 00000000..c4d4e679 --- /dev/null +++ b/tests/validation_ref/instance_norm.py @@ -0,0 +1,156 @@ +import os +import ctypes + +import numpy as np +from torch import tensor +from torch.nn import functional as fn +from utils import BuildSo +from utils import csinn_tensor, csinn_instance_norm_params +from utils import csinn_quant_info, csinn_params_base + +TEST_ERROR = Exception("test instance_norm error!") + + +def instance_norm_py(): + # init the input data and parameters + batch = int(np.random.randint(1, high=4, size=1)) + in_channel = int(np.random.randint(1, high=32, size=1)) + in_size_x = int(np.random.randint(32, high=64, size=1)) + in_size_y = int(np.random.randint(32, high=64, size=1)) + zero_point1 = int(np.random.randint(-6, high=6, size=1)) + std1 = int(np.random.randint(1, high=20, size=1)) + zero_point2 = int(np.random.randint(-6, high=6, size=1)) + std2 = int(np.random.randint(1, high=20, size=1)) + zero_point3 = int(np.random.randint(-6, high=6, size=1)) + std3 = int(np.random.randint(1, high=20, size=1)) + + inputs = np.random.normal( + zero_point1, std1, (batch, in_channel, in_size_y, in_size_x) + ) + inputs = inputs.astype(np.float32) + + scales = np.random.normal(zero_point2, std2, (in_channel)) + scales = scales.astype(np.float32) + + bias = np.random.normal(zero_point3, std3, (in_channel)) + bias = bias.astype(np.float32) + + torch_out = fn.instance_norm( + tensor(inputs), weight=tensor(scales), bias=tensor(bias) + ).numpy() + + return inputs, scales, bias, torch_out + + +def instance_norm_ref(inputs, scales, bias, lib_path): + # load share lib + lib = ctypes.cdll.LoadLibrary(lib_path) + + # create test params + shl_gref_instance_norm = lib.shl_ref_instance_norm_f32 + shl_gref_instance_norm.restype = ctypes.c_int + shl_gref_instance_norm.argtypes = [ + ctypes.POINTER(csinn_tensor), + ctypes.POINTER(csinn_tensor), + ctypes.POINTER(csinn_tensor), + ctypes.POINTER(csinn_tensor), + ctypes.POINTER(csinn_instance_norm_params), + ] + + ouptut = np.zeros_like(inputs, dtype=np.float32) + qinfo = csinn_quant_info(scale=1, zero_point=0) + + inputs_tensor = csinn_tensor( + data=inputs.ctypes.data, + dtype=10, # CSINN_DTYPE_FLOAT32 + mtype=0, # CSINN_MEM_TYPE_CPU_NOT_ALIGNED + dim=tuple(inputs.shape), + dim_count=len(inputs.shape), + is_const=0, + name=b"input_tensor", + layout=4, # CSINN_LAYOUT_NCHW + quant_channel=1, + qinfo=ctypes.pointer(qinfo), + sess=None, + ) + + scales_tensor = csinn_tensor( + data=scales.ctypes.data, + dtype=10, # CSINN_DTYPE_FLOAT32 + mtype=0, # CSINN_MEM_TYPE_CPU_NOT_ALIGNED + dim=tuple(inputs.shape), + dim_count=len(inputs.shape), + is_const=0, + name=b"scale_tensor", + layout=4, # CSINN_LAYOUT_NCHW + quant_channel=1, + qinfo=ctypes.pointer(qinfo), + sess=None, + ) + + bias_tensor = csinn_tensor( + data=bias.ctypes.data, + dtype=10, # CSINN_DTYPE_FLOAT32 + mtype=0, # CSINN_MEM_TYPE_CPU_NOT_ALIGNED + dim=tuple(inputs.shape), + dim_count=len(inputs.shape), + is_const=0, + name=b"bias_tensor", + layout=4, # CSINN_LAYOUT_NCHW + quant_channel=1, + qinfo=ctypes.pointer(qinfo), + sess=None, + ) + output_tensor = csinn_tensor( + data=ouptut.ctypes.data, + dtype=10, # CSINN_DTYPE_FLOAT32 + mtype=0, # CSINN_MEM_TYPE_CPU_NOT_ALIGNED + dim=tuple(inputs.shape), + dim_count=len(inputs.shape), + is_const=0, + name=b"output_tensor", + layout=4, # CSINN_LAYOUT_NCHW + quant_channel=1, + qinfo=ctypes.pointer(qinfo), + sess=None, + ) + + base = csinn_params_base() + params = csinn_instance_norm_params( + base=base, + epsilon=1e-5, + ) + + # run interface + result = shl_gref_instance_norm( + ctypes.byref(inputs_tensor), + ctypes.byref(scales_tensor), + ctypes.byref(bias_tensor), + ctypes.byref(output_tensor), + ctypes.byref(params), + ) + + if result != 1: + assert 0, TEST_ERROR + + return ouptut + + +def _test_instance_norm(so_path): + # get inputs and outputs + inputs, scales, bias, torch_out = instance_norm_py() + output = instance_norm_ref(inputs, scales, bias, so_path) + + np.testing.assert_array_almost_equal(output, torch_out, 3) + + +def test_instance_norm(): + src_file = os.path.abspath("../../source/reference/instance_norm.c") + + with BuildSo(src_file) as builder: + for _ in range(10): + _test_instance_norm(builder.so_path) + + +if __name__ == "__main__": + test_instance_norm() diff --git a/tests/validation_ref/utils.py b/tests/validation_ref/utils.py new file mode 100644 index 00000000..6cd15775 --- /dev/null +++ b/tests/validation_ref/utils.py @@ -0,0 +1,171 @@ +import os +import ctypes +import subprocess + + +MAX_DIM = 8 + + +class csinn_quant_info(ctypes.Structure): + _fields_ = [ + ("zero_point", ctypes.c_int32), + ("scale", ctypes.c_float), + ("multiplier", ctypes.c_int32), + ("shift", ctypes.c_int32), + ("min", ctypes.c_float), + ("max", ctypes.c_float), + ] + + +class csinn_model(ctypes.Structure): + _fields_ = [ + ("bm_path", ctypes.c_char_p), + ("bm_addr", ctypes.c_void_p), + ("bm_size", ctypes.c_size_t), + ("save_mode", ctypes.c_int32), + ("priority", ctypes.c_int32), + ] + + +class csinn_tensor(ctypes.Structure): + _fields_ = [ + ("data", ctypes.c_void_p), + ("dtype", ctypes.c_int32), + ("mtype", ctypes.c_int32), + ("dim", ctypes.c_int32 * MAX_DIM), + ("dim_count", ctypes.c_int32), + ("is_const", ctypes.c_uint32), + ("name", ctypes.c_char_p), + ("layout", ctypes.c_int32), + ("quant_channel", ctypes.c_int32), + ("qinfo", ctypes.POINTER(csinn_quant_info)), + ("sess", ctypes.c_void_p), + ] + + +class csinn_session(ctypes.Structure): + _fields_ = [ + ("base_dtype", ctypes.c_int32), + ("base_layout", ctypes.c_int32), + ("base_api", ctypes.c_int32), + ("base_run_mode", ctypes.c_int32), + ("base_quant_type", ctypes.c_int32), + ("model", csinn_model), + ("debug_level", ctypes.c_int32), + ("profiler_level", ctypes.c_int32), + ("input_num", ctypes.c_int32), + ("output_num", ctypes.c_int32), + ("input", ctypes.POINTER(ctypes.POINTER(csinn_tensor))), + ("output", ctypes.POINTER(ctypes.POINTER(csinn_tensor))), + ("td", ctypes.c_void_p), + ("dynamic_shape", ctypes.c_bool), + ] + + +class csinn_callback(ctypes.Structure): + _fields_ = [ + ("init", ctypes.CFUNCTYPE(ctypes.c_int)), + ("est", ctypes.CFUNCTYPE(ctypes.c_int)), + ("exec", ctypes.CFUNCTYPE(ctypes.c_int)), + ("caps", ctypes.CFUNCTYPE(ctypes.c_int)), + ("perf", ctypes.CFUNCTYPE(ctypes.c_int)), + ] + + +class csinn_params_base(ctypes.Structure): + _fields_ = [ + ("cb", ctypes.POINTER(csinn_callback)), + ("name", ctypes.c_char_p), + ("layout", ctypes.c_int32), + ("api", ctypes.c_int32), + ("quant_type", ctypes.c_int32), + ("sess", ctypes.POINTER(csinn_session)), + ] + + +class csinn_instance_norm_params(ctypes.Structure): + _fields_ = [ + ("base", csinn_params_base), + ("epsilon", ctypes.c_float), + ] + + +class conv_extra(ctypes.Structure): + _fields_ = [ + ("kernel_tm", ctypes.POINTER(csinn_tensor)), + ("conv_mode", ctypes.c_int32), + ("fuse_zp2bias", ctypes.c_int32), + ] + + +class csinn_conv2d_params(ctypes.Structure): + _fields_ = [ + ("base", csinn_params_base), + ("group", ctypes.c_int32), + ("stride_height", ctypes.c_int32), + ("stride_width", ctypes.c_int32), + ("pad_top", ctypes.c_int32), + ("pad_left", ctypes.c_int32), + ("pad_down", ctypes.c_int32), + ("pad_right", ctypes.c_int32), + ("dilation_height", ctypes.c_int32), + ("dilation_width", ctypes.c_int32), + ("out_pad_height", ctypes.c_int32), + ("out_pad_width", ctypes.c_int32), + ("conv_extra", conv_extra), + ] + + +def create_folder(folder_path): + if not os.path.exists(folder_path): + os.makedirs(folder_path) + + +def compile_so(src_file, path, platform="x86_ref"): + target_op = os.path.splitext(os.path.basename(src_file))[0] + + shl_path = "../../install_nn2" + shl_include = f"{shl_path}/include" + if platform == "x86_ref": + compiler = "gcc" + lib_path = f"{shl_path}/lib" + lib_name = "shl_ref_x86" + else: + assert 0, Exception("TODO: More platforms need to be added.") + + # compile + o_path = os.path.join(path, f"{target_op}.o") + compile_cmd = compiler + compile_cmd += " -c -O2 -g -fpic" + compile_cmd += f" -I{shl_include}" + compile_cmd += f" {src_file}" + compile_cmd += f" -o {o_path}" + subprocess.run(compile_cmd, shell=True, check=True) + + # link + link_cmd = compiler + so_path = os.path.join(path, f"{target_op}.so") + link_cmd += " -O2 -g -fpic -shared -lz -lstdc++ -lm" + link_cmd += f" {o_path}" + link_cmd += f" -L{lib_path}" + link_cmd += f" -l{lib_name}" + link_cmd += f" -o {so_path}" + subprocess.run(link_cmd, shell=True, check=True) + + return so_path + + +class BuildSo: + def __init__(self, src_file): + # compile so + self.src_file = src_file + self.out_path = os.path.splitext(os.path.basename(src_file))[0] + + def __enter__(self): + create_folder(self.out_path) + self.so_path = compile_so(self.src_file, self.out_path, "x86_ref") + return self + + def __exit__(self, *args): + # remve tmp dir + os.system("rm -rf " + self.out_path) diff --git a/tests/validation_xt800/Makefile.e804 b/tests/validation_xt800/Makefile.e804 deleted file mode 100644 index 6015a7f2..00000000 --- a/tests/validation_xt800/Makefile.e804 +++ /dev/null @@ -1,71 +0,0 @@ -LIB_DIR = ../../csky_elf_build -INCLUDE = -I../../include -I../utils -CFLAGS = -O0 -g3 -static -CFLAGS += -mcpu=e804d -CFLAGS += -ffunction-sections -fdata-sections -Wl,--gc-sections -CFLAGS += -DCSINN_API=10 -DSHL_BUILD_E804 -DSHL_BUILD_RTOS -LIB_NAME = shl_e804 -CC = csky-abiv2-elf-gcc -BOARD = ./board/smartl/crt0.o -T./board/smartl/ckcpu.ld ./board/smartl/uart.o - - -test_objs = - -test_objs += relu_q7.o -test_objs += relu_q15.o -test_objs += sigmoid_q7.o -test_objs += sigmoid_q15.o -test_objs += tanh_q7.o -test_objs += tanh_q15.o -test_objs += softmax_q7.o -test_objs += softmax_q15.o -test_objs += avgpool_q7_1.o -test_objs += avgpool_q7_2.o -# test_objs += avgpool_nonsquare_q7_1.o -# test_objs += avgpool_nonsquare_q7_2.o -test_objs += maxpool_q7_1.o -test_objs += maxpool_q7_2.o -test_objs += fullyconnected_q7.o -test_objs += fullyconnected_q15.o -test_objs += convolution_RGB_q7.o -test_objs += convolution_1x1_q7_1.o -test_objs += convolution_1x1_q7_2.o -test_objs += convolution_basic_q7_1.o -test_objs += convolution_basic_q7_2.o -test_objs += convolution_basic_q7_3.o -# test_objs += convolution_nonsquare_q7_1.o -# test_objs += convolution_nonsquare_q7_2.o -# test_objs += convolution_nonsquare_q7_3.o -test_objs += convolution_q15.o -test_objs += depthwise_convolution_q7.o -# test_objs += depthwise_convolution_nonsquare_q7.o - - -utils_objs = -utils_objs += ../utils/test_utils.o -utils_objs += verify_avgpool_q7.o -utils_objs += verify_maxpool_q7.o -utils_objs += verify_convolution_q7.o -utils_objs += verify_convolution_q15.o -utils_objs += verify_depthwise_conv2d_q7.o - - -export CC CFLAGS - -all: csi - -csi: build_crt $(utils_objs) $(test_objs) - -build_crt: - make -C ./board/smartl - -$(utils_objs): %.o: %.c - $(CC) -c $(CFLAGS) $(INCLUDE) $< -o $@ - -$(test_objs): %.o: %.c - $(CC) -c $(CFLAGS) $(INCLUDE) $< -o $@ - $(CC) $@ $(CFLAGS) $(BOARD) -nostartfiles $(utils_objs) -L$(LIB_DIR) -l$(LIB_NAME) -lc -lm -o $@.elf - -clean: - make -C ./board/smartl/ clean - rm -rf $(test_objs) $(utils_objs) *.a *.asm *.elf *.bin *.asm diff --git a/tests/validation_xt800/Makefile.i805 b/tests/validation_xt800/Makefile.i805 deleted file mode 100644 index a0cb85ee..00000000 --- a/tests/validation_xt800/Makefile.i805 +++ /dev/null @@ -1,86 +0,0 @@ -LIB_DIR = ../../csky_elf_build -INCLUDE = -I../../include -I../utils -CFLAGS = -O0 -g3 -static -CFLAGS += -mcpu=ck805ef -mhard-float -CFLAGS += -ffunction-sections -fdata-sections -Wl,--gc-sections -CFLAGS += -DCSINN_API=9 -DSHL_BUILD_I805 -DSHL_BUILD_RTOS -LIB_NAME = shl_i805 -CC = csky-abiv2-elf-gcc -#BOARD = ./board/smartl/crt0.o -T./board/smartl/ckcpu.ld ./board/smartl/uart.o -BOARD = ./board/smartl/crt0.o -T./board/smartl/qemu.ld ./board/smartl/uart.o - - - -test_objs = - -test_objs += relu_q7.o -test_objs += relu_q15.o -test_objs += sigmoid_q7.o -test_objs += sigmoid_q15.o -test_objs += tanh_q7.o -test_objs += tanh_q15.o -test_objs += softmax_q7.o -test_objs += softmax_q15.o -test_objs += avgpool_q7_1.o -test_objs += avgpool_q7_2.o -test_objs += avgpool_nonsquare_q7_1.o -test_objs += avgpool_nonsquare_q7_2.o -test_objs += maxpool_q7_1.o -test_objs += maxpool_q7_2.o -test_objs += fullyconnected_q7.o -test_objs += fullyconnected_q15.o -test_objs += convolution_RGB_q7.o -test_objs += convolution_1x1_q7_1.o -test_objs += convolution_1x1_q7_2.o -test_objs += convolution_basic_q7_1.o -test_objs += convolution_basic_q7_2.o -test_objs += convolution_basic_q7_3.o -test_objs += convolution_nonsquare_q7_1.o -test_objs += convolution_nonsquare_q7_2.o -test_objs += convolution_nonsquare_q7_3.o -test_objs += convolution_q15.o -test_objs += depthwise_convolution_q7.o -test_objs += depthwise_convolution_nonsquare_q7.o - -test_objs += ./u8_testcases/add_u8.o -test_objs += ./u8_testcases/clip_u8.o -test_objs += ./u8_testcases/convolution_u8.o -test_objs += ./u8_testcases/depthwise_convolution_u8.o -test_objs += ./u8_testcases/convolution_1x1_u8.o -test_objs += ./u8_testcases/fullyconnected_u8.o -test_objs += ./u8_testcases/maxpool_u8.o -test_objs += ./u8_testcases/mul_u8.o -test_objs += ./u8_testcases/relu_u8.o -test_objs += ./u8_testcases/relu6_u8.o -test_objs += ./u8_testcases/reshape_u8.o - - - -utils_objs = -utils_objs += ../utils/test_utils.o -utils_objs += verify_avgpool_q7.o -utils_objs += verify_maxpool_q7.o -utils_objs += verify_convolution_q7.o -utils_objs += verify_convolution_q15.o -utils_objs += verify_depthwise_conv2d_q7.o - - -export CC CFLAGS - -all: csi - -csi: build_crt $(utils_objs) $(test_objs) - -build_crt: - make -C ./board/smartl - -$(utils_objs): %.o: %.c - $(CC) -c $(CFLAGS) $(INCLUDE) $< -o $@ - -$(test_objs): %.o: %.c - $(CC) -c $(CFLAGS) $(INCLUDE) $< -o $@ - $(CC) $@ $(CFLAGS) $(BOARD) -nostartfiles $(utils_objs) -L$(LIB_DIR) -l$(LIB_NAME) -lc -lm -o $@.elf - -clean: - make -C ./board/smartl/ clean - rm -rf $(test_objs) $(utils_objs) *.a *.asm *.elf *.bin *.asm diff --git a/tests/validation_xt800/Makefile.ref_i805 b/tests/validation_xt800/Makefile.ref_i805 deleted file mode 100644 index 35090064..00000000 --- a/tests/validation_xt800/Makefile.ref_i805 +++ /dev/null @@ -1,71 +0,0 @@ -LIB_DIR = ../../csky_elf_build -INCLUDE = -I../../include -I../utils -CFLAGS = -O0 -g3 -static -CFLAGS += -mcpu=i805 -CFLAGS += -ffunction-sections -fdata-sections -Wl,--gc-sections -CFLAGS += -DCSINN_API=11 -DSHL_BUILD_REF_I805 -DSHL_BUILD_RTOS -LIB_NAME = shl_ref_i805 -CC = csky-abiv2-elf-gcc -BOARD = ./board/smartl/crt0.o -T./board/smartl/ckcpu.ld ./board/smartl/uart.o - - -test_objs = - -test_objs += relu_q7.o -test_objs += relu_q15.o -test_objs += sigmoid_q7.o -test_objs += sigmoid_q15.o -test_objs += tanh_q7.o -test_objs += tanh_q15.o -test_objs += softmax_q7.o -test_objs += softmax_q15.o -test_objs += avgpool_q7_1.o -test_objs += avgpool_q7_2.o -test_objs += avgpool_nonsquare_q7_1.o -test_objs += avgpool_nonsquare_q7_2.o -test_objs += maxpool_q7_1.o -test_objs += maxpool_q7_2.o -test_objs += fullyconnected_q7.o -test_objs += fullyconnected_q15.o -test_objs += convolution_RGB_q7.o -test_objs += convolution_1x1_q7_1.o -test_objs += convolution_1x1_q7_2.o -test_objs += convolution_basic_q7_1.o -test_objs += convolution_basic_q7_2.o -test_objs += convolution_basic_q7_3.o -test_objs += convolution_nonsquare_q7_1.o -test_objs += convolution_nonsquare_q7_2.o -test_objs += convolution_nonsquare_q7_3.o -test_objs += convolution_q15.o -test_objs += depthwise_convolution_q7.o -test_objs += depthwise_convolution_nonsquare_q7.o - - -utils_objs = -utils_objs += ../utils/test_utils.o -utils_objs += verify_avgpool_q7.o -utils_objs += verify_maxpool_q7.o -utils_objs += verify_convolution_q7.o -utils_objs += verify_convolution_q15.o -utils_objs += verify_depthwise_conv2d_q7.o - - -export CC CFLAGS - -all: csi - -csi: build_crt $(utils_objs) $(test_objs) - -build_crt: - make -C ./board/smartl - -$(utils_objs): %.o: %.c - $(CC) -c $(CFLAGS) $(INCLUDE) $< -o $@ - -$(test_objs): %.o: %.c - $(CC) -c $(CFLAGS) $(INCLUDE) $< -o $@ - $(CC) $@ $(CFLAGS) $(BOARD) -nostartfiles $(utils_objs) -L$(LIB_DIR) -l$(LIB_NAME) -lc -lm -o $@.elf - -clean: - make -C ./board/smartl/ clean - rm -rf $(test_objs) $(utils_objs) *.a *.asm *.elf *.bin *.asm diff --git a/tests/validation_xt800/avgpool_nonsquare_q7_1.c b/tests/validation_xt800/avgpool_nonsquare_q7_1.c deleted file mode 100644 index 47a5ea71..00000000 --- a/tests/validation_xt800/avgpool_nonsquare_q7_1.c +++ /dev/null @@ -1,61 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "./valid_data/pool_data.dat" -#include "csi_nn.h" -#include "test_utils.h" - -extern void verify_avgpool2d_q7(void *input_data, void *output_data, uint16_t batch, uint16_t in_h, - uint16_t in_w, uint16_t in_c, uint16_t out_h, uint16_t out_w, - uint16_t out_c, uint16_t kernel_h, uint16_t kernel_w, - uint16_t stride_h, uint16_t stride_w, uint16_t pad_x, - uint16_t pad_y, uint16_t out_lshift, float difference); - -int main(int argc, char **argv) -{ - init_testsuite("First testing function of avgpool nonsquare q7 for xt800.\n"); - - verify_avgpool2d_q7(pooling_input_00, avepool_nonsquare_result_0, 1, 64, 16, 4, 62, 14, 4, 3, 3, - 1, 1, 0, 0, 1, 3.0f); // difference = 3.0 - - verify_avgpool2d_q7(pooling_input_01, avepool_nonsquare_result_1, 1, 64, 16, 4, 29, 6, 4, 7, 5, - 2, 2, 1, 1, 1, 3.0f); - - verify_avgpool2d_q7(pooling_input_02, avepool_nonsquare_result_2, 1, 32, 32, 4, 8, 5, 4, 5, 7, - 4, 5, 0, 1, 1, 3.0f); - - verify_avgpool2d_q7(pooling_input_10, avepool_nonsquare_result_3, 1, 32, 128, 1, 30, 126, 1, 3, - 3, 1, 1, 0, 0, 0, 3.0f); - - verify_avgpool2d_q7(pooling_input_11, avepool_nonsquare_result_4, 1, 128, 32, 1, 26, 14, 1, 5, - 7, 5, 2, 1, 2, 0, 3.0f); - - verify_avgpool2d_q7(pooling_input_12, avepool_nonsquare_result_5, 1, 64, 64, 1, 30, 30, 1, 8, 6, - 2, 2, 0, 2, 0, 3.0f); - - verify_avgpool2d_q7(pooling_input_20, avepool_nonsquare_result_6, 1, 32, 8, 16, 30, 6, 16, 5, 3, - 1, 1, 0, 2, 2, 3.0f); - - verify_avgpool2d_q7(pooling_input_21, avepool_nonsquare_result_7, 1, 8, 32, 16, 4, 15, 16, 3, 5, - 1, 2, 1, 2, 2, 3.0f); - - verify_avgpool2d_q7(pooling_input_22, avepool_nonsquare_result_8, 1, 16, 16, 16, 8, 5, 16, 3, 5, - 2, 3, 1, 1, 2, 3.0f); -} diff --git a/tests/validation_xt800/avgpool_nonsquare_q7_2.c b/tests/validation_xt800/avgpool_nonsquare_q7_2.c deleted file mode 100644 index c3abec0c..00000000 --- a/tests/validation_xt800/avgpool_nonsquare_q7_2.c +++ /dev/null @@ -1,62 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "./valid_data/pool_data.dat" -#include "csi_nn.h" -#include "test_utils.h" - -extern void verify_avgpool2d_q7(void *input_data, void *output_data, uint16_t batch, uint16_t in_h, - uint16_t in_w, uint16_t in_c, uint16_t out_h, uint16_t out_w, - uint16_t out_c, uint16_t kernel_h, uint16_t kernel_w, - uint16_t stride_h, uint16_t stride_w, uint16_t pad_x, - uint16_t pad_y, uint16_t out_lshift, float difference); - -int main(int argc, char **argv) -{ - init_testsuite("Second testing function of avgpool nonsquare q7 for xt800.\n"); - - /* ---------------- leftover ------------------------*/ - verify_avgpool2d_q7(pooling_input_00, avepool_nonsquare_result_9, 1, 63, 15, 4, 61, 13, 4, 3, 3, - 1, 1, 0, 0, 1, 3.0f); - - verify_avgpool2d_q7(pooling_input_01, avepool_nonsquare_result_10, 1, 63, 15, 4, 29, 6, 4, 7, 5, - 2, 2, 0, 0, 1, 3.0f); - - verify_avgpool2d_q7(pooling_input_02, avepool_nonsquare_result_11, 1, 31, 31, 4, 8, 6, 4, 5, 7, - 4, 5, 1, 2, 1, 3.0f); - - verify_avgpool2d_q7(pooling_input_10, avepool_nonsquare_result_12, 1, 31, 127, 1, 29, 125, 1, 3, - 3, 1, 1, 0, 0, 0, 3.0f); - - verify_avgpool2d_q7(pooling_input_11, avepool_nonsquare_result_13, 1, 127, 31, 1, 26, 13, 1, 5, - 7, 5, 2, 0, 3, 0, 3.0f); - - verify_avgpool2d_q7(pooling_input_12, avepool_nonsquare_result_14, 1, 63, 63, 1, 29, 30, 1, 8, - 6, 2, 2, 1, 1, 0, 3.0f); - - verify_avgpool2d_q7(pooling_input_20, avepool_nonsquare_result_15, 1, 31, 7, 16, 29, 5, 16, 5, - 3, 1, 1, 0, 2, 2, 3.0f); - - verify_avgpool2d_q7(pooling_input_21, avepool_nonsquare_result_16, 1, 7, 31, 16, 7, 14, 16, 3, - 5, 1, 2, 0, 2, 2, 3.0f); - - verify_avgpool2d_q7(pooling_input_22, avepool_nonsquare_result_17, 1, 15, 15, 16, 7, 5, 16, 3, - 5, 2, 3, 2, 0, 2, 3.0f); -} diff --git a/tests/validation_xt800/avgpool_q7_1.c b/tests/validation_xt800/avgpool_q7_1.c deleted file mode 100644 index c62fbb5c..00000000 --- a/tests/validation_xt800/avgpool_q7_1.c +++ /dev/null @@ -1,61 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "./valid_data/pool_data.dat" -#include "csi_nn.h" -#include "test_utils.h" - -extern void verify_avgpool2d_q7(void *input_data, void *output_data, uint16_t batch, uint16_t in_h, - uint16_t in_w, uint16_t in_c, uint16_t out_h, uint16_t out_w, - uint16_t out_c, uint16_t kernel_h, uint16_t kernel_w, - uint16_t stride_h, uint16_t stride_w, uint16_t pad_x, - uint16_t pad_y, uint16_t out_lshift, float difference); - -int main(int argc, char **argv) -{ - init_testsuite("First testing function of avgpool q7 for xt800.\n"); - - verify_avgpool2d_q7(pooling_input_00, avepool_result_0, 1, 32, 32, 4, 30, 30, 4, 3, 3, 1, 1, 0, - 0, 0, 1.0f); - - verify_avgpool2d_q7(pooling_input_01, avepool_result_1, 1, 32, 32, 4, 16, 16, 4, 2, 2, 2, 2, 0, - 0, 0, 1.0f); - - verify_avgpool2d_q7(pooling_input_02, avepool_result_2, 1, 32, 32, 4, 17, 17, 4, 2, 2, 2, 2, 1, - 1, 0, 1.0f); - - verify_avgpool2d_q7(pooling_input_10, avepool_result_3, 1, 64, 64, 1, 62, 62, 1, 3, 3, 1, 1, 0, - 0, 0, 1.0f); - - verify_avgpool2d_q7(pooling_input_11, avepool_result_4, 1, 64, 64, 1, 32, 32, 1, 2, 2, 2, 2, 0, - 0, 0, 1.0f); - - verify_avgpool2d_q7(pooling_input_12, avepool_result_5, 1, 64, 64, 1, 33, 33, 1, 2, 2, 2, 2, 1, - 1, 0, 1.0f); - - verify_avgpool2d_q7(pooling_input_20, avepool_result_6, 1, 16, 16, 16, 14, 14, 16, 3, 3, 1, 1, - 0, 0, 0, 1.0f); - - verify_avgpool2d_q7(pooling_input_21, avepool_result_7, 1, 16, 16, 16, 8, 8, 16, 2, 2, 2, 2, 0, - 0, 0, 1.0f); - - verify_avgpool2d_q7(pooling_input_22, avepool_result_8, 1, 16, 16, 16, 9, 9, 16, 2, 2, 2, 2, 1, - 1, 0, 1.0f); -} diff --git a/tests/validation_xt800/avgpool_q7_2.c b/tests/validation_xt800/avgpool_q7_2.c deleted file mode 100644 index a3e24f29..00000000 --- a/tests/validation_xt800/avgpool_q7_2.c +++ /dev/null @@ -1,62 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "./valid_data/pool_data.dat" -#include "csi_nn.h" -#include "test_utils.h" - -extern void verify_avgpool2d_q7(void *input_data, void *output_data, uint16_t batch, uint16_t in_h, - uint16_t in_w, uint16_t in_c, uint16_t out_h, uint16_t out_w, - uint16_t out_c, uint16_t kernel_h, uint16_t kernel_w, - uint16_t stride_h, uint16_t stride_w, uint16_t pad_x, - uint16_t pad_y, uint16_t out_lshift, float difference); - -int main(int argc, char **argv) -{ - init_testsuite("Second testing function of avgpool q7 for xt800.\n"); - - /* ---------------- leftover ------------------------*/ // FIXME: error output - verify_avgpool2d_q7(pooling_input_00, avepool_result_9, 1, 31, 31, 4, 29, 29, 4, 3, 3, 1, 1, 0, - 0, 0, 3.0f); - - verify_avgpool2d_q7(pooling_input_01, avepool_result_10, 1, 31, 31, 4, 15, 15, 4, 3, 3, 2, 2, 0, - 0, 0, 3.0f); - - verify_avgpool2d_q7(pooling_input_02, avepool_result_11, 1, 31, 31, 4, 16, 16, 4, 3, 3, 2, 2, 1, - 1, 0, 3.0f); - - verify_avgpool2d_q7(pooling_input_10, avepool_result_12, 1, 63, 63, 1, 61, 61, 1, 3, 3, 1, 1, 0, - 0, 0, 3.0f); - - verify_avgpool2d_q7(pooling_input_11, avepool_result_13, 1, 63, 63, 1, 31, 31, 1, 3, 3, 2, 2, 0, - 0, 0, 3.0f); - - verify_avgpool2d_q7(pooling_input_12, avepool_result_14, 1, 63, 63, 1, 32, 32, 1, 3, 3, 2, 2, 1, - 1, 0, 3.0f); - - verify_avgpool2d_q7(pooling_input_20, avepool_result_15, 1, 15, 15, 16, 13, 13, 16, 3, 3, 1, 1, - 0, 0, 0, 3.0f); - - verify_avgpool2d_q7(pooling_input_21, avepool_result_16, 1, 15, 15, 16, 7, 7, 16, 3, 3, 2, 2, 0, - 0, 0, 3.0f); - - verify_avgpool2d_q7(pooling_input_22, avepool_result_17, 1, 15, 15, 16, 8, 8, 16, 3, 3, 2, 2, 1, - 1, 0, 3.0f); -} diff --git a/tests/validation_xt800/board/smartl/Makefile b/tests/validation_xt800/board/smartl/Makefile deleted file mode 100644 index 9f7d4127..00000000 --- a/tests/validation_xt800/board/smartl/Makefile +++ /dev/null @@ -1,21 +0,0 @@ -SRS = $(wildcard *.S) -SRC = $(wildcard *.c) - -INCLUDE = -I./csi_core_include/ - -CFLAGS += $(INCLUDE) - -OBJFILE = $(SRS:%.S=%.o) $(SRC:%.c=%.o) - -all: case - -case: $(OBJFILE) - -%.o: %.c - @echo " CC $@" - $(Q)$(CC) $(CFLAGS) -c $< -o $@ -%.o: %.S - @echo " CC $@" - $(Q)$(CC) $(CFLAGS) -c $< -o $@ -clean: - rm -f *.o *.a *.asm *.elf diff --git a/tests/validation_xt800/board/smartl/ckcpu.ld b/tests/validation_xt800/board/smartl/ckcpu.ld deleted file mode 100644 index f2ef8665..00000000 --- a/tests/validation_xt800/board/smartl/ckcpu.ld +++ /dev/null @@ -1,88 +0,0 @@ - - -ENTRY(__start) - -MEMORY -{ - INST : ORIGIN = 0x00008000 , LENGTH = 0x00020000 /* ROM */ - DATA : ORIGIN = 0x20000000 , LENGTH = 0x00030000 /* RAM */ - EEPROM : ORIGIN = 0x60000000 , LENGTH = 0x00010000 -} - -PROVIDE (__stack = 0x20000000 + 0x40000 - 0x10); -PROVIDE (__heap_start = 0x20000000 + 0x40000); -PROVIDE (__heap_end = 0x20000000 + 0x80000); - -SECTIONS -{ - .text : { - . = ALIGN(0x4) ; - *crt0.o(.exp_table) - __stext = . ; - *(.text) - *(.text*) - *(.init) - *(.fini) - - . = ALIGN(0x10) ; - __etext = . ; - } > INST - - .rodata : { - . = ALIGN(0x4) ; - __srodata = .; - *(.rdata) - *(.rdata*) - *(.rodata) - *(.rodata*) - . = ALIGN(0x10) ; - __erodata = .; - } > DATA - - .data : { - . = ALIGN(0x4) ; - __sdata = . ; - __data_start = . ; - data_start = . ; - *(.got.plt) - *(.got) - FILL(0) ; - . = ALIGN(0x20) ; - LONG(-1) - . = ALIGN(0x20) ; - *(.gnu.linkonce.r*) - *(.data) - *(.data*) - *(.gnu.linkonce.d*) - *(.gcc_except_table) - *(.gcc_except_table*) - *(.sdata) - *(.sdata.*) - *(.gnu.linkonce.s.*) - *(__libc_atexit) - *(__libc_subinit) - *(__libc_subfreeres) - *(.note.ABI-tag) - - . = ALIGN(0x10) ; - __edata = . ; - } > DATA - - .bss : { - . = ALIGN(0x4) ; - __sbss = ALIGN(0x4) ; - __bss_start = . ; - *(.dynsbss) - *(.sbss) - *(.sbss.*) - *(.scommon) - *(.dynbss) - *(.bss) - *(.bss.*) - *(COMMON) - . = ALIGN(0x10) ; - __ebss = . ; - __end = . ; - end = . ; - } > DATA -} diff --git a/tests/validation_xt800/board/smartl/crt0.S b/tests/validation_xt800/board/smartl/crt0.S deleted file mode 100755 index 1ed536ae..00000000 --- a/tests/validation_xt800/board/smartl/crt0.S +++ /dev/null @@ -1,191 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* - * crt0.S -- startup codes for CK-CPU. - * - * Define a exception vector table - * - * Initial PSR register. - * Initial VBR register, relocate exception vector table. - * Initial sp(stack pointer) register. - * Initial BSS section to "0" - * Then goto "main". - * - * Copyright (C) 2008~2015 Hangzhou C-SKY Microsystems Co., Ltd - */ - -.file "crt0.S" - -/* - * For importing variable or functions from script file "ckcpu.ld". - */ -.import __stack /* The stack pointer from linking script file */ -.import __sbss /* The end of bss from linking script file */ -.import __ebss /* The end of bss from linking script file */ - -/* - * For importing variable or functions from other c or assemble files. - */ -.import main /* The c codes entry */ -.import coretimer_irq_handler -.import user1_int_irq_handler -.import user2_int_irq_handler -.import user3_int_irq_handler - -/* For exporting varialbe or functions */ -.export ckcpu_vsr_table /* Vector table base address. */ -.export __start /* The system entry. */ - -.section .exp_table -/* Vector table space. */ - -.align 10 -ckcpu_vsr_table: - -.long __start -.rept 31 -.long default_exception_handler -.endr -.long default_exception_handler -.long coret_vsr_autovec -.rept 29 -.long default_exception_handler -.endr - -/* The ckcpu startup codes. */ -.text - /* - * - * This is the codes first entry point. This is where it all - * begins... - */ - - .text - .align 2 - .globl __start - .type __start, %function -__start: - /* - * Init psr value, enable exception, disable interrupt and fast interrupt. - * psr = 0x80000100 - */ - lrw a3, 0x80000300 - mtcr a3, psr - - /* - * Setup initial vector base table for interrupts and exceptions - */ - lrw a2, ckcpu_vsr_table - mtcr a2, vbr - - /* Initialize the normal stack pointer from the linker definition. */ - lrw a1, __stack - mov sp, a1 - - /* - * Zero out the bss region. - * NOTE: __sbss must align 4 - */ - lrw a3, __sbss /* Get start of bss from linking script file */ - lrw a2, __ebss /* Get end of bss from linking script file */ - subu a2, a3 /* Calculate size of bss */ - lsri a2, 2 /* Size of whole words */ - cmpnei a2, 0 - bf __goto_c - movi a1, 0 /* Set zero value to write */ -2: - stw a1, (a3) /* Zero next word */ - addi a3, 4 /* Increase bss pointer */ - subi a2, 1 /* Decrease counter */ - cmpnei a2, 0 - bt 2b /* Repeat for all bss */ - - /* - * Assember start up done, C codes start here. - */ -__goto_c: - bsr main - - /* Should never get here. */ -__exit: - lrw r1, 0x10002044 - st.w r0, (r1, 0x0) - lrw r1, 0x10002000 - st.w r0, (r1, 0x0) - bkpt - br __exit - - .size __start, . - __start -/* - * default exception service routine, before r0 initialized - */ - .text - .balign 4 -default_exception_handler: - br default_exception_handler - rte - -.weak coretimer_irq_handler -/* - * coret interrupt vector handler - */ - .text - .balign 4 - .globl coret_vsr_autovec - .type coret_vsr_autovec, %function -coret_vsr_autovec: - /* save context */ - subi sp, 28 /* Allocate space for all registers */ - stw a0, (sp, 0) - stw a1, (sp, 4) - stw a2, (sp, 8) - stw a3, (sp, 12) - stw t0, (sp, 16) - stw t1, (sp, 20) - stw lr, (sp, 24) - - subi sp, 8 - mfcr a3, epsr - stw a3, (sp, 4) /* save epsr registwr */ - mfcr a2, epc - stw a2, (sp, 0) /* save epc register */ - psrset ie - - bsr coretimer_irq_handler - - ldw a3, (sp, 0) - mtcr a3, epc /* restore the epc */ - ldw a2, (sp, 4) - mtcr a2, epsr /* restore the epsr */ - addi sp, 8 - - /* restore all the regs */ - ldw a0, (sp, 0) - ldw a1, (sp, 4) - ldw a2, (sp, 8) - ldw a3, (sp, 12) - ldw t0, (sp, 16) - ldw t1, (sp, 20) - ldw lr, (sp, 24) - addi sp, 28 - - rte - - .size coret_vsr_autovec, . - coret_vsr_autovec - diff --git a/tests/validation_xt800/board/smartl/csi_core_include/core_804.h b/tests/validation_xt800/board/smartl/csi_core_include/core_804.h deleted file mode 100644 index 37723245..00000000 --- a/tests/validation_xt800/board/smartl/csi_core_include/core_804.h +++ /dev/null @@ -1,1606 +0,0 @@ -/* - * Copyright (C) 2017-2019 Alibaba Group Holding Limited - */ - - -/****************************************************************************** - * @file core_804.h - * @brief CSI 804 Core Peripheral Access Layer Header File - * @version V1.0 - * @date 02. June 2017 - ******************************************************************************/ - -#ifndef __CORE_804_H_GENERIC -#define __CORE_804_H_GENERIC - -#include - -#ifdef __cplusplus -extern "C" { -#endif - -/******************************************************************************* - * CSI definitions - ******************************************************************************/ -/** - \ingroup Ck804 - @{ - */ - -/* CSI CK804 definitions */ -#define __CK804_CSI_VERSION_MAIN (0x04U) /*!< [31:16] CSI HAL main version */ -#define __CK804_CSI_VERSION_SUB (0x1EU) /*!< [15:0] CSI HAL sub version */ -#define __CK804_CSI_VERSION ((__CK804_CSI_VERSION_MAIN << 16U) | \ - __CK804_CSI_VERSION_SUB ) /*!< CSI HAL version number */ - -#ifndef __CK80X -#define __CK80X (0x03U) /*!< CK80X Core */ -#endif - -/* __FPU_USED indicates whether an FPU is used or not. */ -#define __FPU_USED 1U - -#if defined ( __GNUC__ ) -#if defined (__VFP_FP__) && !defined(__SOFTFP__) -#error "Compiler generates FPU instructions for a device without an FPU (check __FPU_PRESENT)" -#endif -#endif - -#ifdef __cplusplus -} -#endif - -#endif /* __CORE_CK804_H_GENERIC */ - -#ifndef __CSI_GENERIC - -#ifndef __CORE_CK804_H_DEPENDANT -#define __CORE_CK804_H_DEPENDANT - -#ifdef __cplusplus -extern "C" { -#endif - -/* check device defines and use defaults */ -#ifndef __CK804_REV -#define __CK804_REV 0x0000U -#endif - -#ifndef __VIC_PRIO_BITS -#define __VIC_PRIO_BITS 2U -#endif - -#ifndef __Vendor_SysTickConfig -#define __Vendor_SysTickConfig 1U -#endif - -#ifndef __GSR_GCR_PRESENT -#define __GSR_GCR_PRESENT 0U -#endif - -#ifndef __MPU_PRESENT -#define __MPU_PRESENT 1U -#endif - -#ifndef __ICACHE_PRESENT -#define __ICACHE_PRESENT 1U -#endif - -#ifndef __DCACHE_PRESENT -#define __DCACHE_PRESENT 1U -#endif - -#include - -/* IO definitions (access restrictions to peripheral registers) */ -/** - \defgroup CSI_glob_defs CSI Global Defines - - IO Type Qualifiers are used - \li to specify the access to peripheral variables. - \li for automatic generation of peripheral register debug information. -*/ -#ifdef __cplusplus -#define __I volatile /*!< Defines 'read only' permissions */ -#else -#define __I volatile const /*!< Defines 'read only' permissions */ -#endif -#define __O volatile /*!< Defines 'write only' permissions */ -#define __IO volatile /*!< Defines 'read / write' permissions */ - -/* following defines should be used for structure members */ -#define __IM volatile const /*! Defines 'read only' structure member permissions */ -#define __OM volatile /*! Defines 'write only' structure member permissions */ -#define __IOM volatile /*! Defines 'read / write' structure member permissions */ - -/*@} end of group CK804 */ - -/******************************************************************************* - * Register Abstraction - Core Register contain: - - Core Register - - Core VIC Register - - Core Cache Register - - Core CoreTIM Register - ******************************************************************************/ -/** - \defgroup CSI_core_register Defines and Type Definitions - \brief Type definitions and defines for CK80X processor based devices. -*/ - -/** - \ingroup CSI_core_register - \defgroup CSI_CORE Status and Control Registers - \brief Core Register type definitions. - @{ - */ - -/** - \brief Access Processor Status Register(PSR)struct definition. - */ -typedef union { - struct { - uint32_t C: 1; /*!< bit: 0 Conditional code/Carry flag */ - uint32_t _reserved0: 5; /*!< bit: 2.. 5 Reserved */ - uint32_t IE: 1; /*!< bit: 6 Interrupt effective control bit */ - uint32_t IC: 1; /*!< bit: 7 Interrupt control bit */ - uint32_t EE: 1; /*!< bit: 8 Abnormally effective control bit */ - uint32_t MM: 1; /*!< bit: 9 Unsymmetrical masking bit */ - uint32_t _reserved1: 6; /*!< bit: 10..15 Reserved */ - uint32_t VEC: 8; /*!< bit: 16..23 Abnormal event vector value */ - uint32_t _reserved2: 1; /*!< bit: 24 Reserved */ - uint32_t SV: 1; /*!< bit: 25 Stacked valid */ - uint32_t SD: 1; /*!< bit: 26 Stacked dirty */ - uint32_t SC: 1; /*!< bit: 27 Secure call bit */ - uint32_t HS: 1; /*!< bit: 28 Hardware stacked bit */ - uint32_t SP: 1; /*!< bit: 29 Secure pending bit */ - uint32_t T: 1; /*!< bit: 30 TEE mode bit */ - uint32_t S: 1; /*!< bit: 31 Superuser mode set bit */ - } b; /*!< Structure Access by bit */ - uint32_t w; /*!< Type Access by whole register */ -} PSR_Type; - -/* PSR Register Definitions */ -#define PSR_S_Pos 31U /*!< PSR: S Position */ -#define PSR_S_Msk (1UL << PSR_S_Pos) /*!< PSR: S Mask */ - -#define PSR_T_Pos 30U /*!< PSR: T Position */ -#define PSR_T_Msk (1UL << PSR_T_Pos) /*!< PSR: T Mask */ - -#define PSR_VEC_Pos 16U /*!< PSR: VEC Position */ -#define PSR_VEC_Msk (0x7FUL << PSR_VEC_Pos) /*!< PSR: VEC Mask */ - -#define PSR_MM_Pos 9U /*!< PSR: MM Position */ -#define PSR_MM_Msk (1UL << PSR_MM_Pos) /*!< PSR: MM Mask */ - -#define PSR_EE_Pos 8U /*!< PSR: EE Position */ -#define PSR_EE_Msk (1UL << PSR_EE_Pos) /*!< PSR: EE Mask */ - -#define PSR_IC_Pos 7U /*!< PSR: IC Position */ -#define PSR_IC_Msk (1UL << PSR_IC_Pos) /*!< PSR: IC Mask */ - -#define PSR_IE_Pos 6U /*!< PSR: IE Position */ -#define PSR_IE_Msk (1UL << PSR_IE_Pos) /*!< PSR: IE Mask */ - -#define PSR_C_Pos 0U /*!< PSR: C Position */ -#define PSR_C_Msk (1UL << PSR_C_Pos) /*!< PSR: C Mask */ - -/** - \brief Consortium definition for accessing Cache Configuration Registers(CCR, CR<18, 0>). - */ -typedef union { - struct { - uint32_t MP: 1; /*!< bit: 0.. 1 memory protection settings */ - uint32_t _reserved0: 6; /*!< bit: 2.. 6 Reserved */ - uint32_t BE: 1; /*!< bit: 7 Endian mode */ - uint32_t SCK: 3; /*!< bit: 8..10 the clock ratio of the system and the processor */ - uint32_t _reserved1: 2; /*!< bit: 11..12 Reserved */ - uint32_t BE_V2: 1; /*!< bit: 13 V2 Endian mode */ - uint32_t _reserved2: 18; /*!< bit: 14..31 Reserved */ - } b; /*!< Structure Access by bit */ - uint32_t w; /*!< Type Access by whole register */ -} CCR_Type; - -/* CCR Register Definitions */ -#define CCR_BE_V2_Pos 13U /*!< CCR: BE_V2 Position */ -#define CCR_BE_V2_Msk (0x1UL << CCR_BE_V2_Pos) /*!< CCR: BE_V2 Mask */ - -#define CCR_SCK_Pos 8U /*!< CCR: SCK Position */ -#define CCR_SCK_Msk (0x3UL << CCR_SCK_Pos) /*!< CCR: SCK Mask */ - -#define CCR_BE_Pos 7U /*!< CCR: BE Position */ -#define CCR_BE_Msk (0x1UL << CCR_BE_Pos) /*!< CCR: BE Mask */ - -#define CCR_MP_Pos 0U /*!< CCR: MP Position */ -#define CCR_MP_Msk (0x3UL << CCR_MP_Pos) /*!< CCR: MP Mask */ - -/** - \brief Consortium definition for accessing high ease access permission configutation registers(CAPR, CR<19,0>) - */ -typedef union { - struct { - uint32_t X0: 1; /*!< bit: 0 Non executable attribute setting */ - uint32_t X1: 1; /*!< bit: 1 Non executable attribute setting */ - uint32_t X2: 1; /*!< bit: 2 Non executable attribute setting */ - uint32_t X3: 1; /*!< bit: 3 Non executable attribute setting */ - uint32_t X4: 1; /*!< bit: 4 Non executable attribute setting */ - uint32_t X5: 1; /*!< bit: 5 Non executable attribute setting */ - uint32_t X6: 1; /*!< bit: 6 Non executable attribute setting */ - uint32_t X7: 1; /*!< bit: 7 Non executable attribute setting */ - uint32_t AP0: 2; /*!< bit: 8.. 9 access permissions settings bit */ - uint32_t AP1: 2; /*!< bit: 10..11 access permissions settings bit */ - uint32_t AP2: 2; /*!< bit: 12..13 access permissions settings bit */ - uint32_t AP3: 2; /*!< bit: 14..15 access permissions settings bit */ - uint32_t AP4: 2; /*!< bit: 16..17 access permissions settings bit */ - uint32_t AP5: 2; /*!< bit: 18..19 access permissions settings bit */ - uint32_t AP6: 2; /*!< bit: 20..21 access permissions settings bit */ - uint32_t AP7: 2; /*!< bit: 22..23 access permissions settings bit */ - uint32_t S0: 1; /*!< bit: 24 Security property settings */ - uint32_t S1: 1; /*!< bit: 25 Security property settings */ - uint32_t S2: 1; /*!< bit: 26 Security property settings */ - uint32_t S3: 1; /*!< bit: 27 Security property settings */ - uint32_t S4: 1; /*!< bit: 28 Security property settings */ - uint32_t S5: 1; /*!< bit: 29 Security property settings */ - uint32_t S6: 1; /*!< bit: 30 Security property settings */ - uint32_t S7: 1; /*!< bit: 31 Security property settings */ - } b; /*!< Structure Access by bit */ - uint32_t w; /*!< Type Access by whole register */ -} CAPR_Type; - -/* CAPR Register Definitions */ -#define CAPR_S7_Pos 31U /*!< CAPR: S7 Position */ -#define CAPR_S7_Msk (1UL << CAPR_S7_Pos) /*!< CAPR: S7 Mask */ - -#define CAPR_S6_Pos 30U /*!< CAPR: S6 Position */ -#define CAPR_S6_Msk (1UL << CAPR_S6_Pos) /*!< CAPR: S6 Mask */ - -#define CAPR_S5_Pos 29U /*!< CAPR: S5 Position */ -#define CAPR_S5_Msk (1UL << CAPR_S5_Pos) /*!< CAPR: S5 Mask */ - -#define CAPR_S4_Pos 28U /*!< CAPR: S4 Position */ -#define CAPR_S4_Msk (1UL << CAPR_S4_Pos) /*!< CAPR: S4 Mask */ - -#define CAPR_S3_Pos 27U /*!< CAPR: S3 Position */ -#define CAPR_S3_Msk (1UL << CAPR_S3_Pos) /*!< CAPR: S3 Mask */ - -#define CAPR_S2_Pos 26U /*!< CAPR: S2 Position */ -#define CAPR_S2_Msk (1UL << CAPR_S2_Pos) /*!< CAPR: S2 Mask */ - -#define CAPR_S1_Pos 25U /*!< CAPR: S1 Position */ -#define CAPR_S1_Msk (1UL << CAPR_S1_Pos) /*!< CAPR: S1 Mask */ - -#define CAPR_S0_Pos 24U /*!< CAPR: S0 Position */ -#define CAPR_S0_Msk (1UL << CAPR_S0_Pos) /*!< CAPR: S0 Mask */ - -#define CAPR_AP7_Pos 22U /*!< CAPR: AP7 Position */ -#define CAPR_AP7_Msk (0x3UL << CAPR_AP7_Pos) /*!< CAPR: AP7 Mask */ - -#define CAPR_AP6_Pos 20U /*!< CAPR: AP6 Position */ -#define CAPR_AP6_Msk (0x3UL << CAPR_AP6_Pos) /*!< CAPR: AP6 Mask */ - -#define CAPR_AP5_Pos 18U /*!< CAPR: AP5 Position */ -#define CAPR_AP5_Msk (0x3UL << CAPR_AP5_Pos) /*!< CAPR: AP5 Mask */ - -#define CAPR_AP4_Pos 16U /*!< CAPR: AP4 Position */ -#define CAPR_AP4_Msk (0x3UL << CAPR_AP4_Pos) /*!< CAPR: AP4 Mask */ - -#define CAPR_AP3_Pos 14U /*!< CAPR: AP3 Position */ -#define CAPR_AP3_Msk (0x3UL << CAPR_AP3_Pos) /*!< CAPR: AP3 Mask */ - -#define CAPR_AP2_Pos 12U /*!< CAPR: AP2 Position */ -#define CAPR_AP2_Msk (0x3UL << CAPR_AP2_Pos) /*!< CAPR: AP2 Mask */ - -#define CAPR_AP1_Pos 10U /*!< CAPR: AP1 Position */ -#define CAPR_AP1_Msk (0x3UL << CAPR_AP1_Pos) /*!< CAPR: AP1 Mask */ - -#define CAPR_AP0_Pos 8U /*!< CAPR: AP0 Position */ -#define CAPR_AP0_Msk (0x3UL << CAPR_AP0_Pos) /*!< CAPR: AP0 Mask */ - -#define CAPR_X7_Pos 7U /*!< CAPR: X7 Position */ -#define CAPR_X7_Msk (0x1UL << CAPR_X7_Pos) /*!< CAPR: X7 Mask */ - -#define CAPR_X6_Pos 6U /*!< CAPR: X6 Position */ -#define CAPR_X6_Msk (0x1UL << CAPR_X6_Pos) /*!< CAPR: X6 Mask */ - -#define CAPR_X5_Pos 5U /*!< CAPR: X5 Position */ -#define CAPR_X5_Msk (0x1UL << CAPR_X5_Pos) /*!< CAPR: X5 Mask */ - -#define CAPR_X4_Pos 4U /*!< CAPR: X4 Position */ -#define CAPR_X4_Msk (0x1UL << CAPR_X4_Pos) /*!< CAPR: X4 Mask */ - -#define CAPR_X3_Pos 3U /*!< CAPR: X3 Position */ -#define CAPR_X3_Msk (0x1UL << CAPR_X3_Pos) /*!< CAPR: X3 Mask */ - -#define CAPR_X2_Pos 2U /*!< CAPR: X2 Position */ -#define CAPR_X2_Msk (0x1UL << CAPR_X2_Pos) /*!< CAPR: X2 Mask */ - -#define CAPR_X1_Pos 1U /*!< CAPR: X1 Position */ -#define CAPR_X1_Msk (0x1UL << CAPR_X1_Pos) /*!< CAPR: X1 Mask */ - -#define CAPR_X0_Pos 0U /*!< CAPR: X0 Position */ -#define CAPR_X0_Msk (0x1UL << CAPR_X0_Pos) /*!< CAPR: X0 Mask */ - -/** - \brief Consortium definition for accessing control register(PACR, CR<20,0>). - */ -typedef union { - struct { - uint32_t E: 1; /*!< bit: 0 Effective setting of protected area */ - uint32_t size: 5; /*!< bit: 1.. 5 Size of protected area */ - uint32_t _reserved0: 6; /*!< bit: 6.. 11 Reserved */ - uint32_t base_addr: 20; /*!< bit: 10..31 The high position of the address of a protected area */ - } b; /*!< Structure Access by bit */ - uint32_t w; /*!< Type Access by whole register */ -} PACR_Type; - -/* PACR Register Definitions */ -#define PACR_BASE_ADDR_Pos 12U /*!< PACR: base_addr Position */ -#define PACR_BASE_ADDR_Msk (0xFFFFFUL << PACR_BASE_ADDR_Pos) /*!< PACR: base_addr Mask */ - -#define PACR_SIZE_Pos 1U /*!< PACR: Size Position */ -#define PACR_SIZE_Msk (0x1FUL << PACR_SIZE_Pos) /*!< PACR: Size Mask */ - -#define PACR_E_Pos 0U /*!< PACR: E Position */ -#define PACR_E_Msk (0x1UL << PACR_E_Pos) /*!< PACR: E Mask */ - -/** - \brief Consortium definition for accessing protection area selection register(PRSR,CR<21,0>). - */ -typedef union { - struct { - uint32_t RID: 3; /*!< bit: 0.. 2 Protected area index value */ - uint32_t _reserved0: 29; /*!< bit: 3..31 Reserved */ - } b; /*!< Structure Access by bit */ - uint32_t w; /*!< Type Access by whole register */ -} PRSR_Type; - -/* PRSR Register Definitions */ -#define PRSR_RID_Pos 0U /*!< PRSR: RID Position */ -#define PRSR_RID_Msk (0x7UL << PRSR_RID_Pos) /*!< PRSR: RID Mask */ - -/** - \brief Consortium definition for CPU Hint Register(CHR, CR<31,0>). - */ -typedef union { - struct { - uint32_t _reserved0: 1; /*!< bit: 0 Reserved */ - uint32_t BE: 1; /*!< bit: 1 System bus support burst transer */ - uint32_t IPE: 1; /*!< bit: 2 Instruction prefetch function enable */ - uint32_t RPE: 1; /*!< bit: 3 Function return instruction RTS will speculate execution */ - uint32_t IAE: 1; /*!< bit: 4 Interrupt response acceleration enable */ - uint32_t _reserved1: 9; /*!< bit: 5..13 Reserved */ - uint32_t ISE: 1; /*!< bit: 14 Interrupt SP enable */ - uint32_t HS_EXP: 1; /*!< bit: 15 Exception bit for TEE world switch */ - uint32_t SRST_VAL: 16; /*!< bit: 16..31 Software reset decision value */ - } b; - uint32_t w; -} CHR_Type; - -/* CHR Register Definitions */ -#define CHR_BE_Pos 1U /*!< CHR: BE Position */ -#define CHR_BE_Msk (1UL << CHR_BE_Pos) /*!< CHR: BE Mask */ -#define CHR_IPE_Pos 1U /*!< CHR: IPE Position */ -#define CHR_IPE_Msk (1UL << CHR_IPE_Pos) /*!< CHR: IPE Mask */ -#define CHR_RPE_Pos 1U /*!< CHR: RPE Position */ -#define CHR_RPE_Msk (1UL << CHR_RPE_Pos) /*!< CHR: RPE Mask */ -#define CHR_IAE_Pos 4U /*!< CHR: IAE Position */ -#define CHR_IAE_Msk (0x1UL << CHR_IAE_Pos) /*!< CHR: IAE Mask */ -#define CHR_ISE_Pos 14U /*!< CHR: ISE Position */ -#define CHR_ISE_Msk (0x1UL << CHR_ISE_Pos) /*!< CHR: ISE Mask */ -#define CHR_HS_EXP_Pos 15U /*!< CHR: HS_EXP Position */ -#define CHR_HS_EXP_Msk (0x1UL << CHR_HS_EXP_Pos) /*!< CHR: HS_EXP Mask */ -#define CHR_SRST_VAL_Pos 16U /*!< CHR: SRST_VAL Position */ -#define CHR_SRST_VAL_Mask (0xFFFFUL << CHR_SRST_VAL_Pos) /*!< CHR: SRST_VAL Mask */ - -/*@} end of group CSI_CORE */ - - -/** - \ingroup CSI_core_register - \defgroup CSI_VIC Vectored Interrupt Controller (VIC) - \brief Type definitions for the VIC Registers - @{ - */ - -/** - \brief Access to the structure of a vector interrupt controller. - */ -typedef struct { - __IOM uint32_t ISER[4U]; /*!< Offset: 0x000 (R/W) Interrupt set enable register */ - uint32_t RESERVED0[12U]; - __IOM uint32_t IWER[4U]; /*!< Offset: 0x040 (R/W) Interrupt wake-up set register */ - uint32_t RESERVED1[12U]; - __IOM uint32_t ICER[4U]; /*!< Offset: 0x080 (R/W) Interrupt clear enable register */ - uint32_t RESERVED2[12U]; - __IOM uint32_t IWDR[4U]; /*!< Offset: 0x0c0 (R/W) Interrupt wake-up clear register */ - uint32_t RESERVED3[12U]; - __IOM uint32_t ISPR[4U]; /*!< Offset: 0x100 (R/W) Interrupt set pend register */ - uint32_t RESERVED4[12U]; - __IOM uint32_t ISSR[4U]; /*!< Offset: 0x140 (R/W) Security interrupt set register */ - uint32_t RESERVED5[12U]; - __IOM uint32_t ICPR[4U]; /*!< Offset: 0x180 (R/W) Interrupt clear pend register */ - uint32_t RESERVED6[12U]; - __IOM uint32_t ICSR[4U]; /*!< Offset: 0x1c0 (R/W) Security interrupt clear register */ - uint32_t RESERVED7[12U]; - __IOM uint32_t IABR[4U]; /*!< Offset: 0x200 (R/W) Interrupt answer stateregister */ - uint32_t RESERVED8[60U]; - __IOM uint32_t IPR[32U]; /*!< Offset: 0x300 (R/W) Interrupt priority register */ - uint32_t RESERVED9[480U]; - __IM uint32_t ISR; /*!< Offset: 0xB00 (R/ ) Interrupt state register */ - __IOM uint32_t IPTR; /*!< Offset: 0xB04 (R/W) Interrupt priority thershold register */ - __IOM uint32_t TSPEND; /*!< Offset: 0xB08 (R/W) Task pending register */ - __IOM uint32_t TSABR; /*!< Offset: 0xB0c (R/W) Tspend acknowledge register */ - __IOM uint32_t TSPR; /*!< Offset: 0xB10 (R/W) Tspend priority register */ -} VIC_Type; - -/*@} end of group CSI_VIC */ - -/** - \ingroup CSI_core_register - \defgroup CSI_CACHE - \brief Type definitions for the cache Registers - @{ - */ - -/** - \brief On chip cache structure. - */ -typedef struct -{ - __IOM uint32_t CER; /*!< Offset: 0x000 (R/W) Cache enable register */ - __IOM uint32_t CIR; /*!< Offset: 0x004 (R/W) Cache invalid register */ - __IOM uint32_t CRCR[4U]; /*!< Offset: 0x008 (R/W) Cache Configuration register */ - uint32_t RSERVED0[1015U]; - __IOM uint32_t CPFCR; /*!< Offset: 0xFF4 (R/W) Cache performance analisis control register */ - __IOM uint32_t CPFATR; /*!< Offset: 0xFF8 (R/W) Cache access times register */ - __IOM uint32_t CPFMTR; /*!< Offset: 0xFFC (R/W) Cache missing times register */ -} CACHE_Type; - -/* CACHE Register Definitions */ -#define CACHE_CER_EN_Pos 0U /*!< CACHE CER: EN Position */ -#define CACHE_CER_EN_Msk (0x1UL << CACHE_CER_EN_Pos) /*!< CACHE CER: EN Mask */ - -#define CACHE_CER_CFIG_Pos 1U /*!< CACHE CER: CFIG Position */ -#define CACHE_CER_CFIG_Msk (0x1UL << CACHE_CER_CFIG_Pos) /*!< CACHE CER: CFIG Mask */ - -#define CACHE_CER_WB_Pos 2U /*!< CACHE CER: WB Position */ -#define CACHE_CER_WB_Msk (0x1UL << CACHE_CER_WB_Pos) /*!< CACHE CER: WB Mask */ - -#define CACHE_CER_DCW_Pos 4U /*!< CACHE CER: DCW Position */ -#define CACHE_CER_DCW_Msk (0x1UL << CACHE_CER_DCW_Pos) /*!< CACHE CER: DCW Mask */ - -#define CACHE_CER_WA_Pos 5U /*!< CACHE CER: WA Position */ -#define CACHE_CER_WA_Msk (0x1UL << CACHE_CER_WA_Pos) /*!< CACHE CER: WA Mask */ - -#define CACHE_CIR_INV_ALL_Pos 0U /*!< CACHE CIR: INV_ALL Position */ -#define CACHE_CIR_INV_ALL_Msk (0x1UL << CACHE_CIR_INV_ALL_Pos) /*!< CACHE CIR: INV_ALL Mask */ - -#define CACHE_CIR_INV_ONE_Pos 1U /*!< CACHE CIR: INV_ONE Position */ -#define CACHE_CIR_INV_ONE_Msk (0x1UL << CACHE_CIR_INV_ONE_Pos) /*!< CACHE CIR: INV_ONE Mask */ - -#define CACHE_CIR_CLR_ALL_Pos 2U /*!< CACHE CIR: CLR_ALL Position */ -#define CACHE_CIR_CLR_ALL_Msk (0x1UL << CACHE_CIR_CLR_ALL_Pos) /*!< CACHE CIR: CLR_ALL Mask */ - -#define CACHE_CIR_CLR_ONE_Pos 3U /*!< CACHE CIR: CLR_ONE Position */ -#define CACHE_CIR_CLR_ONE_Msk (0x1UL << CACHE_CIR_CLR_ONE_Pos) /*!< CACHE CIR: CLR_ONE Mask */ - -#define CACHE_CIR_INV_ADDR_Pos 4U /*!< CACHE CIR: INV_ADDR Position */ -#define CACHE_CIR_INV_ADDR_Msk (0xFFFFFFFUL << CACHE_CIR_INV_ADDR_Pos) /*!< CACHE CIR: INV_ADDR Mask */ - -#define CACHE_CRCR_EN_Pos 0U /*!< CACHE CRCR: EN Position */ -#define CACHE_CRCR_EN_Msk (0x1UL << CACHE_CRCR_EN_Pos) /*!< CACHE CRCR: EN Mask */ - -#define CACHE_CRCR_SIZE_Pos 1U /*!< CACHE CRCR: Size Position */ -#define CACHE_CRCR_SIZE_Msk (0x1FUL << CACHE_CRCR_SIZE_Pos) /*!< CACHE CRCR: Size Mask */ - -#define CACHE_CRCR_SE_Pos 6U /*!< CACHE CRCR: SE Position */ -#define CACHE_CRCR_SE_Msk (uint32_t)(0x1UL << CACHE_CRCR_SE_Pos) /*!< CACHE CRCR: SE Mask */ - -#define CACHE_CRCR_BASE_ADDR_Pos 10U /*!< CACHE CRCR: base addr Position */ -#define CACHE_CRCR_BASE_ADDR_Msk (0x3FFFFFUL << CACHE_CRCR_BASE_ADDR_Pos) /*!< CACHE CRCR: base addr Mask */ - -#define CACHE_CPFCR_PFEN_Pos 0U /*!< CACHE CPFCR: PFEN Position */ -#define CACHE_CPFCR_PFEN_Msk (0x1UL << CACHE_CPFCR_PFEN_Pos) /*!< CACHE CPFCR: PFEN Mask */ - -#define CACHE_CPFCR_PFRST_Pos 1U /*!< CACHE CPFCR: PFRST Position */ -#define CACHE_CPFCR_PFRST_Msk (0x1UL << CACHE_CPFCR_PFRST_Pos) /*!< CACHE CPFCR: PFRST Mask */ - -#define CACHE_CRCR_4K 0xB /* 01011 */ -#define CACHE_CRCR_8K 0xC /* 01100 */ -#define CACHE_CRCR_16K 0xD /* 01101 */ -#define CACHE_CRCR_32K 0xE /* 01110 */ -#define CACHE_CRCR_64K 0xF /* 01111 */ -#define CACHE_CRCR_128K 0x10 /* 10000 */ -#define CACHE_CRCR_256K 0x11 /* 10001 */ -#define CACHE_CRCR_512K 0x12 /* 10010 */ -#define CACHE_CRCR_1M 0x13 /* 10011 */ -#define CACHE_CRCR_2M 0x14 /* 10100 */ -#define CACHE_CRCR_4M 0x15 /* 10101 */ -#define CACHE_CRCR_8M 0x16 /* 10110 */ -#define CACHE_CRCR_16M 0x17 /* 10111 */ -#define CACHE_CRCR_32M 0x18 /* 11000 */ -#define CACHE_CRCR_64M 0x19 /* 11001 */ -#define CACHE_CRCR_128M 0x1A /* 11010 */ -#define CACHE_CRCR_256M 0x1B /* 11011 */ -#define CACHE_CRCR_512M 0x1C /* 11100 */ -#define CACHE_CRCR_1G 0x1D /* 11101 */ -#define CACHE_CRCR_2G 0x1E /* 11110 */ -#define CACHE_CRCR_4G 0x1F /* 11111 */ - -/*@} end of group CSI_CACHE */ - - -/** - \ingroup CSI_core_register - \defgroup CSI_SysTick System Tick Timer (CORET) - \brief Type definitions for the System Timer Registers. - @{ - */ - -/** - \brief The data structure of the access system timer. - */ -typedef struct { - __IOM uint32_t CTRL; /*!< Offset: 0x000 (R/W) Control register */ - __IOM uint32_t LOAD; /*!< Offset: 0x004 (R/W) Backfill register */ - __IOM uint32_t VAL; /*!< Offset: 0x008 (R/W) Current register */ - __IM uint32_t CALIB; /*!< Offset: 0x00C (R/ ) Calibration register */ -} CORET_Type; - -/* CORET Control / Status Register Definitions */ -#define CORET_CTRL_COUNTFLAG_Pos 16U /*!< CORET CTRL: COUNTFLAG Position */ -#define CORET_CTRL_COUNTFLAG_Msk (1UL << CORET_CTRL_COUNTFLAG_Pos) /*!< CORET CTRL: COUNTFLAG Mask */ - -#define CORET_CTRL_CLKSOURCE_Pos 2U /*!< CORET CTRL: CLKSOURCE Position */ -#define CORET_CTRL_CLKSOURCE_Msk (1UL << CORET_CTRL_CLKSOURCE_Pos) /*!< CORET CTRL: CLKSOURCE Mask */ - -#define CORET_CTRL_TICKINT_Pos 1U /*!< CORET CTRL: TICKINT Position */ -#define CORET_CTRL_TICKINT_Msk (1UL << CORET_CTRL_TICKINT_Pos) /*!< CORET CTRL: TICKINT Mask */ - -#define CORET_CTRL_ENABLE_Pos 0U /*!< CORET CTRL: ENABLE Position */ -#define CORET_CTRL_ENABLE_Msk (1UL /*<< CORET_CTRL_ENABLE_Pos*/) /*!< CORET CTRL: ENABLE Mask */ - - /* CORET Reload Register Definitions */ -#define CORET_LOAD_RELOAD_Pos 0U /*!< CORET LOAD: RELOAD Position */ -#define CORET_LOAD_RELOAD_Msk (0xFFFFFFUL /*<< CORET_LOAD_RELOAD_Pos*/) /*!< CORET LOAD: RELOAD Mask */ - - /* CORET Current Register Definitions */ -#define CORET_VAL_CURRENT_Pos 0U /*!< CORET VAL: CURRENT Position */ -#define CORET_VAL_CURRENT_Msk (0xFFFFFFUL /*<< CORET_VAL_CURRENT_Pos*/) /*!< CORET VAL: CURRENT Mask */ - - /* CORET Calibration Register Definitions */ -#define CORET_CALIB_NOREF_Pos 31U /*!< CORET CALIB: NOREF Position */ -#define CORET_CALIB_NOREF_Msk (1UL << CORET_CALIB_NOREF_Pos) /*!< CORET CALIB: NOREF Mask */ - -#define CORET_CALIB_SKEW_Pos 30U /*!< CORET CALIB: SKEW Position */ -#define CORET_CALIB_SKEW_Msk (1UL << CORET_CALIB_SKEW_Pos) /*!< CORET CALIB: SKEW Mask */ - -#define CORET_CALIB_TENMS_Pos 0U /*!< CORET CALIB: TENMS Position */ -#define CORET_CALIB_TENMS_Msk (0xFFFFFFUL /*<< CORET_CALIB_TENMS_Pos*/) /*!< CORET CALIB: TENMS Mask */ - -/*@} end of group CSI_SysTick */ - -/** - \ingroup CSI_core_register - \defgroup CSI_DCC - \brief Type definitions for the DCC. - @{ - */ - -/** - \brief Access to the data structure of DCC. - */ -typedef struct { - uint32_t RESERVED0[13U]; - __IOM uint32_t HCR; /*!< Offset: 0x034 (R/W) */ - uint32_t RESERVED1; - __IM uint32_t EHSR; /*!< Offset: 0x03C (R/ ) */ - uint32_t RESERVED2[6U]; - union { - __IM uint32_t DERJW; /*!< Offset: 0x058 (R/ ) Data exchange register CPU read*/ - __OM uint32_t DERJR; /*!< Offset: 0x058 ( /W) Data exchange register CPU writer*/ - }; - -} DCC_Type; - -#define DCC_HCR_JW_Pos 18U /*!< DCC HCR: jw_int_en Position */ -#define DCC_HCR_JW_Msk (1UL << DCC_HCR_JW_Pos) /*!< DCC HCR: jw_int_en Mask */ - -#define DCC_HCR_JR_Pos 19U /*!< DCC HCR: jr_int_en Position */ -#define DCC_HCR_JR_Msk (1UL << DCC_HCR_JR_Pos) /*!< DCC HCR: jr_int_en Mask */ - -#define DCC_EHSR_JW_Pos 1U /*!< DCC EHSR: jw_vld Position */ -#define DCC_EHSR_JW_Msk (1UL << DCC_EHSR_JW_Pos) /*!< DCC EHSR: jw_vld Mask */ - -#define DCC_EHSR_JR_Pos 2U /*!< DCC EHSR: jr_vld Position */ -#define DCC_EHSR_JR_Msk (1UL << DCC_EHSR_JR_Pos) /*!< DCC EHSR: jr_vld Mask */ - -/*@} end of group CSI_DCC */ - -/** - \ingroup CSI_core_register - \defgroup CSI_core_bitfield Core register bit field macros - \brief Macros for use with bit field definitions (xxx_Pos, xxx_Msk). - @{ - */ - -/** - \brief Mask and shift a bit field value for use in a register bit range. - \param[in] field Name of the register bit field. - \param[in] value Value of the bit field. - \return Masked and shifted value. -*/ -#define _VAL2FLD(field, value) ((value << field ## _Pos) & field ## _Msk) - -/** - \brief Mask and shift a register value to extract a bit filed value. - \param[in] field Name of the register bit field. - \param[in] value Value of register. - \return Masked and shifted bit field value. -*/ -#define _FLD2VAL(field, value) ((value & field ## _Msk) >> field ## _Pos) - -/*@} end of group CSI_core_bitfield */ - -/** - \ingroup CSI_core_register - \defgroup CSI_core_base Core Definitions - \brief Definitions for base addresses, unions, and structures. - @{ - */ - -/* Memory mapping of CK804 Hardware */ -#define TCIP_BASE (0xE000E000UL) /*!< Titly Coupled IP Base Address */ -#define CORET_BASE (TCIP_BASE + 0x0010UL) /*!< CORET Base Address */ -#define VIC_BASE (TCIP_BASE + 0x0100UL) /*!< VIC Base Address */ -#define DCC_BASE (0xE0011000UL) /*!< DCC Base Address */ -#define CACHE_BASE (TCIP_BASE + 0x1000UL) /*!< CACHE Base Address */ - -#define CORET ((CORET_Type *) CORET_BASE ) /*!< SysTick configuration struct */ -#define VIC ((VIC_Type *) VIC_BASE ) /*!< VIC configuration struct */ -#define DCC ((DCC_Type *) DCC_BASE ) /*!< DCC configuration struct */ -#define CACHE ((CACHE_Type *) CACHE_BASE ) /*!< cache configuration struct */ - -/*@} */ - - -/******************************************************************************* - * Hardware Abstraction Layer - Core Function Interface contains: - - Core VIC Functions - - Core CORET Functions - - Core Register Access Functions - ******************************************************************************/ -/** - \defgroup CSI_Core_FunctionInterface Functions and Instructions Reference -*/ - -/* ########################## VIC functions #################################### */ -/** - \ingroup CSI_Core_FunctionInterface - \defgroup CSI_Core_VICFunctions VIC Functions - \brief Functions that manage interrupts and exceptions via the VIC. - @{ - */ - -/* The following MACROS handle generation of the register offset and byte masks */ -#define _BIT_SHIFT(IRQn) ( ((((uint32_t)(int32_t)(IRQn)) ) & 0x03UL) * 8UL) -#define _IR_IDX(IRQn) ( (((uint32_t)(int32_t)(IRQn)) >> 5UL) ) -#define _IP_IDX(IRQn) ( (((uint32_t)(int32_t)(IRQn)) >> 2UL) ) - -/** - \brief Enable External Interrupt - \details Enable a device-specific interrupt in the VIC interrupt controller. - \param [in] IRQn External interrupt number. Value cannot be negative. - */ -__STATIC_INLINE void csi_vic_enable_irq(int32_t IRQn) -{ - IRQn &= 0x7FUL; - - VIC->ISER[_IR_IDX(IRQn)] = (uint32_t)(1UL << ((uint32_t)(int32_t)IRQn % 32)); -} - -/** - \brief Disable External Interrupt - \details Disable a device-specific interrupt in the VIC interrupt controller. - \param [in] IRQn External interrupt number. Value cannot be negative. - */ -__STATIC_INLINE void csi_vic_disable_irq(int32_t IRQn) -{ - IRQn &= 0x7FUL; - - VIC->ICER[_IR_IDX(IRQn)] = (uint32_t)(1UL << ((uint32_t)(int32_t)IRQn % 32)); -} - -/** - \brief Enable External Secure Interrupt - \details Enable a secure device-specific interrupt in the VIC interrupt controller. - \param [in] IRQn External interrupt number. Value cannot be negative. - */ -__STATIC_INLINE void csi_vic_enable_sirq(int32_t IRQn) -{ - IRQn &= 0x7FUL; - - VIC->ISER[_IR_IDX(IRQn)] = (uint32_t)(1UL << ((uint32_t)(int32_t)IRQn % 32)); - VIC->ISSR[_IR_IDX(IRQn)] = (uint32_t)(1UL << ((uint32_t)(int32_t)IRQn % 32)); -} - -/** - \brief Disable External Secure Interrupt - \details Disable a secure device-specific interrupt in the VIC interrupt controller. - \param [in] IRQn External interrupt number. Value cannot be negative. - */ -__STATIC_INLINE void csi_vic_disable_sirq(int32_t IRQn) -{ - IRQn &= 0x7FUL; - - VIC->ICER[_IR_IDX(IRQn)] = (uint32_t)(1UL << ((uint32_t)(int32_t)IRQn % 32)); - VIC->ICSR[_IR_IDX(IRQn)] = (uint32_t)(1UL << ((uint32_t)(int32_t)IRQn % 32)); -} - -/** - \brief Check Interrupt is Enabled or not - \details Read the enabled register in the VIC and returns the pending bit for the specified interrupt. - \param [in] IRQn Interrupt number. - \return 0 Interrupt status is not enabled. - \return 1 Interrupt status is enabled. - */ -__STATIC_INLINE uint32_t csi_vic_get_enabled_irq(int32_t IRQn) -{ - IRQn &= 0x7FUL; - - return ((uint32_t)(((VIC->ISER[_IR_IDX(IRQn)] & (1UL << (((uint32_t)(int32_t)IRQn % 32) & 0x7FUL))) != 0UL) ? 1UL : 0UL)); -} - -/** - \brief Check Interrupt is Pending or not - \details Read the pending register in the VIC and returns the pending bit for the specified interrupt. - \param [in] IRQn Interrupt number. - \return 0 Interrupt status is not pending. - \return 1 Interrupt status is pending. - */ -__STATIC_INLINE uint32_t csi_vic_get_pending_irq(int32_t IRQn) -{ - IRQn &= 0x7FUL; - - return ((uint32_t)(((VIC->ISPR[_IR_IDX(IRQn)] & (1UL << (((uint32_t)(int32_t)IRQn % 32) & 0x7FUL))) != 0UL) ? 1UL : 0UL)); -} - -/** - \brief Set Pending Interrupt - \details Set the pending bit of an external interrupt. - \param [in] IRQn Interrupt number. Value cannot be negative. - */ -__STATIC_INLINE void csi_vic_set_pending_irq(int32_t IRQn) -{ - IRQn &= 0x7FUL; - - VIC->ISPR[_IR_IDX(IRQn)] = (uint32_t)(1UL << ((uint32_t)(int32_t)IRQn % 32)); -} - -/** - \brief Clear Pending Interrupt - \details Clear the pending bit of an external interrupt. - \param [in] IRQn External interrupt number. Value cannot be negative. - */ -__STATIC_INLINE void csi_vic_clear_pending_irq(int32_t IRQn) -{ - IRQn &= 0x7FUL; - - VIC->ICPR[_IR_IDX(IRQn)] = (uint32_t)(1UL << ((uint32_t)(int32_t)IRQn % 32)); -} - -/** - \brief Check Interrupt is Wakeup or not - \details Read the wake up register in the VIC and returns the pending bit for the specified interrupt. - \param [in] IRQn Interrupt number. - \return 0 Interrupt is not set as wake up interrupt. - \return 1 Interrupt is set as wake up interrupt. - */ -__STATIC_INLINE uint32_t csi_vic_get_wakeup_irq(int32_t IRQn) -{ - IRQn &= 0x7FUL; - - return ((uint32_t)(((VIC->IWER[_IR_IDX(IRQn)] & (1UL << (((uint32_t)(int32_t)IRQn % 32) & 0x7FUL))) != 0UL) ? 1UL : 0UL)); -} - -/** - \brief Set Wake up Interrupt - \details Set the wake up bit of an external interrupt. - \param [in] IRQn Interrupt number. Value cannot be negative. - */ -__STATIC_INLINE void csi_vic_set_wakeup_irq(int32_t IRQn) -{ - IRQn &= 0x7FUL; - - VIC->IWER[_IR_IDX(IRQn)] = (uint32_t)(1UL << ((uint32_t)(int32_t)IRQn % 32)); -} - -/** - \brief Clear Wake up Interrupt - \details Clear the wake up bit of an external interrupt. - \param [in] IRQn External interrupt number. Value cannot be negative. - */ -__STATIC_INLINE void csi_vic_clear_wakeup_irq(int32_t IRQn) -{ - IRQn &= 0x7FUL; - - VIC->IWDR[_IR_IDX(IRQn)] = (uint32_t)(1UL << ((uint32_t)(int32_t)IRQn % 32)); -} - -/** - \brief Get Interrupt is Active or not - \details Read the active register in the VIC and returns the active bit for the device specific interrupt. - \param [in] IRQn Device specific interrupt number. - \return 0 Interrupt status is not active. - \return 1 Interrupt status is active. - \note IRQn must not be negative. - */ -__STATIC_INLINE uint32_t csi_vic_get_active(int32_t IRQn) -{ - IRQn &= 0x7FUL; - - return ((uint32_t)(((VIC->IABR[_IR_IDX(IRQn)] & (1UL << (((uint32_t)(int32_t)IRQn % 32) & 0x7FUL))) != 0UL) ? 1UL : 0UL)); -} - -/** - \brief Set Threshold register - \details set the threshold register in the VIC. - \param [in] VectThreshold specific vector threshold. - \param [in] PrioThreshold specific priority threshold. - */ -__STATIC_INLINE void csi_vic_set_threshold(uint32_t VectThreshold, uint32_t PrioThreshold) -{ - PrioThreshold &= 0xFFU; - - VIC->IPTR = 0x80000000U | ((VectThreshold & 0xFFU) << 8U) | ((PrioThreshold << (8U - __VIC_PRIO_BITS)) & 0xFFU); -} - -/** - \brief Set Interrupt Priority - \details Set the priority of an interrupt. - \note The priority cannot be set for every core interrupt. - \param [in] IRQn Interrupt number. - \param [in] priority Priority to set. - */ -__STATIC_INLINE void csi_vic_set_prio(int32_t IRQn, uint32_t priority) -{ - VIC->IPR[_IP_IDX(IRQn)] = ((uint32_t)(VIC->IPR[_IP_IDX(IRQn)] & ~(0xFFUL << _BIT_SHIFT(IRQn))) | - (((priority << (8U - __VIC_PRIO_BITS)) & (uint32_t)0xFFUL) << _BIT_SHIFT(IRQn))); -} - -/** - \brief Get Interrupt Priority - \details Read the priority of an interrupt. - The interrupt number can be positive to specify an external (device specific) interrupt, - or negative to specify an internal (core) interrupt. - \param [in] IRQn Interrupt number. - \return Interrupt Priority. - Value is aligned automatically to the implemented priority bits of the microcontroller. - */ -__STATIC_INLINE uint32_t csi_vic_get_prio(int32_t IRQn) -{ - return ((uint32_t)(((VIC->IPR[_IP_IDX(IRQn)] >> _BIT_SHIFT(IRQn)) & (uint32_t)0xFFUL) >> (8U - __VIC_PRIO_BITS))); -} - -/** - \brief Set interrupt handler - \details Set the interrupt handler according to the interrupt num, the handler will be filled in irq vectors. - \param [in] IRQn Interrupt number. - \param [in] handler Interrupt handler. - */ -__STATIC_INLINE void csi_vic_set_vector(int32_t IRQn, uint32_t handler) -{ - if (IRQn >= 0 && IRQn < 128) { - uint32_t *vectors = (uint32_t *)__get_VBR(); - vectors[32 + IRQn] = handler; - } -} - -/** - \brief Get interrupt handler - \details Get the address of interrupt handler function. - \param [in] IRQn Interrupt number. - */ -__STATIC_INLINE uint32_t csi_vic_get_vector(int32_t IRQn) -{ - if (IRQn >= 0 && IRQn < 128) { - uint32_t *vectors = (uint32_t *)__get_VBR(); - return (uint32_t)vectors[32 + IRQn]; - } - - return 0; -} - -/*@} end of CSI_Core_VICFunctions */ - -/* ################################## SysTick function ############################################ */ -/** - \ingroup CSI_Core_FunctionInterface - \defgroup CSI_Core_SysTickFunctions SysTick Functions - \brief Functions that configure the System. - @{ - */ - - -/** - \brief CORE timer Configuration - \details Initializes the System Timer and its interrupt, and starts the System Tick Timer. - Counter is in free running mode to generate periodic interrupts. - \param [in] ticks Number of ticks between two interrupts. - \param [in] IRQn core timer Interrupt number. - \return 0 Function succeeded. - \return 1 Function failed. - \note When the variable __Vendor_SysTickConfig is set to 1, then the - function SysTick_Config is not included. In this case, the file device.h - must contain a vendor-specific implementation of this function. - */ -__STATIC_INLINE uint32_t csi_coret_config(uint32_t ticks, int32_t IRQn) -{ - if ((ticks - 1UL) > CORET_LOAD_RELOAD_Msk) { - return (1UL); /* Reload value impossible */ - } - - CORET->LOAD = (uint32_t)(ticks - 1UL); /* set reload register */ - CORET->VAL = 0UL; /* Load the CORET Counter Value */ - CORET->CTRL = CORET_CTRL_CLKSOURCE_Msk | - CORET_CTRL_TICKINT_Msk | - CORET_CTRL_ENABLE_Msk; /* Enable CORET IRQ and CORET Timer */ - return (0UL); /* Function successful */ -} - -/** - \brief get CORE timer reload value - \return CORE timer counter value. - */ -__STATIC_INLINE uint32_t csi_coret_get_load(void) -{ - return CORET->LOAD; -} - -/** - \brief get CORE timer counter value - \return CORE timer counter value. - */ -__STATIC_INLINE uint32_t csi_coret_get_value(void) -{ - return CORET->VAL; -} - -/*@} end of CSI_Core_SysTickFunctions */ - -/* ##################################### DCC function ########################################### */ -/** - \ingroup CSI_Core_FunctionInterface - \defgroup CSI_core_DebugFunctions HAD Functions - \brief Functions that access the HAD debug interface. - @{ - */ - -/** - \brief HAD Send Character - \details Transmits a character via the HAD channel 0, and - \li Just returns when no debugger is connected that has booked the output. - \li Is blocking when a debugger is connected, but the previous character sent has not been transmitted. - \param [in] ch Character to transmit. - \returns Character to transmit. - */ -__STATIC_INLINE uint32_t csi_had_send_char(uint32_t ch) -{ - DCC->DERJR = (uint8_t)ch; - - return (ch); -} - - -/** - \brief HAD Receive Character - \details Inputs a character via the external variable \ref HAD_RxBuffer. - \return Received character. - \return -1 No character pending. - */ -__STATIC_INLINE int32_t csi_had_receive_char(void) -{ - int32_t ch = -1; /* no character available */ - - if (_FLD2VAL(DCC_EHSR_JW, DCC->EHSR)) { - ch = DCC->DERJW; - } - - return (ch); -} - - -/** - \brief HAD Check Character - \details Check whether a character is pending for reading in the variable \ref HAD_RxBuffer. - \return 0 No character available. - \return 1 Character available. - */ -__STATIC_INLINE int32_t csi_had_check_char(void) -{ - return _FLD2VAL(DCC_EHSR_JW, DCC->EHSR); /* no character available */ -} - -/*@} end of CSI_core_DebugFunctions */ - -/* ########################## Cache functions #################################### */ -/** - \ingroup CSI_Core_FunctionInterface - \defgroup CSI_Core_CacheFunctions Cache Functions - \brief Functions that configure Instruction and Data cache. - @{ - */ - -/** - \brief Enable I-Cache - \details Turns on I-Cache - */ -__STATIC_INLINE void csi_icache_enable (void) -{ -#if (__ICACHE_PRESENT == 1U) - CACHE->CIR = CACHE_CIR_INV_ALL_Msk; /* invalidate all Cache */ - CACHE->CER |= (uint32_t)(CACHE_CER_EN_Msk | CACHE_CER_CFIG_Msk); /* enable all Cache */ -#endif -} - - -/** - \brief Disable I-Cache - \details Turns off I-Cache - */ -__STATIC_INLINE void csi_icache_disable (void) -{ -#if (__ICACHE_PRESENT == 1U) - CACHE->CER &= ~(uint32_t)(CACHE_CER_EN_Msk | CACHE_CER_CFIG_Msk); /* disable all Cache */ - CACHE->CIR = CACHE_CIR_INV_ALL_Msk; /* invalidate all Cache */ -#endif -} - - -/** - \brief Invalidate I-Cache - \details Invalidates I-Cache - */ -__STATIC_INLINE void csi_icache_invalid (void) -{ -#if (__ICACHE_PRESENT == 1U) - CACHE->CIR = CACHE_CIR_INV_ALL_Msk; /* invalidate all Cache */ -#endif -} - - -/** - \brief Enable D-Cache - \details Turns on D-Cache - \note I-Cache also turns on. - */ -__STATIC_INLINE void csi_dcache_enable (void) -{ -#if (__DCACHE_PRESENT == 1U) - CACHE->CIR = CACHE_CIR_INV_ALL_Msk; /* invalidate all Cache */ - CACHE->CER = (uint32_t)(CACHE_CER_EN_Msk | CACHE_CER_WB_Msk | CACHE_CER_DCW_Msk) & (~CACHE_CER_CFIG_Msk); /* enable all Cache */ -#endif -} - - -/** - \brief Disable D-Cache - \details Turns off D-Cache - \note I-Cache also turns off. - */ -__STATIC_INLINE void csi_dcache_disable (void) -{ -#if (__DCACHE_PRESENT == 1U) - CACHE->CER &= ~(uint32_t)CACHE_CER_EN_Msk; /* disable all Cache */ - CACHE->CIR = CACHE_CIR_INV_ALL_Msk; /* invalidate all Cache */ -#endif -} - - -/** - \brief Invalidate D-Cache - \details Invalidates D-Cache - \note I-Cache also invalid - */ -__STATIC_INLINE void csi_dcache_invalid (void) -{ -#if (__DCACHE_PRESENT == 1U) - CACHE->CIR = CACHE_CIR_INV_ALL_Msk; /* invalidate all Cache */ -#endif -} - - -/** - \brief Clean D-Cache - \details Cleans D-Cache - \note I-Cache also cleans - */ -__STATIC_INLINE void csi_dcache_clean (void) -{ -#if (__DCACHE_PRESENT == 1U) - CACHE->CIR = _VAL2FLD(CACHE_CIR_CLR_ALL, 1); /* clean all Cache */ -#endif -} - - -/** - \brief Clean & Invalidate D-Cache - \details Cleans and Invalidates D-Cache - \note I-Cache also flush. - */ -__STATIC_INLINE void csi_dcache_clean_invalid (void) -{ -#if (__DCACHE_PRESENT == 1U) - CACHE->CIR = _VAL2FLD(CACHE_CIR_INV_ALL, 1) | _VAL2FLD(CACHE_CIR_CLR_ALL, 1); /* clean and inv all Cache */ -#endif -} - - -/** - \brief D-Cache Invalidate by address - \details Invalidates D-Cache for the given address - \param[in] addr address (aligned to 16-byte boundary) - \param[in] dsize size of memory block (aligned to 16-byte boundary) -*/ - -__STATIC_INLINE void csi_dcache_invalid_range (uint32_t *addr, int32_t dsize) -{ -#if (__DCACHE_PRESENT == 1U) - int32_t op_size = dsize + (uint32_t)addr % 16; - uint32_t op_addr = (uint32_t)addr & CACHE_CIR_INV_ADDR_Msk; - int32_t linesize = 16; - - op_addr |= _VAL2FLD(CACHE_CIR_INV_ONE, 1); - - while (op_size >= 128) { - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - - op_size -= 128; - } - - while (op_size > 0) { - CACHE->CIR = op_addr; - op_addr += linesize; - op_size -= linesize; - } -#endif -} - - -/** - \brief D-Cache Clean by address - \details Cleans D-Cache for the given address - \param[in] addr address (aligned to 16-byte boundary) - \param[in] dsize size of memory block (aligned to 16-byte boundary) -*/ -__STATIC_INLINE void csi_dcache_clean_range (uint32_t *addr, int32_t dsize) -{ -#if (__DCACHE_PRESENT == 1) - int32_t op_size = dsize + (uint32_t)addr % 16; - uint32_t op_addr = (uint32_t)addr & CACHE_CIR_INV_ADDR_Msk; - int32_t linesize = 16; - - op_addr |= _VAL2FLD(CACHE_CIR_CLR_ONE, 1); - - while (op_size >= 128) { - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - - op_size -= 128; - } - - while (op_size > 0) { - CACHE->CIR = op_addr; - op_addr += linesize; - op_size -= linesize; - } -#endif -} - - -/** - \brief D-Cache Clean and Invalidate by address - \details Cleans and invalidates D_Cache for the given address - \param[in] addr address (aligned to 16-byte boundary) - \param[in] dsize size of memory block (aligned to 16-byte boundary) -*/ -__STATIC_INLINE void csi_dcache_clean_invalid_range (uint32_t *addr, int32_t dsize) -{ -#if (__DCACHE_PRESENT == 1U) - int32_t op_size = dsize + (uint32_t)addr % 16; - uint32_t op_addr = (uint32_t)addr & CACHE_CIR_INV_ADDR_Msk; - int32_t linesize = 16; - - op_addr |= _VAL2FLD(CACHE_CIR_CLR_ONE, 1) | _VAL2FLD(CACHE_CIR_INV_ONE, 1); - - while (op_size >= 128) { - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - - op_size -= 128; - } - - while (op_size > 0) { - CACHE->CIR = op_addr; - op_addr += linesize; - op_size -= linesize; - } -#endif -} - -/** - \brief setup cacheable range Cache - \details setup Cache range - \param [in] index cache scope index (0, 1, 2, 3). - \param [in] baseAddr base address must be aligned with size. - \param [in] size \ref CACHE Register Definitions. cache scope size. - \param [in] enable enable or disable cache scope. - */ -__STATIC_INLINE void csi_cache_set_range (uint32_t index, uint32_t baseAddr, uint32_t size, uint32_t enable) -{ - CACHE->CRCR[index] = ((baseAddr & CACHE_CRCR_BASE_ADDR_Msk) | - (_VAL2FLD(CACHE_CRCR_SIZE, size)) | - (_VAL2FLD(CACHE_CRCR_EN, enable))); -} - -/** - \brief Enable secure cacheable range - \details Enable secure cacheable range - \param [in] index cache scope index (0, 1, 2, 3). - */ -__STATIC_INLINE void csi_cache_range_enable_security (uint32_t index) -{ - CACHE->CRCR[index] |= CACHE_CRCR_SE_Msk; -} - -/** - \brief Disable secure cacheable range - \details Disable secure cacheable range - \param [in] index cache scope index (0, 1, 2, 3). - */ -__STATIC_INLINE void csi_cache_range_disable_security (uint32_t index) -{ - CACHE->CRCR[index] &= ~(CACHE_CRCR_SE_Msk); -} - -/** - \brief Enable cache profile - \details Turns on Cache profile - */ -__STATIC_INLINE void csi_cache_enable_profile (void) -{ - CACHE->CPFCR |= (uint32_t)CACHE_CPFCR_PFEN_Msk; -} - -/** - \brief Disable cache profile - \details Turns off Cache profile - */ -__STATIC_INLINE void csi_cache_disable_profile (void) -{ - CACHE->CPFCR &= ~(uint32_t)CACHE_CPFCR_PFEN_Msk; -} - -/** - \brief Reset cache profile - \details Reset Cache profile - */ -__STATIC_INLINE void csi_cache_reset_profile (void) -{ - CACHE->CPFCR |= (uint32_t)CACHE_CPFCR_PFRST_Msk; -} - -/** - \brief cache access times - \details Cache access times - \note every 256 access add 1. - \return cache access times, actual times should be multiplied by 256 - */ -__STATIC_INLINE uint32_t csi_cache_get_access_time (void) -{ - return CACHE->CPFATR; -} - -/** - \brief cache miss times - \details Cache miss times - \note every 256 miss add 1. - \return cache miss times, actual times should be multiplied by 256 - */ -__STATIC_INLINE uint32_t csi_cache_get_miss_time (void) -{ - return CACHE->CPFMTR; -} - -/*@} end of CSI_Core_CacheFunctions */ - -/* ########################## MPU functions #################################### */ -/** - \ingroup CSI_Core_FunctionInterface - \defgroup CSI_Core_MPUFunctions MPU Functions - \brief Functions that configure MPU. - @{ - */ - -typedef enum { - REGION_SIZE_4KB = 0xB, - REGION_SIZE_8KB = 0xC, - REGION_SIZE_16KB = 0xD, - REGION_SIZE_32KB = 0xE, - REGION_SIZE_64KB = 0xF, - REGION_SIZE_128KB = 0x10, - REGION_SIZE_256KB = 0x11, - REGION_SIZE_512KB = 0x12, - REGION_SIZE_1MB = 0x13, - REGION_SIZE_2MB = 0x14, - REGION_SIZE_4MB = 0x15, - REGION_SIZE_8MB = 0x16, - REGION_SIZE_16MB = 0x17, - REGION_SIZE_32MB = 0x18, - REGION_SIZE_64MB = 0x19, - REGION_SIZE_128MB = 0x1A, - REGION_SIZE_256MB = 0x1B, - REGION_SIZE_512MB = 0x1C, - REGION_SIZE_1GB = 0x1D, - REGION_SIZE_2GB = 0x1E, - REGION_SIZE_4GB = 0x1F -} region_size_e; - -typedef enum { - AP_BOTH_INACCESSIBLE = 0, - AP_SUPER_RW_USER_INACCESSIBLE, - AP_SUPER_RW_USER_RDONLY, - AP_BOTH_RW -} access_permission_e; - -typedef struct { - uint32_t nx: 1; /* instruction fetched excution */ - access_permission_e ap: 2; /* super user and normal user access.*/ - uint32_t s: 1; /* security */ -} mpu_region_attr_t; - -/** - \brief enable mpu. - \details - */ -__STATIC_INLINE void csi_mpu_enable(void) -{ - __set_CCR(__get_CCR() | CCR_MP_Msk); -} - -/** - \brief disable mpu. - \details - */ -__STATIC_INLINE void csi_mpu_disable(void) -{ - __set_CCR(__get_CCR() & (~CCR_MP_Msk)); -} - -/** - \brief configure memory protected region. - \details - \param [in] idx memory protected region (0, 1, 2, ..., 7). - \param [in] base_addr base address must be aligned with page size. - \param [in] size \ref region_size_e. memory protected region size. - \param [in] attr \ref region_size_t. memory protected region attribute. - \param [in] enable enable or disable memory protected region. - */ -__STATIC_INLINE void csi_mpu_config_region(uint32_t idx, uint32_t base_addr, region_size_e size, - mpu_region_attr_t attr, uint32_t enable) -{ - if (idx > 7) { - return; - } - - CAPR_Type capr; - PACR_Type pacr; - PRSR_Type prsr; - - capr.w = __get_CAPR(); - pacr.w = __get_PACR(); - prsr.w = __get_PRSR(); - - pacr.b.base_addr = (base_addr >> PACR_BASE_ADDR_Pos) & (0xFFFFF); - - prsr.b.RID = idx; - __set_PRSR(prsr.w); - - if (size != REGION_SIZE_4KB) { - pacr.w &= ~(((1u << (size -11)) - 1) << 12); - } - - pacr.b.size = size; - - capr.w &= ~((0x1 << idx) | (0x3 << (idx * 2 + 8)) | (0x1 << (idx + 24))); - capr.w = (capr.w | (attr.nx << idx) | (attr.ap << (idx * 2 + 8)) | (attr.s << (idx + 24))); - __set_CAPR(capr.w); - - pacr.b.E = enable; - __set_PACR(pacr.w); -} - -/** - \brief enable mpu region by idx. - \details - \param [in] idx memory protected region (0, 1, 2, ..., 7). - */ -__STATIC_INLINE void csi_mpu_enable_region(uint32_t idx) -{ - if (idx > 7) { - return; - } - - __set_PRSR((__get_PRSR() & (~PRSR_RID_Msk)) | (idx << PRSR_RID_Pos)); - __set_PACR(__get_PACR() | PACR_E_Msk); -} - -/** - \brief disable mpu region by idx. - \details - \param [in] idx memory protected region (0, 1, 2, ..., 7). - */ -__STATIC_INLINE void csi_mpu_disable_region(uint32_t idx) -{ - if (idx > 7) { - return; - } - - __set_PRSR((__get_PRSR() & (~PRSR_RID_Msk)) | (idx << PRSR_RID_Pos)); - __set_PACR(__get_PACR() & (~PACR_E_Msk)); -} - -/*@} end of CSI_Core_MMUFunctions */ - - -/* ################################## IRQ Functions ############################################ */ - -/** - \brief Save the Irq context - \details save the psr result before disable irq. - \param [in] irq_num External interrupt number. Value cannot be negative. - */ -__STATIC_INLINE uint32_t csi_irq_save(void) -{ - uint32_t result; - result = __get_PSR(); - __disable_irq(); - return(result); -} - -/** - \brief Restore the Irq context - \details restore saved primask state. - \param [in] irq_state psr irq state. - */ -__STATIC_INLINE void csi_irq_restore(uint32_t irq_state) -{ - __set_PSR(irq_state); -} - -/*@} end of IRQ Functions */ - -/** - \brief System Reset - \details Initiates a system reset request to reset the MCU. - */ -__STATIC_INLINE void csi_system_reset(void) -{ - CHR_Type chr; - - chr.w = __get_CHR(); -#ifdef __RESET_CONST - chr.b.SRST_VAL = __RESET_CONST; -#else - chr.b.SRST_VAL = 0xABCD; -#endif - - __DSB(); /* Ensure all outstanding memory accesses included - buffered write are completed before reset */ - __set_CHR(chr.w); - - __DSB(); /* Ensure completion of memory access */ - - for(;;) /* wait until reset */ - { - __NOP(); - } -} - -/* ################################## Old Interfaces ############################################ */ - -/* These interfaces are deprecated */ -#define NVIC_EnableIRQ(IRQn) csi_vic_enable_irq(IRQn) -#define NVIC_DisableIRQ(IRQn) csi_vic_disable_irq(IRQn) -#define NVIC_GetPendingIRQ(IRQn) csi_vic_get_pending_irq(IRQn) -#define NVIC_SetPendingIRQ(IRQn) csi_vic_set_pending_irq(IRQn) -#define NVIC_ClearPendingIRQ(IRQn) csi_vic_clear_pending_irq(IRQn) -#define NVIC_GetWakeupIRQ(IRQn) csi_vic_get_wakeup_irq(IRQn) -#define NVIC_SetWakeupIRQ(IRQn) csi_vic_set_wakeup_irq(IRQn) -#define NVIC_ClearWakeupIRQ(IRQn) csi_vic_clear_wakeup_irq(IRQn) -#define NVIC_GetActive(IRQn) csi_vic_get_active(IRQn) -#define NVIC_SetThreshold(VectThreshold, PrioThreshold) csi_vic_set_threshold(VectThreshold, PrioThreshold) -#define NVIC_SetPriority(IRQn, priority) csi_vic_set_prio(IRQn, priority) -#define NVIC_GetPriority(IRQn) csi_vic_get_prio(IRQn) -#define NVIC_SystemReset() csi_system_reset() - -#define SysTick_Config(ticks) csi_coret_config(ticks, CORET_IRQn) -#define CORET_Config(ticks) csi_coret_config(ticks, CORET_IRQn) - -#define SCB_EnableICache() csi_icache_enable() -#define SCB_DisableICache() csi_icache_disable() -#define SCB_InvalidateICache() csi_icache_invalid() -#define SCB_EnableDCache() csi_dcache_enable() -#define SCB_DisableDCache() csi_dcache_disable() -#define SCB_InvalidateDCache() csi_dcache_invalid() -#define SCB_CleanDCache() csi_dcache_clean() -#define SCB_CleanInvalidateDCache() csi_dcache_clean_invalid() -#define SCB_InvalidateDCache_by_Addr(addr, dsize) csi_dcache_invalid_range(addr, dsize) -#define SCB_CleanDCache_by_Addr(addr, dsize) csi_dcache_clean_range(addr, dsize) -#define SCB_CleanInvalidateDCache_by_Addr(addr, dsize) csi_dcache_clean_invalid_range(addr, dsize) -#define SCB_Cacheable_Range(index, baseAddr, size, enable) csi_cache_set_range(index, baseAddr, size, enable) -#define SCB_EnableCacheProfile() csi_cache_enable_profile() -#define SCB_DisableCacheProfile() csi_cache_disable_profile() -#define SCB_ResetCacheProfile() csi_cache_reset_profile() -#define SCB_CacheAccessTime() csi_cache_get_access_time() -#define SCB_CacheMissTime() csi_cache_get_miss_time() -#define SCB_EnableCache() csi_icache_enable();csi_dcache_enable() -#define SCB_DisableCache() csi_icache_disable();csi_dcache_disable() -#define SCB_InvalidateCache() csi_icache_invalid();csi_dcache_invalid() -#define SCB_CleanCache() csi_dcache_clean() -#define SCB_CleanInvalidateCache() csi_icache_invalid();csi_dcache_clean();csi_dcache_invalid() -#define SCB_InvalidateCache_by_Addr(addr, dsize) csi_dcache_invalid_range(addr, dsize);csi_icache_invalid() -#define SCB_CleanCache_by_Addr(addr, dsize) csi_dcache_clean_range(addr, dsize) -#define SCB_CleanInvalidateCache_by_Addr(addr, dsize) csi_dcache_clean_invalid_range(addr, dsize) - -#ifdef __cplusplus -} -#endif - -#endif /* __CORE_804_H_DEPENDANT */ - -#endif /* __CSI_GENERIC */ diff --git a/tests/validation_xt800/board/smartl/csi_core_include/core_805.h b/tests/validation_xt800/board/smartl/csi_core_include/core_805.h deleted file mode 100644 index 4bcce785..00000000 --- a/tests/validation_xt800/board/smartl/csi_core_include/core_805.h +++ /dev/null @@ -1,1578 +0,0 @@ -/* - * Copyright (C) 2017-2019 Alibaba Group Holding Limited - */ - - -/****************************************************************************** - * @file core_805.h - * @brief CSI 805 Core Peripheral Access Layer Header File - * @version V1.0 - * @date 02. June 2017 - ******************************************************************************/ - -#ifndef __CORE_805_H_GENERIC -#define __CORE_805_H_GENERIC - -#include - -#ifdef __cplusplus -extern "C" { -#endif - -/******************************************************************************* - * CSI definitions - ******************************************************************************/ -/** - \ingroup Ck805 - @{ - */ - -/* CSI CK805 definitions */ -#define __CK805_CSI_VERSION_MAIN (0x04U) /*!< [31:16] CSI HAL main version */ -#define __CK805_CSI_VERSION_SUB (0x1EU) /*!< [15:0] CSI HAL sub version */ -#define __CK805_CSI_VERSION ((__CK805_CSI_VERSION_MAIN << 16U) | \ - __CK805_CSI_VERSION_SUB ) /*!< CSI HAL version number */ - -#ifndef __CK80X -#define __CK80X (0x03U) /*!< CK80X Core */ -#endif - -/* __FPU_USED indicates whether an FPU is used or not. */ -#define __FPU_USED 1U - -#if defined ( __GNUC__ ) -#if defined (__VFP_FP__) && !defined(__SOFTFP__) -#error "Compiler generates FPU instructions for a device without an FPU (check __FPU_PRESENT)" -#endif -#endif - -#ifdef __cplusplus -} -#endif - -#endif /* __CORE_CK805_H_GENERIC */ - -#ifndef __CSI_GENERIC - -#ifndef __CORE_CK805_H_DEPENDANT -#define __CORE_CK805_H_DEPENDANT - -#ifdef __cplusplus -extern "C" { -#endif - -/* check device defines and use defaults */ -#ifndef __CK805_REV -#define __CK805_REV 0x0000U -#endif - -#ifndef __VIC_PRIO_BITS -#define __VIC_PRIO_BITS 2U -#endif - -#ifndef __Vendor_SysTickConfig -#define __Vendor_SysTickConfig 1U -#endif - -#ifndef __GSR_GCR_PRESENT -#define __GSR_GCR_PRESENT 0U -#endif - -#ifndef __MPU_PRESENT -#define __MPU_PRESENT 1U -#endif - -#ifndef __ICACHE_PRESENT -#define __ICACHE_PRESENT 1U -#endif - -#ifndef __DCACHE_PRESENT -#define __DCACHE_PRESENT 1U -#endif - -#include - -/* IO definitions (access restrictions to peripheral registers) */ -/** - \defgroup CSI_glob_defs CSI Global Defines - - IO Type Qualifiers are used - \li to specify the access to peripheral variables. - \li for automatic generation of peripheral register debug information. -*/ -#ifdef __cplusplus -#define __I volatile /*!< Defines 'read only' permissions */ -#else -#define __I volatile const /*!< Defines 'read only' permissions */ -#endif -#define __O volatile /*!< Defines 'write only' permissions */ -#define __IO volatile /*!< Defines 'read / write' permissions */ - -/* following defines should be used for structure members */ -#define __IM volatile const /*! Defines 'read only' structure member permissions */ -#define __OM volatile /*! Defines 'write only' structure member permissions */ -#define __IOM volatile /*! Defines 'read / write' structure member permissions */ - -/*@} end of group CK805 */ - -/******************************************************************************* - * Register Abstraction - Core Register contain: - - Core Register - - Core VIC Register - - Core Cache Register - - Core CoreTIM Register - ******************************************************************************/ -/** - \defgroup CSI_core_register Defines and Type Definitions - \brief Type definitions and defines for CK80X processor based devices. -*/ - -/** - \ingroup CSI_core_register - \defgroup CSI_CORE Status and Control Registers - \brief Core Register type definitions. - @{ - */ - -/** - \brief Access Processor Status Register(PSR)struct definition. - */ -typedef union { - struct { - uint32_t C: 1; /*!< bit: 0 Conditional code/Carry flag */ - uint32_t _reserved0: 5; /*!< bit: 2.. 5 Reserved */ - uint32_t IE: 1; /*!< bit: 6 Interrupt effective control bit */ - uint32_t IC: 1; /*!< bit: 7 Interrupt control bit */ - uint32_t EE: 1; /*!< bit: 8 Abnormally effective control bit */ - uint32_t MM: 1; /*!< bit: 9 Unsymmetrical masking bit */ - uint32_t _reserved1: 6; /*!< bit: 10..15 Reserved */ - uint32_t VEC: 8; /*!< bit: 16..23 Abnormal event vector value */ - uint32_t _reserved2: 1; /*!< bit: 24 Reserved */ - uint32_t SV: 1; /*!< bit: 25 Stacked valid */ - uint32_t SD: 1; /*!< bit: 26 Stacked dirty */ - uint32_t SC: 1; /*!< bit: 27 Secure call bit */ - uint32_t HS: 1; /*!< bit: 28 Hardware stacked bit */ - uint32_t SP: 1; /*!< bit: 29 Secure pending bit */ - uint32_t T: 1; /*!< bit: 30 TEE mode bit */ - uint32_t S: 1; /*!< bit: 31 Superuser mode set bit */ - } b; /*!< Structure Access by bit */ - uint32_t w; /*!< Type Access by whole register */ -} PSR_Type; - -/* PSR Register Definitions */ -#define PSR_S_Pos 31U /*!< PSR: S Position */ -#define PSR_S_Msk (1UL << PSR_S_Pos) /*!< PSR: S Mask */ - -#define PSR_VEC_Pos 16U /*!< PSR: VEC Position */ -#define PSR_VEC_Msk (0x7FUL << PSR_VEC_Pos) /*!< PSR: VEC Mask */ - -#define PSR_MM_Pos 9U /*!< PSR: MM Position */ -#define PSR_MM_Msk (1UL << PSR_MM_Pos) /*!< PSR: MM Mask */ - -#define PSR_EE_Pos 8U /*!< PSR: EE Position */ -#define PSR_EE_Msk (1UL << PSR_EE_Pos) /*!< PSR: EE Mask */ - -#define PSR_IC_Pos 7U /*!< PSR: IC Position */ -#define PSR_IC_Msk (1UL << PSR_IC_Pos) /*!< PSR: IC Mask */ - -#define PSR_IE_Pos 6U /*!< PSR: IE Position */ -#define PSR_IE_Msk (1UL << PSR_IE_Pos) /*!< PSR: IE Mask */ - -#define PSR_C_Pos 0U /*!< PSR: C Position */ -#define PSR_C_Msk (1UL << PSR_C_Pos) /*!< PSR: C Mask */ - -/** - \brief Consortium definition for accessing Cache Configuration Registers(CCR, CR<18, 0>). - */ -typedef union { - struct { - uint32_t MP: 1; /*!< bit: 0.. 1 memory protection settings */ - uint32_t _reserved0: 6; /*!< bit: 2.. 6 Reserved */ - uint32_t BE: 1; /*!< bit: 7 Endian mode */ - uint32_t SCK: 3; /*!< bit: 8..10 the clock ratio of the system and the processor */ - uint32_t _reserved1: 2; /*!< bit: 11..12 Reserved */ - uint32_t BE_V2: 1; /*!< bit: 13 V2 Endian mode */ - uint32_t _reserved2: 18; /*!< bit: 14..31 Reserved */ - } b; /*!< Structure Access by bit */ - uint32_t w; /*!< Type Access by whole register */ -} CCR_Type; - -/* CCR Register Definitions */ -#define CCR_BE_V2_Pos 13U /*!< CCR: BE_V2 Position */ -#define CCR_BE_V2_Msk (0x1UL << CCR_BE_V2_Pos) /*!< CCR: BE_V2 Mask */ - -#define CCR_SCK_Pos 8U /*!< CCR: SCK Position */ -#define CCR_SCK_Msk (0x3UL << CCR_SCK_Pos) /*!< CCR: SCK Mask */ - -#define CCR_BE_Pos 7U /*!< CCR: BE Position */ -#define CCR_BE_Msk (0x1UL << CCR_BE_Pos) /*!< CCR: BE Mask */ - -#define CCR_MP_Pos 0U /*!< CCR: MP Position */ -#define CCR_MP_Msk (0x3UL << CCR_MP_Pos) /*!< CCR: MP Mask */ - -/** - \brief Consortium definition for accessing high ease access permission configutation registers(CAPR, CR<19,0>) - */ -typedef union { - struct { - uint32_t X0: 1; /*!< bit: 0 Non executable attribute setting */ - uint32_t X1: 1; /*!< bit: 1 Non executable attribute setting */ - uint32_t X2: 1; /*!< bit: 2 Non executable attribute setting */ - uint32_t X3: 1; /*!< bit: 3 Non executable attribute setting */ - uint32_t X4: 1; /*!< bit: 4 Non executable attribute setting */ - uint32_t X5: 1; /*!< bit: 5 Non executable attribute setting */ - uint32_t X6: 1; /*!< bit: 6 Non executable attribute setting */ - uint32_t X7: 1; /*!< bit: 7 Non executable attribute setting */ - uint32_t AP0: 2; /*!< bit: 8.. 9 access permissions settings bit */ - uint32_t AP1: 2; /*!< bit: 10..11 access permissions settings bit */ - uint32_t AP2: 2; /*!< bit: 12..13 access permissions settings bit */ - uint32_t AP3: 2; /*!< bit: 14..15 access permissions settings bit */ - uint32_t AP4: 2; /*!< bit: 16..17 access permissions settings bit */ - uint32_t AP5: 2; /*!< bit: 18..19 access permissions settings bit */ - uint32_t AP6: 2; /*!< bit: 20..21 access permissions settings bit */ - uint32_t AP7: 2; /*!< bit: 22..23 access permissions settings bit */ - uint32_t S0: 1; /*!< bit: 24 Security property settings */ - uint32_t S1: 1; /*!< bit: 25 Security property settings */ - uint32_t S2: 1; /*!< bit: 26 Security property settings */ - uint32_t S3: 1; /*!< bit: 27 Security property settings */ - uint32_t S4: 1; /*!< bit: 28 Security property settings */ - uint32_t S5: 1; /*!< bit: 29 Security property settings */ - uint32_t S6: 1; /*!< bit: 30 Security property settings */ - uint32_t S7: 1; /*!< bit: 31 Security property settings */ - } b; /*!< Structure Access by bit */ - uint32_t w; /*!< Type Access by whole register */ -} CAPR_Type; - -/* CAPR Register Definitions */ -#define CAPR_S7_Pos 31U /*!< CAPR: S7 Position */ -#define CAPR_S7_Msk (1UL << CAPR_S7_Pos) /*!< CAPR: S7 Mask */ - -#define CAPR_S6_Pos 30U /*!< CAPR: S6 Position */ -#define CAPR_S6_Msk (1UL << CAPR_S6_Pos) /*!< CAPR: S6 Mask */ - -#define CAPR_S5_Pos 29U /*!< CAPR: S5 Position */ -#define CAPR_S5_Msk (1UL << CAPR_S5_Pos) /*!< CAPR: S5 Mask */ - -#define CAPR_S4_Pos 28U /*!< CAPR: S4 Position */ -#define CAPR_S4_Msk (1UL << CAPR_S4_Pos) /*!< CAPR: S4 Mask */ - -#define CAPR_S3_Pos 27U /*!< CAPR: S3 Position */ -#define CAPR_S3_Msk (1UL << CAPR_S3_Pos) /*!< CAPR: S3 Mask */ - -#define CAPR_S2_Pos 26U /*!< CAPR: S2 Position */ -#define CAPR_S2_Msk (1UL << CAPR_S2_Pos) /*!< CAPR: S2 Mask */ - -#define CAPR_S1_Pos 25U /*!< CAPR: S1 Position */ -#define CAPR_S1_Msk (1UL << CAPR_S1_Pos) /*!< CAPR: S1 Mask */ - -#define CAPR_S0_Pos 24U /*!< CAPR: S0 Position */ -#define CAPR_S0_Msk (1UL << CAPR_S0_Pos) /*!< CAPR: S0 Mask */ - -#define CAPR_AP7_Pos 22U /*!< CAPR: AP7 Position */ -#define CAPR_AP7_Msk (0x3UL << CAPR_AP7_Pos) /*!< CAPR: AP7 Mask */ - -#define CAPR_AP6_Pos 20U /*!< CAPR: AP6 Position */ -#define CAPR_AP6_Msk (0x3UL << CAPR_AP6_Pos) /*!< CAPR: AP6 Mask */ - -#define CAPR_AP5_Pos 18U /*!< CAPR: AP5 Position */ -#define CAPR_AP5_Msk (0x3UL << CAPR_AP5_Pos) /*!< CAPR: AP5 Mask */ - -#define CAPR_AP4_Pos 16U /*!< CAPR: AP4 Position */ -#define CAPR_AP4_Msk (0x3UL << CAPR_AP4_Pos) /*!< CAPR: AP4 Mask */ - -#define CAPR_AP3_Pos 14U /*!< CAPR: AP3 Position */ -#define CAPR_AP3_Msk (0x3UL << CAPR_AP3_Pos) /*!< CAPR: AP3 Mask */ - -#define CAPR_AP2_Pos 12U /*!< CAPR: AP2 Position */ -#define CAPR_AP2_Msk (0x3UL << CAPR_AP2_Pos) /*!< CAPR: AP2 Mask */ - -#define CAPR_AP1_Pos 10U /*!< CAPR: AP1 Position */ -#define CAPR_AP1_Msk (0x3UL << CAPR_AP1_Pos) /*!< CAPR: AP1 Mask */ - -#define CAPR_AP0_Pos 8U /*!< CAPR: AP0 Position */ -#define CAPR_AP0_Msk (0x3UL << CAPR_AP0_Pos) /*!< CAPR: AP0 Mask */ - -#define CAPR_X7_Pos 7U /*!< CAPR: X7 Position */ -#define CAPR_X7_Msk (0x1UL << CAPR_X7_Pos) /*!< CAPR: X7 Mask */ - -#define CAPR_X6_Pos 6U /*!< CAPR: X6 Position */ -#define CAPR_X6_Msk (0x1UL << CAPR_X6_Pos) /*!< CAPR: X6 Mask */ - -#define CAPR_X5_Pos 5U /*!< CAPR: X5 Position */ -#define CAPR_X5_Msk (0x1UL << CAPR_X5_Pos) /*!< CAPR: X5 Mask */ - -#define CAPR_X4_Pos 4U /*!< CAPR: X4 Position */ -#define CAPR_X4_Msk (0x1UL << CAPR_X4_Pos) /*!< CAPR: X4 Mask */ - -#define CAPR_X3_Pos 3U /*!< CAPR: X3 Position */ -#define CAPR_X3_Msk (0x1UL << CAPR_X3_Pos) /*!< CAPR: X3 Mask */ - -#define CAPR_X2_Pos 2U /*!< CAPR: X2 Position */ -#define CAPR_X2_Msk (0x1UL << CAPR_X2_Pos) /*!< CAPR: X2 Mask */ - -#define CAPR_X1_Pos 1U /*!< CAPR: X1 Position */ -#define CAPR_X1_Msk (0x1UL << CAPR_X1_Pos) /*!< CAPR: X1 Mask */ - -#define CAPR_X0_Pos 0U /*!< CAPR: X0 Position */ -#define CAPR_X0_Msk (0x1UL << CAPR_X0_Pos) /*!< CAPR: X0 Mask */ - -/** - \brief Consortium definition for accessing control register(PACR, CR<20,0>). - */ -typedef union { - struct { - uint32_t E: 1; /*!< bit: 0 Effective setting of protected area */ - uint32_t size: 5; /*!< bit: 1.. 5 Size of protected area */ - uint32_t _reserved0: 6; /*!< bit: 6.. 11 Reserved */ - uint32_t base_addr: 20; /*!< bit: 10..31 The high position of the address of a protected area */ - } b; /*!< Structure Access by bit */ - uint32_t w; /*!< Type Access by whole register */ -} PACR_Type; - -/* PACR Register Definitions */ -#define PACR_BASE_ADDR_Pos 12U /*!< PACR: base_addr Position */ -#define PACR_BASE_ADDR_Msk (0xFFFFFUL << PACR_BASE_ADDR_Pos) /*!< PACR: base_addr Mask */ - -#define PACR_SIZE_Pos 1U /*!< PACR: Size Position */ -#define PACR_SIZE_Msk (0x1FUL << PACR_SIZE_Pos) /*!< PACR: Size Mask */ - -#define PACR_E_Pos 0U /*!< PACR: E Position */ -#define PACR_E_Msk (0x1UL << PACR_E_Pos) /*!< PACR: E Mask */ - -/** - \brief Consortium definition for accessing protection area selection register(PRSR,CR<21,0>). - */ -typedef union { - struct { - uint32_t RID: 3; /*!< bit: 0.. 2 Protected area index value */ - uint32_t _reserved0: 29; /*!< bit: 3..31 Reserved */ - } b; /*!< Structure Access by bit */ - uint32_t w; /*!< Type Access by whole register */ -} PRSR_Type; - -/* PRSR Register Definitions */ -#define PRSR_RID_Pos 0U /*!< PRSR: RID Position */ -#define PRSR_RID_Msk (0x7UL << PRSR_RID_Pos) /*!< PRSR: RID Mask */ - -/** - \brief Consortium definition for CPU Hint Register(CHR, CR<31,0>). - */ -typedef union { - struct { - uint32_t _reserved0: 1; /*!< bit: 0 Reserved */ - uint32_t BE: 1; /*!< bit: 1 System bus support burst transer */ - uint32_t IPE: 1; /*!< bit: 2 Instruction prefetch function enable */ - uint32_t RPE: 1; /*!< bit: 3 Function return instruction RTS will speculate execution */ - uint32_t IAE: 1; /*!< bit: 4 Interrupt response acceleration enable */ - uint32_t _reserved1: 9; /*!< bit: 5..13 Reserved */ - uint32_t ISE: 1; /*!< bit: 14 Interrupt SP enable */ - uint32_t HS_EXP: 1; /*!< bit: 15 Exception bit for TEE world switch */ - uint32_t SRST_VAL: 16; /*!< bit: 16..31 Software reset decision value */ - } b; - uint32_t w; -} CHR_Type; - -/* CHR Register Definitions */ -#define CHR_BE_Pos 1U /*!< CHR: BE Position */ -#define CHR_BE_Msk (1UL << CHR_BE_Pos) /*!< CHR: BE Mask */ -#define CHR_IPE_Pos 1U /*!< CHR: IPE Position */ -#define CHR_IPE_Msk (1UL << CHR_IPE_Pos) /*!< CHR: IPE Mask */ -#define CHR_RPE_Pos 1U /*!< CHR: RPE Position */ -#define CHR_RPE_Msk (1UL << CHR_RPE_Pos) /*!< CHR: RPE Mask */ -#define CHR_IAE_Pos 4U /*!< CHR: IAE Position */ -#define CHR_IAE_Msk (0x1UL << CHR_IAE_Pos) /*!< CHR: IAE Mask */ -#define CHR_ISE_Pos 14U /*!< CHR: ISE Position */ -#define CHR_ISE_Msk (0x1UL << CHR_ISE_Pos) /*!< CHR: ISE Mask */ -#define CHR_HS_EXP_Pos 15U /*!< CHR: HS_EXP Position */ -#define CHR_HS_EXP_Msk (0x1UL << CHR_HS_EXP_Pos) /*!< CHR: HS_EXP Mask */ -#define CHR_SRST_VAL_Pos 16U /*!< CHR: SRST_VAL Position */ -#define CHR_SRST_VAL_Mask (0xFFFFUL << CHR_SRST_VAL_Pos) /*!< CHR: SRST_VAL Mask */ - -/*@} end of group CSI_CORE */ - - -/** - \ingroup CSI_core_register - \defgroup CSI_VIC Vectored Interrupt Controller (VIC) - \brief Type definitions for the VIC Registers - @{ - */ - -/** - \brief Access to the structure of a vector interrupt controller. - */ -typedef struct { - __IOM uint32_t ISER[4U]; /*!< Offset: 0x000 (R/W) Interrupt set enable register */ - uint32_t RESERVED0[12U]; - __IOM uint32_t IWER[4U]; /*!< Offset: 0x040 (R/W) Interrupt wake-up set register */ - uint32_t RESERVED1[12U]; - __IOM uint32_t ICER[4U]; /*!< Offset: 0x080 (R/W) Interrupt clear enable register */ - uint32_t RESERVED2[12U]; - __IOM uint32_t IWDR[4U]; /*!< Offset: 0x0c0 (R/W) Interrupt wake-up clear register */ - uint32_t RESERVED3[12U]; - __IOM uint32_t ISPR[4U]; /*!< Offset: 0x100 (R/W) Interrupt set pend register */ - uint32_t RESERVED4[12U]; - __IOM uint32_t ISSR[4U]; /*!< Offset: 0x140 (R/W) Security interrupt set register */ - uint32_t RESERVED5[12U]; - __IOM uint32_t ICPR[4U]; /*!< Offset: 0x180 (R/W) Interrupt clear pend register */ - uint32_t RESERVED6[12U]; - __IOM uint32_t ICSR[4U]; /*!< Offset: 0x1c0 (R/W) Security interrupt clear register */ - uint32_t RESERVED7[12U]; - __IOM uint32_t IABR[4U]; /*!< Offset: 0x200 (R/W) Interrupt answer stateregister */ - uint32_t RESERVED8[60U]; - __IOM uint32_t IPR[32U]; /*!< Offset: 0x300 (R/W) Interrupt priority register */ - uint32_t RESERVED9[480U]; - __IM uint32_t ISR; /*!< Offset: 0xB00 (R/ ) Interrupt state register */ - __IOM uint32_t IPTR; /*!< Offset: 0xB04 (R/W) Interrupt priority thershold register */ - __IOM uint32_t TSPEND; /*!< Offset: 0xB08 (R/W) Task pending register */ - __IOM uint32_t TSABR; /*!< Offset: 0xB0c (R/W) Tspend acknowledge register */ - __IOM uint32_t TSPR; /*!< Offset: 0xB10 (R/W) Tspend priority register */ -} VIC_Type; - -/*@} end of group CSI_VIC */ - -/** - \ingroup CSI_core_register - \defgroup CSI_CACHE - \brief Type definitions for the cache Registers - @{ - */ - -/** - \brief On chip cache structure. - */ -typedef struct -{ - __IOM uint32_t CER; /*!< Offset: 0x000 (R/W) Cache enable register */ - __IOM uint32_t CIR; /*!< Offset: 0x004 (R/W) Cache invalid register */ - __IOM uint32_t CRCR[4U]; /*!< Offset: 0x008 (R/W) Cache Configuration register */ - uint32_t RSERVED0[1015U]; - __IOM uint32_t CPFCR; /*!< Offset: 0xFF4 (R/W) Cache performance analisis control register */ - __IOM uint32_t CPFATR; /*!< Offset: 0xFF8 (R/W) Cache access times register */ - __IOM uint32_t CPFMTR; /*!< Offset: 0xFFC (R/W) Cache missing times register */ -} CACHE_Type; - -/* CACHE Register Definitions */ -#define CACHE_CER_DCEN_Pos 0U /*!< CACHE CER: DCEN Position */ -#define CACHE_CER_DCEN_Msk (0x1UL << CACHE_CER_DCEN_Pos) /*!< CACHE CER: DCEN Mask */ - -#define CACHE_CER_ICEN_Pos 1U /*!< CACHE CER: ICEN Position */ -#define CACHE_CER_ICEN_Msk (0x1UL << CACHE_CER_ICEN_Pos) /*!< CACHE CER: ICEN Mask */ - -#define CACHE_CER_WB_Pos 2U /*!< CACHE CER: WB Position */ -#define CACHE_CER_WB_Msk (0x1UL << CACHE_CER_WB_Pos) /*!< CACHE CER: WB Mask */ - -#define CACHE_CER_DCW_Pos 4U /*!< CACHE CER: DCW Position */ -#define CACHE_CER_DCW_Msk (0x1UL << CACHE_CER_DCW_Pos) /*!< CACHE CER: DCW Mask */ - -#define CACHE_CER_WA_Pos 5U /*!< CACHE CER: WA Position */ -#define CACHE_CER_WA_Msk (0x1UL << CACHE_CER_WA_Pos) /*!< CACHE CER: WA Mask */ - -#define CACHE_CIR_D_INV_Pos 0U /*!< CACHE CIR: D_INV Position */ -#define CACHE_CIR_D_INV_Msk (0x1UL << CACHE_CIR_D_INV_Pos) /*!< CACHE CIR: D_INV Mask */ - -#define CACHE_CIR_I_INV_Pos 1U /*!< CACHE CIR: I_INV Position */ -#define CACHE_CIR_I_INV_Msk (0x1UL << CACHE_CIR_I_INV_Pos) /*!< CACHE CIR: I_INV Mask */ - -#define CACHE_CIR_D_CLR_Pos 2U /*!< CACHE CIR: D_CLR Position */ -#define CACHE_CIR_D_CLR_Msk (0x1UL << CACHE_CIR_D_CLR_Pos) /*!< CACHE CIR: D_CLR Mask */ - -#define CACHE_CIR_LINE_MODE_Pos 3U /*!< CACHE CIR: LINE_MODE Position */ -#define CACHE_CIR_LINE_MODE_Msk (0x1UL << CACHE_CIR_LINE_MODE_Pos) /*!< CACHE CIR: LINE_MODE Mask */ - -#define CACHE_CIR_OP_ADDR_Pos 4U /*!< CACHE CIR: OP_ADDR Position */ -#define CACHE_CIR_OP_ADDR_Msk (0xFFFFFFFUL << CACHE_CIR_OP_ADDR_Pos) /*!< CACHE CIR: OP_ADDR Mask */ - -#define CACHE_CRCR_EN_Pos 0U /*!< CACHE CRCR: EN Position */ -#define CACHE_CRCR_EN_Msk (0x1UL << CACHE_CRCR_EN_Pos) /*!< CACHE CRCR: EN Mask */ - -#define CACHE_CRCR_SIZE_Pos 1U /*!< CACHE CRCR: Size Position */ -#define CACHE_CRCR_SIZE_Msk (0x1FUL << CACHE_CRCR_SIZE_Pos) /*!< CACHE CRCR: Size Mask */ - -#define CACHE_CRCR_BASE_ADDR_Pos 10U /*!< CACHE CRCR: base addr Position */ -#define CACHE_CRCR_BASE_ADDR_Msk (0x3FFFFFUL << CACHE_CRCR_BASE_ADDR_Pos) /*!< CACHE CRCR: base addr Mask */ - -#define CACHE_CPFCR_PFEN_Pos 0U /*!< CACHE CPFCR: PFEN Position */ -#define CACHE_CPFCR_PFEN_Msk (0x1UL << CACHE_CPFCR_PFEN_Pos) /*!< CACHE CPFCR: PFEN Mask */ - -#define CACHE_CPFCR_PFRST_Pos 1U /*!< CACHE CPFCR: PFRST Position */ -#define CACHE_CPFCR_PFRST_Msk (0x1UL << CACHE_CPFCR_PFRST_Pos) /*!< CACHE CPFCR: PFRST Mask */ - -#define CACHE_CRCR_4K 0xB /* 01011 */ -#define CACHE_CRCR_8K 0xC /* 01100 */ -#define CACHE_CRCR_16K 0xD /* 01101 */ -#define CACHE_CRCR_32K 0xE /* 01110 */ -#define CACHE_CRCR_64K 0xF /* 01111 */ -#define CACHE_CRCR_128K 0x10 /* 10000 */ -#define CACHE_CRCR_256K 0x11 /* 10001 */ -#define CACHE_CRCR_512K 0x12 /* 10010 */ -#define CACHE_CRCR_1M 0x13 /* 10011 */ -#define CACHE_CRCR_2M 0x14 /* 10100 */ -#define CACHE_CRCR_4M 0x15 /* 10101 */ -#define CACHE_CRCR_8M 0x16 /* 10110 */ -#define CACHE_CRCR_16M 0x17 /* 10111 */ -#define CACHE_CRCR_32M 0x18 /* 11000 */ -#define CACHE_CRCR_64M 0x19 /* 11001 */ -#define CACHE_CRCR_128M 0x1A /* 11010 */ -#define CACHE_CRCR_256M 0x1B /* 11011 */ -#define CACHE_CRCR_512M 0x1C /* 11100 */ -#define CACHE_CRCR_1G 0x1D /* 11101 */ -#define CACHE_CRCR_2G 0x1E /* 11110 */ -#define CACHE_CRCR_4G 0x1F /* 11111 */ - -/*@} end of group CSI_CACHE */ - - -/** - \ingroup CSI_core_register - \defgroup CSI_SysTick System Tick Timer (CORET) - \brief Type definitions for the System Timer Registers. - @{ - */ - -/** - \brief The data structure of the access system timer. - */ -typedef struct { - __IOM uint32_t CTRL; /*!< Offset: 0x000 (R/W) Control register */ - __IOM uint32_t LOAD; /*!< Offset: 0x004 (R/W) Backfill register */ - __IOM uint32_t VAL; /*!< Offset: 0x008 (R/W) Current register */ - __IM uint32_t CALIB; /*!< Offset: 0x00C (R/ ) Calibration register */ -} CORET_Type; - -/* CORET Control / Status Register Definitions */ -#define CORET_CTRL_COUNTFLAG_Pos 16U /*!< CORET CTRL: COUNTFLAG Position */ -#define CORET_CTRL_COUNTFLAG_Msk (1UL << CORET_CTRL_COUNTFLAG_Pos) /*!< CORET CTRL: COUNTFLAG Mask */ - -#define CORET_CTRL_CLKSOURCE_Pos 2U /*!< CORET CTRL: CLKSOURCE Position */ -#define CORET_CTRL_CLKSOURCE_Msk (1UL << CORET_CTRL_CLKSOURCE_Pos) /*!< CORET CTRL: CLKSOURCE Mask */ - -#define CORET_CTRL_TICKINT_Pos 1U /*!< CORET CTRL: TICKINT Position */ -#define CORET_CTRL_TICKINT_Msk (1UL << CORET_CTRL_TICKINT_Pos) /*!< CORET CTRL: TICKINT Mask */ - -#define CORET_CTRL_ENABLE_Pos 0U /*!< CORET CTRL: ENABLE Position */ -#define CORET_CTRL_ENABLE_Msk (1UL /*<< CORET_CTRL_ENABLE_Pos*/) /*!< CORET CTRL: ENABLE Mask */ - - /* CORET Reload Register Definitions */ -#define CORET_LOAD_RELOAD_Pos 0U /*!< CORET LOAD: RELOAD Position */ -#define CORET_LOAD_RELOAD_Msk (0xFFFFFFUL /*<< CORET_LOAD_RELOAD_Pos*/) /*!< CORET LOAD: RELOAD Mask */ - - /* CORET Current Register Definitions */ -#define CORET_VAL_CURRENT_Pos 0U /*!< CORET VAL: CURRENT Position */ -#define CORET_VAL_CURRENT_Msk (0xFFFFFFUL /*<< CORET_VAL_CURRENT_Pos*/) /*!< CORET VAL: CURRENT Mask */ - - /* CORET Calibration Register Definitions */ -#define CORET_CALIB_NOREF_Pos 31U /*!< CORET CALIB: NOREF Position */ -#define CORET_CALIB_NOREF_Msk (1UL << CORET_CALIB_NOREF_Pos) /*!< CORET CALIB: NOREF Mask */ - -#define CORET_CALIB_SKEW_Pos 30U /*!< CORET CALIB: SKEW Position */ -#define CORET_CALIB_SKEW_Msk (1UL << CORET_CALIB_SKEW_Pos) /*!< CORET CALIB: SKEW Mask */ - -#define CORET_CALIB_TENMS_Pos 0U /*!< CORET CALIB: TENMS Position */ -#define CORET_CALIB_TENMS_Msk (0xFFFFFFUL /*<< CORET_CALIB_TENMS_Pos*/) /*!< CORET CALIB: TENMS Mask */ - -/*@} end of group CSI_SysTick */ - -/** - \ingroup CSI_core_register - \defgroup CSI_DCC - \brief Type definitions for the DCC. - @{ - */ - -/** - \brief Access to the data structure of DCC. - */ -typedef struct { - uint32_t RESERVED0[13U]; - __IOM uint32_t HCR; /*!< Offset: 0x034 (R/W) */ - uint32_t RESERVED1; - __IM uint32_t EHSR; /*!< Offset: 0x03C (R/ ) */ - uint32_t RESERVED2[6U]; - union { - __IM uint32_t DERJW; /*!< Offset: 0x058 (R/ ) Data exchange register CPU read*/ - __OM uint32_t DERJR; /*!< Offset: 0x058 ( /W) Data exchange register CPU writer*/ - }; - -} DCC_Type; - -#define DCC_HCR_JW_Pos 18U /*!< DCC HCR: jw_int_en Position */ -#define DCC_HCR_JW_Msk (1UL << DCC_HCR_JW_Pos) /*!< DCC HCR: jw_int_en Mask */ - -#define DCC_HCR_JR_Pos 19U /*!< DCC HCR: jr_int_en Position */ -#define DCC_HCR_JR_Msk (1UL << DCC_HCR_JR_Pos) /*!< DCC HCR: jr_int_en Mask */ - -#define DCC_EHSR_JW_Pos 1U /*!< DCC EHSR: jw_vld Position */ -#define DCC_EHSR_JW_Msk (1UL << DCC_EHSR_JW_Pos) /*!< DCC EHSR: jw_vld Mask */ - -#define DCC_EHSR_JR_Pos 2U /*!< DCC EHSR: jr_vld Position */ -#define DCC_EHSR_JR_Msk (1UL << DCC_EHSR_JR_Pos) /*!< DCC EHSR: jr_vld Mask */ - -/*@} end of group CSI_DCC */ - -/** - \ingroup CSI_core_register - \defgroup CSI_core_bitfield Core register bit field macros - \brief Macros for use with bit field definitions (xxx_Pos, xxx_Msk). - @{ - */ - -/** - \brief Mask and shift a bit field value for use in a register bit range. - \param[in] field Name of the register bit field. - \param[in] value Value of the bit field. - \return Masked and shifted value. -*/ -#define _VAL2FLD(field, value) ((value << field ## _Pos) & field ## _Msk) - -/** - \brief Mask and shift a register value to extract a bit filed value. - \param[in] field Name of the register bit field. - \param[in] value Value of register. - \return Masked and shifted bit field value. -*/ -#define _FLD2VAL(field, value) ((value & field ## _Msk) >> field ## _Pos) - -/*@} end of group CSI_core_bitfield */ - -/** - \ingroup CSI_core_register - \defgroup CSI_core_base Core Definitions - \brief Definitions for base addresses, unions, and structures. - @{ - */ - -/* Memory mapping of CK805 Hardware */ -#define TCIP_BASE (0xE000E000UL) /*!< Titly Coupled IP Base Address */ -#define CORET_BASE (TCIP_BASE + 0x0010UL) /*!< CORET Base Address */ -#define VIC_BASE (TCIP_BASE + 0x0100UL) /*!< VIC Base Address */ -#define DCC_BASE (0xE0011000UL) /*!< DCC Base Address */ -#define CACHE_BASE (TCIP_BASE + 0x1000UL) /*!< CACHE Base Address */ - -#define CORET ((CORET_Type *) CORET_BASE ) /*!< SysTick configuration struct */ -#define VIC ((VIC_Type *) VIC_BASE ) /*!< VIC configuration struct */ -#define DCC ((DCC_Type *) DCC_BASE ) /*!< DCC configuration struct */ -#define CACHE ((CACHE_Type *) CACHE_BASE ) /*!< cache configuration struct */ - -/*@} */ - - -/******************************************************************************* - * Hardware Abstraction Layer - Core Function Interface contains: - - Core VIC Functions - - Core CORET Functions - - Core Register Access Functions - ******************************************************************************/ -/** - \defgroup CSI_Core_FunctionInterface Functions and Instructions Reference -*/ - -/* ########################## VIC functions #################################### */ -/** - \ingroup CSI_Core_FunctionInterface - \defgroup CSI_Core_VICFunctions VIC Functions - \brief Functions that manage interrupts and exceptions via the VIC. - @{ - */ - -/* The following MACROS handle generation of the register offset and byte masks */ -#define _BIT_SHIFT(IRQn) ( ((((uint32_t)(int32_t)(IRQn)) ) & 0x03UL) * 8UL) -#define _IR_IDX(IRQn) ( (((uint32_t)(int32_t)(IRQn)) >> 5UL) ) -#define _IP_IDX(IRQn) ( (((uint32_t)(int32_t)(IRQn)) >> 2UL) ) - -/** - \brief Enable External Interrupt - \details Enable a device-specific interrupt in the VIC interrupt controller. - \param [in] IRQn External interrupt number. Value cannot be negative. - */ -__STATIC_INLINE void csi_vic_enable_irq(int32_t IRQn) -{ - IRQn &= 0x7FUL; - - VIC->ISER[_IR_IDX(IRQn)] = (uint32_t)(1UL << ((uint32_t)(int32_t)IRQn % 32)); -} - -/** - \brief Disable External Interrupt - \details Disable a device-specific interrupt in the VIC interrupt controller. - \param [in] IRQn External interrupt number. Value cannot be negative. - */ -__STATIC_INLINE void csi_vic_disable_irq(int32_t IRQn) -{ - IRQn &= 0x7FUL; - - VIC->ICER[_IR_IDX(IRQn)] = (uint32_t)(1UL << ((uint32_t)(int32_t)IRQn % 32)); -} - -/** - \brief Enable External Secure Interrupt - \details Enable a secure device-specific interrupt in the VIC interrupt controller. - \param [in] IRQn External interrupt number. Value cannot be negative. - */ -__STATIC_INLINE void csi_vic_enable_sirq(int32_t IRQn) -{ - IRQn &= 0x7FUL; - - VIC->ISER[_IR_IDX(IRQn)] = (uint32_t)(1UL << ((uint32_t)(int32_t)IRQn % 32)); - VIC->ISSR[_IR_IDX(IRQn)] = (uint32_t)(1UL << ((uint32_t)(int32_t)IRQn % 32)); -} - -/** - \brief Disable External Secure Interrupt - \details Disable a secure device-specific interrupt in the VIC interrupt controller. - \param [in] IRQn External interrupt number. Value cannot be negative. - */ -__STATIC_INLINE void csi_vic_disable_sirq(int32_t IRQn) -{ - IRQn &= 0x7FUL; - - VIC->ICER[_IR_IDX(IRQn)] = (uint32_t)(1UL << ((uint32_t)(int32_t)IRQn % 32)); - VIC->ICSR[_IR_IDX(IRQn)] = (uint32_t)(1UL << ((uint32_t)(int32_t)IRQn % 32)); -} - -/** - \brief Check Interrupt is Enabled or not - \details Read the enabled register in the VIC and returns the pending bit for the specified interrupt. - \param [in] IRQn Interrupt number. - \return 0 Interrupt status is not enabled. - \return 1 Interrupt status is enabled. - */ -__STATIC_INLINE uint32_t csi_vic_get_enabled_irq(int32_t IRQn) -{ - IRQn &= 0x7FUL; - - return ((uint32_t)(((VIC->ISER[_IR_IDX(IRQn)] & (1UL << (((uint32_t)(int32_t)IRQn % 32) & 0x7FUL))) != 0UL) ? 1UL : 0UL)); -} - -/** - \brief Check Interrupt is Pending or not - \details Read the pending register in the VIC and returns the pending bit for the specified interrupt. - \param [in] IRQn Interrupt number. - \return 0 Interrupt status is not pending. - \return 1 Interrupt status is pending. - */ -__STATIC_INLINE uint32_t csi_vic_get_pending_irq(int32_t IRQn) -{ - IRQn &= 0x7FUL; - - return ((uint32_t)(((VIC->ISPR[_IR_IDX(IRQn)] & (1UL << (((uint32_t)(int32_t)IRQn % 32) & 0x7FUL))) != 0UL) ? 1UL : 0UL)); -} - -/** - \brief Set Pending Interrupt - \details Set the pending bit of an external interrupt. - \param [in] IRQn Interrupt number. Value cannot be negative. - */ -__STATIC_INLINE void csi_vic_set_pending_irq(int32_t IRQn) -{ - IRQn &= 0x7FUL; - - VIC->ISPR[_IR_IDX(IRQn)] = (uint32_t)(1UL << ((uint32_t)(int32_t)IRQn % 32)); -} - -/** - \brief Clear Pending Interrupt - \details Clear the pending bit of an external interrupt. - \param [in] IRQn External interrupt number. Value cannot be negative. - */ -__STATIC_INLINE void csi_vic_clear_pending_irq(int32_t IRQn) -{ - IRQn &= 0x7FUL; - - VIC->ICPR[_IR_IDX(IRQn)] = (uint32_t)(1UL << ((uint32_t)(int32_t)IRQn % 32)); -} - -/** - \brief Check Interrupt is Wakeup or not - \details Read the wake up register in the VIC and returns the pending bit for the specified interrupt. - \param [in] IRQn Interrupt number. - \return 0 Interrupt is not set as wake up interrupt. - \return 1 Interrupt is set as wake up interrupt. - */ -__STATIC_INLINE uint32_t csi_vic_get_wakeup_irq(int32_t IRQn) -{ - IRQn &= 0x7FUL; - - return ((uint32_t)(((VIC->IWER[_IR_IDX(IRQn)] & (1UL << (((uint32_t)(int32_t)IRQn % 32) & 0x7FUL))) != 0UL) ? 1UL : 0UL)); -} - -/** - \brief Set Wake up Interrupt - \details Set the wake up bit of an external interrupt. - \param [in] IRQn Interrupt number. Value cannot be negative. - */ -__STATIC_INLINE void csi_vic_set_wakeup_irq(int32_t IRQn) -{ - IRQn &= 0x7FUL; - - VIC->IWER[_IR_IDX(IRQn)] = (uint32_t)(1UL << ((uint32_t)(int32_t)IRQn % 32)); -} - -/** - \brief Clear Wake up Interrupt - \details Clear the wake up bit of an external interrupt. - \param [in] IRQn External interrupt number. Value cannot be negative. - */ -__STATIC_INLINE void csi_vic_clear_wakeup_irq(int32_t IRQn) -{ - IRQn &= 0x7FUL; - - VIC->IWDR[_IR_IDX(IRQn)] = (uint32_t)(1UL << ((uint32_t)(int32_t)IRQn % 32)); -} - -/** - \brief Get Interrupt is Active or not - \details Read the active register in the VIC and returns the active bit for the device specific interrupt. - \param [in] IRQn Device specific interrupt number. - \return 0 Interrupt status is not active. - \return 1 Interrupt status is active. - \note IRQn must not be negative. - */ -__STATIC_INLINE uint32_t csi_vic_get_active(int32_t IRQn) -{ - IRQn &= 0x7FUL; - - return ((uint32_t)(((VIC->IABR[_IR_IDX(IRQn)] & (1UL << (((uint32_t)(int32_t)IRQn % 32) & 0x7FUL))) != 0UL) ? 1UL : 0UL)); -} - -/** - \brief Set Threshold register - \details set the threshold register in the VIC. - \param [in] VectThreshold specific vector threshold. - \param [in] PrioThreshold specific priority threshold. - */ -__STATIC_INLINE void csi_vic_set_threshold(uint32_t VectThreshold, uint32_t PrioThreshold) -{ - PrioThreshold &= 0xFFU; - - VIC->IPTR = 0x80000000U | ((VectThreshold & 0xFFU) << 8U) | ((PrioThreshold << (8U - __VIC_PRIO_BITS)) & 0xFFU); -} - -/** - \brief Set Interrupt Priority - \details Set the priority of an interrupt. - \note The priority cannot be set for every core interrupt. - \param [in] IRQn Interrupt number. - \param [in] priority Priority to set. - */ -__STATIC_INLINE void csi_vic_set_prio(int32_t IRQn, uint32_t priority) -{ - VIC->IPR[_IP_IDX(IRQn)] = ((uint32_t)(VIC->IPR[_IP_IDX(IRQn)] & ~(0xFFUL << _BIT_SHIFT(IRQn))) | - (((priority << (8U - __VIC_PRIO_BITS)) & (uint32_t)0xFFUL) << _BIT_SHIFT(IRQn))); -} - -/** - \brief Get Interrupt Priority - \details Read the priority of an interrupt. - The interrupt number can be positive to specify an external (device specific) interrupt, - or negative to specify an internal (core) interrupt. - \param [in] IRQn Interrupt number. - \return Interrupt Priority. - Value is aligned automatically to the implemented priority bits of the microcontroller. - */ -__STATIC_INLINE uint32_t csi_vic_get_prio(int32_t IRQn) -{ - return ((uint32_t)(((VIC->IPR[_IP_IDX(IRQn)] >> _BIT_SHIFT(IRQn)) & (uint32_t)0xFFUL) >> (8U - __VIC_PRIO_BITS))); -} - -/** - \brief Set interrupt handler - \details Set the interrupt handler according to the interrupt num, the handler will be filled in irq vectors. - \param [in] IRQn Interrupt number. - \param [in] handler Interrupt handler. - */ -__STATIC_INLINE void csi_vic_set_vector(int32_t IRQn, uint32_t handler) -{ - if (IRQn >= 0 && IRQn < 128) { - uint32_t *vectors = (uint32_t *)__get_VBR(); - vectors[32 + IRQn] = handler; - } -} - -/** - \brief Get interrupt handler - \details Get the address of interrupt handler function. - \param [in] IRQn Interrupt number. - */ -__STATIC_INLINE uint32_t csi_vic_get_vector(int32_t IRQn) -{ - if (IRQn >= 0 && IRQn < 128) { - uint32_t *vectors = (uint32_t *)__get_VBR(); - return (uint32_t)vectors[32 + IRQn]; - } - - return 0; -} - -/*@} end of CSI_Core_VICFunctions */ - -/* ################################## SysTick function ############################################ */ -/** - \ingroup CSI_Core_FunctionInterface - \defgroup CSI_Core_SysTickFunctions SysTick Functions - \brief Functions that configure the System. - @{ - */ - - -/** - \brief CORE timer Configuration - \details Initializes the System Timer and its interrupt, and starts the System Tick Timer. - Counter is in free running mode to generate periodic interrupts. - \param [in] ticks Number of ticks between two interrupts. - \param [in] IRQn core timer Interrupt number. - \return 0 Function succeeded. - \return 1 Function failed. - \note When the variable __Vendor_SysTickConfig is set to 1, then the - function SysTick_Config is not included. In this case, the file device.h - must contain a vendor-specific implementation of this function. - */ -__STATIC_INLINE uint32_t csi_coret_config(uint32_t ticks, int32_t IRQn) -{ - if ((ticks - 1UL) > CORET_LOAD_RELOAD_Msk) { - return (1UL); /* Reload value impossible */ - } - - CORET->LOAD = (uint32_t)(ticks - 1UL); /* set reload register */ - CORET->VAL = 0UL; /* Load the CORET Counter Value */ - CORET->CTRL = CORET_CTRL_CLKSOURCE_Msk | - CORET_CTRL_TICKINT_Msk | - CORET_CTRL_ENABLE_Msk; /* Enable CORET IRQ and CORET Timer */ - return (0UL); /* Function successful */ -} - -/** - \brief get CORE timer reload value - \return CORE timer counter value. - */ -__STATIC_INLINE uint32_t csi_coret_get_load(void) -{ - return CORET->LOAD; -} - -/** - \brief get CORE timer counter value - \return CORE timer counter value. - */ -__STATIC_INLINE uint32_t csi_coret_get_value(void) -{ - return CORET->VAL; -} - -/*@} end of CSI_Core_SysTickFunctions */ - -/* ##################################### DCC function ########################################### */ -/** - \ingroup CSI_Core_FunctionInterface - \defgroup CSI_core_DebugFunctions HAD Functions - \brief Functions that access the HAD debug interface. - @{ - */ - -/** - \brief HAD Send Character - \details Transmits a character via the HAD channel 0, and - \li Just returns when no debugger is connected that has booked the output. - \li Is blocking when a debugger is connected, but the previous character sent has not been transmitted. - \param [in] ch Character to transmit. - \returns Character to transmit. - */ -__STATIC_INLINE uint32_t csi_had_send_char(uint32_t ch) -{ - DCC->DERJR = (uint8_t)ch; - - return (ch); -} - - -/** - \brief HAD Receive Character - \details Inputs a character via the external variable \ref HAD_RxBuffer. - \return Received character. - \return -1 No character pending. - */ -__STATIC_INLINE int32_t csi_had_receive_char(void) -{ - int32_t ch = -1; /* no character available */ - - if (_FLD2VAL(DCC_EHSR_JW, DCC->EHSR)) { - ch = DCC->DERJW; - } - - return (ch); -} - - -/** - \brief HAD Check Character - \details Check whether a character is pending for reading in the variable \ref HAD_RxBuffer. - \return 0 No character available. - \return 1 Character available. - */ -__STATIC_INLINE int32_t csi_had_check_char(void) -{ - return _FLD2VAL(DCC_EHSR_JW, DCC->EHSR); /* no character available */ -} - -/*@} end of CSI_core_DebugFunctions */ - -/* ########################## Cache functions #################################### */ -/** - \ingroup CSI_Core_FunctionInterface - \defgroup CSI_Core_CacheFunctions Cache Functions - \brief Functions that configure Instruction and Data cache. - @{ - */ - -/** - \brief Enable I-Cache - \details Turns on I-Cache - */ -__STATIC_INLINE void csi_icache_enable (void) -{ -#if (__ICACHE_PRESENT == 1U) - CACHE->CIR = CACHE_CIR_I_INV_Msk; /* invalidate all Cache */ - CACHE->CER |= (uint32_t)(CACHE_CER_ICEN_Msk); /* enable icache Cache */ -#endif -} - - -/** - \brief Disable I-Cache - \details Turns off I-Cache - */ -__STATIC_INLINE void csi_icache_disable (void) -{ -#if (__ICACHE_PRESENT == 1U) - CACHE->CER &= ~(uint32_t)(CACHE_CER_ICEN_Msk); /* disable icache */ - CACHE->CIR = CACHE_CIR_I_INV_Msk; /* invalidate icache */ -#endif -} - - -/** - \brief Invalidate I-Cache - \details Invalidates I-Cache - */ -__STATIC_INLINE void csi_icache_invalid (void) -{ -#if (__ICACHE_PRESENT == 1U) - CACHE->CIR = CACHE_CIR_I_INV_Msk; /* invalidate icache */ -#endif -} - - -/** - \brief Enable D-Cache - \details Turns on D-Cache - */ -__STATIC_INLINE void csi_dcache_enable (void) -{ -#if (__DCACHE_PRESENT == 1U) - CACHE->CIR = CACHE_CIR_D_INV_Msk; /* invalidate dcache */ - CACHE->CER |= (uint32_t)(CACHE_CER_DCEN_Msk | CACHE_CER_WB_Msk | CACHE_CER_DCW_Msk); /* enable dcache */ -#endif -} - - -/** - \brief Disable D-Cache - \details Turns off D-Cache - \note I-Cache also turns off. - */ -__STATIC_INLINE void csi_dcache_disable (void) -{ -#if (__DCACHE_PRESENT == 1U) - CACHE->CER &= ~(uint32_t)CACHE_CER_DCEN_Msk; /* disable dcache */ - CACHE->CIR = CACHE_CIR_D_INV_Msk; /* invalidate dcache */ -#endif -} - - -/** - \brief Invalidate D-Cache - \details Invalidates D-Cache - \note I-Cache also invalid - */ -__STATIC_INLINE void csi_dcache_invalid (void) -{ -#if (__DCACHE_PRESENT == 1U) - CACHE->CIR = CACHE_CIR_D_INV_Msk; /* invalidate dcache */ -#endif -} - - -/** - \brief Clean D-Cache - \details Cleans D-Cache - \note I-Cache also cleans - */ -__STATIC_INLINE void csi_dcache_clean (void) -{ -#if (__DCACHE_PRESENT == 1U) - CACHE->CIR = CACHE_CIR_D_CLR_Msk; /* clean dcache */ -#endif -} - - -/** - \brief Clean & Invalidate D-Cache - \details Cleans and Invalidates D-Cache - \note I-Cache also flush. - */ -__STATIC_INLINE void csi_dcache_clean_invalid (void) -{ -#if (__DCACHE_PRESENT == 1U) - CACHE->CIR = CACHE_CIR_D_CLR_Msk | CACHE_CIR_D_INV_Msk; /* clean and inv all Cache */ -#endif -} - - -/** - \brief D-Cache Invalidate by address - \details Invalidates D-Cache for the given address - \param[in] addr address (aligned to 16-byte boundary) - \param[in] dsize size of memory block (aligned to 16-byte boundary) -*/ -__STATIC_INLINE void csi_dcache_invalid_range (uint32_t *addr, int32_t dsize) -{ -#if (__DCACHE_PRESENT == 1U) - int32_t op_size = dsize + (uint32_t)addr % 16; - uint32_t op_addr = (uint32_t)addr & CACHE_CIR_OP_ADDR_Msk; - int32_t linesize = 16; - - op_addr |= (CACHE_CIR_D_INV_Msk | CACHE_CIR_LINE_MODE_Msk); - - while (op_size >= 128) { - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - - op_size -= 128; - } - - while (op_size > 0) { - CACHE->CIR = op_addr; - op_addr += linesize; - op_size -= linesize; - } -#endif -} - - -/** - \brief D-Cache Clean by address - \details Cleans D-Cache for the given address - \param[in] addr address (aligned to 16-byte boundary) - \param[in] dsize size of memory block (aligned to 16-byte boundary) -*/ -__STATIC_INLINE void csi_dcache_clean_range (uint32_t *addr, int32_t dsize) -{ -#if (__DCACHE_PRESENT == 1) - int32_t op_size = dsize + (uint32_t)addr % 16; - uint32_t op_addr = (uint32_t)addr & CACHE_CIR_OP_ADDR_Msk; - int32_t linesize = 16; - - op_addr |= (CACHE_CIR_D_CLR_Msk | CACHE_CIR_LINE_MODE_Msk); - - while (op_size >= 128) { - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - - op_size -= 128; - } - - while (op_size > 0) { - CACHE->CIR = op_addr; - op_addr += linesize; - op_size -= linesize; - } -#endif -} - - -/** - \brief D-Cache Clean and Invalidate by address - \details Cleans and invalidates D_Cache for the given address - \param[in] addr address (aligned to 16-byte boundary) - \param[in] dsize size of memory block (aligned to 16-byte boundary) -*/ -__STATIC_INLINE void csi_dcache_clean_invalid_range (uint32_t *addr, int32_t dsize) -{ -#if (__DCACHE_PRESENT == 1U) - int32_t op_size = dsize + (uint32_t)addr % 16; - uint32_t op_addr = (uint32_t)addr & CACHE_CIR_OP_ADDR_Msk; - int32_t linesize = 16; - - op_addr |= (CACHE_CIR_D_CLR_Msk | CACHE_CIR_D_INV_Msk | CACHE_CIR_LINE_MODE_Msk); - - while (op_size >= 128) { - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - CACHE->CIR = op_addr; - op_addr += linesize; - - op_size -= 128; - } - - while (op_size > 0) { - CACHE->CIR = op_addr; - op_addr += linesize; - op_size -= linesize; - } -#endif -} - -/** - \brief setup cacheable range Cache - \details setup Cache range - \param [in] index cache scope index (0, 1, 2, 3). - \param [in] baseAddr base address must be aligned with size. - \param [in] size \ref CACHE Register Definitions. cache scope size. - \param [in] enable enable or disable cache scope. - */ -__STATIC_INLINE void csi_cache_set_range (uint32_t index, uint32_t baseAddr, uint32_t size, uint32_t enable) -{ - CACHE->CRCR[index] = ((baseAddr & CACHE_CRCR_BASE_ADDR_Msk) | - (_VAL2FLD(CACHE_CRCR_SIZE, size)) | - (_VAL2FLD(CACHE_CRCR_EN, enable))); -} - -/** - \brief Enable cache profile - \details Turns on Cache profile - */ -__STATIC_INLINE void csi_cache_enable_profile (void) -{ - CACHE->CPFCR |= (uint32_t)CACHE_CPFCR_PFEN_Msk; -} - -/** - \brief Disable cache profile - \details Turns off Cache profile - */ -__STATIC_INLINE void csi_cache_disable_profile (void) -{ - CACHE->CPFCR &= ~(uint32_t)CACHE_CPFCR_PFEN_Msk; -} - -/** - \brief Reset cache profile - \details Reset Cache profile - */ -__STATIC_INLINE void csi_cache_reset_profile (void) -{ - CACHE->CPFCR |= (uint32_t)CACHE_CPFCR_PFRST_Msk; -} - -/** - \brief cache access times - \details Cache access times - \note every 256 access add 1. - \return cache access times, actual times should be multiplied by 256 - */ -__STATIC_INLINE uint32_t csi_cache_get_access_time (void) -{ - return CACHE->CPFATR; -} - -/** - \brief cache miss times - \details Cache miss times - \note every 256 miss add 1. - \return cache miss times, actual times should be multiplied by 256 - */ -__STATIC_INLINE uint32_t csi_cache_get_miss_time (void) -{ - return CACHE->CPFMTR; -} - -/*@} end of CSI_Core_CacheFunctions */ - -/* ########################## MPU functions #################################### */ -/** - \ingroup CSI_Core_FunctionInterface - \defgroup CSI_Core_MPUFunctions MPU Functions - \brief Functions that configure MPU. - @{ - */ - -typedef enum { - REGION_SIZE_4KB = 0xB, - REGION_SIZE_8KB = 0xC, - REGION_SIZE_16KB = 0xD, - REGION_SIZE_32KB = 0xE, - REGION_SIZE_64KB = 0xF, - REGION_SIZE_128KB = 0x10, - REGION_SIZE_256KB = 0x11, - REGION_SIZE_512KB = 0x12, - REGION_SIZE_1MB = 0x13, - REGION_SIZE_2MB = 0x14, - REGION_SIZE_4MB = 0x15, - REGION_SIZE_8MB = 0x16, - REGION_SIZE_16MB = 0x17, - REGION_SIZE_32MB = 0x18, - REGION_SIZE_64MB = 0x19, - REGION_SIZE_128MB = 0x1A, - REGION_SIZE_256MB = 0x1B, - REGION_SIZE_512MB = 0x1C, - REGION_SIZE_1GB = 0x1D, - REGION_SIZE_2GB = 0x1E, - REGION_SIZE_4GB = 0x1F -} region_size_e; - -typedef enum { - AP_BOTH_INACCESSIBLE = 0, - AP_SUPER_RW_USER_INACCESSIBLE, - AP_SUPER_RW_USER_RDONLY, - AP_BOTH_RW -} access_permission_e; - -typedef struct { - uint32_t nx: 1; /* instruction fetched excution */ - access_permission_e ap: 2; /* super user and normal user access.*/ - uint32_t s: 1; /* security */ -} mpu_region_attr_t; - -/** - \brief enable mpu. - \details - */ -__STATIC_INLINE void csi_mpu_enable(void) -{ - __set_CCR(__get_CCR() | CCR_MP_Msk); -} - -/** - \brief disable mpu. - \details - */ -__STATIC_INLINE void csi_mpu_disable(void) -{ - __set_CCR(__get_CCR() & (~CCR_MP_Msk)); -} - -/** - \brief configure memory protected region. - \details - \param [in] idx memory protected region (0, 1, 2, ..., 7). - \param [in] base_addr base address must be aligned with page size. - \param [in] size \ref region_size_e. memory protected region size. - \param [in] attr \ref region_size_t. memory protected region attribute. - \param [in] enable enable or disable memory protected region. - */ -__STATIC_INLINE void csi_mpu_config_region(uint32_t idx, uint32_t base_addr, region_size_e size, - mpu_region_attr_t attr, uint32_t enable) -{ - if (idx > 7) { - return; - } - - CAPR_Type capr; - PACR_Type pacr; - PRSR_Type prsr; - - capr.w = __get_CAPR(); - pacr.w = __get_PACR(); - prsr.w = __get_PRSR(); - - pacr.b.base_addr = (base_addr >> PACR_BASE_ADDR_Pos) & (0xFFFFF); - - prsr.b.RID = idx; - __set_PRSR(prsr.w); - - if (size != REGION_SIZE_4KB) { - pacr.w &= ~(((1u << (size -11)) - 1) << 12); - } - - pacr.b.size = size; - - capr.w &= ~((0x1 << idx) | (0x3 << (idx * 2 + 8)) | (0x1 << (idx + 24))); - capr.w = (capr.w | (attr.nx << idx) | (attr.ap << (idx * 2 + 8)) | (attr.s << (idx + 24))); - __set_CAPR(capr.w); - - pacr.b.E = enable; - __set_PACR(pacr.w); -} - -/** - \brief enable mpu region by idx. - \details - \param [in] idx memory protected region (0, 1, 2, ..., 7). - */ -__STATIC_INLINE void csi_mpu_enable_region(uint32_t idx) -{ - if (idx > 7) { - return; - } - - __set_PRSR((__get_PRSR() & (~PRSR_RID_Msk)) | (idx << PRSR_RID_Pos)); - __set_PACR(__get_PACR() | PACR_E_Msk); -} - -/** - \brief disable mpu region by idx. - \details - \param [in] idx memory protected region (0, 1, 2, ..., 7). - */ -__STATIC_INLINE void csi_mpu_disable_region(uint32_t idx) -{ - if (idx > 7) { - return; - } - - __set_PRSR((__get_PRSR() & (~PRSR_RID_Msk)) | (idx << PRSR_RID_Pos)); - __set_PACR(__get_PACR() & (~PACR_E_Msk)); -} - -/*@} end of CSI_Core_MMUFunctions */ - - -/* ################################## IRQ Functions ############################################ */ - -/** - \brief Save the Irq context - \details save the psr result before disable irq. - \param [in] irq_num External interrupt number. Value cannot be negative. - */ -__STATIC_INLINE uint32_t csi_irq_save(void) -{ - uint32_t result; - result = __get_PSR(); - __disable_irq(); - return(result); -} - -/** - \brief Restore the Irq context - \details restore saved primask state. - \param [in] irq_state psr irq state. - */ -__STATIC_INLINE void csi_irq_restore(uint32_t irq_state) -{ - __set_PSR(irq_state); -} - -/*@} end of IRQ Functions */ - -/** - \brief System Reset - \details Initiates a system reset request to reset the MCU. - */ -__STATIC_INLINE void csi_system_reset(void) -{ - CHR_Type chr; - - chr.w = __get_CHR(); -#ifdef __RESET_CONST - chr.b.SRST_VAL = __RESET_CONST; -#else - chr.b.SRST_VAL = 0xABCD; -#endif - - __DSB(); /* Ensure all outstanding memory accesses included - buffered write are completed before reset */ - __set_CHR(chr.w); - - __DSB(); /* Ensure completion of memory access */ - - for(;;) /* wait until reset */ - { - __NOP(); - } -} - -/* ################################## Old Interfaces ############################################ */ - -/* These interfaces are deprecated */ -#define NVIC_EnableIRQ(IRQn) csi_vic_enable_irq(IRQn) -#define NVIC_DisableIRQ(IRQn) csi_vic_disable_irq(IRQn) -#define NVIC_GetPendingIRQ(IRQn) csi_vic_get_pending_irq(IRQn) -#define NVIC_SetPendingIRQ(IRQn) csi_vic_set_pending_irq(IRQn) -#define NVIC_ClearPendingIRQ(IRQn) csi_vic_clear_pending_irq(IRQn) -#define NVIC_GetWakeupIRQ(IRQn) csi_vic_get_wakeup_irq(IRQn) -#define NVIC_SetWakeupIRQ(IRQn) csi_vic_set_wakeup_irq(IRQn) -#define NVIC_ClearWakeupIRQ(IRQn) csi_vic_clear_wakeup_irq(IRQn) -#define NVIC_GetActive(IRQn) csi_vic_get_active(IRQn) -#define NVIC_SetThreshold(VectThreshold, PrioThreshold) csi_vic_set_threshold(VectThreshold, PrioThreshold) -#define NVIC_SetPriority(IRQn, priority) csi_vic_set_prio(IRQn, priority) -#define NVIC_GetPriority(IRQn) csi_vic_get_prio(IRQn) -#define NVIC_SystemReset() csi_system_reset() - -#define SysTick_Config(ticks) csi_coret_config(ticks, CORET_IRQn) -#define CORET_Config(ticks) csi_coret_config(ticks, CORET_IRQn) - -#define SCB_EnableICache() csi_icache_enable() -#define SCB_DisableICache() csi_icache_disable() -#define SCB_InvalidateICache() csi_icache_invalid() -#define SCB_EnableDCache() csi_dcache_enable() -#define SCB_DisableDCache() csi_dcache_disable() -#define SCB_InvalidateDCache() csi_dcache_invalid() -#define SCB_CleanDCache() csi_dcache_clean() -#define SCB_CleanInvalidateDCache() csi_dcache_clean_invalid() -#define SCB_InvalidateDCache_by_Addr(addr, dsize) csi_dcache_invalid_range(addr, dsize) -#define SCB_CleanDCache_by_Addr(addr, dsize) csi_dcache_clean_range(addr, dsize) -#define SCB_CleanInvalidateDCache_by_Addr(addr, dsize) csi_dcache_clean_invalid_range(addr, dsize) -#define SCB_Cacheable_Range(index, baseAddr, size, enable) csi_cache_set_range(index, baseAddr, size, enable) -#define SCB_EnableCacheProfile() csi_cache_enable_profile() -#define SCB_DisableCacheProfile() csi_cache_disable_profile() -#define SCB_ResetCacheProfile() csi_cache_reset_profile() -#define SCB_CacheAccessTime() csi_cache_get_access_time() -#define SCB_CacheMissTime() csi_cache_get_miss_time() -#define SCB_EnableCache() csi_icache_enable();csi_dcache_enable() -#define SCB_DisableCache() csi_icache_disable();csi_dcache_disable() -#define SCB_InvalidateCache() csi_icache_invalid();csi_dcache_invalid() -#define SCB_CleanCache() csi_dcache_clean() -#define SCB_CleanInvalidateCache() csi_icache_invalid();csi_dcache_clean();csi_dcache_invalid() -#define SCB_InvalidateCache_by_Addr(addr, dsize) csi_dcache_invalid_range(addr, dsize);csi_icache_invalid() -#define SCB_CleanCache_by_Addr(addr, dsize) csi_dcache_clean_range(addr, dsize) -#define SCB_CleanInvalidateCache_by_Addr(addr, dsize) csi_dcache_clean_invalid_range(addr, dsize) - -#ifdef __cplusplus -} -#endif - -#endif /* __CORE_805_H_DEPENDANT */ - -#endif /* __CSI_GENERIC */ diff --git a/tests/validation_xt800/board/smartl/csi_core_include/csi_core.h b/tests/validation_xt800/board/smartl/csi_core_include/csi_core.h deleted file mode 100644 index d8e95b8c..00000000 --- a/tests/validation_xt800/board/smartl/csi_core_include/csi_core.h +++ /dev/null @@ -1,54 +0,0 @@ -/* - * Copyright (C) 2017-2019 Alibaba Group Holding Limited - */ - - -/****************************************************************************** - * @file csi_core.h - * @brief CSI Core Layer Header File - * @version V1.0 - * @date 02. June 2017 - ******************************************************************************/ - -#ifndef _CORE_H_ -#define _CORE_H_ - -#include - -#if defined(__CK801__) || defined(__E801__) -#include -#elif defined(__CK802__) || defined(__E802__) || defined(__E802T__) || defined(__S802__) || defined(__S802T__) -#include -#elif defined(__CK804__) || defined(__E804D__) || defined(__E804DT__) || defined(__E804F__) || defined(__E804FT__) || defined (__E804DF__) || defined(__E804DFT__) -#include -#elif defined(__CK803__) || defined(__E803__) || defined(__E803T__) || defined(__S803__) || defined(__S803T__) -#include -#elif defined(__CK805__) || defined(__I805__) || defined(__I805F__) -#include -#elif defined(__CK610__) -#include -#elif defined(__CK810__) || defined(__C810__) || defined(__C810T__) || defined(__C810V__) || defined(__C810VT__) -#include -#elif defined(__CK807__) || defined(__C807__) || defined(__C807F__) || defined(__C807FV__) || defined(__R807__) -#include -#elif defined(__riscv) && defined(CONFIG_CSKY_CORETIM) -#include -#elif defined(__riscv) -#include -#endif - -#ifdef __riscv -#include -#else -#include -#endif - -#ifdef __cplusplus -extern "C" { -#endif - -#ifdef __cplusplus -} -#endif - -#endif /* _CORE_H_ */ diff --git a/tests/validation_xt800/board/smartl/csi_core_include/csi_gcc.h b/tests/validation_xt800/board/smartl/csi_core_include/csi_gcc.h deleted file mode 100644 index d40a6d39..00000000 --- a/tests/validation_xt800/board/smartl/csi_core_include/csi_gcc.h +++ /dev/null @@ -1,3255 +0,0 @@ -/* - * Copyright (C) 2017-2019 Alibaba Group Holding Limited - */ - - -/****************************************************************************** - * @file csi_gcc.h - * @brief CSI Header File for GCC. - * @version V1.0 - * @date 02. June 2017 - ******************************************************************************/ - -#ifndef _CSI_GCC_H_ -#define _CSI_GCC_H_ - -#include -#include - -#ifndef __ASM -#define __ASM __asm /*!< asm keyword for GNU Compiler */ -#endif - -#ifndef __INLINE -#define __INLINE inline /*!< inline keyword for GNU Compiler */ -#endif - -#ifndef __ALWAYS_STATIC_INLINE -#define __ALWAYS_STATIC_INLINE __attribute__((always_inline)) static inline -#endif - -#ifndef __STATIC_INLINE -#define __STATIC_INLINE static inline -#endif - -/* ########################### Core Function Access ########################### */ -/** \ingroup CSI_Core_FunctionInterface - \defgroup CSI_Core_RegAccFunctions CSI Core Register Access Functions - @{ - */ -/** - \brief Enable IRQ Interrupts - \details Enables IRQ interrupts by setting the IE-bit in the PSR. - Can only be executed in Privileged modes. - */ -__ALWAYS_STATIC_INLINE void __enable_irq(void) -{ - __ASM volatile("psrset ie"); -} - - - -/** - \brief Disable IRQ Interrupts - \details Disables IRQ interrupts by clearing the IE-bit in the PSR. - Can only be executed in Privileged modes. - */ -__ALWAYS_STATIC_INLINE void __disable_irq(void) -{ - __ASM volatile("psrclr ie"); -} - -/** - \brief Get PSR - \details Returns the content of the PSR Register. - \return PSR Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_PSR(void) -{ - uint32_t result; - - __ASM volatile("mfcr %0, psr" : "=r"(result)); - return (result); -} - -/** - \brief Set PSR - \details Writes the given value to the PSR Register. - \param [in] psr PSR Register value to set - */ -__ALWAYS_STATIC_INLINE void __set_PSR(uint32_t psr) -{ - __ASM volatile("mtcr %0, psr" : : "r"(psr)); -} - -/** - \brief Get SP - \details Returns the content of the SP Register. - \return SP Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_SP(void) -{ - uint32_t result; - - __ASM volatile("mov %0, sp" : "=r"(result)); - return (result); -} - -/** - \brief Set SP - \details Writes the given value to the SP Register. - \param [in] sp SP Register value to set - */ -__ALWAYS_STATIC_INLINE void __set_SP(uint32_t sp) -{ - __ASM volatile("mov sp, %0" : : "r"(sp): "sp"); -} - -/** - \brief Get Int SP - \details Returns the content of the Int SP Register. - \return Int SP Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_Int_SP(void) -{ - uint32_t result; - - __ASM volatile("mfcr %0, cr<15, 1>" : "=r"(result)); - return (result); -} - -/** - \brief Set Int SP - \details Writes the given value to the Int SP Register. - \param [in] sp Int SP Register value to set - */ -__ALWAYS_STATIC_INLINE void __set_Int_SP(uint32_t sp) -{ - __ASM volatile("mtcr %0, cr<15, 1>" : : "r"(sp)); -} - -/** - \brief Get VBR Register - \details Returns the content of the VBR Register. - \return VBR Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_VBR(void) -{ - uint32_t result; - - __ASM volatile("mfcr %0, vbr" : "=r"(result)); - return (result); -} - -/** - \brief Set VBR - \details Writes the given value to the VBR Register. - \param [in] vbr VBR Register value to set - */ -__ALWAYS_STATIC_INLINE void __set_VBR(uint32_t vbr) -{ - __ASM volatile("mtcr %0, vbr" : : "r"(vbr)); -} - -/** - \brief Get EPC Register - \details Returns the content of the EPC Register. - \return EPC Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_EPC(void) -{ - uint32_t result; - - __ASM volatile("mfcr %0, epc" : "=r"(result)); - return (result); -} - -/** - \brief Set EPC - \details Writes the given value to the EPC Register. - \param [in] epc EPC Register value to set - */ -__ALWAYS_STATIC_INLINE void __set_EPC(uint32_t epc) -{ - __ASM volatile("mtcr %0, epc" : : "r"(epc)); -} - -/** - \brief Get EPSR - \details Returns the content of the EPSR Register. - \return EPSR Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_EPSR(void) -{ - uint32_t result; - - __ASM volatile("mfcr %0, epsr" : "=r"(result)); - return (result); -} - -/** - \brief Set EPSR - \details Writes the given value to the EPSR Register. - \param [in] epsr EPSR Register value to set - */ -__ALWAYS_STATIC_INLINE void __set_EPSR(uint32_t epsr) -{ - __ASM volatile("mtcr %0, epsr" : : "r"(epsr)); -} - -/** - \brief Get CPUID Register - \details Returns the content of the CPUID Register. - \return CPUID Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_CPUID(void) -{ - uint32_t result; - -#ifdef __CK610 - __ASM volatile("mfcr %0, cr13" : "=r"(result)); -#else - __ASM volatile("mfcr %0, cr<13, 0>" : "=r"(result)); -#endif - return (result); -} - -/** - \brief Get CCR - \details Returns the current value of the CCR. - \return CCR Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_CCR(void) -{ - register uint32_t result; - -#ifdef __CK610 - __ASM volatile("mfcr %0, cr18\n" : "=r"(result)); -#else - __ASM volatile("mfcr %0, cr<18, 0>\n" : "=r"(result)); -#endif - return (result); -} - - -/** - \brief Set CCR - \details Assigns the given value to the CCR. - \param [in] ccr CCR value to set - */ -__ALWAYS_STATIC_INLINE void __set_CCR(uint32_t ccr) -{ -#ifdef __CK610 - __ASM volatile("mtcr %0, cr18\n" : : "r"(ccr)); -#else - __ASM volatile("mtcr %0, cr<18, 0>\n" : : "r"(ccr)); -#endif -} - -/** - \brief Get CCR2 - \details Returns the current value of the CCR2. - \return CCR2 Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_CCR2(void) -{ - register uint32_t result; - - __ASM volatile("mfcr %0, cr<31, 0>\n" : "=r"(result)); - return (result); -} - -/** - \brief Set CCR2 - \details Assigns the given value to the CCR2. - \param [in] ccr2 CCR2 value to set - */ -__ALWAYS_STATIC_INLINE void __set_CCR2(uint32_t ccr2) -{ - __ASM volatile("mtcr %0, cr<31, 0>\n" : : "r"(ccr2)); -} - -/** - \brief Get DCSR - \details Returns the content of the DCSR Register. - \return DCSR Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_DCSR(void) -{ - uint32_t result; -#ifdef __CK610 - __ASM volatile("mfcr %0, cr14" : "=r"(result)); -#else - __ASM volatile("mfcr %0, cr<14, 0>" : "=r"(result)); -#endif - return (result); -} - - -/** - \brief Set DCSR - \details Writes the given value to the DCSR Register. - \param [in] dcsr DCSR Register value to set - */ -__ALWAYS_STATIC_INLINE void __set_DCSR(uint32_t dcsr) -{ -#ifdef __CK610 - __ASM volatile("mtcr %0, cr14" : : "r"(dcsr)); -#else - __ASM volatile("mtcr %0, cr<14, 0>" : : "r"(dcsr)); -#endif -} - - -/** - \brief Get CFR - \details Returns the content of the CFR Register. - \return CFR Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_CFR(void) -{ - uint32_t result; -#ifdef __CK610 - __ASM volatile("mfcr %0, cr17" : "=r"(result)); -#else - __ASM volatile("mfcr %0, cr<17, 0>" : "=r"(result)); -#endif - - return (result); -} - - -/** - \brief Set CFR - \details Writes the given value to the CFR Register. - \param [in] cfr CFR Register value to set - */ -__ALWAYS_STATIC_INLINE void __set_CFR(uint32_t cfr) -{ -#ifdef __CK610 - __ASM volatile("mtcr %0, cr17" : : "r"(cfr)); -#else - __ASM volatile("mtcr %0, cr<17, 0>" : : "r"(cfr)); -#endif -} - - -/** - \brief Get CIR - \details Returns the content of the CIR Register. - \return CIR Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_CIR(void) -{ - uint32_t result; -#ifdef __CK610 - __ASM volatile("mfcr %0, cr22" : "=r"(result)); -#else - __ASM volatile("mfcr %0, cr<22, 0>" : "=r"(result)); -#endif - return (result); -} - - -/** - \brief Set CIR - \details Writes the given value to the CIR Register. - \param [in] cir CIR Register value to set - */ -__ALWAYS_STATIC_INLINE void __set_CIR(uint32_t cir) -{ -#ifdef __CK610 - __ASM volatile("mtcr %0, cr22" : : "r"(cir)); -#else - __ASM volatile("mtcr %0, cr<22, 0>" : : "r"(cir)); -#endif -} - -/** - \brief Get ERRLC - \details Returns the current value of the ERRLC. - \return ERRLC Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_ERRLC(void) -{ - register uint32_t result; - - __ASM volatile("mfcr %0, cr<6, 1>\n" : "=r"(result)); - return (result); -} - -/** - \brief Set ERRLC - \details Assigns the given value to the ERRLC. - \param [in] errlc ERRLC value to set - */ -__ALWAYS_STATIC_INLINE void __set_ERRLC(uint32_t errlc) -{ - __ASM volatile("mtcr %0, cr<6, 1>\n" : : "r"(errlc)); -} - -/** - \brief Get ERRADDR - \details Returns the current value of the ERRADDR. - \return ERRADDR Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_ERRADDR(void) -{ - register uint32_t result; - - __ASM volatile("mfcr %0, cr<7, 1>\n" : "=r"(result)); - return (result); -} - -/** - \brief Set ERRADDR - \details Assigns the given value to the ERRADDR. - \param [in] erraddr ERRADDR value to set - */ -__ALWAYS_STATIC_INLINE void __set_ERRADDR(uint32_t erraddr) -{ - __ASM volatile("mtcr %0, cr<7, 1>\n" : : "r"(erraddr)); -} - -/** - \brief Get ERRSTS - \details Returns the current value of the ERRSTS. - \return ERRSTS Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_ERRSTS(void) -{ - register uint32_t result; - - __ASM volatile("mfcr %0, cr<8, 1>\n" : "=r"(result)); - return (result); -} - -/** - \brief Set ERRSTS - \details Assigns the given value to the ERRSTS. - \param [in] errsts ERRSTS value to set - */ -__ALWAYS_STATIC_INLINE void __set_ERRSTS(uint32_t errsts) -{ - __ASM volatile("mtcr %0, cr<8, 1>\n" : : "r"(errsts)); -} - -/** - \brief Get ERRINJCR - \details Returns the current value of the ERRINJCR. - \return ERRINJCR Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_ERRINJCR(void) -{ - register uint32_t result; - - __ASM volatile("mfcr %0, cr<9, 1>\n" : "=r"(result)); - return (result); -} - -/** - \brief Set ERRINJCR - \details Assigns the given value to the ERRINJCR. - \param [in] errinjcr ERRINJCR value to set - */ -__ALWAYS_STATIC_INLINE void __set_ERRINJCR(uint32_t errinjcr) -{ - __ASM volatile("mtcr %0, cr<9, 1>\n" : : "r"(errinjcr)); -} - -/** - \brief Get ERRINJCNT - \details Returns the current value of the ERRINJCNT. - \return ERRINJCNT Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_ERRINJCNT(void) -{ - register uint32_t result; - - __ASM volatile("mfcr %0, cr<10, 1>\n" : "=r"(result)); - return (result); -} - -/** - \brief Set ERRINJCNT - \details Assigns the given value to the ERRINJCNT. - \param [in] errinjcnt ERRINJCNT value to set - */ -__ALWAYS_STATIC_INLINE void __set_ERRINJCNT(uint32_t errinjcnt) -{ - __ASM volatile("mtcr %0, cr<10, 1>\n" : : "r"(errinjcnt)); -} - -/** - \brief Get ITCMCR - \details Returns the content of the ITCMCR Register. - \return ITCMCR Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_ITCMCR(void) -{ - uint32_t result; - __ASM volatile("mfcr %0, cr<22, 1>" : "=r"(result)); - return (result); -} - -/** - \brief Set ITCMCR - \details Writes the given value to the ITCMCR Register. - \param [in] itcmcr ITCMCR Register value to set - */ -__ALWAYS_STATIC_INLINE void __set_ITCMCR(uint32_t itcmcr) -{ - __ASM volatile("mtcr %0, cr<22, 1>" : : "r"(itcmcr)); -} - -/** - \brief Get DTCMCR - \details Returns the content of the DTCMCR Register. - \return DTCMCR Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_DTCMCR(void) -{ - uint32_t result; - __ASM volatile("mfcr %0, cr<23, 1>" : "=r"(result)); - return (result); -} - -/** - \brief Set DTCMCR - \details Writes the given value to the DTCMCR Register. - \param [in] dtcmcr DTCMCR Register value to set - */ -__ALWAYS_STATIC_INLINE void __set_DTCMCR(uint32_t dtcmcr) -{ - __ASM volatile("mtcr %0, cr<23, 1>" : : "r"(dtcmcr)); -} - -/** - \brief Get CINDEX - \details Returns the current value of the CINDEX. - \return CINDEX Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_CINDEX(void) -{ - register uint32_t result; - - __ASM volatile("mfcr %0, cr<26, 1>\n" : "=r"(result)); - return (result); -} - -/** - \brief Set CINDEX - \details Assigns the given value to the CINDEX. - \param [in] cindex CINDEX value to set - */ -__ALWAYS_STATIC_INLINE void __set_CINDEX(uint32_t cindex) -{ - __ASM volatile("mtcr %0, cr<26, 1>\n" : : "r"(cindex)); -} - -/** - \brief Get CDATAx - \details Returns the current value of the CDATAx. - \return CDATAx Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_CDATA0(void) -{ - register uint32_t result; - - __ASM volatile("mfcr %0, cr<27, 1>\n" : "=r"(result)); - return (result); -} - -__ALWAYS_STATIC_INLINE uint32_t __get_CDATA1(void) -{ - register uint32_t result; - - __ASM volatile("mfcr %0, cr<28, 1>\n" : "=r"(result)); - return (result); -} - -__ALWAYS_STATIC_INLINE uint32_t __get_CDATA2(void) -{ - register uint32_t result; - - __ASM volatile("mfcr %0, cr<29, 1>\n" : "=r"(result)); - return (result); -} - -/** - \brief Set CDATAx - \details Assigns the given value to the CDATAx. - \param [in] cdata CDATAx value to set - */ -__ALWAYS_STATIC_INLINE void __set_CDATA0(uint32_t cdata) -{ - __ASM volatile("mtcr %0, cr<27, 1>\n" : : "r"(cdata)); -} - -__ALWAYS_STATIC_INLINE void __set_CDATA1(uint32_t cdata) -{ - __ASM volatile("mtcr %0, cr<28, 1>\n" : : "r"(cdata)); -} - -__ALWAYS_STATIC_INLINE void __set_CDATA2(uint32_t cdata) -{ - __ASM volatile("mtcr %0, cr<29, 1>\n" : : "r"(cdata)); -} - -/** - \brief Get CINS - \details Returns the current value of the CINS. - \return CINS Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_CINS(void) -{ - register uint32_t result; - - __ASM volatile("mfcr %0, cr<31, 1>\n" : "=r"(result)); - return (result); -} - -/** - \brief Set CINS - \details Assigns the given value to the CINS. - \param [in] cins CINS value to set - */ -__ALWAYS_STATIC_INLINE void __set_CINS(uint32_t cins) -{ - __ASM volatile("mtcr %0, cr<31, 1>\n" : : "r"(cins)); -} - -/** - \brief Get CAPR - \details Returns the current value of the CAPR. - \return CAPR Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_CAPR(void) -{ - register uint32_t result; - -#ifdef __CK610 - __ASM volatile("mfcr %0, cr19\n" : "=r"(result)); -#else - __ASM volatile("mfcr %0, cr<19, 0>\n" : "=r"(result)); -#endif - return (result); -} - -/** - \brief Set CAPR - \details Assigns the given value to the CAPR. - \param [in] capr CAPR value to set - */ -__ALWAYS_STATIC_INLINE void __set_CAPR(uint32_t capr) -{ -#ifdef __CK610 - __ASM volatile("mtcr %0, cr19\n" : : "r"(capr)); -#else - __ASM volatile("mtcr %0, cr<19, 0>\n" : : "r"(capr)); -#endif -} - -/** - \brief Get CAPR1 - \details Returns the current value of the CAPR1. - \return CAPR1 Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_CAPR1(void) -{ - register uint32_t result; - - __ASM volatile("mfcr %0, cr<16, 0>\n" : "=r"(result)); - return (result); -} - -/** - \brief Set CAPR1 - \details Assigns the given value to the CAPR1. - \param [in] capr1 CAPR1 value to set - */ -__ALWAYS_STATIC_INLINE void __set_CAPR1(uint32_t capr1) -{ - __ASM volatile("mtcr %0, cr<16, 0>\n" : : "r"(capr1)); -} - -/** - \brief Set PACR - \details Assigns the given value to the PACR. - - \param [in] pacr PACR value to set - */ -__ALWAYS_STATIC_INLINE void __set_PACR(uint32_t pacr) -{ -#ifdef __CK610 - __ASM volatile("mtcr %0, cr20\n" : : "r"(pacr)); -#else - __ASM volatile("mtcr %0, cr<20, 0>\n" : : "r"(pacr)); -#endif -} - - -/** - \brief Get PACR - \details Returns the current value of PACR. - \return PACR value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_PACR(void) -{ - uint32_t result; - -#ifdef __CK610 - __ASM volatile("mfcr %0, cr20" : "=r"(result)); -#else - __ASM volatile("mfcr %0, cr<20, 0>" : "=r"(result)); -#endif - return (result); -} - -/** - \brief Set PRSR - \details Assigns the given value to the PRSR. - - \param [in] prsr PRSR value to set - */ -__ALWAYS_STATIC_INLINE void __set_PRSR(uint32_t prsr) -{ -#ifdef __CK610 - __ASM volatile("mtcr %0, cr21\n" : : "r"(prsr)); -#else - __ASM volatile("mtcr %0, cr<21, 0>\n" : : "r"(prsr)); -#endif -} - -/** - \brief Get PRSR - \details Returns the current value of PRSR. - \return PRSR value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_PRSR(void) -{ - uint32_t result; - -#ifdef __CK610 - __ASM volatile("mfcr %0, cr21" : "=r"(result)); -#else - __ASM volatile("mfcr %0, cr<21, 0>" : "=r"(result)); -#endif - return (result); -} - -/** - \brief Set ATTR0 - \details Assigns the given value to the ATTR0. - - \param [in] attr0 ATTR0 value to set - */ -__ALWAYS_STATIC_INLINE void __set_ATTR0(uint32_t attr0) -{ - __ASM volatile("mtcr %0, cr<26, 0>\n" : : "r"(attr0)); -} - -/** - \brief Get ATTR0 - \details Returns the current value of ATTR0. - \return ATTR0 value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_ATTR0(void) -{ - uint32_t result; - - __ASM volatile("mfcr %0, cr<26, 0>" : "=r"(result)); - - return (result); -} - -/** - \brief Set ATTR1 - \details Assigns the given value to the ATTR1. - - \param [in] attr0 ATTR1 value to set - */ -__ALWAYS_STATIC_INLINE void __set_ATTR1(uint32_t attr1) -{ - __ASM volatile("mtcr %0, cr<27, 0>\n" : : "r"(attr1)); -} - -/** - \brief Get ATTR1 - \details Returns the current value of ATTR1. - \return ATTR1 value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_ATTR1(void) -{ - uint32_t result; - - __ASM volatile("mfcr %0, cr<27, 0>" : "=r"(result)); - - return (result); -} - -/** - \brief Get user sp - \details Returns the current value of user r14. - \return UR14 value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_UR14(void) -{ - uint32_t result; - -#ifdef __CK610 - __ASM volatile("mov %0, sp" : "=r"(result)); -#else - __ASM volatile("mfcr %0, cr<14, 1>" : "=r"(result)); -#endif - return (result); -} - -/** - \brief Set UR14 - \details Assigns the given value to the UR14. - \param [in] ur14 UR14 value to set - */ -__ALWAYS_STATIC_INLINE void __set_UR14(uint32_t ur14) -{ -#ifdef __CK610 - __ASM volatile("mov sp, %0" : "=r"(ur14)); -#else - __ASM volatile("mtcr %0, cr<14, 1>\n" : : "r"(ur14)); -#endif -} - -/** - \brief Get CHR Register - \details Returns the content of the CHR Register. - \return CHR Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_CHR(void) -{ - uint32_t result; - - __ASM volatile("mfcr %0, cr<31, 0>\n" :"=r"(result)); - return (result); -} - -/** - \brief Set CHR - \details Assigns the given value to the CHR. - \param [in] chr CHR value to set - */ -__ALWAYS_STATIC_INLINE void __set_CHR(uint32_t chr) -{ - __ASM volatile("mtcr %0, cr<31, 0>\n" : : "r"(chr)); -} - -/** - \brief Get HINT - \details Returns the content of the HINT Register. - \return HINT Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_HINT(void) -{ - uint32_t result; -#ifdef __CK610 - __ASM volatile("mfcr %0, cr<30, 0>" : "=r"(result)); -#else - __ASM volatile("mfcr %0, cr<31, 0>" : "=r"(result)); -#endif - return (result); -} - -/** - \brief Set HINT - \details Writes the given value to the HINT Register. - \param [in] hint HINT Register value to set - */ -__ALWAYS_STATIC_INLINE void __set_HINT(uint32_t hint) -{ -#ifdef __CK610 - __ASM volatile("mtcr %0, cr<30, 0>" : "=r"(hint)); -#else - __ASM volatile("mtcr %0, cr<31, 0>" : : "r"(hint)); -#endif -} - -/** - \brief Get MIR - \details Returns the content of the MIR Register. - \return MIR Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_MIR(void) -{ - uint32_t result; -#ifdef __CK610 - __ASM volatile("cpseti 15"); - __ASM volatile("cprcr %0, cpcr0" : "=r"(result)); -#else - __ASM volatile("mfcr %0, cr<0, 15>" : "=r"(result)); -#endif - return (result); -} - -/** - \brief Set MIR - \details Writes the given value to the MIR Register. - \param [in] mir MIR Register value to set - */ -__ALWAYS_STATIC_INLINE void __set_MIR(uint32_t mir) -{ -#ifdef __CK610 - __ASM volatile("cpseti 15"); - __ASM volatile("cpwcr %0, cpcr0" : : "b"(mir)); -#else - __ASM volatile("mtcr %0, cr<0, 15>" : : "r"(mir)); -#endif -} - - -/** - \brief Get MEL0 - \details Returns the content of the MEL0 Register. - \return MEL0 Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_MEL0(void) -{ - uint32_t result; -#ifdef __CK610 - __ASM volatile("cpseti 15"); - __ASM volatile("cprcr %0, cpcr2" : "=r"(result)); -#else - __ASM volatile("mfcr %0, cr<2, 15>" : "=r"(result)); -#endif - return (result); -} - -/** - \brief Set MEL0 - \details Writes the given value to the MEL0 Register. - \param [in] mel0 MEL0 Register value to set - */ -__ALWAYS_STATIC_INLINE void __set_MEL0(uint32_t mel0) -{ -#ifdef __CK610 - __ASM volatile("cpseti 15"); - __ASM volatile("cpwcr %0, cpcr2" : : "b"(mel0)); -#else - __ASM volatile("mtcr %0, cr<2, 15>" : : "r"(mel0)); -#endif -} - - -/** - \brief Get MEL1 - \details Returns the content of the MEL1 Register. - \return MEL1 Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_MEL1(void) -{ - uint32_t result; -#ifdef __CK610 - __ASM volatile("cpseti 15"); - __ASM volatile("cprcr %0, cpcr3" : "=r"(result)); -#else - __ASM volatile("mfcr %0, cr<3, 15>" : "=r"(result)); -#endif - return (result); -} - -/** - \brief Set MEL1 - \details Writes the given value to the MEL1 Register. - \param [in] mel1 MEL1 Register value to set - */ -__ALWAYS_STATIC_INLINE void __set_MEL1(uint32_t mel1) -{ -#ifdef __CK610 - __ASM volatile("cpseti 15"); - __ASM volatile("cpwcr %0, cpcr3" : : "b"(mel1)); -#else - __ASM volatile("mtcr %0, cr<3, 15>" : : "r"(mel1)); -#endif -} - - -/** - \brief Get MEH - \details Returns the content of the MEH Register. - \return MEH Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_MEH(void) -{ - uint32_t result; -#ifdef __CK610 - __ASM volatile("cpseti 15"); - __ASM volatile("cprcr %0, cpcr4" : "=r"(result)); -#else - __ASM volatile("mfcr %0, cr<4, 15>" : "=r"(result)); -#endif - return (result); -} - -/** - \brief Set MEH - \details Writes the given value to the MEH Register. - \param [in] meh MEH Register value to set - */ -__ALWAYS_STATIC_INLINE void __set_MEH(uint32_t meh) -{ -#ifdef __CK610 - __ASM volatile("cpseti 15"); - __ASM volatile("cpwcr %0, cpcr4" : : "b"(meh)); -#else - __ASM volatile("mtcr %0, cr<4, 15>" : : "r"(meh)); -#endif -} - - -/** - \brief Get MPR - \details Returns the content of the MPR Register. - \return MPR Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_MPR(void) -{ - uint32_t result; -#ifdef __CK610 - __ASM volatile("cpseti 15"); - __ASM volatile("cprcr %0, cpcr6" : "=r"(result)); -#else - __ASM volatile("mfcr %0, cr<6, 15>" : "=r"(result)); -#endif - return (result); -} - -/** - \brief Set MPR - \details Writes the given value to the MPR Register. - \param [in] mpr MPR Register value to set - */ -__ALWAYS_STATIC_INLINE void __set_MPR(uint32_t mpr) -{ -#ifdef __CK610 - __ASM volatile("cpseti 15"); - __ASM volatile("cpwcr %0, cpcr6" : : "b"(mpr)); -#else - __ASM volatile("mtcr %0, cr<6, 15>" : : "r"(mpr)); -#endif -} - - -/** - \brief Get MCIR - \details Returns the content of the MCIR Register. - \return MCIR Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_MCIR(void) -{ - uint32_t result; -#ifdef __CK610 - __ASM volatile("cpseti 15"); - __ASM volatile("cprcr %0, cpcr8" : "=r"(result)); -#else - __ASM volatile("mfcr %0, cr<8, 15>" : "=r"(result)); -#endif - return (result); -} - -/** - \brief Set MCIR - \details Writes the given value to the MCIR Register. - \param [in] mcir MCIR Register value to set - */ -__ALWAYS_STATIC_INLINE void __set_MCIR(uint32_t mcir) -{ -#ifdef __CK610 - __ASM volatile("cpseti 15"); - __ASM volatile("cpwcr %0, cpcr8" : : "b"(mcir)); -#else - __ASM volatile("mtcr %0, cr<8, 15>" : : "r"(mcir)); -#endif -} - - -/** - \brief Get MPGD - \details Returns the content of the MPGD Register. - \return MPGD Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_MPGD(void) -{ - uint32_t result; -#ifdef __CK610 - __ASM volatile("cpseti 15"); - __ASM volatile("cprcr %0, cpcr29" : "=r"(result)); -#else - __ASM volatile("mfcr %0, cr<29, 15>" : "=r"(result)); -#endif - return (result); -} - -/** - \brief Set MPGD - \details Writes the given value to the MPGD Register. - \param [in] mpgd MPGD Register value to set - */ -__ALWAYS_STATIC_INLINE void __set_MPGD(uint32_t mpgd) -{ -#ifdef __CK610 - __ASM volatile("cpseti 15"); - __ASM volatile("cpwcr %0, cpcr29" : : "b"(mpgd)); -#else - __ASM volatile("mtcr %0, cr<29, 15>" : : "r"(mpgd)); -#endif -} - - -/** - \brief Get MSA0 - \details Returns the content of the MSA0 Register. - \return MSA0 Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_MSA0(void) -{ - uint32_t result; -#ifdef __CK610 - __ASM volatile("cpseti 15"); - __ASM volatile("cprcr %0, cpcr30" : "=r"(result)); -#else - __ASM volatile("mfcr %0, cr<30, 15>" : "=r"(result)); -#endif - return (result); -} - -/** - \brief Set MSA0 - \details Writes the given value to the MSA0 Register. - \param [in] msa0 MSA0 Register value to set - */ -__ALWAYS_STATIC_INLINE void __set_MSA0(uint32_t msa0) -{ -#ifdef __CK610 - __ASM volatile("cpseti 15"); - __ASM volatile("cpwcr %0, cpcr30" : : "b"(msa0)); -#else - __ASM volatile("mtcr %0, cr<30, 15>" : : "r"(msa0)); -#endif -} - - -/** - \brief Get MSA1 - \details Returns the content of the MSA1 Register. - \return MSA1 Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_MSA1(void) -{ - uint32_t result; - -#ifdef __CK610 - __ASM volatile("cpseti 15"); - __ASM volatile("cprcr %0, cpcr31" : "=r"(result)); -#else - __ASM volatile("mfcr %0, cr<31, 15>" : "=r"(result)); -#endif - return (result); -} - -/** - \brief Set MSA1 - \details Writes the given value to the MSA1 Register. - \param [in] msa1 MSA1 Register value to set - */ -__ALWAYS_STATIC_INLINE void __set_MSA1(uint32_t msa1) -{ -#ifdef __CK610 - __ASM volatile("cpseti 15"); - __ASM volatile("cpwcr %0, cpcr31" : : "b"(msa1)); -#else - __ASM volatile("mtcr %0, cr<31, 15>" : : "r"(msa1)); -#endif -} - - -/** - \brief Enable interrupts and exceptions - \details Enables interrupts and exceptions by setting the IE-bit and EE-bit in the PSR. - Can only be executed in Privileged modes. - */ -__ALWAYS_STATIC_INLINE void __enable_excp_irq(void) -{ - __ASM volatile("psrset ee, ie"); -} - - -/** - \brief Disable interrupts and exceptions - \details Disables interrupts and exceptions by clearing the IE-bit and EE-bit in the PSR. - Can only be executed in Privileged modes. - */ -__ALWAYS_STATIC_INLINE void __disable_excp_irq(void) -{ - __ASM volatile("psrclr ee, ie"); -} - -/** - \brief Get GSR - \details Returns the content of the GSR Register. - \return GSR Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_GSR(void) -{ - uint32_t result; - -#ifdef __CK610 - __ASM volatile("mfcr %0, cr12" : "=r"(result)); -#else - __ASM volatile("mfcr %0, cr<12, 0>" : "=r"(result)); -#endif - return (result); -} - -/** - \brief Get GCR - \details Returns the content of the GCR Register. - \return GCR Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_GCR(void) -{ - uint32_t result; - -#ifdef __CK610 - __ASM volatile("mfcr %0, cr11" : "=r"(result)); -#else - __ASM volatile("mfcr %0, cr<11, 0>" : "=r"(result)); -#endif - return (result); -} - -/** - \brief Set GCR - \details Writes the given value to the GCR Register. - \param [in] gcr GCR Register value to set - */ -__ALWAYS_STATIC_INLINE void __set_GCR(uint32_t gcr) -{ -#ifdef __CK610 - __ASM volatile("mtcr %0, cr11" : : "r"(gcr)); -#else - __ASM volatile("mtcr %0, cr<11, 0>" : : "r"(gcr)); -#endif -} - -/** - \brief Get WSSR - \details Returns the content of the WSSR Register, must be accessed in TEE - \return WSSR Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_WSSR(void) -{ - uint32_t result; - - __ASM volatile("mfcr %0, cr<0, 3>" : "=r"(result)); - return (result); -} - -/** - \brief Get WRCR - \details Returns the content of the WRCR Register, must be accessed in TEE - \return WRCR Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_WRCR(void) -{ - uint32_t result; - - __ASM volatile("mfcr %0, cr<1, 3>" : "=r"(result)); - return (result); -} - -/** - \brief Set WRCR - \details Writes the given value to the WRCR Register, must be accessed in TEE - \param [in] wrcr WRCR Register value to set - */ -__ALWAYS_STATIC_INLINE void __set_WRCR(uint32_t wrcr) -{ - __ASM volatile("mtcr %0, cr<1, 3>" : : "r"(wrcr)); -} - -/** - \brief Get DCR - \details Returns the content of the DCR Register, must be accessed in TEE - \return DCR Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_DCR(void) -{ - uint32_t result; - - __ASM volatile("mfcr %0, cr<8, 3>" : "=r"(result)); - return (result); -} - -/** - \brief Set DCR - \details Writes the given value to the DCR Register, must be accessed in TEE - \param [in] dcr DCR Register value to set - */ -__ALWAYS_STATIC_INLINE void __set_DCR(uint32_t dcr) -{ - __ASM volatile("mtcr %0, cr<8, 3>" : : "r"(dcr)); -} - -/** - \brief Get PCR - \details Returns the content of the PCR Register, must be accessed in TEE - \return PCR Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_PCR(void) -{ - uint32_t result; - - __ASM volatile("mfcr %0, cr<9, 3>" : "=r"(result)); - return (result); -} - -/** - \brief Set PCR - \details Writes the given value to the PCR Register, must be accessed in TEE - \param [in] pcr PCR Register value to set - */ -__ALWAYS_STATIC_INLINE void __set_PCR(uint32_t pcr) -{ - __ASM volatile("mtcr %0, cr<9, 3>" : : "r"(pcr)); -} - -/** - \brief Get EBR - \details Returns the content of the EBR Register. - \return EBR Register value - */ -__ALWAYS_STATIC_INLINE uint32_t __get_EBR(void) -{ - uint32_t result; - - __ASM volatile("mfcr %0, cr<1, 1>" : "=r"(result)); - return (result); -} - -/** - \brief Set EBR - \details Writes the given value to the EBR Register. - \param [in] ebr EBR Register value to set - */ -__ALWAYS_STATIC_INLINE void __set_EBR(uint32_t ebr) -{ - __ASM volatile("mtcr %0, cr<1, 1>" : : "r"(ebr)); -} - -/*@} end of CSI_Core_RegAccFunctions */ - -/* ########################## Core Instruction Access ######################### */ -/** \defgroup CSI_Core_InstructionInterface CSI Core Instruction Interface - Access to dedicated instructions - @{ -*/ - -#define __CSI_GCC_OUT_REG(r) "=r" (r) -#define __CSI_GCC_USE_REG(r) "r" (r) - -/** - \brief No Operation - \details No Operation does nothing. This instruction can be used for code alignment purposes. - */ -__ALWAYS_STATIC_INLINE void __NOP(void) -{ - __ASM volatile("nop"); -} - - -/** - \brief Wait For Interrupt - \details Wait For Interrupt is a hint instruction that suspends execution until one of a number of events occurs. - */ -__ALWAYS_STATIC_INLINE void __WFI(void) -{ - __ASM volatile("wait"); -} - -/** - \brief Wait For Interrupt - \details Wait For Interrupt is a hint instruction that suspends execution until one interrupt occurs. - */ -__ALWAYS_STATIC_INLINE void __WAIT(void) -{ - __ASM volatile("wait"); -} - -/** - \brief Doze For Interrupt - \details Doze For Interrupt is a hint instruction that suspends execution until one interrupt occurs. - */ -__ALWAYS_STATIC_INLINE void __DOZE(void) -{ - __ASM volatile("doze"); -} - -/** - \brief Stop For Interrupt - \details Stop For Interrupt is a hint instruction that suspends execution until one interrupt occurs. - */ -__ALWAYS_STATIC_INLINE void __STOP(void) -{ - __ASM volatile("stop"); -} - -/** - \brief Instruction Synchronization Barrier - \details Instruction Synchronization Barrier flushes the pipeline in the processor, - so that all instructions following the ISB are fetched from cache or memory, - after the instruction has been completed. - */ -__ALWAYS_STATIC_INLINE void __ISB(void) -{ - __ASM volatile("sync"::: "memory"); -} - - -/** - \brief Data Synchronization Barrier - \details Acts as a special kind of Data Memory Barrier. - It completes when all explicit memory accesses before this instruction complete. - */ -__ALWAYS_STATIC_INLINE void __DSB(void) -{ - __ASM volatile("sync"::: "memory"); -} - - -/** - \brief Data Memory Barrier - \details Ensures the apparent order of the explicit memory operations before - and after the instruction, without ensuring their completion. - */ -__ALWAYS_STATIC_INLINE void __DMB(void) -{ - __ASM volatile("sync"::: "memory"); -} - -/** - \brief Search from the highest bit that the very first bit which's value is 1. - \param [in] value Value to bit search. - \return if the highest bit' value is 1, return 0, and if lowest bit's value is 1, return 31, otherwise return 32. - */ -#if !defined(__CK610) || !(__CK80X == 1) -__ALWAYS_STATIC_INLINE uint32_t __FF0(uint32_t value) -{ - uint32_t ret; - - __ASM volatile("ff0 %0, %1" : "=r"(ret) : "r"(value)); - return ret; -} -#endif - -/** - \brief Search from the highest bit that the very first bit which's value is 0. - \param [in] value Value to bit search. - \return if the highest bit' value is 0, return 0, and if lowest bit's value is 0, return 31, otherwise return 32. - */ -#if !(__CK80X == 1) -__ALWAYS_STATIC_INLINE uint32_t __FF1(uint32_t value) -{ - uint32_t ret; -#if !defined (__CK610) - __ASM volatile("ff1 %0, %1" : "=r"(ret) : "r"(value)); -#else - ret = value; - __ASM volatile("ff1 %0" : "=r"(ret):); -#endif - return ret; -} -#endif - -/** - \brief Reverse byte order (32 bit) - \details Reverses the byte order in integer value. - \param [in] value Value to reverse - \return Reversed value - */ -__ALWAYS_STATIC_INLINE uint32_t __REV(uint32_t value) -{ - return __builtin_bswap32(value); -} - - -/** - \brief Reverse byte order (16 bit) - \details Reverses the byte order in two unsigned short values. - \param [in] value Value to reverse - \return Reversed value - */ -__ALWAYS_STATIC_INLINE uint32_t __REV16(uint32_t value) -{ - uint32_t result; -#if (__CK80X >= 2) - __ASM volatile("revh %0, %1" : __CSI_GCC_OUT_REG(result) : __CSI_GCC_USE_REG(value)); -#else - result = ((value & 0xFF000000) >> 8) | ((value & 0x00FF0000) << 8) | - ((value & 0x0000FF00) >> 8) | ((value & 0x000000FF) << 8); -#endif - return (result); -} - - -/** - \brief Reverse byte order in signed short value - \details Reverses the byte order in a signed short value with sign extension to integer. - \param [in] value Value to reverse - \return Reversed value - */ -__ALWAYS_STATIC_INLINE int32_t __REVSH(int32_t value) -{ - return (short)(((value & 0xFF00) >> 8) | ((value & 0x00FF) << 8)); -} - - -/** - \brief Rotate Right in unsigned value (32 bit) - \details Rotate Right (immediate) provides the value of the contents of a register rotated by a variable number of bits. - \param [in] op1 Value to rotate - \param [in] op2 Number of Bits to rotate - \return Rotated value - */ -__ALWAYS_STATIC_INLINE uint32_t __ROR(uint32_t op1, uint32_t op2) -{ - return (op1 >> op2) | (op1 << (32U - op2)); -} - - -/** - \brief Breakpoint - \details Causes the processor to enter Debug state - Debug tools can use this to investigate system state when the instruction at a particular address is reached. - */ -__ALWAYS_STATIC_INLINE void __BKPT(void) -{ - __ASM volatile("bkpt"); -} - -/** - \brief Reverse bit order of value - \details Reverses the bit order of the given value. - \param [in] value Value to reverse - \return Reversed value - */ -__ALWAYS_STATIC_INLINE uint32_t __RBIT(uint32_t value) -{ - uint32_t result; - -#if (__CK80X >= 0x03U) - __ASM volatile("brev %0, %1" : "=r"(result) : "r"(value)); -#else - int32_t s = 4 /*sizeof(v)*/ * 8 - 1; /* extra shift needed at end */ - - result = value; /* r will be reversed bits of v; first get LSB of v */ - - for (value >>= 1U; value; value >>= 1U) { - result <<= 1U; - result |= value & 1U; - s--; - } - - result <<= s; /* shift when v's highest bits are zero */ -#endif - return (result); -} - - -/** - \brief Count leading zeros - \details Counts the number of leading zeros of a data value. - \param [in] value Value to count the leading zeros - \return number of leading zeros in value - */ -#define __CLZ __builtin_clz -/** - \details This function saturates a signed value. - \param [in] x Value to be saturated - \param [in] y Bit position to saturate to [1..32] - \return Saturated value. - */ -__ALWAYS_STATIC_INLINE int32_t __SSAT(int32_t x, uint32_t y) -{ - int32_t posMax, negMin; - uint32_t i; - - posMax = 1; - - for (i = 0; i < (y - 1); i++) { - posMax = posMax * 2; - } - - if (x > 0) { - posMax = (posMax - 1); - - if (x > posMax) { - x = posMax; - } - -// x &= (posMax * 2 + 1); - } else { - negMin = -posMax; - - if (x < negMin) { - x = negMin; - } - -// x &= (posMax * 2 - 1); - } - - return (x); -} - -/** - \brief Unsigned Saturate - \details Saturates an unsigned value. - \param [in] value Value to be saturated - \param [in] sat Bit position to saturate to (0..31) - \return Saturated value - */ -__ALWAYS_STATIC_INLINE uint32_t __USAT(uint32_t value, uint32_t sat) -{ - uint32_t result; - - if ((((0xFFFFFFFF >> sat) << sat) & value) != 0) { - result = 0xFFFFFFFF >> (32 - sat); - } else { - result = value; - } - - return (result); -} - -/** - \brief Unsigned Saturate for internal use - \details Saturates an unsigned value, should not call directly. - \param [in] value Value to be saturated - \param [in] sat Bit position to saturate to (0..31) - \return Saturated value - */ -__ALWAYS_STATIC_INLINE uint32_t __IUSAT(uint32_t value, uint32_t sat) -{ - uint32_t result; - - if (value & 0x80000000) { /* only overflow set bit-31 */ - result = 0; - } else if ((((0xFFFFFFFF >> sat) << sat) & value) != 0) { - result = 0xFFFFFFFF >> (32 - sat); - } else { - result = value; - } - - return (result); -} - -/** - \brief Rotate Right with Extend - \details This function moves each bit of a bitstring right by one bit. - The carry input is shifted in at the left end of the bitstring. - \note carry input will always 0. - \param [in] op1 Value to rotate - \return Rotated value - */ -__ALWAYS_STATIC_INLINE uint32_t __RRX(uint32_t op1) -{ -#if (__CK80X >= 2) - uint32_t res = 0; - __ASM volatile("bgeni t0, 31\n\t" - "lsri %0, 1\n\t" - "movt %1, t0\n\t" - "or %1, %1, %0\n\t" - : "=r"(op1), "=r"(res): "0"(op1), "1"(res): "t0"); - return res; -#else - uint32_t res = 0; - __ASM volatile("movi r7, 0\n\t" - "bseti r7, 31\n\t" - "lsri %0, 1\n\t" - "bf 1f\n\t" - "mov %1, r7\n\t" - "1:\n\t" - "or %1, %1, %0\n\t" - : "=r"(op1), "=r"(res): "0"(op1), "1"(res): "r7"); - return res; -#endif -} - -/** - \brief LDRT Unprivileged (8 bit) - \details Executes a Unprivileged LDRT instruction for 8 bit value. - \param [in] addr Pointer to location - \return value of type uint8_t at (*ptr) - */ -__ALWAYS_STATIC_INLINE uint8_t __LDRBT(volatile uint8_t *addr) -{ - uint32_t result; -//#warning "__LDRBT" - __ASM volatile("ldb %0, (%1, 0)" : "=r"(result) : "r"(addr)); - return ((uint8_t) result); /* Add explicit type cast here */ -} - - -/** - \brief LDRT Unprivileged (16 bit) - \details Executes a Unprivileged LDRT instruction for 16 bit values. - \param [in] addr Pointer to location - \return value of type uint16_t at (*ptr) - */ -__ALWAYS_STATIC_INLINE uint16_t __LDRHT(volatile uint16_t *addr) -{ - uint32_t result; - -//#warning "__LDRHT" - __ASM volatile("ldh %0, (%1, 0)" : "=r"(result) : "r"(addr)); - return ((uint16_t) result); /* Add explicit type cast here */ -} - - -/** - \brief LDRT Unprivileged (32 bit) - \details Executes a Unprivileged LDRT instruction for 32 bit values. - \param [in] addr Pointer to location - \return value of type uint32_t at (*ptr) - */ -__ALWAYS_STATIC_INLINE uint32_t __LDRT(volatile uint32_t *addr) -{ - uint32_t result; - -//#warning "__LDRT" - __ASM volatile("ldw %0, (%1, 0)" : "=r"(result) : "r"(addr)); - return (result); -} - - -/** - \brief STRT Unprivileged (8 bit) - \details Executes a Unprivileged STRT instruction for 8 bit values. - \param [in] value Value to store - \param [in] addr Pointer to location - */ -__ALWAYS_STATIC_INLINE void __STRBT(uint8_t value, volatile uint8_t *addr) -{ -//#warning "__STRBT" - __ASM volatile("stb %1, (%0, 0)" :: "r"(addr), "r"((uint32_t)value) : "memory"); -} - - -/** - \brief STRT Unprivileged (16 bit) - \details Executes a Unprivileged STRT instruction for 16 bit values. - \param [in] value Value to store - \param [in] addr Pointer to location - */ -__ALWAYS_STATIC_INLINE void __STRHT(uint16_t value, volatile uint16_t *addr) -{ -//#warning "__STRHT" - __ASM volatile("sth %1, (%0, 0)" :: "r"(addr), "r"((uint32_t)value) : "memory"); -} - - -/** - \brief STRT Unprivileged (32 bit) - \details Executes a Unprivileged STRT instruction for 32 bit values. - \param [in] value Value to store - \param [in] addr Pointer to location - */ -__ALWAYS_STATIC_INLINE void __STRT(uint32_t value, volatile uint32_t *addr) -{ -//#warning "__STRT" - __ASM volatile("stw %1, (%0, 0)" :: "r"(addr), "r"(value) : "memory"); -} - -/*@}*/ /* end of group CSI_Core_InstructionInterface */ - - -/* ########################## FPU functions #################################### */ -/** - \ingroup CSI_Core_FunctionInterface - \defgroup CSI_Core_FpuFunctions FPU Functions - \brief Function that provides FPU type. - @{ - */ - -/** - \brief get FPU type - \details returns the FPU type, always 0. - \returns - - \b 0: No FPU - - \b 1: Single precision FPU - - \b 2: Double + Single precision FPU - */ -__ALWAYS_STATIC_INLINE uint32_t __get_FPUType(void) -{ -//FIXME: - return 0; -} - -/*@} end of CSI_Core_FpuFunctions */ - -/* ################### Compiler specific Intrinsics ########################### */ -/** \defgroup CSI_SIMD_intrinsics CSI SIMD Intrinsics - Access to dedicated SIMD instructions \n - Single Instruction Multiple Data (SIMD) extensions are provided to simplify development of application software. SIMD extensions increase the processing capability without materially increasing the power consumption. The SIMD extensions are completely transparent to the operating system (OS), allowing existing OS ports to be used. - - @{ -*/ - -/** - \brief Halfword packing instruction. Combines bits[15:0] of val1 with bits[31:16] - of val2 levitated with the val3. - \details Combine a halfword from one register with a halfword from another register. - The second argument can be left-shifted before extraction of the halfword. - \param [in] val1 first 16-bit operands - \param [in] val2 second 16-bit operands - \param [in] val3 value for left-shifting val2. Value range [0..31]. - \return the combination of halfwords. - \remark - res[15:0] = val1[15:0] \n - res[31:16] = val2[31:16] << val3 - */ -__ALWAYS_STATIC_INLINE uint32_t __PKHBT(uint32_t val1, uint32_t val2, uint32_t val3) -{ - return ((((int32_t)(val1) << 0) & (int32_t)0x0000FFFF) | (((int32_t)(val2) << val3) & (int32_t)0xFFFF0000)); -} - -/** - \brief Halfword packing instruction. Combines bits[31:16] of val1 with bits[15:0] - of val2 right-shifted with the val3. - \details Combine a halfword from one register with a halfword from another register. - The second argument can be right-shifted before extraction of the halfword. - \param [in] val1 first 16-bit operands - \param [in] val2 second 16-bit operands - \param [in] val3 value for right-shifting val2. Value range [1..32]. - \return the combination of halfwords. - \remark - res[15:0] = val2[15:0] >> val3 \n - res[31:16] = val1[31:16] - */ -__ALWAYS_STATIC_INLINE uint32_t __PKHTB(uint32_t val1, uint32_t val2, uint32_t val3) -{ - return ((((int32_t)(val1) << 0) & (int32_t)0xFFFF0000) | (((int32_t)(val2) >> val3) & (int32_t)0x0000FFFF)); -} - -/** - \brief Dual 16-bit signed saturate. - \details This function saturates a signed value. - \param [in] x two signed 16-bit values to be saturated. - \param [in] y bit position for saturation, an integral constant expression in the range 1 to 16. - \return the sum of the absolute differences of the following bytes, added to the accumulation value:\n - the signed saturation of the low halfword in val1, saturated to the bit position specified in - val2 and returned in the low halfword of the return value.\n - the signed saturation of the high halfword in val1, saturated to the bit position specified in - val2 and returned in the high halfword of the return value. - */ -__ALWAYS_STATIC_INLINE uint32_t __SSAT16(int32_t x, const uint32_t y) -{ - int32_t r = 0, s = 0; - - r = __SSAT((((int32_t)x << 16) >> 16), y) & (int32_t)0x0000FFFF; - s = __SSAT((((int32_t)x) >> 16), y) & (int32_t)0x0000FFFF; - - return ((uint32_t)((s << 16) | (r))); -} - -/** - \brief Dual 16-bit unsigned saturate. - \details This function enables you to saturate two signed 16-bit values to a selected unsigned range. - \param [in] x two signed 16-bit values to be saturated. - \param [in] y bit position for saturation, an integral constant expression in the range 1 to 16. - \return the saturation of the two signed 16-bit values, as non-negative values: - the saturation of the low halfword in val1, saturated to the bit position specified in - val2 and returned in the low halfword of the return value.\n - the saturation of the high halfword in val1, saturated to the bit position specified in - val2 and returned in the high halfword of the return value. - */ -__ALWAYS_STATIC_INLINE uint32_t __USAT16(uint32_t x, const uint32_t y) -{ - int32_t r = 0, s = 0; - - r = __IUSAT(((x << 16) >> 16), y) & 0x0000FFFF; - s = __IUSAT(((x) >> 16), y) & 0x0000FFFF; - - return ((s << 16) | (r)); -} - -/** - \brief Quad 8-bit saturating addition. - \details This function enables you to perform four 8-bit integer additions, - saturating the results to the 8-bit signed integer range -2^7 <= x <= 2^7 - 1. - \param [in] x first four 8-bit summands. - \param [in] y second four 8-bit summands. - \return the saturated addition of the first byte of each operand in the first byte of the return value.\n - the saturated addition of the second byte of each operand in the second byte of the return value.\n - the saturated addition of the third byte of each operand in the third byte of the return value.\n - the saturated addition of the fourth byte of each operand in the fourth byte of the return value.\n - The returned results are saturated to the 8-bit signed integer range -2^7 <= x <= 2^7 - 1. - \remark - res[7:0] = val1[7:0] + val2[7:0] \n - res[15:8] = val1[15:8] + val2[15:8] \n - res[23:16] = val1[23:16] + val2[23:16] \n - res[31:24] = val1[31:24] + val2[31:24] - */ -__ALWAYS_STATIC_INLINE uint32_t __QADD8(uint32_t x, uint32_t y) -{ - int32_t r, s, t, u; - - r = __SSAT(((((int32_t)x << 24) >> 24) + (((int32_t)y << 24) >> 24)), 8) & (int32_t)0x000000FF; - s = __SSAT(((((int32_t)x << 16) >> 24) + (((int32_t)y << 16) >> 24)), 8) & (int32_t)0x000000FF; - t = __SSAT(((((int32_t)x << 8) >> 24) + (((int32_t)y << 8) >> 24)), 8) & (int32_t)0x000000FF; - u = __SSAT(((((int32_t)x) >> 24) + (((int32_t)y) >> 24)), 8) & (int32_t)0x000000FF; - - return ((uint32_t)((u << 24) | (t << 16) | (s << 8) | (r))); -} - -/** - \brief Quad 8-bit unsigned saturating addition. - \details This function enables you to perform four unsigned 8-bit integer additions, - saturating the results to the 8-bit unsigned integer range 0 < x < 2^8 - 1. - \param [in] x first four 8-bit summands. - \param [in] y second four 8-bit summands. - \return the saturated addition of the first byte of each operand in the first byte of the return value.\n - the saturated addition of the second byte of each operand in the second byte of the return value.\n - the saturated addition of the third byte of each operand in the third byte of the return value.\n - the saturated addition of the fourth byte of each operand in the fourth byte of the return value.\n - The returned results are saturated to the 8-bit signed integer range 0 <= x <= 2^8 - 1. - \remark - res[7:0] = val1[7:0] + val2[7:0] \n - res[15:8] = val1[15:8] + val2[15:8] \n - res[23:16] = val1[23:16] + val2[23:16] \n - res[31:24] = val1[31:24] + val2[31:24] - */ -__ALWAYS_STATIC_INLINE uint32_t __UQADD8(uint32_t x, uint32_t y) -{ - int32_t r, s, t, u; - - r = __IUSAT((((x << 24) >> 24) + ((y << 24) >> 24)), 8) & 0x000000FF; - s = __IUSAT((((x << 16) >> 24) + ((y << 16) >> 24)), 8) & 0x000000FF; - t = __IUSAT((((x << 8) >> 24) + ((y << 8) >> 24)), 8) & 0x000000FF; - u = __IUSAT((((x) >> 24) + ((y) >> 24)), 8) & 0x000000FF; - - return ((u << 24) | (t << 16) | (s << 8) | (r)); -} - -/** - \brief Quad 8-bit signed addition. - \details This function performs four 8-bit signed integer additions. - \param [in] x first four 8-bit summands. - \param [in] y second four 8-bit summands. - \return the addition of the first bytes from each operand, in the first byte of the return value.\n - the addition of the second bytes of each operand, in the second byte of the return value.\n - the addition of the third bytes of each operand, in the third byte of the return value.\n - the addition of the fourth bytes of each operand, in the fourth byte of the return value. - \remark - res[7:0] = val1[7:0] + val2[7:0] \n - res[15:8] = val1[15:8] + val2[15:8] \n - res[23:16] = val1[23:16] + val2[23:16] \n - res[31:24] = val1[31:24] + val2[31:24] - */ -__ALWAYS_STATIC_INLINE uint32_t __SADD8(uint32_t x, uint32_t y) -{ - int32_t r, s, t, u; - - r = ((((int32_t)x << 24) >> 24) + (((int32_t)y << 24) >> 24)) & (int32_t)0x000000FF; - s = ((((int32_t)x << 16) >> 24) + (((int32_t)y << 16) >> 24)) & (int32_t)0x000000FF; - t = ((((int32_t)x << 8) >> 24) + (((int32_t)y << 8) >> 24)) & (int32_t)0x000000FF; - u = ((((int32_t)x) >> 24) + (((int32_t)y) >> 24)) & (int32_t)0x000000FF; - - return ((uint32_t)((u << 24) | (t << 16) | (s << 8) | (r))); -} - -/** - \brief Quad 8-bit unsigned addition. - \details This function performs four unsigned 8-bit integer additions. - \param [in] x first four 8-bit summands. - \param [in] y second four 8-bit summands. - \return the addition of the first bytes from each operand, in the first byte of the return value.\n - the addition of the second bytes of each operand, in the second byte of the return value.\n - the addition of the third bytes of each operand, in the third byte of the return value.\n - the addition of the fourth bytes of each operand, in the fourth byte of the return value. - \remark - res[7:0] = val1[7:0] + val2[7:0] \n - res[15:8] = val1[15:8] + val2[15:8] \n - res[23:16] = val1[23:16] + val2[23:16] \n - res[31:24] = val1[31:24] + val2[31:24] - */ -__ALWAYS_STATIC_INLINE uint32_t __UADD8(uint32_t x, uint32_t y) -{ - int32_t r, s, t, u; - - r = (((x << 24) >> 24) + ((y << 24) >> 24)) & 0x000000FF; - s = (((x << 16) >> 24) + ((y << 16) >> 24)) & 0x000000FF; - t = (((x << 8) >> 24) + ((y << 8) >> 24)) & 0x000000FF; - u = (((x) >> 24) + ((y) >> 24)) & 0x000000FF; - - return ((u << 24) | (t << 16) | (s << 8) | (r)); -} - -/** - \brief Quad 8-bit saturating subtract. - \details This function enables you to perform four 8-bit integer subtractions, - saturating the results to the 8-bit signed integer range -2^7 <= x <= 2^7 - 1. - \param [in] x first four 8-bit summands. - \param [in] y second four 8-bit summands. - \return the subtraction of the first byte of each operand in the first byte of the return value.\n - the subtraction of the second byte of each operand in the second byte of the return value.\n - the subtraction of the third byte of each operand in the third byte of the return value.\n - the subtraction of the fourth byte of each operand in the fourth byte of the return value.\n - The returned results are saturated to the 8-bit signed integer range -2^7 <= x <= 2^7 - 1. - \remark - res[7:0] = val1[7:0] - val2[7:0] \n - res[15:8] = val1[15:8] - val2[15:8] \n - res[23:16] = val1[23:16] - val2[23:16] \n - res[31:24] = val1[31:24] - val2[31:24] - */ -__ALWAYS_STATIC_INLINE uint32_t __QSUB8(uint32_t x, uint32_t y) -{ - int32_t r, s, t, u; - - r = __SSAT(((((int32_t)x << 24) >> 24) - (((int32_t)y << 24) >> 24)), 8) & (int32_t)0x000000FF; - s = __SSAT(((((int32_t)x << 16) >> 24) - (((int32_t)y << 16) >> 24)), 8) & (int32_t)0x000000FF; - t = __SSAT(((((int32_t)x << 8) >> 24) - (((int32_t)y << 8) >> 24)), 8) & (int32_t)0x000000FF; - u = __SSAT(((((int32_t)x) >> 24) - (((int32_t)y) >> 24)), 8) & (int32_t)0x000000FF; - - return ((uint32_t)((u << 24) | (t << 16) | (s << 8) | (r))); -} - -/** - \brief Quad 8-bit unsigned saturating subtraction. - \details This function enables you to perform four unsigned 8-bit integer subtractions, - saturating the results to the 8-bit unsigned integer range 0 < x < 2^8 - 1. - \param [in] x first four 8-bit summands. - \param [in] y second four 8-bit summands. - \return the subtraction of the first byte of each operand in the first byte of the return value.\n - the subtraction of the second byte of each operand in the second byte of the return value.\n - the subtraction of the third byte of each operand in the third byte of the return value.\n - the subtraction of the fourth byte of each operand in the fourth byte of the return value.\n - The returned results are saturated to the 8-bit unsigned integer range 0 <= x <= 2^8 - 1. - \remark - res[7:0] = val1[7:0] - val2[7:0] \n - res[15:8] = val1[15:8] - val2[15:8] \n - res[23:16] = val1[23:16] - val2[23:16] \n - res[31:24] = val1[31:24] - val2[31:24] - */ -__ALWAYS_STATIC_INLINE uint32_t __UQSUB8(uint32_t x, uint32_t y) -{ - int32_t r, s, t, u; - - r = __IUSAT((((x << 24) >> 24) - ((y << 24) >> 24)), 8) & 0x000000FF; - s = __IUSAT((((x << 16) >> 24) - ((y << 16) >> 24)), 8) & 0x000000FF; - t = __IUSAT((((x << 8) >> 24) - ((y << 8) >> 24)), 8) & 0x000000FF; - u = __IUSAT((((x) >> 24) - ((y) >> 24)), 8) & 0x000000FF; - - return ((u << 24) | (t << 16) | (s << 8) | (r)); -} - -/** - \brief Quad 8-bit signed subtraction. - \details This function enables you to perform four 8-bit signed integer subtractions. - \param [in] x first four 8-bit operands of each subtraction. - \param [in] y second four 8-bit operands of each subtraction. - \return the subtraction of the first bytes from each operand, in the first byte of the return value.\n - the subtraction of the second bytes of each operand, in the second byte of the return value.\n - the subtraction of the third bytes of each operand, in the third byte of the return value.\n - the subtraction of the fourth bytes of each operand, in the fourth byte of the return value. - \remark - res[7:0] = val1[7:0] - val2[7:0] \n - res[15:8] = val1[15:8] - val2[15:8] \n - res[23:16] = val1[23:16] - val2[23:16] \n - res[31:24] = val1[31:24] - val2[31:24] - */ -__ALWAYS_STATIC_INLINE uint32_t __SSUB8(uint32_t x, uint32_t y) -{ - int32_t r, s, t, u; - - r = ((((int32_t)x << 24) >> 24) - (((int32_t)y << 24) >> 24)) & (int32_t)0x000000FF; - s = ((((int32_t)x << 16) >> 24) - (((int32_t)y << 16) >> 24)) & (int32_t)0x000000FF; - t = ((((int32_t)x << 8) >> 24) - (((int32_t)y << 8) >> 24)) & (int32_t)0x000000FF; - u = ((((int32_t)x) >> 24) - (((int32_t)y) >> 24)) & (int32_t)0x000000FF; - - return ((uint32_t)((u << 24) | (t << 16) | (s << 8) | (r))); -} - -/** - \brief Quad 8-bit unsigned subtract. - \details This function enables you to perform four 8-bit unsigned integer subtractions. - \param [in] x first four 8-bit operands of each subtraction. - \param [in] y second four 8-bit operands of each subtraction. - \return the subtraction of the first bytes from each operand, in the first byte of the return value.\n - the subtraction of the second bytes of each operand, in the second byte of the return value.\n - the subtraction of the third bytes of each operand, in the third byte of the return value.\n - the subtraction of the fourth bytes of each operand, in the fourth byte of the return value. - \remark - res[7:0] = val1[7:0] - val2[7:0] \n - res[15:8] = val1[15:8] - val2[15:8] \n - res[23:16] = val1[23:16] - val2[23:16] \n - res[31:24] = val1[31:24] - val2[31:24] - */ -__ALWAYS_STATIC_INLINE uint32_t __USUB8(uint32_t x, uint32_t y) -{ - int32_t r, s, t, u; - - r = (((x << 24) >> 24) - ((y << 24) >> 24)) & 0x000000FF; - s = (((x << 16) >> 24) - ((y << 16) >> 24)) & 0x000000FF; - t = (((x << 8) >> 24) - ((y << 8) >> 24)) & 0x000000FF; - u = (((x) >> 24) - ((y) >> 24)) & 0x000000FF; - - return ((u << 24) | (t << 16) | (s << 8) | (r)); -} - -/** - \brief Unsigned sum of quad 8-bit unsigned absolute difference. - \details This function enables you to perform four unsigned 8-bit subtractions, and add the absolute values - of the differences together, returning the result as a single unsigned integer. - \param [in] x first four 8-bit operands of each subtraction. - \param [in] y second four 8-bit operands of each subtraction. - \return the subtraction of the first bytes from each operand, in the first byte of the return value.\n - the subtraction of the second bytes of each operand, in the second byte of the return value.\n - the subtraction of the third bytes of each operand, in the third byte of the return value.\n - the subtraction of the fourth bytes of each operand, in the fourth byte of the return value.\n - The sum is returned as a single unsigned integer. - \remark - absdiff1 = val1[7:0] - val2[7:0] \n - absdiff2 = val1[15:8] - val2[15:8] \n - absdiff3 = val1[23:16] - val2[23:16] \n - absdiff4 = val1[31:24] - val2[31:24] \n - res[31:0] = absdiff1 + absdiff2 + absdiff3 + absdiff4 - */ -__ALWAYS_STATIC_INLINE uint32_t __USAD8(uint32_t x, uint32_t y) -{ - int32_t r, s, t, u; - - r = (((x << 24) >> 24) - ((y << 24) >> 24)) & 0x000000FF; - s = (((x << 16) >> 24) - ((y << 16) >> 24)) & 0x000000FF; - t = (((x << 8) >> 24) - ((y << 8) >> 24)) & 0x000000FF; - u = (((x) >> 24) - ((y) >> 24)) & 0x000000FF; - - return (u + t + s + r); -} - -/** - \brief Unsigned sum of quad 8-bit unsigned absolute difference with 32-bit accumulate. - \details This function enables you to perform four unsigned 8-bit subtractions, and add the absolute values - of the differences to a 32-bit accumulate operand. - \param [in] x first four 8-bit operands of each subtraction. - \param [in] y second four 8-bit operands of each subtraction. - \param [in] sum accumulation value. - \return the sum of the absolute differences of the following bytes, added to the accumulation value: - the subtraction of the first bytes from each operand, in the first byte of the return value.\n - the subtraction of the second bytes of each operand, in the second byte of the return value.\n - the subtraction of the third bytes of each operand, in the third byte of the return value.\n - the subtraction of the fourth bytes of each operand, in the fourth byte of the return value. - \remark - absdiff1 = val1[7:0] - val2[7:0] \n - absdiff2 = val1[15:8] - val2[15:8] \n - absdiff3 = val1[23:16] - val2[23:16] \n - absdiff4 = val1[31:24] - val2[31:24] \n - sum = absdiff1 + absdiff2 + absdiff3 + absdiff4 \n - res[31:0] = sum[31:0] + val3[31:0] - */ -__ALWAYS_STATIC_INLINE uint32_t __USADA8(uint32_t x, uint32_t y, uint32_t sum) -{ - int32_t r, s, t, u; - -#ifdef __cplusplus - r = (abs((long long)((x << 24) >> 24) - ((y << 24) >> 24))) & 0x000000FF; - s = (abs((long long)((x << 16) >> 24) - ((y << 16) >> 24))) & 0x000000FF; - t = (abs((long long)((x << 8) >> 24) - ((y << 8) >> 24))) & 0x000000FF; - u = (abs((long long)((x) >> 24) - ((y) >> 24))) & 0x000000FF; -#else - r = (abs(((x << 24) >> 24) - ((y << 24) >> 24))) & 0x000000FF; - s = (abs(((x << 16) >> 24) - ((y << 16) >> 24))) & 0x000000FF; - t = (abs(((x << 8) >> 24) - ((y << 8) >> 24))) & 0x000000FF; - u = (abs(((x) >> 24) - ((y) >> 24))) & 0x000000FF; -#endif - return (u + t + s + r + sum); -} - -/** - \brief Dual 16-bit saturating addition. - \details This function enables you to perform two 16-bit integer arithmetic additions in parallel, - saturating the results to the 16-bit signed integer range -2^15 <= x <= 2^15 - 1. - \param [in] x first two 16-bit summands. - \param [in] y second two 16-bit summands. - \return the saturated addition of the low halfwords, in the low halfword of the return value.\n - the saturated addition of the high halfwords, in the high halfword of the return value.\n - The returned results are saturated to the 16-bit signed integer range -2^15 <= x <= 2^15 - 1. - \remark - res[15:0] = val1[15:0] + val2[15:0] \n - res[31:16] = val1[31:16] + val2[31:16] - */ -__ALWAYS_STATIC_INLINE uint32_t __QADD16(uint32_t x, uint32_t y) -{ - int32_t r = 0, s = 0; - - r = __SSAT(((((int32_t)x << 16) >> 16) + (((int32_t)y << 16) >> 16)), 16) & (int32_t)0x0000FFFF; - s = __SSAT(((((int32_t)x) >> 16) + (((int32_t)y) >> 16)), 16) & (int32_t)0x0000FFFF; - - return ((uint32_t)((s << 16) | (r))); -} - -/** - \brief Dual 16-bit unsigned saturating addition. - \details This function enables you to perform two unsigned 16-bit integer additions, saturating - the results to the 16-bit unsigned integer range 0 < x < 2^16 - 1. - \param [in] x first two 16-bit summands. - \param [in] y second two 16-bit summands. - \return the saturated addition of the low halfwords, in the low halfword of the return value.\n - the saturated addition of the high halfwords, in the high halfword of the return value.\n - The results are saturated to the 16-bit unsigned integer range 0 < x < 2^16 - 1. - \remark - res[15:0] = val1[15:0] + val2[15:0] \n - res[31:16] = val1[31:16] + val2[31:16] - */ -__ALWAYS_STATIC_INLINE uint32_t __UQADD16(uint32_t x, uint32_t y) -{ - int32_t r = 0, s = 0; - - r = __IUSAT((((x << 16) >> 16) + ((y << 16) >> 16)), 16) & 0x0000FFFF; - s = __IUSAT((((x) >> 16) + ((y) >> 16)), 16) & 0x0000FFFF; - - return ((s << 16) | (r)); -} - -/** - \brief Dual 16-bit signed addition. - \details This function enables you to perform two 16-bit signed integer additions. - \param [in] x first two 16-bit summands. - \param [in] y second two 16-bit summands. - \return the addition of the low halfwords in the low halfword of the return value.\n - the addition of the high halfwords in the high halfword of the return value. - \remark - res[15:0] = val1[15:0] + val2[15:0] \n - res[31:16] = val1[31:16] + val2[31:16] - */ -__ALWAYS_STATIC_INLINE uint32_t __SADD16(uint32_t x, uint32_t y) -{ - int32_t r = 0, s = 0; - - r = ((((int32_t)x << 16) >> 16) + (((int32_t)y << 16) >> 16)) & (int32_t)0x0000FFFF; - s = ((((int32_t)x) >> 16) + (((int32_t)y) >> 16)) & (int32_t)0x0000FFFF; - - return ((uint32_t)((s << 16) | (r))); -} - -/** - \brief Dual 16-bit unsigned addition - \details This function enables you to perform two 16-bit unsigned integer additions. - \param [in] x first two 16-bit summands for each addition. - \param [in] y second two 16-bit summands for each addition. - \return the addition of the low halfwords in the low halfword of the return value.\n - the addition of the high halfwords in the high halfword of the return value. - \remark - res[15:0] = val1[15:0] + val2[15:0] \n - res[31:16] = val1[31:16] + val2[31:16] - */ -__ALWAYS_STATIC_INLINE uint32_t __UADD16(uint32_t x, uint32_t y) -{ - int32_t r = 0, s = 0; - - r = (((x << 16) >> 16) + ((y << 16) >> 16)) & 0x0000FFFF; - s = (((x) >> 16) + ((y) >> 16)) & 0x0000FFFF; - - return ((s << 16) | (r)); -} - - -/** - \brief Dual 16-bit signed addition with halved results. - \details This function enables you to perform two signed 16-bit integer additions, halving the results. - \param [in] x first two 16-bit summands. - \param [in] y second two 16-bit summands. - \return the halved addition of the low halfwords, in the low halfword of the return value.\n - the halved addition of the high halfwords, in the high halfword of the return value. - \remark - res[15:0] = (val1[15:0] + val2[15:0]) >> 1 \n - res[31:16] = (val1[31:16] + val2[31:16]) >> 1 - */ -__ALWAYS_STATIC_INLINE uint32_t __SHADD16(uint32_t x, uint32_t y) -{ - int32_t r, s; - - r = (((((int32_t)x << 16) >> 16) + (((int32_t)y << 16) >> 16)) >> 1) & (int32_t)0x0000FFFF; - s = (((((int32_t)x) >> 16) + (((int32_t)y) >> 16)) >> 1) & (int32_t)0x0000FFFF; - - return ((uint32_t)((s << 16) | (r))); -} - -/** - \brief Dual 16-bit unsigned addition with halved results. - \details This function enables you to perform two unsigned 16-bit integer additions, halving the results. - \param [in] x first two 16-bit summands. - \param [in] y second two 16-bit summands. - \return the halved addition of the low halfwords, in the low halfword of the return value.\n - the halved addition of the high halfwords, in the high halfword of the return value. - \remark - res[15:0] = (val1[15:0] + val2[15:0]) >> 1 \n - res[31:16] = (val1[31:16] + val2[31:16]) >> 1 - */ -__ALWAYS_STATIC_INLINE uint32_t __UHADD16(uint32_t x, uint32_t y) -{ - int32_t r, s; - - r = ((((x << 16) >> 16) + ((y << 16) >> 16)) >> 1) & 0x0000FFFF; - s = ((((x) >> 16) + ((y) >> 16)) >> 1) & 0x0000FFFF; - - return ((s << 16) | (r)); -} - -/** - \brief Quad 8-bit signed addition with halved results. - \details This function enables you to perform four signed 8-bit integer additions, halving the results. - \param [in] x first four 8-bit summands. - \param [in] y second four 8-bit summands. - \return the halved addition of the first bytes from each operand, in the first byte of the return value.\n - the halved addition of the second bytes from each operand, in the second byte of the return value.\n - the halved addition of the third bytes from each operand, in the third byte of the return value.\n - the halved addition of the fourth bytes from each operand, in the fourth byte of the return value. - \remark - res[7:0] = (val1[7:0] + val2[7:0] ) >> 1 \n - res[15:8] = (val1[15:8] + val2[15:8] ) >> 1 \n - res[23:16] = (val1[23:16] + val2[23:16]) >> 1 \n - res[31:24] = (val1[31:24] + val2[31:24]) >> 1 - */ -__ALWAYS_STATIC_INLINE uint32_t __SHADD8(uint32_t x, uint32_t y) -{ - int32_t r, s, t, u; - - r = (((((int32_t)x << 24) >> 24) + (((int32_t)y << 24) >> 24)) >> 1) & (int32_t)0x000000FF; - s = (((((int32_t)x << 16) >> 24) + (((int32_t)y << 16) >> 24)) >> 1) & (int32_t)0x000000FF; - t = (((((int32_t)x << 8) >> 24) + (((int32_t)y << 8) >> 24)) >> 1) & (int32_t)0x000000FF; - u = (((((int32_t)x) >> 24) + (((int32_t)y) >> 24)) >> 1) & (int32_t)0x000000FF; - - return ((uint32_t)((u << 24) | (t << 16) | (s << 8) | (r))); -} - -/** - \brief Quad 8-bit unsigned addition with halved results. - \details This function enables you to perform four unsigned 8-bit integer additions, halving the results. - \param [in] x first four 8-bit summands. - \param [in] y second four 8-bit summands. - \return the halved addition of the first bytes from each operand, in the first byte of the return value.\n - the halved addition of the second bytes from each operand, in the second byte of the return value.\n - the halved addition of the third bytes from each operand, in the third byte of the return value.\n - the halved addition of the fourth bytes from each operand, in the fourth byte of the return value. - \remark - res[7:0] = (val1[7:0] + val2[7:0] ) >> 1 \n - res[15:8] = (val1[15:8] + val2[15:8] ) >> 1 \n - res[23:16] = (val1[23:16] + val2[23:16]) >> 1 \n - res[31:24] = (val1[31:24] + val2[31:24]) >> 1 - */ -__ALWAYS_STATIC_INLINE uint32_t __UHADD8(uint32_t x, uint32_t y) -{ - int32_t r, s, t, u; - - r = ((((x << 24) >> 24) + ((y << 24) >> 24)) >> 1) & 0x000000FF; - s = ((((x << 16) >> 24) + ((y << 16) >> 24)) >> 1) & 0x000000FF; - t = ((((x << 8) >> 24) + ((y << 8) >> 24)) >> 1) & 0x000000FF; - u = ((((x) >> 24) + ((y) >> 24)) >> 1) & 0x000000FF; - - return ((u << 24) | (t << 16) | (s << 8) | (r)); -} - -/** - \brief Dual 16-bit saturating subtract. - \details This function enables you to perform two 16-bit integer subtractions in parallel, - saturating the results to the 16-bit signed integer range -2^15 <= x <= 2^15 - 1. - \param [in] x first two 16-bit summands. - \param [in] y second two 16-bit summands. - \return the saturated subtraction of the low halfwords, in the low halfword of the return value.\n - the saturated subtraction of the high halfwords, in the high halfword of the return value.\n - The returned results are saturated to the 16-bit signed integer range -2^15 <= x <= 2^15 - 1. - \remark - res[15:0] = val1[15:0] - val2[15:0] \n - res[31:16] = val1[31:16] - val2[31:16] - */ -__ALWAYS_STATIC_INLINE uint32_t __QSUB16(uint32_t x, uint32_t y) -{ - int32_t r, s; - - r = __SSAT(((((int32_t)x << 16) >> 16) - (((int32_t)y << 16) >> 16)), 16) & (int32_t)0x0000FFFF; - s = __SSAT(((((int32_t)x) >> 16) - (((int32_t)y) >> 16)), 16) & (int32_t)0x0000FFFF; - - return ((uint32_t)((s << 16) | (r))); -} - -/** - \brief Dual 16-bit unsigned saturating subtraction. - \details This function enables you to perform two unsigned 16-bit integer subtractions, - saturating the results to the 16-bit unsigned integer range 0 < x < 2^16 - 1. - \param [in] x first two 16-bit operands for each subtraction. - \param [in] y second two 16-bit operands for each subtraction. - \return the saturated subtraction of the low halfwords, in the low halfword of the return value.\n - the saturated subtraction of the high halfwords, in the high halfword of the return value.\n - The returned results are saturated to the 16-bit signed integer range -2^15 <= x <= 2^15 - 1. - \remark - res[15:0] = val1[15:0] - val2[15:0] \n - res[31:16] = val1[31:16] - val2[31:16] - */ -__ALWAYS_STATIC_INLINE uint32_t __UQSUB16(uint32_t x, uint32_t y) -{ - int32_t r, s; - - r = __IUSAT((((x << 16) >> 16) - ((y << 16) >> 16)), 16) & 0x0000FFFF; - s = __IUSAT((((x) >> 16) - ((y) >> 16)), 16) & 0x0000FFFF; - - return ((s << 16) | (r)); -} - -/** - \brief Dual 16-bit signed subtraction. - \details This function enables you to perform two 16-bit signed integer subtractions. - \param [in] x first two 16-bit operands of each subtraction. - \param [in] y second two 16-bit operands of each subtraction. - \return the subtraction of the low halfword in the second operand from the low - halfword in the first operand, in the low halfword of the return value. \n - the subtraction of the high halfword in the second operand from the high - halfword in the first operand, in the high halfword of the return value. - \remark - res[15:0] = val1[15:0] - val2[15:0] \n - res[31:16] = val1[31:16] - val2[31:16] - */ -__ALWAYS_STATIC_INLINE uint32_t __SSUB16(uint32_t x, uint32_t y) -{ - int32_t r, s; - - r = ((((int32_t)x << 16) >> 16) - (((int32_t)y << 16) >> 16)) & (int32_t)0x0000FFFF; - s = ((((int32_t)x) >> 16) - (((int32_t)y) >> 16)) & (int32_t)0x0000FFFF; - - return ((uint32_t)((s << 16) | (r))); -} - -/** - \brief Dual 16-bit unsigned subtract. - \details This function enables you to perform two 16-bit unsigned integer subtractions. - \param [in] x first two 16-bit operands of each subtraction. - \param [in] y second two 16-bit operands of each subtraction. - \return the subtraction of the low halfword in the second operand from the low - halfword in the first operand, in the low halfword of the return value. \n - the subtraction of the high halfword in the second operand from the high - halfword in the first operand, in the high halfword of the return value. - \remark - res[15:0] = val1[15:0] - val2[15:0] \n - res[31:16] = val1[31:16] - val2[31:16] - */ -__ALWAYS_STATIC_INLINE uint32_t __USUB16(uint32_t x, uint32_t y) -{ - int32_t r, s; - - r = (((x << 16) >> 16) - ((y << 16) >> 16)) & 0x0000FFFF; - s = (((x) >> 16) - ((y) >> 16)) & 0x0000FFFF; - - return ((s << 16) | (r)); -} - -/** - \brief Dual 16-bit signed subtraction with halved results. - \details This function enables you to perform two signed 16-bit integer subtractions, halving the results. - \param [in] x first two 16-bit summands. - \param [in] y second two 16-bit summands. - \return the halved subtraction of the low halfwords, in the low halfword of the return value.\n - the halved subtraction of the high halfwords, in the high halfword of the return value. - \remark - res[15:0] = (val1[15:0] - val2[15:0]) >> 1 \n - res[31:16] = (val1[31:16] - val2[31:16]) >> 1 - */ -__ALWAYS_STATIC_INLINE uint32_t __SHSUB16(uint32_t x, uint32_t y) -{ - int32_t r, s; - - r = (((((int32_t)x << 16) >> 16) - (((int32_t)y << 16) >> 16)) >> 1) & (int32_t)0x0000FFFF; - s = (((((int32_t)x) >> 16) - (((int32_t)y) >> 16)) >> 1) & (int32_t)0x0000FFFF; - - return ((uint32_t)((s << 16) | (r))); -} - -/** - \brief Dual 16-bit unsigned subtraction with halved results. - \details This function enables you to perform two unsigned 16-bit integer subtractions, halving the results. - \param [in] x first two 16-bit summands. - \param [in] y second two 16-bit summands. - \return the halved subtraction of the low halfwords, in the low halfword of the return value.\n - the halved subtraction of the high halfwords, in the high halfword of the return value. - \remark - res[15:0] = (val1[15:0] - val2[15:0]) >> 1 \n - res[31:16] = (val1[31:16] - val2[31:16]) >> 1 - */ -__ALWAYS_STATIC_INLINE uint32_t __UHSUB16(uint32_t x, uint32_t y) -{ - int32_t r, s; - - r = ((((x << 16) >> 16) - ((y << 16) >> 16)) >> 1) & 0x0000FFFF; - s = ((((x) >> 16) - ((y) >> 16)) >> 1) & 0x0000FFFF; - - return ((s << 16) | (r)); -} - -/** - \brief Quad 8-bit signed addition with halved results. - \details This function enables you to perform four signed 8-bit integer subtractions, halving the results. - \param [in] x first four 8-bit summands. - \param [in] y second four 8-bit summands. - \return the halved subtraction of the first bytes from each operand, in the first byte of the return value.\n - the halved subtraction of the second bytes from each operand, in the second byte of the return value.\n - the halved subtraction of the third bytes from each operand, in the third byte of the return value.\n - the halved subtraction of the fourth bytes from each operand, in the fourth byte of the return value. - \remark - res[7:0] = (val1[7:0] - val2[7:0] ) >> 1 \n - res[15:8] = (val1[15:8] - val2[15:8] ) >> 1 \n - res[23:16] = (val1[23:16] - val2[23:16]) >> 1 \n - res[31:24] = (val1[31:24] - val2[31:24]) >> 1 - */ -__ALWAYS_STATIC_INLINE uint32_t __SHSUB8(uint32_t x, uint32_t y) -{ - int32_t r, s, t, u; - - r = (((((int32_t)x << 24) >> 24) - (((int32_t)y << 24) >> 24)) >> 1) & (int32_t)0x000000FF; - s = (((((int32_t)x << 16) >> 24) - (((int32_t)y << 16) >> 24)) >> 1) & (int32_t)0x000000FF; - t = (((((int32_t)x << 8) >> 24) - (((int32_t)y << 8) >> 24)) >> 1) & (int32_t)0x000000FF; - u = (((((int32_t)x) >> 24) - (((int32_t)y) >> 24)) >> 1) & (int32_t)0x000000FF; - - return ((uint32_t)((u << 24) | (t << 16) | (s << 8) | (r))); -} - -/** - \brief Quad 8-bit unsigned subtraction with halved results. - \details This function enables you to perform four unsigned 8-bit integer subtractions, halving the results. - \param [in] x first four 8-bit summands. - \param [in] y second four 8-bit summands. - \return the halved subtraction of the first bytes from each operand, in the first byte of the return value.\n - the halved subtraction of the second bytes from each operand, in the second byte of the return value.\n - the halved subtraction of the third bytes from each operand, in the third byte of the return value.\n - the halved subtraction of the fourth bytes from each operand, in the fourth byte of the return value. - \remark - res[7:0] = (val1[7:0] - val2[7:0] ) >> 1 \n - res[15:8] = (val1[15:8] - val2[15:8] ) >> 1 \n - res[23:16] = (val1[23:16] - val2[23:16]) >> 1 \n - res[31:24] = (val1[31:24] - val2[31:24]) >> 1 - */ -__ALWAYS_STATIC_INLINE uint32_t __UHSUB8(uint32_t x, uint32_t y) -{ - int32_t r, s, t, u; - - r = ((((x << 24) >> 24) - ((y << 24) >> 24)) >> 1) & 0x000000FF; - s = ((((x << 16) >> 24) - ((y << 16) >> 24)) >> 1) & 0x000000FF; - t = ((((x << 8) >> 24) - ((y << 8) >> 24)) >> 1) & 0x000000FF; - u = ((((x) >> 24) - ((y) >> 24)) >> 1) & 0x000000FF; - - return ((u << 24) | (t << 16) | (s << 8) | (r)); -} - -/** - \brief Dual 16-bit add and subtract with exchange. - \details This function enables you to exchange the halfwords of the one operand, - then add the high halfwords and subtract the low halfwords, - saturating the results to the 16-bit signed integer range -2^15 <= x <= 2^15 - 1. - \param [in] x first operand for the subtraction in the low halfword, - and the first operand for the addition in the high halfword. - \param [in] y second operand for the subtraction in the high halfword, - and the second operand for the addition in the low halfword. - \return the saturated subtraction of the high halfword in the second operand from the - low halfword in the first operand, in the low halfword of the return value.\n - the saturated addition of the high halfword in the first operand and the - low halfword in the second operand, in the high halfword of the return value.\n - The returned results are saturated to the 16-bit signed integer range -2^15 <= x <= 2^15 - 1. - \remark - res[15:0] = val1[15:0] - val2[31:16] \n - res[31:16] = val1[31:16] + val2[15:0] - */ -__ALWAYS_STATIC_INLINE uint32_t __QASX(uint32_t x, uint32_t y) -{ - int32_t r, s; - - r = __SSAT(((((int32_t)x << 16) >> 16) - (((int32_t)y) >> 16)), 16) & (int32_t)0x0000FFFF; - s = __SSAT(((((int32_t)x) >> 16) + (((int32_t)y << 16) >> 16)), 16) & (int32_t)0x0000FFFF; - - return ((uint32_t)((s << 16) | (r))); -} - -/** - \brief Dual 16-bit unsigned saturating addition and subtraction with exchange. - \details This function enables you to exchange the halfwords of the second operand and - perform one unsigned 16-bit integer addition and one unsigned 16-bit subtraction, - saturating the results to the 16-bit unsigned integer range 0 <= x <= 2^16 - 1. - \param [in] x first operand for the subtraction in the low halfword, - and the first operand for the addition in the high halfword. - \param [in] y second operand for the subtraction in the high halfword, - and the second operand for the addition in the low halfword. - \return the saturated subtraction of the high halfword in the second operand from the - low halfword in the first operand, in the low halfword of the return value.\n - the saturated addition of the high halfword in the first operand and the - low halfword in the second operand, in the high halfword of the return value.\n - The returned results are saturated to the 16-bit unsigned integer range 0 <= x <= 2^16 - 1. - \remark - res[15:0] = val1[15:0] - val2[31:16] \n - res[31:16] = val1[31:16] + val2[15:0] - */ -__ALWAYS_STATIC_INLINE uint32_t __UQASX(uint32_t x, uint32_t y) -{ - int32_t r, s; - - r = __IUSAT((((x << 16) >> 16) - ((y) >> 16)), 16) & 0x0000FFFF; - s = __IUSAT((((x) >> 16) + ((y << 16) >> 16)), 16) & 0x0000FFFF; - - return ((s << 16) | (r)); -} - -/** - \brief Dual 16-bit addition and subtraction with exchange. - \details It enables you to exchange the halfwords of the second operand, add the high halfwords - and subtract the low halfwords. - \param [in] x first operand for the subtraction in the low halfword, - and the first operand for the addition in the high halfword. - \param [in] y second operand for the subtraction in the high halfword, - and the second operand for the addition in the low halfword. - \return the subtraction of the high halfword in the second operand from the - low halfword in the first operand, in the low halfword of the return value.\n - the addition of the high halfword in the first operand and the - low halfword in the second operand, in the high halfword of the return value. - \remark - res[15:0] = val1[15:0] - val2[31:16] \n - res[31:16] = val1[31:16] + val2[15:0] - */ -__ALWAYS_STATIC_INLINE uint32_t __SASX(uint32_t x, uint32_t y) -{ - int32_t r, s; - - r = ((((int32_t)x << 16) >> 16) - (((int32_t)y) >> 16)) & (int32_t)0x0000FFFF; - s = ((((int32_t)x) >> 16) + (((int32_t)y << 16) >> 16)) & (int32_t)0x0000FFFF; - - return ((uint32_t)((s << 16) | (r))); -} - -/** - \brief Dual 16-bit unsigned addition and subtraction with exchange. - \details This function enables you to exchange the two halfwords of the second operand, - add the high halfwords and subtract the low halfwords. - \param [in] x first operand for the subtraction in the low halfword, - and the first operand for the addition in the high halfword. - \param [in] y second operand for the subtraction in the high halfword, - and the second operand for the addition in the low halfword. - \return the subtraction of the high halfword in the second operand from the - low halfword in the first operand, in the low halfword of the return value.\n - the addition of the high halfword in the first operand and the - low halfword in the second operand, in the high halfword of the return value. - \remark - res[15:0] = val1[15:0] - val2[31:16] \n - res[31:16] = val1[31:16] + val2[15:0] - */ -__ALWAYS_STATIC_INLINE uint32_t __UASX(uint32_t x, uint32_t y) -{ - int32_t r, s; - - r = (((x << 16) >> 16) - ((y) >> 16)) & 0x0000FFFF; - s = (((x) >> 16) + ((y << 16) >> 16)) & 0x0000FFFF; - - return ((s << 16) | (r)); -} - -/** - \brief Dual 16-bit signed addition and subtraction with halved results. - \details This function enables you to exchange the two halfwords of one operand, perform one - signed 16-bit integer addition and one signed 16-bit subtraction, and halve the results. - \param [in] x first 16-bit operands. - \param [in] y second 16-bit operands. - \return the halved subtraction of the high halfword in the second operand from the - low halfword in the first operand, in the low halfword of the return value.\n - the halved addition of the low halfword in the second operand from the high - halfword in the first operand, in the high halfword of the return value. - \remark - res[15:0] = (val1[15:0] - val2[31:16]) >> 1 \n - res[31:16] = (val1[31:16] + val2[15:0]) >> 1 - */ -__ALWAYS_STATIC_INLINE uint32_t __SHASX(uint32_t x, uint32_t y) -{ - int32_t r, s; - - r = (((((int32_t)x << 16) >> 16) - (((int32_t)y) >> 16)) >> 1) & (int32_t)0x0000FFFF; - s = (((((int32_t)x) >> 16) + (((int32_t)y << 16) >> 16)) >> 1) & (int32_t)0x0000FFFF; - - return ((uint32_t)((s << 16) | (r))); -} - -/** - \brief Dual 16-bit unsigned addition and subtraction with halved results and exchange. - \details This function enables you to exchange the halfwords of the second operand, - add the high halfwords and subtract the low halfwords, halving the results. - \param [in] x first operand for the subtraction in the low halfword, and - the first operand for the addition in the high halfword. - \param [in] y second operand for the subtraction in the high halfword, and - the second operand for the addition in the low halfword. - \return the halved subtraction of the high halfword in the second operand from the - low halfword in the first operand, in the low halfword of the return value.\n - the halved addition of the low halfword in the second operand from the high - halfword in the first operand, in the high halfword of the return value. - \remark - res[15:0] = (val1[15:0] - val2[31:16]) >> 1 \n - res[31:16] = (val1[31:16] + val2[15:0]) >> 1 - */ -__ALWAYS_STATIC_INLINE uint32_t __UHASX(uint32_t x, uint32_t y) -{ - int32_t r, s; - - r = ((((x << 16) >> 16) - ((y) >> 16)) >> 1) & 0x0000FFFF; - s = ((((x) >> 16) + ((y << 16) >> 16)) >> 1) & 0x0000FFFF; - - return ((s << 16) | (r)); -} - -/** - \brief Dual 16-bit subtract and add with exchange. - \details This function enables you to exchange the halfwords of one operand, - then subtract the high halfwords and add the low halfwords, - saturating the results to the 16-bit signed integer range -2^15 <= x <= 2^15 - 1. - \param [in] x first operand for the addition in the low halfword, - and the first operand for the subtraction in the high halfword. - \param [in] y second operand for the addition in the high halfword, - and the second operand for the subtraction in the low halfword. - \return the saturated addition of the low halfword of the first operand and the high - halfword of the second operand, in the low halfword of the return value.\n - the saturated subtraction of the low halfword of the second operand from the - high halfword of the first operand, in the high halfword of the return value.\n - The returned results are saturated to the 16-bit signed integer range -2^15 <= x <= 2^15 - 1. - \remark - res[15:0] = val1[15:0] + val2[31:16] \n - res[31:16] = val1[31:16] - val2[15:0] - */ -__ALWAYS_STATIC_INLINE uint32_t __QSAX(uint32_t x, uint32_t y) -{ - int32_t r, s; - - r = __SSAT(((((int32_t)x << 16) >> 16) + (((int32_t)y) >> 16)), 16) & (int32_t)0x0000FFFF; - s = __SSAT(((((int32_t)x) >> 16) - (((int32_t)y << 16) >> 16)), 16) & (int32_t)0x0000FFFF; - - return ((uint32_t)((s << 16) | (r))); -} - -/** - \brief Dual 16-bit unsigned saturating subtraction and addition with exchange. - \details This function enables you to exchange the halfwords of the second operand and perform - one unsigned 16-bit integer subtraction and one unsigned 16-bit addition, saturating - the results to the 16-bit unsigned integer range 0 <= x <= 2^16 - 1. - \param [in] x first operand for the addition in the low halfword, - and the first operand for the subtraction in the high halfword. - \param [in] y second operand for the addition in the high halfword, - and the second operand for the subtraction in the low halfword. - \return the saturated addition of the low halfword of the first operand and the high - halfword of the second operand, in the low halfword of the return value.\n - the saturated subtraction of the low halfword of the second operand from the - high halfword of the first operand, in the high halfword of the return value.\n - The returned results are saturated to the 16-bit unsigned integer range 0 <= x <= 2^16 - 1. - \remark - res[15:0] = val1[15:0] + val2[31:16] \n - res[31:16] = val1[31:16] - val2[15:0] - */ -__ALWAYS_STATIC_INLINE uint32_t __UQSAX(uint32_t x, uint32_t y) -{ - int32_t r, s; - - r = __IUSAT((((x << 16) >> 16) + ((y) >> 16)), 16) & 0x0000FFFF; - s = __IUSAT((((x) >> 16) - ((y << 16) >> 16)), 16) & 0x0000FFFF; - - return ((s << 16) | (r)); -} - -/** - \brief Dual 16-bit unsigned subtract and add with exchange. - \details This function enables you to exchange the halfwords of the second operand, - subtract the high halfwords and add the low halfwords. - \param [in] x first operand for the addition in the low halfword, - and the first operand for the subtraction in the high halfword. - \param [in] y second operand for the addition in the high halfword, - and the second operand for the subtraction in the low halfword. - \return the addition of the low halfword of the first operand and the high - halfword of the second operand, in the low halfword of the return value.\n - the subtraction of the low halfword of the second operand from the - high halfword of the first operand, in the high halfword of the return value.\n - \remark - res[15:0] = val1[15:0] + val2[31:16] \n - res[31:16] = val1[31:16] - val2[15:0] - */ -__ALWAYS_STATIC_INLINE uint32_t __USAX(uint32_t x, uint32_t y) -{ - int32_t r, s; - - r = (((x << 16) >> 16) + ((y) >> 16)) & 0x0000FFFF; - s = (((x) >> 16) - ((y << 16) >> 16)) & 0x0000FFFF; - - return ((s << 16) | (r)); -} - -/** - \brief Dual 16-bit signed subtraction and addition with exchange. - \details This function enables you to exchange the two halfwords of one operand and perform one - 16-bit integer subtraction and one 16-bit addition. - \param [in] x first operand for the addition in the low halfword, and the first operand - for the subtraction in the high halfword. - \param [in] y second operand for the addition in the high halfword, and the second - operand for the subtraction in the low halfword. - \return the addition of the low halfword of the first operand and the high - halfword of the second operand, in the low halfword of the return value.\n - the subtraction of the low halfword of the second operand from the - high halfword of the first operand, in the high halfword of the return value.\n - \remark - res[15:0] = val1[15:0] + val2[31:16] \n - res[31:16] = val1[31:16] - val2[15:0] - */ -__ALWAYS_STATIC_INLINE uint32_t __SSAX(uint32_t x, uint32_t y) -{ - int32_t r, s; - - r = ((((int32_t)x << 16) >> 16) + (((int32_t)y) >> 16)) & (int32_t)0x0000FFFF; - s = ((((int32_t)x) >> 16) - (((int32_t)y << 16) >> 16)) & (int32_t)0x0000FFFF; - - return ((uint32_t)((s << 16) | (r))); -} - - -/** - \brief Dual 16-bit signed subtraction and addition with halved results. - \details This function enables you to exchange the two halfwords of one operand, perform one signed - 16-bit integer subtraction and one signed 16-bit addition, and halve the results. - \param [in] x first 16-bit operands. - \param [in] y second 16-bit operands. - \return the halved addition of the low halfword in the first operand and the - high halfword in the second operand, in the low halfword of the return value.\n - the halved subtraction of the low halfword in the second operand from the - high halfword in the first operand, in the high halfword of the return value. - \remark - res[15:0] = (val1[15:0] + val2[31:16]) >> 1 \n - res[31:16] = (val1[31:16] - val2[15:0]) >> 1 - */ -__ALWAYS_STATIC_INLINE uint32_t __SHSAX(uint32_t x, uint32_t y) -{ - int32_t r, s; - - r = (((((int32_t)x << 16) >> 16) + (((int32_t)y) >> 16)) >> 1) & (int32_t)0x0000FFFF; - s = (((((int32_t)x) >> 16) - (((int32_t)y << 16) >> 16)) >> 1) & (int32_t)0x0000FFFF; - - return ((uint32_t)((s << 16) | (r))); -} - -/** - \brief Dual 16-bit unsigned subtraction and addition with halved results and exchange. - \details This function enables you to exchange the halfwords of the second operand, - subtract the high halfwords and add the low halfwords, halving the results. - \param [in] x first operand for the addition in the low halfword, and - the first operand for the subtraction in the high halfword. - \param [in] y second operand for the addition in the high halfword, and - the second operand for the subtraction in the low halfword. - \return the halved addition of the low halfword in the first operand and the - high halfword in the second operand, in the low halfword of the return value.\n - the halved subtraction of the low halfword in the second operand from the - high halfword in the first operand, in the high halfword of the return value. - \remark - res[15:0] = (val1[15:0] + val2[31:16]) >> 1 \n - res[31:16] = (val1[31:16] - val2[15:0]) >> 1 - */ -__ALWAYS_STATIC_INLINE uint32_t __UHSAX(uint32_t x, uint32_t y) -{ - int32_t r, s; - - r = ((((x << 16) >> 16) + ((y) >> 16)) >> 1) & 0x0000FFFF; - s = ((((x) >> 16) - ((y << 16) >> 16)) >> 1) & 0x0000FFFF; - - return ((s << 16) | (r)); -} - -/** - \brief Dual 16-bit signed multiply with exchange returning difference. - \details This function enables you to perform two 16-bit signed multiplications, subtracting - one of the products from the other. The halfwords of the second operand are exchanged - before performing the arithmetic. This produces top * bottom and bottom * top multiplication. - \param [in] x first 16-bit operands for each multiplication. - \param [in] y second 16-bit operands for each multiplication. - \return the difference of the products of the two 16-bit signed multiplications. - \remark - p1 = val1[15:0] * val2[31:16] \n - p2 = val1[31:16] * val2[15:0] \n - res[31:0] = p1 - p2 - */ -__ALWAYS_STATIC_INLINE uint32_t __SMUSDX(uint32_t x, uint32_t y) -{ - return ((uint32_t)(((((int32_t)x << 16) >> 16) * (((int32_t)y) >> 16)) - - ((((int32_t)x) >> 16) * (((int32_t)y << 16) >> 16)))); -} - -/** - \brief Sum of dual 16-bit signed multiply with exchange. - \details This function enables you to perform two 16-bit signed multiplications with exchanged - halfwords of the second operand, adding the products together. - \param [in] x first 16-bit operands for each multiplication. - \param [in] y second 16-bit operands for each multiplication. - \return the sum of the products of the two 16-bit signed multiplications with exchanged halfwords of the second operand. - \remark - p1 = val1[15:0] * val2[31:16] \n - p2 = val1[31:16] * val2[15:0] \n - res[31:0] = p1 + p2 - */ -__ALWAYS_STATIC_INLINE uint32_t __SMUADX(uint32_t x, uint32_t y) -{ - return ((uint32_t)(((((int32_t)x << 16) >> 16) * (((int32_t)y) >> 16)) + - ((((int32_t)x) >> 16) * (((int32_t)y << 16) >> 16)))); -} - - -/** - \brief Saturating add. - \details This function enables you to obtain the saturating add of two integers. - \param [in] x first summand of the saturating add operation. - \param [in] y second summand of the saturating add operation. - \return the saturating addition of val1 and val2. - \remark - res[31:0] = SAT(val1 + SAT(val2)) - */ -__ALWAYS_STATIC_INLINE int32_t __QADD(int32_t x, int32_t y) -{ - int32_t result; - - if (y >= 0) { - if (x + y >= x) { - result = x + y; - } else { - result = 0x7FFFFFFF; - } - } else { - if (x + y < x) { - result = x + y; - } else { - result = 0x80000000; - } - } - - return result; -} - -/** - \brief Saturating subtract. - \details This function enables you to obtain the saturating add of two integers. - \param [in] x first summand of the saturating add operation. - \param [in] y second summand of the saturating add operation. - \return the saturating addition of val1 and val2. - \remark - res[31:0] = SAT(val1 - SAT(val2)) - */ -__ALWAYS_STATIC_INLINE int32_t __QSUB(int32_t x, int32_t y) -{ - int64_t tmp; - int32_t result; - - tmp = (int64_t)x - (int64_t)y; - - if (tmp > 0x7fffffff) { - tmp = 0x7fffffff; - } else if (tmp < (-2147483647 - 1)) { - tmp = -2147483647 - 1; - } - - result = tmp; - return result; -} - -/** - \brief Dual 16-bit signed multiply with single 32-bit accumulator. - \details This function enables you to perform two signed 16-bit multiplications, - adding both results to a 32-bit accumulate operand. - \param [in] x first 16-bit operands for each multiplication. - \param [in] y second 16-bit operands for each multiplication. - \param [in] sum accumulate value. - \return the product of each multiplication added to the accumulate value, as a 32-bit integer. - \remark - p1 = val1[15:0] * val2[15:0] \n - p2 = val1[31:16] * val2[31:16] \n - res[31:0] = p1 + p2 + val3[31:0] - */ -__ALWAYS_STATIC_INLINE uint32_t __SMLAD(uint32_t x, uint32_t y, uint32_t sum) -{ - return ((uint32_t)(((((int32_t)x << 16) >> 16) * (((int32_t)y << 16) >> 16)) + - ((((int32_t)x) >> 16) * (((int32_t)y) >> 16)) + - (((int32_t)sum)))); -} - -/** - \brief Pre-exchanged dual 16-bit signed multiply with single 32-bit accumulator. - \details This function enables you to perform two signed 16-bit multiplications with exchanged - halfwords of the second operand, adding both results to a 32-bit accumulate operand. - \param [in] x first 16-bit operands for each multiplication. - \param [in] y second 16-bit operands for each multiplication. - \param [in] sum accumulate value. - \return the product of each multiplication with exchanged halfwords of the second - operand added to the accumulate value, as a 32-bit integer. - \remark - p1 = val1[15:0] * val2[31:16] \n - p2 = val1[31:16] * val2[15:0] \n - res[31:0] = p1 + p2 + val3[31:0] - */ -__ALWAYS_STATIC_INLINE uint32_t __SMLADX(uint32_t x, uint32_t y, uint32_t sum) -{ - return ((uint32_t)(((((int32_t)x << 16) >> 16) * (((int32_t)y) >> 16)) + - ((((int32_t)x) >> 16) * (((int32_t)y << 16) >> 16)) + - (((int32_t)sum)))); -} - -/** - \brief Dual 16-bit signed multiply with exchange subtract with 32-bit accumulate. - \details This function enables you to perform two 16-bit signed multiplications, take the - difference of the products, subtracting the high halfword product from the low - halfword product, and add the difference to a 32-bit accumulate operand. - \param [in] x first 16-bit operands for each multiplication. - \param [in] y second 16-bit operands for each multiplication. - \param [in] sum accumulate value. - \return the difference of the product of each multiplication, added to the accumulate value. - \remark - p1 = val1[15:0] * val2[15:0] \n - p2 = val1[31:16] * val2[31:16] \n - res[31:0] = p1 - p2 + val3[31:0] - */ -__ALWAYS_STATIC_INLINE uint32_t __SMLSD(uint32_t x, uint32_t y, uint32_t sum) -{ - return ((uint32_t)(((((int32_t)x << 16) >> 16) * (((int32_t)y << 16) >> 16)) - - ((((int32_t)x) >> 16) * (((int32_t)y) >> 16)) + - (((int32_t)sum)))); -} - -/** - \brief Dual 16-bit signed multiply with exchange subtract with 32-bit accumulate. - \details This function enables you to exchange the halfwords in the second operand, then perform two 16-bit - signed multiplications. The difference of the products is added to a 32-bit accumulate operand. - \param [in] x first 16-bit operands for each multiplication. - \param [in] y second 16-bit operands for each multiplication. - \param [in] sum accumulate value. - \return the difference of the product of each multiplication, added to the accumulate value. - \remark - p1 = val1[15:0] * val2[31:16] \n - p2 = val1[31:16] * val2[15:0] \n - res[31:0] = p1 - p2 + val3[31:0] - */ -__ALWAYS_STATIC_INLINE uint32_t __SMLSDX(uint32_t x, uint32_t y, uint32_t sum) -{ - return ((uint32_t)(((((int32_t)x << 16) >> 16) * (((int32_t)y) >> 16)) - - ((((int32_t)x) >> 16) * (((int32_t)y << 16) >> 16)) + - (((int32_t)sum)))); -} - -/** - \brief Dual 16-bit signed multiply with single 64-bit accumulator. - \details This function enables you to perform two signed 16-bit multiplications, adding both results - to a 64-bit accumulate operand. Overflow is only possible as a result of the 64-bit addition. - This overflow is not detected if it occurs. Instead, the result wraps around modulo2^64. - \param [in] x first 16-bit operands for each multiplication. - \param [in] y second 16-bit operands for each multiplication. - \param [in] sum accumulate value. - \return the product of each multiplication added to the accumulate value. - \remark - p1 = val1[15:0] * val2[15:0] \n - p2 = val1[31:16] * val2[31:16] \n - sum = p1 + p2 + val3[63:32][31:0] \n - res[63:32] = sum[63:32] \n - res[31:0] = sum[31:0] - */ -__ALWAYS_STATIC_INLINE uint64_t __SMLALD(uint32_t x, uint32_t y, uint64_t sum) -{ - return ((uint64_t)(((((int32_t)x << 16) >> 16) * (((int32_t)y << 16) >> 16)) + - ((((int32_t)x) >> 16) * (((int32_t)y) >> 16)) + - (((uint64_t)sum)))); -} - -/** - \brief Dual 16-bit signed multiply with exchange with single 64-bit accumulator. - \details This function enables you to exchange the halfwords of the second operand, and perform two - signed 16-bit multiplications, adding both results to a 64-bit accumulate operand. Overflow - is only possible as a result of the 64-bit addition. This overflow is not detected if it occurs. - Instead, the result wraps around modulo2^64. - \param [in] x first 16-bit operands for each multiplication. - \param [in] y second 16-bit operands for each multiplication. - \param [in] sum accumulate value. - \return the product of each multiplication added to the accumulate value. - \remark - p1 = val1[15:0] * val2[31:16] \n - p2 = val1[31:16] * val2[15:0] \n - sum = p1 + p2 + val3[63:32][31:0] \n - res[63:32] = sum[63:32] \n - res[31:0] = sum[31:0] - */ -__ALWAYS_STATIC_INLINE uint64_t __SMLALDX(uint32_t x, uint32_t y, uint64_t sum) -{ - return ((uint64_t)(((((int32_t)x << 16) >> 16) * (((int32_t)y) >> 16)) + - ((((int32_t)x) >> 16) * (((int32_t)y << 16) >> 16)) + - (((uint64_t)sum)))); -} - -/** - \brief dual 16-bit signed multiply subtract with 64-bit accumulate. - \details This function It enables you to perform two 16-bit signed multiplications, take the difference - of the products, subtracting the high halfword product from the low halfword product, and add the - difference to a 64-bit accumulate operand. Overflow cannot occur during the multiplications or the - subtraction. Overflow can occur as a result of the 64-bit addition, and this overflow is not - detected. Instead, the result wraps round to modulo2^64. - \param [in] x first 16-bit operands for each multiplication. - \param [in] y second 16-bit operands for each multiplication. - \param [in] sum accumulate value. - \return the difference of the product of each multiplication, added to the accumulate value. - \remark - p1 = val1[15:0] * val2[15:0] \n - p2 = val1[31:16] * val2[31:16] \n - res[63:32][31:0] = p1 - p2 + val3[63:32][31:0] - */ -__ALWAYS_STATIC_INLINE uint64_t __SMLSLD(uint32_t x, uint32_t y, uint64_t sum) -{ - return ((uint64_t)(((((int32_t)x << 16) >> 16) * (((int32_t)y << 16) >> 16)) - - ((((int32_t)x) >> 16) * (((int32_t)y) >> 16)) + - (((uint64_t)sum)))); -} - -/** - \brief Dual 16-bit signed multiply with exchange subtract with 64-bit accumulate. - \details This function enables you to exchange the halfwords of the second operand, perform two 16-bit multiplications, - adding the difference of the products to a 64-bit accumulate operand. Overflow cannot occur during the - multiplications or the subtraction. Overflow can occur as a result of the 64-bit addition, and this overflow - is not detected. Instead, the result wraps round to modulo2^64. - \param [in] x first 16-bit operands for each multiplication. - \param [in] y second 16-bit operands for each multiplication. - \param [in] sum accumulate value. - \return the difference of the product of each multiplication, added to the accumulate value. - \remark - p1 = val1[15:0] * val2[31:16] \n - p2 = val1[31:16] * val2[15:0] \n - res[63:32][31:0] = p1 - p2 + val3[63:32][31:0] - */ -__ALWAYS_STATIC_INLINE uint64_t __SMLSLDX(uint32_t x, uint32_t y, uint64_t sum) -{ - return ((uint64_t)(((((int32_t)x << 16) >> 16) * (((int32_t)y) >> 16)) - - ((((int32_t)x) >> 16) * (((int32_t)y << 16) >> 16)) + - (((uint64_t)sum)))); -} - -/** - \brief 32-bit signed multiply with 32-bit truncated accumulator. - \details This function enables you to perform a signed 32-bit multiplications, adding the most - significant 32 bits of the 64-bit result to a 32-bit accumulate operand. - \param [in] x first operand for multiplication. - \param [in] y second operand for multiplication. - \param [in] sum accumulate value. - \return the product of multiplication (most significant 32 bits) is added to the accumulate value, as a 32-bit integer. - \remark - p = val1 * val2 \n - res[31:0] = p[63:32] + val3[31:0] - */ -__ALWAYS_STATIC_INLINE uint32_t __SMMLA(int32_t x, int32_t y, int32_t sum) -{ - return (uint32_t)((int32_t)((int64_t)((int64_t)x * (int64_t)y) >> 32) + sum); -} - -/** - \brief Sum of dual 16-bit signed multiply. - \details This function enables you to perform two 16-bit signed multiplications, adding the products together. - \param [in] x first 16-bit operands for each multiplication. - \param [in] y second 16-bit operands for each multiplication. - \return the sum of the products of the two 16-bit signed multiplications. - \remark - p1 = val1[15:0] * val2[15:0] \n - p2 = val1[31:16] * val2[31:16] \n - res[31:0] = p1 + p2 - */ -__ALWAYS_STATIC_INLINE uint32_t __SMUAD(uint32_t x, uint32_t y) -{ - return ((uint32_t)(((((int32_t)x << 16) >> 16) * (((int32_t)y << 16) >> 16)) + - ((((int32_t)x) >> 16) * (((int32_t)y) >> 16)))); -} - -/** - \brief Dual 16-bit signed multiply returning difference. - \details This function enables you to perform two 16-bit signed multiplications, taking the difference - of the products by subtracting the high halfword product from the low halfword product. - \param [in] x first 16-bit operands for each multiplication. - \param [in] y second 16-bit operands for each multiplication. - \return the difference of the products of the two 16-bit signed multiplications. - \remark - p1 = val1[15:0] * val2[15:0] \n - p2 = val1[31:16] * val2[31:16] \n - res[31:0] = p1 - p2 - */ -__ALWAYS_STATIC_INLINE uint32_t __SMUSD(uint32_t x, uint32_t y) -{ - return ((uint32_t)(((((int32_t)x << 16) >> 16) * (((int32_t)y << 16) >> 16)) - - ((((int32_t)x) >> 16) * (((int32_t)y) >> 16)))); -} - -/** - \brief Dual extracted 8-bit to 16-bit signed addition. - \details This function enables you to extract two 8-bit values from the second operand (at bit positions - [7:0] and [23:16]), sign-extend them to 16-bits each, and add the results to the first operand. - \param [in] x values added to the sign-extended to 16-bit values. - \param [in] y two 8-bit values to be extracted and sign-extended. - \return the addition of val1 and val2, where the 8-bit values in val2[7:0] and - val2[23:16] have been extracted and sign-extended prior to the addition. - \remark - res[15:0] = val1[15:0] + SignExtended(val2[7:0]) \n - res[31:16] = val1[31:16] + SignExtended(val2[23:16]) - */ -__ALWAYS_STATIC_INLINE uint32_t __SXTAB16(uint32_t x, uint32_t y) -{ - return ((uint32_t)((((((int32_t)y << 24) >> 24) + (((int32_t)x << 16) >> 16)) & (int32_t)0x0000FFFF) | - (((((int32_t)y << 8) >> 8) + (((int32_t)x >> 16) << 16)) & (int32_t)0xFFFF0000))); -} - -/** - \brief Extracted 16-bit to 32-bit unsigned addition. - \details This function enables you to extract two 8-bit values from one operand, zero-extend - them to 16 bits each, and add the results to two 16-bit values from another operand. - \param [in] x values added to the zero-extended to 16-bit values. - \param [in] y two 8-bit values to be extracted and zero-extended. - \return the addition of val1 and val2, where the 8-bit values in val2[7:0] and - val2[23:16] have been extracted and zero-extended prior to the addition. - \remark - res[15:0] = ZeroExt(val2[7:0] to 16 bits) + val1[15:0] \n - res[31:16] = ZeroExt(val2[31:16] to 16 bits) + val1[31:16] - */ -__ALWAYS_STATIC_INLINE uint32_t __UXTAB16(uint32_t x, uint32_t y) -{ - return ((uint32_t)(((((y << 24) >> 24) + ((x << 16) >> 16)) & 0x0000FFFF) | - ((((y << 8) >> 8) + ((x >> 16) << 16)) & 0xFFFF0000))); -} - -/** - \brief Dual extract 8-bits and sign extend each to 16-bits. - \details This function enables you to extract two 8-bit values from an operand and sign-extend them to 16 bits each. - \param [in] x two 8-bit values in val[7:0] and val[23:16] to be sign-extended. - \return the 8-bit values sign-extended to 16-bit values.\n - sign-extended value of val[7:0] in the low halfword of the return value.\n - sign-extended value of val[23:16] in the high halfword of the return value. - \remark - res[15:0] = SignExtended(val[7:0]) \n - res[31:16] = SignExtended(val[23:16]) - */ -__ALWAYS_STATIC_INLINE uint32_t __SXTB16(uint32_t x) -{ - return ((uint32_t)(((((int32_t)x << 24) >> 24) & (int32_t)0x0000FFFF) | - ((((int32_t)x << 8) >> 8) & (int32_t)0xFFFF0000))); -} - -/** - \brief Dual extract 8-bits and zero-extend to 16-bits. - \details This function enables you to extract two 8-bit values from an operand and zero-extend them to 16 bits each. - \param [in] x two 8-bit values in val[7:0] and val[23:16] to be zero-extended. - \return the 8-bit values sign-extended to 16-bit values.\n - sign-extended value of val[7:0] in the low halfword of the return value.\n - sign-extended value of val[23:16] in the high halfword of the return value. - \remark - res[15:0] = SignExtended(val[7:0]) \n - res[31:16] = SignExtended(val[23:16]) - */ -__ALWAYS_STATIC_INLINE uint32_t __UXTB16(uint32_t x) -{ - return ((uint32_t)((((x << 24) >> 24) & 0x0000FFFF) | - (((x << 8) >> 8) & 0xFFFF0000))); -} - -#endif /* _CSI_GCC_H_ */ diff --git a/tests/validation_xt800/board/smartl/qemu.ld b/tests/validation_xt800/board/smartl/qemu.ld deleted file mode 100644 index e8ff9f92..00000000 --- a/tests/validation_xt800/board/smartl/qemu.ld +++ /dev/null @@ -1,89 +0,0 @@ - - -ENTRY(__start) - -MEMORY -{ - INST : ORIGIN = 0x00000000 , LENGTH = 0x01000000 /* ROM 16MB*/ - DATA : ORIGIN = 0x20000000 , LENGTH = 0x00800000 /* RAM 8MB*/ - EEPROM : ORIGIN = 0x60000000 , LENGTH = 0x01000000 -} - -PROVIDE (__stack = 0x60000000 + 0x01000000 - 0x10); -PROVIDE (__heap_start = 0x20800000); -PROVIDE (__heap_end = 0x20800000 + 0x800000); - - -SECTIONS -{ - .text : { - . = ALIGN(0x4) ; - *crt0.o(.exp_table) - __stext = . ; - *(.text) - *(.text*) - *(.init) - *(.fini) - - . = ALIGN(0x10) ; - __etext = . ; - } > INST - - .rodata : { - . = ALIGN(0x4) ; - __srodata = .; - *(.rdata) - *(.rdata*) - *(.rodata) - *(.rodata*) - . = ALIGN(0x10) ; - __erodata = .; - } > INST - - .data : { - . = ALIGN(0x4) ; - __sdata = . ; - __data_start = . ; - data_start = . ; - *(.got.plt) - *(.got) - FILL(0) ; - . = ALIGN(0x20) ; - LONG(-1) - . = ALIGN(0x20) ; - *(.gnu.linkonce.r*) - *(.data) - *(.data*) - *(.gnu.linkonce.d*) - *(.gcc_except_table) - *(.gcc_except_table*) - *(.sdata) - *(.sdata.*) - *(.gnu.linkonce.s.*) - *(__libc_atexit) - *(__libc_subinit) - *(__libc_subfreeres) - *(.note.ABI-tag) - - . = ALIGN(0x10) ; - __edata = . ; - } > DATA - - .bss : { - . = ALIGN(0x4) ; - __sbss = ALIGN(0x4) ; - __bss_start = . ; - *(.dynsbss) - *(.sbss) - *(.sbss.*) - *(.scommon) - *(.dynbss) - *(.bss) - *(.bss.*) - *(COMMON) - . = ALIGN(0x10) ; - __ebss = . ; - __end = . ; - end = . ; - } > DATA -} diff --git a/tests/validation_xt800/board/smartl/smartl.h b/tests/validation_xt800/board/smartl/smartl.h deleted file mode 100644 index ec99415e..00000000 --- a/tests/validation_xt800/board/smartl/smartl.h +++ /dev/null @@ -1,74 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - - -#ifndef SMART_CARD_H -#define SMART_CARD_H - -/* APB frequence definition */ -#define APB_DEFAULT_FREQ 48000000 /* Hz */ - -/* ------------------------- Interrupt Number Definition ------------------------ */ - -typedef enum IRQn { - CORET_IRQn = 1, - UART0_IRQn = 2, -} IRQn_Type; - -/* ================================================================================ */ -/* ================ Processor and Core Peripheral Section ================ */ -/* ================================================================================ */ - -#include "csi_core.h" /* Processor and core peripherals */ - -/* ================================================================================ */ -/* ================ Device Specific Peripheral Section ================ */ -/* ================================================================================ */ - -/* ================================================================================ */ -/* ============== Universal Asyncronous Receiver / Transmitter (UART) ============= */ -/* ================================================================================ */ -typedef struct { - union { - __IM uint32_t RBR; /* Offset: 0x000 (R/ ) Receive buffer register */ - __OM uint32_t THR; /* Offset: 0x000 ( /W) Transmission hold register */ - __IOM uint32_t DLL; /* Offset: 0x000 (R/W) Clock frequency division low section register */ - }; - union { - __IOM uint32_t DLH; /* Offset: 0x004 (R/W) Clock frequency division high section register */ - __IOM uint32_t IER; /* Offset: 0x004 (R/W) Interrupt enable register */ - }; - __IM uint32_t IIR; /* Offset: 0x008 (R/ ) Interrupt indicia register */ - __IOM uint32_t LCR; /* Offset: 0x00C (R/W) Transmission control register */ - uint32_t RESERVED0; - __IM uint32_t LSR; /* Offset: 0x014 (R/ ) Transmission state register */ - uint32_t RESERVED1[25]; - __IM uint32_t USR; /* Offset: 0x07c (R/ ) UART state register */ -} SMARTL_UART_TypeDef; - -/* ================================================================================ */ -/* ================ Peripheral memory map ================ */ -/* ================================================================================ */ -#define SMARTL_UART0_BASE (0x40015000UL) - -/* ================================================================================ */ -/* ================ Peripheral declaration ================ */ -/* ================================================================================ */ -#define SMARTL_UART0 ((SMARTL_UART_TypeDef *) SMARTL_UART0_BASE) - -#endif diff --git a/tests/validation_xt800/board/smartl/uart.c b/tests/validation_xt800/board/smartl/uart.c deleted file mode 100644 index 2d035c30..00000000 --- a/tests/validation_xt800/board/smartl/uart.c +++ /dev/null @@ -1,490 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* - * Filename: uart.c - * Description: this file contains the functions support uart operations - * Copyright (C): Hangzhou C-Sky Microsystem Co, Ltd. - * Author(s): Shuli Wu (shuli_wu@c-sky.com), YUN YE (yun_ye@c-sky.com). - * Contributors: - * Date: Otc 10, 2008 - */ - -#include -#include "uart.h" - -/* the table of the uart serial ports */ -static CKStruct_UartInfo CK_Uart_Table[] = { - {0, SMARTL_UART0, UART0_IRQn, FALSE, NULL}, -}; - -/* - * Make all the uarts in the idle state; - * this function should be called before - * INTC module working; - */ -void CK_Deactive_UartModule() -{ - int i; - SMARTL_UART_TypeDef *uart; - - uart = CK_Uart_Table[0].addr; - uart->LCR = 0x83; - uart->DLL = 0x1; - uart->DLH = 0x0; - -} - -/* - * initialize the uart: - * baudrate: 19200 - * date length: 8 bits - * paity: None(disabled) - * number of stop bits: 1 stop bit - * query mode - * return: SUCCESS - */ -CK_INT32 CK_Uart_Init(CK_Uart_Device uartid) -{ - CK_Uart_ChangeBaudrate(uartid, B19200); - CK_Uart_SetParity(uartid, NONE); - CK_Uart_SetWordSize(uartid, LCR_WORD_SIZE_8); - CK_Uart_SetStopBit(uartid, LCR_STOP_BIT_1); - CK_Uart_SetRXMode(uartid, TRUE); - CK_Uart_SetTXMode(uartid, TRUE); - return SUCCESS; -} - -/* open the uart : - * set the callback function --- handler(void); - * intilize the serial port,sending and receiving buffer; - * intilize irqhandler ; - * register irqhandler - * return: SUCCESS or FAILURE - */ -CK_INT32 CK_Uart_Open(CK_Uart_Device uartid, void (*handler) (CK_INT8 error)) -{ - CKStruct_UartInfo *info; - // PCKStruct_IRQHandler irqhander; - info = &(CK_Uart_Table[uartid]); - - if (info->bopened) { - return FAILURE; - } - CK_Uart_Init(uartid); - - info->handler = handler; - info->bopened = TRUE; - return SUCCESS; -} - -/* This function is used to close the uart - * clear the callback function - * free the irq - * return: SUCCESS or FAILURE - */ -CK_INT32 CK_Uart_Close(CK_Uart_Device uartid) -{ - CKStruct_UartInfo *info; - SMARTL_UART_TypeDef *uart; - - info = &(CK_Uart_Table[uartid]); - uart = info->addr; - if (info->bopened) { - /* Stop UART interrupt. */ - uart->IER &= ~IER_RDA_INT_ENABLE; - info->handler = NULL; - info->bopened = 0; - return SUCCESS; - } - return FAILURE; -} - -/* - * This function is used to change the bautrate of uart. - * Parameters: - * uartid--a basepointer, could be one of UART0, UART1, UART2 or UART3. - * baudrate--the baudrate that user typed in. - * return: SUCCESS or FAILURE - */ - -CK_INT32 CK_Uart_ChangeBaudrate(CK_Uart_Device uartid, - CK_Uart_Baudrate baudrate) -{ - CK_INT32 divisor; - CK_INT32 timecount; - CKStruct_UartInfo *info; - SMARTL_UART_TypeDef *uart; - - timecount = 0; - info = &(CK_Uart_Table[uartid]); - uart = info->addr; - - /* - * DLH and DLL may be accessed when the UART is not - * busy(USR[0]=0) and the DLAB bit(LCR[7]) is set. - */ - while ((uart->USR & USR_UART_BUSY) - && (timecount < UART_BUSY_TIMEOUT)) { - timecount++; - } - if (timecount >= UART_BUSY_TIMEOUT) { - return FAILURE; - } else { - /*baudrate=(seriak clock freq)/(16*divisor). */ - divisor = ((APB_DEFAULT_FREQ / baudrate) >> 4); - uart->LCR |= LCR_SET_DLAB; - /* DLL and DLH is lower 8-bits and higher 8-bits of divisor. */ - uart->DLL = divisor & 0xff; - uart->DLH = (divisor >> 8) & 0xff; - /* - * The DLAB must be cleared after the baudrate is setted - * to access other registers. - */ - uart->LCR &= (~LCR_SET_DLAB); - info->baudrate = baudrate; - return SUCCESS; - } - return FAILURE; -} - -/* - * This function is used to enable or disable parity, also to set ODD or EVEN - * parity. - * Parameters: - * uartid--a basepointer, could be one of UART0, UART1, UART2 or UART3. - * parity--ODD=8, EVEN=16, or NONE=0. - * return: SUCCESS or FAILURE - */ - -CK_INT32 CK_Uart_SetParity(CK_Uart_Device uartid, CK_Uart_Parity parity) -{ - CKStruct_UartInfo *info; - SMARTL_UART_TypeDef *uart; - - info = &(CK_Uart_Table[uartid]); - uart = info->addr; - CK_INT32 timecount; - timecount = 0; - /* PEN bit(LCR[3]) is writeable when the UART is not busy(USR[0]=0). */ - while ((uart->USR & USR_UART_BUSY) && - (timecount < UART_BUSY_TIMEOUT)) { - timecount++; - } - if (timecount >= UART_BUSY_TIMEOUT) { - return FAILURE; - } else { - /*CLear the PEN bit(LCR[3]) to disable parity. */ - uart->LCR &= (~LCR_PARITY_ENABLE); - - info->parity = parity; - return SUCCESS; - } -} - -/* - * We can call this function to set the stop bit--1 bit, 1.5 bits, or 2 bits. - * But that it's 1.5 bits or 2, is decided by the wordlenth. When it's 5 bits, - * there are 1.5 stop bits, else 2. - * Parameters: - * uartid--a basepointer, could be one of UART0, UART1, UART2 or UART3. - * stopbit--it has two possible value: STOP_BIT_1 and STOP_BIT_2. - * return: SUCCESS or FAILURE - */ - -CK_INT32 CK_Uart_SetStopBit(CK_Uart_Device uartid, CK_Uart_StopBit stopbit) -{ - CKStruct_UartInfo *info; - SMARTL_UART_TypeDef *uart; - - info = &(CK_Uart_Table[uartid]); - uart = info->addr; - CK_INT32 timecount; - timecount = 0; - /* PEN bit(LCR[3]) is writeable when the UART is not busy(USR[0]=0). */ - while ((uart->USR & USR_UART_BUSY) && - (timecount < UART_BUSY_TIMEOUT)) { - timecount++; - } - if (timecount >= UART_BUSY_TIMEOUT) { - return FAILURE; - } else { - /* Clear the STOP bit to set 1 stop bit */ - uart->LCR &= LCR_STOP_BIT1; - } - info->stop = stopbit; - return SUCCESS; -} - -/* - * We can use this function to reset the transmit data length,and we - * have four choices:5, 6, 7, and 8 bits. - * Parameters: - * uartid--a basepointer, could be one of UART0, UART1, UART2 or UART3. - * wordsize--the data length that user decides - * return: SUCCESS or FAILURE - */ - -CK_INT32 CK_Uart_SetWordSize(CK_Uart_Device uartid, CK_Uart_WordSize wordsize) -{ - CKStruct_UartInfo *info; - SMARTL_UART_TypeDef *uart; - int timecount = 0; - - info = &(CK_Uart_Table[uartid]); - uart = info->addr; - /* DLS(LCR[1:0]) is writeable when the UART is not busy(USR[0]=0). */ - while ((uart->USR & USR_UART_BUSY) && - (timecount < UART_BUSY_TIMEOUT)) { - timecount++; - } - if (timecount >= UART_BUSY_TIMEOUT) { - return FAILURE; - } else { - uart->LCR |= LCR_WORD_SIZE_8; - } - info->word = wordsize; - return SUCCESS; -} - -/* - * This function is used to set the transmit mode, interrupt mode or - * query mode. - * Parameters: - * uartid--a basepointer, could be one of UART0, UART1, UART2 or UART3. - * bQuery--it indicates the transmit mode: TRUE - query mode, FALSE - - * inerrupt mode - * return: SUCCESS or FAILURE - */ - -CK_INT32 CK_Uart_SetTXMode(CK_Uart_Device uartid, BOOL bQuery) -{ - CKStruct_UartInfo *info; - SMARTL_UART_TypeDef *uart; - - info = &(CK_Uart_Table[uartid]); - uart = info->addr; - CK_INT32 timecount; - timecount = 0; - while ((uart->USR & USR_UART_BUSY) && - (timecount < UART_BUSY_TIMEOUT)) { - timecount++; - } - if (timecount >= UART_BUSY_TIMEOUT) { - return FAILURE; - } else { - if (bQuery) { - /* When query mode, disable the Transmit Holding Register Empty - * Interrupt. To do this, we clear the ETBEI bit(IER[1]). - */ - uart->IER &= (~IER_THRE_INT_ENABLE); - /* Refresh the uart info: transmit mode - query. */ - info->btxquery = TRUE; - } else { - /* When interrupt mode, inable the Transmit Holding Register - * Empty Interrupt. To do this, we set the ETBEI bit(IER[1]). - */ - uart->IER |= IER_THRE_INT_ENABLE; - /* Refresh the uart info: transmit mode - interrupt. */ - info->btxquery = FALSE; - } - } - return SUCCESS; -} - -/* - * This function is used to set the receive mode, interrupt mode or - * query mode. - * Parameters: - * uartid--a basepointer, could be one of UART0, UART1, UART2 or UART3. - * bQuery--it indicates the receive mode: TRUE - query mode, FALSE - - * interrupt mode - * return: SUCCESS or FAILURE - - */ -CK_INT32 CK_Uart_SetRXMode(CK_Uart_Device uartid, BOOL bQuery) -{ - CKStruct_UartInfo *info; - SMARTL_UART_TypeDef *uart; - - info = &(CK_Uart_Table[uartid]); - uart = info->addr; - CK_INT32 timecount; - timecount = 0; - /* PEN bit(LCR[3]) is writeable when the UART is not busy(USR[0]=0). */ - while ((uart->USR & USR_UART_BUSY) && - (timecount < UART_BUSY_TIMEOUT)) { - timecount++; - } - if (timecount >= UART_BUSY_TIMEOUT) { - return FAILURE; - } else { - if (bQuery) { - /* When query mode, disable the Received Data Available - * Interrupt. To do this, we clear the ERBFI bit(IER[0]). - */ - uart->IER &= (~IER_RDA_INT_ENABLE); - /* Refresh the uart info: receive mode - query. */ - info->brxquery = TRUE; - } else { - /* When interrupt mode, inable the Received Data Available - * Interrupt. To do this, we set the ERBFI bit(IER[0]). - */ - uart->IER |= IER_RDA_INT_ENABLE; - /* Refresh the uart info: receive mode - interrupt. */ - info->brxquery = FALSE; - } - } - return SUCCESS; -} - -/* - * Register uart into powermanager. - */ -CK_INT32 CK_Uart_DriverInit() -{ - CK_Deactive_UartModule(); - return SUCCESS; -} - -/* This function is used to get character,in query mode or interrupt mode. - * Parameters: - * uartid--a basepointer, could be one of UART0, UART1, UART2 or UART3. - * brxquery--it indicates the receive mode: TRUE - query mode, FALSE - - * interrupt mode - * return: SUCCESS or FAILURE - */ -CK_INT32 CK_Uart_GetChar(IN CK_Uart_Device uartid, OUT CK_UINT8 * ch) -{ - CKStruct_UartInfo *info; - SMARTL_UART_TypeDef *uart; - - info = &(CK_Uart_Table[uartid]); - uart = info->addr; - if (!(info->bopened)) { - return FAILURE; - } - - if (info->brxquery) { - while (!(uart->LSR & LSR_DATA_READY)) ; - - *ch = uart->RBR; - return SUCCESS; - } - - return FAILURE; -} - -/* This function is used to get character,in query mode or interrupt mode. - * Parameters: - * uartid--a basepointer, could be one of UART0, UART1, UART2 or UART3. - * brxquery--it indicates the receive mode: TRUE - query mode, FALSE - - * interrupt mode - * return: SUCCESS or FAILURE - */ -CK_INT32 CK_Uart_GetCharUnBlock(IN CK_Uart_Device uartid, OUT CK_UINT8 * ch) -{ - CKStruct_UartInfo *info; - SMARTL_UART_TypeDef *uart; - - info = &(CK_Uart_Table[uartid]); - uart = info->addr; - if (!(info->bopened)) { - return FAILURE; - } - - /*query mode */ - if (info->brxquery) { - if (uart->LSR & LSR_DATA_READY) { - *ch = uart->RBR; - return SUCCESS; - } - } - return FAILURE; -} - -/* This function is used to transmit character,in query mode or interrupt mode. - * Parameters: - * uartid--a basepointer, could be one of UART0, UART1, UART2 or UART3. - * brxquery--it indicates the receive mode: TRUE - query mode, FALSE - - * interrupt mode - * Return: SUCCESS or FAILURE. - */ -CK_INT32 CK_Uart_PutChar(CK_Uart_Device uartid, CK_UINT8 ch) -{ - CKStruct_UartInfo *info; - SMARTL_UART_TypeDef *uart; - CK_UINT8 temp; - - info = &(CK_Uart_Table[uartid]); - uart = info->addr; - if (!(info->bopened)) { - return FAILURE; - } - /*query mode */ - if (info->btxquery) { - while ((!(uart->LSR & CK_LSR_TRANS_EMPTY))) ; - if (ch == '\n') { - uart->THR = '\r'; - } - - while ((!(uart->LSR & CK_LSR_TRANS_EMPTY))) ; - uart->THR = ch; - - return SUCCESS; - } - - return SUCCESS; -} - -static int i = 1; - -static void CK_Console_CallBack(signed char error) -{ -} - -int getchar1(void) -{ - char ch; - if (i == 1) { - CK_Uart_Open(UART0, CK_Console_CallBack); - i = 0; - } - - CK_Uart_GetChar(UART0, &ch); - return (int)ch; -} - -int fputc(int ch, FILE * stream) -{ - if (i == 1) { - CK_Uart_Open(UART0, CK_Console_CallBack); - i = 0; - } - - CK_Uart_PutChar(UART0, ch); -} - -int fgetc(FILE * stream) -{ - int ch = getchar1(); - fputc(ch, stream); - return ch; -} - - diff --git a/tests/validation_xt800/board/smartl/uart.h b/tests/validation_xt800/board/smartl/uart.h deleted file mode 100644 index d4be928d..00000000 --- a/tests/validation_xt800/board/smartl/uart.h +++ /dev/null @@ -1,313 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* - * File : uart.h - * Description: this file contains the macros support uart operations - * Copyright (C): 2008 C-SKY Microsystem Ltd. - * Author(s): Shuli wu - * E_mail: shuli_wu@c-sky.com - * Contributors: Yun Ye - * Date: 2008-9-25 - */ - -#ifndef __UART_H__ -#define __UART_H__ - -#include "smartl.h" - -#ifndef NULL -#define NULL 0x00 -#endif - -#ifndef TRUE -#define TRUE 0x01 -#endif -#ifndef FALSE -#define FALSE 0x00 -#endif - -#ifndef SUCCESS -#define SUCCESS 0 -#endif -#ifndef FAILURE -#define FAILURE -1 -#endif - -typedef unsigned char CK_UINT8; -typedef unsigned short CK_UINT16; -typedef unsigned int CK_UINT32; -typedef signed char CK_INT8; -typedef signed short CK_INT16; -typedef signed int CK_INT32; -typedef signed long CK_INT64; -typedef unsigned int BOOL; -#ifndef BYTE -typedef unsigned char BYTE; -#endif -#ifndef WORD -typedef unsigned short WORD; -#endif - -#define IN -#define OUT -#define INOUT - -#define UART_BUSY_TIMEOUT 1000000 -#define UART_RECEIVE_TIMEOUT 1000 -#define UART_TRANSMIT_TIMEOUT 1000 - - -/* UART register bit definitions */ -/* CK5108 */ - -#define USR_UART_BUSY 0x01 -#define LSR_DATA_READY 0x01 -#define LSR_THR_EMPTY 0x20 -#define IER_RDA_INT_ENABLE 0x01 -#define IER_THRE_INT_ENABLE 0x02 -#define IIR_NO_ISQ_PEND 0x01 - -#define LCR_SET_DLAB 0x80 /* enable r/w DLR to set the baud rate */ -#define LCR_PARITY_ENABLE 0x08 /* parity enabled */ -#define LCR_PARITY_EVEN 0x10 /* Even parity enabled */ -#define LCR_PARITY_ODD 0xef /* Odd parity enabled */ -#define LCR_WORD_SIZE_5 0xfc /* the data length is 5 bits */ -#define LCR_WORD_SIZE_6 0x01 /* the data length is 6 bits */ -#define LCR_WORD_SIZE_7 0x02 /* the data length is 7 bits */ -#define LCR_WORD_SIZE_8 0x03 /* the data length is 8 bits */ -#define LCR_STOP_BIT1 0xfb /* 1 stop bit */ -#define LCR_STOP_BIT2 0x04 /* 1.5 stop bit */ - -#define CK_LSR_PFE 0x80 -#define CK_LSR_TEMT 0x40 -#define CK_LSR_THRE 0x40 -#define CK_LSR_BI 0x10 -#define CK_LSR_FE 0x08 -#define CK_LSR_PE 0x04 -#define CK_LSR_OE 0x02 -#define CK_LSR_DR 0x01 -#define CK_LSR_TRANS_EMPTY 0x20 - -/************************************ - * (8 data bitbs, ODD, 1 stop bits) - ***********************************/ -#define BAUDRATE 19200 -/* - * Terminal uart to use - */ -#define CONFIG_TERMINAL_UART UART0 - -////////////////////////////////////////////////////////////////////////////////////////// -typedef enum{ - B4800=4800, - B9600=9600, - B14400=14400, - B19200=19200, - B56000=56000, - B38400=38400, - B57600=57600, - B115200=115200 -}CK_Uart_Baudrate; - - -typedef enum{ - UART0, - UART1, - UART2, - UART3 -}CK_Uart_Device; - -typedef enum{ - WORD_SIZE_5, - WORD_SIZE_6, - WORD_SIZE_7, - WORD_SIZE_8 -}CK_Uart_WordSize; - -typedef enum{ - ODD, - EVEN, - NONE -}CK_Uart_Parity; - -typedef enum{ - LCR_STOP_BIT_1, - LCR_STOP_BIT_2 -}CK_Uart_StopBit; - - -typedef enum{ - CK_Uart_CTRL_C = 0, - CK_Uart_FrameError = 1, - CK_Uart_ParityError = 2 -}CKEnum_Uart_Error; - -typedef struct CK_UART_Info_t { - CK_UINT32 id; - SMARTL_UART_TypeDef *addr; - CK_UINT32 irq ; - BOOL bopened; - void (* handler)(CK_INT8 error); - CK_Uart_Baudrate baudrate; - CK_Uart_Parity parity; - CK_Uart_WordSize word; - CK_Uart_StopBit stop; - BOOL btxquery; - BOOL brxquery; -} CKStruct_UartInfo, *PCKStruct_UartInfo; - -CK_INT32 CK_Uart_DriverInit(); - - -///////////////////////////////////////////////////////////////// -/* open the uart : - * set the callback function --- handler(void); - * intilize the serial port,sending and receiving buffer; - * intilize irqhandler ; - * register irqhandler - * return: SUCCESS or FAILURE - */ -CK_INT32 CK_Uart_Open( CK_Uart_Device uartid,void (*handler)(CK_INT8 error)); - -/* This function is used to close the uart - * clear the callback function - * free the irq - * return: SUCCESS or FAILURE - */ - CK_INT32 CK_Uart_Close( CK_Uart_Device uartid); - - /* - * This function is used to change the bautrate of uart. - * Parameters: - * uartid--a basepointer, could be one of UART0, UART1, UART2 or UART3. - * baudrate--the baudrate that user typed in. - * return: SUCCESS or FAILURE -*/ - -CK_INT32 CK_Uart_ChangeBaudrate( - CK_Uart_Device uartid, CK_Uart_Baudrate baudrate); - -/* - * This function is used to enable or disable parity, also to set ODD or EVEN - * parity. - * Parameters: - * uartid--a basepointer, could be one of UART0, UART1, UART2 or UART3. - * parity--ODD=8, EVEN=16, or NONE=0. - * return: SUCCESS or FAILURE -*/ - -CK_INT32 CK_Uart_SetParity( - CK_Uart_Device uartid, CK_Uart_Parity parity); - -/* - * We can call this function to set the stop bit--1 bit, 1.5 bits, or 2 bits. - * But that it's 1.5 bits or 2, is decided by the wordlenth. When it's 5 bits, - * there are 1.5 stop bits, else 2. - * Parameters: - * uartid--a basepointer, could be one of UART0, UART1, UART2 or UART3. - * stopbit--it has two possible value: STOP_BIT_1 and STOP_BIT_2. - * return: SUCCESS or FAILURE -*/ - -CK_INT32 CK_Uart_SetStopBit( - CK_Uart_Device uartid, CK_Uart_StopBit stopbit); - -/* - * We can use this function to reset the transmit data length,and we - * have four choices:5, 6, 7, and 8 bits. - * Parameters: - * uartid--a basepointer, could be one of UART0, UART1, UART2 or UART3. - * wordsize--the data length that user decides - * return: SUCCESS or FAILURE -*/ - -CK_INT32 CK_Uart_SetWordSize(CK_Uart_Device uartid, CK_Uart_WordSize wordsize); - -/* - * This function is used to set the transmit mode, interrupt mode or - * query mode. - * Parameters: - * uartid--a basepointer, could be one of UART0, UART1, UART2 or UART3. - * bQuery--it indicates the transmit mode: TRUE - query mode, FALSE - - * inerrupt mode - * return: SUCCESS or FAILURE -*/ - -CK_INT32 CK_Uart_SetTXMode( CK_Uart_Device uartid, BOOL bQuery); - -/* - * This function is used to set the receive mode, interrupt mode or - * query mode. - * Parameters: - * uartid--a basepointer, could be one of UART0, UART1, UART2 or UART3. - * bQuery--it indicates the receive mode: TRUE - query mode, FALSE - - * interrupt mode - * return: SUCCESS or FAILURE - -*/ -CK_INT32 CK_Uart_SetRXMode( CK_Uart_Device uartid, BOOL bQuery); - -/* This function is used to get character,in query mode or interrupt mode. - * Parameters: - * uartid--a basepointer, could be one of UART0, UART1, UART2 or UART3. - * brxquery--it indicates the receive mode: TRUE - query mode, FALSE - - * interrupt mode - * return: SUCCESS or FAILURE - */ -CK_INT32 CK_Uart_GetChar(CK_Uart_Device uartid, CK_UINT8 *ch); - -/* This function is used to transmit character,in query mode or interrupt mode. - * Parameters: - * uartid--a basepointer, could be one of UART0, UART1, UART2 or UART3. - * brxquery--it indicates the receive mode: TRUE - query mode, FALSE - - * interrupt mode - * Return: SUCCESS or FAILURE. - */ -CK_INT32 CK_Uart_PutChar(CK_Uart_Device uartid, CK_UINT8 ch); - -/* - * initialize the uart: - * baudrate: 19200 - * date length: 8 bits - * paity: None(disabled) - * number of stop bits: 1 stop bit - * query mode - * return: SUCCESS - */ -CK_INT32 CK_Uart_Init( CK_Uart_Device uartid); - -/* - */ -CK_INT32 CK_Uart_ConfigDMA( - CK_Uart_Device uartid, - char *buffer, - BOOL btx, - CK_INT32 txrxsize, - void (*handler)() -); - -/* - */ -void CK_Uart_StartDMARxTx (void); - -void CK_UART_ClearRxBuffer(CK_Uart_Device uartid); - -/* This function is used to get character,in query mode or interrupt mode*/ -CK_INT32 CK_Uart_GetCharUnBlock(IN CK_Uart_Device uartid, OUT CK_UINT8 *ch); -#endif diff --git a/tests/validation_xt800/convolution_1x1_q7_1.c b/tests/validation_xt800/convolution_1x1_q7_1.c deleted file mode 100644 index 91e2eb29..00000000 --- a/tests/validation_xt800/convolution_1x1_q7_1.c +++ /dev/null @@ -1,64 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "./valid_data/q7_1x1_conv.dat" -#include "csi_nn.h" -#include "test_utils.h" - -extern void verify_conv2d_q7(void *input_data, void *kernel_data, void *bias_data, void *ref_data, - uint16_t batch, uint16_t in_h, uint16_t in_w, uint16_t in_c, - uint16_t out_h, uint16_t out_w, uint16_t out_c, uint16_t kernel_h, - uint16_t kernel_w, uint16_t stride_h, uint16_t stride_w, - uint16_t pad_x, uint16_t pad_y, uint16_t bias_shift, - uint16_t out_shift, float difference); - -int main(int argc, char **argv) -{ - init_testsuite("First testing function of convolution 1x1 q7 for xt800.\n"); - - /* -------------- conv2d 1x1 --------------- */ - verify_conv2d_q7(q7_1x1_conv_input_0, q7_1x1_conv_weight_0, q7_1x1_conv_bias_0, - q7_1x1_conv_result_0, 1, 32, 32, 16, 32, 32, 32, 1, 1, 1, 1, 0, 0, 0, 12, - 0.0f); - - /* leftover test */ - verify_conv2d_q7(q7_1x1_conv_input_0, q7_1x1_conv_weight_0, q7_1x1_conv_bias_0, - q7_1x1_conv_result_3, 1, 31, 31, 12, 31, 31, 30, 1, 1, 1, 1, 0, 0, 0, 12, - 0.0f); - - verify_conv2d_q7(q7_1x1_conv_input_1, q7_1x1_conv_weight_1, q7_1x1_conv_bias_1, - q7_1x1_conv_result_1, 1, 64, 16, 16, 64, 16, 16, 1, 1, 1, 1, 0, 0, 0, 12, - 0.0f); - - /* leftover test */ - verify_conv2d_q7(q7_1x1_conv_input_1, q7_1x1_conv_weight_1, q7_1x1_conv_bias_1, - q7_1x1_conv_result_4, 1, 63, 15, 12, 63, 15, 12, 1, 1, 1, 1, 0, 0, 0, 12, - 0.0f); - - // TODO: ld: region `DATA' overflowed by 41200 bytes - // verify_conv2d_q7(q7_1x1_conv_input_2, q7_1x1_conv_weight_2, q7_1x1_conv_bias_2, - // q7_1x1_conv_result_2, - // 1, 16, 64, 16, 16, 64, 48, 1, 1, 1, 1, 0, 0, 0, 12, 0.0f); - - // // /* leftover test */ - // verify_conv2d_q7(q7_1x1_conv_input_2, q7_1x1_conv_weight_2, q7_1x1_conv_bias_2, - // q7_1x1_conv_result_5, - // 1, 15, 63, 12, 15, 63, 40, 1, 1, 1, 1, 0, 0, 0, 12, 0.0f); -} diff --git a/tests/validation_xt800/convolution_1x1_q7_2.c b/tests/validation_xt800/convolution_1x1_q7_2.c deleted file mode 100644 index 87312fcc..00000000 --- a/tests/validation_xt800/convolution_1x1_q7_2.c +++ /dev/null @@ -1,45 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "./valid_data/q7_1x1_conv.dat" -#include "csi_nn.h" -#include "test_utils.h" - -extern void verify_conv2d_q7(void *input_data, void *kernel_data, void *bias_data, void *ref_data, - uint16_t batch, uint16_t in_h, uint16_t in_w, uint16_t in_c, - uint16_t out_h, uint16_t out_w, uint16_t out_c, uint16_t kernel_h, - uint16_t kernel_w, uint16_t stride_h, uint16_t stride_w, - uint16_t pad_x, uint16_t pad_y, uint16_t bias_shift, - uint16_t out_shift, float difference); - -int main(int argc, char **argv) -{ - init_testsuite("Second testing function of convolution 1x1 q7 for xt800.\n"); - - // TODO: ld: region `DATA' overflowed by 41200 bytes - verify_conv2d_q7(q7_1x1_conv_input_2, q7_1x1_conv_weight_2, q7_1x1_conv_bias_2, - q7_1x1_conv_result_2, 1, 16, 64, 16, 16, 64, 48, 1, 1, 1, 1, 0, 0, 0, 12, - 0.0f); - - // /* leftover test */ - verify_conv2d_q7(q7_1x1_conv_input_2, q7_1x1_conv_weight_2, q7_1x1_conv_bias_2, - q7_1x1_conv_result_5, 1, 15, 63, 12, 15, 63, 40, 1, 1, 1, 1, 0, 0, 0, 12, - 0.0f); -} diff --git a/tests/validation_xt800/convolution_RGB_q7.c b/tests/validation_xt800/convolution_RGB_q7.c deleted file mode 100644 index aa50b144..00000000 --- a/tests/validation_xt800/convolution_RGB_q7.c +++ /dev/null @@ -1,84 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "./valid_data/q7_conv_RGB.dat" -#include "csi_nn.h" -#include "test_utils.h" - -extern void verify_conv2d_q7(void *input_data, void *kernel_data, void *bias_data, void *ref_data, - uint16_t batch, uint16_t in_h, uint16_t in_w, uint16_t in_c, - uint16_t out_h, uint16_t out_w, uint16_t out_c, uint16_t kernel_h, - uint16_t kernel_w, uint16_t stride_h, uint16_t stride_w, - uint16_t pad_x, uint16_t pad_y, uint16_t bias_shift, - uint16_t out_shift, float difference); - -int main(int argc, char **argv) -{ - init_testsuite("Testing function of convolution RGB q7 for xt800.\n"); - - verify_conv2d_q7(q7_conv_input_0, q7_conv_weight_0, q7_conv_bias_0, q7_conv_result_0, 1, 32, 32, - 3, 30, 30, 16, 3, 3, 1, 1, 0, 0, 0, 11, 0.0f); - - verify_conv2d_q7(q7_conv_input_0, q7_conv_weight_0, q7_conv_bias_0, q7_conv_result_1, 1, 32, 32, - 3, 32, 32, 16, 3, 3, 1, 1, 1, 1, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, q7_conv_result_2, 1, 32, 32, - 3, 28, 28, 16, 5, 5, 1, 1, 0, 0, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, q7_conv_result_3, 1, 32, 32, - 3, 32, 32, 16, 5, 5, 1, 1, 2, 2, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, q7_conv_result_4, 1, 32, 32, - 3, 12, 12, 16, 5, 5, 3, 3, 3, 3, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, q7_conv_result_5, 1, 32, 32, - 3, 26, 26, 16, 7, 7, 1, 1, 0, 0, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, q7_conv_result_6, 1, 32, 32, - 3, 32, 32, 16, 7, 7, 1, 1, 3, 3, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, q7_conv_result_7, 1, 32, 32, - 3, 10, 10, 16, 7, 7, 3, 3, 1, 1, 0, 12, 0.0f); - - /* leftover test */ - verify_conv2d_q7(q7_conv_input_0, q7_conv_weight_0, q7_conv_bias_0, q7_conv_result_8, 1, 31, 31, - 3, 29, 29, 15, 3, 3, 1, 1, 0, 0, 0, 11, 0.0f); - - verify_conv2d_q7(q7_conv_input_0, q7_conv_weight_0, q7_conv_bias_0, q7_conv_result_9, 1, 31, 31, - 3, 31, 31, 15, 3, 3, 1, 1, 1, 1, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, q7_conv_result_10, 1, 31, - 31, 3, 27, 27, 15, 5, 5, 1, 1, 0, 0, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, q7_conv_result_11, 1, 31, - 31, 3, 31, 31, 15, 5, 5, 1, 1, 2, 2, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, q7_conv_result_12, 1, 31, - 31, 3, 1, 1, 15, 5, 5, 3, 3, 2, 2, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, q7_conv_result_13, 1, 31, - 31, 3, 25, 25, 15, 7, 7, 1, 1, 0, 0, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, q7_conv_result_14, 1, 31, - 31, 3, 31, 31, 15, 7, 7, 1, 1, 3, 3, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, q7_conv_result_15, 1, 31, - 31, 3, 9, 9, 15, 7, 7, 3, 3, 0, 0, 0, 12, 0.0f); -} diff --git a/tests/validation_xt800/convolution_basic_q7_1.c b/tests/validation_xt800/convolution_basic_q7_1.c deleted file mode 100644 index 0084a151..00000000 --- a/tests/validation_xt800/convolution_basic_q7_1.c +++ /dev/null @@ -1,47 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "./valid_data/q7_conv_basic.dat" -#include "csi_nn.h" -#include "test_utils.h" - -extern void verify_conv2d_q7(void *input_data, void *kernel_data, void *bias_data, void *ref_data, - uint16_t batch, uint16_t in_h, uint16_t in_w, uint16_t in_c, - uint16_t out_h, uint16_t out_w, uint16_t out_c, uint16_t kernel_h, - uint16_t kernel_w, uint16_t stride_h, uint16_t stride_w, - uint16_t pad_x, uint16_t pad_y, uint16_t bias_shift, - uint16_t out_shift, float difference); - -int main(int argc, char **argv) -{ - init_testsuite("First testing function of convolution basic q7 for xt800.\n"); - - verify_conv2d_q7(q7_conv_input_0, q7_conv_weight_0, q7_conv_bias_0, q7_conv_result_0, 1, 32, 32, - 16, 30, 30, 32, 3, 3, 1, 1, 0, 0, 0, 11, 0.0f); - - verify_conv2d_q7(q7_conv_input_0, q7_conv_weight_0, q7_conv_bias_0, q7_conv_result_1, 1, 32, 32, - 16, 32, 32, 32, 3, 3, 1, 1, 1, 1, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_0, q7_conv_weight_0, q7_conv_bias_0, q7_conv_result_8, 1, 31, 31, - 15, 29, 29, 30, 3, 3, 1, 1, 0, 0, 0, 11, 0.0f); - - verify_conv2d_q7(q7_conv_input_0, q7_conv_weight_0, q7_conv_bias_0, q7_conv_result_9, 1, 31, 31, - 15, 31, 31, 30, 3, 3, 1, 1, 1, 1, 0, 12, 0.0f); -} diff --git a/tests/validation_xt800/convolution_basic_q7_2.c b/tests/validation_xt800/convolution_basic_q7_2.c deleted file mode 100644 index 21a64548..00000000 --- a/tests/validation_xt800/convolution_basic_q7_2.c +++ /dev/null @@ -1,53 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "./valid_data/q7_conv_basic.dat" -#include "csi_nn.h" -#include "test_utils.h" - -extern void verify_conv2d_q7(void *input_data, void *kernel_data, void *bias_data, void *ref_data, - uint16_t batch, uint16_t in_h, uint16_t in_w, uint16_t in_c, - uint16_t out_h, uint16_t out_w, uint16_t out_c, uint16_t kernel_h, - uint16_t kernel_w, uint16_t stride_h, uint16_t stride_w, - uint16_t pad_x, uint16_t pad_y, uint16_t bias_shift, - uint16_t out_shift, float difference); - -int main(int argc, char **argv) -{ - init_testsuite("Second testing function of convolution basic q7 for xt800.\n"); - - verify_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, q7_conv_result_2, 1, 32, 32, - 16, 28, 28, 16, 5, 5, 1, 1, 0, 0, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, q7_conv_result_3, 1, 32, 32, - 16, 32, 32, 16, 5, 5, 1, 1, 2, 2, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, q7_conv_result_4, 1, 32, 32, - 16, 12, 12, 16, 5, 5, 3, 3, 3, 3, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, q7_conv_result_10, 1, 31, - 31, 15, 27, 27, 15, 5, 5, 1, 1, 0, 0, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, q7_conv_result_11, 1, 31, - 31, 15, 31, 31, 15, 5, 5, 1, 1, 2, 2, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, q7_conv_result_12, 1, 31, - 31, 15, 11, 11, 15, 5, 5, 3, 3, 2, 2, 0, 12, 0.0f); -} diff --git a/tests/validation_xt800/convolution_basic_q7_3.c b/tests/validation_xt800/convolution_basic_q7_3.c deleted file mode 100644 index 3e823984..00000000 --- a/tests/validation_xt800/convolution_basic_q7_3.c +++ /dev/null @@ -1,53 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "./valid_data/q7_conv_basic.dat" -#include "csi_nn.h" -#include "test_utils.h" - -extern void verify_conv2d_q7(void *input_data, void *kernel_data, void *bias_data, void *ref_data, - uint16_t batch, uint16_t in_h, uint16_t in_w, uint16_t in_c, - uint16_t out_h, uint16_t out_w, uint16_t out_c, uint16_t kernel_h, - uint16_t kernel_w, uint16_t stride_h, uint16_t stride_w, - uint16_t pad_x, uint16_t pad_y, uint16_t bias_shift, - uint16_t out_shift, float difference); - -int main(int argc, char **argv) -{ - init_testsuite("Third testing function of convolution basic q7 for xt800.\n"); - - verify_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, q7_conv_result_5, 1, 32, 32, - 16, 26, 26, 16, 7, 7, 1, 1, 0, 0, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, q7_conv_result_6, 1, 32, 32, - 16, 32, 32, 16, 7, 7, 1, 1, 3, 3, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, q7_conv_result_7, 1, 32, 32, - 16, 10, 10, 16, 7, 7, 3, 3, 1, 1, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, q7_conv_result_13, 1, 31, - 31, 15, 25, 25, 15, 7, 7, 1, 1, 0, 0, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, q7_conv_result_14, 1, 31, - 31, 15, 31, 31, 15, 7, 7, 1, 1, 3, 3, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, q7_conv_result_15, 1, 31, - 31, 15, 9, 9, 15, 7, 7, 3, 3, 0, 0, 0, 12, 0.0f); -} diff --git a/tests/validation_xt800/convolution_nonsquare_q7_1.c b/tests/validation_xt800/convolution_nonsquare_q7_1.c deleted file mode 100644 index 72ed9e61..00000000 --- a/tests/validation_xt800/convolution_nonsquare_q7_1.c +++ /dev/null @@ -1,47 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "./valid_data/q7_conv_basic.dat" -#include "csi_nn.h" -#include "test_utils.h" - -extern void verify_conv2d_q7(void *input_data, void *kernel_data, void *bias_data, void *ref_data, - uint16_t batch, uint16_t in_h, uint16_t in_w, uint16_t in_c, - uint16_t out_h, uint16_t out_w, uint16_t out_c, uint16_t kernel_h, - uint16_t kernel_w, uint16_t stride_h, uint16_t stride_w, - uint16_t pad_x, uint16_t pad_y, uint16_t bias_shift, - uint16_t out_shift, float difference); - -int main(int argc, char **argv) -{ - init_testsuite("First testing function of convolution nonsquare q7 for xt800.\n"); - - verify_conv2d_q7(q7_conv_input_0, q7_conv_weight_0, q7_conv_bias_0, q7_conv_result_0, 1, 32, 32, - 16, 30, 30, 32, 3, 3, 1, 1, 0, 0, 0, 11, 0.0f); - - verify_conv2d_q7(q7_conv_input_0, q7_conv_weight_0, q7_conv_bias_0, q7_conv_result_1, 1, 32, 32, - 16, 32, 32, 32, 3, 3, 1, 1, 1, 1, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_0, q7_conv_weight_0, q7_conv_bias_0, q7_conv_result_16, 1, 31, - 31, 12, 29, 29, 30, 3, 3, 1, 1, 0, 0, 0, 11, 0.0f); - - verify_conv2d_q7(q7_conv_input_0, q7_conv_weight_0, q7_conv_bias_0, q7_conv_result_17, 1, 31, - 31, 12, 31, 31, 30, 3, 3, 1, 1, 1, 1, 0, 12, 0.0f); -} diff --git a/tests/validation_xt800/convolution_nonsquare_q7_2.c b/tests/validation_xt800/convolution_nonsquare_q7_2.c deleted file mode 100644 index cf62fa3c..00000000 --- a/tests/validation_xt800/convolution_nonsquare_q7_2.c +++ /dev/null @@ -1,53 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "./valid_data/q7_conv_basic.dat" -#include "csi_nn.h" -#include "test_utils.h" - -extern void verify_conv2d_q7(void *input_data, void *kernel_data, void *bias_data, void *ref_data, - uint16_t batch, uint16_t in_h, uint16_t in_w, uint16_t in_c, - uint16_t out_h, uint16_t out_w, uint16_t out_c, uint16_t kernel_h, - uint16_t kernel_w, uint16_t stride_h, uint16_t stride_w, - uint16_t pad_x, uint16_t pad_y, uint16_t bias_shift, - uint16_t out_shift, float difference); - -int main(int argc, char **argv) -{ - init_testsuite("Second testing function of convolution nonsquare q7 for xt800.\n"); - - verify_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, q7_conv_result_2, 1, 32, 32, - 16, 28, 28, 16, 5, 5, 1, 1, 0, 0, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, q7_conv_result_3, 1, 32, 32, - 16, 32, 32, 16, 5, 5, 1, 1, 2, 2, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, q7_conv_result_4, 1, 32, 32, - 16, 12, 12, 16, 5, 5, 3, 3, 3, 3, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, q7_conv_result_18, 1, 31, - 31, 12, 27, 27, 14, 5, 5, 1, 1, 0, 0, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, q7_conv_result_19, 1, 31, - 31, 12, 31, 31, 14, 5, 5, 1, 1, 2, 2, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, q7_conv_result_20, 1, 31, - 31, 12, 11, 11, 14, 5, 5, 3, 3, 2, 2, 0, 12, 0.0f); -} diff --git a/tests/validation_xt800/convolution_nonsquare_q7_3.c b/tests/validation_xt800/convolution_nonsquare_q7_3.c deleted file mode 100644 index 10b9d1cb..00000000 --- a/tests/validation_xt800/convolution_nonsquare_q7_3.c +++ /dev/null @@ -1,53 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "./valid_data/q7_conv_basic.dat" -#include "csi_nn.h" -#include "test_utils.h" - -extern void verify_conv2d_q7(void *input_data, void *kernel_data, void *bias_data, void *ref_data, - uint16_t batch, uint16_t in_h, uint16_t in_w, uint16_t in_c, - uint16_t out_h, uint16_t out_w, uint16_t out_c, uint16_t kernel_h, - uint16_t kernel_w, uint16_t stride_h, uint16_t stride_w, - uint16_t pad_x, uint16_t pad_y, uint16_t bias_shift, - uint16_t out_shift, float difference); - -int main(int argc, char **argv) -{ - init_testsuite("Third testing function of convolution nonsquare q7 for xt800.\n"); - - verify_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, q7_conv_result_5, 1, 32, 32, - 16, 26, 26, 16, 7, 7, 1, 1, 0, 0, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, q7_conv_result_6, 1, 32, 32, - 16, 32, 32, 16, 7, 7, 1, 1, 3, 3, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, q7_conv_result_7, 1, 32, 32, - 16, 10, 10, 16, 7, 7, 3, 3, 1, 1, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, q7_conv_result_21, 1, 31, - 31, 12, 25, 25, 14, 7, 7, 1, 1, 0, 0, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, q7_conv_result_22, 1, 31, - 31, 12, 31, 31, 14, 7, 7, 1, 1, 3, 3, 0, 12, 0.0f); - - verify_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, q7_conv_result_23, 1, 31, - 31, 12, 9, 9, 14, 7, 7, 3, 3, 0, 0, 0, 12, 0.0f); -} diff --git a/tests/validation_xt800/convolution_q15.c b/tests/validation_xt800/convolution_q15.c deleted file mode 100644 index 682a3e04..00000000 --- a/tests/validation_xt800/convolution_q15.c +++ /dev/null @@ -1,109 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "./valid_data/q15_conv_basic.dat" -#include "csi_nn.h" -#include "test_utils.h" - -extern void verify_conv2d_q15(void *input_data, void *kernel_data, void *bias_data, void *ref_data, - uint16_t batch, uint16_t in_h, uint16_t in_w, uint16_t in_c, - uint16_t out_h, uint16_t out_w, uint16_t out_c, uint16_t kernel_h, - uint16_t kernel_w, uint16_t stride_h, uint16_t stride_w, - uint16_t pad_x, uint16_t pad_y, uint16_t bias_shift, - uint16_t out_shift, float difference); - -int main(int argc, char **argv) -{ - init_testsuite("Testing function of convolution q15 for xt800.\n"); - - verify_conv2d_q15(q15_conv_input_3, q15_conv_weight_3, q15_conv_bias_3, q15_conv_result_16, 1, - 16, 16, 8, 14, 14, 8, 3, 3, 1, 1, 0, 0, 0, 11, 0.0f); - - verify_conv2d_q15(q15_conv_input_3, q15_conv_weight_3, q15_conv_bias_3, q15_conv_result_17, 1, - 16, 16, 8, 16, 16, 8, 3, 3, 1, 1, 1, 1, 0, 12, 0.0f); - - verify_conv2d_q15(q15_conv_input_4, q15_conv_weight_4, q15_conv_bias_4, q15_conv_result_18, 1, - 16, 16, 8, 12, 12, 16, 5, 5, 1, 1, 0, 0, 0, 12, 0.0f); - - verify_conv2d_q15(q15_conv_input_4, q15_conv_weight_4, q15_conv_bias_4, q15_conv_result_19, 1, - 16, 16, 8, 16, 16, 16, 5, 5, 1, 1, 2, 2, 0, 12, 0.0f); - - verify_conv2d_q15(q15_conv_input_4, q15_conv_weight_4, q15_conv_bias_4, q15_conv_result_20, 1, - 16, 16, 8, 6, 6, 16, 5, 5, 3, 3, 2, 2, 0, 12, 0.0f); - - verify_conv2d_q15(q15_conv_input_5, q15_conv_weight_5, q15_conv_bias_5, q15_conv_result_21, 1, - 16, 16, 8, 10, 10, 24, 7, 7, 1, 1, 0, 0, 0, 12, 0.0f); - - verify_conv2d_q15(q15_conv_input_5, q15_conv_weight_5, q15_conv_bias_5, q15_conv_result_22, 1, - 16, 16, 8, 16, 16, 24, 7, 7, 1, 1, 3, 3, 0, 12, 0.0f); - - verify_conv2d_q15(q15_conv_input_5, q15_conv_weight_5, q15_conv_bias_5, q15_conv_result_23, 1, - 16, 16, 8, 6, 6, 24, 7, 7, 3, 3, 3, 3, 0, 12, 0.0f); - - // FIXME: ld: region `DATA' overflowed by 41200 bytes - // verify_conv2d_q15(q15_conv_input_0, q15_conv_weight_0, q15_conv_bias_0, q15_conv_result_0, - // 1, 32, 32, 16, 30, 30, 32, 3, 3, 1, 1, 0, 0, 0, 11, 0.0f); - - // verify_conv2d_q15(q15_conv_input_0, q15_conv_weight_0, q15_conv_bias_0, q15_conv_result_1, - // 1, 32, 32, 16, 32, 32, 32, 3, 3, 1, 1, 1, 1, 0, 12, 0.0f); - - // verify_conv2d_q15(q15_conv_input_1, q15_conv_weight_1, q15_conv_bias_1, q15_conv_result_2, - // 1, 32, 32, 16, 28, 28, 16, 5, 5, 1, 1, 0, 0, 0, 12, 0.0f); - - // verify_conv2d_q15(q15_conv_input_1, q15_conv_weight_1, q15_conv_bias_1, q15_conv_result_3, - // 1, 32, 32, 16, 32, 32, 16, 5, 5, 1, 1, 2, 2, 0, 12, 0.0f); - - // verify_conv2d_q15(q15_conv_input_1, q15_conv_weight_1, q15_conv_bias_1, q15_conv_result_4, - // 1, 32, 32, 16, 12, 12, 16, 5, 5, 3, 3, 3, 3, 0, 12, 0.0f); - - // verify_conv2d_q15(q15_conv_input_2, q15_conv_weight_2, q15_conv_bias_2, q15_conv_result_5, - // 1, 32, 32, 16, 26, 26, 16, 7, 7, 1, 1, 0, 0, 0, 12, 0.0f); - - // verify_conv2d_q15(q15_conv_input_2, q15_conv_weight_2, q15_conv_bias_2, q15_conv_result_6, - // 1, 32, 32, 16, 32, 32, 16, 7, 7, 1, 1, 3, 3, 0, 12, 0.0f); - - // verify_conv2d_q15(q15_conv_input_2, q15_conv_weight_2, q15_conv_bias_2, q15_conv_result_7, - // 1, 32, 32, 16, 10, 10, 16, 7, 7, 3, 3, 1, 1, 0, 12, 0.0f); - - /* ------------- leftover ------------------*/ - // verify_conv2d_q15(q15_conv_input_0, q15_conv_weight_0, q15_conv_bias_0, q15_conv_result_8, - // 1, 31, 31, 15, 29, 29, 30, 3, 3, 1, 1, 0, 0, 0, 11, 0.0f); - - // verify_conv2d_q15(q15_conv_input_0, q15_conv_weight_0, q15_conv_bias_0, q15_conv_result_9, - // 1, 31, 31, 15, 31, 31, 30, 3, 3, 1, 1, 1, 1, 0, 12, 0.0f); - - // verify_conv2d_q15(q15_conv_input_1, q15_conv_weight_1, q15_conv_bias_1, q15_conv_result_10, - // 1, 31, 31, 15, 27, 27, 15, 5, 5, 1, 1, 0, 0, 0, 12, 0.0f); - - // verify_conv2d_q15(q15_conv_input_1, q15_conv_weight_1, q15_conv_bias_1, q15_conv_result_11, - // 1, 31, 31, 15, 31, 31, 15, 5, 5, 1, 1, 2, 2, 0, 12, 0.0f); - - // verify_conv2d_q15(q15_conv_input_1, q15_conv_weight_1, q15_conv_bias_1, q15_conv_result_12, - // 1, 31, 31, 15, 11, 11, 15, 5, 5, 3, 3, 2, 2, 0, 12, 0.0f); - - // verify_conv2d_q15(q15_conv_input_2, q15_conv_weight_2, q15_conv_bias_2, q15_conv_result_13, - // 1, 31, 31, 15, 25, 25, 15, 7, 7, 1, 1, 0, 0, 0, 12, 0.0f); - - // verify_conv2d_q15(q15_conv_input_2, q15_conv_weight_2, q15_conv_bias_2, q15_conv_result_14, - // 1, 31, 31, 15, 31, 31, 15, 7, 7, 1, 1, 3, 3, 0, 12, 0.0f); - - // verify_conv2d_q15(q15_conv_input_2, q15_conv_weight_2, q15_conv_bias_2, q15_conv_result_15, - // 1, 31, 31, 15, 9, 9, 15, 7, 7, 3, 3, 0, 0, 0, 12, 0.0f); -} diff --git a/tests/validation_xt800/depthwise_convolution_nonsquare_q7.c b/tests/validation_xt800/depthwise_convolution_nonsquare_q7.c deleted file mode 100644 index 0fc5aad9..00000000 --- a/tests/validation_xt800/depthwise_convolution_nonsquare_q7.c +++ /dev/null @@ -1,85 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "./valid_data/q7_conv_basic.dat" -#include "csi_nn.h" -#include "test_utils.h" - -extern void verify_depthwise_conv2d_q7(void *input_data, void *kernel_data, void *bias_data, - void *ref_data, uint16_t batch, uint16_t in_h, uint16_t in_w, - uint16_t in_c, uint16_t out_h, uint16_t out_w, - uint16_t out_c, uint16_t kernel_h, uint16_t kernel_w, - uint16_t stride_h, uint16_t stride_w, uint16_t pad_x, - uint16_t pad_y, uint16_t bias_shift, uint16_t out_shift, - float difference); - -int main(int argc, char **argv) -{ - init_testsuite("Testing function of depthwise convolution nonsquare q7 for xt800.\n"); - - verify_depthwise_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, - q7_depthwise_conv_result_0, 1, 32, 32, 16, 28, 28, 16, 5, 5, 1, 1, 0, - 0, 0, 12, 0.0f); - - verify_depthwise_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, - q7_depthwise_conv_result_1, 1, 32, 32, 16, 32, 32, 16, 5, 5, 1, 1, 2, - 2, 0, 12, 0.0f); - - verify_depthwise_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, - q7_depthwise_conv_result_2, 1, 32, 32, 16, 12, 12, 16, 5, 5, 3, 3, 3, - 3, 0, 12, 0.0f); - - verify_depthwise_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, - q7_depthwise_conv_result_3, 1, 32, 32, 16, 26, 26, 16, 7, 7, 1, 1, 0, - 0, 0, 12, 0.0f); - - verify_depthwise_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, - q7_depthwise_conv_result_4, 1, 32, 32, 16, 32, 32, 16, 7, 7, 1, 1, 3, - 3, 0, 12, 0.0f); - - verify_depthwise_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, - q7_depthwise_conv_result_5, 1, 32, 32, 16, 10, 10, 16, 7, 7, 3, 3, 1, - 1, 0, 12, 0.0f); - - /* leftover test */ - verify_depthwise_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, - q7_depthwise_conv_result_6, 1, 31, 31, 15, 27, 27, 15, 5, 5, 1, 1, 0, - 0, 0, 12, 0.0f); - - verify_depthwise_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, - q7_depthwise_conv_result_7, 1, 31, 31, 15, 31, 31, 15, 5, 5, 1, 1, 2, - 2, 0, 12, 0.0f); - - verify_depthwise_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, - q7_depthwise_conv_result_8, 1, 31, 31, 15, 11, 11, 15, 5, 5, 3, 3, 2, - 2, 0, 12, 0.0f); - - verify_depthwise_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, - q7_depthwise_conv_result_9, 1, 31, 31, 15, 25, 25, 15, 7, 7, 1, 1, 0, - 0, 0, 12, 0.0f); - - verify_depthwise_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, - q7_depthwise_conv_result_10, 1, 31, 31, 15, 31, 31, 15, 7, 7, 1, 1, - 3, 3, 0, 12, 0.0f); - - verify_depthwise_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, - q7_depthwise_conv_result_11, 1, 31, 31, 15, 9, 9, 15, 7, 7, 3, 3, 0, - 0, 0, 12, 0.0f); -} diff --git a/tests/validation_xt800/depthwise_convolution_q7.c b/tests/validation_xt800/depthwise_convolution_q7.c deleted file mode 100644 index 9c29359a..00000000 --- a/tests/validation_xt800/depthwise_convolution_q7.c +++ /dev/null @@ -1,85 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "./valid_data/q7_conv_basic.dat" -#include "csi_nn.h" -#include "test_utils.h" - -extern void verify_depthwise_conv2d_q7(void *input_data, void *kernel_data, void *bias_data, - void *ref_data, uint16_t batch, uint16_t in_h, uint16_t in_w, - uint16_t in_c, uint16_t out_h, uint16_t out_w, - uint16_t out_c, uint16_t kernel_h, uint16_t kernel_w, - uint16_t stride_h, uint16_t stride_w, uint16_t pad_x, - uint16_t pad_y, uint16_t bias_shift, uint16_t out_shift, - float difference); - -int main(int argc, char **argv) -{ - init_testsuite("Testing function of depthwise convolution q7 for xt800.\n"); - - verify_depthwise_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, - q7_depthwise_conv_result_0, 1, 32, 32, 16, 28, 28, 16, 5, 5, 1, 1, 0, - 0, 0, 12, 0.0f); - - verify_depthwise_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, - q7_depthwise_conv_result_1, 1, 32, 32, 16, 32, 32, 16, 5, 5, 1, 1, 2, - 2, 0, 12, 0.0f); - - verify_depthwise_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, - q7_depthwise_conv_result_2, 1, 32, 32, 16, 12, 12, 16, 5, 5, 3, 3, 3, - 3, 0, 12, 0.0f); - - verify_depthwise_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, - q7_depthwise_conv_result_3, 1, 32, 32, 16, 26, 26, 16, 7, 7, 1, 1, 0, - 0, 0, 12, 0.0f); - - verify_depthwise_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, - q7_depthwise_conv_result_4, 1, 32, 32, 16, 32, 32, 16, 7, 7, 1, 1, 3, - 3, 0, 12, 0.0f); - - verify_depthwise_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, - q7_depthwise_conv_result_5, 1, 32, 32, 16, 10, 10, 16, 7, 7, 3, 3, 1, - 1, 0, 12, 0.0f); - - /* leftover test */ - verify_depthwise_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, - q7_depthwise_conv_result_6, 1, 31, 31, 15, 27, 27, 15, 5, 5, 1, 1, 0, - 0, 0, 12, 0.0f); - - verify_depthwise_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, - q7_depthwise_conv_result_7, 1, 31, 31, 15, 31, 31, 15, 5, 5, 1, 1, 2, - 2, 0, 12, 0.0f); - - verify_depthwise_conv2d_q7(q7_conv_input_1, q7_conv_weight_1, q7_conv_bias_1, - q7_depthwise_conv_result_8, 1, 31, 31, 15, 11, 11, 15, 5, 5, 3, 3, 2, - 2, 0, 12, 0.0f); - - verify_depthwise_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, - q7_depthwise_conv_result_9, 1, 31, 31, 15, 25, 25, 15, 7, 7, 1, 1, 0, - 0, 0, 12, 0.0f); - - verify_depthwise_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, - q7_depthwise_conv_result_10, 1, 31, 31, 15, 31, 31, 15, 7, 7, 1, 1, - 3, 3, 0, 12, 0.0f); - - verify_depthwise_conv2d_q7(q7_conv_input_2, q7_conv_weight_2, q7_conv_bias_2, - q7_depthwise_conv_result_11, 1, 31, 31, 15, 9, 9, 15, 7, 7, 3, 3, 0, - 0, 0, 12, 0.0f); -} diff --git a/tests/validation_xt800/fullyconnected_q15.c b/tests/validation_xt800/fullyconnected_q15.c deleted file mode 100644 index 95ce1334..00000000 --- a/tests/validation_xt800/fullyconnected_q15.c +++ /dev/null @@ -1,112 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "./valid_data/fully_data_q15.dat" -#include "csi_nn.h" -#include "test_utils.h" - -static void verify_fullyconnected_q15(void *input_data, void *weight_data, void *bias_data, - void *ref_data, uint16_t in_nodes, uint16_t out_nodes, - uint16_t bias_shift, uint16_t out_shift, float difference) -{ - struct csinn_tensor *reference = csinn_alloc_tensor(NULL); - int in_size, out_size, weight_size = 0, bias_size = 0; - - struct csinn_tensor *input = csinn_alloc_tensor(NULL); - input->dim[0] = 1; - input->dim[1] = in_nodes; - input->dim_count = 2; - input->dtype = CSINN_DTYPE_INT16; - input->name = "input"; - in_size = input->dim[0] * input->dim[1]; - - struct csinn_tensor *weight = csinn_alloc_tensor(NULL); - weight->dim[0] = out_nodes; - weight->dim[1] = in_nodes; - weight->dim_count = 2; - weight->dtype = CSINN_DTYPE_INT16; - weight->name = "weight"; - weight_size = weight->dim[0] * weight->dim[1]; - - struct csinn_tensor *bias = csinn_alloc_tensor(NULL); - bias->dim[0] = out_nodes; - bias->dim_count = 1; - bias->dtype = CSINN_DTYPE_INT16; - bias->name = "bias"; - bias_size = bias->dim[0]; - bias->qinfo->shift = bias_shift; - - struct csinn_tensor *output = csinn_alloc_tensor(NULL); - output->dim[0] = 1; - output->dim[1] = out_nodes; - output->dim_count = 2; - output->dtype = CSINN_DTYPE_INT16; - output->name = "output"; - out_size = output->dim[0] * output->dim[1]; - output->qinfo->shift = out_shift; - - struct csinn_fc_params *params = csinn_alloc_params(sizeof(struct csinn_fc_params), NULL); - params->base.api = CSINN_API; - params->base.name = "params"; - params->base.layout = CSINN_LAYOUT_NCHW; - params->units = out_nodes; - - input->data = (uint16_t *)input_data; - weight->data = (uint16_t *)weight_data; - bias->data = (uint16_t *)bias_data; - reference->data = (uint16_t *)ref_data; - uint16_t *output_tmp = (uint16_t *)malloc(out_size * sizeof(uint16_t)); - output->data = output_tmp; - - if (csinn_fullyconnected_init(input, output, weight, bias, params) == CSINN_TRUE) { - csinn_fullyconnected(input, output, weight, bias, params); - } - - result_verify_q15(reference->data, output->data, input->data, difference, out_size, false); - free(output_tmp); - free(input); - free(weight); - free(bias); - free(output); - free(reference); -} - -int main(int argc, char **argv) -{ - init_testsuite("Testing function of fullyconnected q15 for xt800.\n"); - - verify_fullyconnected_q15(fully_connect_input_3, fully_connect_weight_3, fully_connect_bias_3, - fully_connect_result_6, 256, 128, 0, 8, 0.0f); - - verify_fullyconnected_q15(fully_connect_input_4, fully_connect_weight_4, fully_connect_bias_4, - fully_connect_result_7, 256, 64, 0, 10, 0.0f); - - verify_fullyconnected_q15(fully_connect_input_5, fully_connect_weight_5, fully_connect_bias_5, - fully_connect_result_8, 128, 128, 0, 12, 0.0f); - - verify_fullyconnected_q15(fully_connect_input_3, fully_connect_weight_3, fully_connect_bias_3, - fully_connect_result_9, 255, 127, 0, 8, 0.0f); - - verify_fullyconnected_q15(fully_connect_input_4, fully_connect_weight_4, fully_connect_bias_4, - fully_connect_result_10, 255, 63, 0, 10, 0.0f); - - verify_fullyconnected_q15(fully_connect_input_5, fully_connect_weight_5, fully_connect_bias_5, - fully_connect_result_11, 127, 127, 0, 12, 0.0f); -} diff --git a/tests/validation_xt800/fullyconnected_q7.c b/tests/validation_xt800/fullyconnected_q7.c deleted file mode 100644 index 3400a59b..00000000 --- a/tests/validation_xt800/fullyconnected_q7.c +++ /dev/null @@ -1,113 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "./valid_data/fully_data_q7.dat" -#include "csi_nn.h" -#include "test_utils.h" - -static void verify_fullyconnected_q7(void *input_data, void *weight_data, void *bias_data, - void *ref_data, uint16_t in_nodes, uint16_t out_nodes, - uint16_t bias_shift, uint16_t out_shift, float difference) -{ - struct csinn_tensor *reference = csinn_alloc_tensor(NULL); - int in_size, out_size, weight_size = 0, bias_size = 0; - - struct csinn_tensor *input = csinn_alloc_tensor(NULL); - input->dim[0] = 1; - input->dim[1] = in_nodes; - input->dim_count = 2; - input->dtype = CSINN_DTYPE_INT8; - input->name = "input"; - in_size = input->dim[0] * input->dim[1]; - - struct csinn_tensor *weight = csinn_alloc_tensor(NULL); - weight->dim[0] = out_nodes; - weight->dim[1] = in_nodes; - weight->dim_count = 2; - weight->dtype = CSINN_DTYPE_INT8; - weight->name = "weight"; - weight_size = weight->dim[0] * weight->dim[1]; - - struct csinn_tensor *bias = csinn_alloc_tensor(NULL); - bias->dim[0] = out_nodes; - bias->dim_count = 1; - bias->dtype = CSINN_DTYPE_INT8; - bias->name = "bias"; - bias_size = bias->dim[0]; - bias->qinfo->shift = bias_shift; - - struct csinn_tensor *output = csinn_alloc_tensor(NULL); - output->dim[0] = 1; - output->dim[1] = out_nodes; - output->dim_count = 2; - output->dtype = CSINN_DTYPE_INT8; - output->name = "output"; - out_size = output->dim[0] * output->dim[1]; - output->qinfo->shift = out_shift; - - struct csinn_fc_params *params = csinn_alloc_params(sizeof(struct csinn_fc_params), NULL); - params->base.api = CSINN_API; - params->base.name = "params"; - params->base.layout = CSINN_LAYOUT_NCHW; - params->units = out_nodes; - - input->data = (uint8_t *)input_data; - weight->data = (uint8_t *)weight_data; - bias->data = (uint8_t *)bias_data; - reference->data = (uint8_t *)ref_data; - uint8_t *output_tmp = (uint8_t *)malloc(out_size); - output->data = output_tmp; - - if (csinn_fullyconnected_init(input, output, weight, bias, params) == CSINN_TRUE) { - csinn_fullyconnected(input, output, weight, bias, params); - } - - result_verify_q7(reference->data, output->data, input->data, difference, out_size, false); - free(output_tmp); - free(input); - free(weight); - free(bias); - free(output); - free(reference); -} - -int main(int argc, char **argv) -{ - init_testsuite("Testing function of fullyconnected q7 for xt800.\n"); - - verify_fullyconnected_q7(fully_connect_input_3, fully_connect_weight_3, fully_connect_bias_3, - fully_connect_result_6, 256, 128, 0, 8, 0.0f); - - verify_fullyconnected_q7(fully_connect_input_4, fully_connect_weight_4, fully_connect_bias_4, - fully_connect_result_7, 256, 64, 0, 10, 0.0f); - - verify_fullyconnected_q7(fully_connect_input_5, fully_connect_weight_5, fully_connect_bias_5, - fully_connect_result_8, 128, 128, 0, 12, 0.0f); - - /* leftover test */ - verify_fullyconnected_q7(fully_connect_input_3, fully_connect_weight_3, fully_connect_bias_3, - fully_connect_result_9, 255, 127, 0, 8, 0.0f); - - verify_fullyconnected_q7(fully_connect_input_4, fully_connect_weight_4, fully_connect_bias_4, - fully_connect_result_10, 255, 63, 0, 10, 0.0f); - - verify_fullyconnected_q7(fully_connect_input_5, fully_connect_weight_5, fully_connect_bias_5, - fully_connect_result_11, 127, 127, 0, 12, 0.0f); -} diff --git a/tests/validation_xt800/maxpool_q7_1.c b/tests/validation_xt800/maxpool_q7_1.c deleted file mode 100644 index 5ccdce26..00000000 --- a/tests/validation_xt800/maxpool_q7_1.c +++ /dev/null @@ -1,61 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "./valid_data/pool_data.dat" -#include "csi_nn.h" -#include "test_utils.h" - -extern void verify_maxpool2d_q7(void *input_data, void *output_data, uint16_t batch, uint16_t in_h, - uint16_t in_w, uint16_t in_c, uint16_t out_h, uint16_t out_w, - uint16_t out_c, uint16_t kernel_h, uint16_t kernel_w, - uint16_t stride_h, uint16_t stride_w, uint16_t pad_x, - uint16_t pad_y, float difference); - -int main(int argc, char **argv) -{ - init_testsuite("First testing function of maxpool q7 for xt800.\n"); - - verify_maxpool2d_q7(pooling_input_00, maxpool2d_result_0, 1, 32, 32, 4, 30, 30, 4, 3, 3, 1, 1, - 0, 0, 0.0f); - - verify_maxpool2d_q7(pooling_input_01, maxpool2d_result_1, 1, 32, 32, 4, 16, 16, 4, 2, 2, 2, 2, - 0, 0, 0.0f); - - verify_maxpool2d_q7(pooling_input_02, maxpool2d_result_2, 1, 32, 32, 4, 17, 17, 4, 2, 2, 2, 2, - 1, 1, 0.0f); - - verify_maxpool2d_q7(pooling_input_10, maxpool2d_result_3, 1, 64, 64, 1, 62, 62, 1, 3, 3, 1, 1, - 0, 0, 0.0f); - - verify_maxpool2d_q7(pooling_input_11, maxpool2d_result_4, 1, 64, 64, 1, 32, 32, 1, 2, 2, 2, 2, - 0, 0, 0.0f); - - verify_maxpool2d_q7(pooling_input_12, maxpool2d_result_5, 1, 64, 64, 1, 33, 33, 1, 2, 2, 2, 2, - 1, 1, 0.0f); - - verify_maxpool2d_q7(pooling_input_20, maxpool2d_result_6, 1, 16, 16, 16, 14, 14, 16, 3, 3, 1, 1, - 0, 0, 0.0f); - - verify_maxpool2d_q7(pooling_input_21, maxpool2d_result_7, 1, 16, 16, 16, 8, 8, 16, 2, 2, 2, 2, - 0, 0, 0.0f); - - verify_maxpool2d_q7(pooling_input_22, maxpool2d_result_8, 1, 16, 16, 16, 9, 9, 16, 2, 2, 2, 2, - 1, 1, 0.0f); -} diff --git a/tests/validation_xt800/maxpool_q7_2.c b/tests/validation_xt800/maxpool_q7_2.c deleted file mode 100644 index ea43e92a..00000000 --- a/tests/validation_xt800/maxpool_q7_2.c +++ /dev/null @@ -1,62 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "./valid_data/pool_data.dat" -#include "csi_nn.h" -#include "test_utils.h" - -extern void verify_maxpool2d_q7(void *input_data, void *output_data, uint16_t batch, uint16_t in_h, - uint16_t in_w, uint16_t in_c, uint16_t out_h, uint16_t out_w, - uint16_t out_c, uint16_t kernel_h, uint16_t kernel_w, - uint16_t stride_h, uint16_t stride_w, uint16_t pad_x, - uint16_t pad_y, float difference); - -int main(int argc, char **argv) -{ - init_testsuite("Second testing function of maxpool q7 for xt800.\n"); - - /* ---------------- leftover ------------------------*/ - verify_maxpool2d_q7(pooling_input_00, maxpool2d_result_9, 1, 31, 31, 4, 29, 29, 4, 3, 3, 1, 1, - 0, 0, 0.0f); - - verify_maxpool2d_q7(pooling_input_01, maxpool2d_result_10, 1, 31, 31, 4, 15, 15, 4, 3, 3, 2, 2, - 0, 0, 0.0f); - - verify_maxpool2d_q7(pooling_input_02, maxpool2d_result_11, 1, 31, 31, 4, 16, 16, 4, 3, 3, 2, 2, - 1, 1, 0.0f); - - verify_maxpool2d_q7(pooling_input_10, maxpool2d_result_12, 1, 63, 63, 1, 61, 61, 1, 3, 3, 1, 1, - 0, 0, 0.0f); - - verify_maxpool2d_q7(pooling_input_11, maxpool2d_result_13, 1, 63, 63, 1, 31, 31, 1, 3, 3, 2, 2, - 0, 0, 0.0f); - - verify_maxpool2d_q7(pooling_input_12, maxpool2d_result_14, 1, 63, 63, 1, 32, 32, 1, 3, 3, 2, 2, - 1, 1, 0.0f); - - verify_maxpool2d_q7(pooling_input_20, maxpool2d_result_15, 1, 15, 15, 16, 13, 13, 16, 3, 3, 1, - 1, 0, 0, 0.0f); - - verify_maxpool2d_q7(pooling_input_21, maxpool2d_result_16, 1, 15, 15, 16, 7, 7, 16, 3, 3, 2, 2, - 0, 0, 0.0f); - - verify_maxpool2d_q7(pooling_input_22, maxpool2d_result_17, 1, 15, 15, 16, 8, 8, 16, 3, 3, 2, 2, - 1, 1, 0.0f); -} diff --git a/tests/validation_xt800/relu_q15.c b/tests/validation_xt800/relu_q15.c deleted file mode 100644 index 1479d898..00000000 --- a/tests/validation_xt800/relu_q15.c +++ /dev/null @@ -1,76 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "./valid_data/active_data.dat" -#include "csi_nn.h" -#include "test_utils.h" - -static void verify_relu_q15(void *input_data, void *ref_data, int32_t size, float difference) -{ - struct csinn_tensor *reference = csinn_alloc_tensor(NULL); - int in_size, out_size; - - struct csinn_tensor *input = csinn_alloc_tensor(NULL); - input->dim[0] = size; - input->dim_count = 1; - input->dtype = CSINN_DTYPE_INT16; - input->name = "input"; - in_size = input->dim[0]; - - struct csinn_tensor *output = csinn_alloc_tensor(NULL); - output->dim[0] = input->dim[0]; - output->dim_count = 1; - output->dtype = CSINN_DTYPE_INT16; - output->name = "output"; - out_size = output->dim[0]; - - struct csinn_relu_params *params = csinn_alloc_params(sizeof(struct csinn_relu_params), NULL); - params->base.api = CSINN_API; - params->base.name = "params"; - params->base.layout = CSINN_LAYOUT_NCHW; - - input->data = (uint16_t *)input_data; - reference->data = (uint16_t *)ref_data; - - if (csinn_relu_init(input, output, params) == CSINN_TRUE) { - csinn_relu(input, output, params); - } - result_verify_q15(reference->data, output->data, input->data, difference, out_size, false); - free(input); - free(output); - free(reference); -} - -int main(int argc, char **argv) -{ - init_testsuite("Testing function of relu q15 for xt800.\n"); - - verify_relu_q15(q15_relu_input0, q15_relu_result0, 1024, 0.0f); - verify_relu_q15(q15_relu_input1, q15_relu_result1, 1024, 0.0f); - verify_relu_q15(q15_relu_input2, q15_relu_result2, 1024, 0.0f); - verify_relu_q15(q15_relu_input3, q15_relu_result3, 1024, 0.0f); - verify_relu_q15(q15_relu_input4, q15_relu_result4, 1024, 0.0f); - - verify_relu_q15(q15_relu_input5, q15_relu_result0, 1023, 0.0f); - verify_relu_q15(q15_relu_input6, q15_relu_result1, 1023, 0.0f); - verify_relu_q15(q15_relu_input7, q15_relu_result2, 1023, 0.0f); - verify_relu_q15(q15_relu_input8, q15_relu_result3, 1023, 0.0f); - verify_relu_q15(q15_relu_input9, q15_relu_result4, 1023, 0.0f); -} diff --git a/tests/validation_xt800/relu_q7.c b/tests/validation_xt800/relu_q7.c deleted file mode 100644 index 46c1c917..00000000 --- a/tests/validation_xt800/relu_q7.c +++ /dev/null @@ -1,76 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "./valid_data/active_data.dat" -#include "csi_nn.h" -#include "test_utils.h" - -static void verify_relu_q7(void *input_data, void *ref_data, int32_t size, float difference) -{ - struct csinn_tensor *reference = csinn_alloc_tensor(NULL); - int in_size, out_size; - - struct csinn_tensor *input = csinn_alloc_tensor(NULL); - input->dim[0] = size; - input->dim_count = 1; - input->dtype = CSINN_DTYPE_INT8; - input->name = "input"; - in_size = input->dim[0]; - - struct csinn_tensor *output = csinn_alloc_tensor(NULL); - output->dim[0] = input->dim[0]; - output->dim_count = 1; - output->dtype = CSINN_DTYPE_INT8; - output->name = "output"; - out_size = output->dim[0]; - - struct csinn_relu_params *params = csinn_alloc_params(sizeof(struct csinn_relu_params), NULL); - params->base.api = CSINN_API; - params->base.name = "params"; - params->base.layout = CSINN_LAYOUT_NCHW; - - input->data = (uint8_t *)input_data; - reference->data = (uint8_t *)ref_data; - - if (csinn_relu_init(input, output, params) == CSINN_TRUE) { - csinn_relu(input, output, params); - } - result_verify_q7(reference->data, output->data, input->data, difference, out_size, false); - free(input); - free(output); - free(reference); -} - -int main(int argc, char **argv) -{ - init_testsuite("Testing function of relu q7 for xt800.\n"); - - verify_relu_q7(q7_relu_input0, q7_relu_result0, 1024, 0.0f); - verify_relu_q7(q7_relu_input1, q7_relu_result1, 1024, 0.0f); - verify_relu_q7(q7_relu_input2, q7_relu_result2, 1024, 0.0f); - verify_relu_q7(q7_relu_input3, q7_relu_result3, 1024, 0.0f); - verify_relu_q7(q7_relu_input4, q7_relu_result4, 1024, 0.0f); - - verify_relu_q7(q7_relu_input5, q7_relu_result0, 1023, 0.0f); - verify_relu_q7(q7_relu_input6, q7_relu_result1, 1023, 0.0f); - verify_relu_q7(q7_relu_input7, q7_relu_result2, 1023, 0.0f); - verify_relu_q7(q7_relu_input8, q7_relu_result3, 1023, 0.0f); - verify_relu_q7(q7_relu_input9, q7_relu_result4, 1023, 0.0f); -} diff --git a/tests/validation_xt800/sigmoid_q15.c b/tests/validation_xt800/sigmoid_q15.c deleted file mode 100644 index c040b4ef..00000000 --- a/tests/validation_xt800/sigmoid_q15.c +++ /dev/null @@ -1,93 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "./valid_data/active_data.dat" -#include "csi_nn.h" -#include "test_utils.h" - -static void verify_sigmoid_q15(void *input_data, void *ref_data, int32_t size, float input_min, - float input_max, float difference) -{ - struct csinn_tensor *reference = csinn_alloc_tensor(NULL); - int in_size, out_size; - - struct csinn_tensor *input = csinn_alloc_tensor(NULL); - input->dim[0] = size; - input->dim_count = 1; - input->dtype = CSINN_DTYPE_INT16; - input->name = "input"; - in_size = input->dim[0]; - input->qinfo->min = input_min; - input->qinfo->max = input_max; - - struct csinn_tensor *output = csinn_alloc_tensor(NULL); - output->dim[0] = input->dim[0]; - output->dim_count = 1; - output->dtype = CSINN_DTYPE_INT16; - output->name = "output"; - out_size = output->dim[0]; - - struct csinn_sigmoid_params *params = - csinn_alloc_params(sizeof(struct csinn_sigmoid_params), NULL); - params->base.api = CSINN_API; - params->base.name = "params"; - params->base.layout = CSINN_LAYOUT_NCHW; - - input->data = (uint16_t *)input_data; - reference->data = (uint16_t *)ref_data; - - if (csinn_sigmoid_init(input, output, params) == CSINN_TRUE) { - csinn_sigmoid(input, output, params); - } - - result_verify_q15(reference->data, output->data, input->data, difference, out_size, false); - free(input); - free(output); - free(reference); -} - -int main(int argc, char **argv) -{ - init_testsuite("Testing function of sigmoid q15 for xt800.\n"); - - verify_sigmoid_q15(q15_relu_input0, q15_sigmoid_result0, 1024, -0.7, 0.5, 0.0f); // int_width=0 - verify_sigmoid_q15(q15_relu_input1, q15_sigmoid_result1, 1024, -0.7, 0.5, 0.0f); - verify_sigmoid_q15(q15_relu_input2, q15_sigmoid_result2, 1024, -0.7, 0.5, 0.0f); - verify_sigmoid_q15(q15_relu_input3, q15_sigmoid_result3, 1024, -0.7, 0.5, 0.0f); - verify_sigmoid_q15(q15_relu_input4, q15_sigmoid_result4, 1024, -0.7, 0.5, 0.0f); - - verify_sigmoid_q15(q15_relu_input0, q15_sigmoid_result5, 1024, -1.5, 1.5, 0.0f); // int_width=1 - verify_sigmoid_q15(q15_relu_input1, q15_sigmoid_result6, 1024, -1.5, 1.5, 0.0f); - verify_sigmoid_q15(q15_relu_input2, q15_sigmoid_result7, 1024, -3.5, 3.5, 0.0f); // int_width=2 - verify_sigmoid_q15(q15_relu_input3, q15_sigmoid_result8, 1024, -3.5, 3.5, 0.0f); - verify_sigmoid_q15(q15_relu_input4, q15_sigmoid_result9, 1024, -7.5, 7.5, 0.0f); // int_width=3 - - verify_sigmoid_q15(q15_relu_input5, q15_sigmoid_result0, 1023, -0.7, 0.5, 0.0f); // int_width=0 - verify_sigmoid_q15(q15_relu_input6, q15_sigmoid_result1, 1023, -0.7, 0.5, 0.0f); - verify_sigmoid_q15(q15_relu_input7, q15_sigmoid_result2, 1023, -0.7, 0.5, 0.0f); - verify_sigmoid_q15(q15_relu_input8, q15_sigmoid_result3, 1023, -0.7, 0.5, 0.0f); - verify_sigmoid_q15(q15_relu_input9, q15_sigmoid_result4, 1023, -0.7, 0.5, 0.0f); - - verify_sigmoid_q15(q15_relu_input5, q15_sigmoid_result5, 1023, -1.5, 1.5, 0.0f); // int_width=1 - verify_sigmoid_q15(q15_relu_input6, q15_sigmoid_result6, 1023, -1.5, 1.5, 0.0f); - verify_sigmoid_q15(q15_relu_input7, q15_sigmoid_result7, 1023, -3.5, 3.5, 0.0f); // int_width=2 - verify_sigmoid_q15(q15_relu_input8, q15_sigmoid_result8, 1023, -3.5, 3.5, 0.0f); - verify_sigmoid_q15(q15_relu_input9, q15_sigmoid_result9, 1023, -7.5, 7.5, 0.0f); // int_width=3 -} diff --git a/tests/validation_xt800/sigmoid_q7.c b/tests/validation_xt800/sigmoid_q7.c deleted file mode 100644 index 9fd3f335..00000000 --- a/tests/validation_xt800/sigmoid_q7.c +++ /dev/null @@ -1,93 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "./valid_data/active_data.dat" -#include "csi_nn.h" -#include "test_utils.h" - -static void verify_sigmoid_q7(void *input_data, void *ref_data, int32_t size, float input_min, - float input_max, float difference) -{ - struct csinn_tensor *reference = csinn_alloc_tensor(NULL); - int in_size, out_size; - - struct csinn_tensor *input = csinn_alloc_tensor(NULL); - input->dim[0] = size; - input->dim_count = 1; - input->dtype = CSINN_DTYPE_INT8; - input->name = "input"; - in_size = input->dim[0]; - input->qinfo->min = input_min; - input->qinfo->max = input_max; - - struct csinn_tensor *output = csinn_alloc_tensor(NULL); - output->dim[0] = input->dim[0]; - output->dim_count = 1; - output->dtype = CSINN_DTYPE_INT8; - output->name = "output"; - out_size = output->dim[0]; - - struct csinn_sigmoid_params *params = - csinn_alloc_params(sizeof(struct csinn_sigmoid_params), NULL); - params->base.api = CSINN_API; - params->base.name = "params"; - params->base.layout = CSINN_LAYOUT_NCHW; - - input->data = (uint8_t *)input_data; - reference->data = (uint8_t *)ref_data; - - if (csinn_sigmoid_init(input, output, params) == CSINN_TRUE) { - csinn_sigmoid(input, output, params); - } - - result_verify_q7(reference->data, output->data, input->data, difference, out_size, false); - free(input); - free(output); - free(reference); -} - -int main(int argc, char **argv) -{ - init_testsuite("Testing function of sigmoid q7 for xt800.\n"); - - verify_sigmoid_q7(q7_relu_input0, q7_sigmoid_result0, 1024, -0.7, 0.5, 0.0f); // int_width=0 - verify_sigmoid_q7(q7_relu_input1, q7_sigmoid_result1, 1024, -0.7, 0.5, 0.0f); - verify_sigmoid_q7(q7_relu_input2, q7_sigmoid_result2, 1024, -0.7, 0.5, 0.0f); - verify_sigmoid_q7(q7_relu_input3, q7_sigmoid_result3, 1024, -0.7, 0.5, 0.0f); - verify_sigmoid_q7(q7_relu_input4, q7_sigmoid_result4, 1024, -0.7, 0.5, 0.0f); - - verify_sigmoid_q7(q7_relu_input0, q7_sigmoid_result5, 1024, -1.5, 1.5, 0.0f); // int_width=1 - verify_sigmoid_q7(q7_relu_input1, q7_sigmoid_result6, 1024, -1.5, 1.5, 0.0f); - verify_sigmoid_q7(q7_relu_input2, q7_sigmoid_result7, 1024, -3.5, 3.5, 0.0f); // int_width=2 - verify_sigmoid_q7(q7_relu_input3, q7_sigmoid_result8, 1024, -3.5, 3.5, 0.0f); - verify_sigmoid_q7(q7_relu_input4, q7_sigmoid_result9, 1024, -7.5, 7.5, 0.0f); // int_width=3 - - verify_sigmoid_q7(q7_relu_input5, q7_sigmoid_result0, 1023, -0.7, 0.5, 0.0f); // int_width=0 - verify_sigmoid_q7(q7_relu_input6, q7_sigmoid_result1, 1023, -0.7, 0.5, 0.0f); - verify_sigmoid_q7(q7_relu_input7, q7_sigmoid_result2, 1023, -0.7, 0.5, 0.0f); - verify_sigmoid_q7(q7_relu_input8, q7_sigmoid_result3, 1023, -0.7, 0.5, 0.0f); - verify_sigmoid_q7(q7_relu_input9, q7_sigmoid_result4, 1023, -0.7, 0.5, 0.0f); - - verify_sigmoid_q7(q7_relu_input5, q7_sigmoid_result5, 1023, -1.5, 1.5, 0.0f); // int_width=1 - verify_sigmoid_q7(q7_relu_input6, q7_sigmoid_result6, 1023, -1.5, 1.5, 0.0f); - verify_sigmoid_q7(q7_relu_input7, q7_sigmoid_result7, 1023, -3.5, 3.5, 0.0f); // int_width=2 - verify_sigmoid_q7(q7_relu_input8, q7_sigmoid_result8, 1023, -3.5, 3.5, 0.0f); - verify_sigmoid_q7(q7_relu_input9, q7_sigmoid_result9, 1023, -7.5, 7.5, 0.0f); // int_width=3 -} diff --git a/tests/validation_xt800/softmax_q15.c b/tests/validation_xt800/softmax_q15.c deleted file mode 100644 index 9fc3a2d6..00000000 --- a/tests/validation_xt800/softmax_q15.c +++ /dev/null @@ -1,89 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "./valid_data/softmax_data.dat" -#include "csi_nn.h" -#include "test_utils.h" - -static void verify_softmax_q15(void *input_data, void *ref_data, int32_t size, float difference) -{ - struct csinn_tensor *reference = csinn_alloc_tensor(NULL); - int in_size, out_size; - - struct csinn_tensor *input = csinn_alloc_tensor(NULL); - input->dim[0] = size; - input->dim_count = 1; - input->dtype = CSINN_DTYPE_INT16; - input->name = "input"; - in_size = input->dim[0]; - - struct csinn_tensor *output = csinn_alloc_tensor(NULL); - output->dim[0] = input->dim[0]; - output->dim_count = 1; - output->dtype = CSINN_DTYPE_INT16; - output->name = "output"; - out_size = output->dim[0]; - - struct csinn_softmax_params *params = - csinn_alloc_params(sizeof(struct csinn_softmax_params), NULL); - params->base.api = CSINN_API; - params->base.name = "params"; - params->base.layout = CSINN_LAYOUT_NCHW; - - input->data = (uint16_t *)input_data; - reference->data = (uint16_t *)ref_data; - - if (csinn_softmax_init(input, output, params) == CSINN_TRUE) { - csinn_softmax(input, output, params); - } - result_verify_q15(reference->data, output->data, input->data, difference, out_size, false); - free(input); - free(output); - free(reference); -} - -int main(int argc, char **argv) -{ - init_testsuite("Testing function of softmax q15 for xt800.\n"); - - verify_softmax_q15(q15_softmax_input0, q15_softmax_result0, 32, 0.0f); - verify_softmax_q15(q15_softmax_input1, q15_softmax_result1, 32, 0.0f); - verify_softmax_q15(q15_softmax_input2, q15_softmax_result2, 32, 0.0f); - verify_softmax_q15(q15_softmax_input3, q15_softmax_result3, 32, 0.0f); - verify_softmax_q15(q15_softmax_input4, q15_softmax_result4, 32, 0.0f); - - verify_softmax_q15(q15_relu_input0, q15_softmax_result5, 1024, 0.0f); - verify_softmax_q15(q15_relu_input1, q15_softmax_result6, 1024, 0.0f); - verify_softmax_q15(q15_relu_input2, q15_softmax_result7, 1024, 0.0f); - verify_softmax_q15(q15_relu_input3, q15_softmax_result8, 1024, 0.0f); - verify_softmax_q15(q15_relu_input4, q15_softmax_result9, 1024, 0.0f); - - verify_softmax_q15(q15_softmax_input0, q15_softmax_result10, 31, 0.0f); - verify_softmax_q15(q15_softmax_input1, q15_softmax_result11, 31, 0.0f); - verify_softmax_q15(q15_softmax_input2, q15_softmax_result12, 31, 0.0f); - verify_softmax_q15(q15_softmax_input3, q15_softmax_result13, 31, 0.0f); - verify_softmax_q15(q15_softmax_input4, q15_softmax_result14, 31, 0.0f); - - verify_softmax_q15(q15_relu_input0, q15_softmax_result15, 1023, 0.0f); - verify_softmax_q15(q15_relu_input1, q15_softmax_result16, 1023, 0.0f); - verify_softmax_q15(q15_relu_input2, q15_softmax_result17, 1023, 0.0f); - verify_softmax_q15(q15_relu_input3, q15_softmax_result18, 1023, 0.0f); - verify_softmax_q15(q15_relu_input4, q15_softmax_result19, 1023, 0.0f); -} diff --git a/tests/validation_xt800/softmax_q7.c b/tests/validation_xt800/softmax_q7.c deleted file mode 100644 index 02bee880..00000000 --- a/tests/validation_xt800/softmax_q7.c +++ /dev/null @@ -1,89 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "./valid_data/softmax_data.dat" -#include "csi_nn.h" -#include "test_utils.h" - -static void verify_softmax_q7(void *input_data, void *ref_data, int32_t size, float difference) -{ - struct csinn_tensor *reference = csinn_alloc_tensor(NULL); - int in_size, out_size; - - struct csinn_tensor *input = csinn_alloc_tensor(NULL); - input->dim[0] = size; - input->dim_count = 1; - input->dtype = CSINN_DTYPE_INT8; - input->name = "input"; - in_size = input->dim[0]; - - struct csinn_tensor *output = csinn_alloc_tensor(NULL); - output->dim[0] = input->dim[0]; - output->dim_count = 1; - output->dtype = CSINN_DTYPE_INT8; - output->name = "output"; - out_size = output->dim[0]; - - struct csinn_softmax_params *params = - csinn_alloc_params(sizeof(struct csinn_softmax_params), NULL); - params->base.api = CSINN_API; - params->base.name = "params"; - params->base.layout = CSINN_LAYOUT_NCHW; - - input->data = (uint8_t *)input_data; - reference->data = (uint8_t *)ref_data; - - if (csinn_softmax_init(input, output, params) == CSINN_TRUE) { - csinn_softmax(input, output, params); - } - result_verify_q7(reference->data, output->data, input->data, difference, out_size, false); - free(input); - free(output); - free(reference); -} - -int main(int argc, char **argv) -{ - init_testsuite("Testing function of softmax q7 for xt800.\n"); - - verify_softmax_q7(q7_softmax_input0, q7_softmax_result0, 32, 2.0f); - verify_softmax_q7(q7_softmax_input1, q7_softmax_result1, 32, 2.0f); - verify_softmax_q7(q7_softmax_input2, q7_softmax_result2, 32, 2.0f); - verify_softmax_q7(q7_softmax_input3, q7_softmax_result3, 32, 2.0f); - verify_softmax_q7(q7_softmax_input4, q7_softmax_result4, 32, 2.0f); - - verify_softmax_q7(q7_relu_input0, q7_softmax_result5, 1024, 0.0f); - verify_softmax_q7(q7_relu_input1, q7_softmax_result6, 1024, 0.0f); - verify_softmax_q7(q7_relu_input2, q7_softmax_result7, 1024, 0.0f); - verify_softmax_q7(q7_relu_input3, q7_softmax_result8, 1024, 0.0f); - verify_softmax_q7(q7_relu_input4, q7_softmax_result9, 1024, 0.0f); - - verify_softmax_q7(q7_softmax_input0, q7_softmax_result10, 31, 0.0f); - verify_softmax_q7(q7_softmax_input1, q7_softmax_result11, 31, 2.0f); - verify_softmax_q7(q7_softmax_input2, q7_softmax_result12, 31, 0.0f); - verify_softmax_q7(q7_softmax_input3, q7_softmax_result13, 31, 0.0f); - verify_softmax_q7(q7_softmax_input4, q7_softmax_result14, 31, 0.0f); - - verify_softmax_q7(q7_relu_input0, q7_softmax_result15, 1023, 0.0f); - verify_softmax_q7(q7_relu_input1, q7_softmax_result16, 1023, 0.0f); - verify_softmax_q7(q7_relu_input2, q7_softmax_result17, 1023, 0.0f); - verify_softmax_q7(q7_relu_input3, q7_softmax_result18, 1023, 0.0f); - verify_softmax_q7(q7_relu_input4, q7_softmax_result19, 1023, 0.0f); -} diff --git a/tests/validation_xt800/tanh_q15.c b/tests/validation_xt800/tanh_q15.c deleted file mode 100644 index ffca4427..00000000 --- a/tests/validation_xt800/tanh_q15.c +++ /dev/null @@ -1,91 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "./valid_data/active_data.dat" -#include "csi_nn.h" -#include "test_utils.h" - -static void verify_tanh_q15(void *input_data, void *ref_data, int32_t size, float input_min, - float input_max, float difference) -{ - struct csinn_tensor *reference = csinn_alloc_tensor(NULL); - int in_size, out_size; - - struct csinn_tensor *input = csinn_alloc_tensor(NULL); - input->dim[0] = size; - input->dim_count = 1; - input->dtype = CSINN_DTYPE_INT16; - input->name = "input"; - in_size = input->dim[0]; - input->qinfo->min = input_min; - input->qinfo->max = input_max; - - struct csinn_tensor *output = csinn_alloc_tensor(NULL); - output->dim[0] = input->dim[0]; - output->dim_count = 1; - output->dtype = CSINN_DTYPE_INT16; - output->name = "output"; - out_size = output->dim[0]; - - struct csinn_siso_params *params = csinn_alloc_params(sizeof(struct csinn_siso_params), NULL); - params->base.api = CSINN_API; - params->base.name = "params"; - params->base.layout = CSINN_LAYOUT_NCHW; - - input->data = (uint16_t *)input_data; - reference->data = (uint16_t *)ref_data; - - if (csinn_tanh_init(input, output, params) == CSINN_TRUE) { - csinn_tanh(input, output, params); - } - result_verify_q15(reference->data, output->data, input->data, difference, out_size, false); - free(input); - free(output); - free(reference); -} - -int main(int argc, char **argv) -{ - init_testsuite("Testing function of tanh q15 for xt800.\n"); - - verify_tanh_q15(q15_relu_input0, q15_tanh_result0, 1024, -0.7, 0.5, 0.0f); // int_width=0 - verify_tanh_q15(q15_relu_input1, q15_tanh_result1, 1024, -0.7, 0.5, 0.0f); - verify_tanh_q15(q15_relu_input2, q15_tanh_result2, 1024, -0.7, 0.5, 0.0f); - verify_tanh_q15(q15_relu_input3, q15_tanh_result3, 1024, -0.7, 0.5, 0.0f); - verify_tanh_q15(q15_relu_input4, q15_tanh_result4, 1024, -0.7, 0.5, 0.0f); - - verify_tanh_q15(q15_relu_input0, q15_tanh_result5, 1024, -1.5, 1.5, 0.0f); // int_width=1 - verify_tanh_q15(q15_relu_input1, q15_tanh_result6, 1024, -1.5, 1.5, 0.0f); - verify_tanh_q15(q15_relu_input2, q15_tanh_result7, 1024, -3.5, 3.5, 0.0f); // int_width=2 - verify_tanh_q15(q15_relu_input3, q15_tanh_result8, 1024, -3.5, 3.5, 0.0f); - verify_tanh_q15(q15_relu_input4, q15_tanh_result9, 1024, -7.5, 7.5, 0.0f); // int_width=3 - - verify_tanh_q15(q15_relu_input5, q15_tanh_result0, 1023, -0.7, 0.5, 0.0f); // int_width=0 - verify_tanh_q15(q15_relu_input6, q15_tanh_result1, 1023, -0.7, 0.5, 0.0f); - verify_tanh_q15(q15_relu_input7, q15_tanh_result2, 1023, -0.7, 0.5, 0.0f); - verify_tanh_q15(q15_relu_input8, q15_tanh_result3, 1023, -0.7, 0.5, 0.0f); - verify_tanh_q15(q15_relu_input9, q15_tanh_result4, 1023, -0.7, 0.5, 0.0f); - - verify_tanh_q15(q15_relu_input5, q15_tanh_result5, 1023, -1.5, 1.5, 0.0f); // int_width=1 - verify_tanh_q15(q15_relu_input6, q15_tanh_result6, 1023, -1.5, 1.5, 0.0f); - verify_tanh_q15(q15_relu_input7, q15_tanh_result7, 1023, -3.5, 3.5, 0.0f); // int_width=2 - verify_tanh_q15(q15_relu_input8, q15_tanh_result8, 1023, -3.5, 3.5, 0.0f); - verify_tanh_q15(q15_relu_input9, q15_tanh_result9, 1023, -7.5, 7.5, 0.0f); // int_width=3 -} diff --git a/tests/validation_xt800/tanh_q7.c b/tests/validation_xt800/tanh_q7.c deleted file mode 100644 index e0ce37f1..00000000 --- a/tests/validation_xt800/tanh_q7.c +++ /dev/null @@ -1,91 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "./valid_data/active_data.dat" -#include "csi_nn.h" -#include "test_utils.h" - -static void verify_tanh_q7(void *input_data, void *ref_data, int32_t size, float input_min, - float input_max, float difference) -{ - struct csinn_tensor *reference = csinn_alloc_tensor(NULL); - int in_size, out_size; - - struct csinn_tensor *input = csinn_alloc_tensor(NULL); - input->dim[0] = size; - input->dim_count = 1; - input->dtype = CSINN_DTYPE_INT8; - input->name = "input"; - in_size = input->dim[0]; - input->qinfo->min = input_min; - input->qinfo->max = input_max; - - struct csinn_tensor *output = csinn_alloc_tensor(NULL); - output->dim[0] = input->dim[0]; - output->dim_count = 1; - output->dtype = CSINN_DTYPE_INT8; - output->name = "output"; - out_size = output->dim[0]; - - struct csinn_siso_params *params = csinn_alloc_params(sizeof(struct csinn_siso_params), NULL); - params->base.api = CSINN_API; - params->base.name = "params"; - params->base.layout = CSINN_LAYOUT_NCHW; - - input->data = (uint8_t *)input_data; - reference->data = (uint8_t *)ref_data; - - if (csinn_tanh_init(input, output, params) == CSINN_TRUE) { - csinn_tanh(input, output, params); - } - result_verify_q7(reference->data, output->data, input->data, difference, out_size, false); - free(input); - free(output); - free(reference); -} - -int main(int argc, char **argv) -{ - init_testsuite("Testing function of tanh q7 for xt800.\n"); - - verify_tanh_q7(q7_relu_input0, q7_tanh_result0, 1024, -0.7, 0.5, 0.0f); // int_width=0 - verify_tanh_q7(q7_relu_input1, q7_tanh_result1, 1024, -0.7, 0.5, 0.0f); - verify_tanh_q7(q7_relu_input2, q7_tanh_result2, 1024, -0.7, 0.5, 0.0f); - verify_tanh_q7(q7_relu_input3, q7_tanh_result3, 1024, -0.7, 0.5, 0.0f); - verify_tanh_q7(q7_relu_input4, q7_tanh_result4, 1024, -0.7, 0.5, 0.0f); - - verify_tanh_q7(q7_relu_input0, q7_tanh_result5, 1024, -1.5, 1.5, 0.0f); // int_width=1 - verify_tanh_q7(q7_relu_input1, q7_tanh_result6, 1024, -1.5, 1.5, 0.0f); - verify_tanh_q7(q7_relu_input2, q7_tanh_result7, 1024, -3.5, 3.5, 0.0f); // int_width=2 - verify_tanh_q7(q7_relu_input3, q7_tanh_result8, 1024, -3.5, 3.5, 0.0f); - verify_tanh_q7(q7_relu_input4, q7_tanh_result9, 1024, -7.5, 7.5, 0.0f); // int_width=3 - - verify_tanh_q7(q7_relu_input5, q7_tanh_result0, 1023, -0.7, 0.5, 0.0f); // int_width=0 - verify_tanh_q7(q7_relu_input6, q7_tanh_result1, 1023, -0.7, 0.5, 0.0f); - verify_tanh_q7(q7_relu_input7, q7_tanh_result2, 1023, -0.7, 0.5, 0.0f); - verify_tanh_q7(q7_relu_input8, q7_tanh_result3, 1023, -0.7, 0.5, 0.0f); - verify_tanh_q7(q7_relu_input9, q7_tanh_result4, 1023, -0.7, 0.5, 0.0f); - - verify_tanh_q7(q7_relu_input5, q7_tanh_result5, 1023, -1.5, 1.5, 0.0f); // int_width=1 - verify_tanh_q7(q7_relu_input6, q7_tanh_result6, 1023, -1.5, 1.5, 0.0f); - verify_tanh_q7(q7_relu_input7, q7_tanh_result7, 1023, -3.5, 3.5, 0.0f); // int_width=2 - verify_tanh_q7(q7_relu_input8, q7_tanh_result8, 1023, -3.5, 3.5, 0.0f); - verify_tanh_q7(q7_relu_input9, q7_tanh_result9, 1023, -7.5, 7.5, 0.0f); // int_width=3 -} diff --git a/tests/validation_xt800/u8_testcases/add_u8.c b/tests/validation_xt800/u8_testcases/add_u8.c deleted file mode 100644 index 19b3204a..00000000 --- a/tests/validation_xt800/u8_testcases/add_u8.c +++ /dev/null @@ -1,110 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "../valid_data/basic_math_func_u8.dat" -#include "csi_nn.h" -#include "test_utils.h" - -static void verify_add_u8(float *input_0_data, float *input_1_data, float *ref_data, int32_t size, - float difference) -{ - struct csinn_tensor *reference = csinn_alloc_tensor(NULL); - int in_size, out_size; - - struct csinn_tensor *input0 = csinn_alloc_tensor(NULL); - input0->dim[0] = 1; - input0->dim[1] = 1; - input0->dim[2] = 1; - input0->dim[3] = size; - input0->dim_count = 4; - input0->dtype = CSINN_DTYPE_UINT8; - input0->layout = CSINN_LAYOUT_NHWC; - input0->name = "input0"; - input0->data = (float *)input_0_data; - get_quant_info(input0); - in_size = input0->dim[0] * input0->dim[1] * input0->dim[2] * input0->dim[3]; - - uint8_t *src_tmp_0 = malloc(in_size * sizeof(char)); - for (int i = 0; i < in_size; i++) { - src_tmp_0[i] = shl_ref_quantize_f32_to_u8(input_0_data[i], input0->qinfo); - } - input0->data = src_tmp_0; - - struct csinn_tensor *input1 = csinn_alloc_tensor(NULL); - input1->dim[0] = 1; - input1->dim[1] = 1; - input1->dim[2] = 1; - input1->dim[3] = size; - input1->dim_count = 4; - input1->dtype = CSINN_DTYPE_UINT8; - input1->layout = CSINN_LAYOUT_NHWC; - input1->name = "input1"; - input1->data = (float *)input_1_data; - get_quant_info(input1); - in_size = input1->dim[0] * input1->dim[1] * input1->dim[2] * input1->dim[3]; - - uint8_t *src_tmp_1 = malloc(in_size * sizeof(char)); - for (int i = 0; i < in_size; i++) { - src_tmp_1[i] = shl_ref_quantize_f32_to_u8(input_1_data[i], input1->qinfo); - } - input1->data = src_tmp_1; - - struct csinn_tensor *output = csinn_alloc_tensor(NULL); - output->dim[0] = 1; - output->dim[1] = 1; - output->dim[2] = 1; - output->dim[3] = size; - output->dim_count = 4; - output->dtype = CSINN_DTYPE_UINT8; - output->layout = CSINN_LAYOUT_NHWC; - output->name = "output"; - output->data = (float *)ref_data; - get_quant_info(output); - out_size = output->dim[0] * output->dim[1] * output->dim[2] * output->dim[3]; - output->data = malloc(size); - - struct csinn_diso_params *params = csinn_alloc_params(sizeof(struct csinn_diso_params), NULL); - params->base.api = CSINN_API; - params->base.name = "params"; - params->base.layout = CSINN_LAYOUT_NCHW; - - if (csinn_add_init(input0, input1, output, params) == CSINN_TRUE) { - csinn_add(input0, input1, output, params); - } - - reference->data = (float *)ref_data; - result_verify_8(reference->data, output, input0->data, difference, out_size, false); - - free(input0); - free(input1); - free(output->data); - free(output); - free(reference); - free(src_tmp_0); - free(src_tmp_1); -} - -int main(int argc, char **argv) -{ - init_testsuite("Testing function of elementwise add(u8) for i805.\n"); - - verify_add_u8(add_input0_0, add_input1_0, add_output_0, 64, 1.0); - verify_add_u8(add_input0_1, add_input1_1, add_output_1, 79, 1.0); -} diff --git a/tests/validation_xt800/u8_testcases/clip_u8.c b/tests/validation_xt800/u8_testcases/clip_u8.c deleted file mode 100644 index f46133fa..00000000 --- a/tests/validation_xt800/u8_testcases/clip_u8.c +++ /dev/null @@ -1,88 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "../valid_data/clip_u8.dat" -#include "csi_nn.h" -#include "test_utils.h" - -static void verify_clip_u8(float *input_data, float *ref_data, float clip_fmin, float clip_fmax, - int32_t size, float difference) -{ - struct csinn_tensor *reference = csinn_alloc_tensor(NULL); - int in_size, out_size; - - struct csinn_tensor *input = csinn_alloc_tensor(NULL); - input->dim[0] = 1; - input->dim[1] = 1; - input->dim[2] = 1; - input->dim[3] = size; - input->dim_count = 4; - input->dtype = CSINN_DTYPE_UINT8; - input->layout = CSINN_LAYOUT_NHWC; - input->name = "input"; - input->data = (float *)input_data; - get_quant_info(input); - in_size = input->dim[0] * input->dim[1] * input->dim[2] * input->dim[3]; - - uint8_t *src_tmp = malloc(in_size * sizeof(char)); - for (int i = 0; i < in_size; i++) { - src_tmp[i] = shl_ref_quantize_f32_to_u8(input_data[i], input->qinfo); - } - input->data = src_tmp; - - struct csinn_tensor *output = csinn_alloc_tensor(NULL); - output->dim[0] = 1; - output->dim[1] = 1; - output->dim[2] = 1; - output->dim[3] = size; - output->dim_count = 4; - output->dtype = CSINN_DTYPE_UINT8; - output->layout = CSINN_LAYOUT_NHWC; - output->name = "output"; - output->data = (float *)ref_data; - get_quant_info(output); - out_size = output->dim[0] * output->dim[1] * output->dim[2] * output->dim[3]; - output->data = malloc(out_size); - - struct csinn_clip_params *params = csinn_alloc_params(sizeof(struct csinn_clip_params), NULL); - params->base.api = CSINN_API; - params->base.name = "params"; - params->base.layout = CSINN_LAYOUT_NHWC; - params->max_value = clip_fmax; - params->min_value = clip_fmin; - - if (csinn_clip_init(input, output, params) == CSINN_TRUE) { - csinn_clip(input, output, params); - } - - reference->data = (float *)ref_data; - result_verify_8(reference->data, output, input->data, difference, out_size, false); - free(input); - free(output->data); - free(output); - free(reference); - free(src_tmp); -} - -int main(int argc, char **argv) -{ - init_testsuite("Testing function of relu(u8) for i805.\n"); - verify_clip_u8(clip_input_0, clip_output_0, 0.0, 6.0, 79, 1.0); -} diff --git a/tests/validation_xt800/u8_testcases/convolution_1x1_u8.c b/tests/validation_xt800/u8_testcases/convolution_1x1_u8.c deleted file mode 100644 index 91654519..00000000 --- a/tests/validation_xt800/u8_testcases/convolution_1x1_u8.c +++ /dev/null @@ -1,143 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "../valid_data/convolution_u8.dat" -#include "csi_nn.h" -#include "test_utils.h" - -void verify_conv2d_1x1_u8(float *input_data, float *kernel_data, float *bias_data, float *ref_data, - uint16_t batch, uint16_t in_h, uint16_t in_w, uint16_t in_c, - uint16_t out_h, uint16_t out_w, uint16_t out_c, uint16_t kernel_h, - uint16_t kernel_w, uint16_t stride_h, uint16_t stride_w, uint16_t pad_x, - uint16_t pad_y, float difference) -{ - struct csinn_tensor *reference = csinn_alloc_tensor(NULL); - int in_size, out_size, kernel_size = 0, bias_size = 0; - - struct csinn_tensor *input = csinn_alloc_tensor(NULL); - input->dim[0] = batch; // N - input->dim[1] = in_h; // H - input->dim[2] = in_w; // W - input->dim[3] = in_c; // C - input->dim_count = 4; - input->dtype = CSINN_DTYPE_UINT8; - input->layout = CSINN_LAYOUT_NHWC; - input->name = "input"; - input->data = (float *)input_data; - get_quant_info(input); - in_size = input->dim[0] * input->dim[1] * input->dim[2] * input->dim[3]; - - uint8_t *input_tmp = malloc(in_size * sizeof(char)); - for (int i = 0; i < in_size; i++) { - input_tmp[i] = shl_ref_quantize_f32_to_u8(input_data[i], input->qinfo); - } - input->data = input_tmp; - - struct csinn_tensor *kernel = csinn_alloc_tensor(NULL); - kernel->dim[0] = out_c; // O - kernel->dim[1] = kernel_h; // H - kernel->dim[2] = kernel_w; // W - kernel->dim[3] = in_c; // I - kernel->dim_count = 4; - kernel->dtype = CSINN_DTYPE_UINT8; - kernel->layout = CSINN_LAYOUT_OHWI; - kernel->name = "kernel"; - kernel->data = (float *)kernel_data; - get_quant_info(kernel); - kernel_size = kernel->dim[0] * kernel->dim[1] * kernel->dim[2] * kernel->dim[3]; - - uint8_t *kernel_tmp = malloc(kernel_size * sizeof(char)); - for (int i = 0; i < kernel_size; i++) { - kernel_tmp[i] = shl_ref_quantize_f32_to_u8(kernel_data[i], kernel->qinfo); - } - kernel->data = kernel_tmp; - - struct csinn_tensor *bias = csinn_alloc_tensor(NULL); - bias->dim[0] = out_c; // O - bias->dim_count = 1; - bias->dtype = CSINN_DTYPE_INT32; - bias->layout = CSINN_LAYOUT_O; - bias->name = "bias"; - bias_size = bias->dim[0]; - bias->data = (float *)bias_data; - - int32_t *bias_tmp = malloc(bias_size * sizeof(int32_t)); - for (int i = 0; i < bias_size; i++) { - bias_tmp[i] = (int32_t)(bias_data[i] / (input->qinfo->scale * kernel->qinfo->scale)); - } - bias->qinfo->scale = input->qinfo->scale * kernel->qinfo->scale; - bias->data = bias_tmp; - - struct csinn_tensor *output = csinn_alloc_tensor(NULL); - output->dim[0] = 1; - output->dim[1] = out_h; - output->dim[2] = out_w; - output->dim[3] = out_c; - output->dim_count = 4; - output->dtype = CSINN_DTYPE_UINT8; - output->layout = CSINN_LAYOUT_NHWC; - output->name = "output"; - output->data = (float *)ref_data; - get_quant_info(output); - out_size = output->dim[0] * output->dim[1] * output->dim[2] * output->dim[3]; - output->data = malloc(out_size); - - struct csinn_conv2d_params *params = - csinn_alloc_params(sizeof(struct csinn_conv2d_params), NULL); - params->base.api = CSINN_API; - params->base.name = "params"; - params->base.layout = CSINN_LAYOUT_NHWC; - params->stride_height = stride_h; - params->stride_width = stride_w; - params->pad_left = pad_x; - params->pad_right = pad_x; - params->pad_top = pad_y; - params->pad_down = pad_y; - params->dilation_width = 1; - params->dilation_height = 1; - params->group = 1; - params->conv_extra.kernel_tm = NULL; - params->conv_extra.conv_mode = CSINN_DIRECT; - - if (csinn_conv2d_init(input, output, kernel, bias, params) == CSINN_TRUE) { - csinn_conv2d(input, output, kernel, bias, params); - } - - reference->data = (float *)ref_data; - result_verify_8(reference->data, output, input->data, difference, out_size, false); - - free(input); - free(kernel); - free(bias); - free(output->data); - free(output); - free(reference); - free(input_tmp); - free(kernel_tmp); - free(bias_tmp); -} - -int main(int argc, char **argv) -{ - init_testsuite("Testing function of pointwise convolution(u8) for i805.\n"); - - verify_conv2d_1x1_u8(pwconv_input_0, pwconv_kernel_0, pwconv_bias_0, pwconv_output_0, 1, 5, 9, - 31, 5, 9, 63, 1, 1, 1, 1, 0, 0, 0.0f); -} diff --git a/tests/validation_xt800/u8_testcases/convolution_u8.c b/tests/validation_xt800/u8_testcases/convolution_u8.c deleted file mode 100644 index 5b94f5cc..00000000 --- a/tests/validation_xt800/u8_testcases/convolution_u8.c +++ /dev/null @@ -1,145 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "../valid_data/convolution_u8.dat" - -#include "csi_nn.h" -#include "test_utils.h" - -void verify_conv2d_u8(float *input_data, float *kernel_data, float *bias_data, float *ref_data, - uint16_t batch, uint16_t in_h, uint16_t in_w, uint16_t in_c, uint16_t out_h, - uint16_t out_w, uint16_t out_c, uint16_t kernel_h, uint16_t kernel_w, - uint16_t stride_h, uint16_t stride_w, uint16_t pad_x, uint16_t pad_y, - float difference) -{ - struct csinn_tensor *reference = csinn_alloc_tensor(NULL); - int in_size, out_size, kernel_size = 0, bias_size = 0; - - struct csinn_tensor *input = csinn_alloc_tensor(NULL); - input->dim[0] = batch; // N - input->dim[1] = in_h; // H - input->dim[2] = in_w; // W - input->dim[3] = in_c; // C - input->dim_count = 4; - input->dtype = CSINN_DTYPE_UINT8; - input->layout = CSINN_LAYOUT_NHWC; - input->name = "input"; - input->data = (float *)input_data; - get_quant_info(input); - in_size = input->dim[0] * input->dim[1] * input->dim[2] * input->dim[3]; - - uint8_t *input_tmp = malloc(in_size * sizeof(char)); - for (int i = 0; i < in_size; i++) { - input_tmp[i] = shl_ref_quantize_f32_to_u8(input_data[i], input->qinfo); - } - input->data = input_tmp; - - struct csinn_tensor *kernel = csinn_alloc_tensor(NULL); - kernel->dim[0] = out_c; // O - kernel->dim[1] = kernel_h; // H - kernel->dim[2] = kernel_w; // W - kernel->dim[3] = in_c; // I - kernel->dim_count = 4; - kernel->dtype = CSINN_DTYPE_UINT8; - kernel->layout = CSINN_LAYOUT_OHWI; - kernel->name = "kernel"; - kernel->data = (float *)kernel_data; - get_quant_info(kernel); - kernel_size = kernel->dim[0] * kernel->dim[1] * kernel->dim[2] * kernel->dim[3]; - - uint8_t *kernel_tmp = malloc(kernel_size * sizeof(char)); - for (int i = 0; i < kernel_size; i++) { - kernel_tmp[i] = shl_ref_quantize_f32_to_u8(kernel_data[i], kernel->qinfo); - // printf("%d, ", kernel_tmp[i]); - } - kernel->data = kernel_tmp; - - struct csinn_tensor *bias = csinn_alloc_tensor(NULL); - bias->dim[0] = out_c; // O - bias->dim_count = 1; - bias->dtype = CSINN_DTYPE_INT32; - bias->layout = CSINN_LAYOUT_O; - bias->name = "bias"; - bias_size = bias->dim[0]; - bias->data = (float *)bias_data; - - int32_t *bias_tmp = malloc(bias_size * sizeof(int32_t)); - for (int i = 0; i < bias_size; i++) { - bias_tmp[i] = (int32_t)(bias_data[i] / (input->qinfo->scale * kernel->qinfo->scale)); - } - bias->qinfo->scale = input->qinfo->scale * kernel->qinfo->scale; - bias->data = bias_tmp; - - struct csinn_tensor *output = csinn_alloc_tensor(NULL); - output->dim[0] = batch; - output->dim[1] = out_h; - output->dim[2] = out_w; - output->dim[3] = out_c; - output->dim_count = 4; - output->dtype = CSINN_DTYPE_UINT8; - output->layout = CSINN_LAYOUT_NHWC; - output->name = "output"; - output->data = (float *)ref_data; - get_quant_info(output); - out_size = output->dim[0] * output->dim[1] * output->dim[2] * output->dim[3]; - output->data = malloc(out_size); - - struct csinn_conv2d_params *params = - csinn_alloc_params(sizeof(struct csinn_conv2d_params), NULL); - params->base.api = CSINN_API; - params->base.name = "params"; - params->base.layout = CSINN_LAYOUT_NHWC; - params->stride_height = stride_h; - params->stride_width = stride_w; - params->pad_left = pad_x; - params->pad_right = pad_x; - params->pad_top = pad_y; - params->pad_down = pad_y; - params->dilation_width = 1; - params->dilation_height = 1; - params->group = 1; - params->conv_extra.kernel_tm = NULL; - params->conv_extra.conv_mode = CSINN_DIRECT; - - if (csinn_conv2d_init(input, output, kernel, bias, params) == CSINN_TRUE) { - csinn_conv2d(input, output, kernel, bias, params); - } - - reference->data = (float *)ref_data; - result_verify_8(reference->data, output, input->data, difference, out_size, false); - - free(input); - free(kernel); - free(bias); - free(output->data); - free(output); - free(reference); - free(input_tmp); - free(kernel_tmp); - free(bias_tmp); -} - -int main(int argc, char **argv) -{ - init_testsuite("Testing function of convolution(u8) for i805.\n"); - - verify_conv2d_u8(conv_input_0, conv_kernel_0, conv_bias_0, conv_output_0, 1, 7, 7, 5, 7, 7, 11, - 3, 3, 1, 1, 1, 1, 0.0f); -} diff --git a/tests/validation_xt800/u8_testcases/depthwise_convolution_u8.c b/tests/validation_xt800/u8_testcases/depthwise_convolution_u8.c deleted file mode 100644 index 17e57685..00000000 --- a/tests/validation_xt800/u8_testcases/depthwise_convolution_u8.c +++ /dev/null @@ -1,143 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "../valid_data/convolution_u8.dat" -#include "csi_nn.h" -#include "test_utils.h" - -void verify_dwconv2d_u8(float *input_data, float *kernel_data, float *bias_data, float *ref_data, - uint16_t batch, uint16_t in_h, uint16_t in_w, uint16_t in_c, uint16_t out_h, - uint16_t out_w, uint16_t out_c, uint16_t kernel_h, uint16_t kernel_w, - uint16_t stride_h, uint16_t stride_w, uint16_t pad_x, uint16_t pad_y, - float difference) -{ - struct csinn_tensor *reference = csinn_alloc_tensor(NULL); - int in_size, out_size, kernel_size = 0, bias_size = 0; - - struct csinn_tensor *input = csinn_alloc_tensor(NULL); - input->dim[0] = batch; // N - input->dim[1] = in_h; // H - input->dim[2] = in_w; // W - input->dim[3] = in_c; // C - input->dim_count = 4; - input->dtype = CSINN_DTYPE_UINT8; - input->layout = CSINN_LAYOUT_NHWC; - input->name = "input"; - input->data = (float *)input_data; - get_quant_info(input); - in_size = input->dim[0] * input->dim[1] * input->dim[2] * input->dim[3]; - - uint8_t *input_tmp = malloc(in_size * sizeof(char)); - for (int i = 0; i < in_size; i++) { - input_tmp[i] = shl_ref_quantize_f32_to_u8(input_data[i], input->qinfo); - } - input->data = input_tmp; - - struct csinn_tensor *kernel = csinn_alloc_tensor(NULL); - kernel->dim[0] = 1; // O - kernel->dim[1] = kernel_h; // H - kernel->dim[2] = kernel_w; // W - kernel->dim[3] = in_c; // I - kernel->dim_count = 4; - kernel->dtype = CSINN_DTYPE_UINT8; - kernel->layout = CSINN_LAYOUT_OHWI; - kernel->name = "kernel"; - kernel->data = (float *)kernel_data; - get_quant_info(kernel); - kernel_size = kernel->dim[0] * kernel->dim[1] * kernel->dim[2] * kernel->dim[3]; - - uint8_t *kernel_tmp = malloc(kernel_size * sizeof(char)); - for (int i = 0; i < kernel_size; i++) { - kernel_tmp[i] = shl_ref_quantize_f32_to_u8(kernel_data[i], kernel->qinfo); - } - kernel->data = kernel_tmp; - - struct csinn_tensor *bias = csinn_alloc_tensor(NULL); - bias->dim[0] = out_c; // O - bias->dim_count = 1; - bias->dtype = CSINN_DTYPE_INT32; - bias->layout = CSINN_LAYOUT_O; - bias->name = "bias"; - bias_size = bias->dim[0]; - bias->data = (float *)bias_data; - - int32_t *bias_tmp = malloc(bias_size * sizeof(int32_t)); - for (int i = 0; i < bias_size; i++) { - bias_tmp[i] = (int32_t)(bias_data[i] / (input->qinfo->scale * kernel->qinfo->scale)); - } - bias->qinfo->scale = input->qinfo->scale * kernel->qinfo->scale; - bias->data = bias_tmp; - - struct csinn_tensor *output = csinn_alloc_tensor(NULL); - output->dim[0] = 1; - output->dim[1] = out_h; - output->dim[2] = out_w; - output->dim[3] = out_c; - output->dim_count = 4; - output->dtype = CSINN_DTYPE_UINT8; - output->layout = CSINN_LAYOUT_NHWC; - output->name = "output"; - output->data = (float *)ref_data; - get_quant_info(output); - out_size = output->dim[0] * output->dim[1] * output->dim[2] * output->dim[3]; - output->data = malloc(out_size); - - struct csinn_conv2d_params *params = - csinn_alloc_params(sizeof(struct csinn_conv2d_params), NULL); - params->base.api = CSINN_API; - params->base.name = "params"; - params->base.layout = CSINN_LAYOUT_NHWC; - params->stride_height = stride_h; - params->stride_width = stride_w; - params->pad_left = pad_x; - params->pad_right = pad_x; - params->pad_top = pad_y; - params->pad_down = pad_y; - params->dilation_width = 1; - params->dilation_height = 1; - params->group = in_c; - params->conv_extra.kernel_tm = NULL; - params->conv_extra.conv_mode = CSINN_DIRECT; - - if (csinn_conv2d_init(input, output, kernel, bias, params) == CSINN_TRUE) { - csinn_conv2d(input, output, kernel, bias, params); - } - - reference->data = (float *)ref_data; - result_verify_8(reference->data, output, input->data, difference, out_size, false); - - free(input); - free(kernel); - free(bias); - free(output->data); - free(output); - free(reference); - free(input_tmp); - free(kernel_tmp); - free(bias_tmp); -} - -int main(int argc, char **argv) -{ - init_testsuite("Testing function of depthwise convolution(u8) for i805.\n"); - - verify_dwconv2d_u8(dwconv_input_0, dwconv_kernel_0, dwconv_bias_0, dwconv_output_0, 1, 7, 7, 5, - 7, 7, 5, 3, 3, 1, 1, 1, 1, 0.0f); -} diff --git a/tests/validation_xt800/u8_testcases/fullyconnected_u8.c b/tests/validation_xt800/u8_testcases/fullyconnected_u8.c deleted file mode 100644 index 79344b32..00000000 --- a/tests/validation_xt800/u8_testcases/fullyconnected_u8.c +++ /dev/null @@ -1,125 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "../valid_data/fullyconnected_u8.dat" - -#include "csi_nn.h" -#include "test_utils.h" - -static void verify_fullyconnected_u8(float *input_data, float *weights_data, float *bias_data, - float *ref_data, int32_t in_nodes, int32_t out_nodes, - float difference) -{ - struct csinn_tensor *reference = csinn_alloc_tensor(NULL); - int in_size, weights_size, bias_size, out_size; - - struct csinn_tensor *input = csinn_alloc_tensor(NULL); - input->dim[0] = 1; - input->dim[1] = in_nodes; - input->dim_count = 2; - input->dtype = CSINN_DTYPE_UINT8; - input->layout = CSINN_LAYOUT_NC; - input->name = "input"; - input->data = (float *)input_data; - get_quant_info(input); - in_size = input->dim[0] * input->dim[1]; - - uint8_t *input_tmp = malloc(in_size * sizeof(char)); - for (int i = 0; i < in_size; i++) { - input_tmp[i] = shl_ref_quantize_f32_to_u8(input_data[i], input->qinfo); - } - input->data = input_tmp; - - struct csinn_tensor *weights = csinn_alloc_tensor(NULL); - weights->dim[0] = out_nodes; - weights->dim[1] = in_nodes; - weights->dim_count = 2; - weights->dtype = CSINN_DTYPE_UINT8; - weights->layout = CSINN_LAYOUT_OI; - weights->name = "weights"; - weights->data = (float *)weights_data; - get_quant_info(weights); - weights_size = weights->dim[0] * weights->dim[1]; - - uint8_t *weights_tmp = malloc(weights_size * sizeof(char)); - for (int i = 0; i < weights_size; i++) { - weights_tmp[i] = shl_ref_quantize_f32_to_u8(weights_data[i], weights->qinfo); - } - weights->data = weights_tmp; - - struct csinn_tensor *bias = csinn_alloc_tensor(NULL); - bias->dim[0] = out_nodes; - bias->dim_count = 1; - bias->dtype = CSINN_DTYPE_INT32; - bias->layout = CSINN_LAYOUT_O; - bias->name = "bias"; - bias->data = (float *)bias_data; - bias_size = bias->dim[0]; - - int32_t *bias_tmp = malloc(bias_size * sizeof(int32_t)); - for (int i = 0; i < bias_size; i++) { - bias_tmp[i] = (int32_t)(bias_data[i] / (input->qinfo->scale * weights->qinfo->scale)); - } - bias->qinfo->scale = input->qinfo->scale * weights->qinfo->scale; - bias->data = bias_tmp; - - struct csinn_tensor *output = csinn_alloc_tensor(NULL); - output->dim[0] = 1; - output->dim[1] = out_nodes; - output->dim_count = 2; - output->dtype = CSINN_DTYPE_UINT8; - output->layout = CSINN_LAYOUT_NC; - - output->name = "output"; - output->data = (float *)ref_data; - get_quant_info(output); - out_size = output->dim[0] * output->dim[1]; - output->data = malloc(out_size); - - struct csinn_fc_params *params = csinn_alloc_params(sizeof(struct csinn_fc_params), NULL); - params->base.api = CSINN_API; - params->base.name = "params"; - params->base.layout = CSINN_LAYOUT_NHWC; - params->units = out_nodes; // out_nodes - - if (csinn_fullyconnected_init(input, output, weights, bias, params) == CSINN_TRUE) { - csinn_fullyconnected(input, output, weights, bias, params); - } - - reference->data = (float *)ref_data; - result_verify_8(reference->data, output, input->data, difference, out_size, false); - free(input); - free(weights); - free(bias); - free(output->data); - free(output); - free(reference); - free(input_tmp); - free(weights_tmp); - free(bias_tmp); -} - -int main(int argc, char **argv) -{ - init_testsuite("Testing function of fullyconnected(u8) for i805.\n"); - - verify_fullyconnected_u8(fc_input_0, fc_weights_0, fc_bias_0, fc_output_0, 64, 32, 1.0); - verify_fullyconnected_u8(fc_input_1, fc_weights_1, fc_bias_1, fc_output_1, 79, 63, 1.0); -} diff --git a/tests/validation_xt800/u8_testcases/maxpool_u8.c b/tests/validation_xt800/u8_testcases/maxpool_u8.c deleted file mode 100644 index 073ffa00..00000000 --- a/tests/validation_xt800/u8_testcases/maxpool_u8.c +++ /dev/null @@ -1,89 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "csi_nn.h" -#include "test_utils.h" - -void verify_maxpool2d_u8(void *input_data, void *output_data, uint16_t batch, uint16_t in_h, - uint16_t in_w, uint16_t in_c, uint16_t out_h, uint16_t out_w, - uint16_t out_c, uint16_t kernel_h, uint16_t kernel_w, uint16_t stride_h, - uint16_t stride_w, uint16_t pad_x, uint16_t pad_y, float difference) - -{ - struct csinn_tensor *reference = csinn_alloc_tensor(NULL); - int in_size, out_size; - - struct csinn_tensor *input = csinn_alloc_tensor(NULL); - input->dim[0] = batch; // N - input->dim[1] = in_h; // H - input->dim[2] = in_w; // W - input->dim[3] = in_c; // C - input->dim_count = 4; - input->dtype = CSINN_DTYPE_UINT8; - input->layout = CSINN_LAYOUT_NHWC; - input->name = "input"; - in_size = input->dim[0] * input->dim[1] * input->dim[2] * input->dim[3]; - - struct csinn_tensor *output = csinn_alloc_tensor(NULL); - output->dim[0] = input->dim[0]; - output->dim[1] = out_h; - output->dim[2] = out_w; - output->dim[3] = out_c; - output->dim_count = 4; - output->dtype = CSINN_DTYPE_UINT8; - output->layout = CSINN_LAYOUT_NHWC; - output->name = "output"; - out_size = output->dim[0] * output->dim[1] * output->dim[2] * output->dim[3]; - - struct csinn_pool_params *params = csinn_alloc_params(sizeof(struct csinn_pool_params), NULL); - params->base.api = CSINN_API; - params->base.name = "params"; - params->base.layout = CSINN_LAYOUT_NHWC; - params->ceil_mode = 0; - params->stride_height = stride_h; - params->stride_width = stride_w; - params->filter_height = kernel_h; - params->filter_width = kernel_w; - params->pad_left = pad_x; - params->pad_right = pad_x; - params->pad_top = pad_y; - params->pad_down = pad_y; - - input->data = (uint8_t *)input_data; - reference->data = (uint8_t *)output_data; - uint8_t *output_tmp = (uint8_t *)malloc(out_size * sizeof(uint8_t)); - output->data = output_tmp; - - if (csinn_maxpool2d_init(input, output, params) == CSINN_TRUE) { - csinn_maxpool2d(input, output, params); - } - - result_verify_q7(reference->data, output->data, input->data, difference, out_size, false); - free(output_tmp); - free(input); - free(output); - free(reference); -} - -int main(int argc, char **argv) -{ - init_testsuite("Testing function of maxpool2d(u8) for i805.\n"); - // verify_maxpool2d_u8(); -} \ No newline at end of file diff --git a/tests/validation_xt800/u8_testcases/mul_u8.c b/tests/validation_xt800/u8_testcases/mul_u8.c deleted file mode 100644 index e5b159e6..00000000 --- a/tests/validation_xt800/u8_testcases/mul_u8.c +++ /dev/null @@ -1,109 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "../valid_data/basic_math_func_u8.dat" -#include "csi_nn.h" -#include "test_utils.h" - -static void verify_mul_u8(float *input_0_data, float *input_1_data, float *ref_data, int32_t size, - float difference) -{ - struct csinn_tensor *reference = csinn_alloc_tensor(NULL); - int in_size, out_size; - - struct csinn_tensor *input0 = csinn_alloc_tensor(NULL); - input0->dim[0] = 1; - input0->dim[1] = 1; - input0->dim[2] = 1; - input0->dim[3] = size; - input0->dim_count = 4; - input0->dtype = CSINN_DTYPE_UINT8; - input0->layout = CSINN_LAYOUT_NHWC; - input0->name = "input0"; - input0->data = (float *)input_0_data; - get_quant_info(input0); - in_size = input0->dim[0] * input0->dim[1] * input0->dim[2] * input0->dim[3]; - - uint8_t *src_tmp_0 = malloc(in_size * sizeof(char)); - for (int i = 0; i < in_size; i++) { - src_tmp_0[i] = shl_ref_quantize_f32_to_u8(input_0_data[i], input0->qinfo); - } - input0->data = src_tmp_0; - - struct csinn_tensor *input1 = csinn_alloc_tensor(NULL); - input1->dim[0] = 1; - input1->dim[1] = 1; - input1->dim[2] = 1; - input1->dim[3] = size; - input1->dim_count = 4; - input1->dtype = CSINN_DTYPE_UINT8; - input1->layout = CSINN_LAYOUT_NHWC; - input1->name = "input1"; - input1->data = (float *)input_1_data; - get_quant_info(input1); - in_size = input1->dim[0] * input1->dim[1] * input1->dim[2] * input1->dim[3]; - - uint8_t *src_tmp_1 = malloc(in_size * sizeof(char)); - for (int i = 0; i < in_size; i++) { - src_tmp_1[i] = shl_ref_quantize_f32_to_u8(input_1_data[i], input1->qinfo); - } - input1->data = src_tmp_1; - - struct csinn_tensor *output = csinn_alloc_tensor(NULL); - output->dim[0] = 1; - output->dim[1] = 1; - output->dim[2] = 1; - output->dim[3] = size; - output->dim_count = 4; - output->dtype = CSINN_DTYPE_UINT8; - output->layout = CSINN_LAYOUT_NHWC; - output->name = "output"; - output->data = (float *)ref_data; - get_quant_info(output); - out_size = output->dim[0] * output->dim[1] * output->dim[2] * output->dim[3]; - output->data = malloc(size); - - struct csinn_diso_params *params = csinn_alloc_params(sizeof(struct csinn_diso_params), NULL); - params->base.api = CSINN_API; - params->base.name = "params"; - params->base.layout = CSINN_LAYOUT_NCHW; - - if (csinn_mul_init(input0, input1, output, params) == CSINN_TRUE) { - csinn_mul(input0, input1, output, params); - } - - reference->data = (float *)ref_data; - result_verify_8(reference->data, output, input0->data, difference, out_size, false); - free(input0); - free(input1); - free(output->data); - free(output); - free(reference); - free(src_tmp_0); - free(src_tmp_1); -} - -int main(int argc, char **argv) -{ - init_testsuite("Testing function of elementwise mul(u8) for i805.\n"); - - verify_mul_u8(mul_input0_0, mul_input1_0, mul_output_0, 64, 1.0); - verify_mul_u8(mul_input0_1, mul_input1_1, mul_output_1, 79, 1.0); -} diff --git a/tests/validation_xt800/u8_testcases/relu6_u8.c b/tests/validation_xt800/u8_testcases/relu6_u8.c deleted file mode 100644 index cb26404c..00000000 --- a/tests/validation_xt800/u8_testcases/relu6_u8.c +++ /dev/null @@ -1,87 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "../valid_data/relu6_u8.dat" -#include "csi_nn.h" -#include "test_utils.h" - -static void verify_relu6_u8(float *input_data, float *ref_data, int32_t size, float difference) -{ - struct csinn_tensor *reference = csinn_alloc_tensor(NULL); - int in_size, out_size; - - struct csinn_tensor *input = csinn_alloc_tensor(NULL); - input->dim[0] = 1; - input->dim[1] = 1; - input->dim[2] = 1; - input->dim[3] = size; - input->dim_count = 4; - input->dtype = CSINN_DTYPE_UINT8; - input->layout = CSINN_LAYOUT_NHWC; - input->name = "input"; - input->data = (float *)input_data; - get_quant_info(input); - in_size = input->dim[0] * input->dim[1] * input->dim[2] * input->dim[3]; - - uint8_t *src_tmp = malloc(in_size * sizeof(char)); - for (int i = 0; i < in_size; i++) { - src_tmp[i] = shl_ref_quantize_f32_to_u8(input_data[i], input->qinfo); - // printf("%d, ", src_tmp[i]); - } - input->data = src_tmp; - - struct csinn_tensor *output = csinn_alloc_tensor(NULL); - output->dim[0] = 1; - output->dim[1] = 1; - output->dim[2] = 1; - output->dim[3] = size; - output->dim_count = 4; - output->dtype = CSINN_DTYPE_UINT8; - output->layout = CSINN_LAYOUT_NHWC; - output->name = "output"; - output->data = (float *)ref_data; - get_quant_info(output); - out_size = output->dim[0] * output->dim[1] * output->dim[2] * output->dim[3]; - - struct csinn_relu_params *params = csinn_alloc_params(sizeof(struct csinn_relu_params), NULL); - params->base.api = CSINN_API; - params->base.name = "params"; - params->base.layout = CSINN_LAYOUT_NCHW; - params->n = 6.0f; - - if (csinn_relu6_init(input, output, params) == CSINN_TRUE) { - csinn_relu6(input, output, params); - } - - reference->data = (float *)ref_data; - result_verify_8(reference->data, output, input->data, difference, out_size, false); - free(input); - free(output); - free(reference); - free(src_tmp); -} - -int main(int argc, char **argv) -{ - init_testsuite("Testing function of relu6(u8) for i805.\n"); - - verify_relu6_u8(relu6_input_0, relu6_output_0, 64, 1.0); - verify_relu6_u8(relu6_input_1, relu6_output_1, 79, 1.0); -} diff --git a/tests/validation_xt800/u8_testcases/relu_u8.c b/tests/validation_xt800/u8_testcases/relu_u8.c deleted file mode 100644 index 746005c4..00000000 --- a/tests/validation_xt800/u8_testcases/relu_u8.c +++ /dev/null @@ -1,83 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "../valid_data/relu_u8.dat" -#include "csi_nn.h" -#include "test_utils.h" - -static void verify_relu_u8(float *input_data, float *ref_data, int32_t size, float difference) -{ - struct csinn_tensor *reference = csinn_alloc_tensor(NULL); - int in_size, out_size; - - struct csinn_tensor *input = csinn_alloc_tensor(NULL); - input->dim[0] = 1; - input->dim[1] = 1; - input->dim[2] = 1; - input->dim[3] = size; - input->dim_count = 4; - input->dtype = CSINN_DTYPE_UINT8; - input->layout = CSINN_LAYOUT_NHWC; - input->name = "input"; - input->data = (float *)input_data; - get_quant_info(input); - in_size = input->dim[0] * input->dim[1] * input->dim[2] * input->dim[3]; - - uint8_t *src_tmp = malloc(in_size * sizeof(char)); - for (int i = 0; i < in_size; i++) { - src_tmp[i] = shl_ref_quantize_f32_to_u8(input_data[i], input->qinfo); - } - input->data = src_tmp; - - struct csinn_tensor *output = csinn_alloc_tensor(NULL); - output->dim[0] = 1; - output->dim[1] = 1; - output->dim[2] = 1; - output->dim[3] = size; - output->dim_count = 4; - output->dtype = CSINN_DTYPE_UINT8; - output->layout = CSINN_LAYOUT_NHWC; - output->name = "output"; - output->data = (float *)ref_data; - get_quant_info(output); - out_size = output->dim[0] * output->dim[1] * output->dim[2] * output->dim[3]; - - struct csinn_relu_params *params = csinn_alloc_params(sizeof(struct csinn_relu_params), NULL); - params->base.api = CSINN_API; - params->base.name = "params"; - params->base.layout = CSINN_LAYOUT_NCHW; - - if (csinn_relu_init(input, output, params) == CSINN_TRUE) { - csinn_relu(input, output, params); - } - - reference->data = (float *)ref_data; - result_verify_8(reference->data, output, input->data, difference, out_size, false); - free(input); - free(output); - free(reference); - free(src_tmp); -} - -int main(int argc, char **argv) -{ - init_testsuite("Testing function of relu(u8) for i805.\n"); - verify_relu_u8(relu_input_0, relu_output_0, 79, 1.0); -} diff --git a/tests/validation_xt800/u8_testcases/reshape_u8.c b/tests/validation_xt800/u8_testcases/reshape_u8.c deleted file mode 100644 index 0c3df740..00000000 --- a/tests/validation_xt800/u8_testcases/reshape_u8.c +++ /dev/null @@ -1,87 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "../valid_data/reshape_u8.dat" -#include "csi_nn.h" -#include "test_utils.h" - -static void verify_reshape_u8(float *input_data, float *ref_data, int32_t size, float difference) -{ - struct csinn_tensor *reference = csinn_alloc_tensor(NULL); - int in_size, out_size; - - struct csinn_tensor *input = csinn_alloc_tensor(NULL); - input->dim[0] = 1; - input->dim[1] = 1; - input->dim[2] = 1; - input->dim[3] = size; - input->dim_count = 4; - input->dtype = CSINN_DTYPE_UINT8; - input->layout = CSINN_LAYOUT_NHWC; - input->name = "input"; - input->data = (float *)input_data; - get_quant_info(input); - in_size = input->dim[0] * input->dim[1] * input->dim[2] * input->dim[3]; - - uint8_t *src_tmp = malloc(in_size * sizeof(char)); - for (int i = 0; i < in_size; i++) { - src_tmp[i] = shl_ref_quantize_f32_to_u8(input_data[i], input->qinfo); - } - input->data = src_tmp; - - struct csinn_tensor *output = csinn_alloc_tensor(NULL); - output->dim[0] = 1; - output->dim[1] = 1; - output->dim[2] = 1; - output->dim[3] = size; - output->dim_count = 4; - output->dtype = CSINN_DTYPE_UINT8; - output->layout = CSINN_LAYOUT_NHWC; - output->name = "output"; - output->data = (float *)ref_data; - get_quant_info(output); - out_size = output->dim[0] * output->dim[1] * output->dim[2] * output->dim[3]; - output->data = malloc(out_size); - - struct csinn_reshape_params *params = - csinn_alloc_params(sizeof(struct csinn_reshape_params), NULL); - params->base.api = CSINN_API; - params->base.name = "params"; - params->base.layout = CSINN_LAYOUT_NCHW; - - if (csinn_reshape_init(input, output, params) == CSINN_TRUE) { - csinn_reshape(input, output, params); - } - - reference->data = (float *)ref_data; - result_verify_8(reference->data, output, input->data, difference, out_size, false); - free(input); - free(output->data); - free(output); - free(reference); - free(src_tmp); -} - -int main(int argc, char **argv) -{ - init_testsuite("Testing function of reshape(u8) for i805.\n"); - - verify_reshape_u8(reshape_input_0, reshape_output_0, 191, 1.0); -} diff --git a/tests/validation_xt800/valid_data/active_data.dat b/tests/validation_xt800/valid_data/active_data.dat deleted file mode 100644 index 7c3344c2..00000000 --- a/tests/validation_xt800/valid_data/active_data.dat +++ /dev/null @@ -1,3605 +0,0 @@ -/* --------------------------------------------------------------------------- - * Copyright (C) 2016 CSKY Limited. All rights reserved. - * - * Redistribution and use of this software in source and binary forms, - * with or without modification, are permitted provided that the following - * conditions are met: - * * Redistributions of source code must retain the above copyright notice, - * this list of conditions and the following disclaimer. - * * Redistributions in binary form must reproduce the above copyright notice, - * this list of conditions and the following disclaimer in the documentation - * and/or other materials provided with the distribution. - * * Neither the name of CSKY Ltd. nor the names of CSKY's contributors may - * be used to endorse or promote products derived from this software without - * specific prior written permission of CSKY Ltd. - * - * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" - * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, - * THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR - * PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS - * BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, - * OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF - * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS - * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN - * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) - * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF - * THE POSSIBILITY OF SUCH DAMAGE. - * -------------------------------------------------------------------------- */ - -/* python 3.6 - * np.random.randint(-32768, 32767, size=(1, 1024)) */ - -uint16_t q15_relu_input0[1024] = { - 0xbe4c, 0x6ecd, 0x1125, 0xed76, 0x04c0, 0xb563, 0x936f, 0x303c, 0xc18d, 0xa3b6, 0x974e, 0x2e1b, 0x2730, 0x6f99, 0xe4cb, 0x9c32, - 0xdd7e, 0xe049, 0x1439, 0x6aff, 0x6084, 0x0826, 0xe483, 0x34c8, 0xc41b, 0xfea1, 0x6673, 0x28de, 0x2cfc, 0xd7ec, 0x78fa, 0x9baf, - 0x8625, 0x8692, 0x302a, 0xf352, 0x72de, 0x7187, 0x206e, 0xcf4b, 0x7289, 0x8e81, 0x12ea, 0xc2a0, 0x7726, 0x0956, 0x60ca, 0x4bd8, - 0x8c63, 0x2ddb, 0xbdf6, 0x979a, 0xe8c3, 0x98e7, 0x1238, 0x05b5, 0x818b, 0x52d6, 0xcd3e, 0xa4ce, 0xb5a9, 0xd631, 0xcecb, 0x9d19, - 0xd4e4, 0xeb24, 0x302b, 0x7041, 0x6e51, 0x7013, 0x19b3, 0xcf2c, 0x8790, 0x18d6, 0x3f92, 0x638d, 0x2afb, 0x53cc, 0xc1f1, 0x530d, - 0x232a, 0xbba8, 0xaf90, 0x1c2e, 0x8168, 0xe01e, 0x6eb6, 0x7d8f, 0x2168, 0xbc72, 0x9ad5, 0xabee, 0xbc7f, 0x0293, 0xc280, 0x0b03, - 0xb9f1, 0x75ef, 0x9353, 0x07a8, 0xfce4, 0x0b23, 0x8d54, 0x3c1f, 0x1731, 0x985d, 0xc4ec, 0xe0d9, 0x8406, 0xb8c5, 0x0b48, 0x074f, - 0x66e0, 0x205c, 0xeb7a, 0x1916, 0xb42d, 0xa8ac, 0x328f, 0xa94d, 0xb010, 0x3e15, 0xb42a, 0x1ca8, 0xa9dc, 0xe3b6, 0xad84, 0xdf86, - 0xb166, 0x47e1, 0x043e, 0x70e1, 0xb5c8, 0xdf18, 0x95b4, 0x3ac7, 0x15d7, 0x20d9, 0xef15, 0x532d, 0xe3c2, 0x33db, 0xc7f8, 0x489d, - 0xa598, 0xc6ce, 0x1c2f, 0x3126, 0x8f98, 0x9f1e, 0x1a59, 0x264a, 0x3b90, 0xef75, 0x2f36, 0x686f, 0x3c7e, 0x98ed, 0x97af, 0xedb7, - 0x2348, 0x5bbf, 0xe9a4, 0xdf82, 0x03bb, 0x1ba7, 0xceef, 0x6403, 0x823d, 0x33c1, 0x2360, 0x823d, 0xb7b4, 0x9aee, 0x3326, 0xdb59, - 0x6912, 0x0553, 0xc7d3, 0x11ac, 0x3ff2, 0x3316, 0xaad3, 0x6d41, 0xfe5b, 0x7292, 0xcdf0, 0x2618, 0x31c3, 0x21da, 0x2ef5, 0x2740, - 0x0be6, 0xe66a, 0xbdf1, 0x5a5c, 0xd98f, 0xc934, 0xc847, 0x2604, 0x0037, 0x9564, 0x6311, 0xb128, 0xd9b7, 0x09e6, 0xcfa5, 0xf5da, - 0x90c8, 0x9ac9, 0x9337, 0x2ce4, 0xc46e, 0xafce, 0xd3d1, 0xad3c, 0x97f7, 0x050a, 0x57d6, 0x8346, 0x1279, 0xf920, 0x1396, 0xf9b7, - 0xd7aa, 0x4da6, 0x1598, 0x1b20, 0x50bd, 0xe9e8, 0x10f5, 0xb169, 0xd0b5, 0xed25, 0xa3b7, 0x85a6, 0x316a, 0x1a3a, 0x6906, 0x4df5, - 0x4f14, 0x51e7, 0x05ea, 0xd929, 0x1c41, 0xca94, 0x9d2e, 0x6a86, 0x3281, 0xc212, 0xabf1, 0xedda, 0x3948, 0xc32b, 0x73d6, 0x3ea1, - 0x5695, 0xd69c, 0xf46c, 0xbb69, 0x5e64, 0xfadc, 0x137c, 0x6318, 0x053e, 0xf66a, 0x5f97, 0x4782, 0x6e6c, 0xfeca, 0x522f, 0xb19d, - 0x92a0, 0xb6ef, 0x9a4c, 0x798d, 0x58da, 0x4dee, 0xc09e, 0xf048, 0x1a28, 0x31f0, 0xb0ba, 0x1129, 0x3c97, 0xfa95, 0x1616, 0x686f, - 0x367a, 0x9870, 0x64f2, 0xf3e8, 0x5ba2, 0xe9a5, 0x6be8, 0xeb21, 0xcc79, 0xc34b, 0xbda4, 0x6b21, 0x3848, 0xa366, 0x28f7, 0x7e17, - 0x9098, 0xb76f, 0xc552, 0x27e5, 0x7348, 0x2eab, 0x0d00, 0xbdef, 0x9379, 0x85aa, 0x5730, 0x8d7b, 0x0091, 0xddf5, 0xe777, 0x1cc7, - 0x4b10, 0xf640, 0x8003, 0xb67a, 0x610d, 0xa128, 0x0dec, 0x4b70, 0x15bd, 0xc9cf, 0x1ffb, 0xeca2, 0xf503, 0x36cf, 0x360e, 0x028a, - 0x8c5a, 0x83fb, 0xfc40, 0xb2c7, 0xe4db, 0x843c, 0xbbcc, 0x4f76, 0xde71, 0x1dea, 0x3c31, 0x0e30, 0x90a3, 0xd4f3, 0xa7d5, 0xb0cd, - 0x42e2, 0x7e02, 0xbd89, 0x9958, 0xb7cf, 0xcb65, 0xa98a, 0x991a, 0x2fa4, 0xa60b, 0x492f, 0xe391, 0x1cbc, 0x3f90, 0x1bcd, 0xf1ac, - 0xd16d, 0xf69b, 0xe8d0, 0x2fac, 0x1cd0, 0x35ae, 0xbef5, 0xd05f, 0xe69d, 0x2b81, 0x58c9, 0xe6e0, 0x22f9, 0x7077, 0xc25b, 0x29c0, - 0x8855, 0xbbc7, 0xb5e3, 0x2baf, 0xf566, 0xf6a4, 0x3346, 0x12a2, 0xd030, 0x5726, 0x4bc3, 0xf38c, 0x1201, 0x5d2b, 0xb35b, 0xdf47, - 0x7264, 0x3867, 0x67d0, 0xf896, 0x932c, 0x5341, 0xabdd, 0x76d9, 0x345a, 0x4070, 0x3155, 0x326a, 0x2449, 0x8927, 0xa367, 0x2acb, - 0x74c0, 0x93c7, 0x5010, 0x333b, 0x7471, 0xd1fa, 0x7bad, 0xdd26, 0x534d, 0x0dca, 0x0b3d, 0x3bf8, 0x2b00, 0x984a, 0x795b, 0x983e, - 0xaaed, 0x32b7, 0x15d7, 0x184b, 0x62cb, 0xee99, 0xd861, 0xcdf5, 0x5469, 0x9de6, 0x173b, 0x50e7, 0xd146, 0x5389, 0x4cd7, 0x0c7e, - 0x1487, 0xdc26, 0x044d, 0x8ffe, 0x4734, 0x60e9, 0x14a9, 0xdfe0, 0x1738, 0xdcff, 0x1117, 0xacf0, 0xc3ed, 0x0c2d, 0xa869, 0xe9f4, - 0x615c, 0x62cf, 0xb851, 0x22d4, 0xf3f3, 0xa9bd, 0xc4ff, 0xfa5b, 0x4821, 0x2ef5, 0xb2a1, 0xfa8c, 0x5d83, 0x8893, 0x002a, 0x36f7, - 0x1994, 0x1833, 0x28c1, 0x1f20, 0x2049, 0xd019, 0x334a, 0x5f99, 0xcb90, 0xb2d4, 0xabbd, 0xf895, 0xe787, 0x6032, 0x7feb, 0xa54d, - 0x41f2, 0x7709, 0xf345, 0xd513, 0x6a79, 0x09de, 0xdf23, 0xca93, 0x9159, 0xf5da, 0x76c3, 0xc3a7, 0x517d, 0x51fd, 0x58cf, 0x7ed1, - 0x6322, 0x1b75, 0x87fe, 0x3a78, 0x5645, 0xf76c, 0xa2e2, 0x0eaf, 0x07d6, 0xc7a9, 0xd529, 0xbdd8, 0x3824, 0x4ba3, 0x2e94, 0x6261, - 0x47f7, 0xc820, 0xe1ab, 0xdf4a, 0x3e71, 0xf3fa, 0x4e52, 0x1b41, 0x50cc, 0x50e1, 0x8bdd, 0xb6c4, 0x5916, 0xde6f, 0x2d2e, 0xc760, - 0xf4c1, 0xb054, 0x1794, 0x2b58, 0xfed0, 0x633a, 0x7325, 0x67f7, 0xe2e4, 0x58ce, 0x6c7b, 0x33ad, 0x964f, 0xcefb, 0x0d34, 0x496c, - 0x9496, 0xe2d9, 0xb571, 0xf6d7, 0x8121, 0x4226, 0x54f0, 0xe39d, 0xf256, 0x70a1, 0xed60, 0xedf2, 0xaf70, 0x3ee9, 0x1197, 0x5a7b, - 0x73d3, 0xd4dc, 0xb1c5, 0xe113, 0x92fd, 0x9346, 0x4e42, 0x6eeb, 0xc44f, 0x6a98, 0x6b08, 0xed2f, 0xb15f, 0xf261, 0x3a72, 0x5002, - 0xbff9, 0xd4d3, 0x6e92, 0x5751, 0x2509, 0x7eec, 0x16aa, 0x8015, 0xb52e, 0xec68, 0xb750, 0xa38c, 0xe2f8, 0xa139, 0x0b3c, 0xb60f, - 0xf97b, 0xc0b8, 0xaefa, 0x42ce, 0x36eb, 0xbadb, 0x77ed, 0x56d4, 0xf334, 0x3a71, 0x1eb5, 0xb816, 0x0b70, 0x8ccf, 0x0693, 0x6b63, - 0x5c45, 0x00d5, 0x03a9, 0x2208, 0xa926, 0x2d4a, 0x7537, 0xab13, 0x3783, 0xb45e, 0x317b, 0xba70, 0xf341, 0x7331, 0xc66c, 0x6490, - 0x6e8c, 0xcddd, 0x568f, 0x5187, 0x4ff2, 0x5091, 0x0c33, 0xde43, 0xc8fe, 0xf801, 0xde42, 0x68b9, 0xb11c, 0xbfe6, 0x0e44, 0x3a0b, - 0xb835, 0xa61e, 0x68bf, 0x604b, 0xd2f2, 0x28b4, 0xfae6, 0x6bc7, 0x1ab5, 0xf35d, 0x738b, 0xa24d, 0x95b3, 0x794f, 0x85c8, 0xb392, - 0x1398, 0x556b, 0x0fe8, 0xf8cd, 0x24b2, 0x7bbf, 0x8281, 0xb293, 0xd9f6, 0xb9f0, 0x3873, 0x6a5b, 0x88d5, 0x1be8, 0x8e24, 0x26c0, - 0x1cc7, 0x3870, 0x2179, 0x5f83, 0x1669, 0xaee8, 0x7a7e, 0x11b5, 0xa28a, 0x1413, 0x8c91, 0x30bc, 0x5314, 0xf600, 0x5a62, 0x561e, - 0xd9f7, 0x9901, 0x0f8c, 0x98f0, 0xbb86, 0x5060, 0xa236, 0xbfee, 0x4bfa, 0x8711, 0x04c2, 0xbade, 0x9e4a, 0x992f, 0xcafd, 0x566c, - 0xe9c6, 0x57bb, 0x0339, 0x0ea8, 0x43e4, 0x12a6, 0x0f07, 0x942b, 0x6e17, 0x67c9, 0x2146, 0x5878, 0xc58d, 0x693d, 0x7323, 0x8919, - 0xe8f7, 0x1847, 0x36f6, 0x129c, 0x8082, 0xac70, 0x8bfe, 0x1d5d, 0xe0a1, 0x86d5, 0x9363, 0xef34, 0x3bea, 0x00a2, 0x8267, 0x5d0e, - 0xf096, 0xf210, 0x4c29, 0x1976, 0x9e5b, 0xa0e2, 0x1f76, 0xcdb7, 0xf5d9, 0x4aed, 0xc792, 0x3577, 0x3fa8, 0x0199, 0x337b, 0x806e, - 0x9ee3, 0x9601, 0xe067, 0xc8db, 0xf9df, 0x6808, 0xb1ff, 0x7bf2, 0x43fc, 0x16ac, 0x8882, 0x09ed, 0xb97c, 0x1cd8, 0xb0bb, 0xd6c5, - 0x96fb, 0x528a, 0x8509, 0xb726, 0x78fb, 0x343a, 0x9943, 0x6fcd, 0x4870, 0x3758, 0x14d7, 0x7d2c, 0x47e3, 0x8e02, 0x22bd, 0xf7c2, - 0x0e32, 0x104a, 0xd2e3, 0x282f, 0x26dc, 0x42ac, 0x23a8, 0x8ce6, 0x9885, 0x73ea, 0x034c, 0xac10, 0xde2a, 0xfbbb, 0xe22f, 0x7756, - 0x65e9, 0x1349, 0x5be6, 0xf5d0, 0x67dc, 0xf51a, 0xb232, 0x25fb, 0xff77, 0xa8db, 0xa624, 0x37a0, 0x3166, 0x4cda, 0x8ef2, 0x185c, - 0xb2a2, 0x1b4a, 0xc22f, 0xdac5, 0x8f86, 0x64ce, 0x3b23, 0xf737, 0x0564, 0x2267, 0x6542, 0xf1f7, 0xfb1c, 0xcf10, 0x1a27, 0x12b2, - 0x8d93, 0xd931, 0xa3a1, 0xdb9e, 0xde8c, 0x1851, 0x2388, 0x1523, 0xfed4, 0xf4a8, 0x6d18, 0x7482, 0xdb23, 0xb4fb, 0x5a3b, 0xac8d, - 0x58ed, 0xf690, 0x3ec9, 0x2d3e, 0x206c, 0x88c9, 0xbd2d, 0xe521, 0x8f36, 0x3277, 0xbf65, 0xe66b, 0x2fa7, 0x0b60, 0x1626, 0xfdca, - 0x1f31, 0x9443, 0x6082, 0x1295, 0xb3d4, 0x37ce, 0x5208, 0x5843, 0xf398, 0x35f4, 0xdc73, 0xe543, 0xa3de, 0x35d2, 0x6e54, 0x3272, - 0x0352, 0x6cbe, 0x23c7, 0x41ae, 0x4295, 0x0403, 0xa4d6, 0xbbe6, 0xafb4, 0xa97d, 0x094e, 0x07bf, 0x98a4, 0x88d6, 0xb5a5, 0x3753, - 0x19a3, 0x6f5c, 0x8a11, 0x1a5d, 0xf5ca, 0x5ae5, 0x81d3, 0x70f2, 0x419f, 0xf1ad, 0x4c00, 0xb229, 0x2808, 0xfa4c, 0x1f99, 0x4556, - 0x9474, 0x7b59, 0xfc88, 0x1191, 0x0758, 0xfebe, 0x20b0, 0x6c08, 0x866a, 0x5d70, 0x97ee, 0x7fae, 0x4cb3, 0xc9b2, 0x47ce, 0xaad8, - 0xb7f5, 0xa7ef, 0x8864, 0x178d, 0x9531, 0x0ed5, 0xc2cb, 0xd9f9, 0x4b0b, 0x77dd, 0x66b7, 0xa40b, 0x1ee7, 0x6f3f, 0xcdf3, 0xb058, - 0x2694, 0x5c75, 0x5558, 0xd860, 0xcb0d, 0xeca7, 0xe387, 0xce08, 0x2ab8, 0xbab2, 0xc2aa, 0x50f5, 0xc221, 0x9229, 0x15ca, 0x2f8f, - 0x2fb6, 0x1734, 0x23e5, 0xfeb9, 0xc7e7, 0x3d9a, 0x0d4f, 0x84c5, 0x0a2a, 0x18cd, 0x178c, 0xc67a, 0xae43, 0x7058, 0x8abf, 0x817d, - 0x2738, 0xeb11, 0x52cb, 0x7fa1, 0x4a0e, 0xbdef, 0x20c1, 0x6efb, 0xf536, 0x1855, 0x43b7, 0x4742, 0x1573, 0x67f1, 0x914b, 0xee1b, - 0x947a, 0xb779, 0x0b08, 0xeb75, 0xb582, 0xaa8d, 0x86ca, 0x0dfb, 0x9233, 0x349d, 0x856d, 0xb586, 0x78d5, 0x3c8f, 0x6652, 0x870a, -}; - -uint16_t q15_relu_input1[1024] = { - 0xbbd4, 0x99d6, 0xf526, 0xeef6, 0xb53b, 0x716b, 0x715f, 0x7f7d, 0xfaa3, 0x940d, 0x81fa, 0xea5b, 0xa9fd, 0x6f9a, 0x405a, 0x89a8, - 0x939d, 0x327e, 0xddf8, 0xac50, 0x8610, 0x2b09, 0x4061, 0xc957, 0x13e8, 0xba36, 0xade9, 0x35f1, 0xbf34, 0xc533, 0x5faa, 0x3282, - 0xaa22, 0xdacc, 0x5a50, 0xc1a5, 0xcb74, 0xdc1a, 0x078d, 0xbf78, 0xb7ef, 0x7cf8, 0x099f, 0xf32f, 0x5d03, 0xee51, 0x7f32, 0x9853, - 0xe25f, 0x0c39, 0xc6f6, 0x30e5, 0x782f, 0x2aad, 0xbb5f, 0xd699, 0x682f, 0x1917, 0x0888, 0x07b0, 0x4737, 0xd4dc, 0x7610, 0xc021, - 0x9c8e, 0xb657, 0x25c8, 0xc3c2, 0x9c6c, 0x7469, 0x1769, 0xde4e, 0x8425, 0x6a97, 0xef65, 0x9b69, 0x5290, 0x953f, 0xa9b1, 0x2608, - 0xc1e0, 0x5c9e, 0xbe40, 0x3886, 0xc952, 0x097a, 0xbdcb, 0x4292, 0xabb4, 0xb8df, 0xabf2, 0x8dc9, 0xc4e7, 0x4fb8, 0x2d69, 0xcfcf, - 0x03f5, 0x37c3, 0xe800, 0xff24, 0x6d91, 0xe681, 0x42cb, 0x10d9, 0x52a4, 0x3fe8, 0x80f7, 0x8c49, 0x30b1, 0x9964, 0x501f, 0x3d16, - 0x9361, 0xa581, 0x6322, 0xc82d, 0x767e, 0xb06a, 0x1021, 0xfcb7, 0xcda2, 0x51f5, 0xfd72, 0x8c9a, 0xf6e1, 0x5cdb, 0x4806, 0x0914, - 0x6bdb, 0xbb07, 0xef9f, 0xfd7a, 0xf878, 0xf46a, 0x747a, 0xbccf, 0xe391, 0x2edf, 0x5c7b, 0x82f0, 0x776e, 0x5fe1, 0x286a, 0xb8a7, - 0x4b8b, 0xa13a, 0xb23c, 0x8cac, 0xa61e, 0x0b09, 0xfa50, 0x01bf, 0xfcb6, 0xe490, 0x6828, 0x9850, 0x16e4, 0x57cb, 0x39ec, 0xe8c1, - 0xd81f, 0x14f1, 0xde22, 0xef19, 0x8ef3, 0xc9da, 0x7d1e, 0xa8b4, 0xc2c9, 0xa97a, 0x3434, 0x816e, 0xb6b6, 0x547b, 0x6845, 0x927a, - 0x9dbd, 0xdd9f, 0xf73b, 0xe854, 0x0a42, 0xed6b, 0x68ce, 0x92b3, 0xc5d9, 0xacbf, 0x8d5a, 0xb908, 0x9809, 0x0702, 0xd234, 0x2516, - 0xa093, 0xa483, 0xa7d4, 0x2dac, 0xe6d6, 0xbd4f, 0x804e, 0x0997, 0x5003, 0x187b, 0xece3, 0xa22c, 0x7213, 0x1a8d, 0xbf63, 0x3357, - 0xafe0, 0x68a9, 0x1a0a, 0xcd12, 0xcb0d, 0x0b6c, 0x11fc, 0x7759, 0x5023, 0xb533, 0x73bf, 0xe573, 0xcbc8, 0x1c6e, 0xa00c, 0xa9d0, - 0x6642, 0x7eed, 0xb243, 0xb1af, 0x8433, 0x181f, 0xe184, 0x5a9e, 0xfb9a, 0x49e2, 0x7c43, 0x7b21, 0xb495, 0x7061, 0xd07b, 0xe6da, - 0xe1a1, 0x2321, 0xbc6e, 0x62a4, 0x5449, 0x281b, 0x67f5, 0xc073, 0x8607, 0xc12d, 0x5036, 0xf695, 0x76cd, 0x3682, 0x6d20, 0x0498, - 0x5bcc, 0x98b4, 0xd1d7, 0x204b, 0x78f5, 0xedb3, 0x6c4f, 0x0d99, 0xcda2, 0x1785, 0xc2d5, 0x1c90, 0xb710, 0x46ca, 0x1543, 0xdd5f, - 0x7fa2, 0x9955, 0x4425, 0x130d, 0x442a, 0x7147, 0x704b, 0x2fe7, 0x33f4, 0x8e24, 0xe9f8, 0x2bfe, 0xb178, 0x41b6, 0x474e, 0x97b3, - 0x0f4c, 0x0b8e, 0x0f1c, 0xfdc9, 0x32a5, 0x7152, 0xcbe3, 0x972c, 0x6c68, 0x687f, 0x6883, 0x67c5, 0x5ad2, 0xe54a, 0x101a, 0x13c1, - 0x9017, 0x770d, 0x983b, 0x47c2, 0x2e21, 0x9d6e, 0x782e, 0xd9a6, 0xfd64, 0x92d0, 0x5c6f, 0x923f, 0x555f, 0xe350, 0xce8e, 0x8887, - 0x09d3, 0x8f0c, 0x5026, 0xb57f, 0x516c, 0xa872, 0x6db7, 0x7148, 0x0053, 0x8218, 0xae07, 0xe34b, 0x4ebf, 0xda85, 0xba5f, 0x0b82, - 0x328d, 0xce48, 0x3a9b, 0xd542, 0x4e01, 0x7afc, 0x7224, 0x93da, 0x9333, 0xee98, 0x7f01, 0xb862, 0xddff, 0x3c15, 0xf69a, 0x7e81, - 0xda57, 0xc6b8, 0x191b, 0xfa61, 0xb405, 0x1dd9, 0xfec2, 0x1659, 0x15bd, 0x6142, 0x9be2, 0xe93a, 0x2715, 0xcf70, 0xa506, 0xf441, - 0xa56c, 0x86a5, 0xe56d, 0x5e32, 0xbd6c, 0xfcc7, 0x8c46, 0xc034, 0xd850, 0x5846, 0x8e8b, 0x6cc4, 0x06ba, 0xa778, 0xdec8, 0x765b, - 0x2ed0, 0x252e, 0x716a, 0xb07d, 0x1c7c, 0xe797, 0xcca8, 0x70dd, 0x6c82, 0x46de, 0xe8c8, 0xb901, 0xcfff, 0x7a8c, 0x54e8, 0x1ff8, - 0x694e, 0x6742, 0x9911, 0x3b62, 0x7601, 0x5096, 0x3ba1, 0x0db8, 0x08e4, 0xe783, 0xfc4a, 0x9960, 0x1f4f, 0x7f29, 0x68fa, 0x3a33, - 0x7ccf, 0x335d, 0x354a, 0x1a0b, 0x3984, 0x85ee, 0xba38, 0xe8af, 0x8f89, 0x44dc, 0x8a90, 0x1b4d, 0xdcb4, 0x0f1a, 0x2acb, 0x88b3, - 0xc5f3, 0xf1ba, 0xcb3e, 0x7f46, 0x42fc, 0x9e3f, 0x9532, 0xfb10, 0x8d56, 0x0828, 0xaa7d, 0x231b, 0x2661, 0x6b98, 0xe56c, 0xe78e, - 0x1712, 0x9843, 0x403e, 0x2c31, 0x4bc3, 0xb18d, 0x48f8, 0x2922, 0x3d25, 0x2988, 0x5bfc, 0xb6d3, 0xb54a, 0x654c, 0x0dfa, 0xec96, - 0xca97, 0x1e64, 0xc697, 0xce3e, 0xd93e, 0x4c04, 0x6563, 0xd491, 0xbfa1, 0x5486, 0x10cb, 0x9791, 0xc039, 0x84e0, 0xbe89, 0x043a, - 0x48a0, 0x8e28, 0x97a1, 0x1c37, 0x9a78, 0xfdbc, 0xf0e4, 0xb911, 0xdbed, 0x8308, 0xb51c, 0xdc7d, 0xfc6a, 0x1233, 0xa686, 0x28b9, - 0x6b07, 0x41ef, 0xe713, 0xd969, 0x434a, 0x59c9, 0xa27a, 0xb1b3, 0x2a5e, 0xfd5c, 0xf04b, 0x18ac, 0xe853, 0x3551, 0x240f, 0xec7b, - 0x2c70, 0x2fa0, 0x3242, 0x4503, 0x91db, 0xcf41, 0x5a96, 0x5b14, 0x689d, 0x4c01, 0x3bdf, 0x1f95, 0x670d, 0x0c2f, 0x483f, 0xdd4b, - 0xcf6c, 0x42f0, 0x93a1, 0x7159, 0xc55c, 0xc002, 0x7c51, 0x29ec, 0x6cbd, 0xf55b, 0xe501, 0xc312, 0xd78f, 0x5e46, 0xfc26, 0x198e, - 0xd06d, 0xb794, 0x3ea1, 0xf792, 0x08e5, 0xe107, 0x8492, 0x9559, 0xa291, 0x052f, 0x02b6, 0xaed2, 0x9d2d, 0x6b8d, 0xa3f1, 0x8cae, - 0xcaee, 0x74e2, 0x9438, 0xa83c, 0x83b6, 0xbc29, 0x2199, 0x4df7, 0xed1a, 0x6a0f, 0x231d, 0x0ef6, 0xfeec, 0x85d7, 0x0a0d, 0xb3d6, - 0x47c8, 0x0c9c, 0xa1b4, 0xb4a6, 0x751a, 0xe7b5, 0x124c, 0x728e, 0xea2b, 0xfa5d, 0xca43, 0x38ce, 0x20d5, 0xa0dd, 0xa2a1, 0x4480, - 0x5cc6, 0x5198, 0x991e, 0x1df6, 0xdcc5, 0xe5af, 0xe3b1, 0x00b7, 0x9a72, 0xdb21, 0x997a, 0x6dce, 0x3d2d, 0xc226, 0xc432, 0x15cd, - 0xb0aa, 0x7f81, 0xb2b4, 0x4d4d, 0x6373, 0x7011, 0xf663, 0x17c5, 0x3357, 0xed0c, 0x6d4c, 0x7388, 0x25de, 0x72e7, 0x9632, 0x5c15, - 0xf09f, 0xa32d, 0x80a0, 0x4c3b, 0xc009, 0x0320, 0x915f, 0x4720, 0xa08d, 0x691f, 0x8f43, 0xe156, 0x37a9, 0xdbb7, 0x6529, 0x1b49, - 0xe14b, 0x6d92, 0x4861, 0x9793, 0x200c, 0x06ff, 0x62ef, 0x6c84, 0xfa90, 0x68d2, 0x24d6, 0x5961, 0x5bde, 0x7853, 0x9a21, 0xc4a0, - 0x85d9, 0x51c5, 0xf6ea, 0x5623, 0x9aed, 0xc2b9, 0xab5b, 0x934b, 0x7f6a, 0x6b2c, 0xadf0, 0x54a0, 0x6c43, 0x76ed, 0xb531, 0xf7c2, - 0x0a2d, 0x8896, 0x113d, 0x617e, 0x2db5, 0x96c0, 0x85fd, 0x8d7c, 0x7a39, 0xed5b, 0x332f, 0x377f, 0x2c51, 0xb729, 0xc8e5, 0xf930, - 0x7fa2, 0x2f03, 0x9742, 0x1007, 0x77ed, 0x395b, 0x76c9, 0xb4a1, 0xc11f, 0x7d86, 0xd444, 0x5d45, 0x8324, 0xeb5e, 0x5015, 0xa637, - 0x06af, 0x91f7, 0xaa5d, 0xb259, 0x57ce, 0xc91e, 0x0a52, 0xe5d5, 0x8e54, 0x2309, 0x2dbd, 0x2e06, 0xaf84, 0xb50a, 0xcd89, 0x6400, - 0xc99b, 0x8f76, 0x9ba4, 0xdf54, 0x553c, 0x35b1, 0xa218, 0x209c, 0xd0cd, 0xc422, 0x5132, 0x1bca, 0x25e6, 0xeae2, 0xa4c0, 0x0b82, - 0x4f2e, 0x56a9, 0x9a16, 0x3447, 0x2878, 0xe687, 0xa7a6, 0xe7bd, 0xe5b3, 0x3b81, 0x9a59, 0x0659, 0x1191, 0x64ba, 0x6b2f, 0xecf0, - 0x420c, 0x1f31, 0xb2ad, 0xf433, 0xcfa1, 0x2573, 0xf13d, 0x89b1, 0x3115, 0xd47c, 0xcecc, 0xa13b, 0x3246, 0x9cd5, 0xcdd4, 0x8da5, - 0xdb30, 0x889d, 0xff6f, 0xc015, 0x131e, 0x6fb8, 0x9a5e, 0x7cd4, 0xc5f2, 0xfbdb, 0x1e71, 0x7ba3, 0x3000, 0xad65, 0x159a, 0xaaa0, - 0x4d13, 0x182f, 0x7b45, 0xaabe, 0xb04b, 0x2ebb, 0x30b3, 0x2b58, 0x3607, 0x3864, 0xab37, 0x693d, 0xae2e, 0x7969, 0x2025, 0x1318, - 0x404c, 0xea36, 0xcf32, 0xd742, 0x0aa4, 0x573d, 0xd050, 0xb182, 0x40f6, 0xa705, 0xad9d, 0x461c, 0x1af5, 0x90fe, 0x92b7, 0xe819, - 0x7ece, 0x1530, 0x6b8f, 0xab84, 0x282c, 0x8878, 0x4fb2, 0x7e29, 0x0fa0, 0x038a, 0x5f60, 0x8586, 0xbf24, 0x8fe9, 0x819f, 0x0586, - 0x9a86, 0x943c, 0x8ad2, 0x0a6f, 0x8dbe, 0xb9e7, 0x8213, 0x8ea7, 0xf5cc, 0x3e26, 0xd918, 0xc2fb, 0x3869, 0x848b, 0xdfb9, 0x2dd1, - 0x0627, 0x19f2, 0x0621, 0x7506, 0x0bf6, 0xf234, 0x517e, 0xe014, 0x6df2, 0x8e4e, 0x8b41, 0x8e30, 0xfe91, 0xf4f8, 0xe9b2, 0x9b3d, - 0x6cf0, 0x53d7, 0xb671, 0x3d65, 0xe719, 0xa510, 0xa645, 0x5752, 0x719f, 0x3813, 0xb330, 0x1bf6, 0xe6bf, 0xaa77, 0x94f1, 0xd3c2, - 0x146b, 0x1df1, 0xb45c, 0x4ba7, 0xa9c1, 0x26b8, 0x54fc, 0x1a7d, 0x9160, 0xebd6, 0xad21, 0x6d17, 0x66ec, 0x70a6, 0x92c8, 0x082b, - 0x3d8e, 0x7823, 0x21ae, 0x5b7d, 0xc98e, 0x0ba5, 0x6958, 0x5a13, 0x81c3, 0xa41f, 0xe482, 0x7151, 0x89cf, 0x9c03, 0x3958, 0x4c3c, - 0x39d2, 0x1181, 0x81c2, 0x52fd, 0x4ba8, 0xbc65, 0x34ba, 0x29c1, 0x292c, 0x4bcc, 0x3c1d, 0x5b11, 0xe11d, 0x3e87, 0x81f1, 0x5a97, - 0x0302, 0x2c70, 0x3a01, 0x2adc, 0xc792, 0x4a52, 0x4cbf, 0x6d7e, 0x8390, 0xe41b, 0x8f4d, 0x46a7, 0x3b47, 0xabef, 0x1331, 0xb83c, - 0xf0c7, 0x29d9, 0x5422, 0xdf83, 0x2291, 0x940b, 0xe74b, 0x5a3a, 0xbe98, 0x2995, 0xeaab, 0x3cee, 0xc475, 0xd2d0, 0xba0a, 0x0189, - 0xcfd5, 0x016e, 0xac71, 0xf98f, 0xa423, 0xc0bc, 0xc237, 0x9230, 0x409d, 0x49be, 0x844c, 0x8e82, 0x1cf0, 0x1f3a, 0x9393, 0x687a, - 0x914e, 0xe1fe, 0x648d, 0x197f, 0xc819, 0x645f, 0x1bed, 0x6f8f, 0xd673, 0xc493, 0x7644, 0x52a7, 0x6e56, 0x0ae3, 0x192b, 0x24fa, - 0x2a0f, 0xaecf, 0x65b4, 0x6f49, 0x96d0, 0xa8f3, 0x0bda, 0xe5ab, 0x6160, 0x6676, 0x62bd, 0xabb7, 0xa853, 0x73ff, 0x9bd0, 0x4a7a, - 0x0a5e, 0xc89d, 0x96a4, 0xae1c, 0x1bc5, 0x36d7, 0xd954, 0x3d3a, 0x435f, 0x41b9, 0x3bb7, 0x7e32, 0x890a, 0x8f28, 0x67eb, 0x7132, -}; - -uint16_t q15_relu_input2[1024] = { - 0x4858, 0xf6b1, 0xbe94, 0xd576, 0x6e8c, 0x2955, 0xbad6, 0xdd5c, 0x4d1e, 0xe69c, 0xfed3, 0xd896, 0x6912, 0xcc20, 0x2415, 0x2981, - 0x73de, 0xc0f7, 0x76d3, 0x7d04, 0x33a9, 0x4441, 0x3ec6, 0xf653, 0xabc0, 0x32d1, 0x93a2, 0x0550, 0xa452, 0xb9d1, 0xe867, 0xb0ba, - 0x3c18, 0xe4a1, 0xf8cb, 0x2bd6, 0x82aa, 0xd976, 0x0b75, 0x2a71, 0xb00a, 0x9e38, 0x9ea5, 0xab6a, 0x510b, 0x94a8, 0xa5e7, 0x4ba4, - 0x636a, 0x79f8, 0x2b16, 0x0ea2, 0x6b48, 0x27d8, 0x4921, 0x13c5, 0xe3e9, 0x41aa, 0x90ec, 0x5323, 0x9581, 0xc2d6, 0xb858, 0x43e0, - 0xbd1a, 0xcc61, 0xb49c, 0xb43e, 0x2846, 0x141c, 0x2f83, 0x5963, 0x588f, 0x68fe, 0x7b54, 0xf61a, 0x8267, 0xcf5f, 0x90e2, 0xface, - 0x96f8, 0x7fdf, 0x6a9f, 0xf725, 0x9117, 0x3974, 0x5883, 0xc48e, 0x1148, 0xc49c, 0xc7ec, 0xe1be, 0x3b7e, 0x612d, 0xf8fc, 0xa9b4, - 0x67a6, 0xc764, 0x0121, 0x04b9, 0xf2c4, 0x46f6, 0xe066, 0x4132, 0x779e, 0xf8c7, 0x6747, 0x44e8, 0x9dac, 0xce81, 0x50a0, 0x97f3, - 0xa792, 0x15fd, 0xbb1d, 0xe520, 0x762a, 0x1a67, 0xa609, 0x6ef0, 0xd9ba, 0x955c, 0xe415, 0x2ac2, 0xaa44, 0x8c38, 0x1fda, 0x50f0, - 0xda1d, 0xd4e7, 0xac21, 0x8701, 0xff10, 0x213c, 0x50b3, 0xddeb, 0xae85, 0x5551, 0x230b, 0x3fb6, 0x59dd, 0xad21, 0xb133, 0x61fd, - 0xad1a, 0x61c1, 0x38e9, 0xc279, 0x790b, 0xbe59, 0xdfab, 0xa614, 0xfb45, 0xc24c, 0x6f77, 0x1875, 0x4734, 0xe79b, 0x70c7, 0x1641, - 0x6908, 0xd36f, 0x0011, 0xe8db, 0xe735, 0xd188, 0x4f28, 0x50e9, 0xe938, 0x7d66, 0xb275, 0x8b8c, 0x2121, 0x97a9, 0x7194, 0x5789, - 0x6bc9, 0xf254, 0x2abf, 0xa2d1, 0x5ac9, 0x3540, 0x708d, 0x4627, 0x03bc, 0x002a, 0x73df, 0xe335, 0xcbcf, 0x6fbe, 0x6d4d, 0x7dfb, - 0x787a, 0x13aa, 0x9bcb, 0x8bce, 0x5652, 0xbbc4, 0xce21, 0x622e, 0xbb54, 0xa7d3, 0xd5c1, 0xbf93, 0x8f7d, 0xa052, 0x0b24, 0x08c5, - 0x0f24, 0x25c1, 0x07c4, 0x226c, 0x69db, 0xf039, 0x8227, 0xf612, 0x77bf, 0xe0aa, 0xf4a5, 0xb1b2, 0x4ef6, 0x79cc, 0x85b5, 0xfb05, - 0x7f4d, 0xc958, 0x34a1, 0x4acc, 0x498e, 0xa7ef, 0x1765, 0x0ce9, 0x5d1e, 0xca57, 0x1e89, 0xbbf8, 0x9e17, 0x8c04, 0x5642, 0x9879, - 0xf9c2, 0x790c, 0x6ba7, 0xdf0f, 0xbbbe, 0x354d, 0xed21, 0x607c, 0xe663, 0xda1c, 0xd9da, 0x30e2, 0x71a0, 0x5117, 0x239d, 0x6d53, - 0xbde1, 0xf1d6, 0x133a, 0x6153, 0x5cf4, 0xa6de, 0x9d83, 0xd863, 0x1ab6, 0x65b1, 0xe99b, 0x73d5, 0x8ceb, 0xba73, 0x42b8, 0xa526, - 0xb6c5, 0x990d, 0x56aa, 0xb2f3, 0x50e8, 0x8891, 0xd13c, 0x3aa0, 0x4533, 0x8a48, 0x637f, 0x6705, 0xffa8, 0x88b7, 0x1534, 0xa5b1, - 0x0fc8, 0x94fc, 0xc25c, 0xb6f4, 0x4ba6, 0x8778, 0xd685, 0x85ce, 0xd44a, 0xb766, 0x5186, 0x0423, 0x5977, 0x8312, 0x7ac3, 0xaf22, - 0x820d, 0xafc8, 0x4ed1, 0xe43f, 0x4eeb, 0x78f5, 0x0339, 0x2c2d, 0xc2fd, 0xddbd, 0x183b, 0x8440, 0xfdb8, 0xeba3, 0x6da9, 0xcb4e, - 0xe1fc, 0xae56, 0x8006, 0xc2ab, 0x67db, 0x9c39, 0xbd6c, 0x6720, 0x1c87, 0x377a, 0xae20, 0x0827, 0x76a7, 0x526c, 0x4717, 0x7dd6, - 0xa78d, 0x86fa, 0x2769, 0x5010, 0xb0f1, 0x6968, 0x33fa, 0x2d0b, 0x2f83, 0xf016, 0x49c5, 0xc593, 0x4dbf, 0xad6c, 0x4982, 0xf4b4, - 0xafdf, 0xb647, 0x1ea4, 0x1f37, 0x7f36, 0x8456, 0x03d8, 0x38ed, 0x7646, 0x6991, 0x7743, 0xfe05, 0x2b3e, 0x15eb, 0xd892, 0x7fdc, - 0xf988, 0xb17c, 0x9599, 0xd50f, 0x76c5, 0x983d, 0xea6d, 0x8af7, 0x952d, 0xaabd, 0x889c, 0x521e, 0x5531, 0x632d, 0x15f1, 0xac1c, - 0x3408, 0x0e96, 0x673c, 0x7049, 0x6fd4, 0xf3a3, 0x09fb, 0xd0e8, 0x924c, 0x4ad0, 0x9e75, 0x857d, 0x34c4, 0x4f31, 0x21a8, 0x4b05, - 0x0393, 0xd7ee, 0xaeba, 0xea96, 0x5bcd, 0x21b1, 0x36a3, 0xa403, 0x9b17, 0xadb3, 0xaed2, 0x6077, 0x8bc4, 0xb77f, 0xdee3, 0xac18, - 0x612a, 0x767a, 0x1686, 0xa040, 0x61fa, 0x8b92, 0x583b, 0x7546, 0x667e, 0xa94c, 0x2adb, 0xb342, 0x47dc, 0xdc2b, 0xf06c, 0xe5bd, - 0xd165, 0x7649, 0xbf78, 0x9df4, 0x28dc, 0xfbb3, 0xeb5e, 0xc586, 0x3052, 0xe848, 0xe474, 0x9906, 0x9ee9, 0xea93, 0x3d92, 0xd994, - 0xb3f7, 0x2f33, 0x6de2, 0xb102, 0x3288, 0xb2d3, 0x176b, 0xd20f, 0x3799, 0x50e2, 0xca04, 0xa07c, 0xbabc, 0x16cb, 0xd4ed, 0x1d80, - 0x1615, 0x248c, 0xc0b9, 0xfbab, 0xd546, 0x923e, 0x8a7c, 0x87c8, 0x2d4f, 0x71a7, 0xc77b, 0x8958, 0x1b48, 0xa700, 0xb113, 0x4e5c, - 0x9299, 0x91b2, 0x16fb, 0xdbdb, 0xe090, 0xc946, 0x4846, 0x236c, 0xa236, 0x287e, 0x865b, 0xb5de, 0x18ea, 0x1ae7, 0xccd7, 0xef56, - 0xf6f7, 0x41e7, 0x411b, 0x4d81, 0x82ea, 0x3693, 0xa3fa, 0x24ed, 0xa5fd, 0xbefc, 0x0dbc, 0xe06e, 0x9981, 0x7578, 0x0abd, 0x6837, - 0x29b3, 0x5e05, 0xbf35, 0x8f84, 0x99dc, 0x7613, 0x6639, 0xea01, 0xfc92, 0x720a, 0x9ba4, 0xa6da, 0x8bca, 0x59c1, 0x4ed3, 0xe7f0, - 0xab39, 0x01b7, 0x8b88, 0x1343, 0x1bf0, 0x7e82, 0x16ce, 0xf4db, 0x88b7, 0xe394, 0x637a, 0xbeb0, 0xa7f0, 0x7140, 0x0c2d, 0x498b, - 0x1a4f, 0x0db6, 0xc1c0, 0x3061, 0xe849, 0x94a4, 0x6e25, 0xc6ff, 0xbfc2, 0x369e, 0x67d0, 0x9e7a, 0x1d58, 0x5495, 0x55a1, 0x6472, - 0xa996, 0x4fec, 0x80c9, 0xdd13, 0xe111, 0x4a5b, 0x112c, 0x4e2c, 0xc721, 0x6d56, 0xde37, 0x2b83, 0x37b1, 0xe735, 0xb350, 0x00e5, - 0xed72, 0x1cc2, 0x9e2e, 0xc343, 0x79a3, 0xbead, 0x8a74, 0x6897, 0x2585, 0x61d1, 0x64ef, 0x978e, 0xda45, 0x256b, 0xca05, 0xc3e4, - 0x0641, 0xd456, 0x2abc, 0xf36b, 0x4f2a, 0xa0fe, 0x282e, 0xb5de, 0x5125, 0xaf77, 0x9f16, 0x466a, 0xe1eb, 0xcad6, 0x47b1, 0xcfac, - 0x2e56, 0x4f99, 0xa300, 0xa41c, 0x1f6c, 0xac95, 0x1bf2, 0xcfcc, 0x4679, 0x905d, 0xfc47, 0x6dc7, 0xd537, 0x0117, 0xffa9, 0x9975, - 0x9915, 0x85b5, 0x8590, 0x0024, 0x4d38, 0xbca0, 0xa1eb, 0x020c, 0x034a, 0xd23c, 0xf832, 0x8b0b, 0xe87b, 0xf3ca, 0xf924, 0xe133, - 0xbb2e, 0x1b39, 0xf18e, 0x11c2, 0xe8fa, 0x75ce, 0xfa3b, 0x50e7, 0x3d10, 0x63b9, 0x657a, 0x77ab, 0x2e87, 0xf340, 0x37ac, 0xd79a, - 0x48d5, 0x522f, 0x9f9c, 0x2cf4, 0x1cf8, 0x0589, 0xb243, 0x9639, 0xa1fc, 0x0968, 0x3645, 0xf7b2, 0xc2f7, 0x1359, 0x435c, 0xb8c6, - 0x0a12, 0x8620, 0x98ec, 0x6455, 0xd598, 0xeb48, 0x3817, 0x3117, 0x5aa1, 0x4dba, 0x12aa, 0x59b2, 0x78e5, 0x348d, 0xe7af, 0x55a4, - 0x3df4, 0xf5db, 0x09ff, 0x3287, 0x71cd, 0x9f2f, 0xe771, 0xdb6b, 0xafa4, 0xb644, 0x666e, 0xedec, 0xf5c7, 0x71e4, 0x6069, 0x77ea, - 0xd63c, 0x21bd, 0x5fc1, 0xbc30, 0xff6f, 0x5064, 0x9d75, 0x8d1c, 0x2353, 0x2ea0, 0xdd39, 0x4e0d, 0xc8bb, 0x4319, 0xaca7, 0x8bbc, - 0x75f0, 0xb630, 0x5e86, 0xfecd, 0xdf21, 0x625b, 0xb01d, 0x8fed, 0x6434, 0xc2dc, 0x2282, 0x1ce9, 0x8d65, 0x4fc4, 0x0223, 0x9cb0, - 0x60c2, 0xcf8d, 0x06a0, 0x43e5, 0x4a45, 0x51ee, 0xb47b, 0x1fa7, 0xad35, 0xea30, 0xb92a, 0x7880, 0x5bb0, 0x14a3, 0x94d4, 0xde75, - 0x00cf, 0xb53b, 0x504e, 0xb507, 0xc808, 0xbc10, 0x6781, 0xcd67, 0x93d9, 0x9057, 0xd18c, 0x7a7d, 0xf36c, 0x3e74, 0x70f9, 0x8894, - 0xc2f8, 0x8901, 0x594e, 0x6f31, 0xd616, 0xdfcf, 0x4f72, 0x6cba, 0xc85c, 0xbf17, 0x849a, 0xdc9c, 0xc03d, 0x59d0, 0x6882, 0xfce7, - 0x740d, 0x0c89, 0xb246, 0x6b8b, 0x6a1e, 0x9fe4, 0xbfab, 0xf040, 0x5c6d, 0x2af9, 0xa20a, 0x1a9d, 0xdfa7, 0x6f6f, 0x01c6, 0x684b, - 0xdfab, 0x9b4f, 0x055c, 0xab3a, 0x0e2f, 0x77c3, 0x9eb9, 0x4004, 0x63ca, 0x03e0, 0xd198, 0x5bf1, 0x545c, 0x1846, 0xca32, 0x681a, - 0x8dbb, 0xb652, 0xe2a9, 0xa4c9, 0x0b36, 0x1eb5, 0x314d, 0x6ee6, 0x632b, 0xe0eb, 0xc586, 0xfa12, 0x0d71, 0x9968, 0x2aa1, 0x2758, - 0x962a, 0x163a, 0xd06a, 0xdee4, 0x4d31, 0xe0ae, 0x9f67, 0x6371, 0x4cc5, 0x4636, 0x4850, 0xbd4f, 0x7256, 0x96d3, 0xb1c1, 0xf6eb, - 0xb141, 0xde0c, 0xdba2, 0x74ce, 0x9365, 0x7afe, 0xc814, 0xeef9, 0x78f9, 0x8531, 0xea45, 0x4c5d, 0xe43e, 0x614c, 0xb163, 0xb91f, - 0x85a3, 0xe1ec, 0x8922, 0xfae4, 0xc9ec, 0x6567, 0x42e0, 0x44fa, 0x9499, 0x23eb, 0xacd6, 0x4a9d, 0xb935, 0xa56c, 0xd102, 0xc238, - 0xaf7b, 0xd0ac, 0xea32, 0xc062, 0x3684, 0x8a32, 0xe561, 0xb94b, 0x6e66, 0xcb80, 0xc5ab, 0xe064, 0x1152, 0xf53c, 0x59ee, 0xfb30, - 0x3f72, 0xb537, 0x93bd, 0x8dfd, 0x63fd, 0xdf3f, 0x206e, 0xbb75, 0xf6cf, 0xf818, 0x07e5, 0x8e98, 0x6a9d, 0x9af8, 0x6337, 0xe184, - 0xc860, 0x8e42, 0xc83a, 0x0dea, 0x43c1, 0xa421, 0x9580, 0x5d8a, 0x7a27, 0x1e0c, 0x2c4c, 0xde60, 0xa8d3, 0x7d7d, 0xfbf9, 0x3743, - 0x3657, 0x71c8, 0xfd0e, 0x44b2, 0xb91f, 0xf34f, 0xa073, 0x803b, 0x3d91, 0xbda2, 0x74c6, 0xaf9a, 0xd6ac, 0x2581, 0xc9b7, 0x99ca, - 0x7e84, 0xc8f1, 0x133c, 0x2112, 0x12e8, 0xeb64, 0x47fe, 0xd57f, 0x5344, 0xbbda, 0x3209, 0x40e8, 0x5b41, 0x4c51, 0x76ec, 0x7512, - 0x720f, 0xce41, 0x1c0e, 0x8852, 0x4c2a, 0xdb61, 0x54f9, 0x57c3, 0xd3e0, 0x9179, 0x4611, 0x4beb, 0x79f2, 0x2520, 0x4b2d, 0x630d, - 0x75fa, 0x94c5, 0xadfa, 0xbb05, 0x3252, 0x9522, 0xa2ba, 0x9966, 0xd6e4, 0xb5dc, 0x4bf3, 0xef64, 0xc278, 0xb8cc, 0xaab6, 0x05bd, - 0x5a2e, 0x2e23, 0x40ae, 0x22d9, 0xebce, 0xec8c, 0x4f0c, 0xe294, 0xa608, 0xa0a6, 0x299b, 0xc498, 0xe869, 0xfc74, 0x14db, 0xcf88, - 0x4538, 0xd2fd, 0xda26, 0x52be, 0xdb7d, 0xdb62, 0x7bda, 0x76f3, 0x207d, 0x64b6, 0xda31, 0x31d0, 0xac67, 0x31e3, 0x2778, 0x63ef, -}; - -uint16_t q15_relu_input3[1024] = { - 0xca12, 0xfb6b, 0xd2bf, 0x3578, 0x4577, 0xe455, 0xc120, 0xe6ae, 0x4f53, 0xa9ae, 0x9e63, 0xd1f0, 0x69fa, 0x82af, 0x6811, 0x1cc8, - 0xab64, 0xe220, 0x0a03, 0x6672, 0x6a0a, 0x25e7, 0x8636, 0x6338, 0x1c8f, 0xf57d, 0xbb27, 0x6452, 0xeb10, 0x9014, 0x8a56, 0xa06a, - 0x64ce, 0x96bf, 0xd3c1, 0x8620, 0x2e1a, 0xbbb3, 0xac52, 0x827f, 0xe978, 0xef31, 0x7a40, 0x37da, 0x1e4f, 0x61de, 0x3db7, 0x5334, - 0x358c, 0x2d54, 0x2129, 0xcf7a, 0x312c, 0xe762, 0xe33d, 0x5ad4, 0x7c66, 0x4a9d, 0x4dee, 0x1139, 0x92e3, 0x5a73, 0xbfae, 0x8a97, - 0xf8d3, 0x26e5, 0xfb7d, 0xbc86, 0x0194, 0x59a1, 0x0f66, 0x6b57, 0xd79b, 0xe405, 0x97d7, 0x7f9d, 0x818d, 0xc426, 0xd725, 0x64e3, - 0x3072, 0x425c, 0x999f, 0x8e10, 0x4fb4, 0xea6f, 0x585c, 0x0b1b, 0x455c, 0x7a5f, 0x9b2c, 0xa8b0, 0x2791, 0xdffc, 0x3285, 0x7f7a, - 0x9c4b, 0x33e5, 0xa577, 0xa64c, 0x6e12, 0xef6e, 0xbcaf, 0x3a89, 0x5534, 0x6bd1, 0x804e, 0xa013, 0x4920, 0xf226, 0xcf9e, 0x6d2a, - 0x27f0, 0xa5c9, 0xe1e2, 0x87a5, 0xa850, 0x57b6, 0xe614, 0x9dd5, 0xc5d0, 0x84f7, 0xd41c, 0xb698, 0xf5b5, 0x75eb, 0x2cd3, 0xb6e1, - 0x4434, 0xd18a, 0xfc16, 0x13bd, 0x6f19, 0x58ea, 0xf90b, 0xcf9b, 0x8c18, 0xf6b4, 0x3d2d, 0x927e, 0x73b0, 0x4e96, 0x4897, 0x9ebe, - 0xa09b, 0x057e, 0x7e9d, 0x82fa, 0x9d34, 0x196e, 0xc3c1, 0x1e5e, 0x079a, 0x14d7, 0x0319, 0x791e, 0x0224, 0x3f45, 0x3f84, 0xa74e, - 0x43de, 0x7a53, 0xb3a8, 0xbee4, 0xfb70, 0x64d0, 0x012b, 0x755f, 0xe08c, 0x30dc, 0xeec9, 0x675e, 0xbdf9, 0xa7aa, 0x3a9b, 0x9426, - 0x10c8, 0x3b31, 0x64c0, 0xb838, 0xd3e4, 0x2b81, 0xb79a, 0x690a, 0x83f9, 0x442c, 0x4c3e, 0x64dd, 0x934e, 0x2e22, 0x841b, 0x0ace, - 0x6270, 0xfc65, 0xd6bd, 0xc51d, 0x33f3, 0x9b00, 0xe6e1, 0x52b6, 0x2a1b, 0x5a85, 0x10be, 0x08c2, 0x4f2f, 0x18fc, 0xfd18, 0xe826, - 0x105b, 0xef6d, 0x1707, 0xff45, 0x49bf, 0xc5fa, 0xafd8, 0xce2d, 0x667a, 0x1b5f, 0xe93f, 0xece4, 0x5670, 0xcd12, 0x253b, 0xf43d, - 0x467f, 0x8356, 0x0751, 0x7f18, 0xb082, 0x215c, 0x692a, 0x5346, 0xedd9, 0x6a77, 0xb194, 0x71ba, 0x615c, 0x5103, 0x389d, 0xf115, - 0x070c, 0xe1f8, 0x9ffb, 0x6c06, 0x70d9, 0x27a4, 0xded3, 0x09d7, 0x8300, 0x1100, 0xc16a, 0x71fd, 0x7e86, 0x1002, 0xc5c0, 0x410a, - 0xce1e, 0x718b, 0x0b2f, 0x432b, 0x3dc1, 0xd5e9, 0xed56, 0xa432, 0x2987, 0x4ca4, 0xc684, 0x1e5b, 0x5028, 0xb6fd, 0x7c17, 0x88e5, - 0xe147, 0x523f, 0x873b, 0xbe69, 0x8cfd, 0x91f4, 0x4fec, 0xf3d6, 0xa18d, 0x2e8b, 0xf4c9, 0xf82a, 0x4b85, 0xab12, 0x6328, 0x2877, - 0xb345, 0xe9bf, 0x7e26, 0xc739, 0xf613, 0xea05, 0xf322, 0xf235, 0xc5ad, 0x0cc1, 0x2446, 0x03f5, 0x7456, 0xaa79, 0x1133, 0x3f86, - 0xc168, 0xff5c, 0x8c0d, 0x5ae4, 0x7066, 0x94dc, 0x987f, 0x7174, 0x56d2, 0xb988, 0x2aab, 0x5358, 0xe7f2, 0x8064, 0x84da, 0x6ba1, - 0xccf3, 0xdd9d, 0x4c19, 0xe415, 0x3260, 0x2f83, 0xdb58, 0xe5f0, 0xb7f4, 0x5643, 0x27eb, 0x8271, 0xb781, 0xd1a3, 0xb225, 0x5ead, - 0xf7e9, 0x3555, 0xb69e, 0xef84, 0xc462, 0x4ec5, 0xf4a6, 0x087c, 0x9103, 0x9641, 0x92b6, 0x96f3, 0xfb22, 0x41b1, 0x32ca, 0xd4e8, - 0x0de0, 0x17c1, 0xf5b6, 0x92b3, 0xd8c5, 0xccc8, 0x86f9, 0xea9d, 0xdf39, 0xc3b1, 0x8d3b, 0x354f, 0xb82b, 0x76e4, 0x5a12, 0x9d7b, - 0x5d82, 0x2da4, 0xe4a4, 0x6e98, 0x31ea, 0x890b, 0x0016, 0x62d5, 0xec4f, 0x39cd, 0xf4c5, 0xb978, 0xabc7, 0x45dc, 0xec7d, 0xe565, - 0x60d4, 0xf683, 0x6612, 0x5cb3, 0xc4f6, 0x9913, 0x267b, 0x85a8, 0xbf1a, 0x5601, 0x2f1f, 0xdc3c, 0xac21, 0x744e, 0x1776, 0x6e5e, - 0xa40a, 0x6361, 0xcbd9, 0x703a, 0x3593, 0x7c9b, 0xcc39, 0x8241, 0x8431, 0x9a5d, 0xa150, 0x325b, 0x86ff, 0xaad6, 0xc721, 0xeedb, - 0xbf47, 0x87b2, 0x414c, 0x2553, 0x8c26, 0x7f7a, 0x0187, 0xd7e2, 0x00b7, 0xb8bb, 0x5798, 0xb477, 0x6cec, 0xdb98, 0xa859, 0xbf21, - 0x2f54, 0x539f, 0x196e, 0xd3f9, 0x4e97, 0xe08f, 0xf2be, 0xb31e, 0x1849, 0x74bb, 0xc0fd, 0x36b6, 0x533a, 0x143b, 0xd635, 0x3f4d, - 0xcc7d, 0x218d, 0xd227, 0xc963, 0x4783, 0x17fa, 0xd100, 0x234c, 0xae48, 0x5d47, 0x025f, 0xa7d4, 0xc558, 0x0602, 0x7d4b, 0x3295, - 0xe33d, 0xfde7, 0xce31, 0x2988, 0xcf7b, 0xf7e7, 0x30d9, 0xab1f, 0x46ec, 0x4146, 0xabb3, 0xc22b, 0xffaf, 0x58e3, 0xfbf5, 0xef2b, - 0x80a2, 0xbfa6, 0x8364, 0x5ab8, 0xfe5a, 0x98ad, 0xfa27, 0x0c51, 0x9488, 0x6164, 0xb37d, 0x78a2, 0x2a54, 0x3b34, 0x5d19, 0xe5c2, - 0x7a60, 0x32b3, 0xbdfa, 0x3c33, 0xbada, 0x2220, 0xb8d5, 0xa9ca, 0xcf9e, 0x05ac, 0x1d20, 0x9a37, 0x1ab5, 0xf34f, 0xf73c, 0x4162, - 0x21ec, 0xe31c, 0x3153, 0x7404, 0xe757, 0x0c8a, 0x768e, 0x99e9, 0xb7bd, 0xf47d, 0x2421, 0x10cb, 0x00ac, 0xdf71, 0x7d54, 0x7f2f, - 0x156e, 0x3128, 0xd0a9, 0x8c12, 0xd764, 0xa762, 0x10e2, 0xae3b, 0x712a, 0x65bd, 0x857c, 0x0587, 0xa72d, 0x0178, 0xf4f7, 0xb0ac, - 0x26de, 0x7f35, 0x26d0, 0xff71, 0xe699, 0x0877, 0x339b, 0xbb24, 0x4b87, 0xd4d6, 0xac9c, 0xcf3d, 0x8361, 0xedbb, 0x9805, 0xe323, - 0x1628, 0x39aa, 0xa00b, 0x9e90, 0x3b26, 0x93b1, 0x12f5, 0xfc7b, 0x8ec2, 0xbdf8, 0x26c9, 0xde83, 0xebe3, 0x7876, 0xbbfb, 0x4373, - 0xbf26, 0x62b4, 0xdabf, 0x0d0b, 0xcd11, 0x75a1, 0x45cc, 0xfeb9, 0x2609, 0x0c3e, 0x4aac, 0xd37c, 0x1fd2, 0x0891, 0x3322, 0x230d, - 0xd9af, 0xa558, 0xd45d, 0x592d, 0xbb3c, 0x5a30, 0xb1d9, 0xf327, 0x7341, 0xf289, 0x2417, 0xc137, 0xee98, 0xefd9, 0x4e2b, 0x3e1f, - 0x1046, 0x436a, 0xd7aa, 0x626d, 0xa22b, 0xef3d, 0xe53a, 0xf667, 0xaa57, 0x9e5f, 0x77b8, 0x1292, 0x62de, 0x04d3, 0x86f8, 0x795d, - 0xe599, 0xdb7b, 0xc3b2, 0x7771, 0x9aa8, 0xd49f, 0x8293, 0x9f7e, 0xe643, 0xc058, 0xe29b, 0xd673, 0x5ac5, 0xe790, 0x7c64, 0x658f, - 0x7ada, 0x30d6, 0xd06b, 0x96bc, 0xfad3, 0xe30d, 0xaab0, 0xe490, 0xcfeb, 0xdabb, 0x2c96, 0x2797, 0xd08c, 0x13dd, 0x5584, 0x64b0, - 0x9f8f, 0x91e4, 0x8673, 0xb01a, 0x0dfe, 0x2c34, 0xffc4, 0xf3a1, 0xce0f, 0xd4af, 0x31cb, 0xad7e, 0x03b6, 0xc8b6, 0x1340, 0xb4af, - 0xf6bd, 0xd94d, 0xd055, 0xf715, 0x3a2e, 0x5527, 0x9a15, 0x2048, 0x31c9, 0x6a69, 0x8f09, 0x257d, 0xabdc, 0x7d94, 0x8acd, 0x8a06, - 0xfecb, 0xb709, 0xcbc8, 0x413b, 0xb821, 0x3701, 0x3628, 0xa606, 0xc957, 0xfd81, 0x934b, 0x74b1, 0xe106, 0x9efd, 0xd854, 0xe5ea, - 0x5881, 0x347b, 0x7f1f, 0xaef3, 0xdbf9, 0xeebd, 0x8532, 0xf4b5, 0xdc41, 0x39a5, 0x910f, 0x5e3b, 0xb038, 0x75af, 0xc5b6, 0xd3ca, - 0x7ade, 0xfcb1, 0x742a, 0xd85b, 0xa05e, 0x37e9, 0x3b7b, 0x4094, 0x6429, 0x3f39, 0xe245, 0xc404, 0xa9ed, 0x2d7d, 0xf69f, 0x4a7c, - 0x5762, 0xb661, 0xf670, 0x9a2b, 0x2e80, 0xd06a, 0x511e, 0x1e2a, 0x567a, 0xc03d, 0x8e4c, 0x798f, 0x678e, 0x28cb, 0x3d29, 0x1b7d, - 0xfd00, 0xd4b3, 0x1cd9, 0xa988, 0xcfd5, 0x7d30, 0xecd7, 0xeb55, 0x7a6a, 0xca8b, 0x5ad2, 0x1865, 0x154b, 0x49ca, 0x8ccb, 0x02b0, - 0xea5b, 0x13f2, 0xfbc5, 0x699c, 0x7fb9, 0xa201, 0x51ac, 0x9282, 0x2e7f, 0xe8b0, 0x1f4e, 0x0855, 0x1cf7, 0xaad5, 0xc7b9, 0x1626, - 0x319f, 0x0244, 0x8ed0, 0x4cae, 0xecb2, 0x1a1b, 0xe114, 0xee3f, 0xceea, 0xbad3, 0x224d, 0xec42, 0xa29b, 0x476a, 0x45dd, 0x318b, - 0x96f0, 0x21bf, 0xbf25, 0xffe3, 0x506b, 0x9897, 0x265f, 0xdbe9, 0x8915, 0x4b7b, 0x4c80, 0x7490, 0xc138, 0x793a, 0xc80d, 0x14f6, - 0xf0fc, 0xc613, 0x9c46, 0xdb87, 0xd236, 0x2403, 0x9f8f, 0x735e, 0xc215, 0x49bd, 0x06d6, 0xb6c1, 0x1b12, 0xba72, 0xd65f, 0x6f6d, - 0x5116, 0x1287, 0xc176, 0x06fe, 0xa912, 0xb5c2, 0x3649, 0xd2e3, 0x96c6, 0x332b, 0xc1ed, 0x51d9, 0x75db, 0xffe2, 0x7b64, 0x23b8, - 0x5e8e, 0x2371, 0x4251, 0x24a9, 0xd8c0, 0xfdc8, 0x4919, 0xb2a3, 0x6068, 0xaf50, 0xd642, 0xcc31, 0xf2fa, 0xfbd3, 0xbe8a, 0xdca6, - 0xd460, 0x7bfa, 0x37e3, 0xba8e, 0xabdc, 0x39d4, 0xedee, 0x6886, 0x4d84, 0x7ca2, 0x8336, 0xe955, 0x49dc, 0xd09e, 0xdb14, 0x7460, - 0x1abf, 0x609b, 0x5932, 0x01b5, 0xb9d0, 0x14cf, 0xfbe7, 0x63e2, 0xbb6a, 0xe916, 0x51d1, 0xd534, 0x396b, 0x4f93, 0xdcc5, 0x66d7, - 0x7df0, 0x2991, 0x7218, 0x989f, 0x8663, 0x263e, 0xbc03, 0x0fce, 0x8562, 0xeb82, 0xe9a1, 0xdbc2, 0x23b7, 0x08c3, 0x21d9, 0xdf11, - 0xff3b, 0x09cb, 0x6d12, 0x467d, 0xe225, 0xf742, 0x30ae, 0x52c9, 0x6c97, 0x5d6e, 0xe338, 0xddd8, 0x2cea, 0x2634, 0xd893, 0xf4be, - 0xf374, 0x494b, 0xdf41, 0x6fa6, 0xe1ce, 0x5148, 0x88c0, 0x605e, 0xbd2e, 0x01e3, 0x4756, 0xb0ad, 0xc196, 0xf2db, 0x4cb2, 0x107e, - 0xc4bf, 0x7bd2, 0xadf4, 0x7529, 0xa983, 0x0cdc, 0x2c6d, 0x7f70, 0x6523, 0xc741, 0xc4e1, 0x6981, 0x214d, 0xa896, 0x8a05, 0x26d7, - 0x0b9c, 0x55f2, 0x2d5c, 0x9d43, 0x0335, 0xbac0, 0x1ed4, 0xe1dd, 0xd877, 0xff06, 0x3263, 0x00d8, 0x272f, 0x81ad, 0x1a34, 0xb8ef, - 0x1401, 0x3902, 0x741a, 0x29fa, 0xaca4, 0x64b5, 0x892f, 0x2ee6, 0x7d20, 0xbbd9, 0x32cd, 0xc3e5, 0x925c, 0x11d1, 0x3ffd, 0x790b, - 0x3918, 0xd883, 0xe951, 0x143f, 0x760c, 0x088b, 0xd534, 0xe73b, 0xccae, 0x178d, 0x8699, 0xa112, 0x479f, 0x73f0, 0x9a0e, 0x53f7, - 0x7ae2, 0x0107, 0x961f, 0xe5f5, 0xb14a, 0x3e12, 0x0fe6, 0x606e, 0xf247, 0x4e26, 0xed96, 0x18d1, 0x4e56, 0x4abb, 0x98a9, 0x8b43, -}; - -uint16_t q15_relu_input4[1024] = { - 0x3739, 0xc36c, 0x6abe, 0xb58e, 0x8b36, 0x011f, 0xc3ae, 0x4548, 0x4d50, 0x735a, 0xdaa6, 0x18bd, 0x0bdd, 0x10ea, 0xe787, 0xb417, - 0x14c2, 0x6757, 0xc87b, 0xa04f, 0x449c, 0x262a, 0x5e53, 0x532c, 0x7eca, 0x9b87, 0xf464, 0xf237, 0x0e33, 0xbf15, 0xd9b6, 0x5dad, - 0x2486, 0x7993, 0x191b, 0x782c, 0xcfaf, 0xd940, 0x1c13, 0xd288, 0x9900, 0xbeb1, 0xf12e, 0xa1da, 0xf463, 0x1347, 0x5050, 0xf96f, - 0x5646, 0xce7b, 0x400a, 0xa5d4, 0xf869, 0xe0d8, 0xbf02, 0x86b2, 0x2108, 0x2023, 0xe80e, 0x27c0, 0x5847, 0xe03e, 0xbd8e, 0xcfad, - 0x7173, 0xb3bd, 0xb4a4, 0xee13, 0x1fab, 0x2037, 0x9c34, 0x0390, 0x27e2, 0xcdcf, 0xf588, 0x7002, 0xc7a0, 0x844b, 0xd941, 0x59fc, - 0xa539, 0x79eb, 0x2eb9, 0xc9ec, 0xf631, 0xf3e0, 0x701e, 0xfaef, 0x551d, 0x4a5f, 0xdeb1, 0x91c4, 0x01be, 0x8d40, 0xd6ea, 0xbe62, - 0xcf6c, 0xeceb, 0x81fb, 0x6893, 0x7d8e, 0x56b4, 0x5461, 0xacc3, 0x49ec, 0xfa48, 0xea69, 0xa7dd, 0x9fe7, 0x8e66, 0x30ed, 0x8579, - 0x3b07, 0x90fb, 0x9314, 0xbeab, 0x0c19, 0xda4b, 0x6764, 0x1d19, 0x1402, 0x8167, 0x53c3, 0x4766, 0x4fcc, 0x6f3e, 0x814e, 0x0a2f, - 0xb47b, 0x1033, 0x83dc, 0xd1c9, 0x0c2c, 0xcfd7, 0xf945, 0xa362, 0x11ca, 0xc3de, 0xab11, 0x0c83, 0x8586, 0xfa1f, 0x6427, 0xc422, - 0x7f60, 0xcc6e, 0x94db, 0x8ee4, 0x3e41, 0x08cd, 0x0a75, 0x661b, 0x4028, 0x585a, 0x2980, 0xfa64, 0xc701, 0x3239, 0x751b, 0x574f, - 0x7683, 0x9b77, 0x853a, 0xdbfc, 0x2e5e, 0x2428, 0xff90, 0x8086, 0xa024, 0x8483, 0x8b8c, 0xecfa, 0x39d1, 0x8ed2, 0x1bd9, 0xd8c5, - 0x9a78, 0x9442, 0x104b, 0xa22e, 0x883a, 0xc9e4, 0xbccb, 0xfbde, 0x9ee0, 0x94c6, 0x4f1e, 0xf00e, 0xf5ba, 0xbda0, 0xc8e2, 0xdd00, - 0x7c6c, 0xbfcb, 0x4e42, 0x1864, 0xf4ad, 0x7ef0, 0x16f8, 0x7cb5, 0x8278, 0x1bc8, 0x6f86, 0x3961, 0xaa99, 0xd5a8, 0xccfa, 0xe38f, - 0xa309, 0x1ddc, 0x4c62, 0xdd3f, 0x2dfb, 0x45cb, 0xe7d2, 0xd033, 0x2560, 0xc66b, 0x6381, 0x7660, 0xe718, 0x8adc, 0x7d63, 0xd7fd, - 0xb57a, 0x677f, 0xb6e0, 0x3240, 0x15b5, 0x4f24, 0x1cb0, 0xf888, 0x5751, 0x50a6, 0x357c, 0x31be, 0x5805, 0xb99a, 0xa8b8, 0xf544, - 0xad95, 0x6fee, 0x7a81, 0x25bb, 0x2fc1, 0xf49d, 0x1109, 0xa6a8, 0x5c79, 0x186a, 0x94de, 0x7869, 0x3eda, 0xf488, 0xdd9b, 0xd9a4, - 0xd9f0, 0x47f9, 0x923d, 0x60a3, 0xe202, 0xf79c, 0x57ec, 0x9554, 0x6ec4, 0x3500, 0x303f, 0x6902, 0xe7cd, 0x0f60, 0x4ba7, 0x8ec6, - 0xf187, 0xba29, 0x9b54, 0x107e, 0xbde8, 0x7178, 0x481c, 0x079d, 0x9f47, 0x03a6, 0x28e0, 0x882c, 0x0cf5, 0xd30c, 0x77ca, 0x684d, - 0x4e74, 0x7024, 0x3026, 0xc9c1, 0x5873, 0xb6e6, 0x48e3, 0x1ca7, 0x5076, 0x54a5, 0xe4f0, 0x8a52, 0x35c4, 0xe8ad, 0x66bb, 0x33be, - 0xe944, 0x5767, 0xf56a, 0x3db8, 0x0d7e, 0xcd04, 0xb460, 0xb8ae, 0x3ad3, 0x5767, 0x4fc6, 0x4dbb, 0xd6b5, 0x17fd, 0xfe9c, 0xb232, - 0x8021, 0xfb80, 0x1769, 0x0f6d, 0x1020, 0x0a23, 0x8429, 0x4957, 0xe308, 0x7baa, 0x31b0, 0x9cf2, 0xb0ed, 0xec5f, 0x5f94, 0xa1bc, - 0xcd08, 0xd877, 0x21c5, 0x860d, 0x838c, 0x7a7d, 0x099d, 0x3347, 0xe5e8, 0x1bb6, 0x73df, 0x47d1, 0x13d7, 0x4ef8, 0x93e1, 0x0b59, - 0x7c83, 0x4872, 0xe763, 0x6cae, 0x644f, 0xd509, 0xeeeb, 0xa422, 0x87b5, 0x62c6, 0x4303, 0x737b, 0x9ad2, 0xf1a8, 0xcc5c, 0x33bd, - 0xf3ab, 0xf4ef, 0x1998, 0xa441, 0x0c88, 0xd121, 0x2c44, 0x1a20, 0x3f10, 0x65fe, 0x9558, 0xcd72, 0xc089, 0xb92f, 0xa4b1, 0x86bf, - 0x34f3, 0xc83d, 0x5a1d, 0x36e2, 0xb883, 0x2337, 0x6f8d, 0x6b77, 0xa108, 0xb2f5, 0x016d, 0x0e90, 0xe83c, 0xbf90, 0x79df, 0x9417, - 0x2289, 0x398e, 0xecfb, 0x6943, 0x0eec, 0x846b, 0xa911, 0x8a1d, 0xa8af, 0x52fd, 0xe2f0, 0x05db, 0x906e, 0x1d84, 0x8878, 0x273c, - 0xd4e9, 0x1853, 0xcace, 0x8ed8, 0xda2f, 0xfd8b, 0xebb8, 0x055e, 0xf8e1, 0xc419, 0xe6b8, 0xa2c0, 0x9468, 0x53c5, 0x75dc, 0xcf89, - 0x785d, 0x1c95, 0x90a4, 0x42b0, 0x713d, 0x2a80, 0xb782, 0xed12, 0x75ce, 0xd2b6, 0xd0f3, 0xd3dc, 0x19b1, 0x3eb8, 0x608a, 0xffbe, - 0x5cbd, 0x6864, 0x2eb6, 0x9691, 0x6212, 0x9924, 0xa7b7, 0x09be, 0x8b07, 0x96f2, 0x9b97, 0xb45e, 0xe7f1, 0xbbd7, 0x02f6, 0x8318, - 0xc14e, 0xc76f, 0xe5f2, 0x5ca3, 0x572b, 0x67ed, 0xb6a6, 0x52de, 0xedc3, 0x56a9, 0xae4f, 0x8fe9, 0xc6e1, 0x1e94, 0xbdca, 0x0be5, - 0xcd7a, 0x41a8, 0x5441, 0xe9bb, 0xed80, 0x68ff, 0xf5e9, 0xa603, 0xc8a8, 0x15fa, 0xb499, 0x2ce1, 0x2359, 0xf502, 0x81d9, 0x41c6, - 0x4b0b, 0xae01, 0x753c, 0xfa5f, 0xbc07, 0x6a91, 0xd942, 0x303b, 0x7e05, 0x731d, 0x598f, 0x8575, 0x1778, 0xf3ef, 0xe206, 0x20cc, - 0xfce9, 0xd2b9, 0xba4a, 0xa9b1, 0xe9d7, 0x3dab, 0x0963, 0x71c5, 0x53e8, 0x402c, 0x40cc, 0x5695, 0x0ab9, 0x07be, 0xa5a6, 0x4abe, - 0xbd67, 0x4772, 0x2b51, 0xbb6f, 0x73c8, 0x44bd, 0x561f, 0x2f68, 0x2abc, 0xa659, 0xb12d, 0x61f7, 0xc155, 0x2282, 0x63ec, 0x62c8, - 0x2cfb, 0x811d, 0x9da4, 0x7e21, 0x3bfe, 0xeb3a, 0x66fc, 0xf74f, 0x89c3, 0x33b5, 0x02c8, 0x071c, 0x0e7d, 0x1a41, 0x35ef, 0x1446, - 0xa732, 0x602e, 0x61b9, 0x603d, 0x018c, 0x254f, 0x4f1e, 0xb85b, 0x6bbe, 0x8eeb, 0x6690, 0x0e48, 0x3cf9, 0xdbde, 0x659f, 0x4779, - 0x6105, 0xd25c, 0xec97, 0x62b9, 0x2fc0, 0x08ee, 0x1be0, 0x929f, 0xe250, 0x92ad, 0xfcbb, 0xc256, 0x24d8, 0x019b, 0x2290, 0x08ff, - 0x22d0, 0x7146, 0x80ce, 0xc639, 0x38ec, 0x9c12, 0x083a, 0xdc81, 0x5d93, 0x8cae, 0x1696, 0x5a00, 0x099e, 0x92e2, 0xb725, 0x64d1, - 0x957b, 0x6220, 0xd629, 0x0217, 0x62ed, 0x7da2, 0xee17, 0xaf55, 0x8937, 0x3389, 0x1564, 0x57bd, 0xf507, 0x58f3, 0xeae9, 0x9de0, - 0xdec2, 0xa356, 0x2e04, 0xd5f1, 0xbacf, 0xdf90, 0xaa19, 0x0c5f, 0x8fb6, 0x9637, 0x0b74, 0xe736, 0x41e8, 0x2877, 0x1b85, 0xa7e0, - 0x2d11, 0x9623, 0x2f80, 0xbef9, 0xc1c2, 0x7081, 0x27d8, 0xffec, 0xe318, 0xaf00, 0x3a5f, 0x4461, 0xdd3a, 0x8d7b, 0xe549, 0x3ce7, - 0x890f, 0xae5e, 0xb950, 0x27f6, 0x612b, 0x88e3, 0xf76c, 0xfea0, 0xe53b, 0x77f3, 0x4f25, 0xe990, 0x79cd, 0x09ed, 0x5379, 0x7017, - 0x192f, 0x020e, 0x7388, 0x0e7c, 0x666e, 0xffce, 0x4b51, 0x3663, 0xbfb2, 0xca18, 0x898c, 0xa01b, 0x5622, 0xac4a, 0xfeeb, 0x2a36, - 0xa20c, 0x00da, 0x6bdf, 0x14da, 0xb57a, 0x11db, 0xd485, 0x70d9, 0x9baf, 0xa367, 0x2b1c, 0xb7b7, 0x7516, 0xf122, 0x1191, 0xc73b, - 0xd43f, 0x4ddd, 0xe705, 0x975a, 0x4e68, 0xb121, 0x9795, 0xe64a, 0xfbbe, 0xd43d, 0xafcf, 0x7f1a, 0x8f50, 0x0c0d, 0xeaf8, 0x9d9b, - 0x1421, 0x50bf, 0x3cef, 0x98cd, 0xc574, 0xf527, 0xcd5a, 0x9ce7, 0x1ab0, 0x45ab, 0x096d, 0x93cc, 0x151f, 0x0765, 0x797b, 0xfd82, - 0xa193, 0xdf42, 0x78c6, 0xc0b4, 0xf806, 0xfc62, 0xb42b, 0x5896, 0x90dd, 0xdf66, 0xe051, 0x8b60, 0x927b, 0x52f4, 0x1a20, 0xf742, - 0xe1f3, 0xd998, 0x59a5, 0xab89, 0x41c4, 0xdd2f, 0xcc47, 0xe53a, 0x3b25, 0xa79e, 0xa6e0, 0x67a9, 0x236c, 0x1693, 0x7c8c, 0xdfab, - 0xcb65, 0xe46e, 0xca04, 0xfbd8, 0x1db8, 0xeda1, 0x746e, 0xd75b, 0xac93, 0xb596, 0x1dba, 0x87e7, 0xb825, 0xbdbd, 0x7348, 0x0364, - 0x83bd, 0xafe3, 0x29d8, 0x395e, 0xa59b, 0x862d, 0xf339, 0xaddb, 0x6f38, 0x5116, 0xa4ac, 0x6a69, 0x9bff, 0x166f, 0x3300, 0x15d0, - 0x7c94, 0x2d09, 0x237a, 0x6bb8, 0x4280, 0x29b2, 0x5c2a, 0xde1b, 0xad09, 0x2afa, 0xe513, 0xbb19, 0x9554, 0xcaa7, 0x8630, 0xc634, - 0x146d, 0xbde3, 0x6cf3, 0x31ec, 0x2301, 0xa1b3, 0xdde4, 0x7cbe, 0x5c5b, 0x4cea, 0xe5fe, 0x9bf2, 0x429c, 0x52bc, 0x3044, 0xaa48, - 0xb8d8, 0xb450, 0xcc51, 0xc8c0, 0xc412, 0x54c1, 0x6ccc, 0x0a76, 0x9285, 0x30b5, 0x238d, 0xabf4, 0x419b, 0xae31, 0x0736, 0xb406, - 0xd076, 0xf51c, 0x88f9, 0x4370, 0x6338, 0x6490, 0x3975, 0x6dc4, 0x7e87, 0xebd7, 0x5857, 0x535d, 0x4218, 0x454a, 0x368d, 0x459b, - 0x2328, 0x9395, 0x8c71, 0xc6a9, 0x42c2, 0x19c1, 0x0be0, 0x6bd1, 0xa5ce, 0xb229, 0x60a1, 0xf6ed, 0xda7a, 0x21dc, 0xc0fe, 0x8f5d, - 0x4d1e, 0xa177, 0xeb40, 0x470b, 0xc754, 0x8e43, 0x6326, 0x3154, 0xaed2, 0xa32c, 0x3f92, 0xdda2, 0xba51, 0x407b, 0x8b4b, 0xca9a, - 0x5eb6, 0x31e1, 0xaaca, 0xa798, 0x9c4e, 0xa1d3, 0xed2d, 0x50ea, 0x23a3, 0xe392, 0x6a9d, 0x5306, 0x043d, 0x8860, 0xced9, 0xfa63, - 0x658c, 0x50ac, 0x7b14, 0x5a8c, 0x3cd9, 0x0d96, 0x2c40, 0xdf39, 0x1111, 0xa33e, 0x8b90, 0x156f, 0x2c6e, 0x1376, 0x75ad, 0x16b8, - 0x6507, 0xfec5, 0x1e1f, 0xedef, 0x3561, 0x3cca, 0xfbf8, 0xce61, 0xaeb6, 0xfd45, 0xce75, 0xa445, 0xc645, 0x6e78, 0x16c8, 0x33ba, - 0x21c9, 0x4cd6, 0xf9a4, 0x5409, 0x5bd8, 0x72b0, 0xf084, 0x15fb, 0x1e40, 0x14f9, 0xb78d, 0xe6bc, 0x5910, 0x4fe8, 0xa999, 0x6100, - 0x33b1, 0x042a, 0x5687, 0x02ed, 0xc4ba, 0xe6c5, 0xaac5, 0xb98f, 0xce8d, 0xd836, 0xf690, 0x70dc, 0x349d, 0xc637, 0x2d6a, 0x2ea3, - 0x3e5e, 0x2c05, 0x1777, 0x906f, 0x4a85, 0xb288, 0xda1f, 0x0b65, 0xec21, 0xebb8, 0x6037, 0x969c, 0x7a01, 0x1dd5, 0x7a23, 0x45f4, - 0x7cea, 0x056b, 0x7335, 0xf06c, 0xab16, 0x23a1, 0xc0f4, 0xfe0f, 0x349b, 0x6900, 0x0ffa, 0x1286, 0xc235, 0x12af, 0xccc1, 0xb335, - 0x062e, 0xab6b, 0xfb30, 0xf5e3, 0x28b7, 0xc582, 0x98fb, 0xa91b, 0xdb7e, 0x77f4, 0x206d, 0x52eb, 0x1b65, 0x5471, 0x7727, 0xb4f6, -}; - -uint16_t q15_relu_input5[1023] = { - 0xbe4c, 0x6ecd, 0x1125, 0xed76, 0x04c0, 0xb563, 0x936f, 0x303c, 0xc18d, 0xa3b6, 0x974e, 0x2e1b, 0x2730, 0x6f99, 0xe4cb, 0x9c32, - 0xdd7e, 0xe049, 0x1439, 0x6aff, 0x6084, 0x0826, 0xe483, 0x34c8, 0xc41b, 0xfea1, 0x6673, 0x28de, 0x2cfc, 0xd7ec, 0x78fa, 0x9baf, - 0x8625, 0x8692, 0x302a, 0xf352, 0x72de, 0x7187, 0x206e, 0xcf4b, 0x7289, 0x8e81, 0x12ea, 0xc2a0, 0x7726, 0x0956, 0x60ca, 0x4bd8, - 0x8c63, 0x2ddb, 0xbdf6, 0x979a, 0xe8c3, 0x98e7, 0x1238, 0x05b5, 0x818b, 0x52d6, 0xcd3e, 0xa4ce, 0xb5a9, 0xd631, 0xcecb, 0x9d19, - 0xd4e4, 0xeb24, 0x302b, 0x7041, 0x6e51, 0x7013, 0x19b3, 0xcf2c, 0x8790, 0x18d6, 0x3f92, 0x638d, 0x2afb, 0x53cc, 0xc1f1, 0x530d, - 0x232a, 0xbba8, 0xaf90, 0x1c2e, 0x8168, 0xe01e, 0x6eb6, 0x7d8f, 0x2168, 0xbc72, 0x9ad5, 0xabee, 0xbc7f, 0x0293, 0xc280, 0x0b03, - 0xb9f1, 0x75ef, 0x9353, 0x07a8, 0xfce4, 0x0b23, 0x8d54, 0x3c1f, 0x1731, 0x985d, 0xc4ec, 0xe0d9, 0x8406, 0xb8c5, 0x0b48, 0x074f, - 0x66e0, 0x205c, 0xeb7a, 0x1916, 0xb42d, 0xa8ac, 0x328f, 0xa94d, 0xb010, 0x3e15, 0xb42a, 0x1ca8, 0xa9dc, 0xe3b6, 0xad84, 0xdf86, - 0xb166, 0x47e1, 0x043e, 0x70e1, 0xb5c8, 0xdf18, 0x95b4, 0x3ac7, 0x15d7, 0x20d9, 0xef15, 0x532d, 0xe3c2, 0x33db, 0xc7f8, 0x489d, - 0xa598, 0xc6ce, 0x1c2f, 0x3126, 0x8f98, 0x9f1e, 0x1a59, 0x264a, 0x3b90, 0xef75, 0x2f36, 0x686f, 0x3c7e, 0x98ed, 0x97af, 0xedb7, - 0x2348, 0x5bbf, 0xe9a4, 0xdf82, 0x03bb, 0x1ba7, 0xceef, 0x6403, 0x823d, 0x33c1, 0x2360, 0x823d, 0xb7b4, 0x9aee, 0x3326, 0xdb59, - 0x6912, 0x0553, 0xc7d3, 0x11ac, 0x3ff2, 0x3316, 0xaad3, 0x6d41, 0xfe5b, 0x7292, 0xcdf0, 0x2618, 0x31c3, 0x21da, 0x2ef5, 0x2740, - 0x0be6, 0xe66a, 0xbdf1, 0x5a5c, 0xd98f, 0xc934, 0xc847, 0x2604, 0x0037, 0x9564, 0x6311, 0xb128, 0xd9b7, 0x09e6, 0xcfa5, 0xf5da, - 0x90c8, 0x9ac9, 0x9337, 0x2ce4, 0xc46e, 0xafce, 0xd3d1, 0xad3c, 0x97f7, 0x050a, 0x57d6, 0x8346, 0x1279, 0xf920, 0x1396, 0xf9b7, - 0xd7aa, 0x4da6, 0x1598, 0x1b20, 0x50bd, 0xe9e8, 0x10f5, 0xb169, 0xd0b5, 0xed25, 0xa3b7, 0x85a6, 0x316a, 0x1a3a, 0x6906, 0x4df5, - 0x4f14, 0x51e7, 0x05ea, 0xd929, 0x1c41, 0xca94, 0x9d2e, 0x6a86, 0x3281, 0xc212, 0xabf1, 0xedda, 0x3948, 0xc32b, 0x73d6, 0x3ea1, - 0x5695, 0xd69c, 0xf46c, 0xbb69, 0x5e64, 0xfadc, 0x137c, 0x6318, 0x053e, 0xf66a, 0x5f97, 0x4782, 0x6e6c, 0xfeca, 0x522f, 0xb19d, - 0x92a0, 0xb6ef, 0x9a4c, 0x798d, 0x58da, 0x4dee, 0xc09e, 0xf048, 0x1a28, 0x31f0, 0xb0ba, 0x1129, 0x3c97, 0xfa95, 0x1616, 0x686f, - 0x367a, 0x9870, 0x64f2, 0xf3e8, 0x5ba2, 0xe9a5, 0x6be8, 0xeb21, 0xcc79, 0xc34b, 0xbda4, 0x6b21, 0x3848, 0xa366, 0x28f7, 0x7e17, - 0x9098, 0xb76f, 0xc552, 0x27e5, 0x7348, 0x2eab, 0x0d00, 0xbdef, 0x9379, 0x85aa, 0x5730, 0x8d7b, 0x0091, 0xddf5, 0xe777, 0x1cc7, - 0x4b10, 0xf640, 0x8003, 0xb67a, 0x610d, 0xa128, 0x0dec, 0x4b70, 0x15bd, 0xc9cf, 0x1ffb, 0xeca2, 0xf503, 0x36cf, 0x360e, 0x028a, - 0x8c5a, 0x83fb, 0xfc40, 0xb2c7, 0xe4db, 0x843c, 0xbbcc, 0x4f76, 0xde71, 0x1dea, 0x3c31, 0x0e30, 0x90a3, 0xd4f3, 0xa7d5, 0xb0cd, - 0x42e2, 0x7e02, 0xbd89, 0x9958, 0xb7cf, 0xcb65, 0xa98a, 0x991a, 0x2fa4, 0xa60b, 0x492f, 0xe391, 0x1cbc, 0x3f90, 0x1bcd, 0xf1ac, - 0xd16d, 0xf69b, 0xe8d0, 0x2fac, 0x1cd0, 0x35ae, 0xbef5, 0xd05f, 0xe69d, 0x2b81, 0x58c9, 0xe6e0, 0x22f9, 0x7077, 0xc25b, 0x29c0, - 0x8855, 0xbbc7, 0xb5e3, 0x2baf, 0xf566, 0xf6a4, 0x3346, 0x12a2, 0xd030, 0x5726, 0x4bc3, 0xf38c, 0x1201, 0x5d2b, 0xb35b, 0xdf47, - 0x7264, 0x3867, 0x67d0, 0xf896, 0x932c, 0x5341, 0xabdd, 0x76d9, 0x345a, 0x4070, 0x3155, 0x326a, 0x2449, 0x8927, 0xa367, 0x2acb, - 0x74c0, 0x93c7, 0x5010, 0x333b, 0x7471, 0xd1fa, 0x7bad, 0xdd26, 0x534d, 0x0dca, 0x0b3d, 0x3bf8, 0x2b00, 0x984a, 0x795b, 0x983e, - 0xaaed, 0x32b7, 0x15d7, 0x184b, 0x62cb, 0xee99, 0xd861, 0xcdf5, 0x5469, 0x9de6, 0x173b, 0x50e7, 0xd146, 0x5389, 0x4cd7, 0x0c7e, - 0x1487, 0xdc26, 0x044d, 0x8ffe, 0x4734, 0x60e9, 0x14a9, 0xdfe0, 0x1738, 0xdcff, 0x1117, 0xacf0, 0xc3ed, 0x0c2d, 0xa869, 0xe9f4, - 0x615c, 0x62cf, 0xb851, 0x22d4, 0xf3f3, 0xa9bd, 0xc4ff, 0xfa5b, 0x4821, 0x2ef5, 0xb2a1, 0xfa8c, 0x5d83, 0x8893, 0x002a, 0x36f7, - 0x1994, 0x1833, 0x28c1, 0x1f20, 0x2049, 0xd019, 0x334a, 0x5f99, 0xcb90, 0xb2d4, 0xabbd, 0xf895, 0xe787, 0x6032, 0x7feb, 0xa54d, - 0x41f2, 0x7709, 0xf345, 0xd513, 0x6a79, 0x09de, 0xdf23, 0xca93, 0x9159, 0xf5da, 0x76c3, 0xc3a7, 0x517d, 0x51fd, 0x58cf, 0x7ed1, - 0x6322, 0x1b75, 0x87fe, 0x3a78, 0x5645, 0xf76c, 0xa2e2, 0x0eaf, 0x07d6, 0xc7a9, 0xd529, 0xbdd8, 0x3824, 0x4ba3, 0x2e94, 0x6261, - 0x47f7, 0xc820, 0xe1ab, 0xdf4a, 0x3e71, 0xf3fa, 0x4e52, 0x1b41, 0x50cc, 0x50e1, 0x8bdd, 0xb6c4, 0x5916, 0xde6f, 0x2d2e, 0xc760, - 0xf4c1, 0xb054, 0x1794, 0x2b58, 0xfed0, 0x633a, 0x7325, 0x67f7, 0xe2e4, 0x58ce, 0x6c7b, 0x33ad, 0x964f, 0xcefb, 0x0d34, 0x496c, - 0x9496, 0xe2d9, 0xb571, 0xf6d7, 0x8121, 0x4226, 0x54f0, 0xe39d, 0xf256, 0x70a1, 0xed60, 0xedf2, 0xaf70, 0x3ee9, 0x1197, 0x5a7b, - 0x73d3, 0xd4dc, 0xb1c5, 0xe113, 0x92fd, 0x9346, 0x4e42, 0x6eeb, 0xc44f, 0x6a98, 0x6b08, 0xed2f, 0xb15f, 0xf261, 0x3a72, 0x5002, - 0xbff9, 0xd4d3, 0x6e92, 0x5751, 0x2509, 0x7eec, 0x16aa, 0x8015, 0xb52e, 0xec68, 0xb750, 0xa38c, 0xe2f8, 0xa139, 0x0b3c, 0xb60f, - 0xf97b, 0xc0b8, 0xaefa, 0x42ce, 0x36eb, 0xbadb, 0x77ed, 0x56d4, 0xf334, 0x3a71, 0x1eb5, 0xb816, 0x0b70, 0x8ccf, 0x0693, 0x6b63, - 0x5c45, 0x00d5, 0x03a9, 0x2208, 0xa926, 0x2d4a, 0x7537, 0xab13, 0x3783, 0xb45e, 0x317b, 0xba70, 0xf341, 0x7331, 0xc66c, 0x6490, - 0x6e8c, 0xcddd, 0x568f, 0x5187, 0x4ff2, 0x5091, 0x0c33, 0xde43, 0xc8fe, 0xf801, 0xde42, 0x68b9, 0xb11c, 0xbfe6, 0x0e44, 0x3a0b, - 0xb835, 0xa61e, 0x68bf, 0x604b, 0xd2f2, 0x28b4, 0xfae6, 0x6bc7, 0x1ab5, 0xf35d, 0x738b, 0xa24d, 0x95b3, 0x794f, 0x85c8, 0xb392, - 0x1398, 0x556b, 0x0fe8, 0xf8cd, 0x24b2, 0x7bbf, 0x8281, 0xb293, 0xd9f6, 0xb9f0, 0x3873, 0x6a5b, 0x88d5, 0x1be8, 0x8e24, 0x26c0, - 0x1cc7, 0x3870, 0x2179, 0x5f83, 0x1669, 0xaee8, 0x7a7e, 0x11b5, 0xa28a, 0x1413, 0x8c91, 0x30bc, 0x5314, 0xf600, 0x5a62, 0x561e, - 0xd9f7, 0x9901, 0x0f8c, 0x98f0, 0xbb86, 0x5060, 0xa236, 0xbfee, 0x4bfa, 0x8711, 0x04c2, 0xbade, 0x9e4a, 0x992f, 0xcafd, 0x566c, - 0xe9c6, 0x57bb, 0x0339, 0x0ea8, 0x43e4, 0x12a6, 0x0f07, 0x942b, 0x6e17, 0x67c9, 0x2146, 0x5878, 0xc58d, 0x693d, 0x7323, 0x8919, - 0xe8f7, 0x1847, 0x36f6, 0x129c, 0x8082, 0xac70, 0x8bfe, 0x1d5d, 0xe0a1, 0x86d5, 0x9363, 0xef34, 0x3bea, 0x00a2, 0x8267, 0x5d0e, - 0xf096, 0xf210, 0x4c29, 0x1976, 0x9e5b, 0xa0e2, 0x1f76, 0xcdb7, 0xf5d9, 0x4aed, 0xc792, 0x3577, 0x3fa8, 0x0199, 0x337b, 0x806e, - 0x9ee3, 0x9601, 0xe067, 0xc8db, 0xf9df, 0x6808, 0xb1ff, 0x7bf2, 0x43fc, 0x16ac, 0x8882, 0x09ed, 0xb97c, 0x1cd8, 0xb0bb, 0xd6c5, - 0x96fb, 0x528a, 0x8509, 0xb726, 0x78fb, 0x343a, 0x9943, 0x6fcd, 0x4870, 0x3758, 0x14d7, 0x7d2c, 0x47e3, 0x8e02, 0x22bd, 0xf7c2, - 0x0e32, 0x104a, 0xd2e3, 0x282f, 0x26dc, 0x42ac, 0x23a8, 0x8ce6, 0x9885, 0x73ea, 0x034c, 0xac10, 0xde2a, 0xfbbb, 0xe22f, 0x7756, - 0x65e9, 0x1349, 0x5be6, 0xf5d0, 0x67dc, 0xf51a, 0xb232, 0x25fb, 0xff77, 0xa8db, 0xa624, 0x37a0, 0x3166, 0x4cda, 0x8ef2, 0x185c, - 0xb2a2, 0x1b4a, 0xc22f, 0xdac5, 0x8f86, 0x64ce, 0x3b23, 0xf737, 0x0564, 0x2267, 0x6542, 0xf1f7, 0xfb1c, 0xcf10, 0x1a27, 0x12b2, - 0x8d93, 0xd931, 0xa3a1, 0xdb9e, 0xde8c, 0x1851, 0x2388, 0x1523, 0xfed4, 0xf4a8, 0x6d18, 0x7482, 0xdb23, 0xb4fb, 0x5a3b, 0xac8d, - 0x58ed, 0xf690, 0x3ec9, 0x2d3e, 0x206c, 0x88c9, 0xbd2d, 0xe521, 0x8f36, 0x3277, 0xbf65, 0xe66b, 0x2fa7, 0x0b60, 0x1626, 0xfdca, - 0x1f31, 0x9443, 0x6082, 0x1295, 0xb3d4, 0x37ce, 0x5208, 0x5843, 0xf398, 0x35f4, 0xdc73, 0xe543, 0xa3de, 0x35d2, 0x6e54, 0x3272, - 0x0352, 0x6cbe, 0x23c7, 0x41ae, 0x4295, 0x0403, 0xa4d6, 0xbbe6, 0xafb4, 0xa97d, 0x094e, 0x07bf, 0x98a4, 0x88d6, 0xb5a5, 0x3753, - 0x19a3, 0x6f5c, 0x8a11, 0x1a5d, 0xf5ca, 0x5ae5, 0x81d3, 0x70f2, 0x419f, 0xf1ad, 0x4c00, 0xb229, 0x2808, 0xfa4c, 0x1f99, 0x4556, - 0x9474, 0x7b59, 0xfc88, 0x1191, 0x0758, 0xfebe, 0x20b0, 0x6c08, 0x866a, 0x5d70, 0x97ee, 0x7fae, 0x4cb3, 0xc9b2, 0x47ce, 0xaad8, - 0xb7f5, 0xa7ef, 0x8864, 0x178d, 0x9531, 0x0ed5, 0xc2cb, 0xd9f9, 0x4b0b, 0x77dd, 0x66b7, 0xa40b, 0x1ee7, 0x6f3f, 0xcdf3, 0xb058, - 0x2694, 0x5c75, 0x5558, 0xd860, 0xcb0d, 0xeca7, 0xe387, 0xce08, 0x2ab8, 0xbab2, 0xc2aa, 0x50f5, 0xc221, 0x9229, 0x15ca, 0x2f8f, - 0x2fb6, 0x1734, 0x23e5, 0xfeb9, 0xc7e7, 0x3d9a, 0x0d4f, 0x84c5, 0x0a2a, 0x18cd, 0x178c, 0xc67a, 0xae43, 0x7058, 0x8abf, 0x817d, - 0x2738, 0xeb11, 0x52cb, 0x7fa1, 0x4a0e, 0xbdef, 0x20c1, 0x6efb, 0xf536, 0x1855, 0x43b7, 0x4742, 0x1573, 0x67f1, 0x914b, 0xee1b, - 0x947a, 0xb779, 0x0b08, 0xeb75, 0xb582, 0xaa8d, 0x86ca, 0x0dfb, 0x9233, 0x349d, 0x856d, 0xb586, 0x78d5, 0x3c8f, 0x6652, -}; - -uint16_t q15_relu_input6[1023] = { - 0xbbd4, 0x99d6, 0xf526, 0xeef6, 0xb53b, 0x716b, 0x715f, 0x7f7d, 0xfaa3, 0x940d, 0x81fa, 0xea5b, 0xa9fd, 0x6f9a, 0x405a, 0x89a8, - 0x939d, 0x327e, 0xddf8, 0xac50, 0x8610, 0x2b09, 0x4061, 0xc957, 0x13e8, 0xba36, 0xade9, 0x35f1, 0xbf34, 0xc533, 0x5faa, 0x3282, - 0xaa22, 0xdacc, 0x5a50, 0xc1a5, 0xcb74, 0xdc1a, 0x078d, 0xbf78, 0xb7ef, 0x7cf8, 0x099f, 0xf32f, 0x5d03, 0xee51, 0x7f32, 0x9853, - 0xe25f, 0x0c39, 0xc6f6, 0x30e5, 0x782f, 0x2aad, 0xbb5f, 0xd699, 0x682f, 0x1917, 0x0888, 0x07b0, 0x4737, 0xd4dc, 0x7610, 0xc021, - 0x9c8e, 0xb657, 0x25c8, 0xc3c2, 0x9c6c, 0x7469, 0x1769, 0xde4e, 0x8425, 0x6a97, 0xef65, 0x9b69, 0x5290, 0x953f, 0xa9b1, 0x2608, - 0xc1e0, 0x5c9e, 0xbe40, 0x3886, 0xc952, 0x097a, 0xbdcb, 0x4292, 0xabb4, 0xb8df, 0xabf2, 0x8dc9, 0xc4e7, 0x4fb8, 0x2d69, 0xcfcf, - 0x03f5, 0x37c3, 0xe800, 0xff24, 0x6d91, 0xe681, 0x42cb, 0x10d9, 0x52a4, 0x3fe8, 0x80f7, 0x8c49, 0x30b1, 0x9964, 0x501f, 0x3d16, - 0x9361, 0xa581, 0x6322, 0xc82d, 0x767e, 0xb06a, 0x1021, 0xfcb7, 0xcda2, 0x51f5, 0xfd72, 0x8c9a, 0xf6e1, 0x5cdb, 0x4806, 0x0914, - 0x6bdb, 0xbb07, 0xef9f, 0xfd7a, 0xf878, 0xf46a, 0x747a, 0xbccf, 0xe391, 0x2edf, 0x5c7b, 0x82f0, 0x776e, 0x5fe1, 0x286a, 0xb8a7, - 0x4b8b, 0xa13a, 0xb23c, 0x8cac, 0xa61e, 0x0b09, 0xfa50, 0x01bf, 0xfcb6, 0xe490, 0x6828, 0x9850, 0x16e4, 0x57cb, 0x39ec, 0xe8c1, - 0xd81f, 0x14f1, 0xde22, 0xef19, 0x8ef3, 0xc9da, 0x7d1e, 0xa8b4, 0xc2c9, 0xa97a, 0x3434, 0x816e, 0xb6b6, 0x547b, 0x6845, 0x927a, - 0x9dbd, 0xdd9f, 0xf73b, 0xe854, 0x0a42, 0xed6b, 0x68ce, 0x92b3, 0xc5d9, 0xacbf, 0x8d5a, 0xb908, 0x9809, 0x0702, 0xd234, 0x2516, - 0xa093, 0xa483, 0xa7d4, 0x2dac, 0xe6d6, 0xbd4f, 0x804e, 0x0997, 0x5003, 0x187b, 0xece3, 0xa22c, 0x7213, 0x1a8d, 0xbf63, 0x3357, - 0xafe0, 0x68a9, 0x1a0a, 0xcd12, 0xcb0d, 0x0b6c, 0x11fc, 0x7759, 0x5023, 0xb533, 0x73bf, 0xe573, 0xcbc8, 0x1c6e, 0xa00c, 0xa9d0, - 0x6642, 0x7eed, 0xb243, 0xb1af, 0x8433, 0x181f, 0xe184, 0x5a9e, 0xfb9a, 0x49e2, 0x7c43, 0x7b21, 0xb495, 0x7061, 0xd07b, 0xe6da, - 0xe1a1, 0x2321, 0xbc6e, 0x62a4, 0x5449, 0x281b, 0x67f5, 0xc073, 0x8607, 0xc12d, 0x5036, 0xf695, 0x76cd, 0x3682, 0x6d20, 0x0498, - 0x5bcc, 0x98b4, 0xd1d7, 0x204b, 0x78f5, 0xedb3, 0x6c4f, 0x0d99, 0xcda2, 0x1785, 0xc2d5, 0x1c90, 0xb710, 0x46ca, 0x1543, 0xdd5f, - 0x7fa2, 0x9955, 0x4425, 0x130d, 0x442a, 0x7147, 0x704b, 0x2fe7, 0x33f4, 0x8e24, 0xe9f8, 0x2bfe, 0xb178, 0x41b6, 0x474e, 0x97b3, - 0x0f4c, 0x0b8e, 0x0f1c, 0xfdc9, 0x32a5, 0x7152, 0xcbe3, 0x972c, 0x6c68, 0x687f, 0x6883, 0x67c5, 0x5ad2, 0xe54a, 0x101a, 0x13c1, - 0x9017, 0x770d, 0x983b, 0x47c2, 0x2e21, 0x9d6e, 0x782e, 0xd9a6, 0xfd64, 0x92d0, 0x5c6f, 0x923f, 0x555f, 0xe350, 0xce8e, 0x8887, - 0x09d3, 0x8f0c, 0x5026, 0xb57f, 0x516c, 0xa872, 0x6db7, 0x7148, 0x0053, 0x8218, 0xae07, 0xe34b, 0x4ebf, 0xda85, 0xba5f, 0x0b82, - 0x328d, 0xce48, 0x3a9b, 0xd542, 0x4e01, 0x7afc, 0x7224, 0x93da, 0x9333, 0xee98, 0x7f01, 0xb862, 0xddff, 0x3c15, 0xf69a, 0x7e81, - 0xda57, 0xc6b8, 0x191b, 0xfa61, 0xb405, 0x1dd9, 0xfec2, 0x1659, 0x15bd, 0x6142, 0x9be2, 0xe93a, 0x2715, 0xcf70, 0xa506, 0xf441, - 0xa56c, 0x86a5, 0xe56d, 0x5e32, 0xbd6c, 0xfcc7, 0x8c46, 0xc034, 0xd850, 0x5846, 0x8e8b, 0x6cc4, 0x06ba, 0xa778, 0xdec8, 0x765b, - 0x2ed0, 0x252e, 0x716a, 0xb07d, 0x1c7c, 0xe797, 0xcca8, 0x70dd, 0x6c82, 0x46de, 0xe8c8, 0xb901, 0xcfff, 0x7a8c, 0x54e8, 0x1ff8, - 0x694e, 0x6742, 0x9911, 0x3b62, 0x7601, 0x5096, 0x3ba1, 0x0db8, 0x08e4, 0xe783, 0xfc4a, 0x9960, 0x1f4f, 0x7f29, 0x68fa, 0x3a33, - 0x7ccf, 0x335d, 0x354a, 0x1a0b, 0x3984, 0x85ee, 0xba38, 0xe8af, 0x8f89, 0x44dc, 0x8a90, 0x1b4d, 0xdcb4, 0x0f1a, 0x2acb, 0x88b3, - 0xc5f3, 0xf1ba, 0xcb3e, 0x7f46, 0x42fc, 0x9e3f, 0x9532, 0xfb10, 0x8d56, 0x0828, 0xaa7d, 0x231b, 0x2661, 0x6b98, 0xe56c, 0xe78e, - 0x1712, 0x9843, 0x403e, 0x2c31, 0x4bc3, 0xb18d, 0x48f8, 0x2922, 0x3d25, 0x2988, 0x5bfc, 0xb6d3, 0xb54a, 0x654c, 0x0dfa, 0xec96, - 0xca97, 0x1e64, 0xc697, 0xce3e, 0xd93e, 0x4c04, 0x6563, 0xd491, 0xbfa1, 0x5486, 0x10cb, 0x9791, 0xc039, 0x84e0, 0xbe89, 0x043a, - 0x48a0, 0x8e28, 0x97a1, 0x1c37, 0x9a78, 0xfdbc, 0xf0e4, 0xb911, 0xdbed, 0x8308, 0xb51c, 0xdc7d, 0xfc6a, 0x1233, 0xa686, 0x28b9, - 0x6b07, 0x41ef, 0xe713, 0xd969, 0x434a, 0x59c9, 0xa27a, 0xb1b3, 0x2a5e, 0xfd5c, 0xf04b, 0x18ac, 0xe853, 0x3551, 0x240f, 0xec7b, - 0x2c70, 0x2fa0, 0x3242, 0x4503, 0x91db, 0xcf41, 0x5a96, 0x5b14, 0x689d, 0x4c01, 0x3bdf, 0x1f95, 0x670d, 0x0c2f, 0x483f, 0xdd4b, - 0xcf6c, 0x42f0, 0x93a1, 0x7159, 0xc55c, 0xc002, 0x7c51, 0x29ec, 0x6cbd, 0xf55b, 0xe501, 0xc312, 0xd78f, 0x5e46, 0xfc26, 0x198e, - 0xd06d, 0xb794, 0x3ea1, 0xf792, 0x08e5, 0xe107, 0x8492, 0x9559, 0xa291, 0x052f, 0x02b6, 0xaed2, 0x9d2d, 0x6b8d, 0xa3f1, 0x8cae, - 0xcaee, 0x74e2, 0x9438, 0xa83c, 0x83b6, 0xbc29, 0x2199, 0x4df7, 0xed1a, 0x6a0f, 0x231d, 0x0ef6, 0xfeec, 0x85d7, 0x0a0d, 0xb3d6, - 0x47c8, 0x0c9c, 0xa1b4, 0xb4a6, 0x751a, 0xe7b5, 0x124c, 0x728e, 0xea2b, 0xfa5d, 0xca43, 0x38ce, 0x20d5, 0xa0dd, 0xa2a1, 0x4480, - 0x5cc6, 0x5198, 0x991e, 0x1df6, 0xdcc5, 0xe5af, 0xe3b1, 0x00b7, 0x9a72, 0xdb21, 0x997a, 0x6dce, 0x3d2d, 0xc226, 0xc432, 0x15cd, - 0xb0aa, 0x7f81, 0xb2b4, 0x4d4d, 0x6373, 0x7011, 0xf663, 0x17c5, 0x3357, 0xed0c, 0x6d4c, 0x7388, 0x25de, 0x72e7, 0x9632, 0x5c15, - 0xf09f, 0xa32d, 0x80a0, 0x4c3b, 0xc009, 0x0320, 0x915f, 0x4720, 0xa08d, 0x691f, 0x8f43, 0xe156, 0x37a9, 0xdbb7, 0x6529, 0x1b49, - 0xe14b, 0x6d92, 0x4861, 0x9793, 0x200c, 0x06ff, 0x62ef, 0x6c84, 0xfa90, 0x68d2, 0x24d6, 0x5961, 0x5bde, 0x7853, 0x9a21, 0xc4a0, - 0x85d9, 0x51c5, 0xf6ea, 0x5623, 0x9aed, 0xc2b9, 0xab5b, 0x934b, 0x7f6a, 0x6b2c, 0xadf0, 0x54a0, 0x6c43, 0x76ed, 0xb531, 0xf7c2, - 0x0a2d, 0x8896, 0x113d, 0x617e, 0x2db5, 0x96c0, 0x85fd, 0x8d7c, 0x7a39, 0xed5b, 0x332f, 0x377f, 0x2c51, 0xb729, 0xc8e5, 0xf930, - 0x7fa2, 0x2f03, 0x9742, 0x1007, 0x77ed, 0x395b, 0x76c9, 0xb4a1, 0xc11f, 0x7d86, 0xd444, 0x5d45, 0x8324, 0xeb5e, 0x5015, 0xa637, - 0x06af, 0x91f7, 0xaa5d, 0xb259, 0x57ce, 0xc91e, 0x0a52, 0xe5d5, 0x8e54, 0x2309, 0x2dbd, 0x2e06, 0xaf84, 0xb50a, 0xcd89, 0x6400, - 0xc99b, 0x8f76, 0x9ba4, 0xdf54, 0x553c, 0x35b1, 0xa218, 0x209c, 0xd0cd, 0xc422, 0x5132, 0x1bca, 0x25e6, 0xeae2, 0xa4c0, 0x0b82, - 0x4f2e, 0x56a9, 0x9a16, 0x3447, 0x2878, 0xe687, 0xa7a6, 0xe7bd, 0xe5b3, 0x3b81, 0x9a59, 0x0659, 0x1191, 0x64ba, 0x6b2f, 0xecf0, - 0x420c, 0x1f31, 0xb2ad, 0xf433, 0xcfa1, 0x2573, 0xf13d, 0x89b1, 0x3115, 0xd47c, 0xcecc, 0xa13b, 0x3246, 0x9cd5, 0xcdd4, 0x8da5, - 0xdb30, 0x889d, 0xff6f, 0xc015, 0x131e, 0x6fb8, 0x9a5e, 0x7cd4, 0xc5f2, 0xfbdb, 0x1e71, 0x7ba3, 0x3000, 0xad65, 0x159a, 0xaaa0, - 0x4d13, 0x182f, 0x7b45, 0xaabe, 0xb04b, 0x2ebb, 0x30b3, 0x2b58, 0x3607, 0x3864, 0xab37, 0x693d, 0xae2e, 0x7969, 0x2025, 0x1318, - 0x404c, 0xea36, 0xcf32, 0xd742, 0x0aa4, 0x573d, 0xd050, 0xb182, 0x40f6, 0xa705, 0xad9d, 0x461c, 0x1af5, 0x90fe, 0x92b7, 0xe819, - 0x7ece, 0x1530, 0x6b8f, 0xab84, 0x282c, 0x8878, 0x4fb2, 0x7e29, 0x0fa0, 0x038a, 0x5f60, 0x8586, 0xbf24, 0x8fe9, 0x819f, 0x0586, - 0x9a86, 0x943c, 0x8ad2, 0x0a6f, 0x8dbe, 0xb9e7, 0x8213, 0x8ea7, 0xf5cc, 0x3e26, 0xd918, 0xc2fb, 0x3869, 0x848b, 0xdfb9, 0x2dd1, - 0x0627, 0x19f2, 0x0621, 0x7506, 0x0bf6, 0xf234, 0x517e, 0xe014, 0x6df2, 0x8e4e, 0x8b41, 0x8e30, 0xfe91, 0xf4f8, 0xe9b2, 0x9b3d, - 0x6cf0, 0x53d7, 0xb671, 0x3d65, 0xe719, 0xa510, 0xa645, 0x5752, 0x719f, 0x3813, 0xb330, 0x1bf6, 0xe6bf, 0xaa77, 0x94f1, 0xd3c2, - 0x146b, 0x1df1, 0xb45c, 0x4ba7, 0xa9c1, 0x26b8, 0x54fc, 0x1a7d, 0x9160, 0xebd6, 0xad21, 0x6d17, 0x66ec, 0x70a6, 0x92c8, 0x082b, - 0x3d8e, 0x7823, 0x21ae, 0x5b7d, 0xc98e, 0x0ba5, 0x6958, 0x5a13, 0x81c3, 0xa41f, 0xe482, 0x7151, 0x89cf, 0x9c03, 0x3958, 0x4c3c, - 0x39d2, 0x1181, 0x81c2, 0x52fd, 0x4ba8, 0xbc65, 0x34ba, 0x29c1, 0x292c, 0x4bcc, 0x3c1d, 0x5b11, 0xe11d, 0x3e87, 0x81f1, 0x5a97, - 0x0302, 0x2c70, 0x3a01, 0x2adc, 0xc792, 0x4a52, 0x4cbf, 0x6d7e, 0x8390, 0xe41b, 0x8f4d, 0x46a7, 0x3b47, 0xabef, 0x1331, 0xb83c, - 0xf0c7, 0x29d9, 0x5422, 0xdf83, 0x2291, 0x940b, 0xe74b, 0x5a3a, 0xbe98, 0x2995, 0xeaab, 0x3cee, 0xc475, 0xd2d0, 0xba0a, 0x0189, - 0xcfd5, 0x016e, 0xac71, 0xf98f, 0xa423, 0xc0bc, 0xc237, 0x9230, 0x409d, 0x49be, 0x844c, 0x8e82, 0x1cf0, 0x1f3a, 0x9393, 0x687a, - 0x914e, 0xe1fe, 0x648d, 0x197f, 0xc819, 0x645f, 0x1bed, 0x6f8f, 0xd673, 0xc493, 0x7644, 0x52a7, 0x6e56, 0x0ae3, 0x192b, 0x24fa, - 0x2a0f, 0xaecf, 0x65b4, 0x6f49, 0x96d0, 0xa8f3, 0x0bda, 0xe5ab, 0x6160, 0x6676, 0x62bd, 0xabb7, 0xa853, 0x73ff, 0x9bd0, 0x4a7a, - 0x0a5e, 0xc89d, 0x96a4, 0xae1c, 0x1bc5, 0x36d7, 0xd954, 0x3d3a, 0x435f, 0x41b9, 0x3bb7, 0x7e32, 0x890a, 0x8f28, 0x67eb, -}; - -uint16_t q15_relu_input7[1023] = { - 0x4858, 0xf6b1, 0xbe94, 0xd576, 0x6e8c, 0x2955, 0xbad6, 0xdd5c, 0x4d1e, 0xe69c, 0xfed3, 0xd896, 0x6912, 0xcc20, 0x2415, 0x2981, - 0x73de, 0xc0f7, 0x76d3, 0x7d04, 0x33a9, 0x4441, 0x3ec6, 0xf653, 0xabc0, 0x32d1, 0x93a2, 0x0550, 0xa452, 0xb9d1, 0xe867, 0xb0ba, - 0x3c18, 0xe4a1, 0xf8cb, 0x2bd6, 0x82aa, 0xd976, 0x0b75, 0x2a71, 0xb00a, 0x9e38, 0x9ea5, 0xab6a, 0x510b, 0x94a8, 0xa5e7, 0x4ba4, - 0x636a, 0x79f8, 0x2b16, 0x0ea2, 0x6b48, 0x27d8, 0x4921, 0x13c5, 0xe3e9, 0x41aa, 0x90ec, 0x5323, 0x9581, 0xc2d6, 0xb858, 0x43e0, - 0xbd1a, 0xcc61, 0xb49c, 0xb43e, 0x2846, 0x141c, 0x2f83, 0x5963, 0x588f, 0x68fe, 0x7b54, 0xf61a, 0x8267, 0xcf5f, 0x90e2, 0xface, - 0x96f8, 0x7fdf, 0x6a9f, 0xf725, 0x9117, 0x3974, 0x5883, 0xc48e, 0x1148, 0xc49c, 0xc7ec, 0xe1be, 0x3b7e, 0x612d, 0xf8fc, 0xa9b4, - 0x67a6, 0xc764, 0x0121, 0x04b9, 0xf2c4, 0x46f6, 0xe066, 0x4132, 0x779e, 0xf8c7, 0x6747, 0x44e8, 0x9dac, 0xce81, 0x50a0, 0x97f3, - 0xa792, 0x15fd, 0xbb1d, 0xe520, 0x762a, 0x1a67, 0xa609, 0x6ef0, 0xd9ba, 0x955c, 0xe415, 0x2ac2, 0xaa44, 0x8c38, 0x1fda, 0x50f0, - 0xda1d, 0xd4e7, 0xac21, 0x8701, 0xff10, 0x213c, 0x50b3, 0xddeb, 0xae85, 0x5551, 0x230b, 0x3fb6, 0x59dd, 0xad21, 0xb133, 0x61fd, - 0xad1a, 0x61c1, 0x38e9, 0xc279, 0x790b, 0xbe59, 0xdfab, 0xa614, 0xfb45, 0xc24c, 0x6f77, 0x1875, 0x4734, 0xe79b, 0x70c7, 0x1641, - 0x6908, 0xd36f, 0x0011, 0xe8db, 0xe735, 0xd188, 0x4f28, 0x50e9, 0xe938, 0x7d66, 0xb275, 0x8b8c, 0x2121, 0x97a9, 0x7194, 0x5789, - 0x6bc9, 0xf254, 0x2abf, 0xa2d1, 0x5ac9, 0x3540, 0x708d, 0x4627, 0x03bc, 0x002a, 0x73df, 0xe335, 0xcbcf, 0x6fbe, 0x6d4d, 0x7dfb, - 0x787a, 0x13aa, 0x9bcb, 0x8bce, 0x5652, 0xbbc4, 0xce21, 0x622e, 0xbb54, 0xa7d3, 0xd5c1, 0xbf93, 0x8f7d, 0xa052, 0x0b24, 0x08c5, - 0x0f24, 0x25c1, 0x07c4, 0x226c, 0x69db, 0xf039, 0x8227, 0xf612, 0x77bf, 0xe0aa, 0xf4a5, 0xb1b2, 0x4ef6, 0x79cc, 0x85b5, 0xfb05, - 0x7f4d, 0xc958, 0x34a1, 0x4acc, 0x498e, 0xa7ef, 0x1765, 0x0ce9, 0x5d1e, 0xca57, 0x1e89, 0xbbf8, 0x9e17, 0x8c04, 0x5642, 0x9879, - 0xf9c2, 0x790c, 0x6ba7, 0xdf0f, 0xbbbe, 0x354d, 0xed21, 0x607c, 0xe663, 0xda1c, 0xd9da, 0x30e2, 0x71a0, 0x5117, 0x239d, 0x6d53, - 0xbde1, 0xf1d6, 0x133a, 0x6153, 0x5cf4, 0xa6de, 0x9d83, 0xd863, 0x1ab6, 0x65b1, 0xe99b, 0x73d5, 0x8ceb, 0xba73, 0x42b8, 0xa526, - 0xb6c5, 0x990d, 0x56aa, 0xb2f3, 0x50e8, 0x8891, 0xd13c, 0x3aa0, 0x4533, 0x8a48, 0x637f, 0x6705, 0xffa8, 0x88b7, 0x1534, 0xa5b1, - 0x0fc8, 0x94fc, 0xc25c, 0xb6f4, 0x4ba6, 0x8778, 0xd685, 0x85ce, 0xd44a, 0xb766, 0x5186, 0x0423, 0x5977, 0x8312, 0x7ac3, 0xaf22, - 0x820d, 0xafc8, 0x4ed1, 0xe43f, 0x4eeb, 0x78f5, 0x0339, 0x2c2d, 0xc2fd, 0xddbd, 0x183b, 0x8440, 0xfdb8, 0xeba3, 0x6da9, 0xcb4e, - 0xe1fc, 0xae56, 0x8006, 0xc2ab, 0x67db, 0x9c39, 0xbd6c, 0x6720, 0x1c87, 0x377a, 0xae20, 0x0827, 0x76a7, 0x526c, 0x4717, 0x7dd6, - 0xa78d, 0x86fa, 0x2769, 0x5010, 0xb0f1, 0x6968, 0x33fa, 0x2d0b, 0x2f83, 0xf016, 0x49c5, 0xc593, 0x4dbf, 0xad6c, 0x4982, 0xf4b4, - 0xafdf, 0xb647, 0x1ea4, 0x1f37, 0x7f36, 0x8456, 0x03d8, 0x38ed, 0x7646, 0x6991, 0x7743, 0xfe05, 0x2b3e, 0x15eb, 0xd892, 0x7fdc, - 0xf988, 0xb17c, 0x9599, 0xd50f, 0x76c5, 0x983d, 0xea6d, 0x8af7, 0x952d, 0xaabd, 0x889c, 0x521e, 0x5531, 0x632d, 0x15f1, 0xac1c, - 0x3408, 0x0e96, 0x673c, 0x7049, 0x6fd4, 0xf3a3, 0x09fb, 0xd0e8, 0x924c, 0x4ad0, 0x9e75, 0x857d, 0x34c4, 0x4f31, 0x21a8, 0x4b05, - 0x0393, 0xd7ee, 0xaeba, 0xea96, 0x5bcd, 0x21b1, 0x36a3, 0xa403, 0x9b17, 0xadb3, 0xaed2, 0x6077, 0x8bc4, 0xb77f, 0xdee3, 0xac18, - 0x612a, 0x767a, 0x1686, 0xa040, 0x61fa, 0x8b92, 0x583b, 0x7546, 0x667e, 0xa94c, 0x2adb, 0xb342, 0x47dc, 0xdc2b, 0xf06c, 0xe5bd, - 0xd165, 0x7649, 0xbf78, 0x9df4, 0x28dc, 0xfbb3, 0xeb5e, 0xc586, 0x3052, 0xe848, 0xe474, 0x9906, 0x9ee9, 0xea93, 0x3d92, 0xd994, - 0xb3f7, 0x2f33, 0x6de2, 0xb102, 0x3288, 0xb2d3, 0x176b, 0xd20f, 0x3799, 0x50e2, 0xca04, 0xa07c, 0xbabc, 0x16cb, 0xd4ed, 0x1d80, - 0x1615, 0x248c, 0xc0b9, 0xfbab, 0xd546, 0x923e, 0x8a7c, 0x87c8, 0x2d4f, 0x71a7, 0xc77b, 0x8958, 0x1b48, 0xa700, 0xb113, 0x4e5c, - 0x9299, 0x91b2, 0x16fb, 0xdbdb, 0xe090, 0xc946, 0x4846, 0x236c, 0xa236, 0x287e, 0x865b, 0xb5de, 0x18ea, 0x1ae7, 0xccd7, 0xef56, - 0xf6f7, 0x41e7, 0x411b, 0x4d81, 0x82ea, 0x3693, 0xa3fa, 0x24ed, 0xa5fd, 0xbefc, 0x0dbc, 0xe06e, 0x9981, 0x7578, 0x0abd, 0x6837, - 0x29b3, 0x5e05, 0xbf35, 0x8f84, 0x99dc, 0x7613, 0x6639, 0xea01, 0xfc92, 0x720a, 0x9ba4, 0xa6da, 0x8bca, 0x59c1, 0x4ed3, 0xe7f0, - 0xab39, 0x01b7, 0x8b88, 0x1343, 0x1bf0, 0x7e82, 0x16ce, 0xf4db, 0x88b7, 0xe394, 0x637a, 0xbeb0, 0xa7f0, 0x7140, 0x0c2d, 0x498b, - 0x1a4f, 0x0db6, 0xc1c0, 0x3061, 0xe849, 0x94a4, 0x6e25, 0xc6ff, 0xbfc2, 0x369e, 0x67d0, 0x9e7a, 0x1d58, 0x5495, 0x55a1, 0x6472, - 0xa996, 0x4fec, 0x80c9, 0xdd13, 0xe111, 0x4a5b, 0x112c, 0x4e2c, 0xc721, 0x6d56, 0xde37, 0x2b83, 0x37b1, 0xe735, 0xb350, 0x00e5, - 0xed72, 0x1cc2, 0x9e2e, 0xc343, 0x79a3, 0xbead, 0x8a74, 0x6897, 0x2585, 0x61d1, 0x64ef, 0x978e, 0xda45, 0x256b, 0xca05, 0xc3e4, - 0x0641, 0xd456, 0x2abc, 0xf36b, 0x4f2a, 0xa0fe, 0x282e, 0xb5de, 0x5125, 0xaf77, 0x9f16, 0x466a, 0xe1eb, 0xcad6, 0x47b1, 0xcfac, - 0x2e56, 0x4f99, 0xa300, 0xa41c, 0x1f6c, 0xac95, 0x1bf2, 0xcfcc, 0x4679, 0x905d, 0xfc47, 0x6dc7, 0xd537, 0x0117, 0xffa9, 0x9975, - 0x9915, 0x85b5, 0x8590, 0x0024, 0x4d38, 0xbca0, 0xa1eb, 0x020c, 0x034a, 0xd23c, 0xf832, 0x8b0b, 0xe87b, 0xf3ca, 0xf924, 0xe133, - 0xbb2e, 0x1b39, 0xf18e, 0x11c2, 0xe8fa, 0x75ce, 0xfa3b, 0x50e7, 0x3d10, 0x63b9, 0x657a, 0x77ab, 0x2e87, 0xf340, 0x37ac, 0xd79a, - 0x48d5, 0x522f, 0x9f9c, 0x2cf4, 0x1cf8, 0x0589, 0xb243, 0x9639, 0xa1fc, 0x0968, 0x3645, 0xf7b2, 0xc2f7, 0x1359, 0x435c, 0xb8c6, - 0x0a12, 0x8620, 0x98ec, 0x6455, 0xd598, 0xeb48, 0x3817, 0x3117, 0x5aa1, 0x4dba, 0x12aa, 0x59b2, 0x78e5, 0x348d, 0xe7af, 0x55a4, - 0x3df4, 0xf5db, 0x09ff, 0x3287, 0x71cd, 0x9f2f, 0xe771, 0xdb6b, 0xafa4, 0xb644, 0x666e, 0xedec, 0xf5c7, 0x71e4, 0x6069, 0x77ea, - 0xd63c, 0x21bd, 0x5fc1, 0xbc30, 0xff6f, 0x5064, 0x9d75, 0x8d1c, 0x2353, 0x2ea0, 0xdd39, 0x4e0d, 0xc8bb, 0x4319, 0xaca7, 0x8bbc, - 0x75f0, 0xb630, 0x5e86, 0xfecd, 0xdf21, 0x625b, 0xb01d, 0x8fed, 0x6434, 0xc2dc, 0x2282, 0x1ce9, 0x8d65, 0x4fc4, 0x0223, 0x9cb0, - 0x60c2, 0xcf8d, 0x06a0, 0x43e5, 0x4a45, 0x51ee, 0xb47b, 0x1fa7, 0xad35, 0xea30, 0xb92a, 0x7880, 0x5bb0, 0x14a3, 0x94d4, 0xde75, - 0x00cf, 0xb53b, 0x504e, 0xb507, 0xc808, 0xbc10, 0x6781, 0xcd67, 0x93d9, 0x9057, 0xd18c, 0x7a7d, 0xf36c, 0x3e74, 0x70f9, 0x8894, - 0xc2f8, 0x8901, 0x594e, 0x6f31, 0xd616, 0xdfcf, 0x4f72, 0x6cba, 0xc85c, 0xbf17, 0x849a, 0xdc9c, 0xc03d, 0x59d0, 0x6882, 0xfce7, - 0x740d, 0x0c89, 0xb246, 0x6b8b, 0x6a1e, 0x9fe4, 0xbfab, 0xf040, 0x5c6d, 0x2af9, 0xa20a, 0x1a9d, 0xdfa7, 0x6f6f, 0x01c6, 0x684b, - 0xdfab, 0x9b4f, 0x055c, 0xab3a, 0x0e2f, 0x77c3, 0x9eb9, 0x4004, 0x63ca, 0x03e0, 0xd198, 0x5bf1, 0x545c, 0x1846, 0xca32, 0x681a, - 0x8dbb, 0xb652, 0xe2a9, 0xa4c9, 0x0b36, 0x1eb5, 0x314d, 0x6ee6, 0x632b, 0xe0eb, 0xc586, 0xfa12, 0x0d71, 0x9968, 0x2aa1, 0x2758, - 0x962a, 0x163a, 0xd06a, 0xdee4, 0x4d31, 0xe0ae, 0x9f67, 0x6371, 0x4cc5, 0x4636, 0x4850, 0xbd4f, 0x7256, 0x96d3, 0xb1c1, 0xf6eb, - 0xb141, 0xde0c, 0xdba2, 0x74ce, 0x9365, 0x7afe, 0xc814, 0xeef9, 0x78f9, 0x8531, 0xea45, 0x4c5d, 0xe43e, 0x614c, 0xb163, 0xb91f, - 0x85a3, 0xe1ec, 0x8922, 0xfae4, 0xc9ec, 0x6567, 0x42e0, 0x44fa, 0x9499, 0x23eb, 0xacd6, 0x4a9d, 0xb935, 0xa56c, 0xd102, 0xc238, - 0xaf7b, 0xd0ac, 0xea32, 0xc062, 0x3684, 0x8a32, 0xe561, 0xb94b, 0x6e66, 0xcb80, 0xc5ab, 0xe064, 0x1152, 0xf53c, 0x59ee, 0xfb30, - 0x3f72, 0xb537, 0x93bd, 0x8dfd, 0x63fd, 0xdf3f, 0x206e, 0xbb75, 0xf6cf, 0xf818, 0x07e5, 0x8e98, 0x6a9d, 0x9af8, 0x6337, 0xe184, - 0xc860, 0x8e42, 0xc83a, 0x0dea, 0x43c1, 0xa421, 0x9580, 0x5d8a, 0x7a27, 0x1e0c, 0x2c4c, 0xde60, 0xa8d3, 0x7d7d, 0xfbf9, 0x3743, - 0x3657, 0x71c8, 0xfd0e, 0x44b2, 0xb91f, 0xf34f, 0xa073, 0x803b, 0x3d91, 0xbda2, 0x74c6, 0xaf9a, 0xd6ac, 0x2581, 0xc9b7, 0x99ca, - 0x7e84, 0xc8f1, 0x133c, 0x2112, 0x12e8, 0xeb64, 0x47fe, 0xd57f, 0x5344, 0xbbda, 0x3209, 0x40e8, 0x5b41, 0x4c51, 0x76ec, 0x7512, - 0x720f, 0xce41, 0x1c0e, 0x8852, 0x4c2a, 0xdb61, 0x54f9, 0x57c3, 0xd3e0, 0x9179, 0x4611, 0x4beb, 0x79f2, 0x2520, 0x4b2d, 0x630d, - 0x75fa, 0x94c5, 0xadfa, 0xbb05, 0x3252, 0x9522, 0xa2ba, 0x9966, 0xd6e4, 0xb5dc, 0x4bf3, 0xef64, 0xc278, 0xb8cc, 0xaab6, 0x05bd, - 0x5a2e, 0x2e23, 0x40ae, 0x22d9, 0xebce, 0xec8c, 0x4f0c, 0xe294, 0xa608, 0xa0a6, 0x299b, 0xc498, 0xe869, 0xfc74, 0x14db, 0xcf88, - 0x4538, 0xd2fd, 0xda26, 0x52be, 0xdb7d, 0xdb62, 0x7bda, 0x76f3, 0x207d, 0x64b6, 0xda31, 0x31d0, 0xac67, 0x31e3, 0x2778, -}; - -uint16_t q15_relu_input8[1023] = { - 0xca12, 0xfb6b, 0xd2bf, 0x3578, 0x4577, 0xe455, 0xc120, 0xe6ae, 0x4f53, 0xa9ae, 0x9e63, 0xd1f0, 0x69fa, 0x82af, 0x6811, 0x1cc8, - 0xab64, 0xe220, 0x0a03, 0x6672, 0x6a0a, 0x25e7, 0x8636, 0x6338, 0x1c8f, 0xf57d, 0xbb27, 0x6452, 0xeb10, 0x9014, 0x8a56, 0xa06a, - 0x64ce, 0x96bf, 0xd3c1, 0x8620, 0x2e1a, 0xbbb3, 0xac52, 0x827f, 0xe978, 0xef31, 0x7a40, 0x37da, 0x1e4f, 0x61de, 0x3db7, 0x5334, - 0x358c, 0x2d54, 0x2129, 0xcf7a, 0x312c, 0xe762, 0xe33d, 0x5ad4, 0x7c66, 0x4a9d, 0x4dee, 0x1139, 0x92e3, 0x5a73, 0xbfae, 0x8a97, - 0xf8d3, 0x26e5, 0xfb7d, 0xbc86, 0x0194, 0x59a1, 0x0f66, 0x6b57, 0xd79b, 0xe405, 0x97d7, 0x7f9d, 0x818d, 0xc426, 0xd725, 0x64e3, - 0x3072, 0x425c, 0x999f, 0x8e10, 0x4fb4, 0xea6f, 0x585c, 0x0b1b, 0x455c, 0x7a5f, 0x9b2c, 0xa8b0, 0x2791, 0xdffc, 0x3285, 0x7f7a, - 0x9c4b, 0x33e5, 0xa577, 0xa64c, 0x6e12, 0xef6e, 0xbcaf, 0x3a89, 0x5534, 0x6bd1, 0x804e, 0xa013, 0x4920, 0xf226, 0xcf9e, 0x6d2a, - 0x27f0, 0xa5c9, 0xe1e2, 0x87a5, 0xa850, 0x57b6, 0xe614, 0x9dd5, 0xc5d0, 0x84f7, 0xd41c, 0xb698, 0xf5b5, 0x75eb, 0x2cd3, 0xb6e1, - 0x4434, 0xd18a, 0xfc16, 0x13bd, 0x6f19, 0x58ea, 0xf90b, 0xcf9b, 0x8c18, 0xf6b4, 0x3d2d, 0x927e, 0x73b0, 0x4e96, 0x4897, 0x9ebe, - 0xa09b, 0x057e, 0x7e9d, 0x82fa, 0x9d34, 0x196e, 0xc3c1, 0x1e5e, 0x079a, 0x14d7, 0x0319, 0x791e, 0x0224, 0x3f45, 0x3f84, 0xa74e, - 0x43de, 0x7a53, 0xb3a8, 0xbee4, 0xfb70, 0x64d0, 0x012b, 0x755f, 0xe08c, 0x30dc, 0xeec9, 0x675e, 0xbdf9, 0xa7aa, 0x3a9b, 0x9426, - 0x10c8, 0x3b31, 0x64c0, 0xb838, 0xd3e4, 0x2b81, 0xb79a, 0x690a, 0x83f9, 0x442c, 0x4c3e, 0x64dd, 0x934e, 0x2e22, 0x841b, 0x0ace, - 0x6270, 0xfc65, 0xd6bd, 0xc51d, 0x33f3, 0x9b00, 0xe6e1, 0x52b6, 0x2a1b, 0x5a85, 0x10be, 0x08c2, 0x4f2f, 0x18fc, 0xfd18, 0xe826, - 0x105b, 0xef6d, 0x1707, 0xff45, 0x49bf, 0xc5fa, 0xafd8, 0xce2d, 0x667a, 0x1b5f, 0xe93f, 0xece4, 0x5670, 0xcd12, 0x253b, 0xf43d, - 0x467f, 0x8356, 0x0751, 0x7f18, 0xb082, 0x215c, 0x692a, 0x5346, 0xedd9, 0x6a77, 0xb194, 0x71ba, 0x615c, 0x5103, 0x389d, 0xf115, - 0x070c, 0xe1f8, 0x9ffb, 0x6c06, 0x70d9, 0x27a4, 0xded3, 0x09d7, 0x8300, 0x1100, 0xc16a, 0x71fd, 0x7e86, 0x1002, 0xc5c0, 0x410a, - 0xce1e, 0x718b, 0x0b2f, 0x432b, 0x3dc1, 0xd5e9, 0xed56, 0xa432, 0x2987, 0x4ca4, 0xc684, 0x1e5b, 0x5028, 0xb6fd, 0x7c17, 0x88e5, - 0xe147, 0x523f, 0x873b, 0xbe69, 0x8cfd, 0x91f4, 0x4fec, 0xf3d6, 0xa18d, 0x2e8b, 0xf4c9, 0xf82a, 0x4b85, 0xab12, 0x6328, 0x2877, - 0xb345, 0xe9bf, 0x7e26, 0xc739, 0xf613, 0xea05, 0xf322, 0xf235, 0xc5ad, 0x0cc1, 0x2446, 0x03f5, 0x7456, 0xaa79, 0x1133, 0x3f86, - 0xc168, 0xff5c, 0x8c0d, 0x5ae4, 0x7066, 0x94dc, 0x987f, 0x7174, 0x56d2, 0xb988, 0x2aab, 0x5358, 0xe7f2, 0x8064, 0x84da, 0x6ba1, - 0xccf3, 0xdd9d, 0x4c19, 0xe415, 0x3260, 0x2f83, 0xdb58, 0xe5f0, 0xb7f4, 0x5643, 0x27eb, 0x8271, 0xb781, 0xd1a3, 0xb225, 0x5ead, - 0xf7e9, 0x3555, 0xb69e, 0xef84, 0xc462, 0x4ec5, 0xf4a6, 0x087c, 0x9103, 0x9641, 0x92b6, 0x96f3, 0xfb22, 0x41b1, 0x32ca, 0xd4e8, - 0x0de0, 0x17c1, 0xf5b6, 0x92b3, 0xd8c5, 0xccc8, 0x86f9, 0xea9d, 0xdf39, 0xc3b1, 0x8d3b, 0x354f, 0xb82b, 0x76e4, 0x5a12, 0x9d7b, - 0x5d82, 0x2da4, 0xe4a4, 0x6e98, 0x31ea, 0x890b, 0x0016, 0x62d5, 0xec4f, 0x39cd, 0xf4c5, 0xb978, 0xabc7, 0x45dc, 0xec7d, 0xe565, - 0x60d4, 0xf683, 0x6612, 0x5cb3, 0xc4f6, 0x9913, 0x267b, 0x85a8, 0xbf1a, 0x5601, 0x2f1f, 0xdc3c, 0xac21, 0x744e, 0x1776, 0x6e5e, - 0xa40a, 0x6361, 0xcbd9, 0x703a, 0x3593, 0x7c9b, 0xcc39, 0x8241, 0x8431, 0x9a5d, 0xa150, 0x325b, 0x86ff, 0xaad6, 0xc721, 0xeedb, - 0xbf47, 0x87b2, 0x414c, 0x2553, 0x8c26, 0x7f7a, 0x0187, 0xd7e2, 0x00b7, 0xb8bb, 0x5798, 0xb477, 0x6cec, 0xdb98, 0xa859, 0xbf21, - 0x2f54, 0x539f, 0x196e, 0xd3f9, 0x4e97, 0xe08f, 0xf2be, 0xb31e, 0x1849, 0x74bb, 0xc0fd, 0x36b6, 0x533a, 0x143b, 0xd635, 0x3f4d, - 0xcc7d, 0x218d, 0xd227, 0xc963, 0x4783, 0x17fa, 0xd100, 0x234c, 0xae48, 0x5d47, 0x025f, 0xa7d4, 0xc558, 0x0602, 0x7d4b, 0x3295, - 0xe33d, 0xfde7, 0xce31, 0x2988, 0xcf7b, 0xf7e7, 0x30d9, 0xab1f, 0x46ec, 0x4146, 0xabb3, 0xc22b, 0xffaf, 0x58e3, 0xfbf5, 0xef2b, - 0x80a2, 0xbfa6, 0x8364, 0x5ab8, 0xfe5a, 0x98ad, 0xfa27, 0x0c51, 0x9488, 0x6164, 0xb37d, 0x78a2, 0x2a54, 0x3b34, 0x5d19, 0xe5c2, - 0x7a60, 0x32b3, 0xbdfa, 0x3c33, 0xbada, 0x2220, 0xb8d5, 0xa9ca, 0xcf9e, 0x05ac, 0x1d20, 0x9a37, 0x1ab5, 0xf34f, 0xf73c, 0x4162, - 0x21ec, 0xe31c, 0x3153, 0x7404, 0xe757, 0x0c8a, 0x768e, 0x99e9, 0xb7bd, 0xf47d, 0x2421, 0x10cb, 0x00ac, 0xdf71, 0x7d54, 0x7f2f, - 0x156e, 0x3128, 0xd0a9, 0x8c12, 0xd764, 0xa762, 0x10e2, 0xae3b, 0x712a, 0x65bd, 0x857c, 0x0587, 0xa72d, 0x0178, 0xf4f7, 0xb0ac, - 0x26de, 0x7f35, 0x26d0, 0xff71, 0xe699, 0x0877, 0x339b, 0xbb24, 0x4b87, 0xd4d6, 0xac9c, 0xcf3d, 0x8361, 0xedbb, 0x9805, 0xe323, - 0x1628, 0x39aa, 0xa00b, 0x9e90, 0x3b26, 0x93b1, 0x12f5, 0xfc7b, 0x8ec2, 0xbdf8, 0x26c9, 0xde83, 0xebe3, 0x7876, 0xbbfb, 0x4373, - 0xbf26, 0x62b4, 0xdabf, 0x0d0b, 0xcd11, 0x75a1, 0x45cc, 0xfeb9, 0x2609, 0x0c3e, 0x4aac, 0xd37c, 0x1fd2, 0x0891, 0x3322, 0x230d, - 0xd9af, 0xa558, 0xd45d, 0x592d, 0xbb3c, 0x5a30, 0xb1d9, 0xf327, 0x7341, 0xf289, 0x2417, 0xc137, 0xee98, 0xefd9, 0x4e2b, 0x3e1f, - 0x1046, 0x436a, 0xd7aa, 0x626d, 0xa22b, 0xef3d, 0xe53a, 0xf667, 0xaa57, 0x9e5f, 0x77b8, 0x1292, 0x62de, 0x04d3, 0x86f8, 0x795d, - 0xe599, 0xdb7b, 0xc3b2, 0x7771, 0x9aa8, 0xd49f, 0x8293, 0x9f7e, 0xe643, 0xc058, 0xe29b, 0xd673, 0x5ac5, 0xe790, 0x7c64, 0x658f, - 0x7ada, 0x30d6, 0xd06b, 0x96bc, 0xfad3, 0xe30d, 0xaab0, 0xe490, 0xcfeb, 0xdabb, 0x2c96, 0x2797, 0xd08c, 0x13dd, 0x5584, 0x64b0, - 0x9f8f, 0x91e4, 0x8673, 0xb01a, 0x0dfe, 0x2c34, 0xffc4, 0xf3a1, 0xce0f, 0xd4af, 0x31cb, 0xad7e, 0x03b6, 0xc8b6, 0x1340, 0xb4af, - 0xf6bd, 0xd94d, 0xd055, 0xf715, 0x3a2e, 0x5527, 0x9a15, 0x2048, 0x31c9, 0x6a69, 0x8f09, 0x257d, 0xabdc, 0x7d94, 0x8acd, 0x8a06, - 0xfecb, 0xb709, 0xcbc8, 0x413b, 0xb821, 0x3701, 0x3628, 0xa606, 0xc957, 0xfd81, 0x934b, 0x74b1, 0xe106, 0x9efd, 0xd854, 0xe5ea, - 0x5881, 0x347b, 0x7f1f, 0xaef3, 0xdbf9, 0xeebd, 0x8532, 0xf4b5, 0xdc41, 0x39a5, 0x910f, 0x5e3b, 0xb038, 0x75af, 0xc5b6, 0xd3ca, - 0x7ade, 0xfcb1, 0x742a, 0xd85b, 0xa05e, 0x37e9, 0x3b7b, 0x4094, 0x6429, 0x3f39, 0xe245, 0xc404, 0xa9ed, 0x2d7d, 0xf69f, 0x4a7c, - 0x5762, 0xb661, 0xf670, 0x9a2b, 0x2e80, 0xd06a, 0x511e, 0x1e2a, 0x567a, 0xc03d, 0x8e4c, 0x798f, 0x678e, 0x28cb, 0x3d29, 0x1b7d, - 0xfd00, 0xd4b3, 0x1cd9, 0xa988, 0xcfd5, 0x7d30, 0xecd7, 0xeb55, 0x7a6a, 0xca8b, 0x5ad2, 0x1865, 0x154b, 0x49ca, 0x8ccb, 0x02b0, - 0xea5b, 0x13f2, 0xfbc5, 0x699c, 0x7fb9, 0xa201, 0x51ac, 0x9282, 0x2e7f, 0xe8b0, 0x1f4e, 0x0855, 0x1cf7, 0xaad5, 0xc7b9, 0x1626, - 0x319f, 0x0244, 0x8ed0, 0x4cae, 0xecb2, 0x1a1b, 0xe114, 0xee3f, 0xceea, 0xbad3, 0x224d, 0xec42, 0xa29b, 0x476a, 0x45dd, 0x318b, - 0x96f0, 0x21bf, 0xbf25, 0xffe3, 0x506b, 0x9897, 0x265f, 0xdbe9, 0x8915, 0x4b7b, 0x4c80, 0x7490, 0xc138, 0x793a, 0xc80d, 0x14f6, - 0xf0fc, 0xc613, 0x9c46, 0xdb87, 0xd236, 0x2403, 0x9f8f, 0x735e, 0xc215, 0x49bd, 0x06d6, 0xb6c1, 0x1b12, 0xba72, 0xd65f, 0x6f6d, - 0x5116, 0x1287, 0xc176, 0x06fe, 0xa912, 0xb5c2, 0x3649, 0xd2e3, 0x96c6, 0x332b, 0xc1ed, 0x51d9, 0x75db, 0xffe2, 0x7b64, 0x23b8, - 0x5e8e, 0x2371, 0x4251, 0x24a9, 0xd8c0, 0xfdc8, 0x4919, 0xb2a3, 0x6068, 0xaf50, 0xd642, 0xcc31, 0xf2fa, 0xfbd3, 0xbe8a, 0xdca6, - 0xd460, 0x7bfa, 0x37e3, 0xba8e, 0xabdc, 0x39d4, 0xedee, 0x6886, 0x4d84, 0x7ca2, 0x8336, 0xe955, 0x49dc, 0xd09e, 0xdb14, 0x7460, - 0x1abf, 0x609b, 0x5932, 0x01b5, 0xb9d0, 0x14cf, 0xfbe7, 0x63e2, 0xbb6a, 0xe916, 0x51d1, 0xd534, 0x396b, 0x4f93, 0xdcc5, 0x66d7, - 0x7df0, 0x2991, 0x7218, 0x989f, 0x8663, 0x263e, 0xbc03, 0x0fce, 0x8562, 0xeb82, 0xe9a1, 0xdbc2, 0x23b7, 0x08c3, 0x21d9, 0xdf11, - 0xff3b, 0x09cb, 0x6d12, 0x467d, 0xe225, 0xf742, 0x30ae, 0x52c9, 0x6c97, 0x5d6e, 0xe338, 0xddd8, 0x2cea, 0x2634, 0xd893, 0xf4be, - 0xf374, 0x494b, 0xdf41, 0x6fa6, 0xe1ce, 0x5148, 0x88c0, 0x605e, 0xbd2e, 0x01e3, 0x4756, 0xb0ad, 0xc196, 0xf2db, 0x4cb2, 0x107e, - 0xc4bf, 0x7bd2, 0xadf4, 0x7529, 0xa983, 0x0cdc, 0x2c6d, 0x7f70, 0x6523, 0xc741, 0xc4e1, 0x6981, 0x214d, 0xa896, 0x8a05, 0x26d7, - 0x0b9c, 0x55f2, 0x2d5c, 0x9d43, 0x0335, 0xbac0, 0x1ed4, 0xe1dd, 0xd877, 0xff06, 0x3263, 0x00d8, 0x272f, 0x81ad, 0x1a34, 0xb8ef, - 0x1401, 0x3902, 0x741a, 0x29fa, 0xaca4, 0x64b5, 0x892f, 0x2ee6, 0x7d20, 0xbbd9, 0x32cd, 0xc3e5, 0x925c, 0x11d1, 0x3ffd, 0x790b, - 0x3918, 0xd883, 0xe951, 0x143f, 0x760c, 0x088b, 0xd534, 0xe73b, 0xccae, 0x178d, 0x8699, 0xa112, 0x479f, 0x73f0, 0x9a0e, 0x53f7, - 0x7ae2, 0x0107, 0x961f, 0xe5f5, 0xb14a, 0x3e12, 0x0fe6, 0x606e, 0xf247, 0x4e26, 0xed96, 0x18d1, 0x4e56, 0x4abb, 0x98a9, -}; - -uint16_t q15_relu_input9[1023] = { - 0x3739, 0xc36c, 0x6abe, 0xb58e, 0x8b36, 0x011f, 0xc3ae, 0x4548, 0x4d50, 0x735a, 0xdaa6, 0x18bd, 0x0bdd, 0x10ea, 0xe787, 0xb417, - 0x14c2, 0x6757, 0xc87b, 0xa04f, 0x449c, 0x262a, 0x5e53, 0x532c, 0x7eca, 0x9b87, 0xf464, 0xf237, 0x0e33, 0xbf15, 0xd9b6, 0x5dad, - 0x2486, 0x7993, 0x191b, 0x782c, 0xcfaf, 0xd940, 0x1c13, 0xd288, 0x9900, 0xbeb1, 0xf12e, 0xa1da, 0xf463, 0x1347, 0x5050, 0xf96f, - 0x5646, 0xce7b, 0x400a, 0xa5d4, 0xf869, 0xe0d8, 0xbf02, 0x86b2, 0x2108, 0x2023, 0xe80e, 0x27c0, 0x5847, 0xe03e, 0xbd8e, 0xcfad, - 0x7173, 0xb3bd, 0xb4a4, 0xee13, 0x1fab, 0x2037, 0x9c34, 0x0390, 0x27e2, 0xcdcf, 0xf588, 0x7002, 0xc7a0, 0x844b, 0xd941, 0x59fc, - 0xa539, 0x79eb, 0x2eb9, 0xc9ec, 0xf631, 0xf3e0, 0x701e, 0xfaef, 0x551d, 0x4a5f, 0xdeb1, 0x91c4, 0x01be, 0x8d40, 0xd6ea, 0xbe62, - 0xcf6c, 0xeceb, 0x81fb, 0x6893, 0x7d8e, 0x56b4, 0x5461, 0xacc3, 0x49ec, 0xfa48, 0xea69, 0xa7dd, 0x9fe7, 0x8e66, 0x30ed, 0x8579, - 0x3b07, 0x90fb, 0x9314, 0xbeab, 0x0c19, 0xda4b, 0x6764, 0x1d19, 0x1402, 0x8167, 0x53c3, 0x4766, 0x4fcc, 0x6f3e, 0x814e, 0x0a2f, - 0xb47b, 0x1033, 0x83dc, 0xd1c9, 0x0c2c, 0xcfd7, 0xf945, 0xa362, 0x11ca, 0xc3de, 0xab11, 0x0c83, 0x8586, 0xfa1f, 0x6427, 0xc422, - 0x7f60, 0xcc6e, 0x94db, 0x8ee4, 0x3e41, 0x08cd, 0x0a75, 0x661b, 0x4028, 0x585a, 0x2980, 0xfa64, 0xc701, 0x3239, 0x751b, 0x574f, - 0x7683, 0x9b77, 0x853a, 0xdbfc, 0x2e5e, 0x2428, 0xff90, 0x8086, 0xa024, 0x8483, 0x8b8c, 0xecfa, 0x39d1, 0x8ed2, 0x1bd9, 0xd8c5, - 0x9a78, 0x9442, 0x104b, 0xa22e, 0x883a, 0xc9e4, 0xbccb, 0xfbde, 0x9ee0, 0x94c6, 0x4f1e, 0xf00e, 0xf5ba, 0xbda0, 0xc8e2, 0xdd00, - 0x7c6c, 0xbfcb, 0x4e42, 0x1864, 0xf4ad, 0x7ef0, 0x16f8, 0x7cb5, 0x8278, 0x1bc8, 0x6f86, 0x3961, 0xaa99, 0xd5a8, 0xccfa, 0xe38f, - 0xa309, 0x1ddc, 0x4c62, 0xdd3f, 0x2dfb, 0x45cb, 0xe7d2, 0xd033, 0x2560, 0xc66b, 0x6381, 0x7660, 0xe718, 0x8adc, 0x7d63, 0xd7fd, - 0xb57a, 0x677f, 0xb6e0, 0x3240, 0x15b5, 0x4f24, 0x1cb0, 0xf888, 0x5751, 0x50a6, 0x357c, 0x31be, 0x5805, 0xb99a, 0xa8b8, 0xf544, - 0xad95, 0x6fee, 0x7a81, 0x25bb, 0x2fc1, 0xf49d, 0x1109, 0xa6a8, 0x5c79, 0x186a, 0x94de, 0x7869, 0x3eda, 0xf488, 0xdd9b, 0xd9a4, - 0xd9f0, 0x47f9, 0x923d, 0x60a3, 0xe202, 0xf79c, 0x57ec, 0x9554, 0x6ec4, 0x3500, 0x303f, 0x6902, 0xe7cd, 0x0f60, 0x4ba7, 0x8ec6, - 0xf187, 0xba29, 0x9b54, 0x107e, 0xbde8, 0x7178, 0x481c, 0x079d, 0x9f47, 0x03a6, 0x28e0, 0x882c, 0x0cf5, 0xd30c, 0x77ca, 0x684d, - 0x4e74, 0x7024, 0x3026, 0xc9c1, 0x5873, 0xb6e6, 0x48e3, 0x1ca7, 0x5076, 0x54a5, 0xe4f0, 0x8a52, 0x35c4, 0xe8ad, 0x66bb, 0x33be, - 0xe944, 0x5767, 0xf56a, 0x3db8, 0x0d7e, 0xcd04, 0xb460, 0xb8ae, 0x3ad3, 0x5767, 0x4fc6, 0x4dbb, 0xd6b5, 0x17fd, 0xfe9c, 0xb232, - 0x8021, 0xfb80, 0x1769, 0x0f6d, 0x1020, 0x0a23, 0x8429, 0x4957, 0xe308, 0x7baa, 0x31b0, 0x9cf2, 0xb0ed, 0xec5f, 0x5f94, 0xa1bc, - 0xcd08, 0xd877, 0x21c5, 0x860d, 0x838c, 0x7a7d, 0x099d, 0x3347, 0xe5e8, 0x1bb6, 0x73df, 0x47d1, 0x13d7, 0x4ef8, 0x93e1, 0x0b59, - 0x7c83, 0x4872, 0xe763, 0x6cae, 0x644f, 0xd509, 0xeeeb, 0xa422, 0x87b5, 0x62c6, 0x4303, 0x737b, 0x9ad2, 0xf1a8, 0xcc5c, 0x33bd, - 0xf3ab, 0xf4ef, 0x1998, 0xa441, 0x0c88, 0xd121, 0x2c44, 0x1a20, 0x3f10, 0x65fe, 0x9558, 0xcd72, 0xc089, 0xb92f, 0xa4b1, 0x86bf, - 0x34f3, 0xc83d, 0x5a1d, 0x36e2, 0xb883, 0x2337, 0x6f8d, 0x6b77, 0xa108, 0xb2f5, 0x016d, 0x0e90, 0xe83c, 0xbf90, 0x79df, 0x9417, - 0x2289, 0x398e, 0xecfb, 0x6943, 0x0eec, 0x846b, 0xa911, 0x8a1d, 0xa8af, 0x52fd, 0xe2f0, 0x05db, 0x906e, 0x1d84, 0x8878, 0x273c, - 0xd4e9, 0x1853, 0xcace, 0x8ed8, 0xda2f, 0xfd8b, 0xebb8, 0x055e, 0xf8e1, 0xc419, 0xe6b8, 0xa2c0, 0x9468, 0x53c5, 0x75dc, 0xcf89, - 0x785d, 0x1c95, 0x90a4, 0x42b0, 0x713d, 0x2a80, 0xb782, 0xed12, 0x75ce, 0xd2b6, 0xd0f3, 0xd3dc, 0x19b1, 0x3eb8, 0x608a, 0xffbe, - 0x5cbd, 0x6864, 0x2eb6, 0x9691, 0x6212, 0x9924, 0xa7b7, 0x09be, 0x8b07, 0x96f2, 0x9b97, 0xb45e, 0xe7f1, 0xbbd7, 0x02f6, 0x8318, - 0xc14e, 0xc76f, 0xe5f2, 0x5ca3, 0x572b, 0x67ed, 0xb6a6, 0x52de, 0xedc3, 0x56a9, 0xae4f, 0x8fe9, 0xc6e1, 0x1e94, 0xbdca, 0x0be5, - 0xcd7a, 0x41a8, 0x5441, 0xe9bb, 0xed80, 0x68ff, 0xf5e9, 0xa603, 0xc8a8, 0x15fa, 0xb499, 0x2ce1, 0x2359, 0xf502, 0x81d9, 0x41c6, - 0x4b0b, 0xae01, 0x753c, 0xfa5f, 0xbc07, 0x6a91, 0xd942, 0x303b, 0x7e05, 0x731d, 0x598f, 0x8575, 0x1778, 0xf3ef, 0xe206, 0x20cc, - 0xfce9, 0xd2b9, 0xba4a, 0xa9b1, 0xe9d7, 0x3dab, 0x0963, 0x71c5, 0x53e8, 0x402c, 0x40cc, 0x5695, 0x0ab9, 0x07be, 0xa5a6, 0x4abe, - 0xbd67, 0x4772, 0x2b51, 0xbb6f, 0x73c8, 0x44bd, 0x561f, 0x2f68, 0x2abc, 0xa659, 0xb12d, 0x61f7, 0xc155, 0x2282, 0x63ec, 0x62c8, - 0x2cfb, 0x811d, 0x9da4, 0x7e21, 0x3bfe, 0xeb3a, 0x66fc, 0xf74f, 0x89c3, 0x33b5, 0x02c8, 0x071c, 0x0e7d, 0x1a41, 0x35ef, 0x1446, - 0xa732, 0x602e, 0x61b9, 0x603d, 0x018c, 0x254f, 0x4f1e, 0xb85b, 0x6bbe, 0x8eeb, 0x6690, 0x0e48, 0x3cf9, 0xdbde, 0x659f, 0x4779, - 0x6105, 0xd25c, 0xec97, 0x62b9, 0x2fc0, 0x08ee, 0x1be0, 0x929f, 0xe250, 0x92ad, 0xfcbb, 0xc256, 0x24d8, 0x019b, 0x2290, 0x08ff, - 0x22d0, 0x7146, 0x80ce, 0xc639, 0x38ec, 0x9c12, 0x083a, 0xdc81, 0x5d93, 0x8cae, 0x1696, 0x5a00, 0x099e, 0x92e2, 0xb725, 0x64d1, - 0x957b, 0x6220, 0xd629, 0x0217, 0x62ed, 0x7da2, 0xee17, 0xaf55, 0x8937, 0x3389, 0x1564, 0x57bd, 0xf507, 0x58f3, 0xeae9, 0x9de0, - 0xdec2, 0xa356, 0x2e04, 0xd5f1, 0xbacf, 0xdf90, 0xaa19, 0x0c5f, 0x8fb6, 0x9637, 0x0b74, 0xe736, 0x41e8, 0x2877, 0x1b85, 0xa7e0, - 0x2d11, 0x9623, 0x2f80, 0xbef9, 0xc1c2, 0x7081, 0x27d8, 0xffec, 0xe318, 0xaf00, 0x3a5f, 0x4461, 0xdd3a, 0x8d7b, 0xe549, 0x3ce7, - 0x890f, 0xae5e, 0xb950, 0x27f6, 0x612b, 0x88e3, 0xf76c, 0xfea0, 0xe53b, 0x77f3, 0x4f25, 0xe990, 0x79cd, 0x09ed, 0x5379, 0x7017, - 0x192f, 0x020e, 0x7388, 0x0e7c, 0x666e, 0xffce, 0x4b51, 0x3663, 0xbfb2, 0xca18, 0x898c, 0xa01b, 0x5622, 0xac4a, 0xfeeb, 0x2a36, - 0xa20c, 0x00da, 0x6bdf, 0x14da, 0xb57a, 0x11db, 0xd485, 0x70d9, 0x9baf, 0xa367, 0x2b1c, 0xb7b7, 0x7516, 0xf122, 0x1191, 0xc73b, - 0xd43f, 0x4ddd, 0xe705, 0x975a, 0x4e68, 0xb121, 0x9795, 0xe64a, 0xfbbe, 0xd43d, 0xafcf, 0x7f1a, 0x8f50, 0x0c0d, 0xeaf8, 0x9d9b, - 0x1421, 0x50bf, 0x3cef, 0x98cd, 0xc574, 0xf527, 0xcd5a, 0x9ce7, 0x1ab0, 0x45ab, 0x096d, 0x93cc, 0x151f, 0x0765, 0x797b, 0xfd82, - 0xa193, 0xdf42, 0x78c6, 0xc0b4, 0xf806, 0xfc62, 0xb42b, 0x5896, 0x90dd, 0xdf66, 0xe051, 0x8b60, 0x927b, 0x52f4, 0x1a20, 0xf742, - 0xe1f3, 0xd998, 0x59a5, 0xab89, 0x41c4, 0xdd2f, 0xcc47, 0xe53a, 0x3b25, 0xa79e, 0xa6e0, 0x67a9, 0x236c, 0x1693, 0x7c8c, 0xdfab, - 0xcb65, 0xe46e, 0xca04, 0xfbd8, 0x1db8, 0xeda1, 0x746e, 0xd75b, 0xac93, 0xb596, 0x1dba, 0x87e7, 0xb825, 0xbdbd, 0x7348, 0x0364, - 0x83bd, 0xafe3, 0x29d8, 0x395e, 0xa59b, 0x862d, 0xf339, 0xaddb, 0x6f38, 0x5116, 0xa4ac, 0x6a69, 0x9bff, 0x166f, 0x3300, 0x15d0, - 0x7c94, 0x2d09, 0x237a, 0x6bb8, 0x4280, 0x29b2, 0x5c2a, 0xde1b, 0xad09, 0x2afa, 0xe513, 0xbb19, 0x9554, 0xcaa7, 0x8630, 0xc634, - 0x146d, 0xbde3, 0x6cf3, 0x31ec, 0x2301, 0xa1b3, 0xdde4, 0x7cbe, 0x5c5b, 0x4cea, 0xe5fe, 0x9bf2, 0x429c, 0x52bc, 0x3044, 0xaa48, - 0xb8d8, 0xb450, 0xcc51, 0xc8c0, 0xc412, 0x54c1, 0x6ccc, 0x0a76, 0x9285, 0x30b5, 0x238d, 0xabf4, 0x419b, 0xae31, 0x0736, 0xb406, - 0xd076, 0xf51c, 0x88f9, 0x4370, 0x6338, 0x6490, 0x3975, 0x6dc4, 0x7e87, 0xebd7, 0x5857, 0x535d, 0x4218, 0x454a, 0x368d, 0x459b, - 0x2328, 0x9395, 0x8c71, 0xc6a9, 0x42c2, 0x19c1, 0x0be0, 0x6bd1, 0xa5ce, 0xb229, 0x60a1, 0xf6ed, 0xda7a, 0x21dc, 0xc0fe, 0x8f5d, - 0x4d1e, 0xa177, 0xeb40, 0x470b, 0xc754, 0x8e43, 0x6326, 0x3154, 0xaed2, 0xa32c, 0x3f92, 0xdda2, 0xba51, 0x407b, 0x8b4b, 0xca9a, - 0x5eb6, 0x31e1, 0xaaca, 0xa798, 0x9c4e, 0xa1d3, 0xed2d, 0x50ea, 0x23a3, 0xe392, 0x6a9d, 0x5306, 0x043d, 0x8860, 0xced9, 0xfa63, - 0x658c, 0x50ac, 0x7b14, 0x5a8c, 0x3cd9, 0x0d96, 0x2c40, 0xdf39, 0x1111, 0xa33e, 0x8b90, 0x156f, 0x2c6e, 0x1376, 0x75ad, 0x16b8, - 0x6507, 0xfec5, 0x1e1f, 0xedef, 0x3561, 0x3cca, 0xfbf8, 0xce61, 0xaeb6, 0xfd45, 0xce75, 0xa445, 0xc645, 0x6e78, 0x16c8, 0x33ba, - 0x21c9, 0x4cd6, 0xf9a4, 0x5409, 0x5bd8, 0x72b0, 0xf084, 0x15fb, 0x1e40, 0x14f9, 0xb78d, 0xe6bc, 0x5910, 0x4fe8, 0xa999, 0x6100, - 0x33b1, 0x042a, 0x5687, 0x02ed, 0xc4ba, 0xe6c5, 0xaac5, 0xb98f, 0xce8d, 0xd836, 0xf690, 0x70dc, 0x349d, 0xc637, 0x2d6a, 0x2ea3, - 0x3e5e, 0x2c05, 0x1777, 0x906f, 0x4a85, 0xb288, 0xda1f, 0x0b65, 0xec21, 0xebb8, 0x6037, 0x969c, 0x7a01, 0x1dd5, 0x7a23, 0x45f4, - 0x7cea, 0x056b, 0x7335, 0xf06c, 0xab16, 0x23a1, 0xc0f4, 0xfe0f, 0x349b, 0x6900, 0x0ffa, 0x1286, 0xc235, 0x12af, 0xccc1, 0xb335, - 0x062e, 0xab6b, 0xfb30, 0xf5e3, 0x28b7, 0xc582, 0x98fb, 0xa91b, 0xdb7e, 0x77f4, 0x206d, 0x52eb, 0x1b65, 0x5471, 0x7727, -}; - -uint16_t q15_relu_result0[1024] = { - 0x0000, 0x6ecd, 0x1125, 0x0000, 0x04c0, 0x0000, 0x0000, 0x303c, 0x0000, 0x0000, 0x0000, 0x2e1b, 0x2730, 0x6f99, 0x0000, 0x0000, - 0x0000, 0x0000, 0x1439, 0x6aff, 0x6084, 0x0826, 0x0000, 0x34c8, 0x0000, 0x0000, 0x6673, 0x28de, 0x2cfc, 0x0000, 0x78fa, 0x0000, - 0x0000, 0x0000, 0x302a, 0x0000, 0x72de, 0x7187, 0x206e, 0x0000, 0x7289, 0x0000, 0x12ea, 0x0000, 0x7726, 0x0956, 0x60ca, 0x4bd8, - 0x0000, 0x2ddb, 0x0000, 0x0000, 0x0000, 0x0000, 0x1238, 0x05b5, 0x0000, 0x52d6, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, - 0x0000, 0x0000, 0x302b, 0x7041, 0x6e51, 0x7013, 0x19b3, 0x0000, 0x0000, 0x18d6, 0x3f92, 0x638d, 0x2afb, 0x53cc, 0x0000, 0x530d, - 0x232a, 0x0000, 0x0000, 0x1c2e, 0x0000, 0x0000, 0x6eb6, 0x7d8f, 0x2168, 0x0000, 0x0000, 0x0000, 0x0000, 0x0293, 0x0000, 0x0b03, - 0x0000, 0x75ef, 0x0000, 0x07a8, 0x0000, 0x0b23, 0x0000, 0x3c1f, 0x1731, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0b48, 0x074f, - 0x66e0, 0x205c, 0x0000, 0x1916, 0x0000, 0x0000, 0x328f, 0x0000, 0x0000, 0x3e15, 0x0000, 0x1ca8, 0x0000, 0x0000, 0x0000, 0x0000, - 0x0000, 0x47e1, 0x043e, 0x70e1, 0x0000, 0x0000, 0x0000, 0x3ac7, 0x15d7, 0x20d9, 0x0000, 0x532d, 0x0000, 0x33db, 0x0000, 0x489d, - 0x0000, 0x0000, 0x1c2f, 0x3126, 0x0000, 0x0000, 0x1a59, 0x264a, 0x3b90, 0x0000, 0x2f36, 0x686f, 0x3c7e, 0x0000, 0x0000, 0x0000, - 0x2348, 0x5bbf, 0x0000, 0x0000, 0x03bb, 0x1ba7, 0x0000, 0x6403, 0x0000, 0x33c1, 0x2360, 0x0000, 0x0000, 0x0000, 0x3326, 0x0000, - 0x6912, 0x0553, 0x0000, 0x11ac, 0x3ff2, 0x3316, 0x0000, 0x6d41, 0x0000, 0x7292, 0x0000, 0x2618, 0x31c3, 0x21da, 0x2ef5, 0x2740, - 0x0be6, 0x0000, 0x0000, 0x5a5c, 0x0000, 0x0000, 0x0000, 0x2604, 0x0037, 0x0000, 0x6311, 0x0000, 0x0000, 0x09e6, 0x0000, 0x0000, - 0x0000, 0x0000, 0x0000, 0x2ce4, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x050a, 0x57d6, 0x0000, 0x1279, 0x0000, 0x1396, 0x0000, - 0x0000, 0x4da6, 0x1598, 0x1b20, 0x50bd, 0x0000, 0x10f5, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x316a, 0x1a3a, 0x6906, 0x4df5, - 0x4f14, 0x51e7, 0x05ea, 0x0000, 0x1c41, 0x0000, 0x0000, 0x6a86, 0x3281, 0x0000, 0x0000, 0x0000, 0x3948, 0x0000, 0x73d6, 0x3ea1, - 0x5695, 0x0000, 0x0000, 0x0000, 0x5e64, 0x0000, 0x137c, 0x6318, 0x053e, 0x0000, 0x5f97, 0x4782, 0x6e6c, 0x0000, 0x522f, 0x0000, - 0x0000, 0x0000, 0x0000, 0x798d, 0x58da, 0x4dee, 0x0000, 0x0000, 0x1a28, 0x31f0, 0x0000, 0x1129, 0x3c97, 0x0000, 0x1616, 0x686f, - 0x367a, 0x0000, 0x64f2, 0x0000, 0x5ba2, 0x0000, 0x6be8, 0x0000, 0x0000, 0x0000, 0x0000, 0x6b21, 0x3848, 0x0000, 0x28f7, 0x7e17, - 0x0000, 0x0000, 0x0000, 0x27e5, 0x7348, 0x2eab, 0x0d00, 0x0000, 0x0000, 0x0000, 0x5730, 0x0000, 0x0091, 0x0000, 0x0000, 0x1cc7, - 0x4b10, 0x0000, 0x0000, 0x0000, 0x610d, 0x0000, 0x0dec, 0x4b70, 0x15bd, 0x0000, 0x1ffb, 0x0000, 0x0000, 0x36cf, 0x360e, 0x028a, - 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x4f76, 0x0000, 0x1dea, 0x3c31, 0x0e30, 0x0000, 0x0000, 0x0000, 0x0000, - 0x42e2, 0x7e02, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x2fa4, 0x0000, 0x492f, 0x0000, 0x1cbc, 0x3f90, 0x1bcd, 0x0000, - 0x0000, 0x0000, 0x0000, 0x2fac, 0x1cd0, 0x35ae, 0x0000, 0x0000, 0x0000, 0x2b81, 0x58c9, 0x0000, 0x22f9, 0x7077, 0x0000, 0x29c0, - 0x0000, 0x0000, 0x0000, 0x2baf, 0x0000, 0x0000, 0x3346, 0x12a2, 0x0000, 0x5726, 0x4bc3, 0x0000, 0x1201, 0x5d2b, 0x0000, 0x0000, - 0x7264, 0x3867, 0x67d0, 0x0000, 0x0000, 0x5341, 0x0000, 0x76d9, 0x345a, 0x4070, 0x3155, 0x326a, 0x2449, 0x0000, 0x0000, 0x2acb, - 0x74c0, 0x0000, 0x5010, 0x333b, 0x7471, 0x0000, 0x7bad, 0x0000, 0x534d, 0x0dca, 0x0b3d, 0x3bf8, 0x2b00, 0x0000, 0x795b, 0x0000, - 0x0000, 0x32b7, 0x15d7, 0x184b, 0x62cb, 0x0000, 0x0000, 0x0000, 0x5469, 0x0000, 0x173b, 0x50e7, 0x0000, 0x5389, 0x4cd7, 0x0c7e, - 0x1487, 0x0000, 0x044d, 0x0000, 0x4734, 0x60e9, 0x14a9, 0x0000, 0x1738, 0x0000, 0x1117, 0x0000, 0x0000, 0x0c2d, 0x0000, 0x0000, - 0x615c, 0x62cf, 0x0000, 0x22d4, 0x0000, 0x0000, 0x0000, 0x0000, 0x4821, 0x2ef5, 0x0000, 0x0000, 0x5d83, 0x0000, 0x002a, 0x36f7, - 0x1994, 0x1833, 0x28c1, 0x1f20, 0x2049, 0x0000, 0x334a, 0x5f99, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x6032, 0x7feb, 0x0000, - 0x41f2, 0x7709, 0x0000, 0x0000, 0x6a79, 0x09de, 0x0000, 0x0000, 0x0000, 0x0000, 0x76c3, 0x0000, 0x517d, 0x51fd, 0x58cf, 0x7ed1, - 0x6322, 0x1b75, 0x0000, 0x3a78, 0x5645, 0x0000, 0x0000, 0x0eaf, 0x07d6, 0x0000, 0x0000, 0x0000, 0x3824, 0x4ba3, 0x2e94, 0x6261, - 0x47f7, 0x0000, 0x0000, 0x0000, 0x3e71, 0x0000, 0x4e52, 0x1b41, 0x50cc, 0x50e1, 0x0000, 0x0000, 0x5916, 0x0000, 0x2d2e, 0x0000, - 0x0000, 0x0000, 0x1794, 0x2b58, 0x0000, 0x633a, 0x7325, 0x67f7, 0x0000, 0x58ce, 0x6c7b, 0x33ad, 0x0000, 0x0000, 0x0d34, 0x496c, - 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x4226, 0x54f0, 0x0000, 0x0000, 0x70a1, 0x0000, 0x0000, 0x0000, 0x3ee9, 0x1197, 0x5a7b, - 0x73d3, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x4e42, 0x6eeb, 0x0000, 0x6a98, 0x6b08, 0x0000, 0x0000, 0x0000, 0x3a72, 0x5002, - 0x0000, 0x0000, 0x6e92, 0x5751, 0x2509, 0x7eec, 0x16aa, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0b3c, 0x0000, - 0x0000, 0x0000, 0x0000, 0x42ce, 0x36eb, 0x0000, 0x77ed, 0x56d4, 0x0000, 0x3a71, 0x1eb5, 0x0000, 0x0b70, 0x0000, 0x0693, 0x6b63, - 0x5c45, 0x00d5, 0x03a9, 0x2208, 0x0000, 0x2d4a, 0x7537, 0x0000, 0x3783, 0x0000, 0x317b, 0x0000, 0x0000, 0x7331, 0x0000, 0x6490, - 0x6e8c, 0x0000, 0x568f, 0x5187, 0x4ff2, 0x5091, 0x0c33, 0x0000, 0x0000, 0x0000, 0x0000, 0x68b9, 0x0000, 0x0000, 0x0e44, 0x3a0b, - 0x0000, 0x0000, 0x68bf, 0x604b, 0x0000, 0x28b4, 0x0000, 0x6bc7, 0x1ab5, 0x0000, 0x738b, 0x0000, 0x0000, 0x794f, 0x0000, 0x0000, - 0x1398, 0x556b, 0x0fe8, 0x0000, 0x24b2, 0x7bbf, 0x0000, 0x0000, 0x0000, 0x0000, 0x3873, 0x6a5b, 0x0000, 0x1be8, 0x0000, 0x26c0, - 0x1cc7, 0x3870, 0x2179, 0x5f83, 0x1669, 0x0000, 0x7a7e, 0x11b5, 0x0000, 0x1413, 0x0000, 0x30bc, 0x5314, 0x0000, 0x5a62, 0x561e, - 0x0000, 0x0000, 0x0f8c, 0x0000, 0x0000, 0x5060, 0x0000, 0x0000, 0x4bfa, 0x0000, 0x04c2, 0x0000, 0x0000, 0x0000, 0x0000, 0x566c, - 0x0000, 0x57bb, 0x0339, 0x0ea8, 0x43e4, 0x12a6, 0x0f07, 0x0000, 0x6e17, 0x67c9, 0x2146, 0x5878, 0x0000, 0x693d, 0x7323, 0x0000, - 0x0000, 0x1847, 0x36f6, 0x129c, 0x0000, 0x0000, 0x0000, 0x1d5d, 0x0000, 0x0000, 0x0000, 0x0000, 0x3bea, 0x00a2, 0x0000, 0x5d0e, - 0x0000, 0x0000, 0x4c29, 0x1976, 0x0000, 0x0000, 0x1f76, 0x0000, 0x0000, 0x4aed, 0x0000, 0x3577, 0x3fa8, 0x0199, 0x337b, 0x0000, - 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x6808, 0x0000, 0x7bf2, 0x43fc, 0x16ac, 0x0000, 0x09ed, 0x0000, 0x1cd8, 0x0000, 0x0000, - 0x0000, 0x528a, 0x0000, 0x0000, 0x78fb, 0x343a, 0x0000, 0x6fcd, 0x4870, 0x3758, 0x14d7, 0x7d2c, 0x47e3, 0x0000, 0x22bd, 0x0000, - 0x0e32, 0x104a, 0x0000, 0x282f, 0x26dc, 0x42ac, 0x23a8, 0x0000, 0x0000, 0x73ea, 0x034c, 0x0000, 0x0000, 0x0000, 0x0000, 0x7756, - 0x65e9, 0x1349, 0x5be6, 0x0000, 0x67dc, 0x0000, 0x0000, 0x25fb, 0x0000, 0x0000, 0x0000, 0x37a0, 0x3166, 0x4cda, 0x0000, 0x185c, - 0x0000, 0x1b4a, 0x0000, 0x0000, 0x0000, 0x64ce, 0x3b23, 0x0000, 0x0564, 0x2267, 0x6542, 0x0000, 0x0000, 0x0000, 0x1a27, 0x12b2, - 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x1851, 0x2388, 0x1523, 0x0000, 0x0000, 0x6d18, 0x7482, 0x0000, 0x0000, 0x5a3b, 0x0000, - 0x58ed, 0x0000, 0x3ec9, 0x2d3e, 0x206c, 0x0000, 0x0000, 0x0000, 0x0000, 0x3277, 0x0000, 0x0000, 0x2fa7, 0x0b60, 0x1626, 0x0000, - 0x1f31, 0x0000, 0x6082, 0x1295, 0x0000, 0x37ce, 0x5208, 0x5843, 0x0000, 0x35f4, 0x0000, 0x0000, 0x0000, 0x35d2, 0x6e54, 0x3272, - 0x0352, 0x6cbe, 0x23c7, 0x41ae, 0x4295, 0x0403, 0x0000, 0x0000, 0x0000, 0x0000, 0x094e, 0x07bf, 0x0000, 0x0000, 0x0000, 0x3753, - 0x19a3, 0x6f5c, 0x0000, 0x1a5d, 0x0000, 0x5ae5, 0x0000, 0x70f2, 0x419f, 0x0000, 0x4c00, 0x0000, 0x2808, 0x0000, 0x1f99, 0x4556, - 0x0000, 0x7b59, 0x0000, 0x1191, 0x0758, 0x0000, 0x20b0, 0x6c08, 0x0000, 0x5d70, 0x0000, 0x7fae, 0x4cb3, 0x0000, 0x47ce, 0x0000, - 0x0000, 0x0000, 0x0000, 0x178d, 0x0000, 0x0ed5, 0x0000, 0x0000, 0x4b0b, 0x77dd, 0x66b7, 0x0000, 0x1ee7, 0x6f3f, 0x0000, 0x0000, - 0x2694, 0x5c75, 0x5558, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x2ab8, 0x0000, 0x0000, 0x50f5, 0x0000, 0x0000, 0x15ca, 0x2f8f, - 0x2fb6, 0x1734, 0x23e5, 0x0000, 0x0000, 0x3d9a, 0x0d4f, 0x0000, 0x0a2a, 0x18cd, 0x178c, 0x0000, 0x0000, 0x7058, 0x0000, 0x0000, - 0x2738, 0x0000, 0x52cb, 0x7fa1, 0x4a0e, 0x0000, 0x20c1, 0x6efb, 0x0000, 0x1855, 0x43b7, 0x4742, 0x1573, 0x67f1, 0x0000, 0x0000, - 0x0000, 0x0000, 0x0b08, 0x0000, 0x0000, 0x0000, 0x0000, 0x0dfb, 0x0000, 0x349d, 0x0000, 0x0000, 0x78d5, 0x3c8f, 0x6652, 0x0000, -}; - -uint16_t q15_relu_result1[1024] = { - 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x716b, 0x715f, 0x7f7d, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x6f9a, 0x405a, 0x0000, - 0x0000, 0x327e, 0x0000, 0x0000, 0x0000, 0x2b09, 0x4061, 0x0000, 0x13e8, 0x0000, 0x0000, 0x35f1, 0x0000, 0x0000, 0x5faa, 0x3282, - 0x0000, 0x0000, 0x5a50, 0x0000, 0x0000, 0x0000, 0x078d, 0x0000, 0x0000, 0x7cf8, 0x099f, 0x0000, 0x5d03, 0x0000, 0x7f32, 0x0000, - 0x0000, 0x0c39, 0x0000, 0x30e5, 0x782f, 0x2aad, 0x0000, 0x0000, 0x682f, 0x1917, 0x0888, 0x07b0, 0x4737, 0x0000, 0x7610, 0x0000, - 0x0000, 0x0000, 0x25c8, 0x0000, 0x0000, 0x7469, 0x1769, 0x0000, 0x0000, 0x6a97, 0x0000, 0x0000, 0x5290, 0x0000, 0x0000, 0x2608, - 0x0000, 0x5c9e, 0x0000, 0x3886, 0x0000, 0x097a, 0x0000, 0x4292, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x4fb8, 0x2d69, 0x0000, - 0x03f5, 0x37c3, 0x0000, 0x0000, 0x6d91, 0x0000, 0x42cb, 0x10d9, 0x52a4, 0x3fe8, 0x0000, 0x0000, 0x30b1, 0x0000, 0x501f, 0x3d16, - 0x0000, 0x0000, 0x6322, 0x0000, 0x767e, 0x0000, 0x1021, 0x0000, 0x0000, 0x51f5, 0x0000, 0x0000, 0x0000, 0x5cdb, 0x4806, 0x0914, - 0x6bdb, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x747a, 0x0000, 0x0000, 0x2edf, 0x5c7b, 0x0000, 0x776e, 0x5fe1, 0x286a, 0x0000, - 0x4b8b, 0x0000, 0x0000, 0x0000, 0x0000, 0x0b09, 0x0000, 0x01bf, 0x0000, 0x0000, 0x6828, 0x0000, 0x16e4, 0x57cb, 0x39ec, 0x0000, - 0x0000, 0x14f1, 0x0000, 0x0000, 0x0000, 0x0000, 0x7d1e, 0x0000, 0x0000, 0x0000, 0x3434, 0x0000, 0x0000, 0x547b, 0x6845, 0x0000, - 0x0000, 0x0000, 0x0000, 0x0000, 0x0a42, 0x0000, 0x68ce, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0702, 0x0000, 0x2516, - 0x0000, 0x0000, 0x0000, 0x2dac, 0x0000, 0x0000, 0x0000, 0x0997, 0x5003, 0x187b, 0x0000, 0x0000, 0x7213, 0x1a8d, 0x0000, 0x3357, - 0x0000, 0x68a9, 0x1a0a, 0x0000, 0x0000, 0x0b6c, 0x11fc, 0x7759, 0x5023, 0x0000, 0x73bf, 0x0000, 0x0000, 0x1c6e, 0x0000, 0x0000, - 0x6642, 0x7eed, 0x0000, 0x0000, 0x0000, 0x181f, 0x0000, 0x5a9e, 0x0000, 0x49e2, 0x7c43, 0x7b21, 0x0000, 0x7061, 0x0000, 0x0000, - 0x0000, 0x2321, 0x0000, 0x62a4, 0x5449, 0x281b, 0x67f5, 0x0000, 0x0000, 0x0000, 0x5036, 0x0000, 0x76cd, 0x3682, 0x6d20, 0x0498, - 0x5bcc, 0x0000, 0x0000, 0x204b, 0x78f5, 0x0000, 0x6c4f, 0x0d99, 0x0000, 0x1785, 0x0000, 0x1c90, 0x0000, 0x46ca, 0x1543, 0x0000, - 0x7fa2, 0x0000, 0x4425, 0x130d, 0x442a, 0x7147, 0x704b, 0x2fe7, 0x33f4, 0x0000, 0x0000, 0x2bfe, 0x0000, 0x41b6, 0x474e, 0x0000, - 0x0f4c, 0x0b8e, 0x0f1c, 0x0000, 0x32a5, 0x7152, 0x0000, 0x0000, 0x6c68, 0x687f, 0x6883, 0x67c5, 0x5ad2, 0x0000, 0x101a, 0x13c1, - 0x0000, 0x770d, 0x0000, 0x47c2, 0x2e21, 0x0000, 0x782e, 0x0000, 0x0000, 0x0000, 0x5c6f, 0x0000, 0x555f, 0x0000, 0x0000, 0x0000, - 0x09d3, 0x0000, 0x5026, 0x0000, 0x516c, 0x0000, 0x6db7, 0x7148, 0x0053, 0x0000, 0x0000, 0x0000, 0x4ebf, 0x0000, 0x0000, 0x0b82, - 0x328d, 0x0000, 0x3a9b, 0x0000, 0x4e01, 0x7afc, 0x7224, 0x0000, 0x0000, 0x0000, 0x7f01, 0x0000, 0x0000, 0x3c15, 0x0000, 0x7e81, - 0x0000, 0x0000, 0x191b, 0x0000, 0x0000, 0x1dd9, 0x0000, 0x1659, 0x15bd, 0x6142, 0x0000, 0x0000, 0x2715, 0x0000, 0x0000, 0x0000, - 0x0000, 0x0000, 0x0000, 0x5e32, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x5846, 0x0000, 0x6cc4, 0x06ba, 0x0000, 0x0000, 0x765b, - 0x2ed0, 0x252e, 0x716a, 0x0000, 0x1c7c, 0x0000, 0x0000, 0x70dd, 0x6c82, 0x46de, 0x0000, 0x0000, 0x0000, 0x7a8c, 0x54e8, 0x1ff8, - 0x694e, 0x6742, 0x0000, 0x3b62, 0x7601, 0x5096, 0x3ba1, 0x0db8, 0x08e4, 0x0000, 0x0000, 0x0000, 0x1f4f, 0x7f29, 0x68fa, 0x3a33, - 0x7ccf, 0x335d, 0x354a, 0x1a0b, 0x3984, 0x0000, 0x0000, 0x0000, 0x0000, 0x44dc, 0x0000, 0x1b4d, 0x0000, 0x0f1a, 0x2acb, 0x0000, - 0x0000, 0x0000, 0x0000, 0x7f46, 0x42fc, 0x0000, 0x0000, 0x0000, 0x0000, 0x0828, 0x0000, 0x231b, 0x2661, 0x6b98, 0x0000, 0x0000, - 0x1712, 0x0000, 0x403e, 0x2c31, 0x4bc3, 0x0000, 0x48f8, 0x2922, 0x3d25, 0x2988, 0x5bfc, 0x0000, 0x0000, 0x654c, 0x0dfa, 0x0000, - 0x0000, 0x1e64, 0x0000, 0x0000, 0x0000, 0x4c04, 0x6563, 0x0000, 0x0000, 0x5486, 0x10cb, 0x0000, 0x0000, 0x0000, 0x0000, 0x043a, - 0x48a0, 0x0000, 0x0000, 0x1c37, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x1233, 0x0000, 0x28b9, - 0x6b07, 0x41ef, 0x0000, 0x0000, 0x434a, 0x59c9, 0x0000, 0x0000, 0x2a5e, 0x0000, 0x0000, 0x18ac, 0x0000, 0x3551, 0x240f, 0x0000, - 0x2c70, 0x2fa0, 0x3242, 0x4503, 0x0000, 0x0000, 0x5a96, 0x5b14, 0x689d, 0x4c01, 0x3bdf, 0x1f95, 0x670d, 0x0c2f, 0x483f, 0x0000, - 0x0000, 0x42f0, 0x0000, 0x7159, 0x0000, 0x0000, 0x7c51, 0x29ec, 0x6cbd, 0x0000, 0x0000, 0x0000, 0x0000, 0x5e46, 0x0000, 0x198e, - 0x0000, 0x0000, 0x3ea1, 0x0000, 0x08e5, 0x0000, 0x0000, 0x0000, 0x0000, 0x052f, 0x02b6, 0x0000, 0x0000, 0x6b8d, 0x0000, 0x0000, - 0x0000, 0x74e2, 0x0000, 0x0000, 0x0000, 0x0000, 0x2199, 0x4df7, 0x0000, 0x6a0f, 0x231d, 0x0ef6, 0x0000, 0x0000, 0x0a0d, 0x0000, - 0x47c8, 0x0c9c, 0x0000, 0x0000, 0x751a, 0x0000, 0x124c, 0x728e, 0x0000, 0x0000, 0x0000, 0x38ce, 0x20d5, 0x0000, 0x0000, 0x4480, - 0x5cc6, 0x5198, 0x0000, 0x1df6, 0x0000, 0x0000, 0x0000, 0x00b7, 0x0000, 0x0000, 0x0000, 0x6dce, 0x3d2d, 0x0000, 0x0000, 0x15cd, - 0x0000, 0x7f81, 0x0000, 0x4d4d, 0x6373, 0x7011, 0x0000, 0x17c5, 0x3357, 0x0000, 0x6d4c, 0x7388, 0x25de, 0x72e7, 0x0000, 0x5c15, - 0x0000, 0x0000, 0x0000, 0x4c3b, 0x0000, 0x0320, 0x0000, 0x4720, 0x0000, 0x691f, 0x0000, 0x0000, 0x37a9, 0x0000, 0x6529, 0x1b49, - 0x0000, 0x6d92, 0x4861, 0x0000, 0x200c, 0x06ff, 0x62ef, 0x6c84, 0x0000, 0x68d2, 0x24d6, 0x5961, 0x5bde, 0x7853, 0x0000, 0x0000, - 0x0000, 0x51c5, 0x0000, 0x5623, 0x0000, 0x0000, 0x0000, 0x0000, 0x7f6a, 0x6b2c, 0x0000, 0x54a0, 0x6c43, 0x76ed, 0x0000, 0x0000, - 0x0a2d, 0x0000, 0x113d, 0x617e, 0x2db5, 0x0000, 0x0000, 0x0000, 0x7a39, 0x0000, 0x332f, 0x377f, 0x2c51, 0x0000, 0x0000, 0x0000, - 0x7fa2, 0x2f03, 0x0000, 0x1007, 0x77ed, 0x395b, 0x76c9, 0x0000, 0x0000, 0x7d86, 0x0000, 0x5d45, 0x0000, 0x0000, 0x5015, 0x0000, - 0x06af, 0x0000, 0x0000, 0x0000, 0x57ce, 0x0000, 0x0a52, 0x0000, 0x0000, 0x2309, 0x2dbd, 0x2e06, 0x0000, 0x0000, 0x0000, 0x6400, - 0x0000, 0x0000, 0x0000, 0x0000, 0x553c, 0x35b1, 0x0000, 0x209c, 0x0000, 0x0000, 0x5132, 0x1bca, 0x25e6, 0x0000, 0x0000, 0x0b82, - 0x4f2e, 0x56a9, 0x0000, 0x3447, 0x2878, 0x0000, 0x0000, 0x0000, 0x0000, 0x3b81, 0x0000, 0x0659, 0x1191, 0x64ba, 0x6b2f, 0x0000, - 0x420c, 0x1f31, 0x0000, 0x0000, 0x0000, 0x2573, 0x0000, 0x0000, 0x3115, 0x0000, 0x0000, 0x0000, 0x3246, 0x0000, 0x0000, 0x0000, - 0x0000, 0x0000, 0x0000, 0x0000, 0x131e, 0x6fb8, 0x0000, 0x7cd4, 0x0000, 0x0000, 0x1e71, 0x7ba3, 0x3000, 0x0000, 0x159a, 0x0000, - 0x4d13, 0x182f, 0x7b45, 0x0000, 0x0000, 0x2ebb, 0x30b3, 0x2b58, 0x3607, 0x3864, 0x0000, 0x693d, 0x0000, 0x7969, 0x2025, 0x1318, - 0x404c, 0x0000, 0x0000, 0x0000, 0x0aa4, 0x573d, 0x0000, 0x0000, 0x40f6, 0x0000, 0x0000, 0x461c, 0x1af5, 0x0000, 0x0000, 0x0000, - 0x7ece, 0x1530, 0x6b8f, 0x0000, 0x282c, 0x0000, 0x4fb2, 0x7e29, 0x0fa0, 0x038a, 0x5f60, 0x0000, 0x0000, 0x0000, 0x0000, 0x0586, - 0x0000, 0x0000, 0x0000, 0x0a6f, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x3e26, 0x0000, 0x0000, 0x3869, 0x0000, 0x0000, 0x2dd1, - 0x0627, 0x19f2, 0x0621, 0x7506, 0x0bf6, 0x0000, 0x517e, 0x0000, 0x6df2, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, - 0x6cf0, 0x53d7, 0x0000, 0x3d65, 0x0000, 0x0000, 0x0000, 0x5752, 0x719f, 0x3813, 0x0000, 0x1bf6, 0x0000, 0x0000, 0x0000, 0x0000, - 0x146b, 0x1df1, 0x0000, 0x4ba7, 0x0000, 0x26b8, 0x54fc, 0x1a7d, 0x0000, 0x0000, 0x0000, 0x6d17, 0x66ec, 0x70a6, 0x0000, 0x082b, - 0x3d8e, 0x7823, 0x21ae, 0x5b7d, 0x0000, 0x0ba5, 0x6958, 0x5a13, 0x0000, 0x0000, 0x0000, 0x7151, 0x0000, 0x0000, 0x3958, 0x4c3c, - 0x39d2, 0x1181, 0x0000, 0x52fd, 0x4ba8, 0x0000, 0x34ba, 0x29c1, 0x292c, 0x4bcc, 0x3c1d, 0x5b11, 0x0000, 0x3e87, 0x0000, 0x5a97, - 0x0302, 0x2c70, 0x3a01, 0x2adc, 0x0000, 0x4a52, 0x4cbf, 0x6d7e, 0x0000, 0x0000, 0x0000, 0x46a7, 0x3b47, 0x0000, 0x1331, 0x0000, - 0x0000, 0x29d9, 0x5422, 0x0000, 0x2291, 0x0000, 0x0000, 0x5a3a, 0x0000, 0x2995, 0x0000, 0x3cee, 0x0000, 0x0000, 0x0000, 0x0189, - 0x0000, 0x016e, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x409d, 0x49be, 0x0000, 0x0000, 0x1cf0, 0x1f3a, 0x0000, 0x687a, - 0x0000, 0x0000, 0x648d, 0x197f, 0x0000, 0x645f, 0x1bed, 0x6f8f, 0x0000, 0x0000, 0x7644, 0x52a7, 0x6e56, 0x0ae3, 0x192b, 0x24fa, - 0x2a0f, 0x0000, 0x65b4, 0x6f49, 0x0000, 0x0000, 0x0bda, 0x0000, 0x6160, 0x6676, 0x62bd, 0x0000, 0x0000, 0x73ff, 0x0000, 0x4a7a, - 0x0a5e, 0x0000, 0x0000, 0x0000, 0x1bc5, 0x36d7, 0x0000, 0x3d3a, 0x435f, 0x41b9, 0x3bb7, 0x7e32, 0x0000, 0x0000, 0x67eb, 0x7132, -}; - -uint16_t q15_relu_result2[1024] = { - 0x4858, 0x0000, 0x0000, 0x0000, 0x6e8c, 0x2955, 0x0000, 0x0000, 0x4d1e, 0x0000, 0x0000, 0x0000, 0x6912, 0x0000, 0x2415, 0x2981, - 0x73de, 0x0000, 0x76d3, 0x7d04, 0x33a9, 0x4441, 0x3ec6, 0x0000, 0x0000, 0x32d1, 0x0000, 0x0550, 0x0000, 0x0000, 0x0000, 0x0000, - 0x3c18, 0x0000, 0x0000, 0x2bd6, 0x0000, 0x0000, 0x0b75, 0x2a71, 0x0000, 0x0000, 0x0000, 0x0000, 0x510b, 0x0000, 0x0000, 0x4ba4, - 0x636a, 0x79f8, 0x2b16, 0x0ea2, 0x6b48, 0x27d8, 0x4921, 0x13c5, 0x0000, 0x41aa, 0x0000, 0x5323, 0x0000, 0x0000, 0x0000, 0x43e0, - 0x0000, 0x0000, 0x0000, 0x0000, 0x2846, 0x141c, 0x2f83, 0x5963, 0x588f, 0x68fe, 0x7b54, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, - 0x0000, 0x7fdf, 0x6a9f, 0x0000, 0x0000, 0x3974, 0x5883, 0x0000, 0x1148, 0x0000, 0x0000, 0x0000, 0x3b7e, 0x612d, 0x0000, 0x0000, - 0x67a6, 0x0000, 0x0121, 0x04b9, 0x0000, 0x46f6, 0x0000, 0x4132, 0x779e, 0x0000, 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0x7256, 0x0000, 0x0000, 0x0000, - 0x0000, 0x0000, 0x0000, 0x74ce, 0x0000, 0x7afe, 0x0000, 0x0000, 0x78f9, 0x0000, 0x0000, 0x4c5d, 0x0000, 0x614c, 0x0000, 0x0000, - 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x6567, 0x42e0, 0x44fa, 0x0000, 0x23eb, 0x0000, 0x4a9d, 0x0000, 0x0000, 0x0000, 0x0000, - 0x0000, 0x0000, 0x0000, 0x0000, 0x3684, 0x0000, 0x0000, 0x0000, 0x6e66, 0x0000, 0x0000, 0x0000, 0x1152, 0x0000, 0x59ee, 0x0000, - 0x3f72, 0x0000, 0x0000, 0x0000, 0x63fd, 0x0000, 0x206e, 0x0000, 0x0000, 0x0000, 0x07e5, 0x0000, 0x6a9d, 0x0000, 0x6337, 0x0000, - 0x0000, 0x0000, 0x0000, 0x0dea, 0x43c1, 0x0000, 0x0000, 0x5d8a, 0x7a27, 0x1e0c, 0x2c4c, 0x0000, 0x0000, 0x7d7d, 0x0000, 0x3743, - 0x3657, 0x71c8, 0x0000, 0x44b2, 0x0000, 0x0000, 0x0000, 0x0000, 0x3d91, 0x0000, 0x74c6, 0x0000, 0x0000, 0x2581, 0x0000, 0x0000, - 0x7e84, 0x0000, 0x133c, 0x2112, 0x12e8, 0x0000, 0x47fe, 0x0000, 0x5344, 0x0000, 0x3209, 0x40e8, 0x5b41, 0x4c51, 0x76ec, 0x7512, - 0x720f, 0x0000, 0x1c0e, 0x0000, 0x4c2a, 0x0000, 0x54f9, 0x57c3, 0x0000, 0x0000, 0x4611, 0x4beb, 0x79f2, 0x2520, 0x4b2d, 0x630d, - 0x75fa, 0x0000, 0x0000, 0x0000, 0x3252, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x4bf3, 0x0000, 0x0000, 0x0000, 0x0000, 0x05bd, - 0x5a2e, 0x2e23, 0x40ae, 0x22d9, 0x0000, 0x0000, 0x4f0c, 0x0000, 0x0000, 0x0000, 0x299b, 0x0000, 0x0000, 0x0000, 0x14db, 0x0000, - 0x4538, 0x0000, 0x0000, 0x52be, 0x0000, 0x0000, 0x7bda, 0x76f3, 0x207d, 0x64b6, 0x0000, 0x31d0, 0x0000, 0x31e3, 0x2778, 0x63ef, -}; - -uint16_t q15_relu_result3[1024] = { - 0x0000, 0x0000, 0x0000, 0x3578, 0x4577, 0x0000, 0x0000, 0x0000, 0x4f53, 0x0000, 0x0000, 0x0000, 0x69fa, 0x0000, 0x6811, 0x1cc8, - 0x0000, 0x0000, 0x0a03, 0x6672, 0x6a0a, 0x25e7, 0x0000, 0x6338, 0x1c8f, 0x0000, 0x0000, 0x6452, 0x0000, 0x0000, 0x0000, 0x0000, - 0x64ce, 0x0000, 0x0000, 0x0000, 0x2e1a, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x7a40, 0x37da, 0x1e4f, 0x61de, 0x3db7, 0x5334, - 0x358c, 0x2d54, 0x2129, 0x0000, 0x312c, 0x0000, 0x0000, 0x5ad4, 0x7c66, 0x4a9d, 0x4dee, 0x1139, 0x0000, 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0x59a5, 0x0000, 0x41c4, 0x0000, 0x0000, 0x0000, 0x3b25, 0x0000, 0x0000, 0x67a9, 0x236c, 0x1693, 0x7c8c, 0x0000, - 0x0000, 0x0000, 0x0000, 0x0000, 0x1db8, 0x0000, 0x746e, 0x0000, 0x0000, 0x0000, 0x1dba, 0x0000, 0x0000, 0x0000, 0x7348, 0x0364, - 0x0000, 0x0000, 0x29d8, 0x395e, 0x0000, 0x0000, 0x0000, 0x0000, 0x6f38, 0x5116, 0x0000, 0x6a69, 0x0000, 0x166f, 0x3300, 0x15d0, - 0x7c94, 0x2d09, 0x237a, 0x6bb8, 0x4280, 0x29b2, 0x5c2a, 0x0000, 0x0000, 0x2afa, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, - 0x146d, 0x0000, 0x6cf3, 0x31ec, 0x2301, 0x0000, 0x0000, 0x7cbe, 0x5c5b, 0x4cea, 0x0000, 0x0000, 0x429c, 0x52bc, 0x3044, 0x0000, - 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x54c1, 0x6ccc, 0x0a76, 0x0000, 0x30b5, 0x238d, 0x0000, 0x419b, 0x0000, 0x0736, 0x0000, - 0x0000, 0x0000, 0x0000, 0x4370, 0x6338, 0x6490, 0x3975, 0x6dc4, 0x7e87, 0x0000, 0x5857, 0x535d, 0x4218, 0x454a, 0x368d, 0x459b, - 0x2328, 0x0000, 0x0000, 0x0000, 0x42c2, 0x19c1, 0x0be0, 0x6bd1, 0x0000, 0x0000, 0x60a1, 0x0000, 0x0000, 0x21dc, 0x0000, 0x0000, - 0x4d1e, 0x0000, 0x0000, 0x470b, 0x0000, 0x0000, 0x6326, 0x3154, 0x0000, 0x0000, 0x3f92, 0x0000, 0x0000, 0x407b, 0x0000, 0x0000, - 0x5eb6, 0x31e1, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x50ea, 0x23a3, 0x0000, 0x6a9d, 0x5306, 0x043d, 0x0000, 0x0000, 0x0000, - 0x658c, 0x50ac, 0x7b14, 0x5a8c, 0x3cd9, 0x0d96, 0x2c40, 0x0000, 0x1111, 0x0000, 0x0000, 0x156f, 0x2c6e, 0x1376, 0x75ad, 0x16b8, - 0x6507, 0x0000, 0x1e1f, 0x0000, 0x3561, 0x3cca, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x6e78, 0x16c8, 0x33ba, - 0x21c9, 0x4cd6, 0x0000, 0x5409, 0x5bd8, 0x72b0, 0x0000, 0x15fb, 0x1e40, 0x14f9, 0x0000, 0x0000, 0x5910, 0x4fe8, 0x0000, 0x6100, - 0x33b1, 0x042a, 0x5687, 0x02ed, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x70dc, 0x349d, 0x0000, 0x2d6a, 0x2ea3, - 0x3e5e, 0x2c05, 0x1777, 0x0000, 0x4a85, 0x0000, 0x0000, 0x0b65, 0x0000, 0x0000, 0x6037, 0x0000, 0x7a01, 0x1dd5, 0x7a23, 0x45f4, - 0x7cea, 0x056b, 0x7335, 0x0000, 0x0000, 0x23a1, 0x0000, 0x0000, 0x349b, 0x6900, 0x0ffa, 0x1286, 0x0000, 0x12af, 0x0000, 0x0000, - 0x062e, 0x0000, 0x0000, 0x0000, 0x28b7, 0x0000, 0x0000, 0x0000, 0x0000, 0x77f4, 0x206d, 0x52eb, 0x1b65, 0x5471, 0x7727, 0x0000, -}; - - -uint8_t q7_relu_input0[1024] = { - 0x28, 0x40, 0xa2, 0x78, 0xd7, 0x93, 0xbd, 0xca, 0x4e, 0x65, 0xe0, 0x43, 0xbd, 0x7b, 0xd5, 0xd2, 0x23, 0xbd, 0x00, 0x1e, 0x75, 0xf5, 0xeb, 0x34, 0x1b, 0xce, 0x64, 0x8b, 0x52, 0x77, 0x91, 0x9a, - 0xdc, 0x5a, 0xee, 0x8f, 0xc7, 0x59, 0x68, 0xd1, 0x3a, 0x72, 0x23, 0x15, 0xf8, 0x5d, 0xd9, 0x6a, 0x19, 0x0e, 0x24, 0xcc, 0x96, 0x60, 0x7c, 0x7b, 0xe5, 0xdf, 0xc8, 0xb7, 0x10, 0xb8, 0x6a, 0x39, - 0x8f, 0x2b, 0xc4, 0x72, 0xd2, 0xb3, 0x8f, 0x21, 0x4f, 0x89, 0x74, 0xb2, 0x9b, 0x44, 0xbe, 0x0b, 0x33, 0xec, 0x15, 0x5d, 0xc0, 0x0f, 0x33, 0xe0, 0x3e, 0x64, 0x1a, 0xae, 0x7b, 0xe6, 0xee, 0x3e, - 0x7c, 0xff, 0x05, 0x8e, 0xee, 0xf5, 0x2b, 0x02, 0xf7, 0x48, 0xb1, 0x83, 0xee, 0x17, 0x9d, 0xe7, 0x0a, 0x88, 0x39, 0x45, 0x70, 0x87, 0x29, 0x33, 0x6d, 0x98, 0xe1, 0xdd, 0xf3, 0x35, 0x1c, 0xc5, - 0x6d, 0x66, 0x8d, 0xcb, 0x4a, 0xc8, 0x49, 0xe3, 0x92, 0xce, 0x86, 0xd3, 0xd2, 0x47, 0x78, 0xa3, 0x1f, 0x10, 0x0a, 0xb5, 0x21, 0x06, 0xf9, 0xcf, 0x83, 0xe9, 0x8a, 0xe8, 0xca, 0xfb, 0x8c, 0x95, - 0x28, 0xa0, 0x79, 0x0c, 0xcf, 0xe3, 0xee, 0xfc, 0x0a, 0x13, 0x2d, 0x83, 0xd7, 0xa7, 0x7d, 0x95, 0x5f, 0x5a, 0xea, 0xd3, 0xed, 0x8f, 0xd1, 0xcc, 0xa1, 0xef, 0xf8, 0x7b, 0xef, 0x27, 0x9f, 0x40, - 0x4e, 0x3e, 0x2a, 0x2f, 0x10, 0xc3, 0x72, 0x6b, 0xef, 0xaa, 0x56, 0xec, 0x34, 0x3f, 0x4b, 0xbf, 0x5c, 0xd4, 0x0d, 0x3e, 0x65, 0x8a, 0xe6, 0x9e, 0x41, 0xe5, 0xe6, 0xe6, 0xae, 0x93, 0xbb, 0x61, - 0xe7, 0x5e, 0xff, 0xa0, 0x51, 0xbd, 0xbe, 0x48, 0x4e, 0x02, 0x03, 0x17, 0x4e, 0xb9, 0x9e, 0x10, 0x98, 0x88, 0xea, 0x1d, 0x62, 0xa0, 0x2a, 0xeb, 0x30, 0x24, 0x2b, 0x38, 0xbe, 0x14, 0x78, 0xbb, - 0xcc, 0xbf, 0x74, 0xcd, 0x92, 0x38, 0x4f, 0xa9, 0xa0, 0x81, 0xc2, 0x5a, 0xba, 0x93, 0xfd, 0x51, 0xde, 0x0a, 0x40, 0x55, 0xf5, 0xf0, 0x27, 0x50, 0xce, 0xab, 0x15, 0x1f, 0xff, 0x1b, 0x5a, 0x31, - 0xfb, 0x61, 0x75, 0xaf, 0xf2, 0x0c, 0x8c, 0x87, 0x46, 0xca, 0xd4, 0xb3, 0xb4, 0xa3, 0x60, 0x8d, 0x1b, 0x68, 0x22, 0x54, 0xf3, 0x51, 0x05, 0x4f, 0x25, 0x7d, 0x1e, 0x63, 0xc4, 0x9e, 0xa8, 0x73, - 0x89, 0x13, 0x44, 0xd4, 0xa2, 0xf6, 0x06, 0x81, 0x55, 0xff, 0x2a, 0xd2, 0x55, 0x74, 0x72, 0x5e, 0x38, 0xf7, 0x11, 0x47, 0xed, 0x9c, 0xcc, 0x78, 0x6f, 0xf7, 0xcd, 0x2b, 0x8a, 0xca, 0x33, 0x15, - 0xa0, 0x17, 0x2d, 0x37, 0x44, 0xed, 0xdf, 0x47, 0x89, 0x17, 0xf2, 0x69, 0x43, 0x9c, 0x21, 0xd8, 0x85, 0xe2, 0x4c, 0x82, 0xba, 0x94, 0x01, 0xe9, 0x51, 0x14, 0x81, 0x36, 0xd7, 0x61, 0xc3, 0xb9, - 0xd2, 0x92, 0x7b, 0xe2, 0x0c, 0xa9, 0xff, 0xa2, 0xaa, 0x22, 0x74, 0x88, 0xe8, 0xdc, 0x5b, 0x42, 0x98, 0xf4, 0x7a, 0x89, 0xfe, 0x72, 0x06, 0x11, 0x15, 0x27, 0xb8, 0x72, 0xb9, 0xf9, 0x06, 0x3d, - 0x55, 0xa0, 0xdd, 0x69, 0xf3, 0xcc, 0xec, 0x07, 0x1e, 0xa0, 0xe8, 0x5f, 0x08, 0x3b, 0xd5, 0x07, 0x9d, 0xe3, 0x98, 0x05, 0x84, 0x62, 0x02, 0x72, 0x0b, 0x07, 0xb0, 0x75, 0x2a, 0x2c, 0xbb, 0xec, - 0x75, 0xa4, 0x47, 0x8e, 0xee, 0xb7, 0x46, 0x34, 0xe3, 0x29, 0x1b, 0xb5, 0x09, 0x43, 0x03, 0x93, 0x13, 0x1d, 0x91, 0x63, 0x83, 0xd6, 0xe2, 0x73, 0x99, 0x05, 0x3a, 0x5d, 0x00, 0xda, 0x3c, 0x9b, - 0x4c, 0x96, 0x62, 0x23, 0x8a, 0xed, 0x12, 0x98, 0x9f, 0x7d, 0xc0, 0x47, 0xf3, 0xe1, 0x15, 0x4a, 0x47, 0xaf, 0xa4, 0x4b, 0x41, 0x7b, 0x44, 0x47, 0x77, 0x58, 0x43, 0x76, 0xf8, 0x0e, 0xe6, 0xc2, - 0xc9, 0xfe, 0xe7, 0x05, 0xb6, 0x3d, 0x9d, 0xa9, 0xd0, 0x98, 0x76, 0x21, 0x27, 0x72, 0x8d, 0x29, 0x66, 0x28, 0x29, 0x18, 0xef, 0x36, 0x96, 0x7b, 0xc0, 0x28, 0x63, 0xc1, 0xd2, 0xb5, 0x2c, 0xf0, - 0x2d, 0x27, 0xad, 0x1d, 0x68, 0xc5, 0x49, 0xd7, 0x58, 0xb4, 0xff, 0xe5, 0x29, 0xc2, 0x66, 0x63, 0x5d, 0x0f, 0xc0, 0x98, 0x0c, 0x5e, 0x20, 0x07, 0x2e, 0xb0, 0x40, 0xb1, 0x00, 0xa0, 0x0c, 0xe7, - 0x8f, 0x4d, 0xbd, 0x26, 0x93, 0xda, 0x1d, 0x60, 0xbe, 0x51, 0x4c, 0x04, 0x01, 0xa1, 0x2b, 0xbb, 0x3f, 0x91, 0xba, 0x7d, 0x75, 0x7d, 0x0d, 0x9c, 0xed, 0x8c, 0x99, 0x5f, 0x09, 0xf2, 0xbd, 0xa2, - 0xe5, 0x1c, 0x9c, 0x17, 0x11, 0x8c, 0x31, 0x22, 0x8d, 0xe9, 0x5d, 0x4f, 0x8a, 0x5d, 0x59, 0x71, 0xfb, 0x1e, 0x5f, 0x6e, 0xbd, 0xe9, 0x06, 0x14, 0x65, 0x13, 0x7b, 0x8d, 0xab, 0x00, 0x70, 0x85, - 0xcc, 0x35, 0xd8, 0x80, 0x4e, 0x69, 0x29, 0x4b, 0x20, 0x3e, 0x16, 0x6e, 0x68, 0x48, 0xc5, 0x3d, 0x97, 0x47, 0xa6, 0xd7, 0xca, 0x61, 0x01, 0x51, 0xfe, 0x66, 0xa0, 0x37, 0x17, 0xd2, 0xbe, 0xd5, - 0xed, 0xf2, 0x34, 0xc8, 0xa8, 0xbc, 0xf4, 0x77, 0x0b, 0x01, 0x07, 0x64, 0x24, 0xb0, 0xfb, 0x0e, 0xd7, 0x80, 0x1c, 0x21, 0xc0, 0xea, 0xed, 0x30, 0x89, 0x02, 0x0b, 0x73, 0x25, 0x71, 0xdd, 0xa9, - 0x6b, 0xe0, 0xd3, 0x74, 0xf9, 0x21, 0x58, 0x3d, 0xdd, 0x6b, 0x0f, 0xda, 0x24, 0x8d, 0xcc, 0x55, 0xa8, 0x98, 0x81, 0x33, 0x3c, 0x7a, 0x8a, 0x77, 0x3e, 0x36, 0x3c, 0xbd, 0x6f, 0x91, 0x31, 0x1d, - 0x79, 0xc3, 0x24, 0xc2, 0x45, 0x46, 0x34, 0x41, 0xbd, 0x29, 0xdf, 0x7e, 0xd3, 0x8e, 0xfb, 0xce, 0x3f, 0x54, 0xca, 0x77, 0x46, 0xce, 0x19, 0xdc, 0x4a, 0x1d, 0x8c, 0x69, 0xc1, 0x83, 0x43, 0xef, - 0xb7, 0x0c, 0x6f, 0xf1, 0x46, 0x7d, 0x7e, 0x9b, 0xf1, 0x3c, 0xbb, 0xf6, 0xbe, 0xc4, 0x92, 0xdd, 0xa4, 0xdf, 0x1f, 0x89, 0x44, 0x7d, 0x92, 0x20, 0x34, 0xa8, 0x4d, 0x75, 0xb5, 0xb4, 0xe6, 0x4d, - 0x85, 0x60, 0xf7, 0x76, 0xcd, 0xfc, 0x63, 0x96, 0xa9, 0xae, 0x89, 0x04, 0x31, 0x34, 0x07, 0x1b, 0x3f, 0x81, 0x9a, 0x30, 0xd1, 0x43, 0x54, 0xca, 0x12, 0x33, 0x63, 0xe1, 0xb9, 0x2c, 0x90, 0x01, - 0x76, 0x02, 0x95, 0x30, 0x3d, 0x75, 0x23, 0x75, 0xb0, 0x40, 0x59, 0x39, 0x35, 0x0e, 0x17, 0xa9, 0xb7, 0xd2, 0x2c, 0xd2, 0xa9, 0xe0, 0xd6, 0x17, 0x05, 0x81, 0xdf, 0xee, 0x3e, 0xc0, 0xf0, 0x6c, - 0x1d, 0x44, 0x91, 0xcd, 0xf4, 0xd2, 0x28, 0xdb, 0xa6, 0xc7, 0x6b, 0xa6, 0x24, 0xa7, 0x0a, 0x63, 0xd6, 0xbc, 0x48, 0x33, 0x47, 0x64, 0x37, 0x57, 0x35, 0xd6, 0xa4, 0xa4, 0xa4, 0x09, 0xcd, 0xc4, - 0x68, 0x3d, 0xee, 0x8c, 0x48, 0x27, 0xd4, 0x82, 0x3a, 0xd6, 0xdf, 0xab, 0x1a, 0xc4, 0x62, 0xff, 0x81, 0x65, 0x62, 0x72, 0xb6, 0x06, 0xc6, 0x1d, 0xfc, 0x72, 0x58, 0x54, 0xa9, 0xf6, 0xe0, 0x84, - 0x17, 0xe0, 0x51, 0x72, 0xe9, 0xd4, 0x13, 0x5a, 0xcb, 0x53, 0x90, 0x5d, 0x2b, 0x4a, 0x7b, 0xb4, 0xf6, 0x3f, 0x54, 0xe3, 0x9d, 0x60, 0xc7, 0x92, 0x55, 0xe0, 0x42, 0x6d, 0x2a, 0x79, 0x49, 0xcf, - 0xc8, 0x0e, 0x5c, 0x4e, 0x28, 0x5e, 0x2a, 0x13, 0xd9, 0x8f, 0x1d, 0x57, 0xe6, 0xab, 0x13, 0x9b, 0x3c, 0x89, 0x63, 0x1a, 0xa5, 0xb5, 0x35, 0xdd, 0x23, 0xf6, 0xd5, 0x68, 0xd9, 0x3f, 0x61, 0x99, - 0x8b, 0x43, 0xee, 0xc1, 0x2f, 0x67, 0xad, 0x33, 0x07, 0x08, 0x04, 0xe7, 0xec, 0x22, 0xb2, 0x8a, 0x61, 0x86, 0x87, 0x8d, 0xb6, 0x79, 0x05, 0x50, 0xc4, 0xda, 0x80, 0x54, 0x24, 0x23, 0xca, 0xcd, -}; - -uint8_t q7_relu_input1[1024] = { - 0x43, 0x68, 0x70, 0x36, 0xea, 0xad, 0x4b, 0x06, 0x40, 0x50, 0x19, 0xf3, 0x38, 0x4c, 0xe1, 0xd8, 0xc5, 0xf3, 0xcc, 0xc1, 0x81, 0x6d, 0x3c, 0x14, 0x68, 0x60, 0x1d, 0x26, 0xcc, 0x72, 0x08, 0xd5, - 0xef, 0x17, 0xf8, 0x36, 0xab, 0xfd, 0x3a, 0x24, 0xa1, 0x71, 0x73, 0x49, 0x79, 0x62, 0xaf, 0xae, 0x4a, 0x06, 0xb0, 0x9d, 0xea, 0x5b, 0x69, 0x75, 0x5c, 0xab, 0x55, 0x15, 0x73, 0x7c, 0x82, 0x44, - 0xb3, 0x9f, 0xc9, 0xc2, 0xc0, 0x8f, 0x5a, 0x96, 0x86, 0x87, 0x8e, 0xd6, 0xce, 0x65, 0x53, 0xcd, 0xb0, 0x45, 0xc7, 0x31, 0xd7, 0xf6, 0xd1, 0x51, 0xe0, 0x60, 0x5d, 0x0e, 0xf1, 0x7e, 0x95, 0x96, - 0x98, 0xf8, 0xc1, 0x9d, 0xc1, 0x7a, 0x31, 0xc1, 0xd8, 0xe2, 0x5b, 0x03, 0x3f, 0x96, 0xc8, 0xe9, 0x37, 0x41, 0xf1, 0xd9, 0x83, 0x69, 0xdc, 0xa6, 0x63, 0x87, 0x0e, 0x73, 0x44, 0x55, 0xf0, 0x9c, - 0x70, 0x89, 0x5b, 0xf3, 0xfa, 0x5e, 0xef, 0x03, 0x04, 0x10, 0xb7, 0xc2, 0xc4, 0x60, 0x1b, 0x74, 0x07, 0x2d, 0xb8, 0xe0, 0x8b, 0x22, 0x4d, 0xe8, 0xfc, 0x3a, 0x6b, 0x52, 0xbe, 0x18, 0xd4, 0x4e, - 0xb6, 0x21, 0xa5, 0xb3, 0x95, 0xaa, 0x8a, 0xa8, 0x04, 0x3a, 0xe4, 0x2d, 0x4d, 0xa4, 0x5b, 0xfe, 0xc9, 0xf9, 0x33, 0x90, 0xb9, 0xbb, 0x5b, 0xac, 0x9f, 0x0e, 0x42, 0x94, 0xfc, 0xca, 0x44, 0xb5, - 0x3b, 0x6b, 0x4e, 0xf2, 0x49, 0x8e, 0x79, 0xde, 0x4f, 0x9d, 0x22, 0xdf, 0x14, 0xed, 0xe0, 0x7c, 0x5e, 0x95, 0x99, 0x3f, 0x8d, 0x98, 0x09, 0xc8, 0x7a, 0xcd, 0x4b, 0x08, 0x0c, 0xdc, 0xa0, 0x9a, - 0x57, 0xc1, 0x48, 0x16, 0x49, 0x03, 0x2a, 0x94, 0x65, 0xdb, 0xcc, 0xfa, 0x5e, 0x6f, 0x9b, 0x9b, 0x97, 0xce, 0xd1, 0x63, 0x92, 0x93, 0xd6, 0x37, 0x54, 0x83, 0x6a, 0x5a, 0xea, 0x35, 0xad, 0xeb, - 0xd8, 0x86, 0x4d, 0xc9, 0x23, 0x79, 0x91, 0x3f, 0x00, 0xf0, 0x2e, 0xe4, 0x34, 0xd1, 0xad, 0x65, 0x06, 0xf9, 0x30, 0xd7, 0x2d, 0x01, 0x18, 0x2d, 0x9d, 0x29, 0x54, 0x19, 0x7a, 0xb3, 0xab, 0x15, - 0x51, 0xb8, 0xdb, 0x74, 0x2e, 0xca, 0x6d, 0x6a, 0x6d, 0xc2, 0xcd, 0xab, 0xdc, 0xd6, 0xf1, 0xbb, 0x0e, 0x57, 0x63, 0x83, 0xda, 0xe1, 0xdc, 0x53, 0xb9, 0xdf, 0x86, 0xf1, 0x74, 0x79, 0xcd, 0xf6, - 0xe0, 0x63, 0x8c, 0xf9, 0x2b, 0x51, 0x6d, 0xeb, 0x6f, 0xc0, 0x66, 0x4d, 0xa4, 0x65, 0xed, 0x64, 0x2a, 0x24, 0x27, 0x00, 0x17, 0x96, 0xa2, 0xb4, 0x13, 0xb4, 0x4a, 0x5e, 0x3d, 0x3b, 0x53, 0xe4, - 0x80, 0x67, 0xa7, 0xc9, 0xcc, 0xd9, 0xa5, 0xd7, 0x56, 0xe5, 0x6c, 0xc8, 0xde, 0x74, 0x24, 0x9d, 0x65, 0x79, 0xcb, 0xd0, 0xc1, 0x73, 0xf5, 0x60, 0xc4, 0x09, 0xca, 0xa3, 0x1f, 0x2b, 0xe9, 0x38, - 0x8f, 0xb0, 0xcf, 0x76, 0xdf, 0x42, 0xd0, 0x08, 0x30, 0xcc, 0x74, 0xa8, 0xc2, 0xe6, 0xf6, 0x2b, 0x75, 0xfd, 0x96, 0x4a, 0xb1, 0xa1, 0x38, 0xed, 0x3b, 0x03, 0xef, 0xac, 0x70, 0xca, 0x41, 0x00, - 0x58, 0xd3, 0xe7, 0x4b, 0xc2, 0xb1, 0xf2, 0xcc, 0x37, 0x11, 0x2b, 0x8f, 0x31, 0x24, 0x9e, 0x3c, 0x83, 0xc0, 0xec, 0xaa, 0xe4, 0x80, 0x8e, 0x90, 0x0d, 0xb8, 0x3a, 0xad, 0xd6, 0x54, 0x31, 0x9b, - 0x18, 0x2d, 0x9b, 0x2b, 0x0f, 0xcc, 0x85, 0xcb, 0x63, 0xae, 0x72, 0x82, 0x1d, 0x99, 0x6a, 0xc6, 0xd5, 0x1d, 0x7d, 0x93, 0x35, 0x47, 0xf8, 0xb2, 0x7c, 0x82, 0xec, 0xb9, 0xb6, 0xf1, 0x8b, 0x5c, - 0x49, 0xf3, 0xd5, 0x09, 0x6c, 0x29, 0x41, 0x02, 0xea, 0x58, 0x10, 0xa9, 0xa4, 0x4d, 0x33, 0x64, 0xf7, 0x46, 0x76, 0x6e, 0x1c, 0x31, 0x19, 0x62, 0x5e, 0x84, 0x51, 0x23, 0x5a, 0x4c, 0xa6, 0x47, - 0xe6, 0xe0, 0x98, 0x07, 0xb9, 0x32, 0x67, 0xc5, 0x33, 0x7d, 0x6c, 0x7e, 0x0a, 0x4a, 0x8f, 0x8a, 0x57, 0x42, 0x03, 0xf6, 0x2a, 0x8a, 0xa0, 0x6f, 0x0b, 0xa1, 0x74, 0xf2, 0x63, 0x00, 0x57, 0xc9, - 0x35, 0x49, 0xdb, 0x28, 0x69, 0x39, 0x79, 0x4d, 0x74, 0x0f, 0x6d, 0x0d, 0x4c, 0x1e, 0x12, 0xfa, 0xf0, 0x8c, 0xea, 0x65, 0x1a, 0xac, 0xe7, 0x47, 0xcb, 0x7c, 0x3d, 0xaf, 0x6c, 0xe2, 0x12, 0xd2, - 0x93, 0xa5, 0x39, 0xbc, 0x76, 0x1c, 0x23, 0x47, 0x3e, 0xf4, 0x38, 0xda, 0xba, 0xc7, 0xff, 0xad, 0x5a, 0xf4, 0x8e, 0x1c, 0x0f, 0x75, 0x15, 0x65, 0x90, 0xb6, 0x60, 0xf4, 0x5a, 0x79, 0x40, 0x87, - 0xd0, 0x24, 0x42, 0x78, 0xa8, 0x77, 0x50, 0xa2, 0x6e, 0x41, 0xdd, 0xc0, 0xdb, 0xa2, 0x98, 0x4a, 0x62, 0xa6, 0x9b, 0x00, 0x35, 0x67, 0x2f, 0x9e, 0xca, 0x84, 0xfb, 0x37, 0xd4, 0x33, 0xe2, 0x32, - 0xdd, 0xeb, 0xf5, 0x8b, 0xdd, 0x1e, 0xe1, 0x04, 0x88, 0xa6, 0xd6, 0x8d, 0xa2, 0x02, 0x5d, 0x27, 0x1f, 0xee, 0x0b, 0x88, 0x80, 0x72, 0xb1, 0x45, 0xbf, 0xc4, 0xe0, 0x74, 0xcd, 0x13, 0x46, 0xab, - 0xbc, 0x9a, 0x8c, 0x69, 0xc9, 0x71, 0xc1, 0xbb, 0x96, 0x84, 0x71, 0xa3, 0x86, 0xbf, 0xbf, 0x32, 0xf3, 0xd5, 0x95, 0xbf, 0xaa, 0x4a, 0xd9, 0x6b, 0x2e, 0x51, 0x20, 0xab, 0x2f, 0x78, 0x84, 0xc2, - 0xb6, 0x31, 0x02, 0xae, 0xfc, 0x4d, 0x37, 0xc0, 0xe4, 0x1d, 0xd6, 0xff, 0x99, 0xa5, 0xac, 0x4f, 0xa4, 0x5e, 0x7a, 0x4b, 0xf6, 0x79, 0x7e, 0x9d, 0xad, 0xfb, 0x78, 0xcd, 0x27, 0x6f, 0xd1, 0x33, - 0x6c, 0x6c, 0xac, 0xe3, 0x85, 0x9d, 0x56, 0x40, 0x48, 0x8f, 0x2c, 0x4e, 0x6f, 0x56, 0x94, 0x71, 0xdb, 0xea, 0xf7, 0xe4, 0x7b, 0x63, 0x4d, 0x62, 0xb5, 0x9a, 0x97, 0x57, 0x19, 0x8c, 0xbb, 0x4c, - 0x99, 0xaf, 0xac, 0x00, 0xed, 0xb2, 0xce, 0x5b, 0xb9, 0xba, 0x90, 0x6c, 0x4c, 0x28, 0xbe, 0x76, 0x9f, 0x73, 0x30, 0x4c, 0x30, 0x0a, 0x2f, 0x9a, 0x03, 0x27, 0xd8, 0x81, 0x78, 0x2d, 0xc9, 0xcd, - 0xd6, 0x28, 0x15, 0xbd, 0x2e, 0x7e, 0xbf, 0x61, 0x5d, 0x94, 0xd3, 0x51, 0x79, 0x52, 0xc7, 0xff, 0xa7, 0x94, 0x2d, 0xd0, 0x43, 0x0f, 0x05, 0xef, 0xf4, 0x91, 0x4a, 0x6e, 0x14, 0x36, 0x4d, 0xd6, - 0x5a, 0x8f, 0xac, 0x24, 0x34, 0x2d, 0x40, 0x1e, 0x3d, 0xf9, 0x56, 0x48, 0xc0, 0xf7, 0x32, 0xff, 0xb9, 0x82, 0xc7, 0x09, 0x64, 0xe1, 0xc0, 0xd0, 0xcb, 0x7d, 0x73, 0xb2, 0x24, 0x82, 0x70, 0x80, - 0x2f, 0x78, 0x10, 0x1b, 0x87, 0x3d, 0xc5, 0x65, 0x42, 0xda, 0x1a, 0x53, 0xae, 0x77, 0xd2, 0x13, 0x6f, 0xb6, 0x95, 0x98, 0xf9, 0xe0, 0x17, 0xc5, 0xa7, 0xdb, 0xe1, 0x02, 0xee, 0x7b, 0xa0, 0x0e, - 0x45, 0x32, 0xad, 0xbb, 0xff, 0x56, 0xe3, 0x62, 0x14, 0x79, 0x6c, 0xf4, 0x0e, 0x56, 0x71, 0xe1, 0x73, 0x85, 0x89, 0xc0, 0x84, 0xcd, 0x1f, 0xb3, 0xd2, 0xea, 0x03, 0x51, 0x5d, 0x21, 0x55, 0x16, - 0x6c, 0x2a, 0xc1, 0xa9, 0xcd, 0xf1, 0xfc, 0x1a, 0x3f, 0xfe, 0x8b, 0x83, 0x18, 0x95, 0x89, 0xc9, 0x75, 0x84, 0xc3, 0x6c, 0xdd, 0x02, 0xc2, 0xba, 0x06, 0x1a, 0x25, 0x24, 0x8f, 0xa4, 0xf2, 0x8f, - 0x1a, 0xe9, 0x85, 0xdd, 0x9f, 0x11, 0xd5, 0x88, 0xb6, 0xd5, 0x35, 0x14, 0x1a, 0x9d, 0xe8, 0x84, 0xb0, 0xd4, 0x36, 0x94, 0x33, 0x1f, 0xb0, 0x82, 0xa2, 0xe5, 0x6a, 0x58, 0xc4, 0xa9, 0xdb, 0xb5, - 0x42, 0x93, 0xaf, 0x33, 0x5c, 0x2d, 0xc3, 0x90, 0xc7, 0x91, 0x82, 0x88, 0xcc, 0xfa, 0xe2, 0x3b, 0x9a, 0x28, 0x53, 0xbd, 0xa5, 0x28, 0x34, 0xad, 0x80, 0x33, 0x02, 0xe7, 0x96, 0x7c, 0xdd, 0xc7, -}; - - -uint8_t q7_relu_input2[1024] = { - 0x76, 0x4d, 0xbb, 0xc6, 0x49, 0x5e, 0xb7, 0x29, 0x41, 0x9b, 0xd5, 0x94, 0xaf, 0x07, 0xa1, 0x58, 0xb6, 0x92, 0xec, 0xf0, 0xac, 0x6d, 0xbe, 0x13, 0x05, 0x56, 0x03, 0x47, 0xbf, 0x3e, 0xd0, 0xcb, - 0x6c, 0x7a, 0xb5, 0x41, 0xd2, 0x12, 0xec, 0x5e, 0x07, 0x24, 0x55, 0x68, 0x6e, 0x7e, 0x58, 0x0a, 0x58, 0xbc, 0x00, 0xd6, 0x53, 0xaa, 0x86, 0x72, 0x1e, 0xe9, 0xd1, 0x18, 0x6a, 0xee, 0x71, 0xa2, - 0x27, 0x6a, 0x0c, 0x7e, 0xd6, 0x38, 0xb4, 0x59, 0xb8, 0x6c, 0x3b, 0xb0, 0x6e, 0xc8, 0xd4, 0xa6, 0x6d, 0x21, 0xa9, 0x79, 0x0d, 0xb3, 0x62, 0x29, 0xe4, 0x20, 0xa3, 0x0c, 0x56, 0x21, 0xf4, 0x2e, - 0x5b, 0xd1, 0xc5, 0x6a, 0x51, 0xc5, 0x3e, 0x40, 0xb3, 0xbb, 0x2e, 0x13, 0xb4, 0xd2, 0x41, 0x23, 0xe3, 0x20, 0x99, 0x99, 0x97, 0x2b, 0xd0, 0xce, 0x0f, 0x76, 0xe0, 0x60, 0x02, 0xf4, 0x70, 0x64, - 0x4d, 0x97, 0x36, 0x72, 0x33, 0x49, 0xa9, 0x22, 0x1b, 0x00, 0xa7, 0x84, 0x91, 0xcf, 0x60, 0xa4, 0xb3, 0x5b, 0x1f, 0x19, 0x2b, 0xfc, 0xaa, 0x62, 0xf4, 0x47, 0x0f, 0x5f, 0x46, 0x5b, 0x33, 0x7a, - 0xcb, 0x45, 0x2f, 0x8d, 0x6b, 0x07, 0x5f, 0xf2, 0x87, 0xea, 0xf6, 0x03, 0xd2, 0xd3, 0xdf, 0xb2, 0xde, 0xe6, 0x43, 0x24, 0x83, 0xc9, 0x87, 0x74, 0x92, 0x08, 0xa2, 0x7c, 0xaa, 0x51, 0x26, 0x05, - 0x31, 0x10, 0x93, 0xbd, 0xc7, 0x5d, 0x3c, 0xb9, 0x3d, 0x9b, 0x0d, 0x5b, 0xdc, 0x5a, 0x11, 0xf5, 0xf1, 0x82, 0x27, 0x95, 0xf7, 0x2b, 0x0d, 0x89, 0x3b, 0x19, 0x14, 0x24, 0x68, 0x30, 0xde, 0x9b, - 0xb7, 0x03, 0x30, 0x72, 0xb1, 0x31, 0x45, 0xa3, 0x49, 0x2d, 0xe1, 0x1e, 0x93, 0x64, 0xd9, 0x3d, 0x99, 0xe9, 0x5a, 0x96, 0x00, 0x7e, 0x48, 0xaf, 0x74, 0xd4, 0xd6, 0x24, 0xa6, 0x0c, 0x30, 0x2d, - 0x25, 0xdb, 0x8d, 0x7a, 0xa5, 0x03, 0x2c, 0xea, 0xa7, 0x5f, 0xcc, 0x1e, 0xde, 0x1e, 0x6f, 0x45, 0x81, 0xbf, 0x66, 0x22, 0xee, 0x08, 0x93, 0x1a, 0x0b, 0xc2, 0x61, 0x50, 0x8f, 0x1b, 0x24, 0x5d, - 0x00, 0x1a, 0x96, 0x0b, 0x38, 0x66, 0x43, 0x2a, 0xbb, 0xd9, 0xe7, 0x88, 0x8d, 0x67, 0x47, 0xdb, 0x4b, 0x2d, 0x7a, 0x42, 0x9d, 0x71, 0xfd, 0x01, 0xc4, 0xec, 0x75, 0x3d, 0x5d, 0x95, 0x0a, 0x8c, - 0x39, 0x84, 0x6c, 0xb0, 0x0d, 0xd7, 0x5b, 0x59, 0x8b, 0x8b, 0xfe, 0x63, 0x0f, 0xd4, 0x5d, 0xa3, 0x34, 0x55, 0x06, 0xfe, 0x3f, 0x02, 0xde, 0x6c, 0xad, 0x6c, 0x96, 0x3f, 0xd0, 0x66, 0x1f, 0xff, - 0x78, 0x58, 0x4c, 0x02, 0x9c, 0xf7, 0xee, 0x59, 0x9d, 0x63, 0xef, 0x9b, 0x9f, 0xde, 0x1b, 0xfa, 0x2c, 0x29, 0x36, 0x6d, 0x90, 0x38, 0x75, 0x0b, 0x6e, 0xa5, 0xd1, 0x54, 0xbc, 0x90, 0x16, 0x7b, - 0xac, 0x5c, 0x08, 0x6a, 0xd4, 0x01, 0x3e, 0xaa, 0xdd, 0x6d, 0x6b, 0xa9, 0x31, 0x2b, 0xd1, 0x97, 0x90, 0x94, 0x4c, 0x2c, 0xe6, 0x26, 0x0b, 0xd7, 0x60, 0x88, 0xdb, 0xfb, 0xfd, 0x1f, 0xff, 0x39, - 0x62, 0x6a, 0xb5, 0xee, 0x6b, 0x6a, 0x95, 0x34, 0x64, 0x08, 0xf5, 0x25, 0x0d, 0x0f, 0xe9, 0x8a, 0xed, 0x21, 0xca, 0x0d, 0xd3, 0x18, 0xdf, 0x7a, 0xfb, 0xfb, 0x68, 0xe9, 0xba, 0x48, 0xbf, 0x9f, - 0xef, 0x2b, 0xff, 0xb9, 0x25, 0x98, 0xa5, 0xf2, 0x3d, 0x2b, 0xd2, 0x76, 0x39, 0x4c, 0x44, 0x48, 0x17, 0xd2, 0x61, 0xce, 0x31, 0x4b, 0x1d, 0xa2, 0x7b, 0xc2, 0x99, 0x9d, 0xc5, 0xb5, 0x6e, 0x7b, - 0xfd, 0x25, 0xd9, 0x7c, 0xdc, 0x49, 0xdf, 0x93, 0xd1, 0x6a, 0x1c, 0x6d, 0xbf, 0x2d, 0xb8, 0xcd, 0x39, 0x3b, 0x02, 0xf3, 0xd5, 0xdd, 0x05, 0xf8, 0xc1, 0x8c, 0x9c, 0x16, 0x83, 0x2b, 0xac, 0x43, - 0x82, 0x78, 0x99, 0xae, 0x91, 0x41, 0xd2, 0xdf, 0x0a, 0x3d, 0xfc, 0x77, 0xb8, 0xb2, 0xbb, 0xb1, 0x44, 0xf1, 0xa3, 0xcc, 0x08, 0x86, 0x42, 0x60, 0xcf, 0x05, 0xfb, 0x4f, 0x64, 0x9e, 0x7c, 0xa9, - 0xd2, 0xfc, 0xfb, 0x2d, 0x9e, 0xb2, 0x6d, 0x61, 0xf1, 0x45, 0x6b, 0x70, 0x4d, 0x0b, 0xfe, 0x83, 0x74, 0x8c, 0x5c, 0xea, 0xf0, 0xcd, 0xf9, 0x66, 0xa9, 0x27, 0xeb, 0xab, 0xa3, 0x91, 0x6b, 0x86, - 0x0a, 0x5f, 0xad, 0x8c, 0x68, 0xdd, 0xf4, 0x8d, 0xd0, 0x50, 0x30, 0x58, 0x39, 0x95, 0xa4, 0x1f, 0xa9, 0xd9, 0x89, 0xf5, 0x04, 0x13, 0x3c, 0x5e, 0x5d, 0xff, 0x19, 0x6a, 0x77, 0x93, 0x01, 0xe7, - 0xdc, 0x59, 0x8b, 0xa9, 0x50, 0x2f, 0x1d, 0x26, 0xe0, 0x56, 0xfa, 0x8d, 0xac, 0xff, 0x45, 0x57, 0x3f, 0xea, 0x52, 0x8e, 0x40, 0x44, 0xac, 0x2b, 0xfa, 0x93, 0x47, 0x56, 0x4a, 0x3e, 0x22, 0x87, - 0xfd, 0xb4, 0xae, 0x6c, 0x42, 0xfd, 0x4b, 0xbd, 0x83, 0x73, 0xba, 0x0f, 0xcc, 0x34, 0x23, 0xd3, 0x18, 0xd8, 0x7b, 0x73, 0xcd, 0x72, 0xbd, 0xef, 0xaf, 0x19, 0x48, 0x0a, 0x2b, 0x36, 0x5b, 0x6f, - 0xff, 0x9d, 0x5e, 0x4c, 0x67, 0x9b, 0x0a, 0x45, 0xf3, 0x72, 0xff, 0x89, 0x93, 0x39, 0xd3, 0xa5, 0x38, 0x70, 0x98, 0x7e, 0x43, 0x3d, 0x18, 0x88, 0x3d, 0xb8, 0x35, 0x7b, 0x3a, 0x02, 0x73, 0x33, - 0xbf, 0xa9, 0x2f, 0x84, 0xca, 0x83, 0xed, 0x7a, 0xb1, 0xb4, 0x27, 0x88, 0xb8, 0xcd, 0xb4, 0x62, 0xe5, 0x09, 0xce, 0x9c, 0xe9, 0x10, 0xb4, 0x04, 0xd9, 0xfb, 0x5d, 0x77, 0xdf, 0x27, 0x30, 0x74, - 0x3c, 0x3b, 0x8b, 0xca, 0xb5, 0xe8, 0x27, 0x45, 0x53, 0x17, 0xeb, 0x97, 0x75, 0x0e, 0xc3, 0x2e, 0xea, 0x62, 0x22, 0x88, 0xb7, 0x06, 0xdb, 0xb2, 0x64, 0x73, 0xdd, 0xf5, 0xee, 0x18, 0xd2, 0x9f, - 0x97, 0x88, 0x0b, 0xf0, 0x6b, 0xd5, 0x9b, 0x5a, 0xf9, 0xc5, 0x3c, 0x72, 0x82, 0x95, 0x89, 0xe9, 0x60, 0x31, 0x75, 0x0c, 0x8a, 0x10, 0x1d, 0x9e, 0x32, 0xb1, 0xe2, 0xcb, 0xcd, 0x37, 0x1d, 0x94, - 0xa4, 0x83, 0xe7, 0x35, 0x4f, 0x4e, 0x5b, 0xe0, 0xfa, 0x85, 0x1f, 0xe7, 0x96, 0x64, 0xf4, 0xf9, 0x5f, 0x3e, 0x40, 0x4e, 0x72, 0xa1, 0x74, 0xae, 0x61, 0xd5, 0x41, 0x65, 0x64, 0x3b, 0x1d, 0x4c, - 0xf7, 0x86, 0xc1, 0xcf, 0x34, 0xdf, 0x19, 0x6f, 0x5f, 0x0e, 0xcd, 0xb3, 0xc2, 0xd9, 0xd6, 0x9b, 0xe1, 0x2c, 0x55, 0x84, 0xe1, 0x06, 0xa8, 0x2c, 0x31, 0x70, 0x81, 0x99, 0xca, 0xc3, 0x41, 0x6d, - 0x90, 0x28, 0x10, 0x1a, 0xca, 0x91, 0x0e, 0x46, 0xd8, 0xf7, 0x1a, 0xcd, 0x43, 0x73, 0x73, 0x14, 0x90, 0x87, 0xe9, 0x27, 0x06, 0xf9, 0xc4, 0x63, 0x16, 0x3c, 0x38, 0x73, 0xce, 0xb9, 0xca, 0xd5, - 0x23, 0xe0, 0x31, 0xc0, 0x5e, 0x28, 0x09, 0xb5, 0xc2, 0xd0, 0x97, 0xac, 0xa7, 0x59, 0xc1, 0xed, 0x53, 0xfd, 0x1e, 0x30, 0xf6, 0x76, 0x3d, 0xd4, 0xad, 0xf9, 0x2f, 0x7e, 0xcd, 0x1a, 0xae, 0x7a, - 0x49, 0xee, 0xf5, 0x41, 0x5d, 0x39, 0x23, 0x56, 0x54, 0x28, 0x88, 0xee, 0x99, 0xde, 0xe1, 0x66, 0x9e, 0x99, 0x8b, 0x65, 0x1b, 0xda, 0x41, 0xbe, 0xd7, 0x9f, 0xd0, 0xf3, 0x8f, 0xa7, 0xbe, 0x51, - 0xde, 0x0f, 0x3e, 0x57, 0xca, 0x2d, 0x52, 0xcc, 0xfc, 0xe7, 0xbb, 0x8e, 0x65, 0x0d, 0xa8, 0xd0, 0x8f, 0x4d, 0x76, 0x10, 0xd4, 0xb7, 0x19, 0xd1, 0x88, 0x19, 0x46, 0x1a, 0xc0, 0xac, 0x64, 0x58, - 0xdf, 0x24, 0xca, 0xf0, 0xc0, 0x71, 0x6a, 0x70, 0x27, 0x9b, 0x59, 0xfc, 0x3c, 0x83, 0xaa, 0x96, 0x15, 0x99, 0xc7, 0x27, 0x59, 0x69, 0x9d, 0x28, 0x0d, 0x18, 0xd2, 0xd6, 0x3d, 0x2a, 0xb6, 0x03, -}; - -uint8_t q7_relu_input3[1024] = { - 0x82, 0xfc, 0xa6, 0x29, 0xb1, 0xed, 0x97, 0x10, 0xdd, 0xb9, 0x1f, 0xb2, 0x09, 0x79, 0xdc, 0x8a, 0x19, 0x46, 0x25, 0x5e, 0x5b, 0xb8, 0x28, 0x1f, 0xcc, 0x3b, 0xec, 0xb0, 0x74, 0xd5, 0xd3, 0x57, - 0xff, 0x6b, 0x4c, 0xe5, 0x73, 0x34, 0x58, 0x88, 0x63, 0x2c, 0x44, 0x46, 0x42, 0x6a, 0x26, 0x66, 0xdf, 0xa6, 0x8b, 0xd1, 0xf4, 0x6d, 0xc7, 0x5a, 0x64, 0x45, 0xd7, 0x82, 0x91, 0x99, 0xb5, 0x3c, - 0x33, 0xe8, 0x3b, 0xed, 0x40, 0x75, 0x31, 0xd9, 0x68, 0xed, 0xcd, 0x00, 0x48, 0x79, 0x19, 0x4d, 0x2e, 0xe4, 0x7c, 0xab, 0x7d, 0xba, 0xfa, 0x79, 0x77, 0x90, 0x01, 0xed, 0x2d, 0x5d, 0xc6, 0x76, - 0xc7, 0x26, 0xcb, 0x17, 0x25, 0x1e, 0xe7, 0xb0, 0xf4, 0xcf, 0xec, 0x78, 0x60, 0x10, 0xcb, 0xd4, 0x64, 0xbd, 0x9c, 0x8c, 0x43, 0xcd, 0xae, 0x1f, 0x8f, 0xcd, 0x31, 0x5e, 0xd7, 0x4d, 0x59, 0xdf, - 0x66, 0x5e, 0x25, 0xb1, 0xc8, 0xa9, 0xd4, 0x81, 0xd5, 0x19, 0xe1, 0x4f, 0x39, 0xad, 0x07, 0x38, 0x8f, 0x4e, 0xfd, 0x36, 0xb4, 0x8a, 0x9b, 0x1e, 0x86, 0xf0, 0x42, 0xe7, 0x4d, 0xaa, 0xd9, 0x72, - 0x60, 0x5d, 0x7e, 0x6b, 0x37, 0xdc, 0x73, 0xdf, 0x39, 0xed, 0x3e, 0x6c, 0x69, 0xea, 0xb3, 0xe3, 0x30, 0xdb, 0x9f, 0xdb, 0x6f, 0x5d, 0x73, 0xa2, 0x5d, 0x25, 0xd7, 0x11, 0xcf, 0x1b, 0xf3, 0xf9, - 0x75, 0x15, 0xd9, 0x9b, 0xe1, 0xc3, 0x18, 0x07, 0x9c, 0xdf, 0x09, 0xaf, 0x9e, 0x1a, 0x49, 0x73, 0x11, 0xb3, 0x5e, 0x99, 0x91, 0xc6, 0x2d, 0x1b, 0xf6, 0x14, 0xf2, 0x0b, 0xf9, 0x20, 0xcf, 0xf3, - 0x1b, 0xb7, 0x73, 0xa4, 0x55, 0x58, 0x3f, 0x16, 0xb2, 0xf1, 0x00, 0xcb, 0x0b, 0x65, 0xe7, 0x06, 0x41, 0x36, 0xad, 0x77, 0xc6, 0xbb, 0x67, 0x3d, 0x4d, 0xd1, 0x4a, 0xc7, 0x82, 0x81, 0xd7, 0x7c, - 0xe1, 0x5e, 0x79, 0x41, 0xcb, 0xd5, 0xda, 0xe7, 0x20, 0xb0, 0x6d, 0x57, 0xef, 0x5f, 0x20, 0x27, 0x0b, 0xb2, 0xb6, 0x4f, 0xf9, 0x4e, 0x8f, 0xd1, 0xe0, 0x4a, 0x7d, 0xf7, 0xcb, 0xdc, 0x7c, 0x7d, - 0x6b, 0xaf, 0x1a, 0x27, 0x13, 0x39, 0xbf, 0xae, 0x46, 0x2b, 0xac, 0x28, 0xcc, 0xe2, 0xcb, 0x60, 0xbf, 0x85, 0xfc, 0x60, 0x60, 0xff, 0xa1, 0x21, 0x81, 0xf1, 0xb8, 0x47, 0xca, 0x07, 0x09, 0x1c, - 0x66, 0xbc, 0xc4, 0xe9, 0xd3, 0x17, 0xa0, 0xf3, 0x70, 0xaf, 0x5b, 0x65, 0xf7, 0x07, 0xb0, 0x1b, 0x88, 0x43, 0x57, 0x6f, 0x98, 0x36, 0x56, 0x09, 0xda, 0xbb, 0x68, 0x8b, 0x8e, 0x15, 0x22, 0xbc, - 0x6e, 0x4d, 0x8b, 0x64, 0xde, 0x8a, 0x16, 0xb4, 0x4f, 0x27, 0x35, 0xce, 0x83, 0x5f, 0x70, 0x6c, 0x34, 0xec, 0x9f, 0x4c, 0x1b, 0xaa, 0xe7, 0x9a, 0x30, 0x5f, 0x23, 0xdb, 0x2b, 0xbb, 0x44, 0xc0, - 0x7b, 0x28, 0x78, 0x74, 0x76, 0xb7, 0x78, 0xca, 0x80, 0x60, 0xd4, 0xff, 0xe8, 0x21, 0x2e, 0x35, 0x4f, 0x2b, 0x31, 0x1c, 0x33, 0x24, 0x77, 0xe7, 0x69, 0x44, 0xc9, 0xd7, 0x2d, 0xcc, 0xeb, 0x58, - 0xba, 0xaa, 0x8d, 0xba, 0xf5, 0x1f, 0xb9, 0x71, 0xf3, 0x51, 0xe1, 0xd9, 0x05, 0x52, 0xd9, 0x1c, 0x10, 0x6c, 0x27, 0x26, 0xe3, 0x42, 0xe4, 0x49, 0x02, 0x83, 0x74, 0x90, 0x32, 0xe6, 0xe3, 0xa6, - 0xc3, 0x34, 0xc1, 0xbb, 0x3b, 0xa8, 0xff, 0xe2, 0x4d, 0xf9, 0x89, 0x45, 0xae, 0x26, 0x7a, 0xdf, 0xe0, 0xf4, 0x10, 0xee, 0xcf, 0x1f, 0xc4, 0x9f, 0xba, 0xff, 0xc4, 0xf4, 0x0b, 0x6d, 0xc6, 0xa0, - 0x9f, 0x10, 0x94, 0xf8, 0x9d, 0x2f, 0xff, 0xac, 0x99, 0x6a, 0x87, 0xd2, 0x2b, 0x2f, 0x31, 0x47, 0x0c, 0x42, 0x3b, 0xe9, 0x66, 0x2d, 0x05, 0x12, 0x1d, 0xe0, 0x5c, 0xcf, 0xb2, 0x76, 0xd9, 0x03, - 0x59, 0x65, 0x26, 0x23, 0xf5, 0x9a, 0x92, 0xf3, 0x66, 0x0f, 0x46, 0x0b, 0x94, 0x05, 0x1c, 0xe4, 0x6a, 0xc8, 0x9b, 0x60, 0xf0, 0xf7, 0x10, 0xe7, 0x8b, 0xc2, 0xd3, 0x02, 0x91, 0x0a, 0x10, 0x4e, - 0xc3, 0x45, 0xe6, 0xf4, 0xa3, 0x15, 0x2a, 0x0a, 0xcb, 0xf1, 0x80, 0x78, 0x28, 0xb4, 0xb3, 0xbc, 0xa9, 0x18, 0x82, 0x51, 0x33, 0x45, 0xce, 0x9a, 0xd8, 0xd4, 0x20, 0x90, 0xc9, 0xc0, 0x8e, 0xf5, - 0x53, 0xe0, 0x57, 0xbd, 0xd5, 0x12, 0xef, 0x07, 0x4c, 0xa3, 0x46, 0x1a, 0x80, 0x51, 0x05, 0x72, 0x9b, 0xb8, 0x1f, 0x48, 0x45, 0x5d, 0xbf, 0x92, 0x22, 0xff, 0xf7, 0x46, 0xb8, 0xea, 0x0e, 0xe9, - 0x30, 0x1b, 0xb9, 0x96, 0x8f, 0xc8, 0xb8, 0x65, 0xcf, 0xdc, 0x81, 0x54, 0x82, 0xa1, 0x71, 0x1c, 0xd4, 0x9a, 0x2b, 0x28, 0xca, 0x56, 0x3c, 0xe1, 0x96, 0xe6, 0x32, 0x4c, 0x4e, 0xdd, 0x4e, 0x2a, - 0xca, 0x16, 0x93, 0x66, 0x71, 0x07, 0x20, 0xe6, 0x0d, 0xb1, 0x2c, 0xb4, 0xc5, 0xee, 0x91, 0xee, 0xea, 0x99, 0x83, 0x01, 0xec, 0x5e, 0x9a, 0x78, 0xe0, 0xdf, 0x42, 0x34, 0x9b, 0x20, 0x4d, 0x32, - 0xcf, 0x8c, 0xb8, 0x37, 0x85, 0x9f, 0xb4, 0x57, 0xae, 0x97, 0x6a, 0xae, 0xd8, 0xa1, 0xf4, 0xe6, 0xba, 0xe3, 0xc9, 0x52, 0x09, 0x74, 0x46, 0x09, 0x8e, 0x1e, 0x82, 0x56, 0x96, 0xf9, 0xa5, 0x29, - 0x18, 0x02, 0x84, 0x81, 0xa5, 0x21, 0x21, 0x5c, 0x34, 0xb4, 0xf4, 0xf9, 0x5f, 0x3a, 0xba, 0x8a, 0xbe, 0x6c, 0x7d, 0xd6, 0x5a, 0x74, 0x94, 0x6a, 0x02, 0x56, 0x64, 0x5a, 0x44, 0x53, 0x6e, 0xe6, - 0x85, 0x7a, 0x43, 0xb7, 0xac, 0x28, 0x6f, 0xbe, 0x0a, 0x8d, 0x76, 0x8c, 0x3a, 0xcd, 0x5c, 0x48, 0xa9, 0xca, 0x2a, 0x54, 0x6c, 0x5c, 0x0a, 0x08, 0x23, 0xe2, 0xea, 0x84, 0x1b, 0x2b, 0x97, 0xe2, - 0x2b, 0x00, 0x9a, 0x4f, 0x9d, 0x87, 0x2a, 0x7d, 0xab, 0x35, 0x66, 0xfd, 0xfb, 0xae, 0x9d, 0x9f, 0x33, 0x00, 0x9f, 0x60, 0x1d, 0xcd, 0x10, 0x0d, 0x8c, 0x27, 0x3f, 0xd6, 0xd0, 0xa9, 0x56, 0x61, - 0x2c, 0x9e, 0x44, 0x21, 0x03, 0xa5, 0x3e, 0xb1, 0x9b, 0x67, 0x5a, 0x0f, 0x71, 0x8d, 0xa7, 0x61, 0x64, 0x07, 0x91, 0xaa, 0x33, 0x91, 0x24, 0x57, 0x1d, 0x09, 0x16, 0xd9, 0xea, 0xe9, 0x9d, 0xe7, - 0x75, 0xcb, 0x48, 0x04, 0xa5, 0x83, 0xd5, 0xec, 0x04, 0xea, 0x62, 0x5c, 0xce, 0x03, 0xe9, 0x20, 0xba, 0xee, 0x92, 0x02, 0x45, 0x4f, 0xa0, 0xdd, 0xa9, 0x60, 0xa7, 0xf3, 0xa2, 0x0b, 0xe1, 0x07, - 0x03, 0x8e, 0xa1, 0xcf, 0xb6, 0xf2, 0x19, 0xa6, 0x7e, 0x1c, 0xf8, 0xc8, 0x48, 0xcf, 0x97, 0x4d, 0xb8, 0x86, 0xe7, 0xf4, 0x50, 0xff, 0xce, 0x67, 0xfd, 0x7a, 0x11, 0x3a, 0x78, 0x0b, 0xff, 0xdd, - 0x69, 0x9f, 0xf5, 0x09, 0x37, 0x2a, 0xba, 0x9a, 0xd9, 0x01, 0x0e, 0x45, 0xe4, 0x66, 0xdc, 0x66, 0xfe, 0x7c, 0x6b, 0x93, 0xdc, 0xd7, 0x3d, 0x5b, 0x51, 0x0f, 0x46, 0xc4, 0x35, 0xc8, 0x17, 0xcd, - 0x9a, 0xb3, 0x84, 0x0e, 0x84, 0xe3, 0x0b, 0xa0, 0xb6, 0x6f, 0x9b, 0x0e, 0x06, 0xf2, 0x65, 0x7a, 0x81, 0x13, 0xf0, 0xcb, 0x80, 0xa3, 0x87, 0xf8, 0x8e, 0x44, 0x0a, 0xca, 0x46, 0x2d, 0x80, 0xdf, - 0x1a, 0x34, 0x5f, 0x65, 0x97, 0xa6, 0x32, 0x07, 0xa3, 0x51, 0x55, 0x9c, 0x7e, 0xe1, 0x80, 0x02, 0x6f, 0x32, 0xf3, 0xb2, 0x7b, 0x99, 0xa4, 0x8e, 0xf4, 0x39, 0x88, 0xa8, 0xd4, 0x53, 0x95, 0xbc, - 0x55, 0x66, 0x26, 0xd0, 0xe8, 0x94, 0x6a, 0x74, 0xa4, 0x3b, 0x57, 0xc5, 0xee, 0xd8, 0xc0, 0xe4, 0x57, 0x42, 0x8d, 0x69, 0x04, 0x9b, 0x40, 0x2f, 0x1c, 0xd0, 0x98, 0xc7, 0x32, 0x2c, 0xd4, 0x38, -}; - - -uint8_t q7_relu_input4[1024] = { - 0x5f, 0x5f, 0x85, 0x07, 0x38, 0x65, 0xc4, 0x25, 0x9c, 0x67, 0x79, 0x5f, 0x50, 0x96, 0x8b, 0x45, 0x8e, 0xdd, 0xc3, 0x20, 0x19, 0xd8, 0xe0, 0x64, 0x0e, 0x4a, 0xbc, 0x2c, 0xc6, 0x5e, 0x2b, 0x78, - 0xe0, 0xa1, 0x16, 0x96, 0x6b, 0x1d, 0xf9, 0xb2, 0x63, 0x94, 0xfa, 0x6d, 0x04, 0x46, 0x84, 0x02, 0x5f, 0x69, 0x78, 0xfb, 0x96, 0xc5, 0x97, 0x3a, 0x28, 0x0b, 0xa0, 0xd0, 0x36, 0x27, 0x89, 0xc6, - 0x90, 0x9a, 0x39, 0xbd, 0xa9, 0xf0, 0xb6, 0xb0, 0xdb, 0x06, 0x6a, 0xe2, 0x39, 0x9e, 0x04, 0x4b, 0x72, 0xef, 0xa7, 0xaa, 0xe8, 0xd0, 0x24, 0xe3, 0xca, 0xc2, 0x2f, 0x34, 0x41, 0x29, 0x39, 0x61, - 0xee, 0x1a, 0x1a, 0x8e, 0x31, 0x51, 0xe9, 0xcb, 0x72, 0xc6, 0xd4, 0x03, 0x9e, 0x27, 0xac, 0x1e, 0x23, 0xf9, 0x9e, 0x12, 0x9d, 0x2c, 0x8e, 0x1f, 0x0e, 0x23, 0xd4, 0x2d, 0x3c, 0xdf, 0xa4, 0xf5, - 0x28, 0xd9, 0x5f, 0x6c, 0x1f, 0x07, 0x63, 0xef, 0x5c, 0x47, 0x5a, 0x4e, 0x4b, 0x59, 0x25, 0x15, 0xf3, 0x0e, 0x38, 0x2d, 0xe0, 0x7b, 0xa1, 0xb1, 0xf9, 0x2e, 0xd4, 0xc6, 0x64, 0xc7, 0x83, 0xec, - 0x3e, 0xbf, 0x68, 0x90, 0x1d, 0xf7, 0xbb, 0x73, 0x57, 0xf5, 0xa1, 0x45, 0x1d, 0xe4, 0x41, 0xd2, 0x7e, 0xa3, 0x28, 0x6d, 0xd8, 0x81, 0xae, 0xcc, 0x86, 0xbf, 0xf3, 0x91, 0x1d, 0x9d, 0x97, 0xaa, - 0xb0, 0x77, 0xe9, 0xe8, 0x0d, 0x1f, 0xf6, 0xef, 0x65, 0xaf, 0x49, 0xcd, 0x33, 0xff, 0x6a, 0xe2, 0x57, 0xa0, 0x2a, 0xd2, 0x21, 0x18, 0x59, 0x6b, 0x9a, 0xc7, 0x6c, 0x9e, 0x25, 0xfb, 0xc1, 0xa8, - 0x32, 0x0d, 0x8e, 0x83, 0xf1, 0x8b, 0x7b, 0xc1, 0x1f, 0xfa, 0x56, 0x98, 0xbb, 0x9c, 0x68, 0x80, 0x06, 0xaa, 0x8c, 0xb9, 0x6a, 0x30, 0xfa, 0x28, 0xa8, 0x07, 0x79, 0x40, 0xa0, 0x9b, 0xf1, 0xb8, - 0x32, 0x1c, 0xe6, 0x89, 0x8a, 0xb6, 0xb3, 0x26, 0xd6, 0x36, 0x05, 0x88, 0xb1, 0x87, 0x29, 0x0f, 0x32, 0xf8, 0x56, 0xff, 0xe3, 0x9f, 0xd6, 0xbe, 0x96, 0x08, 0xb3, 0xd8, 0x29, 0x8d, 0x87, 0xba, - 0x30, 0xaf, 0xd0, 0xb2, 0x9a, 0xd5, 0x4e, 0x2a, 0xe8, 0xf2, 0xec, 0xfa, 0x4d, 0xf2, 0xc9, 0xf5, 0x85, 0xd4, 0xfe, 0xc5, 0xc9, 0xc8, 0x72, 0x19, 0xc8, 0xfb, 0x4e, 0xa3, 0xc8, 0x21, 0xbf, 0x18, - 0x78, 0x9b, 0xe6, 0xe1, 0xdc, 0xd7, 0x99, 0x28, 0x00, 0x57, 0xc3, 0x90, 0x00, 0x34, 0x7e, 0xb5, 0x55, 0x54, 0x70, 0x0f, 0xac, 0xc2, 0x50, 0xa0, 0x42, 0x15, 0xb6, 0x44, 0xd9, 0x5b, 0xad, 0xef, - 0x10, 0xf1, 0xdb, 0x7a, 0x76, 0x71, 0xd8, 0x96, 0x8a, 0x6d, 0xe5, 0x47, 0x47, 0x11, 0x00, 0x18, 0x8f, 0xc8, 0x7b, 0xea, 0x8d, 0x36, 0xc6, 0xab, 0xf6, 0xf3, 0x00, 0x60, 0xb4, 0xcd, 0x9b, 0x5c, - 0x50, 0x9b, 0xc1, 0x14, 0x32, 0xb7, 0x4f, 0xc9, 0x08, 0x24, 0xa3, 0x3c, 0x11, 0x67, 0xbf, 0xd4, 0x2a, 0x3e, 0xfe, 0x64, 0x89, 0x0b, 0xdd, 0x68, 0x10, 0xca, 0x60, 0xe2, 0xf6, 0xed, 0xe0, 0x20, - 0x1c, 0x19, 0x64, 0xee, 0x09, 0xe4, 0x4d, 0x7a, 0x44, 0xac, 0xe9, 0xa1, 0xd6, 0xfe, 0xf7, 0xda, 0xd8, 0x57, 0xb1, 0xce, 0xe2, 0xff, 0x64, 0x19, 0x65, 0xb0, 0xbc, 0x7d, 0x29, 0x09, 0xcc, 0xf1, - 0xe2, 0x4c, 0x30, 0x85, 0x98, 0x6c, 0x70, 0xb8, 0xad, 0xed, 0xb4, 0x29, 0x9f, 0xe6, 0x73, 0x94, 0xb7, 0x3b, 0xf8, 0x15, 0xbb, 0x67, 0x29, 0x55, 0x92, 0xfc, 0x56, 0x85, 0x4c, 0x86, 0x06, 0x71, - 0xf2, 0x05, 0x61, 0xe9, 0x07, 0xd7, 0xa9, 0xc1, 0x1d, 0x08, 0x29, 0x5a, 0x7d, 0xf1, 0x2b, 0x3c, 0xcf, 0xe3, 0xfa, 0xdc, 0x50, 0x0d, 0x31, 0x63, 0xcd, 0x8e, 0xcb, 0xb1, 0xae, 0x29, 0xee, 0x28, - 0x3d, 0xd8, 0xcd, 0xb9, 0x42, 0x25, 0x90, 0x50, 0x88, 0xa2, 0x39, 0x8f, 0x0a, 0x27, 0xda, 0x34, 0x33, 0xc4, 0x77, 0x38, 0x87, 0x89, 0x5e, 0x5e, 0xfa, 0x5e, 0xb5, 0x69, 0xb2, 0xab, 0x18, 0x45, - 0xd3, 0x9f, 0x0b, 0x0f, 0x61, 0xfe, 0x9c, 0x69, 0x16, 0x6f, 0x5a, 0x26, 0x3e, 0x85, 0x44, 0x6b, 0x5b, 0x56, 0x86, 0xa3, 0xe6, 0xdd, 0x92, 0x4f, 0x49, 0xb9, 0xae, 0xf6, 0x7e, 0x59, 0x97, 0x40, - 0xf3, 0x4c, 0x1e, 0x91, 0x7e, 0x72, 0xc2, 0x73, 0x36, 0xfb, 0x2b, 0x50, 0x02, 0xe7, 0x74, 0xc9, 0xf2, 0x14, 0x83, 0x58, 0xc6, 0xbf, 0xed, 0x81, 0x79, 0xf1, 0xdd, 0xc6, 0x60, 0x7d, 0x29, 0x7e, - 0x71, 0xcc, 0xdd, 0x51, 0x46, 0x5a, 0xae, 0x43, 0x07, 0x06, 0xff, 0xa3, 0xbc, 0x6e, 0xb5, 0xf1, 0xb2, 0x39, 0x83, 0x4d, 0x07, 0xcc, 0x83, 0xcd, 0x9c, 0xa1, 0xea, 0x08, 0x81, 0xcd, 0xb6, 0x8a, - 0xe7, 0xc8, 0x63, 0xe5, 0x4f, 0x0e, 0x2c, 0xde, 0x76, 0x70, 0x45, 0x0b, 0x28, 0x52, 0xea, 0x27, 0x35, 0x8f, 0xac, 0xc2, 0x9b, 0x72, 0x0a, 0xa6, 0xb0, 0xc4, 0xe8, 0x35, 0xef, 0xf3, 0xe4, 0x84, - 0x2f, 0xb8, 0x5f, 0x88, 0x19, 0xa0, 0xc8, 0xab, 0xf9, 0x08, 0x15, 0x2b, 0x33, 0x50, 0x40, 0xe2, 0xbf, 0xf1, 0x88, 0xc6, 0xcf, 0x6c, 0xa9, 0x68, 0xcb, 0x5f, 0xf9, 0x3a, 0x2a, 0x9d, 0x41, 0xfe, - 0x08, 0x84, 0x70, 0x48, 0x20, 0x49, 0xcf, 0x45, 0x2d, 0x7a, 0x94, 0x76, 0x52, 0x75, 0x6d, 0xcb, 0x50, 0x7a, 0x7d, 0x0a, 0x11, 0x28, 0xd5, 0xfe, 0x16, 0x24, 0xdb, 0x86, 0x8e, 0x2c, 0x8c, 0xb1, - 0x88, 0x50, 0xcd, 0x68, 0x11, 0x00, 0x0b, 0x3b, 0x22, 0xa5, 0x4a, 0x6a, 0x43, 0x6a, 0x39, 0x5b, 0x37, 0xc7, 0xfa, 0x0c, 0xc8, 0x8f, 0x95, 0xd8, 0xac, 0x2f, 0x41, 0x17, 0xf0, 0x97, 0x36, 0x7d, - 0x73, 0xd3, 0x30, 0xb7, 0x14, 0x8b, 0x63, 0x11, 0x8b, 0xe1, 0xd1, 0xc7, 0x15, 0xf5, 0xbd, 0x36, 0x97, 0x30, 0x6f, 0xa8, 0xce, 0x33, 0x28, 0x87, 0x16, 0xd6, 0x27, 0x61, 0x7d, 0x1b, 0xf4, 0x84, - 0x7e, 0x0b, 0xa2, 0x5f, 0xc2, 0x0c, 0xb7, 0x77, 0x0c, 0x7a, 0x5c, 0x73, 0x70, 0xb4, 0x32, 0x0d, 0x7d, 0x14, 0x18, 0x78, 0xe7, 0x92, 0x13, 0x9c, 0x46, 0x2b, 0x83, 0xc9, 0xde, 0x02, 0x29, 0xdb, - 0x79, 0x24, 0xc7, 0xde, 0x6f, 0x8e, 0xc3, 0x17, 0xf6, 0xff, 0x69, 0xb5, 0xa0, 0xa3, 0x75, 0x35, 0xa1, 0x3f, 0x65, 0xd1, 0xff, 0x6d, 0x8d, 0x4c, 0xa7, 0xf5, 0x5f, 0x61, 0x9a, 0xeb, 0x06, 0x7c, - 0xb1, 0x0a, 0x83, 0xf6, 0xac, 0xcd, 0x5e, 0x08, 0x22, 0x2f, 0xca, 0xab, 0x0c, 0xba, 0xe6, 0x97, 0x1d, 0xbe, 0x25, 0x68, 0xce, 0x19, 0xc9, 0x9c, 0x0e, 0x87, 0xac, 0x1f, 0xdd, 0x7b, 0x01, 0xd5, - 0xe1, 0x24, 0xa7, 0xaa, 0x33, 0x5f, 0x6d, 0x9b, 0x15, 0x7c, 0xd3, 0x01, 0xfb, 0xd7, 0x9d, 0x50, 0xff, 0x3d, 0x7d, 0xcb, 0x04, 0x29, 0x85, 0xbe, 0x84, 0x16, 0xd9, 0x69, 0x48, 0xed, 0x53, 0xee, - 0xbf, 0x3f, 0xa6, 0x14, 0x81, 0x32, 0xda, 0x9b, 0x0d, 0xd0, 0x15, 0x6c, 0x2b, 0x7a, 0xcf, 0xba, 0x58, 0x47, 0x2e, 0xfd, 0x79, 0x0d, 0x9b, 0x9b, 0xfe, 0x70, 0x96, 0x64, 0x8a, 0xb1, 0x39, 0xff, - 0x65, 0xf5, 0x57, 0x6b, 0x0c, 0x15, 0x51, 0xb5, 0xac, 0x02, 0xb9, 0x72, 0xdc, 0x9a, 0xdc, 0x46, 0xa0, 0x71, 0x7b, 0x62, 0xee, 0xbe, 0x92, 0xa1, 0x65, 0x38, 0xea, 0xa4, 0x7d, 0x78, 0xb2, 0xc8, - 0xb9, 0xf1, 0x7a, 0xd6, 0xa0, 0x0d, 0xb0, 0xe4, 0x5c, 0x99, 0xc0, 0xac, 0xa3, 0x7e, 0xda, 0x7a, 0x79, 0x68, 0xc3, 0x35, 0xcb, 0x01, 0x1f, 0x9e, 0x7e, 0x26, 0xe2, 0xa8, 0x28, 0x63, 0xf6, 0x12, -}; - -uint8_t q7_relu_input5[1023] = { - 0x28, 0x40, 0xa2, 0x78, 0xd7, 0x93, 0xbd, 0xca, 0x4e, 0x65, 0xe0, 0x43, 0xbd, 0x7b, 0xd5, 0xd2, 0x23, 0xbd, 0x00, 0x1e, 0x75, 0xf5, 0xeb, 0x34, 0x1b, 0xce, 0x64, 0x8b, 0x52, 0x77, 0x91, 0x9a, - 0xdc, 0x5a, 0xee, 0x8f, 0xc7, 0x59, 0x68, 0xd1, 0x3a, 0x72, 0x23, 0x15, 0xf8, 0x5d, 0xd9, 0x6a, 0x19, 0x0e, 0x24, 0xcc, 0x96, 0x60, 0x7c, 0x7b, 0xe5, 0xdf, 0xc8, 0xb7, 0x10, 0xb8, 0x6a, 0x39, - 0x8f, 0x2b, 0xc4, 0x72, 0xd2, 0xb3, 0x8f, 0x21, 0x4f, 0x89, 0x74, 0xb2, 0x9b, 0x44, 0xbe, 0x0b, 0x33, 0xec, 0x15, 0x5d, 0xc0, 0x0f, 0x33, 0xe0, 0x3e, 0x64, 0x1a, 0xae, 0x7b, 0xe6, 0xee, 0x3e, - 0x7c, 0xff, 0x05, 0x8e, 0xee, 0xf5, 0x2b, 0x02, 0xf7, 0x48, 0xb1, 0x83, 0xee, 0x17, 0x9d, 0xe7, 0x0a, 0x88, 0x39, 0x45, 0x70, 0x87, 0x29, 0x33, 0x6d, 0x98, 0xe1, 0xdd, 0xf3, 0x35, 0x1c, 0xc5, - 0x6d, 0x66, 0x8d, 0xcb, 0x4a, 0xc8, 0x49, 0xe3, 0x92, 0xce, 0x86, 0xd3, 0xd2, 0x47, 0x78, 0xa3, 0x1f, 0x10, 0x0a, 0xb5, 0x21, 0x06, 0xf9, 0xcf, 0x83, 0xe9, 0x8a, 0xe8, 0xca, 0xfb, 0x8c, 0x95, - 0x28, 0xa0, 0x79, 0x0c, 0xcf, 0xe3, 0xee, 0xfc, 0x0a, 0x13, 0x2d, 0x83, 0xd7, 0xa7, 0x7d, 0x95, 0x5f, 0x5a, 0xea, 0xd3, 0xed, 0x8f, 0xd1, 0xcc, 0xa1, 0xef, 0xf8, 0x7b, 0xef, 0x27, 0x9f, 0x40, - 0x4e, 0x3e, 0x2a, 0x2f, 0x10, 0xc3, 0x72, 0x6b, 0xef, 0xaa, 0x56, 0xec, 0x34, 0x3f, 0x4b, 0xbf, 0x5c, 0xd4, 0x0d, 0x3e, 0x65, 0x8a, 0xe6, 0x9e, 0x41, 0xe5, 0xe6, 0xe6, 0xae, 0x93, 0xbb, 0x61, - 0xe7, 0x5e, 0xff, 0xa0, 0x51, 0xbd, 0xbe, 0x48, 0x4e, 0x02, 0x03, 0x17, 0x4e, 0xb9, 0x9e, 0x10, 0x98, 0x88, 0xea, 0x1d, 0x62, 0xa0, 0x2a, 0xeb, 0x30, 0x24, 0x2b, 0x38, 0xbe, 0x14, 0x78, 0xbb, - 0xcc, 0xbf, 0x74, 0xcd, 0x92, 0x38, 0x4f, 0xa9, 0xa0, 0x81, 0xc2, 0x5a, 0xba, 0x93, 0xfd, 0x51, 0xde, 0x0a, 0x40, 0x55, 0xf5, 0xf0, 0x27, 0x50, 0xce, 0xab, 0x15, 0x1f, 0xff, 0x1b, 0x5a, 0x31, - 0xfb, 0x61, 0x75, 0xaf, 0xf2, 0x0c, 0x8c, 0x87, 0x46, 0xca, 0xd4, 0xb3, 0xb4, 0xa3, 0x60, 0x8d, 0x1b, 0x68, 0x22, 0x54, 0xf3, 0x51, 0x05, 0x4f, 0x25, 0x7d, 0x1e, 0x63, 0xc4, 0x9e, 0xa8, 0x73, - 0x89, 0x13, 0x44, 0xd4, 0xa2, 0xf6, 0x06, 0x81, 0x55, 0xff, 0x2a, 0xd2, 0x55, 0x74, 0x72, 0x5e, 0x38, 0xf7, 0x11, 0x47, 0xed, 0x9c, 0xcc, 0x78, 0x6f, 0xf7, 0xcd, 0x2b, 0x8a, 0xca, 0x33, 0x15, - 0xa0, 0x17, 0x2d, 0x37, 0x44, 0xed, 0xdf, 0x47, 0x89, 0x17, 0xf2, 0x69, 0x43, 0x9c, 0x21, 0xd8, 0x85, 0xe2, 0x4c, 0x82, 0xba, 0x94, 0x01, 0xe9, 0x51, 0x14, 0x81, 0x36, 0xd7, 0x61, 0xc3, 0xb9, - 0xd2, 0x92, 0x7b, 0xe2, 0x0c, 0xa9, 0xff, 0xa2, 0xaa, 0x22, 0x74, 0x88, 0xe8, 0xdc, 0x5b, 0x42, 0x98, 0xf4, 0x7a, 0x89, 0xfe, 0x72, 0x06, 0x11, 0x15, 0x27, 0xb8, 0x72, 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0x46, 0x34, 0x41, 0xbd, 0x29, 0xdf, 0x7e, 0xd3, 0x8e, 0xfb, 0xce, 0x3f, 0x54, 0xca, 0x77, 0x46, 0xce, 0x19, 0xdc, 0x4a, 0x1d, 0x8c, 0x69, 0xc1, 0x83, 0x43, 0xef, - 0xb7, 0x0c, 0x6f, 0xf1, 0x46, 0x7d, 0x7e, 0x9b, 0xf1, 0x3c, 0xbb, 0xf6, 0xbe, 0xc4, 0x92, 0xdd, 0xa4, 0xdf, 0x1f, 0x89, 0x44, 0x7d, 0x92, 0x20, 0x34, 0xa8, 0x4d, 0x75, 0xb5, 0xb4, 0xe6, 0x4d, - 0x85, 0x60, 0xf7, 0x76, 0xcd, 0xfc, 0x63, 0x96, 0xa9, 0xae, 0x89, 0x04, 0x31, 0x34, 0x07, 0x1b, 0x3f, 0x81, 0x9a, 0x30, 0xd1, 0x43, 0x54, 0xca, 0x12, 0x33, 0x63, 0xe1, 0xb9, 0x2c, 0x90, 0x01, - 0x76, 0x02, 0x95, 0x30, 0x3d, 0x75, 0x23, 0x75, 0xb0, 0x40, 0x59, 0x39, 0x35, 0x0e, 0x17, 0xa9, 0xb7, 0xd2, 0x2c, 0xd2, 0xa9, 0xe0, 0xd6, 0x17, 0x05, 0x81, 0xdf, 0xee, 0x3e, 0xc0, 0xf0, 0x6c, - 0x1d, 0x44, 0x91, 0xcd, 0xf4, 0xd2, 0x28, 0xdb, 0xa6, 0xc7, 0x6b, 0xa6, 0x24, 0xa7, 0x0a, 0x63, 0xd6, 0xbc, 0x48, 0x33, 0x47, 0x64, 0x37, 0x57, 0x35, 0xd6, 0xa4, 0xa4, 0xa4, 0x09, 0xcd, 0xc4, - 0x68, 0x3d, 0xee, 0x8c, 0x48, 0x27, 0xd4, 0x82, 0x3a, 0xd6, 0xdf, 0xab, 0x1a, 0xc4, 0x62, 0xff, 0x81, 0x65, 0x62, 0x72, 0xb6, 0x06, 0xc6, 0x1d, 0xfc, 0x72, 0x58, 0x54, 0xa9, 0xf6, 0xe0, 0x84, - 0x17, 0xe0, 0x51, 0x72, 0xe9, 0xd4, 0x13, 0x5a, 0xcb, 0x53, 0x90, 0x5d, 0x2b, 0x4a, 0x7b, 0xb4, 0xf6, 0x3f, 0x54, 0xe3, 0x9d, 0x60, 0xc7, 0x92, 0x55, 0xe0, 0x42, 0x6d, 0x2a, 0x79, 0x49, 0xcf, - 0xc8, 0x0e, 0x5c, 0x4e, 0x28, 0x5e, 0x2a, 0x13, 0xd9, 0x8f, 0x1d, 0x57, 0xe6, 0xab, 0x13, 0x9b, 0x3c, 0x89, 0x63, 0x1a, 0xa5, 0xb5, 0x35, 0xdd, 0x23, 0xf6, 0xd5, 0x68, 0xd9, 0x3f, 0x61, 0x99, - 0x8b, 0x43, 0xee, 0xc1, 0x2f, 0x67, 0xad, 0x33, 0x07, 0x08, 0x04, 0xe7, 0xec, 0x22, 0xb2, 0x8a, 0x61, 0x86, 0x87, 0x8d, 0xb6, 0x79, 0x05, 0x50, 0xc4, 0xda, 0x80, 0x54, 0x24, 0x23, 0xca, -}; - -uint8_t q7_relu_input6[1023] = { - 0x43, 0x68, 0x70, 0x36, 0xea, 0xad, 0x4b, 0x06, 0x40, 0x50, 0x19, 0xf3, 0x38, 0x4c, 0xe1, 0xd8, 0xc5, 0xf3, 0xcc, 0xc1, 0x81, 0x6d, 0x3c, 0x14, 0x68, 0x60, 0x1d, 0x26, 0xcc, 0x72, 0x08, 0xd5, - 0xef, 0x17, 0xf8, 0x36, 0xab, 0xfd, 0x3a, 0x24, 0xa1, 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0xd0, 0xc1, 0x73, 0xf5, 0x60, 0xc4, 0x09, 0xca, 0xa3, 0x1f, 0x2b, 0xe9, 0x38, - 0x8f, 0xb0, 0xcf, 0x76, 0xdf, 0x42, 0xd0, 0x08, 0x30, 0xcc, 0x74, 0xa8, 0xc2, 0xe6, 0xf6, 0x2b, 0x75, 0xfd, 0x96, 0x4a, 0xb1, 0xa1, 0x38, 0xed, 0x3b, 0x03, 0xef, 0xac, 0x70, 0xca, 0x41, 0x00, - 0x58, 0xd3, 0xe7, 0x4b, 0xc2, 0xb1, 0xf2, 0xcc, 0x37, 0x11, 0x2b, 0x8f, 0x31, 0x24, 0x9e, 0x3c, 0x83, 0xc0, 0xec, 0xaa, 0xe4, 0x80, 0x8e, 0x90, 0x0d, 0xb8, 0x3a, 0xad, 0xd6, 0x54, 0x31, 0x9b, - 0x18, 0x2d, 0x9b, 0x2b, 0x0f, 0xcc, 0x85, 0xcb, 0x63, 0xae, 0x72, 0x82, 0x1d, 0x99, 0x6a, 0xc6, 0xd5, 0x1d, 0x7d, 0x93, 0x35, 0x47, 0xf8, 0xb2, 0x7c, 0x82, 0xec, 0xb9, 0xb6, 0xf1, 0x8b, 0x5c, - 0x49, 0xf3, 0xd5, 0x09, 0x6c, 0x29, 0x41, 0x02, 0xea, 0x58, 0x10, 0xa9, 0xa4, 0x4d, 0x33, 0x64, 0xf7, 0x46, 0x76, 0x6e, 0x1c, 0x31, 0x19, 0x62, 0x5e, 0x84, 0x51, 0x23, 0x5a, 0x4c, 0xa6, 0x47, - 0xe6, 0xe0, 0x98, 0x07, 0xb9, 0x32, 0x67, 0xc5, 0x33, 0x7d, 0x6c, 0x7e, 0x0a, 0x4a, 0x8f, 0x8a, 0x57, 0x42, 0x03, 0xf6, 0x2a, 0x8a, 0xa0, 0x6f, 0x0b, 0xa1, 0x74, 0xf2, 0x63, 0x00, 0x57, 0xc9, - 0x35, 0x49, 0xdb, 0x28, 0x69, 0x39, 0x79, 0x4d, 0x74, 0x0f, 0x6d, 0x0d, 0x4c, 0x1e, 0x12, 0xfa, 0xf0, 0x8c, 0xea, 0x65, 0x1a, 0xac, 0xe7, 0x47, 0xcb, 0x7c, 0x3d, 0xaf, 0x6c, 0xe2, 0x12, 0xd2, - 0x93, 0xa5, 0x39, 0xbc, 0x76, 0x1c, 0x23, 0x47, 0x3e, 0xf4, 0x38, 0xda, 0xba, 0xc7, 0xff, 0xad, 0x5a, 0xf4, 0x8e, 0x1c, 0x0f, 0x75, 0x15, 0x65, 0x90, 0xb6, 0x60, 0xf4, 0x5a, 0x79, 0x40, 0x87, - 0xd0, 0x24, 0x42, 0x78, 0xa8, 0x77, 0x50, 0xa2, 0x6e, 0x41, 0xdd, 0xc0, 0xdb, 0xa2, 0x98, 0x4a, 0x62, 0xa6, 0x9b, 0x00, 0x35, 0x67, 0x2f, 0x9e, 0xca, 0x84, 0xfb, 0x37, 0xd4, 0x33, 0xe2, 0x32, - 0xdd, 0xeb, 0xf5, 0x8b, 0xdd, 0x1e, 0xe1, 0x04, 0x88, 0xa6, 0xd6, 0x8d, 0xa2, 0x02, 0x5d, 0x27, 0x1f, 0xee, 0x0b, 0x88, 0x80, 0x72, 0xb1, 0x45, 0xbf, 0xc4, 0xe0, 0x74, 0xcd, 0x13, 0x46, 0xab, - 0xbc, 0x9a, 0x8c, 0x69, 0xc9, 0x71, 0xc1, 0xbb, 0x96, 0x84, 0x71, 0xa3, 0x86, 0xbf, 0xbf, 0x32, 0xf3, 0xd5, 0x95, 0xbf, 0xaa, 0x4a, 0xd9, 0x6b, 0x2e, 0x51, 0x20, 0xab, 0x2f, 0x78, 0x84, 0xc2, - 0xb6, 0x31, 0x02, 0xae, 0xfc, 0x4d, 0x37, 0xc0, 0xe4, 0x1d, 0xd6, 0xff, 0x99, 0xa5, 0xac, 0x4f, 0xa4, 0x5e, 0x7a, 0x4b, 0xf6, 0x79, 0x7e, 0x9d, 0xad, 0xfb, 0x78, 0xcd, 0x27, 0x6f, 0xd1, 0x33, - 0x6c, 0x6c, 0xac, 0xe3, 0x85, 0x9d, 0x56, 0x40, 0x48, 0x8f, 0x2c, 0x4e, 0x6f, 0x56, 0x94, 0x71, 0xdb, 0xea, 0xf7, 0xe4, 0x7b, 0x63, 0x4d, 0x62, 0xb5, 0x9a, 0x97, 0x57, 0x19, 0x8c, 0xbb, 0x4c, - 0x99, 0xaf, 0xac, 0x00, 0xed, 0xb2, 0xce, 0x5b, 0xb9, 0xba, 0x90, 0x6c, 0x4c, 0x28, 0xbe, 0x76, 0x9f, 0x73, 0x30, 0x4c, 0x30, 0x0a, 0x2f, 0x9a, 0x03, 0x27, 0xd8, 0x81, 0x78, 0x2d, 0xc9, 0xcd, - 0xd6, 0x28, 0x15, 0xbd, 0x2e, 0x7e, 0xbf, 0x61, 0x5d, 0x94, 0xd3, 0x51, 0x79, 0x52, 0xc7, 0xff, 0xa7, 0x94, 0x2d, 0xd0, 0x43, 0x0f, 0x05, 0xef, 0xf4, 0x91, 0x4a, 0x6e, 0x14, 0x36, 0x4d, 0xd6, - 0x5a, 0x8f, 0xac, 0x24, 0x34, 0x2d, 0x40, 0x1e, 0x3d, 0xf9, 0x56, 0x48, 0xc0, 0xf7, 0x32, 0xff, 0xb9, 0x82, 0xc7, 0x09, 0x64, 0xe1, 0xc0, 0xd0, 0xcb, 0x7d, 0x73, 0xb2, 0x24, 0x82, 0x70, 0x80, - 0x2f, 0x78, 0x10, 0x1b, 0x87, 0x3d, 0xc5, 0x65, 0x42, 0xda, 0x1a, 0x53, 0xae, 0x77, 0xd2, 0x13, 0x6f, 0xb6, 0x95, 0x98, 0xf9, 0xe0, 0x17, 0xc5, 0xa7, 0xdb, 0xe1, 0x02, 0xee, 0x7b, 0xa0, 0x0e, - 0x45, 0x32, 0xad, 0xbb, 0xff, 0x56, 0xe3, 0x62, 0x14, 0x79, 0x6c, 0xf4, 0x0e, 0x56, 0x71, 0xe1, 0x73, 0x85, 0x89, 0xc0, 0x84, 0xcd, 0x1f, 0xb3, 0xd2, 0xea, 0x03, 0x51, 0x5d, 0x21, 0x55, 0x16, - 0x6c, 0x2a, 0xc1, 0xa9, 0xcd, 0xf1, 0xfc, 0x1a, 0x3f, 0xfe, 0x8b, 0x83, 0x18, 0x95, 0x89, 0xc9, 0x75, 0x84, 0xc3, 0x6c, 0xdd, 0x02, 0xc2, 0xba, 0x06, 0x1a, 0x25, 0x24, 0x8f, 0xa4, 0xf2, 0x8f, - 0x1a, 0xe9, 0x85, 0xdd, 0x9f, 0x11, 0xd5, 0x88, 0xb6, 0xd5, 0x35, 0x14, 0x1a, 0x9d, 0xe8, 0x84, 0xb0, 0xd4, 0x36, 0x94, 0x33, 0x1f, 0xb0, 0x82, 0xa2, 0xe5, 0x6a, 0x58, 0xc4, 0xa9, 0xdb, 0xb5, - 0x42, 0x93, 0xaf, 0x33, 0x5c, 0x2d, 0xc3, 0x90, 0xc7, 0x91, 0x82, 0x88, 0xcc, 0xfa, 0xe2, 0x3b, 0x9a, 0x28, 0x53, 0xbd, 0xa5, 0x28, 0x34, 0xad, 0x80, 0x33, 0x02, 0xe7, 0x96, 0x7c, 0xdd, -}; - - -uint8_t q7_relu_input7[1023] = { - 0x76, 0x4d, 0xbb, 0xc6, 0x49, 0x5e, 0xb7, 0x29, 0x41, 0x9b, 0xd5, 0x94, 0xaf, 0x07, 0xa1, 0x58, 0xb6, 0x92, 0xec, 0xf0, 0xac, 0x6d, 0xbe, 0x13, 0x05, 0x56, 0x03, 0x47, 0xbf, 0x3e, 0xd0, 0xcb, - 0x6c, 0x7a, 0xb5, 0x41, 0xd2, 0x12, 0xec, 0x5e, 0x07, 0x24, 0x55, 0x68, 0x6e, 0x7e, 0x58, 0x0a, 0x58, 0xbc, 0x00, 0xd6, 0x53, 0xaa, 0x86, 0x72, 0x1e, 0xe9, 0xd1, 0x18, 0x6a, 0xee, 0x71, 0xa2, - 0x27, 0x6a, 0x0c, 0x7e, 0xd6, 0x38, 0xb4, 0x59, 0xb8, 0x6c, 0x3b, 0xb0, 0x6e, 0xc8, 0xd4, 0xa6, 0x6d, 0x21, 0xa9, 0x79, 0x0d, 0xb3, 0x62, 0x29, 0xe4, 0x20, 0xa3, 0x0c, 0x56, 0x21, 0xf4, 0x2e, - 0x5b, 0xd1, 0xc5, 0x6a, 0x51, 0xc5, 0x3e, 0x40, 0xb3, 0xbb, 0x2e, 0x13, 0xb4, 0xd2, 0x41, 0x23, 0xe3, 0x20, 0x99, 0x99, 0x97, 0x2b, 0xd0, 0xce, 0x0f, 0x76, 0xe0, 0x60, 0x02, 0xf4, 0x70, 0x64, - 0x4d, 0x97, 0x36, 0x72, 0x33, 0x49, 0xa9, 0x22, 0x1b, 0x00, 0xa7, 0x84, 0x91, 0xcf, 0x60, 0xa4, 0xb3, 0x5b, 0x1f, 0x19, 0x2b, 0xfc, 0xaa, 0x62, 0xf4, 0x47, 0x0f, 0x5f, 0x46, 0x5b, 0x33, 0x7a, - 0xcb, 0x45, 0x2f, 0x8d, 0x6b, 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0xd5, 0x41, 0x65, 0x64, 0x3b, 0x1d, 0x4c, - 0xf7, 0x86, 0xc1, 0xcf, 0x34, 0xdf, 0x19, 0x6f, 0x5f, 0x0e, 0xcd, 0xb3, 0xc2, 0xd9, 0xd6, 0x9b, 0xe1, 0x2c, 0x55, 0x84, 0xe1, 0x06, 0xa8, 0x2c, 0x31, 0x70, 0x81, 0x99, 0xca, 0xc3, 0x41, 0x6d, - 0x90, 0x28, 0x10, 0x1a, 0xca, 0x91, 0x0e, 0x46, 0xd8, 0xf7, 0x1a, 0xcd, 0x43, 0x73, 0x73, 0x14, 0x90, 0x87, 0xe9, 0x27, 0x06, 0xf9, 0xc4, 0x63, 0x16, 0x3c, 0x38, 0x73, 0xce, 0xb9, 0xca, 0xd5, - 0x23, 0xe0, 0x31, 0xc0, 0x5e, 0x28, 0x09, 0xb5, 0xc2, 0xd0, 0x97, 0xac, 0xa7, 0x59, 0xc1, 0xed, 0x53, 0xfd, 0x1e, 0x30, 0xf6, 0x76, 0x3d, 0xd4, 0xad, 0xf9, 0x2f, 0x7e, 0xcd, 0x1a, 0xae, 0x7a, - 0x49, 0xee, 0xf5, 0x41, 0x5d, 0x39, 0x23, 0x56, 0x54, 0x28, 0x88, 0xee, 0x99, 0xde, 0xe1, 0x66, 0x9e, 0x99, 0x8b, 0x65, 0x1b, 0xda, 0x41, 0xbe, 0xd7, 0x9f, 0xd0, 0xf3, 0x8f, 0xa7, 0xbe, 0x51, - 0xde, 0x0f, 0x3e, 0x57, 0xca, 0x2d, 0x52, 0xcc, 0xfc, 0xe7, 0xbb, 0x8e, 0x65, 0x0d, 0xa8, 0xd0, 0x8f, 0x4d, 0x76, 0x10, 0xd4, 0xb7, 0x19, 0xd1, 0x88, 0x19, 0x46, 0x1a, 0xc0, 0xac, 0x64, 0x58, - 0xdf, 0x24, 0xca, 0xf0, 0xc0, 0x71, 0x6a, 0x70, 0x27, 0x9b, 0x59, 0xfc, 0x3c, 0x83, 0xaa, 0x96, 0x15, 0x99, 0xc7, 0x27, 0x59, 0x69, 0x9d, 0x28, 0x0d, 0x18, 0xd2, 0xd6, 0x3d, 0x2a, 0xb6, -}; - -uint8_t q7_relu_input8[1023] = { - 0x82, 0xfc, 0xa6, 0x29, 0xb1, 0xed, 0x97, 0x10, 0xdd, 0xb9, 0x1f, 0xb2, 0x09, 0x79, 0xdc, 0x8a, 0x19, 0x46, 0x25, 0x5e, 0x5b, 0xb8, 0x28, 0x1f, 0xcc, 0x3b, 0xec, 0xb0, 0x74, 0xd5, 0xd3, 0x57, - 0xff, 0x6b, 0x4c, 0xe5, 0x73, 0x34, 0x58, 0x88, 0x63, 0x2c, 0x44, 0x46, 0x42, 0x6a, 0x26, 0x66, 0xdf, 0xa6, 0x8b, 0xd1, 0xf4, 0x6d, 0xc7, 0x5a, 0x64, 0x45, 0xd7, 0x82, 0x91, 0x99, 0xb5, 0x3c, - 0x33, 0xe8, 0x3b, 0xed, 0x40, 0x75, 0x31, 0xd9, 0x68, 0xed, 0xcd, 0x00, 0x48, 0x79, 0x19, 0x4d, 0x2e, 0xe4, 0x7c, 0xab, 0x7d, 0xba, 0xfa, 0x79, 0x77, 0x90, 0x01, 0xed, 0x2d, 0x5d, 0xc6, 0x76, - 0xc7, 0x26, 0xcb, 0x17, 0x25, 0x1e, 0xe7, 0xb0, 0xf4, 0xcf, 0xec, 0x78, 0x60, 0x10, 0xcb, 0xd4, 0x64, 0xbd, 0x9c, 0x8c, 0x43, 0xcd, 0xae, 0x1f, 0x8f, 0xcd, 0x31, 0x5e, 0xd7, 0x4d, 0x59, 0xdf, - 0x66, 0x5e, 0x25, 0xb1, 0xc8, 0xa9, 0xd4, 0x81, 0xd5, 0x19, 0xe1, 0x4f, 0x39, 0xad, 0x07, 0x38, 0x8f, 0x4e, 0xfd, 0x36, 0xb4, 0x8a, 0x9b, 0x1e, 0x86, 0xf0, 0x42, 0xe7, 0x4d, 0xaa, 0xd9, 0x72, - 0x60, 0x5d, 0x7e, 0x6b, 0x37, 0xdc, 0x73, 0xdf, 0x39, 0xed, 0x3e, 0x6c, 0x69, 0xea, 0xb3, 0xe3, 0x30, 0xdb, 0x9f, 0xdb, 0x6f, 0x5d, 0x73, 0xa2, 0x5d, 0x25, 0xd7, 0x11, 0xcf, 0x1b, 0xf3, 0xf9, - 0x75, 0x15, 0xd9, 0x9b, 0xe1, 0xc3, 0x18, 0x07, 0x9c, 0xdf, 0x09, 0xaf, 0x9e, 0x1a, 0x49, 0x73, 0x11, 0xb3, 0x5e, 0x99, 0x91, 0xc6, 0x2d, 0x1b, 0xf6, 0x14, 0xf2, 0x0b, 0xf9, 0x20, 0xcf, 0xf3, - 0x1b, 0xb7, 0x73, 0xa4, 0x55, 0x58, 0x3f, 0x16, 0xb2, 0xf1, 0x00, 0xcb, 0x0b, 0x65, 0xe7, 0x06, 0x41, 0x36, 0xad, 0x77, 0xc6, 0xbb, 0x67, 0x3d, 0x4d, 0xd1, 0x4a, 0xc7, 0x82, 0x81, 0xd7, 0x7c, - 0xe1, 0x5e, 0x79, 0x41, 0xcb, 0xd5, 0xda, 0xe7, 0x20, 0xb0, 0x6d, 0x57, 0xef, 0x5f, 0x20, 0x27, 0x0b, 0xb2, 0xb6, 0x4f, 0xf9, 0x4e, 0x8f, 0xd1, 0xe0, 0x4a, 0x7d, 0xf7, 0xcb, 0xdc, 0x7c, 0x7d, - 0x6b, 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0x33, 0x00, 0x9f, 0x60, 0x1d, 0xcd, 0x10, 0x0d, 0x8c, 0x27, 0x3f, 0xd6, 0xd0, 0xa9, 0x56, 0x61, - 0x2c, 0x9e, 0x44, 0x21, 0x03, 0xa5, 0x3e, 0xb1, 0x9b, 0x67, 0x5a, 0x0f, 0x71, 0x8d, 0xa7, 0x61, 0x64, 0x07, 0x91, 0xaa, 0x33, 0x91, 0x24, 0x57, 0x1d, 0x09, 0x16, 0xd9, 0xea, 0xe9, 0x9d, 0xe7, - 0x75, 0xcb, 0x48, 0x04, 0xa5, 0x83, 0xd5, 0xec, 0x04, 0xea, 0x62, 0x5c, 0xce, 0x03, 0xe9, 0x20, 0xba, 0xee, 0x92, 0x02, 0x45, 0x4f, 0xa0, 0xdd, 0xa9, 0x60, 0xa7, 0xf3, 0xa2, 0x0b, 0xe1, 0x07, - 0x03, 0x8e, 0xa1, 0xcf, 0xb6, 0xf2, 0x19, 0xa6, 0x7e, 0x1c, 0xf8, 0xc8, 0x48, 0xcf, 0x97, 0x4d, 0xb8, 0x86, 0xe7, 0xf4, 0x50, 0xff, 0xce, 0x67, 0xfd, 0x7a, 0x11, 0x3a, 0x78, 0x0b, 0xff, 0xdd, - 0x69, 0x9f, 0xf5, 0x09, 0x37, 0x2a, 0xba, 0x9a, 0xd9, 0x01, 0x0e, 0x45, 0xe4, 0x66, 0xdc, 0x66, 0xfe, 0x7c, 0x6b, 0x93, 0xdc, 0xd7, 0x3d, 0x5b, 0x51, 0x0f, 0x46, 0xc4, 0x35, 0xc8, 0x17, 0xcd, - 0x9a, 0xb3, 0x84, 0x0e, 0x84, 0xe3, 0x0b, 0xa0, 0xb6, 0x6f, 0x9b, 0x0e, 0x06, 0xf2, 0x65, 0x7a, 0x81, 0x13, 0xf0, 0xcb, 0x80, 0xa3, 0x87, 0xf8, 0x8e, 0x44, 0x0a, 0xca, 0x46, 0x2d, 0x80, 0xdf, - 0x1a, 0x34, 0x5f, 0x65, 0x97, 0xa6, 0x32, 0x07, 0xa3, 0x51, 0x55, 0x9c, 0x7e, 0xe1, 0x80, 0x02, 0x6f, 0x32, 0xf3, 0xb2, 0x7b, 0x99, 0xa4, 0x8e, 0xf4, 0x39, 0x88, 0xa8, 0xd4, 0x53, 0x95, 0xbc, - 0x55, 0x66, 0x26, 0xd0, 0xe8, 0x94, 0x6a, 0x74, 0xa4, 0x3b, 0x57, 0xc5, 0xee, 0xd8, 0xc0, 0xe4, 0x57, 0x42, 0x8d, 0x69, 0x04, 0x9b, 0x40, 0x2f, 0x1c, 0xd0, 0x98, 0xc7, 0x32, 0x2c, 0xd4, -}; - - -uint8_t q7_relu_input9[1023] = { - 0x5f, 0x5f, 0x85, 0x07, 0x38, 0x65, 0xc4, 0x25, 0x9c, 0x67, 0x79, 0x5f, 0x50, 0x96, 0x8b, 0x45, 0x8e, 0xdd, 0xc3, 0x20, 0x19, 0xd8, 0xe0, 0x64, 0x0e, 0x4a, 0xbc, 0x2c, 0xc6, 0x5e, 0x2b, 0x78, - 0xe0, 0xa1, 0x16, 0x96, 0x6b, 0x1d, 0xf9, 0xb2, 0x63, 0x94, 0xfa, 0x6d, 0x04, 0x46, 0x84, 0x02, 0x5f, 0x69, 0x78, 0xfb, 0x96, 0xc5, 0x97, 0x3a, 0x28, 0x0b, 0xa0, 0xd0, 0x36, 0x27, 0x89, 0xc6, - 0x90, 0x9a, 0x39, 0xbd, 0xa9, 0xf0, 0xb6, 0xb0, 0xdb, 0x06, 0x6a, 0xe2, 0x39, 0x9e, 0x04, 0x4b, 0x72, 0xef, 0xa7, 0xaa, 0xe8, 0xd0, 0x24, 0xe3, 0xca, 0xc2, 0x2f, 0x34, 0x41, 0x29, 0x39, 0x61, - 0xee, 0x1a, 0x1a, 0x8e, 0x31, 0x51, 0xe9, 0xcb, 0x72, 0xc6, 0xd4, 0x03, 0x9e, 0x27, 0xac, 0x1e, 0x23, 0xf9, 0x9e, 0x12, 0x9d, 0x2c, 0x8e, 0x1f, 0x0e, 0x23, 0xd4, 0x2d, 0x3c, 0xdf, 0xa4, 0xf5, - 0x28, 0xd9, 0x5f, 0x6c, 0x1f, 0x07, 0x63, 0xef, 0x5c, 0x47, 0x5a, 0x4e, 0x4b, 0x59, 0x25, 0x15, 0xf3, 0x0e, 0x38, 0x2d, 0xe0, 0x7b, 0xa1, 0xb1, 0xf9, 0x2e, 0xd4, 0xc6, 0x64, 0xc7, 0x83, 0xec, - 0x3e, 0xbf, 0x68, 0x90, 0x1d, 0xf7, 0xbb, 0x73, 0x57, 0xf5, 0xa1, 0x45, 0x1d, 0xe4, 0x41, 0xd2, 0x7e, 0xa3, 0x28, 0x6d, 0xd8, 0x81, 0xae, 0xcc, 0x86, 0xbf, 0xf3, 0x91, 0x1d, 0x9d, 0x97, 0xaa, - 0xb0, 0x77, 0xe9, 0xe8, 0x0d, 0x1f, 0xf6, 0xef, 0x65, 0xaf, 0x49, 0xcd, 0x33, 0xff, 0x6a, 0xe2, 0x57, 0xa0, 0x2a, 0xd2, 0x21, 0x18, 0x59, 0x6b, 0x9a, 0xc7, 0x6c, 0x9e, 0x25, 0xfb, 0xc1, 0xa8, - 0x32, 0x0d, 0x8e, 0x83, 0xf1, 0x8b, 0x7b, 0xc1, 0x1f, 0xfa, 0x56, 0x98, 0xbb, 0x9c, 0x68, 0x80, 0x06, 0xaa, 0x8c, 0xb9, 0x6a, 0x30, 0xfa, 0x28, 0xa8, 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0xe0, 0x20, - 0x1c, 0x19, 0x64, 0xee, 0x09, 0xe4, 0x4d, 0x7a, 0x44, 0xac, 0xe9, 0xa1, 0xd6, 0xfe, 0xf7, 0xda, 0xd8, 0x57, 0xb1, 0xce, 0xe2, 0xff, 0x64, 0x19, 0x65, 0xb0, 0xbc, 0x7d, 0x29, 0x09, 0xcc, 0xf1, - 0xe2, 0x4c, 0x30, 0x85, 0x98, 0x6c, 0x70, 0xb8, 0xad, 0xed, 0xb4, 0x29, 0x9f, 0xe6, 0x73, 0x94, 0xb7, 0x3b, 0xf8, 0x15, 0xbb, 0x67, 0x29, 0x55, 0x92, 0xfc, 0x56, 0x85, 0x4c, 0x86, 0x06, 0x71, - 0xf2, 0x05, 0x61, 0xe9, 0x07, 0xd7, 0xa9, 0xc1, 0x1d, 0x08, 0x29, 0x5a, 0x7d, 0xf1, 0x2b, 0x3c, 0xcf, 0xe3, 0xfa, 0xdc, 0x50, 0x0d, 0x31, 0x63, 0xcd, 0x8e, 0xcb, 0xb1, 0xae, 0x29, 0xee, 0x28, - 0x3d, 0xd8, 0xcd, 0xb9, 0x42, 0x25, 0x90, 0x50, 0x88, 0xa2, 0x39, 0x8f, 0x0a, 0x27, 0xda, 0x34, 0x33, 0xc4, 0x77, 0x38, 0x87, 0x89, 0x5e, 0x5e, 0xfa, 0x5e, 0xb5, 0x69, 0xb2, 0xab, 0x18, 0x45, - 0xd3, 0x9f, 0x0b, 0x0f, 0x61, 0xfe, 0x9c, 0x69, 0x16, 0x6f, 0x5a, 0x26, 0x3e, 0x85, 0x44, 0x6b, 0x5b, 0x56, 0x86, 0xa3, 0xe6, 0xdd, 0x92, 0x4f, 0x49, 0xb9, 0xae, 0xf6, 0x7e, 0x59, 0x97, 0x40, - 0xf3, 0x4c, 0x1e, 0x91, 0x7e, 0x72, 0xc2, 0x73, 0x36, 0xfb, 0x2b, 0x50, 0x02, 0xe7, 0x74, 0xc9, 0xf2, 0x14, 0x83, 0x58, 0xc6, 0xbf, 0xed, 0x81, 0x79, 0xf1, 0xdd, 0xc6, 0x60, 0x7d, 0x29, 0x7e, - 0x71, 0xcc, 0xdd, 0x51, 0x46, 0x5a, 0xae, 0x43, 0x07, 0x06, 0xff, 0xa3, 0xbc, 0x6e, 0xb5, 0xf1, 0xb2, 0x39, 0x83, 0x4d, 0x07, 0xcc, 0x83, 0xcd, 0x9c, 0xa1, 0xea, 0x08, 0x81, 0xcd, 0xb6, 0x8a, - 0xe7, 0xc8, 0x63, 0xe5, 0x4f, 0x0e, 0x2c, 0xde, 0x76, 0x70, 0x45, 0x0b, 0x28, 0x52, 0xea, 0x27, 0x35, 0x8f, 0xac, 0xc2, 0x9b, 0x72, 0x0a, 0xa6, 0xb0, 0xc4, 0xe8, 0x35, 0xef, 0xf3, 0xe4, 0x84, - 0x2f, 0xb8, 0x5f, 0x88, 0x19, 0xa0, 0xc8, 0xab, 0xf9, 0x08, 0x15, 0x2b, 0x33, 0x50, 0x40, 0xe2, 0xbf, 0xf1, 0x88, 0xc6, 0xcf, 0x6c, 0xa9, 0x68, 0xcb, 0x5f, 0xf9, 0x3a, 0x2a, 0x9d, 0x41, 0xfe, - 0x08, 0x84, 0x70, 0x48, 0x20, 0x49, 0xcf, 0x45, 0x2d, 0x7a, 0x94, 0x76, 0x52, 0x75, 0x6d, 0xcb, 0x50, 0x7a, 0x7d, 0x0a, 0x11, 0x28, 0xd5, 0xfe, 0x16, 0x24, 0xdb, 0x86, 0x8e, 0x2c, 0x8c, 0xb1, - 0x88, 0x50, 0xcd, 0x68, 0x11, 0x00, 0x0b, 0x3b, 0x22, 0xa5, 0x4a, 0x6a, 0x43, 0x6a, 0x39, 0x5b, 0x37, 0xc7, 0xfa, 0x0c, 0xc8, 0x8f, 0x95, 0xd8, 0xac, 0x2f, 0x41, 0x17, 0xf0, 0x97, 0x36, 0x7d, - 0x73, 0xd3, 0x30, 0xb7, 0x14, 0x8b, 0x63, 0x11, 0x8b, 0xe1, 0xd1, 0xc7, 0x15, 0xf5, 0xbd, 0x36, 0x97, 0x30, 0x6f, 0xa8, 0xce, 0x33, 0x28, 0x87, 0x16, 0xd6, 0x27, 0x61, 0x7d, 0x1b, 0xf4, 0x84, - 0x7e, 0x0b, 0xa2, 0x5f, 0xc2, 0x0c, 0xb7, 0x77, 0x0c, 0x7a, 0x5c, 0x73, 0x70, 0xb4, 0x32, 0x0d, 0x7d, 0x14, 0x18, 0x78, 0xe7, 0x92, 0x13, 0x9c, 0x46, 0x2b, 0x83, 0xc9, 0xde, 0x02, 0x29, 0xdb, - 0x79, 0x24, 0xc7, 0xde, 0x6f, 0x8e, 0xc3, 0x17, 0xf6, 0xff, 0x69, 0xb5, 0xa0, 0xa3, 0x75, 0x35, 0xa1, 0x3f, 0x65, 0xd1, 0xff, 0x6d, 0x8d, 0x4c, 0xa7, 0xf5, 0x5f, 0x61, 0x9a, 0xeb, 0x06, 0x7c, - 0xb1, 0x0a, 0x83, 0xf6, 0xac, 0xcd, 0x5e, 0x08, 0x22, 0x2f, 0xca, 0xab, 0x0c, 0xba, 0xe6, 0x97, 0x1d, 0xbe, 0x25, 0x68, 0xce, 0x19, 0xc9, 0x9c, 0x0e, 0x87, 0xac, 0x1f, 0xdd, 0x7b, 0x01, 0xd5, - 0xe1, 0x24, 0xa7, 0xaa, 0x33, 0x5f, 0x6d, 0x9b, 0x15, 0x7c, 0xd3, 0x01, 0xfb, 0xd7, 0x9d, 0x50, 0xff, 0x3d, 0x7d, 0xcb, 0x04, 0x29, 0x85, 0xbe, 0x84, 0x16, 0xd9, 0x69, 0x48, 0xed, 0x53, 0xee, - 0xbf, 0x3f, 0xa6, 0x14, 0x81, 0x32, 0xda, 0x9b, 0x0d, 0xd0, 0x15, 0x6c, 0x2b, 0x7a, 0xcf, 0xba, 0x58, 0x47, 0x2e, 0xfd, 0x79, 0x0d, 0x9b, 0x9b, 0xfe, 0x70, 0x96, 0x64, 0x8a, 0xb1, 0x39, 0xff, - 0x65, 0xf5, 0x57, 0x6b, 0x0c, 0x15, 0x51, 0xb5, 0xac, 0x02, 0xb9, 0x72, 0xdc, 0x9a, 0xdc, 0x46, 0xa0, 0x71, 0x7b, 0x62, 0xee, 0xbe, 0x92, 0xa1, 0x65, 0x38, 0xea, 0xa4, 0x7d, 0x78, 0xb2, 0xc8, - 0xb9, 0xf1, 0x7a, 0xd6, 0xa0, 0x0d, 0xb0, 0xe4, 0x5c, 0x99, 0xc0, 0xac, 0xa3, 0x7e, 0xda, 0x7a, 0x79, 0x68, 0xc3, 0x35, 0xcb, 0x01, 0x1f, 0x9e, 0x7e, 0x26, 0xe2, 0xa8, 0x28, 0x63, 0xf6, -}; - -uint8_t q7_relu_result0[1024] = { - 0x28, 0x40, 0x00, 0x78, 0x00, 0x00, 0x00, 0x00, 0x4e, 0x65, 0x00, 0x43, 0x00, 0x7b, 0x00, 0x00, 0x23, 0x00, 0x00, 0x1e, 0x75, 0x00, 0x00, 0x34, 0x1b, 0x00, 0x64, 0x00, 0x52, 0x77, 0x00, 0x00, - 0x00, 0x5a, 0x00, 0x00, 0x00, 0x59, 0x68, 0x00, 0x3a, 0x72, 0x23, 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0x00, 0x41, 0x00, - 0x08, 0x00, 0x70, 0x48, 0x20, 0x49, 0x00, 0x45, 0x2d, 0x7a, 0x00, 0x76, 0x52, 0x75, 0x6d, 0x00, 0x50, 0x7a, 0x7d, 0x0a, 0x11, 0x28, 0x00, 0x00, 0x16, 0x24, 0x00, 0x00, 0x00, 0x2c, 0x00, 0x00, - 0x00, 0x50, 0x00, 0x68, 0x11, 0x00, 0x0b, 0x3b, 0x22, 0x00, 0x4a, 0x6a, 0x43, 0x6a, 0x39, 0x5b, 0x37, 0x00, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x00, 0x00, 0x2f, 0x41, 0x17, 0x00, 0x00, 0x36, 0x7d, - 0x73, 0x00, 0x30, 0x00, 0x14, 0x00, 0x63, 0x11, 0x00, 0x00, 0x00, 0x00, 0x15, 0x00, 0x00, 0x36, 0x00, 0x30, 0x6f, 0x00, 0x00, 0x33, 0x28, 0x00, 0x16, 0x00, 0x27, 0x61, 0x7d, 0x1b, 0x00, 0x00, - 0x7e, 0x0b, 0x00, 0x5f, 0x00, 0x0c, 0x00, 0x77, 0x0c, 0x7a, 0x5c, 0x73, 0x70, 0x00, 0x32, 0x0d, 0x7d, 0x14, 0x18, 0x78, 0x00, 0x00, 0x13, 0x00, 0x46, 0x2b, 0x00, 0x00, 0x00, 0x02, 0x29, 0x00, - 0x79, 0x24, 0x00, 0x00, 0x6f, 0x00, 0x00, 0x17, 0x00, 0x00, 0x69, 0x00, 0x00, 0x00, 0x75, 0x35, 0x00, 0x3f, 0x65, 0x00, 0x00, 0x6d, 0x00, 0x4c, 0x00, 0x00, 0x5f, 0x61, 0x00, 0x00, 0x06, 0x7c, - 0x00, 0x0a, 0x00, 0x00, 0x00, 0x00, 0x5e, 0x08, 0x22, 0x2f, 0x00, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x1d, 0x00, 0x25, 0x68, 0x00, 0x19, 0x00, 0x00, 0x0e, 0x00, 0x00, 0x1f, 0x00, 0x7b, 0x01, 0x00, - 0x00, 0x24, 0x00, 0x00, 0x33, 0x5f, 0x6d, 0x00, 0x15, 0x7c, 0x00, 0x01, 0x00, 0x00, 0x00, 0x50, 0x00, 0x3d, 0x7d, 0x00, 0x04, 0x29, 0x00, 0x00, 0x00, 0x16, 0x00, 0x69, 0x48, 0x00, 0x53, 0x00, - 0x00, 0x3f, 0x00, 0x14, 0x00, 0x32, 0x00, 0x00, 0x0d, 0x00, 0x15, 0x6c, 0x2b, 0x7a, 0x00, 0x00, 0x58, 0x47, 0x2e, 0x00, 0x79, 0x0d, 0x00, 0x00, 0x00, 0x70, 0x00, 0x64, 0x00, 0x00, 0x39, 0x00, - 0x65, 0x00, 0x57, 0x6b, 0x0c, 0x15, 0x51, 0x00, 0x00, 0x02, 0x00, 0x72, 0x00, 0x00, 0x00, 0x46, 0x00, 0x71, 0x7b, 0x62, 0x00, 0x00, 0x00, 0x00, 0x65, 0x38, 0x00, 0x00, 0x7d, 0x78, 0x00, 0x00, - 0x00, 0x00, 0x7a, 0x00, 0x00, 0x0d, 0x00, 0x00, 0x5c, 0x00, 0x00, 0x00, 0x00, 0x7e, 0x00, 0x7a, 0x79, 0x68, 0x00, 0x35, 0x00, 0x01, 0x1f, 0x00, 0x7e, 0x26, 0x00, 0x00, 0x28, 0x63, 0x00, 0x12, -}; - -uint16_t q15_sigmoid_result0[1024] = { - 0x2fed, 0x5a16, 0x4447, 0x3b5f, 0x4130, 0x2ddc, 0x2661, 0x4bea, 0x30b1, 0x29e2, 0x2732, 0x4b66, 0x49b8, 0x5a41, 0x3939, 0x283f, - 0x376d, 0x381d, 0x450b, 0x5949, 0x570b, 0x4209, 0x3927, 0x4d02, 0x314b, 0x3fa8, 0x5852, 0x4a20, 0x4b20, 0x3610, 0x5c2c, 0x2823, - 0x23a6, 0x23bc, 0x4be6, 0x3cd5, 0x5aed, 0x5aa7, 0x480f, 0x33f8, 0x5adc, 0x255a, 0x44b8, 0x30f2, 0x5bce, 0x4255, 0x571a, 0x526b, - 0x24eb, 0x4b56, 0x2fd9, 0x2742, 0x3a34, 0x2789, 0x448c, 0x416d, 0x22bb, 0x5403, 0x337a, 0x2a1f, 0x2dec, 0x35a4, 0x33d9, 0x2871, - 0x3553, 0x3acb, 0x4be6, 0x5a64, 0x59fc, 0x5a5a, 0x4667, 0x33f1, 0x23ee, 0x4630, 0x4f92, 0x57b2, 0x4aa4, 0x543a, 0x30c8, 0x540f, - 0x48bb, 0x2f50, 0x2c86, 0x4703, 0x22b4, 0x3812, 0x5a11, 0x5d16, 0x484d, 0x2f7f, 0x27f4, 0x2bb5, 0x2f82, 0x40a4, 0x30ea, 0x42c0, - 0x2ee9, 0x5b8e, 0x265c, 0x41ea, 0x3f39, 0x42c8, 0x251c, 0x4ec1, 0x45c8, 0x276c, 0x317d, 0x3840, 0x233a, 0x2ea3, 0x42d1, 0x41d3, - 0x5869, 0x480b, 0x3ae1, 0x4640, 0x2d95, 0x2afa, 0x4c79, 0x2b1e, 0x2ca3, 0x4f38, 0x2d94, 0x4721, 0x2b3e, 0x38f5, 0x2c11, 0x37ed, - 0x2cf2, 0x5182, 0x410f, 0x5a85, 0x2df3, 0x37d2, 0x26dc, 0x4e70, 0x4572, 0x482a, 0x3bc6, 0x5416, 0x38f8, 0x4cc9, 0x3236, 0x51ae, - 0x2a4c, 0x31ef, 0x4704, 0x4c22, 0x2593, 0x28e0, 0x4690, 0x497f, 0x4e9f, 0x3bde, 0x4baa, 0x58bf, 0x4ed8, 0x278b, 0x2746, 0x3b6f, - 0x48c2, 0x55ff, 0x3a6c, 0x37ec, 0x40ee, 0x46e2, 0x33e2, 0x57cc, 0x22df, 0x4cc2, 0x48c8, 0x22df, 0x2e64, 0x27f9, 0x4c9d, 0x36e7, - 0x58e1, 0x4154, 0x322d, 0x4469, 0x4fa9, 0x4c99, 0x2b76, 0x59c3, 0x3f96, 0x5add, 0x33a5, 0x4973, 0x4c48, 0x4869, 0x4b9b, 0x49bb, - 0x42f9, 0x399f, 0x2fd8, 0x55b1, 0x3676, 0x3281, 0x3249, 0x496e, 0x400d, 0x26cb, 0x5798, 0x2ce3, 0x3680, 0x4279, 0x340e, 0x3d76, - 0x25d3, 0x27f1, 0x2656, 0x4b1a, 0x315f, 0x2c94, 0x3511, 0x2c00, 0x2756, 0x4142, 0x5522, 0x2313, 0x449c, 0x3e48, 0x44e3, 0x3e6d, - 0x3600, 0x52d5, 0x4562, 0x46c1, 0x538a, 0x3a7d, 0x443b, 0x2cf2, 0x344f, 0x3b4b, 0x29e2, 0x238d, 0x4c32, 0x4688, 0x58df, 0x52e7, - 0x5329, 0x53cd, 0x417a, 0x365d, 0x4708, 0x32d6, 0x2875, 0x592f, 0x4c75, 0x30d0, 0x2bb6, 0x3b78, 0x4e15, 0x3113, 0x5b20, 0x4f59, - 0x54da, 0x35be, 0x3d1b, 0x2f41, 0x5694, 0x3eb7, 0x44dc, 0x5799, 0x414f, 0x3d9a, 0x56d7, 0x516c, 0x5a01, 0x3fb2, 0x53dd, 0x2cfe, - 0x2636, 0x2e37, 0x27d6, 0x5c4a, 0x555c, 0x52e6, 0x3078, 0x3c12, 0x4684, 0x4c53, 0x2cca, 0x4448, 0x4ede, 0x3ea5, 0x4582, 0x58bf, - 0x4d6a, 0x2770, 0x57ff, 0x3cfa, 0x55f8, 0x3a6c, 0x597a, 0x3acb, 0x334b, 0x311a, 0x2fc6, 0x5950, 0x4dd9, 0x29d0, 0x4a26, 0x5d31, - 0x25c8, 0x2e54, 0x3195, 0x49e4, 0x5b03, 0x4b89, 0x433f, 0x2fd7, 0x2664, 0x238d, 0x54fd, 0x2524, 0x4024, 0x378a, 0x39e2, 0x4729, - 0x523d, 0x3d90, 0x226d, 0x2e1c, 0x5728, 0x2952, 0x437a, 0x5253, 0x456c, 0x32a7, 0x47f3, 0x3b2a, 0x3d41, 0x4d7e, 0x4d50, 0x40a2, - 0x24e9, 0x2338, 0x3f10, 0x2d43, 0x393d, 0x2344, 0x2f58, 0x5340, 0x37a9, 0x4771, 0x4ec6, 0x438b, 0x25cb, 0x3557, 0x2aca, 0x2ccf, - 0x5058, 0x5d2d, 0x2fc0, 0x27a2, 0x2e6a, 0x3308, 0x2b2c, 0x2794, 0x4bc5, 0x2a65, 0x51cf, 0x38ec, 0x4726, 0x4f92, 0x46eb, 0x3c6b, - 0x347c, 0x3da6, 0x3a37, 0x4bc7, 0x472b, 0x4d39, 0x3014, 0x343b, 0x39ac, 0x4ac4, 0x5558, 0x39bc, 0x48af, 0x5a6f, 0x30e1, 0x4a57, - 0x2416, 0x2f57, 0x2df9, 0x4acf, 0x3d59, 0x3da9, 0x4ca5, 0x44a6, 0x342f, 0x54fb, 0x5267, 0x3ce3, 0x447e, 0x564f, 0x2d65, 0x37dd, - 0x5ad4, 0x4de0, 0x589d, 0x3e25, 0x2653, 0x541b, 0x2bb2, 0x5bbe, 0x4ce7, 0x4fc7, 0x4c2d, 0x4c70, 0x4901, 0x2441, 0x29d0, 0x4a98, - 0x5b50, 0x2674, 0x5363, 0x4ca2, 0x5b40, 0x349e, 0x5cb6, 0x3758, 0x541d, 0x4371, 0x42ce, 0x4eb8, 0x4aa5, 0x2767, 0x5c40, 0x2765, - 0x2b7c, 0x4c82, 0x4572, 0x460e, 0x5788, 0x3ba7, 0x362c, 0x33a6, 0x545d, 0x289d, 0x45cb, 0x5393, 0x3473, 0x542b, 0x52a6, 0x431e, - 0x451f, 0x3719, 0x4113, 0x25a8, 0x515a, 0x5721, 0x4527, 0x3803, 0x45ca, 0x374e, 0x4444, 0x2bef, 0x3141, 0x430a, 0x2aeb, 0x3a80, - 0x5739, 0x5789, 0x2e88, 0x48a6, 0x3cfd, 0x2b37, 0x3181, 0x3e96, 0x5191, 0x4b9b, 0x2d3a, 0x3ea3, 0x5662, 0x2423, 0x400a, 0x4d88, - 0x465f, 0x4608, 0x4a19, 0x47bd, 0x4806, 0x342a, 0x4ca6, 0x56d8, 0x3313, 0x2d46, 0x2baa, 0x3e25, 0x39e6, 0x56f9, 0x5d8e, 0x2a3b, - 0x5020, 0x5bc8, 0x3cd1, 0x355f, 0x592d, 0x4277, 0x37d4, 0x32d6, 0x25f1, 0x3d76, 0x5bb9, 0x3130, 0x53b5, 0x53d2, 0x5559, 0x5d56, - 0x579b, 0x46d6, 0x2404, 0x4e5d, 0x54c8, 0x3ddb, 0x29b3, 0x43aa, 0x41f5, 0x3223, 0x3564, 0x2fd2, 0x4dd0, 0x525f, 0x4b83, 0x5772, - 0x5187, 0x323f, 0x3874, 0x37de, 0x4f4e, 0x3cff, 0x52fd, 0x46c9, 0x538d, 0x5392, 0x24cf, 0x2e2d, 0x5569, 0x37a8, 0x4b2c, 0x3212, - 0x3d30, 0x2cb3, 0x45e1, 0x4aba, 0x3fb4, 0x57a0, 0x5afc, 0x58a6, 0x38c1, 0x5559, 0x5999, 0x4cbe, 0x26fc, 0x33e5, 0x434c, 0x51dd, - 0x26a0, 0x38be, 0x2ddf, 0x3db5, 0x22a6, 0x502d, 0x547b, 0x38ef, 0x3c96, 0x5a78, 0x3b59, 0x3b7e, 0x2c7f, 0x4f6a, 0x4464, 0x55b7, - 0x5b1f, 0x3551, 0x2d07, 0x384e, 0x2649, 0x2659, 0x52f9, 0x5a1c, 0x3158, 0x5933, 0x594b, 0x3b4d, 0x2cf0, 0x3c98, 0x4e5c, 0x5360, - 0x3051, 0x354f, 0x5a09, 0x5504, 0x4930, 0x5d5c, 0x45a7, 0x2271, 0x2dd0, 0x3b1c, 0x2e4d, 0x29d8, 0x38c6, 0x2955, 0x42ce, 0x2e03, - 0x3e5e, 0x307e, 0x2c65, 0x5054, 0x4d85, 0x2f20, 0x5bf7, 0x54e8, 0x3ccd, 0x4e5c, 0x47a3, 0x2e7b, 0x42db, 0x2501, 0x41a4, 0x595e, - 0x561c, 0x4035, 0x40ea, 0x4874, 0x2b16, 0x4b33, 0x5b68, 0x2b84, 0x4da9, 0x2da0, 0x4c37, 0x2f07, 0x3cd0, 0x5afe, 0x31d8, 0x57ea, - 0x5a08, 0x33a0, 0x54d9, 0x53b7, 0x535c, 0x5380, 0x430c, 0x379d, 0x3275, 0x3e00, 0x379d, 0x58ce, 0x2ce1, 0x304c, 0x4390, 0x4e43, - 0x2e82, 0x2a69, 0x58d0, 0x56ff, 0x34da, 0x4a16, 0x3eb9, 0x5973, 0x46a6, 0x3cd7, 0x5b11, 0x2992, 0x26dc, 0x5c3d, 0x2393, 0x2d71, - 0x44e3, 0x5497, 0x43f9, 0x3e33, 0x491b, 0x5cba, 0x22ec, 0x2d37, 0x3690, 0x2ee9, 0x4de3, 0x5926, 0x2430, 0x46f2, 0x2547, 0x499c, - 0x4729, 0x4de2, 0x4851, 0x56d3, 0x4596, 0x2c61, 0x5c7a, 0x446b, 0x29a0, 0x4502, 0x24f4, 0x4c09, 0x5410, 0x3d80, 0x55b2, 0x54bf, - 0x3690, 0x278f, 0x43e2, 0x278b, 0x2f48, 0x5375, 0x298d, 0x304e, 0x5273, 0x23d5, 0x4130, 0x2f20, 0x28b2, 0x2799, 0x32ef, 0x54d1, - 0x3a74, 0x551c, 0x40ce, 0x43a9, 0x5094, 0x44a7, 0x43c0, 0x2689, 0x59f0, 0x589c, 0x4844, 0x5546, 0x31a3, 0x58ea, 0x5afb, 0x243e, - 0x3a41, 0x460d, 0x4d88, 0x44a5, 0x2286, 0x2bd3, 0x24d6, 0x474e, 0x3832, 0x23c9, 0x265f, 0x3bce, 0x4eb5, 0x4028, 0x22e7, 0x5648, - 0x3c26, 0x3c84, 0x527e, 0x4658, 0x28b6, 0x2942, 0x47d2, 0x3397, 0x3d76, 0x5235, 0x321d, 0x4d2c, 0x4f98, 0x4066, 0x4cb2, 0x2282, - 0x28d3, 0x26ec, 0x3824, 0x326c, 0x3e77, 0x58a9, 0x2d15, 0x5cc4, 0x509a, 0x45a7, 0x241f, 0x427b, 0x2ece, 0x472d, 0x2cca, 0x35c8, - 0x2721, 0x53f1, 0x236d, 0x2e43, 0x5c2d, 0x4cdf, 0x279d, 0x5a4c, 0x51a3, 0x4d9f, 0x4532, 0x5d02, 0x5183, 0x2540, 0x48a0, 0x3df0, - 0x438b, 0x4411, 0x34d7, 0x49f6, 0x49a3, 0x504c, 0x48da, 0x2506, 0x2774, 0x5b24, 0x40d3, 0x2bbd, 0x3797, 0x3eee, 0x3894, 0x5bd8, - 0x5834, 0x44d0, 0x5607, 0x3d74, 0x58a0, 0x3d46, 0x2d20, 0x496c, 0x3fdd, 0x2b05, 0x2a6b, 0x4db0, 0x4c32, 0x52a7, 0x2571, 0x4612, - 0x2d3a, 0x46cb, 0x30d7, 0x36c2, 0x258f, 0x57f7, 0x4e86, 0x3dcd, 0x4159, 0x488b, 0x5810, 0x3c7e, 0x3ec7, 0x33ea, 0x4683, 0x44aa, - 0x2529, 0x365f, 0x29dd, 0x36f7, 0x37af, 0x460f, 0x48d2, 0x4545, 0x3fb5, 0x3d2a, 0x59ba, 0x5b43, 0x36d9, 0x2dc4, 0x55a9, 0x2bd9, - 0x5560, 0x3da4, 0x4f63, 0x4b30, 0x480f, 0x242e, 0x2faa, 0x394e, 0x257f, 0x4c73, 0x302e, 0x39a0, 0x4bc6, 0x42d7, 0x4586, 0x3f72, - 0x47c1, 0x268e, 0x570a, 0x44a3, 0x2d80, 0x4dbb, 0x53d4, 0x553a, 0x3ce6, 0x4d4a, 0x372c, 0x3957, 0x29eb, 0x4d41, 0x59fc, 0x4c72, - 0x40d4, 0x59a7, 0x48e2, 0x5011, 0x5046, 0x4100, 0x2a21, 0x2f5e, 0x2c8e, 0x2b29, 0x4253, 0x41ef, 0x277b, 0x2430, 0x2deb, 0x4d9e, - 0x4663, 0x5a34, 0x2471, 0x4691, 0x3d72, 0x55cf, 0x22ca, 0x5a88, 0x500d, 0x3c6c, 0x5275, 0x2d1e, 0x49ec, 0x3e93, 0x47db, 0x50eb, - 0x2698, 0x5ca5, 0x3f22, 0x4462, 0x41d6, 0x3faf, 0x4820, 0x5981, 0x23b4, 0x565e, 0x2754, 0x5d82, 0x529e, 0x32a0, 0x517e, 0x2b77, - 0x2e73, 0x2ad0, 0x2419, 0x45df, 0x26c0, 0x43b4, 0x30fc, 0x3690, 0x523c, 0x5bf3, 0x5861, 0x29f4, 0x47af, 0x5a2e, 0x33a5, 0x2cb4, - 0x4991, 0x5627, 0x5493, 0x362c, 0x32f3, 0x3b2c, 0x38e9, 0x33aa, 0x4a93, 0x2f16, 0x30f4, 0x5397, 0x30d4, 0x261d, 0x456f, 0x4bc0, - 0x4bca, 0x45c9, 0x48e9, 0x3fae, 0x3232, 0x4f1b, 0x4353, 0x2360, 0x428a, 0x462e, 0x45df, 0x31db, 0x2c3c, 0x5a69, 0x2495, 0x22b8, - 0x49b9, 0x3ac7, 0x5400, 0x5d80, 0x5202, 0x2fd7, 0x4824, 0x5a20, 0x3d4d, 0x4610, 0x508a, 0x515d, 0x4559, 0x58a4, 0x25ee, 0x3b88, - 0x269a, 0x2e57, 0x42c1, 0x3adf, 0x2de3, 0x2b66, 0x23c7, 0x437e, 0x261f, 0x4cf7, 0x2381, 0x2de4, 0x5c25, 0x4edc, 0x584b, 0x23d3, -}; - -uint16_t q15_sigmoid_result1[1024] = { - 0x2f5a, 0x27bd, 0x3d49, 0x3bbe, 0x2dd3, 0x5aa1, 0x5a9e, 0x5d78, 0x3ea8, 0x2683, 0x22d1, 0x3a99, 0x2b46, 0x5a41, 0x4fc1, 0x245b, - 0x266b, 0x4c75, 0x378b, 0x2bcb, 0x23a2, 0x4aa7, 0x4fc3, 0x328a, 0x44f7, 0x2ef9, 0x2c27, 0x4d49, 0x3023, 0x318e, 0x56dc, 0x4c76, - 0x2b4e, 0x36c4, 0x55ae, 0x30b6, 0x330c, 0x3716, 0x41e3, 0x3033, 0x2e72, 0x5cf8, 0x4267, 0x3ccc, 0x5646, 0x3b95, 0x5d69, 0x2769, - 0x38a0, 0x430d, 0x31f9, 0x4c13, 0x5c04, 0x4a91, 0x2f3f, 0x35bd, 0x58b1, 0x4640, 0x4221, 0x41ec, 0x515b, 0x3551, 0x5b95, 0x305a, - 0x2853, 0x2e14, 0x495f, 0x3136, 0x284b, 0x5b3e, 0x45d6, 0x37a0, 0x2340, 0x5933, 0x3bda, 0x2813, 0x53f3, 0x26c3, 0x2b35, 0x496f, - 0x30c4, 0x5630, 0x2fea, 0x4de7, 0x3289, 0x425e, 0x2fcf, 0x5046, 0x2ba8, 0x2ea9, 0x2bb6, 0x2534, 0x317c, 0x534f, 0x4b3b, 0x3418, - 0x40fd, 0x4db9, 0x3a04, 0x3fc9, 0x59d3, 0x39a5, 0x5053, 0x4434, 0x53f7, 0x4fa7, 0x229e, 0x24e5, 0x4c06, 0x27a4, 0x5366, 0x4efc, - 0x265f, 0x2a47, 0x579b, 0x3242, 0x5bab, 0x2cb8, 0x4407, 0x3f2d, 0x3392, 0x53d0, 0x3f5c, 0x24f6, 0x3db8, 0x563d, 0x518b, 0x4244, - 0x5977, 0x2f2a, 0x3be8, 0x3f5e, 0x3e1e, 0x3d1a, 0x5b42, 0x2f94, 0x38ec, 0x4b95, 0x5628, 0x2302, 0x5bdd, 0x56e8, 0x4a04, 0x2e9c, - 0x525a, 0x2956, 0x2d23, 0x24fa, 0x2a69, 0x42c1, 0x3e94, 0x406f, 0x3f2d, 0x392b, 0x58b0, 0x2769, 0x45b5, 0x5520, 0x4e3c, 0x3a33, - 0x361c, 0x4539, 0x3795, 0x3bc7, 0x2571, 0x32a9, 0x5cff, 0x2afc, 0x30fb, 0x2b28, 0x4cde, 0x22b5, 0x2e2a, 0x5461, 0x58b6, 0x262e, - 0x2894, 0x3775, 0x3dce, 0x3a18, 0x4290, 0x3b5c, 0x58d3, 0x263a, 0x31b5, 0x2be4, 0x251d, 0x2eb3, 0x2759, 0x41c0, 0x34ac, 0x4934, - 0x2931, 0x2a0f, 0x2aca, 0x4b4b, 0x39ba, 0x2fb2, 0x227c, 0x4265, 0x5360, 0x461a, 0x3b3a, 0x298b, 0x5ac3, 0x469d, 0x302e, 0x4ca9, - 0x2c98, 0x58cb, 0x467c, 0x336f, 0x32f3, 0x42da, 0x447d, 0x5bd8, 0x5367, 0x2dd1, 0x5b1b, 0x3962, 0x3320, 0x4713, 0x2913, 0x2b3c, - 0x5847, 0x5d5c, 0x2d24, 0x2d02, 0x2343, 0x4603, 0x386a, 0x55bf, 0x3ee6, 0x51f8, 0x5cd4, 0x5c9a, 0x2dad, 0x5a6a, 0x3441, 0x39bb, - 0x3871, 0x48b9, 0x2f7e, 0x5780, 0x5456, 0x49f1, 0x58a5, 0x306e, 0x23a0, 0x309a, 0x536c, 0x3da5, 0x5bbc, 0x4d6c, 0x59bc, 0x4126, - 0x5602, 0x277e, 0x3496, 0x4807, 0x5c2b, 0x3b6e, 0x5990, 0x4365, 0x3392, 0x45dd, 0x30fe, 0x471c, 0x2e3e, 0x5141, 0x454d, 0x3766, - 0x5d80, 0x27a1, 0x50a4, 0x44c1, 0x50a5, 0x5a9a, 0x5a66, 0x4bd5, 0x4ccf, 0x2547, 0x3a81, 0x4ae3, 0x2cf6, 0x5013, 0x5160, 0x2747, - 0x43d2, 0x42e3, 0x43c6, 0x3f72, 0x4c7e, 0x5a9c, 0x3327, 0x272b, 0x5995, 0x58c2, 0x58c3, 0x589b, 0x55ca, 0x3958, 0x4405, 0x44ed, - 0x25ad, 0x5bc9, 0x2764, 0x517b, 0x4b67, 0x2883, 0x5c04, 0x367c, 0x3f59, 0x2640, 0x5625, 0x2622, 0x5494, 0x38dc, 0x33cb, 0x2420, - 0x4274, 0x2576, 0x5368, 0x2de2, 0x53b1, 0x2aed, 0x59db, 0x5a9a, 0x4014, 0x22d7, 0x2c2e, 0x38da, 0x5316, 0x36b3, 0x2f03, 0x42e0, - 0x4c78, 0x33ba, 0x4e65, 0x356a, 0x52ea, 0x5c93, 0x5ac7, 0x2678, 0x2655, 0x3ba7, 0x5d60, 0x2e8c, 0x378d, 0x4ebf, 0x3da6, 0x5d46, - 0x36a7, 0x31ea, 0x4641, 0x3e98, 0x2d8c, 0x476d, 0x3fb0, 0x4592, 0x456c, 0x5734, 0x282e, 0x3a52, 0x49b1, 0x3401, 0x2a2c, 0x3d10, - 0x2a42, 0x23bf, 0x3961, 0x5689, 0x2fb9, 0x3f31, 0x24e5, 0x305f, 0x3628, 0x553b, 0x255c, 0x59a8, 0x41ae, 0x2ab6, 0x37be, 0x5ba4, - 0x4b92, 0x493a, 0x5aa1, 0x2cbc, 0x4717, 0x39ea, 0x3356, 0x5a84, 0x599a, 0x5146, 0x3a35, 0x2eb1, 0x3423, 0x5c7c, 0x547a, 0x47f3, - 0x58ee, 0x587f, 0x2792, 0x4e95, 0x5b92, 0x5381, 0x4ea4, 0x436d, 0x4238, 0x39e5, 0x3f12, 0x27a3, 0x47c9, 0x5d68, 0x58dc, 0x4e4d, - 0x5cf0, 0x4caa, 0x4d21, 0x467c, 0x4e23, 0x239b, 0x2efa, 0x3a2f, 0x2590, 0x50ce, 0x248b, 0x46cc, 0x373c, 0x43c5, 0x4a98, 0x2429, - 0x31bb, 0x3c6f, 0x32ff, 0x5d6d, 0x505e, 0x28b0, 0x26c0, 0x3ec4, 0x251d, 0x4209, 0x2b63, 0x48b7, 0x4985, 0x5969, 0x3961, 0x39e7, - 0x45c0, 0x2766, 0x4fbb, 0x4aef, 0x5267, 0x2cfb, 0x51c2, 0x4a31, 0x4eff, 0x4a4a, 0x560c, 0x2e30, 0x2dd6, 0x5812, 0x437d, 0x3b27, - 0x32d7, 0x478f, 0x31e2, 0x33b7, 0x3662, 0x5275, 0x5817, 0x353f, 0x303c, 0x5464, 0x4431, 0x2740, 0x3060, 0x2365, 0x2ffb, 0x410e, - 0x51ae, 0x2548, 0x2744, 0x4706, 0x27e0, 0x3f6f, 0x3c39, 0x2eb5, 0x370b, 0x2307, 0x2dcc, 0x372e, 0x3f1a, 0x448a, 0x2a80, 0x4a17, - 0x594b, 0x5020, 0x39c9, 0x366d, 0x5071, 0x5590, 0x299c, 0x2d03, 0x4a7e, 0x3f57, 0x3c13, 0x4626, 0x3a18, 0x4d22, 0x48f3, 0x3b21, - 0x4afe, 0x4bc4, 0x4c66, 0x50d7, 0x260c, 0x33f6, 0x55bd, 0x55d9, 0x58c9, 0x5275, 0x4eb2, 0x47da, 0x5873, 0x430b, 0x5198, 0x3761, - 0x3400, 0x505c, 0x266c, 0x5a9d, 0x3197, 0x3053, 0x5cd7, 0x4a62, 0x59a7, 0x3d57, 0x3946, 0x310d, 0x35f9, 0x568d, 0x3f09, 0x465e, - 0x343e, 0x2e5d, 0x4f59, 0x3de4, 0x4239, 0x384b, 0x2356, 0x26c9, 0x29a1, 0x414b, 0x40ad, 0x2c5c, 0x2875, 0x5967, 0x29ef, 0x24fa, - 0x32ec, 0x5b57, 0x268c, 0x2ae1, 0x232a, 0x2f6e, 0x4859, 0x52e8, 0x3b48, 0x5916, 0x48b8, 0x43bc, 0x3fbb, 0x2396, 0x4282, 0x2d81, - 0x517c, 0x4326, 0x2971, 0x2db1, 0x5b62, 0x39f1, 0x4491, 0x5add, 0x3a8d, 0x3e97, 0x32c3, 0x4df8, 0x4829, 0x2941, 0x29a5, 0x50b9, - 0x5639, 0x53bb, 0x2795, 0x4774, 0x3740, 0x3971, 0x38f4, 0x402d, 0x27de, 0x36d9, 0x27a9, 0x59e0, 0x4f01, 0x30d5, 0x3151, 0x4570, - 0x2cc7, 0x5d79, 0x2d3e, 0x52c1, 0x57ad, 0x5a5a, 0x3d98, 0x45ed, 0x4ca9, 0x3b45, 0x59c5, 0x5b10, 0x4965, 0x5aef, 0x26f6, 0x5612, - 0x3c28, 0x29c4, 0x228c, 0x5282, 0x3055, 0x40c8, 0x25f2, 0x5155, 0x2930, 0x58e4, 0x2582, 0x385f, 0x4db3, 0x36fe, 0x580b, 0x46cb, - 0x385c, 0x59d4, 0x51a0, 0x2741, 0x47f7, 0x41bf, 0x5790, 0x599b, 0x3ea4, 0x58d4, 0x4924, 0x5579, 0x5606, 0x5c0b, 0x27cd, 0x316b, - 0x2397, 0x53c5, 0x3dba, 0x54c0, 0x27f9, 0x30f8, 0x2b94, 0x265a, 0x5d75, 0x5952, 0x2c29, 0x5469, 0x598d, 0x5bc2, 0x2dd0, 0x3df0, - 0x428a, 0x2423, 0x444d, 0x5741, 0x4b4d, 0x2714, 0x239e, 0x2524, 0x5c6c, 0x3b58, 0x4c9f, 0x4da9, 0x4af7, 0x2e44, 0x326f, 0x3e4c, - 0x5d80, 0x4b9e, 0x2730, 0x4400, 0x5bf7, 0x4e1a, 0x5bbb, 0x2daf, 0x3096, 0x5d14, 0x352d, 0x5655, 0x230d, 0x3ada, 0x5364, 0x2a6f, - 0x41ab, 0x2612, 0x2b5b, 0x2d29, 0x5520, 0x327c, 0x4294, 0x397b, 0x2551, 0x48b3, 0x4b4f, 0x4b61, 0x2c84, 0x2dc8, 0x338c, 0x57cb, - 0x329a, 0x258c, 0x2820, 0x37e0, 0x548c, 0x4d3a, 0x2987, 0x481b, 0x3455, 0x314d, 0x53a4, 0x46eb, 0x4967, 0x3abb, 0x2a1c, 0x42e0, - 0x532f, 0x54de, 0x27ca, 0x4ce3, 0x4a08, 0x39a7, 0x2ac0, 0x39f3, 0x3972, 0x4e9c, 0x27d9, 0x4196, 0x4462, 0x57f3, 0x5953, 0x3b3e, - 0x5027, 0x47c1, 0x2d3d, 0x3d0d, 0x340d, 0x494a, 0x3c50, 0x245d, 0x4c1e, 0x353a, 0x33da, 0x2956, 0x4c67, 0x2862, 0x339e, 0x252d, - 0x36dd, 0x2425, 0x3fdb, 0x3057, 0x44c5, 0x5a47, 0x27da, 0x5cf1, 0x31bb, 0x3ef6, 0x4792, 0x5cb4, 0x4bdc, 0x2c0a, 0x4563, 0x2b6a, - 0x52b4, 0x4607, 0x5ca1, 0x2b71, 0x2cb1, 0x4b8d, 0x4c07, 0x4aba, 0x4d4e, 0x4ddf, 0x2b8c, 0x58ea, 0x2c37, 0x5c42, 0x47fe, 0x44c3, - 0x4fbe, 0x3a90, 0x33f2, 0x35e6, 0x42a8, 0x5500, 0x3437, 0x2cf8, 0x4fe6, 0x2a9c, 0x2c16, 0x5119, 0x46b6, 0x25de, 0x263b, 0x3a0a, - 0x5d56, 0x4549, 0x5967, 0x2b9e, 0x49f5, 0x241d, 0x534e, 0x5d35, 0x43e7, 0x40e2, 0x56cb, 0x2386, 0x301f, 0x25a4, 0x22bf, 0x4161, - 0x27e3, 0x268d, 0x2499, 0x429b, 0x2532, 0x2ee7, 0x22d6, 0x2562, 0x3d73, 0x4f3c, 0x3659, 0x3107, 0x4de0, 0x2354, 0x37f9, 0x4b54, - 0x4189, 0x4676, 0x4188, 0x5b5e, 0x42fd, 0x3c8d, 0x53b5, 0x380f, 0x59e8, 0x254f, 0x24af, 0x2549, 0x3fa4, 0x3d3e, 0x3a6f, 0x280a, - 0x59b2, 0x543c, 0x2e1a, 0x4f0f, 0x39cb, 0x2a2e, 0x2a72, 0x5504, 0x5aac, 0x4dcc, 0x2d5b, 0x46f6, 0x39b4, 0x2b61, 0x26b3, 0x350d, - 0x4518, 0x4773, 0x2da0, 0x5260, 0x2b38, 0x499a, 0x547e, 0x4699, 0x25f3, 0x3af8, 0x2bfa, 0x59ba, 0x586c, 0x5a79, 0x263e, 0x420a, - 0x4f18, 0x5c01, 0x485e, 0x55f0, 0x3297, 0x42e8, 0x58f0, 0x55a0, 0x22c6, 0x29f9, 0x3927, 0x5a9c, 0x2463, 0x2835, 0x4e19, 0x5282, - 0x4e36, 0x445e, 0x22c6, 0x540b, 0x5260, 0x2f7c, 0x4cfe, 0x4a57, 0x4a33, 0x5269, 0x4ec1, 0x55d8, 0x3851, 0x4f53, 0x22d0, 0x55be, - 0x40c0, 0x4afe, 0x4e41, 0x4a9c, 0x321d, 0x5212, 0x52a0, 0x59cf, 0x2322, 0x390e, 0x2584, 0x5139, 0x4e8e, 0x2bb6, 0x44ca, 0x2e83, - 0x3c32, 0x4a5d, 0x544d, 0x37ec, 0x4896, 0x2682, 0x39d7, 0x55a9, 0x2fff, 0x4a4d, 0x3aad, 0x4ef2, 0x3161, 0x34d2, 0x2eef, 0x4062, - 0x3419, 0x405b, 0x2bd3, 0x3e63, 0x29fa, 0x307f, 0x30d9, 0x261e, 0x4fd1, 0x51f0, 0x2348, 0x255a, 0x4733, 0x47c4, 0x2669, 0x58c1, - 0x25ef, 0x3888, 0x57e9, 0x465a, 0x323e, 0x57df, 0x46f3, 0x5a3f, 0x35b4, 0x3168, 0x5b9f, 0x53f8, 0x59fd, 0x42b8, 0x4645, 0x492d, - 0x4a6a, 0x2c5b, 0x5829, 0x5a30, 0x2718, 0x2b0a, 0x42f6, 0x3970, 0x573a, 0x5853, 0x5785, 0x2ba9, 0x2ae6, 0x5b28, 0x282a, 0x521b, - 0x4297, 0x325d, 0x270e, 0x2c33, 0x46e9, 0x4d80, 0x3668, 0x4f04, 0x5076, 0x5013, 0x4ea9, 0x5d36, 0x243b, 0x257c, 0x58a3, 0x5a95, -}; - -uint16_t q15_sigmoid_result2[1024] = { - 0x519e, 0x3dac, 0x2ffe, 0x3577, 0x5a08, 0x4a3d, 0x2f1f, 0x3765, 0x52b6, 0x39ac, 0x3fb4, 0x3639, 0x58e1, 0x3335, 0x48f5, 0x4a48, - 0x5b22, 0x308d, 0x5bbd, 0x5cfa, 0x4cbd, 0x50aa, 0x4f62, 0x3d94, 0x2bab, 0x4c89, 0x266c, 0x4154, 0x2a04, 0x2ee2, 0x3a1d, 0x2cca, - 0x4ec0, 0x392f, 0x3e32, 0x4ad9, 0x22f4, 0x3670, 0x42dc, 0x4a82, 0x2ca2, 0x28ae, 0x28c6, 0x2b98, 0x539b, 0x26a3, 0x2a5d, 0x525f, - 0x57ab, 0x5c5f, 0x4aaa, 0x43a7, 0x5958, 0x49e1, 0x51cc, 0x44ee, 0x3901, 0x5010, 0x25da, 0x5414, 0x26d1, 0x30fe, 0x2e8a, 0x5094, - 0x2fa6, 0x3345, 0x2dae, 0x2d99, 0x49fb, 0x4504, 0x4bbd, 0x557a, 0x554b, 0x58dd, 0x5ca4, 0x3d86, 0x22e7, 0x33fd, 0x25d8, 0x3eb3, - 0x2720, 0x5d8c, 0x5935, 0x3dc9, 0x25e3, 0x4e20, 0x5548, 0x3167, 0x4450, 0x316a, 0x3233, 0x3878, 0x4e9b, 0x572f, 0x3e3f, 0x2b35, - 0x5894, 0x3213, 0x4048, 0x412e, 0x3cb1, 0x514c, 0x3824, 0x4ff4, 0x5be6, 0x3e31, 0x5880, 0x50d1, 0x2890, 0x33c7, 0x5383, 0x2755, - 0x2abb, 0x457c, 0x2f2f, 0x394e, 0x5b9a, 0x4693, 0x2a65, 0x5a1d, 0x3681, 0x26c9, 0x390c, 0x4a96, 0x2b56, 0x24e2, 0x47eb, 0x5395, - 0x3699, 0x3554, 0x2bc1, 0x23d2, 0x3fc4, 0x4842, 0x5388, 0x3788, 0x2c4a, 0x5491, 0x48b3, 0x4f9b, 0x5595, 0x2bfa, 0x2ce6, 0x575c, - 0x2bf9, 0x574f, 0x4dff, 0x30e8, 0x5c30, 0x2ff0, 0x37f6, 0x2a67, 0x3ed1, 0x30de, 0x5a3a, 0x4618, 0x515a, 0x39eb, 0x5a7f, 0x458c, - 0x58df, 0x34f9, 0x4004, 0x3a3a, 0x39d1, 0x3483, 0x532e, 0x5394, 0x3a51, 0x5d0e, 0x2d30, 0x24bf, 0x483b, 0x2745, 0x5aa9, 0x5511, - 0x5973, 0x3c95, 0x4a95, 0x29af, 0x55c9, 0x4d1e, 0x5a73, 0x511b, 0x40ef, 0x400a, 0x5b22, 0x38d5, 0x3322, 0x5a49, 0x59c5, 0x5d2c, - 0x5c13, 0x44e8, 0x2829, 0x24cc, 0x54cb, 0x2f56, 0x33b0, 0x5767, 0x2f3c, 0x2aca, 0x3589, 0x3039, 0x258e, 0x2923, 0x42c8, 0x4231, - 0x43c8, 0x495e, 0x41f1, 0x488c, 0x590b, 0x3c0f, 0x22da, 0x3d84, 0x5bed, 0x3834, 0x3d29, 0x2d03, 0x5322, 0x5c56, 0x2390, 0x3ec1, - 0x5d6f, 0x328a, 0x4cf8, 0x522e, 0x51e5, 0x2ad0, 0x45d5, 0x4339, 0x564c, 0x32c7, 0x4798, 0x2f62, 0x28a7, 0x24d7, 0x54c7, 0x2772, - 0x3e70, 0x5c30, 0x596c, 0x37cf, 0x2f55, 0x4d21, 0x3b4a, 0x5709, 0x399e, 0x3699, 0x3689, 0x4c12, 0x5aac, 0x539e, 0x48d7, 0x59c6, - 0x2fd4, 0x3c76, 0x44cc, 0x5737, 0x5643, 0x2a94, 0x2887, 0x362d, 0x46a7, 0x5828, 0x3a6a, 0x5b20, 0x2507, 0x2f08, 0x504f, 0x2a33, - 0x2e2d, 0x2791, 0x54df, 0x2d4d, 0x5394, 0x2422, 0x3470, 0x4e67, 0x50e3, 0x247c, 0x57af, 0x5871, 0x3fea, 0x242a, 0x454a, 0x2a51, - 0x43f1, 0x26b5, 0x30e2, 0x2e38, 0x5260, 0x23e9, 0x35b9, 0x2395, 0x352e, 0x2e52, 0x53b7, 0x4108, 0x557e, 0x2309, 0x5c87, 0x2c6e, - 0x22d5, 0x2c93, 0x531a, 0x3917, 0x5320, 0x5c2b, 0x40ce, 0x4aee, 0x3108, 0x377d, 0x460a, 0x2345, 0x3f6e, 0x3aeb, 0x59d8, 0x3303, - 0x3888, 0x2c40, 0x226e, 0x30f4, 0x58a0, 0x2840, 0x2fb9, 0x5877, 0x4719, 0x4da7, 0x2c34, 0x4209, 0x5bb4, 0x53eb, 0x5153, 0x5d24, - 0x2aba, 0x23d0, 0x49c5, 0x5363, 0x2cd7, 0x58f3, 0x4cd0, 0x4b24, 0x4bbd, 0x3c06, 0x51f1, 0x31a4, 0x52db, 0x2c0b, 0x51e2, 0x3d2d, - 0x2c98, 0x2e10, 0x479f, 0x47c3, 0x5d6a, 0x234a, 0x40f6, 0x4e00, 0x5ba0, 0x58fc, 0x5bd4, 0x3f81, 0x4ab4, 0x4577, 0x3638, 0x5d8b, - 0x3e62, 0x2cf7, 0x26d6, 0x355e, 0x5bba, 0x2765, 0x3a9e, 0x24a0, 0x26bf, 0x2b71, 0x2424, 0x53d9, 0x548a, 0x579e, 0x4579, 0x2bc0, - 0x4cd3, 0x43a4, 0x587d, 0x5a65, 0x5a4d, 0x3ce9, 0x427e, 0x345c, 0x2624, 0x522f, 0x28bb, 0x2384, 0x4d01, 0x5330, 0x485c, 0x523b, - 0x40e4, 0x3610, 0x2c56, 0x3aa8, 0x5602, 0x485f, 0x4d74, 0x29f3, 0x2802, 0x2c1b, 0x2c5c, 0x5708, 0x24ca, 0x2e58, 0x37c5, 0x2bbf, - 0x572f, 0x5bab, 0x459e, 0x291f, 0x575b, 0x24c0, 0x5538, 0x5b6b, 0x5854, 0x2b1e, 0x4a9c, 0x2d5f, 0x5181, 0x371a, 0x3c1b, 0x3975, - 0x347a, 0x5ba0, 0x3033, 0x28a0, 0x4a20, 0x3eec, 0x3ada, 0x31a1, 0x4bef, 0x3a15, 0x3924, 0x2790, 0x28d4, 0x3aa7, 0x4f19, 0x3678, - 0x2d88, 0x4baa, 0x59e4, 0x2cdb, 0x4c77, 0x2d45, 0x45d6, 0x34a3, 0x4daf, 0x5392, 0x32b3, 0x292c, 0x2f19, 0x45af, 0x3556, 0x4757, - 0x4581, 0x4912, 0x307e, 0x3eea, 0x356b, 0x2621, 0x2487, 0x23f9, 0x4b34, 0x5aad, 0x3218, 0x244b, 0x46cb, 0x2a9b, 0x2cdf, 0x52ff, - 0x2634, 0x2604, 0x45bb, 0x3706, 0x382e, 0x3286, 0x519a, 0x48cb, 0x298d, 0x4a09, 0x23b1, 0x2df8, 0x4635, 0x46b3, 0x3361, 0x3bd6, - 0x3dbd, 0x501e, 0x4fee, 0x52cd, 0x2301, 0x4d70, 0x29f1, 0x492a, 0x2a62, 0x3016, 0x436e, 0x3826, 0x27aa, 0x5b76, 0x42ae, 0x58b3, - 0x4a54, 0x567f, 0x3023, 0x258f, 0x27be, 0x5b95, 0x5846, 0x3a83, 0x3f24, 0x5ac2, 0x2820, 0x2a93, 0x24cb, 0x558e, 0x531a, 0x3a00, - 0x2b8d, 0x406d, 0x24be, 0x44ce, 0x46f4, 0x5d46, 0x45af, 0x3d37, 0x242a, 0x38ec, 0x57ae, 0x3004, 0x2ad0, 0x5a98, 0x430a, 0x51e4, - 0x468d, 0x436c, 0x30bd, 0x4bf3, 0x3a16, 0x26a3, 0x59f3, 0x31fb, 0x3044, 0x4d72, 0x589d, 0x28bd, 0x474d, 0x5467, 0x54a3, 0x57e4, - 0x2b2f, 0x535b, 0x2295, 0x3753, 0x384e, 0x5214, 0x4449, 0x52f4, 0x3203, 0x59c7, 0x379a, 0x4ac5, 0x4db5, 0x39d1, 0x2d62, 0x4039, - 0x3b5e, 0x4728, 0x28ac, 0x3118, 0x5c4e, 0x3004, 0x2485, 0x58c7, 0x494f, 0x5753, 0x57fe, 0x2740, 0x36a3, 0x4948, 0x32b4, 0x313e, - 0x4190, 0x3531, 0x4a94, 0x3cdb, 0x532e, 0x2948, 0x49f6, 0x2df8, 0x53a1, 0x2c81, 0x28de, 0x512b, 0x3884, 0x32e6, 0x5177, 0x340f, - 0x4b74, 0x5348, 0x29ba, 0x29f8, 0x47d0, 0x2bdb, 0x46f5, 0x3417, 0x512e, 0x25bc, 0x3f11, 0x59df, 0x3567, 0x4045, 0x3fea, 0x27a8, - 0x2793, 0x2390, 0x2388, 0x4009, 0x52bc, 0x2f89, 0x297d, 0x4083, 0x40d2, 0x34ae, 0x3e0c, 0x24a4, 0x3a22, 0x3cf3, 0x3e49, 0x3856, - 0x2f33, 0x46c7, 0x3c64, 0x446e, 0x3a42, 0x5b87, 0x3e8e, 0x5393, 0x4efa, 0x57bc, 0x581c, 0x5be9, 0x4b80, 0x3cd0, 0x4db3, 0x35fc, - 0x51ba, 0x53dd, 0x28fb, 0x4b1e, 0x4735, 0x4162, 0x2d24, 0x26f8, 0x2980, 0x4259, 0x4d5d, 0x3dec, 0x3106, 0x44d3, 0x5075, 0x2ea4, - 0x4284, 0x23a5, 0x278a, 0x57dd, 0x357f, 0x3ad4, 0x4dcd, 0x4c1f, 0x55c0, 0x52da, 0x44a8, 0x558b, 0x5c28, 0x4cf3, 0x39f0, 0x54a4, - 0x4f30, 0x3d77, 0x427f, 0x4c77, 0x5ab5, 0x28e3, 0x39e0, 0x36eb, 0x2c8b, 0x2e10, 0x5851, 0x3b7c, 0x3d72, 0x5aba, 0x5705, 0x5bf6, - 0x35a7, 0x4862, 0x56e1, 0x2f6f, 0x3fdb, 0x5376, 0x2884, 0x2511, 0x48c5, 0x4b86, 0x375c, 0x52ed, 0x3264, 0x5065, 0x2bdf, 0x24c9, - 0x5b8e, 0x2e0b, 0x569b, 0x3fb3, 0x37d4, 0x5770, 0x2ca6, 0x25a5, 0x57d6, 0x3100, 0x4892, 0x4731, 0x2520, 0x5352, 0x4088, 0x285a, - 0x5718, 0x3408, 0x41a8, 0x5095, 0x520f, 0x53ce, 0x2da7, 0x47df, 0x2bff, 0x3a8f, 0x2ebb, 0x5c14, 0x55fb, 0x4526, 0x26ad, 0x37aa, - 0x4033, 0x2dd3, 0x5371, 0x2dc7, 0x3239, 0x2f68, 0x588c, 0x3384, 0x2678, 0x25bb, 0x3484, 0x5c79, 0x3cdb, 0x4f4f, 0x5a8a, 0x2423, - 0x3106, 0x2439, 0x5575, 0x5a2b, 0x359e, 0x37fe, 0x533f, 0x59a6, 0x324e, 0x301c, 0x2357, 0x3736, 0x3061, 0x5592, 0x58c3, 0x3f39, - 0x5b2b, 0x4321, 0x2d25, 0x5966, 0x591a, 0x290a, 0x303f, 0x3c10, 0x5625, 0x4aa3, 0x2983, 0x46a0, 0x37f5, 0x5a38, 0x4071, 0x58b7, - 0x37f6, 0x280e, 0x4157, 0x2b8d, 0x438a, 0x5bee, 0x28ca, 0x4fad, 0x57bf, 0x40f8, 0x3487, 0x560a, 0x545a, 0x460d, 0x32bf, 0x58ad, - 0x2531, 0x2e13, 0x38b2, 0x2a1e, 0x42cd, 0x47a3, 0x4c2b, 0x5a1b, 0x579d, 0x3844, 0x31a1, 0x3e84, 0x435b, 0x27a5, 0x4a8e, 0x49c1, - 0x26f5, 0x458b, 0x343d, 0x37c5, 0x52ba, 0x3835, 0x28f0, 0x57ac, 0x52a2, 0x511f, 0x519c, 0x2fb2, 0x5ad1, 0x2718, 0x2d07, 0x3dba, - 0x2ce9, 0x3790, 0x36f8, 0x5b53, 0x265f, 0x5c93, 0x323c, 0x3bbf, 0x5c2c, 0x2375, 0x3a94, 0x528a, 0x3916, 0x5736, 0x2cf1, 0x2eb8, - 0x238c, 0x3884, 0x2440, 0x3eb9, 0x32ae, 0x5818, 0x5058, 0x50d5, 0x26a0, 0x48ea, 0x2bea, 0x5223, 0x2ebd, 0x2a42, 0x3462, 0x30d9, - 0x2c82, 0x344d, 0x3a8f, 0x306a, 0x4d6c, 0x2478, 0x395e, 0x2ec3, 0x5a00, 0x330f, 0x31aa, 0x3823, 0x4453, 0x3d4f, 0x5598, 0x3ecc, - 0x4f8b, 0x2dd2, 0x2672, 0x253f, 0x57ca, 0x37db, 0x480f, 0x2f44, 0x3db3, 0x3e06, 0x41f9, 0x255f, 0x5934, 0x27fb, 0x57a0, 0x386a, - 0x324f, 0x254d, 0x3245, 0x4379, 0x508c, 0x29f9, 0x26d1, 0x5664, 0x5c68, 0x4779, 0x4af5, 0x37a5, 0x2b03, 0x5d12, 0x3efe, 0x4d9a, - 0x4d61, 0x5ab4, 0x3f43, 0x50c4, 0x2eb8, 0x3cd4, 0x292a, 0x2278, 0x4f19, 0x2fc5, 0x5b51, 0x2c89, 0x35c2, 0x494e, 0x32a1, 0x27ba, - 0x5d47, 0x3271, 0x44cc, 0x4838, 0x44b7, 0x3adb, 0x5189, 0x3579, 0x541b, 0x2f5b, 0x4c59, 0x4fe3, 0x55e3, 0x5287, 0x5bc2, 0x5b61, - 0x5ac3, 0x33b8, 0x46fb, 0x2415, 0x527e, 0x36e9, 0x547d, 0x551e, 0x3514, 0x25f8, 0x5116, 0x5270, 0x5c5e, 0x4936, 0x5244, 0x5797, - 0x5b90, 0x26a9, 0x2c2b, 0x2f2a, 0x4c6a, 0x26bd, 0x29aa, 0x27a5, 0x35d0, 0x2df8, 0x5272, 0x3bda, 0x30e8, 0x2ea5, 0x2b6f, 0x416f, - 0x55a6, 0x4b68, 0x4fd5, 0x48a7, 0x3af6, 0x3b25, 0x5328, 0x38ad, 0x2a65, 0x2935, 0x4a4e, 0x3169, 0x3a1e, 0x3f1d, 0x4533, 0x3407, - 0x50e4, 0x34dd, 0x369b, 0x53fd, 0x36ef, 0x36e9, 0x5cbf, 0x5bc3, 0x4813, 0x57f2, 0x369e, 0x4c4b, 0x2bd1, 0x4c50, 0x49c9, 0x57c7, -}; - -uint16_t q15_sigmoid_result3[1024] = { - 0x32b7, 0x3eda, 0x34ce, 0x4d2c, 0x50f2, 0x391c, 0x3097, 0x39b0, 0x5338, 0x2b34, 0x28b8, 0x349c, 0x5912, 0x22f5, 0x58ab, 0x4729, - 0x2b96, 0x3891, 0x4280, 0x5852, 0x5915, 0x4967, 0x23a9, 0x57a0, 0x471b, 0x3d5f, 0x2f31, 0x57dd, 0x3ac6, 0x25ad, 0x247f, 0x2928, - 0x57f7, 0x2714, 0x350d, 0x23a5, 0x4b66, 0x2f52, 0x2bcc, 0x22ec, 0x3a61, 0x3bcd, 0x5c6d, 0x4dbe, 0x478a, 0x5755, 0x4f22, 0x5418, - 0x4d31, 0x4b36, 0x483d, 0x3403, 0x4c24, 0x39dd, 0x38d7, 0x55cb, 0x5cdb, 0x5223, 0x52e6, 0x444c, 0x2644, 0x55b6, 0x303f, 0x248c, - 0x3e34, 0x49a5, 0x3edf, 0x2f83, 0x4065, 0x5587, 0x43d8, 0x595b, 0x35fc, 0x3908, 0x274f, 0x5d7f, 0x22bc, 0x314e, 0x35df, 0x57fc, - 0x4bf7, 0x5039, 0x27b1, 0x2543, 0x534e, 0x3a9e, 0x5540, 0x42c6, 0x50ec, 0x5c73, 0x2806, 0x2afb, 0x49cf, 0x380a, 0x4c76, 0x5d78, - 0x2844, 0x4ccb, 0x2a45, 0x2a73, 0x59ef, 0x3bdc, 0x2f8d, 0x4e61, 0x548b, 0x5975, 0x227c, 0x2915, 0x51cc, 0x3c8a, 0x340c, 0x59be, - 0x49e7, 0x2a57, 0x3881, 0x23f2, 0x2ae5, 0x551b, 0x398a, 0x2899, 0x31b3, 0x236a, 0x3523, 0x2e23, 0x3d6d, 0x5b8d, 0x4b16, 0x2e34, - 0x50a7, 0x3483, 0x3f05, 0x44ec, 0x5a26, 0x555f, 0x3e42, 0x340b, 0x24db, 0x3dad, 0x4f01, 0x262f, 0x5b18, 0x530c, 0x51ac, 0x28cb, - 0x2933, 0x415f, 0x5d4c, 0x2304, 0x2876, 0x4656, 0x3136, 0x478d, 0x41e6, 0x4532, 0x40c6, 0x5c33, 0x4089, 0x4f80, 0x4f8f, 0x2aac, - 0x5093, 0x5c71, 0x2d76, 0x3010, 0x3edc, 0x57f8, 0x404a, 0x5b70, 0x382d, 0x4c10, 0x3bb3, 0x5885, 0x2fda, 0x2ac1, 0x4e65, 0x2688, - 0x4430, 0x4e89, 0x57f4, 0x2e83, 0x3515, 0x4ac4, 0x2e5e, 0x58df, 0x2337, 0x50a5, 0x5283, 0x57fb, 0x265b, 0x4b68, 0x233e, 0x42b3, - 0x5775, 0x3f19, 0x35c6, 0x3188, 0x4cce, 0x27fd, 0x39bd, 0x53fb, 0x4a6d, 0x55ba, 0x442e, 0x4230, 0x5330, 0x463a, 0x3f46, 0x3a0d, - 0x4415, 0x3bdc, 0x45be, 0x3fd1, 0x51f0, 0x31bd, 0x2c97, 0x33b3, 0x5854, 0x46d0, 0x3a53, 0x3b3b, 0x54d2, 0x336f, 0x493d, 0x3d0f, - 0x5130, 0x2317, 0x41d4, 0x5d64, 0x2cbd, 0x484a, 0x58e6, 0x541c, 0x3b78, 0x592c, 0x2cfc, 0x5ab1, 0x5739, 0x539a, 0x4ded, 0x3c46, - 0x41c3, 0x3887, 0x290f, 0x5980, 0x5a83, 0x49d4, 0x37c1, 0x4275, 0x2306, 0x443e, 0x30a8, 0x5abf, 0x5d47, 0x43ff, 0x31af, 0x4fea, - 0x33b0, 0x5aa8, 0x42cb, 0x5069, 0x4f24, 0x3593, 0x3b57, 0x29fd, 0x4a49, 0x529a, 0x31de, 0x478d, 0x5368, 0x2e3a, 0x5ccb, 0x2433, - 0x385b, 0x53e1, 0x23dd, 0x2ff4, 0x250a, 0x2612, 0x535b, 0x3cf6, 0x2968, 0x4b81, 0x3d32, 0x3e0a, 0x5258, 0x2b84, 0x579c, 0x4a07, - 0x2d60, 0x3a73, 0x5d34, 0x3208, 0x3d84, 0x3a84, 0x3cc9, 0x3c8d, 0x31ab, 0x432f, 0x4901, 0x40fd, 0x5b3a, 0x2b62, 0x444b, 0x4f90, - 0x30a8, 0x3fd7, 0x24d9, 0x55ce, 0x5a6b, 0x26ae, 0x2773, 0x5aa3, 0x54e8, 0x2ed1, 0x4a90, 0x5420, 0x3a00, 0x2280, 0x2364, 0x596b, - 0x3368, 0x3775, 0x527a, 0x390c, 0x4c6e, 0x4bbd, 0x36e6, 0x3981, 0x2e73, 0x54c8, 0x49e5, 0x22e9, 0x2e58, 0x3489, 0x2d1d, 0x56a4, - 0x3dfa, 0x4d23, 0x2e24, 0x3be2, 0x315c, 0x5317, 0x3d29, 0x421e, 0x25df, 0x26f9, 0x263b, 0x271f, 0x3ec8, 0x5011, 0x4c87, 0x3554, - 0x4377, 0x45ec, 0x3d6d, 0x263a, 0x3645, 0x335e, 0x23d0, 0x3aaa, 0x37da, 0x3132, 0x2517, 0x4d22, 0x2e80, 0x5bc0, 0x55a0, 0x2886, - 0x5662, 0x4b49, 0x392f, 0x5a0b, 0x4c51, 0x243b, 0x4005, 0x578b, 0x3b16, 0x4e35, 0x3d31, 0x2ecd, 0x2bad, 0x510a, 0x3b21, 0x395f, - 0x571c, 0x3da0, 0x583d, 0x5634, 0x317f, 0x2793, 0x498b, 0x238d, 0x301d, 0x54b9, 0x4ba5, 0x371e, 0x2bc1, 0x5b38, 0x45d9, 0x59ff, - 0x29f4, 0x57a9, 0x3324, 0x5a62, 0x4d32, 0x5ce5, 0x333b, 0x22df, 0x2342, 0x27da, 0x295a, 0x4c6c, 0x23d1, 0x2b77, 0x3203, 0x3bb8, - 0x3027, 0x23f5, 0x4ffa, 0x4943, 0x24de, 0x5d78, 0x4061, 0x360d, 0x402d, 0x2ea1, 0x5514, 0x2da6, 0x59b1, 0x36f6, 0x2ae7, 0x301f, - 0x4bb2, 0x5430, 0x4656, 0x351a, 0x530d, 0x382e, 0x3cb0, 0x2d57, 0x460e, 0x5b4f, 0x308e, 0x4d78, 0x5419, 0x450c, 0x35a5, 0x4f82, - 0x334c, 0x4856, 0x34a9, 0x328d, 0x516c, 0x45fa, 0x3462, 0x48c3, 0x2c3d, 0x5655, 0x4097, 0x2aca, 0x3196, 0x4180, 0x5d08, 0x4c7a, - 0x38d7, 0x3f79, 0x33b4, 0x4a4a, 0x3404, 0x3df9, 0x4c10, 0x2b87, 0x5149, 0x4ff8, 0x2ba8, 0x30d6, 0x3feb, 0x555d, 0x3efd, 0x3bcc, - 0x228d, 0x303e, 0x2319, 0x55c5, 0x3f96, 0x277d, 0x3e89, 0x4313, 0x269d, 0x573b, 0x2d6c, 0x5c1b, 0x4a7b, 0x4e8a, 0x564b, 0x3976, - 0x5c74, 0x4c82, 0x2fda, 0x4ec6, 0x2f20, 0x487a, 0x2ea7, 0x2b3a, 0x340c, 0x416b, 0x473f, 0x27d2, 0x46a6, 0x3cd4, 0x3dcf, 0x4fff, - 0x486d, 0x38cf, 0x4c2d, 0x5b29, 0x39da, 0x4321, 0x5baf, 0x27c1, 0x2e66, 0x3d1f, 0x48f8, 0x4431, 0x402b, 0x37e7, 0x5d0a, 0x5d69, - 0x4558, 0x4c23, 0x344d, 0x24da, 0x35ef, 0x2ab1, 0x4437, 0x2c3a, 0x5a94, 0x582b, 0x2384, 0x4161, 0x2aa5, 0x405e, 0x3d3e, 0x2cc7, - 0x49a3, 0x5d6a, 0x49a0, 0x3fdc, 0x39ab, 0x421d, 0x4cb9, 0x2f31, 0x5259, 0x3550, 0x2bdd, 0x33f5, 0x2319, 0x3b70, 0x2759, 0x38d1, - 0x4586, 0x4e2c, 0x2913, 0x28c1, 0x4e86, 0x266f, 0x44bb, 0x3f1e, 0x2567, 0x2fd9, 0x499e, 0x37ad, 0x3afb, 0x5c12, 0x2f63, 0x507a, - 0x3020, 0x5784, 0x36c1, 0x4342, 0x336f, 0x5b7e, 0x5106, 0x3fae, 0x496f, 0x430e, 0x5226, 0x34fc, 0x47e9, 0x4224, 0x4c9c, 0x48b4, - 0x367e, 0x2a3e, 0x3533, 0x556e, 0x2f36, 0x55a7, 0x2d0c, 0x3cca, 0x5b01, 0x3ca2, 0x48f5, 0x309c, 0x3ba7, 0x3bf7, 0x52f4, 0x4f3b, - 0x4410, 0x5078, 0x3600, 0x5774, 0x298b, 0x3bd0, 0x3954, 0x3d99, 0x2b5a, 0x28b7, 0x5bec, 0x44a2, 0x578d, 0x4134, 0x23d0, 0x5c40, - 0x396c, 0x36ef, 0x3133, 0x5bdd, 0x27ea, 0x3543, 0x22f0, 0x28f5, 0x3996, 0x3067, 0x38af, 0x35b4, 0x55c8, 0x39e8, 0x5cda, 0x5821, - 0x5c8c, 0x4c0f, 0x343d, 0x2713, 0x3eb4, 0x38cb, 0x2b6e, 0x392b, 0x341e, 0x36c0, 0x4b07, 0x49d1, 0x3445, 0x44f4, 0x549d, 0x57f1, - 0x28f8, 0x260e, 0x23b5, 0x2ca5, 0x437e, 0x4af0, 0x3ff1, 0x3ce8, 0x33ac, 0x3546, 0x4c4a, 0x2c0f, 0x40ed, 0x3263, 0x44cd, 0x2db3, - 0x3daf, 0x3666, 0x3438, 0x3dc5, 0x4e4c, 0x5488, 0x27ca, 0x4806, 0x4c49, 0x5929, 0x2576, 0x494d, 0x2bb1, 0x5d17, 0x2498, 0x246f, - 0x3fb2, 0x2e3d, 0x3320, 0x4ff6, 0x2e7d, 0x4d8a, 0x4d56, 0x2a64, 0x328a, 0x3f60, 0x265a, 0x5b4d, 0x384b, 0x28d9, 0x3629, 0x3980, - 0x5548, 0x4cef, 0x5d66, 0x2c63, 0x370e, 0x3bb0, 0x2375, 0x3d2d, 0x371f, 0x4e2b, 0x25e2, 0x568b, 0x2cac, 0x5b81, 0x31ad, 0x350f, - 0x5c8d, 0x3f2c, 0x5b31, 0x362b, 0x2925, 0x4dc2, 0x4e9b, 0x4fcf, 0x57d4, 0x4f7d, 0x389a, 0x3146, 0x2b42, 0x4b3f, 0x3da7, 0x521b, - 0x5508, 0x2e16, 0x3d9c, 0x27cf, 0x4b7e, 0x343d, 0x53a0, 0x4781, 0x54d4, 0x3061, 0x254f, 0x5c4a, 0x588f, 0x4a1c, 0x4f00, 0x46d8, - 0x3f40, 0x3547, 0x472e, 0x2b2c, 0x3419, 0x5d03, 0x3b37, 0x3ad8, 0x5c76, 0x32d4, 0x55ca, 0x4614, 0x454f, 0x51f3, 0x2500, 0x40ac, - 0x3a99, 0x44fa, 0x3ef1, 0x58fe, 0x5d84, 0x2981, 0x53c0, 0x2630, 0x4b7e, 0x3a2f, 0x47c9, 0x4215, 0x4735, 0x2b76, 0x3227, 0x4586, - 0x4c3f, 0x4091, 0x256a, 0x529c, 0x3b2e, 0x4680, 0x384f, 0x3b91, 0x33e1, 0x2f1e, 0x4885, 0x3b12, 0x29a3, 0x5167, 0x510a, 0x4c3a, - 0x271e, 0x4862, 0x301f, 0x3ff8, 0x5378, 0x2778, 0x4984, 0x370a, 0x243d, 0x5256, 0x5292, 0x5b46, 0x309c, 0x5c39, 0x323b, 0x453a, - 0x3c3f, 0x31c3, 0x2843, 0x36f2, 0x34ad, 0x48f0, 0x28f8, 0x5b07, 0x30d1, 0x51f0, 0x41b5, 0x2e2c, 0x46bd, 0x2f07, 0x35af, 0x5a38, - 0x539e, 0x449f, 0x30ab, 0x41bf, 0x2b11, 0x2df2, 0x4d5e, 0x34d7, 0x2715, 0x4c9e, 0x30c7, 0x53ca, 0x5b8a, 0x3ff8, 0x5ca7, 0x48de, - 0x569d, 0x48cc, 0x5037, 0x4919, 0x3644, 0x3f72, 0x51ca, 0x2d3a, 0x5705, 0x2c78, 0x35a8, 0x3339, 0x3cbf, 0x3ef4, 0x2ffb, 0x3738, - 0x3533, 0x5cc5, 0x4dc1, 0x2f0e, 0x2bb1, 0x4e36, 0x3b7d, 0x58c4, 0x52ce, 0x5ce7, 0x2310, 0x3a58, 0x51f7, 0x344a, 0x36d6, 0x5b3c, - 0x46a9, 0x5710, 0x556f, 0x406d, 0x2ee2, 0x4530, 0x3ef9, 0x57c5, 0x2f41, 0x3a49, 0x53c8, 0x3567, 0x4e1d, 0x5346, 0x3740, 0x5868, - 0x5d29, 0x4a4c, 0x5ac4, 0x277a, 0x23b2, 0x497c, 0x2f65, 0x43f2, 0x237f, 0x3ae3, 0x3a6b, 0x3700, 0x48de, 0x4230, 0x4868, 0x37d0, - 0x3fce, 0x4272, 0x59b9, 0x512f, 0x3892, 0x3dd0, 0x4c05, 0x5400, 0x599f, 0x565e, 0x38d6, 0x3783, 0x4b1c, 0x497a, 0x3639, 0x3d2f, - 0x3cdd, 0x51d5, 0x37dc, 0x5a44, 0x387c, 0x53a9, 0x242c, 0x5703, 0x2faa, 0x4078, 0x5162, 0x2cc7, 0x30b3, 0x3cb7, 0x529d, 0x441e, - 0x3172, 0x5cbd, 0x2c2a, 0x5b65, 0x2b2a, 0x4336, 0x4afd, 0x5d76, 0x580a, 0x320a, 0x317a, 0x58f9, 0x4846, 0x2af5, 0x246f, 0x49a2, - 0x42e6, 0x54b5, 0x4b37, 0x287a, 0x40cd, 0x2f19, 0x47ab, 0x3880, 0x3632, 0x3fc1, 0x4c6e, 0x4036, 0x49b7, 0x22c2, 0x4687, 0x2ead, - 0x44fd, 0x4e05, 0x5b2e, 0x4a65, 0x2bde, 0x57f2, 0x2443, 0x4b97, 0x5d00, 0x2f5b, 0x4c88, 0x313f, 0x2628, 0x4472, 0x4fac, 0x5c30, - 0x4e0a, 0x3635, 0x3a57, 0x450d, 0x5b94, 0x4222, 0x3567, 0x39d3, 0x3357, 0x45df, 0x23bd, 0x294d, 0x5173, 0x5b25, 0x27c9, 0x5443, - 0x5c8e, 0x4041, 0x26f2, 0x3983, 0x2ceb, 0x4f38, 0x43f8, 0x5706, 0x3c92, 0x52f3, 0x3b67, 0x462f, 0x52fe, 0x522a, 0x277c, 0x24b0, -}; - -uint16_t q15_sigmoid_result4[1024] = { - 0x4d98, 0x3122, 0x593b, 0x2de6, 0x24ad, 0x4047, 0x3132, 0x50e7, 0x52c2, 0x5b06, 0x36bb, 0x462a, 0x42f6, 0x4439, 0x39e6, 0x2d90, - 0x452d, 0x5883, 0x3255, 0x2922, 0x50bf, 0x4977, 0x5690, 0x5416, 0x5d55, 0x281a, 0x3d19, 0x3c8e, 0x438b, 0x301c, 0x3680, 0x566b, - 0x4910, 0x5c4b, 0x4641, 0x5c03, 0x3410, 0x3663, 0x46fd, 0x34c1, 0x278f, 0x3004, 0x3c4c, 0x2979, 0x3d19, 0x44cf, 0x5371, 0x3e5b, - 0x54c8, 0x33c6, 0x4faf, 0x2a59, 0x3e1a, 0x3840, 0x3017, 0x23c2, 0x4835, 0x47fd, 0x3a07, 0x49db, 0x553b, 0x381a, 0x2fc1, 0x3410, - 0x5aa3, 0x2d7b, 0x2db0, 0x3b86, 0x47e0, 0x4802, 0x283f, 0x40e4, 0x49e3, 0x339d, 0x3d62, 0x5a57, 0x3221, 0x2347, 0x3663, 0x559b, - 0x2a37, 0x5c5c, 0x4b8c, 0x32ae, 0x3d8c, 0x3cf8, 0x5a5d, 0x3ebb, 0x5486, 0x5215, 0x37b8, 0x2608, 0x406f, 0x2518, 0x35d1, 0x2ff2, - 0x3400, 0x3b3c, 0x22d2, 0x58c6, 0x5d16, 0x54e1, 0x545b, 0x2be5, 0x51fa, 0x3e92, 0x3a9d, 0x2acc, 0x290b, 0x2554, 0x4c14, 0x2384, - 0x4e7f, 0x25dd, 0x264e, 0x3003, 0x4305, 0x36a4, 0x5886, 0x473d, 0x44fd, 0x22b4, 0x5438, 0x5166, 0x5354, 0x5a2e, 0x22af, 0x428b, - 0x2da7, 0x440b, 0x2331, 0x3492, 0x430a, 0x341a, 0x3e51, 0x29cf, 0x4470, 0x313d, 0x2b84, 0x4320, 0x2386, 0x3e87, 0x57d3, 0x314d, - 0x5d73, 0x3348, 0x26ae, 0x256e, 0x4f43, 0x4233, 0x429c, 0x583f, 0x4fb6, 0x553f, 0x4a48, 0x3e99, 0x31fb, 0x4c64, 0x5b63, 0x5504, - 0x5bac, 0x2816, 0x2377, 0x370f, 0x4b76, 0x48f9, 0x3fe4, 0x2287, 0x2918, 0x2353, 0x24bf, 0x3b40, 0x4e36, 0x256b, 0x46ee, 0x3645, - 0x27e0, 0x268e, 0x4411, 0x298b, 0x2410, 0x32ac, 0x2f93, 0x3ef7, 0x28d2, 0x26aa, 0x532c, 0x3c04, 0x3d6e, 0x2fc5, 0x326e, 0x374e, - 0x5cdc, 0x3046, 0x52f9, 0x4614, 0x3d2b, 0x5d5c, 0x45ba, 0x5ceb, 0x22ea, 0x46ea, 0x5a3d, 0x4e1b, 0x2b69, 0x3583, 0x336a, 0x38eb, - 0x29bc, 0x476d, 0x528b, 0x375e, 0x4b5e, 0x5106, 0x39f8, 0x3430, 0x4946, 0x31d8, 0x57b0, 0x5ba5, 0x39ca, 0x249b, 0x5d0d, 0x3614, - 0x2de1, 0x588c, 0x2e33, 0x4c66, 0x456a, 0x532d, 0x4723, 0x3e22, 0x5504, 0x5385, 0x4d2d, 0x4c47, 0x552d, 0x2ed5, 0x2afd, 0x3d51, - 0x2c14, 0x5a53, 0x5c7a, 0x495c, 0x4bcc, 0x3d27, 0x4440, 0x2a88, 0x5628, 0x4616, 0x26af, 0x5c0f, 0x4f67, 0x3d22, 0x3774, 0x367b, - 0x368e, 0x5188, 0x2621, 0x5712, 0x3889, 0x3de7, 0x5527, 0x26c8, 0x5a14, 0x4d0f, 0x4beb, 0x58de, 0x39f7, 0x43d7, 0x5260, 0x2568, - 0x3c62, 0x2ef6, 0x280f, 0x441e, 0x2fd6, 0x5aa4, 0x5190, 0x41e7, 0x28e9, 0x40e9, 0x4a21, 0x240e, 0x433c, 0x34e1, 0x5bef, 0x58b8, - 0x5305, 0x5a5e, 0x4be5, 0x32a3, 0x5545, 0x2e35, 0x51be, 0x4721, 0x537a, 0x546b, 0x3942, 0x247e, 0x4d3e, 0x3a2e, 0x5862, 0x4cc2, - 0x3a54, 0x5509, 0x3d5a, 0x4f22, 0x435e, 0x336c, 0x2da1, 0x2e9e, 0x4e73, 0x5509, 0x5352, 0x52da, 0x35c4, 0x45fb, 0x3fa7, 0x2d20, - 0x2273, 0x3ee0, 0x45d6, 0x43da, 0x4406, 0x4288, 0x2341, 0x51d8, 0x38ca, 0x5cb5, 0x4c43, 0x2868, 0x2cd6, 0x3b1a, 0x56d7, 0x2972, - 0x336d, 0x3632, 0x4864, 0x23a1, 0x2321, 0x5c79, 0x4267, 0x4ca5, 0x397f, 0x46e6, 0x5b22, 0x517f, 0x44f3, 0x5323, 0x2679, 0x42d5, - 0x5ce1, 0x51a4, 0x39dd, 0x59a4, 0x57dc, 0x355c, 0x3bbc, 0x29f9, 0x23f6, 0x5787, 0x5060, 0x5b0d, 0x27f3, 0x3c6a, 0x3344, 0x4cc1, - 0x3ceb, 0x3d3c, 0x4660, 0x2a00, 0x4321, 0x346a, 0x4af4, 0x4682, 0x4f74, 0x5839, 0x26c8, 0x3386, 0x3073, 0x2ebc, 0x2a19, 0x23c5, - 0x4d0c, 0x3246, 0x55a3, 0x4d83, 0x2e94, 0x48be, 0x5a3e, 0x5962, 0x294b, 0x2d4d, 0x405b, 0x43a3, 0x3a12, 0x3038, 0x5c5a, 0x2685, - 0x4894, 0x4e26, 0x3b40, 0x58eb, 0x43ba, 0x234e, 0x2b11, 0x2473, 0x2afb, 0x540b, 0x38c4, 0x4176, 0x25c0, 0x4758, 0x241d, 0x49ba, - 0x3555, 0x4610, 0x32e4, 0x256c, 0x369e, 0x3f62, 0x3af0, 0x4157, 0x3e38, 0x314b, 0x39b3, 0x29ac, 0x2696, 0x5438, 0x5b8a, 0x3407, - 0x5c0d, 0x471d, 0x25cb, 0x504d, 0x5a98, 0x4a86, 0x2e59, 0x3b46, 0x5b87, 0x34cc, 0x345e, 0x3513, 0x4666, 0x4f5f, 0x570c, 0x3fef, - 0x5637, 0x58bd, 0x4b8b, 0x270a, 0x5761, 0x2796, 0x2ac3, 0x426f, 0x24a3, 0x271f, 0x281d, 0x2da0, 0x3a00, 0x2f5a, 0x40bd, 0x230a, - 0x30a2, 0x3215, 0x3982, 0x5631, 0x54fc, 0x58a3, 0x2e26, 0x5404, 0x3b72, 0x54de, 0x2c3e, 0x25a4, 0x31f4, 0x479b, 0x2fcf, 0x42f8, - 0x3388, 0x500f, 0x5454, 0x3a72, 0x3b61, 0x58dd, 0x3d7a, 0x2a63, 0x3260, 0x457b, 0x2dae, 0x4b1a, 0x48c7, 0x3d40, 0x22cb, 0x5016, - 0x523c, 0x2c2d, 0x5b69, 0x3e97, 0x2f66, 0x5932, 0x3663, 0x4bea, 0x5d2d, 0x5afa, 0x5583, 0x2383, 0x45da, 0x3cfc, 0x388a, 0x4827, - 0x3f3a, 0x34cd, 0x2efe, 0x2b35, 0x3a79, 0x4f1f, 0x4258, 0x5ab3, 0x5440, 0x4fb7, 0x4fdc, 0x54da, 0x42ad, 0x41ef, 0x2a4f, 0x522b, - 0x2fb8, 0x5168, 0x4ab9, 0x2f42, 0x5b1d, 0x50c7, 0x54bf, 0x4bb7, 0x4a94, 0x2a76, 0x2ce5, 0x575b, 0x30a3, 0x4892, 0x57c7, 0x5788, - 0x4b20, 0x22a5, 0x288e, 0x5d33, 0x4eba, 0x3ad1, 0x5870, 0x3dd3, 0x2461, 0x4cbf, 0x40b2, 0x41c7, 0x439e, 0x468a, 0x4d48, 0x450e, - 0x2aa6, 0x56f8, 0x574d, 0x56fc, 0x4063, 0x4942, 0x532c, 0x2e8b, 0x5971, 0x2570, 0x5858, 0x4391, 0x4ef5, 0x3707, 0x5824, 0x516a, - 0x5727, 0x34b6, 0x3b28, 0x5785, 0x4bcc, 0x423b, 0x46f0, 0x2636, 0x389c, 0x2639, 0x3f2e, 0x30e0, 0x4924, 0x4066, 0x4895, 0x423f, - 0x48a5, 0x5a99, 0x2296, 0x31cc, 0x4dff, 0x2838, 0x420e, 0x372f, 0x5666, 0x24fa, 0x45a2, 0x559c, 0x4267, 0x2644, 0x2e43, 0x57f8, - 0x26d0, 0x5764, 0x35a2, 0x4085, 0x5790, 0x5d1a, 0x3b87, 0x2c79, 0x2444, 0x4cb5, 0x4555, 0x551c, 0x3d42, 0x5561, 0x3abd, 0x289b, - 0x37bd, 0x29cd, 0x4b60, 0x3595, 0x2f1d, 0x37ef, 0x2b4c, 0x4317, 0x2599, 0x26f7, 0x42dc, 0x39d2, 0x501e, 0x4a07, 0x46da, 0x2acc, - 0x4b25, 0x26f3, 0x4bbc, 0x3015, 0x30bd, 0x5a71, 0x49e1, 0x3ffb, 0x38ce, 0x2c66, 0x4e57, 0x50b2, 0x375c, 0x2524, 0x3958, 0x4ef1, - 0x243c, 0x2c42, 0x2ec4, 0x49e8, 0x572f, 0x2433, 0x3ddb, 0x3fa8, 0x3955, 0x5bf8, 0x532d, 0x3a67, 0x5c56, 0x427b, 0x5427, 0x5a5b, - 0x4646, 0x4083, 0x5b10, 0x439e, 0x5851, 0x3ff3, 0x524c, 0x4d64, 0x3040, 0x32b8, 0x2456, 0x2916, 0x54c0, 0x2bca, 0x3fba, 0x4a74, - 0x2984, 0x4036, 0x5978, 0x4533, 0x2de1, 0x4475, 0x353c, 0x5a83, 0x2823, 0x29d0, 0x4aac, 0x2e65, 0x5b62, 0x3c49, 0x4462, 0x3209, - 0x352b, 0x52e2, 0x39c6, 0x2735, 0x5302, 0x2ce2, 0x2741, 0x3997, 0x3eef, 0x352b, 0x2c94, 0x5d65, 0x2584, 0x4302, 0x3ac0, 0x288d, - 0x4505, 0x538a, 0x4ef3, 0x2784, 0x319d, 0x3d4a, 0x3381, 0x2866, 0x46a5, 0x50fe, 0x425b, 0x2675, 0x4544, 0x41d9, 0x5c46, 0x3f60, - 0x2969, 0x37dc, 0x5c22, 0x307d, 0x3e01, 0x3f18, 0x2d94, 0x554d, 0x25d7, 0x37e5, 0x381e, 0x24b6, 0x262e, 0x5409, 0x4682, 0x3dd0, - 0x3886, 0x3679, 0x5588, 0x2b9f, 0x5016, 0x375a, 0x333f, 0x3954, 0x4e86, 0x2abe, 0x2a94, 0x5895, 0x48cb, 0x45a1, 0x5ce2, 0x37f6, - 0x3308, 0x3922, 0x32b3, 0x3ef6, 0x4764, 0x3b6a, 0x5b3f, 0x35ec, 0x2bdb, 0x2de8, 0x4765, 0x2400, 0x2e7e, 0x2fcc, 0x5b03, 0x40d9, - 0x232b, 0x2c99, 0x4a5d, 0x4e1a, 0x2a4d, 0x23a7, 0x3cce, 0x2c24, 0x5a2c, 0x539e, 0x2a18, 0x5929, 0x2834, 0x4598, 0x4c94, 0x4570, - 0x5ce4, 0x4b23, 0x48cf, 0x5970, 0x5042, 0x4a54, 0x5616, 0x3794, 0x2bf5, 0x4aa3, 0x394b, 0x2f2e, 0x26c8, 0x32db, 0x23a8, 0x31cb, - 0x4518, 0x2fd4, 0x59b2, 0x4c52, 0x48b1, 0x2970, 0x3786, 0x5cec, 0x5621, 0x52aa, 0x3985, 0x2831, 0x5048, 0x53fd, 0x4bec, 0x2b57, - 0x2ea8, 0x2d9d, 0x3341, 0x3266, 0x3149, 0x5471, 0x59aa, 0x429d, 0x2630, 0x4c07, 0x48d3, 0x2bb7, 0x500c, 0x2c38, 0x41cd, 0x2d8c, - 0x3440, 0x3d47, 0x2438, 0x5079, 0x57a0, 0x57ea, 0x4e20, 0x59de, 0x5d47, 0x3af8, 0x553f, 0x5421, 0x5029, 0x50e8, 0x4d6e, 0x50fb, - 0x48bb, 0x2669, 0x24ee, 0x31e6, 0x5051, 0x466a, 0x42f7, 0x5975, 0x2a58, 0x2d1e, 0x5711, 0x3dbb, 0x36b0, 0x4869, 0x308f, 0x2587, - 0x52b6, 0x2963, 0x3ad2, 0x5150, 0x320f, 0x254d, 0x579c, 0x4c2d, 0x2c5c, 0x29c3, 0x4f92, 0x3776, 0x2f00, 0x4fc9, 0x24b1, 0x32d7, - 0x56a6, 0x4c4f, 0x2b74, 0x2abd, 0x2845, 0x2977, 0x3b4d, 0x5394, 0x48d9, 0x38ec, 0x5934, 0x540d, 0x410f, 0x2418, 0x33dd, 0x3e98, - 0x5820, 0x5386, 0x5c97, 0x55bb, 0x4eed, 0x4364, 0x4af3, 0x37da, 0x4442, 0x29c7, 0x24c0, 0x4558, 0x4afe, 0x44db, 0x5b80, 0x45aa, - 0x5804, 0x3fb1, 0x477e, 0x3b7d, 0x4d26, 0x4eea, 0x3efe, 0x33c0, 0x2c55, 0x3f51, 0x33c5, 0x2a01, 0x31cf, 0x5a04, 0x45ae, 0x4cc1, - 0x4865, 0x52a6, 0x3e69, 0x5448, 0x5604, 0x5ae4, 0x3c21, 0x457b, 0x4786, 0x453b, 0x2e5b, 0x39b4, 0x5567, 0x535a, 0x2b2f, 0x5726, - 0x4cbf, 0x410a, 0x54d7, 0x40bb, 0x3171, 0x39b6, 0x2b73, 0x2ed2, 0x33ca, 0x3622, 0x3da4, 0x5a84, 0x4cf7, 0x31cb, 0x4b3b, 0x4b87, - 0x4f4a, 0x4ae4, 0x45d9, 0x25c0, 0x521e, 0x2d34, 0x369a, 0x42d8, 0x3b0a, 0x3af0, 0x56fa, 0x270d, 0x5c61, 0x476c, 0x5c67, 0x510f, - 0x5cf5, 0x415a, 0x5aff, 0x3c1b, 0x2b85, 0x48d8, 0x308c, 0x3f83, 0x4cf7, 0x58dd, 0x43fd, 0x449f, 0x30d8, 0x44a9, 0x335c, 0x2d5c, - 0x418b, 0x2b98, 0x3ecc, 0x3d79, 0x4a17, 0x31a0, 0x278e, 0x2b13, 0x36f0, 0x5bf8, 0x480f, 0x5407, 0x46d2, 0x545f, 0x5bce, 0x2dc3, -}; - -uint16_t q15_sigmoid_result5[1024] = { - 0x56e6, 0x66d3, 0x5f3a, 0x5bb8, 0x5e08, 0x55fd, 0x52a1, 0x620d, 0x573b, 0x5438, 0x5301, 0x61dd, 0x6141, 0x66e1, 0x5ad7, 0x537c, - 0x5a19, 0x5a62, 0x5f84, 0x6693, 0x65da, 0x5e5c, 0x5acf, 0x6270, 0x577d, 0x5d6f, 0x6644, 0x6167, 0x61c4, 0x5986, 0x677c, 0x536f, - 0x5160, 0x516a, 0x620c, 0x5c4f, 0x6717, 0x6701, 0x60a6, 0x58a4, 0x6712, 0x5228, 0x5f65, 0x5757, 0x675f, 0x5e7a, 0x65df, 0x6451, - 0x51f5, 0x61d8, 0x56dd, 0x5308, 0x5b3e, 0x5329, 0x5f54, 0x5e20, 0x50f2, 0x64db, 0x586e, 0x5453, 0x5604, 0x5958, 0x5897, 0x5392, - 0x5936, 0x5b7c, 0x620c, 0x66ec, 0x66cb, 0x66e9, 0x6007, 0x58a1, 0x5181, 0x5ff2, 0x6358, 0x6611, 0x6197, 0x64ee, 0x5745, 0x64df, - 0x60e5, 0x56a1, 0x5567, 0x6041, 0x50ef, 0x5a5e, 0x66d2, 0x67c3, 0x60bd, 0x56b6, 0x535a, 0x550a, 0x56b7, 0x5dd2, 0x5753, 0x5ea3, - 0x5674, 0x674a, 0x529f, 0x5e50, 0x5d43, 0x5ea7, 0x520c, 0x630e, 0x5fcb, 0x531c, 0x5793, 0x5a71, 0x512d, 0x5655, 0x5eaa, 0x5e48, - 0x664c, 0x60a5, 0x5b85, 0x5ff8, 0x55de, 0x54b6, 0x6240, 0x54c6, 0x5573, 0x6338, 0x55dd, 0x604d, 0x54d4, 0x5abb, 0x5533, 0x5a4f, - 0x5596, 0x6402, 0x5dfc, 0x66f7, 0x5607, 0x5a43, 0x52d9, 0x62f1, 0x5fab, 0x60b0, 0x5be3, 0x64e2, 0x5abc, 0x625c, 0x57e2, 0x6411, - 0x5468, 0x57c4, 0x6042, 0x6221, 0x5242, 0x53c4, 0x6016, 0x612c, 0x6302, 0x5bed, 0x61f6, 0x6667, 0x6316, 0x532a, 0x530a, 0x5bbf, - 0x60e7, 0x6582, 0x5b55, 0x5a4e, 0x5def, 0x6035, 0x589b, 0x6619, 0x5103, 0x625a, 0x60e9, 0x5103, 0x5639, 0x535c, 0x624d, 0x59e0, - 0x6672, 0x5e16, 0x57de, 0x5f47, 0x6360, 0x624b, 0x54ee, 0x66b9, 0x5d68, 0x6712, 0x5880, 0x6128, 0x622f, 0x60c7, 0x61f1, 0x6142, - 0x5eba, 0x5b01, 0x56dd, 0x6569, 0x59b1, 0x5803, 0x57ea, 0x6126, 0x5d98, 0x52d2, 0x6608, 0x558f, 0x59b5, 0x5e88, 0x58ad, 0x5c90, - 0x5260, 0x5359, 0x529c, 0x61c2, 0x5786, 0x556d, 0x591a, 0x552c, 0x5311, 0x5e0f, 0x653a, 0x511b, 0x5f5a, 0x5ce3, 0x5f75, 0x5cf2, - 0x597f, 0x6475, 0x5fa5, 0x6029, 0x64b2, 0x5b5c, 0x5f36, 0x5596, 0x58c9, 0x5bb0, 0x5438, 0x5154, 0x6227, 0x6013, 0x6671, 0x647b, - 0x6491, 0x64c9, 0x5e25, 0x59a6, 0x6043, 0x5827, 0x5394, 0x668a, 0x623f, 0x5748, 0x550a, 0x5bc3, 0x62d1, 0x5765, 0x6728, 0x6344, - 0x6522, 0x5963, 0x5c6b, 0x569a, 0x65b3, 0x5d0f, 0x5f72, 0x6609, 0x5e14, 0x5c9e, 0x65c9, 0x63fa, 0x66cd, 0x5d73, 0x64cf, 0x559b, - 0x528d, 0x5625, 0x534c, 0x6785, 0x654d, 0x647b, 0x5722, 0x5c02, 0x6012, 0x6233, 0x5584, 0x5f3b, 0x6318, 0x5d08, 0x5fb1, 0x6667, - 0x6295, 0x531d, 0x662a, 0x5c5e, 0x6580, 0x5b55, 0x66a2, 0x5b7c, 0x585a, 0x5768, 0x56d5, 0x6695, 0x62bc, 0x5430, 0x6169, 0x67cb, - 0x525b, 0x5632, 0x579d, 0x6151, 0x671e, 0x61ea, 0x5ed5, 0x56dc, 0x52a2, 0x5154, 0x652e, 0x5210, 0x5da0, 0x5a25, 0x5b1c, 0x6050, - 0x6441, 0x5c9a, 0x50ce, 0x5619, 0x65e4, 0x53f7, 0x5eec, 0x6449, 0x5fa8, 0x5813, 0x609c, 0x5ba3, 0x5c7a, 0x629c, 0x628c, 0x5dd1, - 0x51f4, 0x512c, 0x5d33, 0x55ba, 0x5ad9, 0x5132, 0x56a5, 0x6499, 0x5a32, 0x606b, 0x6310, 0x5ef2, 0x525c, 0x5938, 0x54a0, 0x5587, - 0x639c, 0x67ca, 0x56d2, 0x5334, 0x563c, 0x583d, 0x54cc, 0x532e, 0x6200, 0x5473, 0x641c, 0x5ab7, 0x604f, 0x6358, 0x6038, 0x5c25, - 0x58dc, 0x5ca3, 0x5b3f, 0x6201, 0x6050, 0x6284, 0x56f7, 0x58c0, 0x5b06, 0x61a2, 0x654b, 0x5b0d, 0x60e0, 0x66f0, 0x574f, 0x617b, - 0x5194, 0x56a4, 0x560a, 0x61a6, 0x5c84, 0x5ca4, 0x6250, 0x5f5e, 0x58bb, 0x652d, 0x6450, 0x5c55, 0x5f4f, 0x659c, 0x55c9, 0x5a48, - 0x6710, 0x62bf, 0x665c, 0x5cd5, 0x529b, 0x64e3, 0x5508, 0x675a, 0x6267, 0x636a, 0x6225, 0x623d, 0x60fe, 0x51a7, 0x5430, 0x6192, - 0x6737, 0x52aa, 0x64a5, 0x624f, 0x6732, 0x58ea, 0x67a6, 0x5a10, 0x64e4, 0x5ee8, 0x5ea9, 0x630b, 0x6197, 0x5319, 0x6782, 0x5318, - 0x54f0, 0x6243, 0x5fab, 0x5fe5, 0x6603, 0x5bd6, 0x5992, 0x5881, 0x64f9, 0x53a6, 0x5fcc, 0x64b5, 0x58d8, 0x64e9, 0x6465, 0x5ec8, - 0x5f8b, 0x59f5, 0x5dfd, 0x524c, 0x63f4, 0x65e1, 0x5f8e, 0x5a58, 0x5fcc, 0x5a0c, 0x5f39, 0x5524, 0x5779, 0x5ec0, 0x54af, 0x5b5d, - 0x65e9, 0x6603, 0x5649, 0x60dd, 0x5c5f, 0x54d1, 0x5794, 0x5d02, 0x6407, 0x61f1, 0x55b6, 0x5d07, 0x65a3, 0x519a, 0x5d96, 0x62a0, - 0x6004, 0x5fe3, 0x6164, 0x6087, 0x60a3, 0x58b9, 0x6250, 0x65c9, 0x5841, 0x55bb, 0x5505, 0x5cd5, 0x5b1e, 0x65d4, 0x67e7, 0x5460, - 0x6389, 0x675d, 0x5c4e, 0x593b, 0x668a, 0x5e87, 0x5a44, 0x5827, 0x526e, 0x5c90, 0x6758, 0x5771, 0x64c1, 0x64cb, 0x654c, 0x67d6, - 0x6609, 0x6030, 0x518b, 0x62eb, 0x651c, 0x5cb8, 0x5423, 0x5efe, 0x5e55, 0x57da, 0x593d, 0x56da, 0x62b9, 0x644d, 0x61e8, 0x65fc, - 0x6403, 0x57e6, 0x5a86, 0x5a48, 0x6340, 0x5c60, 0x6482, 0x602c, 0x64b3, 0x64b5, 0x51e9, 0x5621, 0x6551, 0x5a31, 0x61c8, 0x57d3, - 0x5c74, 0x557a, 0x5fd4, 0x619f, 0x5d74, 0x660b, 0x671c, 0x665f, 0x5aa6, 0x654c, 0x66ac, 0x6258, 0x52e8, 0x589c, 0x5eda, 0x6421, - 0x52be, 0x5aa4, 0x55fe, 0x5ca9, 0x50e8, 0x638e, 0x6503, 0x5ab9, 0x5c36, 0x66f2, 0x5bb6, 0x5bc5, 0x5563, 0x634a, 0x5f45, 0x656b, - 0x6727, 0x5935, 0x559f, 0x5a76, 0x5296, 0x529d, 0x6481, 0x66d5, 0x5783, 0x668c, 0x6693, 0x5bb1, 0x5595, 0x5c37, 0x62ea, 0x64a4, - 0x5711, 0x5935, 0x66cf, 0x6530, 0x610f, 0x67d8, 0x5fbf, 0x50d0, 0x55f8, 0x5b9d, 0x562f, 0x5434, 0x5aa8, 0x53f9, 0x5ea9, 0x560e, - 0x5cec, 0x5725, 0x5558, 0x639b, 0x629f, 0x568c, 0x676c, 0x6527, 0x5c4c, 0x62ea, 0x607e, 0x5643, 0x5eae, 0x51ff, 0x5e35, 0x6699, - 0x658c, 0x5da7, 0x5ded, 0x60cb, 0x54c2, 0x61cb, 0x673e, 0x54f4, 0x62ab, 0x55e3, 0x6229, 0x5681, 0x5c4d, 0x671d, 0x57ba, 0x6623, - 0x66cf, 0x587e, 0x6522, 0x64c2, 0x64a3, 0x64af, 0x5ec1, 0x5a2d, 0x57fd, 0x5cc7, 0x5a2d, 0x666c, 0x558f, 0x570f, 0x5ef4, 0x62e2, - 0x5646, 0x5475, 0x666c, 0x65d6, 0x5903, 0x6163, 0x5d10, 0x66a0, 0x601e, 0x5c50, 0x6723, 0x5414, 0x52d9, 0x6781, 0x5157, 0x55ce, - 0x5f75, 0x650c, 0x5f1d, 0x5cdb, 0x6108, 0x67a7, 0x5109, 0x55b4, 0x59bc, 0x5674, 0x62c0, 0x6688, 0x51a0, 0x603b, 0x5220, 0x6137, - 0x6050, 0x62bf, 0x60be, 0x65c8, 0x5fb8, 0x5556, 0x6794, 0x5f48, 0x541a, 0x5f81, 0x51f9, 0x6219, 0x64e0, 0x5c94, 0x6569, 0x6519, - 0x59bc, 0x532c, 0x5f14, 0x532a, 0x569d, 0x64ab, 0x5412, 0x5710, 0x6454, 0x5175, 0x5e08, 0x568c, 0x53af, 0x5330, 0x5832, 0x651f, - 0x5b58, 0x6538, 0x5de2, 0x5efe, 0x63b1, 0x5f5e, 0x5f07, 0x52b3, 0x66c7, 0x665c, 0x60b9, 0x6545, 0x57a3, 0x6675, 0x671c, 0x51a6, - 0x5b43, 0x5fe5, 0x62a0, 0x5f5e, 0x50d9, 0x5517, 0x51ec, 0x605e, 0x5a6b, 0x5170, 0x52a0, 0x5be6, 0x630a, 0x5da2, 0x5107, 0x659a, - 0x5c0a, 0x5c2f, 0x6457, 0x6001, 0x53b1, 0x53f0, 0x608f, 0x587a, 0x5c90, 0x643f, 0x57d7, 0x627f, 0x635a, 0x5dba, 0x6254, 0x50d8, - 0x53be, 0x52e1, 0x5a65, 0x57fa, 0x5cf6, 0x6660, 0x55a5, 0x67aa, 0x63b3, 0x5fbf, 0x5198, 0x5e89, 0x5668, 0x6051, 0x5584, 0x5967, - 0x52f9, 0x64d5, 0x5145, 0x562b, 0x677c, 0x6264, 0x5332, 0x66e5, 0x640d, 0x62a8, 0x5f93, 0x67bd, 0x6402, 0x521c, 0x60db, 0x5cc0, - 0x5ef2, 0x5f26, 0x5902, 0x6157, 0x6139, 0x6398, 0x60f0, 0x5202, 0x531f, 0x6729, 0x5de4, 0x550d, 0x5a2a, 0x5d25, 0x5a93, 0x6762, - 0x663b, 0x5f6e, 0x6585, 0x5c8f, 0x665d, 0x5c7c, 0x55aa, 0x6125, 0x5d85, 0x54bb, 0x5476, 0x62ae, 0x6227, 0x6465, 0x5233, 0x5fe7, - 0x55b6, 0x602c, 0x574b, 0x59d1, 0x5241, 0x6628, 0x62f9, 0x5cb2, 0x5e18, 0x60d3, 0x6630, 0x5c2d, 0x5d16, 0x589e, 0x6011, 0x5f5f, - 0x5212, 0x59a7, 0x5436, 0x59e7, 0x5a34, 0x5fe6, 0x60ed, 0x5f9a, 0x5d75, 0x5c71, 0x66b6, 0x6733, 0x59da, 0x55f3, 0x6566, 0x551a, - 0x654e, 0x5ca2, 0x6347, 0x61ca, 0x60a6, 0x519f, 0x56c9, 0x5adf, 0x5239, 0x623e, 0x5702, 0x5b01, 0x6200, 0x5eac, 0x5fb2, 0x5d5a, - 0x6089, 0x52b6, 0x65da, 0x5f5d, 0x55d5, 0x62b2, 0x64cc, 0x6542, 0x5c56, 0x628a, 0x59fd, 0x5ae3, 0x543c, 0x6287, 0x66cb, 0x623e, - 0x5de5, 0x66b0, 0x60f3, 0x6384, 0x6396, 0x5df6, 0x5454, 0x56a7, 0x556a, 0x54cb, 0x5e79, 0x5e52, 0x5322, 0x51a0, 0x5604, 0x62a7, - 0x6005, 0x66dd, 0x51bd, 0x6017, 0x5c8e, 0x6572, 0x50f9, 0x66f8, 0x6383, 0x5c26, 0x6454, 0x55a9, 0x6154, 0x5d01, 0x6093, 0x63ce, - 0x52ba, 0x67a1, 0x5d3a, 0x5f44, 0x5e49, 0x5d72, 0x60ac, 0x66a4, 0x5166, 0x65a1, 0x5311, 0x67e4, 0x6462, 0x5810, 0x6400, 0x54ee, - 0x5640, 0x54a3, 0x5195, 0x5fd4, 0x52cd, 0x5f02, 0x575b, 0x59bc, 0x6441, 0x676a, 0x6649, 0x5440, 0x6082, 0x66db, 0x5880, 0x557b, - 0x6133, 0x658f, 0x650b, 0x5992, 0x5834, 0x5ba4, 0x5ab6, 0x5882, 0x6191, 0x5687, 0x5758, 0x64b7, 0x574a, 0x5282, 0x5fa9, 0x61fe, - 0x6202, 0x5fcb, 0x60f5, 0x5d72, 0x57e1, 0x632e, 0x5edc, 0x513f, 0x5e8f, 0x5ff1, 0x5fd4, 0x57bb, 0x5546, 0x66ee, 0x51ce, 0x50f1, - 0x6141, 0x5b7a, 0x64db, 0x67e3, 0x642d, 0x56dc, 0x60ae, 0x66d7, 0x5c7f, 0x5fe6, 0x63ad, 0x63f5, 0x5fa1, 0x665e, 0x526c, 0x5bc9, - 0x52bb, 0x5633, 0x5ea4, 0x5b84, 0x5600, 0x54e6, 0x516f, 0x5eed, 0x5283, 0x626d, 0x514e, 0x5601, 0x677a, 0x6318, 0x6642, 0x5175, -}; - -uint16_t q15_sigmoid_result6[1024] = { - 0x56a5, 0x5341, 0x5c7e, 0x5bdf, 0x55f9, 0x66ff, 0x66fe, 0x67e1, 0x5d09, 0x52b1, 0x50fc, 0x5b67, 0x54d8, 0x66e1, 0x6368, 0x51b3, - 0x52a6, 0x623f, 0x5a25, 0x5514, 0x515e, 0x6198, 0x6369, 0x5806, 0x5f7c, 0x567b, 0x553d, 0x6289, 0x56fe, 0x579a, 0x65cb, 0x623f, - 0x54dc, 0x59d1, 0x6568, 0x573d, 0x583e, 0x59f4, 0x5e4e, 0x5704, 0x563f, 0x67ba, 0x5e81, 0x5c4c, 0x6599, 0x5bcf, 0x67dc, 0x531a, - 0x5a98, 0x5ec1, 0x57c8, 0x621c, 0x6770, 0x6190, 0x5699, 0x5963, 0x6663, 0x5ff8, 0x5e66, 0x5e51, 0x63f4, 0x5935, 0x674d, 0x5715, - 0x5385, 0x5616, 0x6120, 0x5774, 0x5381, 0x6731, 0x5fd0, 0x5a2e, 0x5130, 0x668c, 0x5beb, 0x5368, 0x64d6, 0x52ce, 0x54d0, 0x6126, - 0x5743, 0x6592, 0x56e5, 0x62c1, 0x5806, 0x5e7d, 0x56d9, 0x6396, 0x5504, 0x5657, 0x550a, 0x5217, 0x5792, 0x649e, 0x61ce, 0x58b2, - 0x5df5, 0x62b1, 0x5b2a, 0x5d7d, 0x66be, 0x5b03, 0x639b, 0x5f33, 0x64d7, 0x635f, 0x50e5, 0x51f3, 0x6218, 0x5335, 0x64a6, 0x6323, - 0x52a0, 0x5465, 0x6609, 0x57e7, 0x6754, 0x557d, 0x5f22, 0x5d3e, 0x5878, 0x64ca, 0x5d51, 0x51fa, 0x5caa, 0x6597, 0x6405, 0x5e73, - 0x66a1, 0x5690, 0x5bf1, 0x5d52, 0x5cd2, 0x5c6b, 0x6732, 0x56bf, 0x5ab7, 0x61ef, 0x6590, 0x5113, 0x6763, 0x65cf, 0x615c, 0x5652, - 0x644b, 0x53f9, 0x55ac, 0x51fc, 0x5475, 0x5ea4, 0x5d01, 0x5dbe, 0x5d3e, 0x5ad1, 0x6662, 0x531a, 0x5fc4, 0x6539, 0x62df, 0x5b3d, - 0x598b, 0x5f95, 0x5a29, 0x5be3, 0x5233, 0x5814, 0x67bc, 0x54b7, 0x575b, 0x54ca, 0x6264, 0x50ef, 0x561f, 0x64fa, 0x6664, 0x528a, - 0x53a2, 0x5a1c, 0x5cb3, 0x5b32, 0x5e91, 0x5bb7, 0x666d, 0x528f, 0x57ab, 0x551f, 0x520c, 0x565c, 0x5313, 0x5e40, 0x58f0, 0x6111, - 0x53e9, 0x544c, 0x54a0, 0x61d4, 0x5b0c, 0x56cc, 0x50d5, 0x5e80, 0x64a4, 0x5fea, 0x5ba9, 0x5411, 0x670a, 0x601b, 0x5702, 0x6251, - 0x556e, 0x666b, 0x600f, 0x5869, 0x5834, 0x5eae, 0x5f4e, 0x6762, 0x64a7, 0x55f8, 0x6726, 0x5ae8, 0x5847, 0x6047, 0x53db, 0x54d3, - 0x6641, 0x67d8, 0x55ac, 0x559d, 0x5131, 0x5fe1, 0x5a82, 0x656d, 0x5d22, 0x642a, 0x67af, 0x679d, 0x55e8, 0x66ee, 0x58c3, 0x5b0c, - 0x5a85, 0x60e4, 0x56b5, 0x6601, 0x64f7, 0x6156, 0x665f, 0x571e, 0x515d, 0x5731, 0x64a8, 0x5ca2, 0x6759, 0x6296, 0x66b7, 0x5e04, - 0x6583, 0x5324, 0x58e7, 0x60a3, 0x677c, 0x5bbf, 0x66a9, 0x5ee3, 0x5878, 0x5fd3, 0x575c, 0x604b, 0x5628, 0x63ec, 0x5f9d, 0x5a16, - 0x67e3, 0x5334, 0x63b6, 0x5f68, 0x63b7, 0x66fd, 0x66ed, 0x6206, 0x625e, 0x5220, 0x5b5d, 0x61ae, 0x5598, 0x6385, 0x63f6, 0x530b, - 0x5f0e, 0x5eb1, 0x5f09, 0x5d5a, 0x6242, 0x66fe, 0x584a, 0x52fe, 0x66ab, 0x6668, 0x6668, 0x665c, 0x6571, 0x5ae4, 0x5f21, 0x5f79, - 0x524e, 0x675d, 0x5318, 0x63ff, 0x61de, 0x539a, 0x6770, 0x59b3, 0x5d50, 0x5292, 0x658f, 0x5284, 0x650b, 0x5ab1, 0x5891, 0x5198, - 0x5e86, 0x5235, 0x64a7, 0x5600, 0x64c0, 0x54b0, 0x66c1, 0x66fd, 0x5d9a, 0x50ff, 0x5540, 0x5ab0, 0x648b, 0x59ca, 0x567f, 0x5eb0, - 0x6240, 0x5889, 0x62ee, 0x5940, 0x647c, 0x679b, 0x670b, 0x52ac, 0x529c, 0x5bd6, 0x67d9, 0x564b, 0x5a26, 0x630d, 0x5ca3, 0x67d2, - 0x59c5, 0x57c2, 0x5ff8, 0x5d03, 0x55da, 0x6069, 0x5d73, 0x5fb7, 0x5fa8, 0x65e8, 0x5374, 0x5b4a, 0x613e, 0x58a8, 0x5459, 0x5c67, - 0x5463, 0x516b, 0x5ae7, 0x65af, 0x56cf, 0x5d40, 0x51f3, 0x5717, 0x5990, 0x6542, 0x5229, 0x66b1, 0x5e39, 0x5497, 0x5a3b, 0x6751, - 0x61ed, 0x6113, 0x66ff, 0x557e, 0x6049, 0x5b1f, 0x585e, 0x66f6, 0x66ac, 0x63ed, 0x5b3e, 0x565b, 0x58b6, 0x6794, 0x6503, 0x609c, - 0x6676, 0x6653, 0x532d, 0x62ff, 0x674c, 0x64af, 0x6304, 0x5ee7, 0x5e6f, 0x5b1d, 0x5d34, 0x5335, 0x608c, 0x67dc, 0x6670, 0x62e5, - 0x67b7, 0x6251, 0x627b, 0x600f, 0x62d6, 0x515a, 0x567b, 0x5b3c, 0x5241, 0x63c5, 0x51c9, 0x602d, 0x5a04, 0x5f09, 0x6192, 0x519c, - 0x57ad, 0x5c27, 0x5839, 0x67dd, 0x639e, 0x53af, 0x52cd, 0x5d15, 0x520c, 0x5e5c, 0x54e5, 0x60e3, 0x612e, 0x669d, 0x5ae7, 0x5b1e, - 0x5fc8, 0x5319, 0x6366, 0x61b2, 0x6450, 0x559a, 0x6417, 0x616d, 0x6324, 0x6176, 0x6586, 0x5622, 0x55fb, 0x6630, 0x5eed, 0x5ba1, - 0x5828, 0x6076, 0x57be, 0x5888, 0x59a8, 0x6454, 0x6632, 0x592e, 0x5708, 0x64fb, 0x5f32, 0x5307, 0x5718, 0x5141, 0x56ec, 0x5dfb, - 0x6411, 0x5220, 0x5309, 0x6043, 0x5351, 0x5d59, 0x5c11, 0x565d, 0x59ef, 0x5116, 0x55f6, 0x59fe, 0x5d37, 0x5f53, 0x547f, 0x6163, - 0x6693, 0x6389, 0x5b12, 0x59ad, 0x63a5, 0x655e, 0x5419, 0x559e, 0x6189, 0x5d4f, 0x5c02, 0x5fee, 0x5b32, 0x627c, 0x60f9, 0x5b9f, - 0x61b8, 0x6200, 0x6239, 0x63c8, 0x527a, 0x58a3, 0x656d, 0x6576, 0x666a, 0x6454, 0x6309, 0x6092, 0x664f, 0x5ec1, 0x6409, 0x5a14, - 0x58a8, 0x639e, 0x52a6, 0x66fe, 0x579e, 0x5712, 0x67b0, 0x617f, 0x66b0, 0x5c83, 0x5adc, 0x5762, 0x597c, 0x65b1, 0x5d30, 0x6003, - 0x58c2, 0x5636, 0x6344, 0x5cbb, 0x5e6f, 0x5a75, 0x513a, 0x52d1, 0x541b, 0x5e13, 0x5dd6, 0x5554, 0x5394, 0x669c, 0x543e, 0x51fc, - 0x5831, 0x6739, 0x52b5, 0x54ab, 0x5126, 0x56ae, 0x60c1, 0x647b, 0x5baf, 0x6682, 0x60e4, 0x5f05, 0x5d77, 0x5158, 0x5e8b, 0x55d5, - 0x6400, 0x5ecb, 0x5405, 0x55ea, 0x673d, 0x5b22, 0x5f56, 0x6712, 0x5b62, 0x5d03, 0x581f, 0x62c7, 0x60af, 0x53f0, 0x541d, 0x63bd, - 0x6595, 0x64c3, 0x532e, 0x606c, 0x5a06, 0x5aee, 0x5abb, 0x5da4, 0x5350, 0x59da, 0x5338, 0x66c2, 0x6325, 0x574a, 0x5780, 0x5faa, - 0x5583, 0x67e1, 0x55b8, 0x646e, 0x660f, 0x66e9, 0x5c9d, 0x5fd9, 0x6251, 0x5bae, 0x66ba, 0x6723, 0x6123, 0x6718, 0x52e5, 0x6588, - 0x5c0a, 0x542b, 0x50dc, 0x6459, 0x5713, 0x5de0, 0x526e, 0x63f2, 0x53e8, 0x6673, 0x523b, 0x5a7d, 0x62af, 0x59ea, 0x662e, 0x602c, - 0x5a7c, 0x66bf, 0x640c, 0x5308, 0x609d, 0x5e40, 0x6606, 0x66ad, 0x5d08, 0x666e, 0x610b, 0x6556, 0x6584, 0x6772, 0x5348, 0x578b, - 0x5159, 0x64c6, 0x5cab, 0x651a, 0x535c, 0x5759, 0x54fb, 0x529e, 0x67e0, 0x6695, 0x553e, 0x64fd, 0x66a8, 0x675b, 0x55f8, 0x5cc0, - 0x5e8f, 0x519a, 0x5f3c, 0x65ec, 0x61d4, 0x52f3, 0x515c, 0x5210, 0x678f, 0x5bb6, 0x624e, 0x62ab, 0x61b5, 0x562b, 0x57fb, 0x5ce5, - 0x67e3, 0x61f2, 0x5300, 0x5f20, 0x676c, 0x62d3, 0x6759, 0x55e9, 0x572f, 0x67c2, 0x5926, 0x659e, 0x5118, 0x5b82, 0x64a5, 0x5477, - 0x5e38, 0x527d, 0x54e1, 0x55ae, 0x6539, 0x5800, 0x5e92, 0x5af2, 0x5224, 0x60e2, 0x61d5, 0x61dc, 0x5566, 0x55f4, 0x5876, 0x6619, - 0x580d, 0x523f, 0x536e, 0x5a49, 0x6508, 0x6284, 0x540f, 0x60aa, 0x58cb, 0x577e, 0x64bb, 0x6038, 0x6123, 0x5b75, 0x5452, 0x5eb0, - 0x6493, 0x6523, 0x5347, 0x6266, 0x615e, 0x5b04, 0x549c, 0x5b23, 0x5aee, 0x6301, 0x534e, 0x5e30, 0x5f44, 0x6626, 0x6696, 0x5bab, - 0x638c, 0x6089, 0x55b7, 0x5c66, 0x58ad, 0x6119, 0x5c1a, 0x51b4, 0x6220, 0x592c, 0x5897, 0x53f9, 0x623a, 0x538c, 0x587d, 0x5214, - 0x59dc, 0x519a, 0x5d84, 0x5714, 0x5f6a, 0x66e3, 0x534e, 0x67b8, 0x57ad, 0x5d29, 0x6077, 0x67a5, 0x6208, 0x5530, 0x5fa5, 0x54e8, - 0x646a, 0x5fe3, 0x679f, 0x54eb, 0x5579, 0x61ec, 0x6218, 0x619f, 0x628b, 0x62be, 0x54f7, 0x6675, 0x5544, 0x6783, 0x60a0, 0x5f69, - 0x6367, 0x5b64, 0x58a1, 0x5974, 0x5e9a, 0x652f, 0x58bf, 0x5599, 0x6375, 0x548c, 0x5535, 0x63de, 0x6024, 0x5265, 0x5290, 0x5b2d, - 0x67d6, 0x5f9b, 0x669c, 0x54ff, 0x6157, 0x5197, 0x649e, 0x67cc, 0x5f16, 0x5dea, 0x65c5, 0x5151, 0x56fc, 0x524a, 0x50f4, 0x5e1b, - 0x5352, 0x52b5, 0x51d0, 0x5e95, 0x5216, 0x5673, 0x50ff, 0x522c, 0x5c8e, 0x6339, 0x59a4, 0x5760, 0x62bf, 0x5139, 0x5a54, 0x61d7, - 0x5e2b, 0x600c, 0x5e2a, 0x673b, 0x5ebb, 0x5c33, 0x64c1, 0x5a5d, 0x66c5, 0x5223, 0x51da, 0x5221, 0x5d6e, 0x5c79, 0x5b56, 0x5364, - 0x66b4, 0x64ee, 0x5618, 0x632a, 0x5b13, 0x545a, 0x5479, 0x6530, 0x6703, 0x62b8, 0x55c4, 0x603c, 0x5b09, 0x54e4, 0x52c7, 0x5919, - 0x5f89, 0x606b, 0x55e3, 0x644d, 0x54d2, 0x6136, 0x6504, 0x601a, 0x526f, 0x5b8e, 0x5529, 0x66b6, 0x664d, 0x66f3, 0x5291, 0x5e5d, - 0x632d, 0x676f, 0x60c3, 0x657d, 0x580c, 0x5eb3, 0x6676, 0x6563, 0x50f7, 0x5442, 0x5acf, 0x66fe, 0x51b7, 0x5377, 0x62d3, 0x6459, - 0x62dd, 0x5f43, 0x50f7, 0x64de, 0x644d, 0x56b4, 0x626f, 0x617b, 0x616e, 0x6450, 0x630e, 0x6575, 0x5a78, 0x6342, 0x50fc, 0x656d, - 0x5ddd, 0x61b8, 0x62e1, 0x6194, 0x57d7, 0x6433, 0x6463, 0x66bd, 0x5122, 0x5ac5, 0x523c, 0x63e9, 0x62fc, 0x550a, 0x5f6b, 0x5647, - 0x5c0e, 0x617d, 0x64f4, 0x5a4e, 0x60d7, 0x52b0, 0x5b18, 0x6566, 0x56ee, 0x6177, 0x5b6f, 0x631f, 0x5787, 0x5900, 0x5676, 0x5db8, - 0x58b2, 0x5db6, 0x5517, 0x5cee, 0x5443, 0x5725, 0x574c, 0x5282, 0x636e, 0x6427, 0x5134, 0x5228, 0x6053, 0x608a, 0x52a5, 0x6668, - 0x526d, 0x5a8e, 0x6623, 0x6002, 0x57e6, 0x6620, 0x603b, 0x66e0, 0x595f, 0x578a, 0x6750, 0x64d8, 0x66cc, 0x5ea0, 0x5ffa, 0x610e, - 0x6182, 0x5554, 0x6637, 0x66dc, 0x52f5, 0x54bd, 0x5eb8, 0x5aed, 0x65ea, 0x6645, 0x6602, 0x5504, 0x54ad, 0x672a, 0x5372, 0x6436, - 0x5e94, 0x57f3, 0x52f0, 0x5542, 0x6038, 0x629d, 0x59ab, 0x6326, 0x63a7, 0x6385, 0x6306, 0x67cd, 0x51a5, 0x5238, 0x665e, 0x66fc, -}; - -uint16_t q15_sigmoid_result7[1024] = { - 0x76bb, 0x6fbc, 0x68a4, 0x6bbb, 0x78c1, 0x748b, 0x681d, 0x6cbd, 0x7705, 0x6ddf, 0x709d, 0x6c22, 0x7880, 0x6a7f, 0x741e, 0x748e, - 0x78fc, 0x68f8, 0x791c, 0x795b, 0x7554, 0x7678, 0x761c, 0x6fb1, 0x65f3, 0x7544, 0x6262, 0x7149, 0x64dd, 0x67f8, 0x6e16, 0x66aa, - 0x75ee, 0x6da2, 0x6ff7, 0x74bd, 0x5fd7, 0x6c3e, 0x71e5, 0x74a1, 0x6691, 0x63f5, 0x6405, 0x65e6, 0x7740, 0x6288, 0x6518, 0x76ee, - 0x783b, 0x793c, 0x74ae, 0x7235, 0x789a, 0x746d, 0x76c7, 0x72b0, 0x6d8b, 0x764e, 0x61fa, 0x775f, 0x62a9, 0x693a, 0x67c2, 0x7672, - 0x686f, 0x6a88, 0x673b, 0x672d, 0x7476, 0x72b8, 0x7505, 0x77b7, 0x77ab, 0x787f, 0x794a, 0x6faa, 0x5fcd, 0x6aef, 0x61f8, 0x702e, - 0x62e1, 0x7978, 0x7893, 0x6fc9, 0x6200, 0x75c0, 0x77ab, 0x6978, 0x7275, 0x697a, 0x69ee, 0x6d48, 0x75e3, 0x781e, 0x6ffd, 0x65a5, - 0x786f, 0x69dc, 0x70db, 0x7139, 0x6f4a, 0x76a4, 0x6d1e, 0x7646, 0x7924, 0x6ff7, 0x786b, 0x7683, 0x63e0, 0x6ad1, 0x773a, 0x6306, - 0x6555, 0x72e5, 0x6827, 0x6db1, 0x7914, 0x734a, 0x651d, 0x78c6, 0x6c47, 0x62a3, 0x6d90, 0x74a7, 0x65bb, 0x6145, 0x73c4, 0x773f, - 0x6c53, 0x6ba8, 0x6601, 0x607e, 0x70a4, 0x73e2, 0x773b, 0x6ccf, 0x6659, 0x777e, 0x7408, 0x762d, 0x77bd, 0x6627, 0x66bc, 0x7828, - 0x6626, 0x7825, 0x75b6, 0x692d, 0x7933, 0x689c, 0x6d07, 0x651e, 0x703b, 0x6928, 0x78cc, 0x731e, 0x76a8, 0x6dfe, 0x78da, 0x72ea, - 0x7880, 0x6b77, 0x70bf, 0x6e24, 0x6df1, 0x6b37, 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0x6429, 0x74d3, 0x7383, 0x714f, 0x66e3, 0x62c4, 0x6484, 0x71b2, 0x7585, 0x6fd8, 0x693f, 0x72a6, 0x7669, 0x67d2, - 0x71c3, 0x605c, 0x632b, 0x7846, 0x6bbf, 0x6e6d, 0x75a7, 0x7524, 0x77c8, 0x770e, 0x7296, 0x77bb, 0x7931, 0x7565, 0x6e01, 0x7783, - 0x760e, 0x6fa4, 0x71c1, 0x753f, 0x78e5, 0x6419, 0x6df9, 0x6c7e, 0x6682, 0x6778, 0x7860, 0x6ebc, 0x6fa1, 0x78e6, 0x7814, 0x7927, - 0x6bd5, 0x73ec, 0x780c, 0x684d, 0x70ae, 0x7737, 0x63d8, 0x6167, 0x740e, 0x74f4, 0x6cb8, 0x7713, 0x6a0a, 0x7665, 0x6615, 0x6133, - 0x7912, 0x6775, 0x77fc, 0x709c, 0x6cf6, 0x782d, 0x6694, 0x61d3, 0x7845, 0x693c, 0x73fd, 0x7382, 0x6172, 0x772d, 0x70f5, 0x63bc, - 0x7819, 0x6af5, 0x716b, 0x7672, 0x76d9, 0x774e, 0x6736, 0x73c0, 0x662a, 0x6e4c, 0x67e0, 0x792d, 0x77d6, 0x72c5, 0x628f, 0x6ce0, - 0x70d2, 0x6752, 0x7735, 0x674a, 0x69f1, 0x6849, 0x786d, 0x6aab, 0x626a, 0x61e3, 0x6b38, 0x7941, 0x6f5d, 0x7617, 0x78dc, 0x60ba, - 0x693f, 0x60ca, 0x77b6, 0x78c8, 0x6bd0, 0x6d0b, 0x7728, 0x78ac, 0x69fd, 0x68b6, 0x6021, 0x6ca4, 0x68de, 0x77bd, 0x787a, 0x7068, - 0x78fd, 0x7200, 0x66e4, 0x789e, 0x788d, 0x6433, 0x68ca, 0x6f02, 0x77e0, 0x74ab, 0x6486, 0x734e, 0x6d07, 0x78cb, 0x70ec, 0x7877, - 0x6d07, 0x6388, 0x714a, 0x65df, 0x7229, 0x7926, 0x6408, 0x7632, 0x783f, 0x7123, 0x6b39, 0x77da, 0x7770, 0x731a, 0x6a3d, 0x7875, - 0x617f, 0x677a, 0x6d64, 0x64ee, 0x71e0, 0x73aa, 0x7528, 0x78c5, 0x7837, 0x6d2e, 0x699a, 0x701a, 0x7217, 0x633e, 0x74a5, 0x7462, - 0x62c2, 0x72ea, 0x6b11, 0x6cee, 0x7706, 0x6d27, 0x6422, 0x783b, 0x7700, 0x7698, 0x76ba, 0x6876, 0x78eb, 0x62db, 0x66d1, 0x6fc2, - 0x66be, 0x6cd3, 0x6c84, 0x7906, 0x6258, 0x7946, 0x69f3, 0x6edc, 0x7932, 0x6038, 0x6e4e, 0x76f9, 0x6d95, 0x7820, 0x66c3, 0x67de, - 0x6049, 0x6d4d, 0x60cf, 0x7031, 0x6a33, 0x7854, 0x7662, 0x7684, 0x6286, 0x741a, 0x661c, 0x76df, 0x67e1, 0x6506, 0x6b25, 0x6925, - 0x667d, 0x6b1a, 0x6e4c, 0x68e4, 0x7589, 0x60f8, 0x6db9, 0x67e5, 0x78c0, 0x6a69, 0x699f, 0x6d1e, 0x7276, 0x6f92, 0x77be, 0x7039, - 0x7628, 0x6751, 0x6266, 0x6189, 0x7842, 0x6cf9, 0x73d1, 0x6833, 0x6fbf, 0x6fe4, 0x718d, 0x61a0, 0x7892, 0x637b, 0x7838, 0x6d41, - 0x69fe, 0x6193, 0x69f8, 0x7223, 0x7670, 0x64d6, 0x62a9, 0x77ef, 0x793e, 0x739c, 0x74c5, 0x6cde, 0x6584, 0x7960, 0x704f, 0x7597, - 0x7586, 0x78e5, 0x706c, 0x767f, 0x67de, 0x6f5a, 0x6449, 0x5f7a, 0x7607, 0x6882, 0x7905, 0x6681, 0x6be3, 0x743c, 0x6a2c, 0x634d, - 0x796a, 0x6a11, 0x72a3, 0x73de, 0x729b, 0x6e70, 0x76b5, 0x6bbc, 0x7761, 0x6841, 0x7536, 0x7641, 0x77d0, 0x76f9, 0x791d, 0x7909, - 0x78e8, 0x6ac8, 0x736f, 0x60b0, 0x76f6, 0x6c7d, 0x7779, 0x77a0, 0x6b85, 0x6210, 0x7696, 0x76f3, 0x793c, 0x7434, 0x76e7, 0x7836, - 0x7912, 0x628d, 0x6646, 0x6824, 0x753b, 0x629b, 0x64a0, 0x633e, 0x6beb, 0x6769, 0x76f3, 0x6ee9, 0x692d, 0x67d3, 0x65cb, 0x7154, - 0x77c2, 0x74ea, 0x763d, 0x7404, 0x6e7d, 0x6e93, 0x7722, 0x6d62, 0x651d, 0x6451, 0x7490, 0x6979, 0x6e17, 0x705c, 0x72c9, 0x6af4, - 0x7688, 0x6b68, 0x6c54, 0x775a, 0x6c80, 0x6c7d, 0x794f, 0x791d, 0x73d2, 0x784b, 0x6c56, 0x7531, 0x660c, 0x7533, 0x7465, 0x7841, -}; - -uint16_t q15_sigmoid_result8[1024] = { - 0x6a38, 0x703f, 0x6b60, 0x7576, 0x768c, 0x6d98, 0x68fe, 0x6de1, 0x7727, 0x65a5, 0x63fc, 0x6b45, 0x788b, 0x5fd8, 0x7874, 0x737f, - 0x65e5, 0x6d54, 0x71c2, 0x7861, 0x788c, 0x7444, 0x605f, 0x7838, 0x737a, 0x6f99, 0x6828, 0x7846, 0x6e66, 0x61d9, 0x60fd, 0x6448, - 0x784c, 0x62d8, 0x6b82, 0x605c, 0x74e9, 0x683c, 0x6608, 0x5fd1, 0x6e36, 0x6ee2, 0x793f, 0x75a2, 0x73a2, 0x7827, 0x760a, 0x7760, - 0x7577, 0x74da, 0x73e0, 0x6af2, 0x7525, 0x6df7, 0x6d76, 0x77cb, 0x7955, 0x76df, 0x7711, 0x7274, 0x6245, 0x77c5, 0x68ca, 0x6106, - 0x6ff8, 0x7459, 0x7041, 0x685a, 0x70e7, 0x77ba, 0x7248, 0x789b, 0x6c02, 0x6d8e, 0x6302, 0x7975, 0x5fad, 0x6969, 0x6bf3, 0x784e, - 0x7518, 0x7659, 0x6347, 0x618c, 0x772c, 0x6e53, 0x77a9, 0x71dd, 0x768a, 0x7940, 0x6383, 0x657f, 0x7467, 0x6d11, 0x753e, 0x7974, - 0x63ad, 0x7558, 0x6508, 0x6526, 0x78bc, 0x6ee9, 0x6860, 0x75d2, 0x777c, 0x78a1, 0x5f7d, 0x643b, 0x76c7, 0x6f39, 0x6af7, 0x78b1, - 0x746f, 0x6514, 0x6d4c, 0x6096, 0x6571, 0x77a0, 0x6dce, 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0x7b53, 0x7b85, 0x7e72, 0x7f1c, 0x7f72, 0x7db0, - 0x7f6a, 0x7f80, 0x7ede, 0x75bc, 0x7f75, 0x760d, 0x77ba, 0x7e04, 0x7439, 0x75c8, 0x7659, 0x7902, 0x7cad, 0x79b0, 0x7dcc, 0x731d, - 0x7a26, 0x7aa3, 0x7c92, 0x7f6a, 0x7f5e, 0x7f80, 0x7938, 0x7f55, 0x7cf4, 0x7f5d, 0x786a, 0x74e0, 0x7a99, 0x7e8e, 0x79db, 0x7e15, - 0x7b15, 0x7f25, 0x7f58, 0x7cc3, 0x7cf1, 0x7f81, 0x7d50, 0x778b, 0x7abb, 0x7e5b, 0x7908, 0x7ed6, 0x7ea9, 0x7d46, 0x72ee, 0x7f26, - 0x7f40, 0x7862, 0x7f93, 0x7d7d, 0x79b4, 0x7f84, 0x7bdc, 0x7ee5, 0x7f9f, 0x7f90, 0x7f64, 0x7373, 0x7e65, 0x7d3b, 0x7c5d, 0x7e9b, - 0x7d95, 0x7b71, 0x798e, 0x77f0, 0x7cc5, 0x7f18, 0x7e01, 0x7f8e, 0x7f57, 0x7f21, 0x7f23, 0x7f5d, 0x7e0b, 0x7df4, 0x7781, 0x7f40, - 0x79d3, 0x7f36, 0x7ecf, 0x79a7, 0x7f91, 0x7f2f, 0x7f5c, 0x7ee1, 0x7ecc, 0x7794, 0x78b4, 0x7f75, 0x7a27, 0x7ea4, 0x7f78, 0x7f76, - 0x7ed7, 0x72d2, 0x7697, 0x7f9f, 0x7f12, 0x7cd6, 0x7f7e, 0x7d5e, 0x740d, 0x7ef3, 0x7dcb, 0x7def, 0x7e27, 0x7e75, 0x7efc, 0x7e50, - 0x77ac, 0x7f71, 0x7f74, 0x7f71, 0x7dc0, 0x7eb3, 0x7f4b, 0x7960, 0x7f86, 0x74bf, 0x7f7d, 0x7e26, 0x7f16, 0x7c04, 0x7f7c, 0x7f36, - 0x7f73, 0x7b6b, 0x7ce7, 0x7f76, 0x7ee3, 0x7dfe, 0x7e7f, 0x753b, 0x7c61, 0x753d, 0x7d93, 0x7a3c, 0x7eb0, 0x7dc0, 0x7ea4, 0x7dfe, - 0x7ea6, 0x7f8e, 0x72c7, 0x7a8b, 0x7f07, 0x7668, 0x7df8, 0x7c0e, 0x7f6c, 0x7473, 0x7e5f, 0x7f65, 0x7e03, 0x7544, 0x7944, 0x7f7a, - 0x7599, 0x7f75, 0x7bab, 0x7dc5, 0x7f77, 0x7f9e, 0x7cf8, 0x7884, 0x73f9, 0x7ef3, 0x7e57, 0x7f60, 0x7d46, 0x7f62, 0x7cd2, 0x769e, - 0x7c2f, 0x7740, 0x7edb, 0x7ba7, 0x7999, 0x7c3b, 0x77fb, 0x7e18, 0x74d9, 0x75b1, 0x7e11, 0x7ca3, 0x7f26, 0x7ec2, 0x7e7d, 0x77be, - 0x7ed7, 0x75af, 0x7ee2, 0x79f5, 0x7a30, 0x7f8d, 0x7ebf, 0x7db2, 0x7c6c, 0x787c, 0x7f0d, 0x7f2e, 0x7c18, 0x748e, 0x7c8a, 0x7f16, - 0x73f4, 0x786c, 0x7977, 0x7ec0, 0x7f73, 0x73ee, 0x7d5f, 0x7da5, 0x7c89, 0x7f97, 0x7f4b, 0x7cc1, 0x7f9a, 0x7e05, 0x7f56, 0x7f8c, - 0x7e6f, 0x7dc4, 0x7f91, 0x7e27, 0x7f7d, 0x7db1, 0x7f41, 0x7efe, 0x7a04, 0x7ad6, 0x7405, 0x76e1, 0x7f5c, 0x7835, 0x7da8, 0x7eca, - 0x771a, 0x7dba, 0x7f86, 0x7e54, 0x791d, 0x7e3f, 0x7b8f, 0x7f8d, 0x765d, 0x7742, 0x7ece, 0x7951, 0x7f93, 0x7d1b, 0x7e3d, 0x7a9f, - 0x7b8b, 0x7f48, 0x7ca0, 0x75d5, 0x7f4a, 0x78b2, 0x75dc, 0x7c97, 0x7d8a, 0x7b8b, 0x7890, 0x7fa0, 0x74cc, 0x7e16, 0x7cd3, 0x7697, - 0x7e4f, 0x7f4f, 0x7f16, 0x7602, 0x7a7c, 0x7d48, 0x7b13, 0x7681, 0x7e78, 0x7f31, 0x7e02, 0x7562, 0x7e55, 0x7df1, 0x7f99, 0x7d9b, - 0x770c, 0x7c36, 0x7f98, 0x7a19, 0x7d66, 0x7d90, 0x78fd, 0x7f62, 0x7500, 0x7c38, 0x7c45, 0x7446, 0x7537, 0x7f55, 0x7e75, 0x7d5e, - 0x7c5c, 0x7be1, 0x7f64, 0x7821, 0x7f26, 0x7c18, 0x7aff, 0x7c89, 0x7f0f, 0x77b7, 0x77a3, 0x7f7f, 0x7ea9, 0x7e5f, 0x7f9d, 0x7c3c, - 0x7aef, 0x7c7f, 0x7ad4, 0x7d8b, 0x7e89, 0x7cf3, 0x7f92, 0x7bbe, 0x783d, 0x7920, 0x7e8a, 0x73cc, 0x795b, 0x79da, 0x7f91, 0x7dd0, - 0x7334, 0x7892, 0x7ec8, 0x7f09, 0x7780, 0x738c, 0x7d33, 0x785e, 0x7f8b, 0x7f50, 0x7766, 0x7f84, 0x7666, 0x7e5e, 0x7ef0, 0x7e5a, - 0x7f9d, 0x7ed7, 0x7ea9, 0x7f86, 0x7f28, 0x7ec8, 0x7f69, 0x7c25, 0x7849, 0x7ece, 0x7c87, 0x79a0, 0x7594, 0x7ae1, 0x738d, 0x7a8b, - 0x7e51, 0x79dd, 0x7f87, 0x7eec, 0x7ea7, 0x7710, 0x7c22, 0x7f9d, 0x7f6a, 0x7f45, 0x7c93, 0x7664, 0x7f28, 0x7f54, 0x7ee5, 0x7800, - 0x796c, 0x7901, 0x7b00, 0x7abc, 0x7a60, 0x7f59, 0x7f87, 0x7e0a, 0x7538, 0x7ee7, 0x7eaa, 0x782d, 0x7f25, 0x7867, 0x7df0, 0x78f9, - 0x7b4a, 0x7d47, 0x73f1, 0x7f2b, 0x7f77, 0x7f7a, 0x7f09, 0x7f89, 0x7f9f, 0x7cde, 0x7f61, 0x7f56, 0x7f27, 0x7f30, 0x7efe, 0x7f31, - 0x7ea8, 0x755a, 0x746b, 0x7a94, 0x7f29, 0x7e72, 0x7e14, 0x7f86, 0x7785, 0x78cc, 0x7f72, 0x7d5a, 0x7bef, 0x7ea1, 0x7a20, 0x74cd, - 0x7f46, 0x7709, 0x7cd6, 0x7f35, 0x7aa1, 0x74a9, 0x7f77, 0x7ee9, 0x7877, 0x773b, 0x7f1e, 0x7c1e, 0x798f, 0x7f21, 0x7442, 0x7ae0, - 0x7f6e, 0x7eec, 0x780d, 0x77b7, 0x766f, 0x7713, 0x7cee, 0x7f50, 0x7eaa, 0x7c73, 0x7f84, 0x7f55, 0x7dd7, 0x73dc, 0x7b2e, 0x7d7d, - 0x7f7c, 0x7f4f, 0x7f9b, 0x7f66, 0x7f15, 0x7e21, 0x7ed4, 0x7c36, 0x7e3a, 0x773d, 0x744d, 0x7e57, 0x7ed4, 0x7e4a, 0x7f94, 0x7e60, - 0x7f7b, 0x7da7, 0x7e8c, 0x7cf6, 0x7efa, 0x7f15, 0x7d8c, 0x7b26, 0x7874, 0x7d99, 0x7b27, 0x775b, 0x7a8c, 0x7f8a, 0x7e60, 0x7ef3, - 0x7ea0, 0x7f45, 0x7d75, 0x7f57, 0x7f69, 0x7f90, 0x7d14, 0x7e5b, 0x7e8d, 0x7e54, 0x794d, 0x7c9d, 0x7f63, 0x7f4d, 0x77ed, 0x7f73, - 0x7ef3, 0x7dd7, 0x7f5d, 0x7dcc, 0x7a6d, 0x7c9d, 0x780d, 0x797c, 0x7b28, 0x7bcc, 0x7d56, 0x7f8d, 0x7ef7, 0x7a8b, 0x7ed9, 0x7ede, - 0x7f1b, 0x7ed2, 0x7e65, 0x74f2, 0x7f3f, 0x78d5, 0x7be9, 0x7e11, 0x7ce1, 0x7cdc, 0x7f71, 0x75be, 0x7f9a, 0x7e8a, 0x7f9a, 0x7f32, - 0x7f9d, 0x7de1, 0x7f90, 0x7d13, 0x7815, 0x7eaa, 0x7a1f, 0x7da0, 0x7ef7, 0x7f81, 0x7e32, 0x7e44, 0x7a39, 0x7e45, 0x7b08, 0x78e6, - 0x7de7, 0x781e, 0x7d85, 0x7d4f, 0x7ec3, 0x7a7d, 0x7608, 0x77e0, 0x7bff, 0x7f97, 0x7e99, 0x7f55, 0x7e7c, 0x7f58, 0x7f96, 0x7910, -}; - -uint16_t q15_tanh_result0[1024] = { - 0xc38c, 0x5978, 0x1108, 0xed9a, 0x04be, 0xbcde, 0xa7b5, 0x2e12, 0xc61a, 0xb100, 0xa9c0, 0x2c2f, 0x25fe, 0x59e3, 0xe538, 0xac85, - 0xde55, 0xe0ec, 0x1409, 0x5776, 0x5198, 0x0822, 0xe4f3, 0x31f0, 0xc82b, 0xfea1, 0x54fe, 0x2784, 0x2b2f, 0xd92f, 0x5e64, 0xac3a, - 0xa138, 0xa168, 0x2e02, 0xf35f, 0x5b7c, 0x5ad6, 0x1fbe, 0xd186, 0x5b53, 0xa52d, 0x12c2, 0xc6f8, 0x5d8c, 0x094f, 0x51c0, 0x4402, - 0xa427, 0x2bf6, 0xc34a, 0xa9e8, 0xe905, 0xaaa2, 0x1215, 0x05b2, 0x9f31, 0x48e2, 0xcfc8, 0xb1ae, 0xbd10, 0xd7a4, 0xd11a, 0xad09, - 0xd67c, 0xeb57, 0x2e03, 0x5a39, 0x5936, 0x5a23, 0x1957, 0xd16c, 0xa1d8, 0x1884, 0x3ace, 0x5355, 0x2966, 0x4986, 0xc66b, 0x4907, - 0x2246, 0xc188, 0xb8b8, 0x1bb4, 0x9f22, 0xe0c3, 0x596b, 0x6068, 0x20a5, 0xc222, 0xabbd, 0xb64a, 0xc22c, 0x0292, 0xc6de, 0x0af9, - 0xc039, 0x5cf6, 0xa7a6, 0x07a5, 0xfce5, 0x0b18, 0xa49c, 0x3803, 0x16ef, 0xaa53, 0xc8d4, 0xe175, 0xa049, 0xbf54, 0x0b3d, 0x074c, - 0x553d, 0x1fae, 0xebab, 0x18c1, 0xbc00, 0xb41c, 0x300c, 0xb488, 0xb90e, 0x3999, 0xbbfe, 0x1c29, 0xb4e8, 0xe430, 0xb759, 0xe036, - 0xba03, 0x412a, 0x043c, 0x5a86, 0xbd27, 0xdfd0, 0xa8e7, 0x36ed, 0x159d, 0x2021, 0xef2f, 0x491c, 0xe43b, 0x3127, 0xcb4b, 0x41b2, - 0xb22b, 0xca5a, 0x1bb5, 0x2ed9, 0xa5b3, 0xae31, 0x19f5, 0x2529, 0x378f, 0xef8d, 0x2d2b, 0x561c, 0x3850, 0xaaa5, 0xa9f3, 0xedda, - 0x2261, 0x4ea9, 0xe9e0, 0xe032, 0x03b9, 0x1b34, 0xd138, 0x5399, 0x9f80, 0x3110, 0x2278, 0x9f80, 0xbe87, 0xabcb, 0x308c, 0xdc59, - 0x5672, 0x0551, 0xcb2d, 0x118c, 0x3b1b, 0x307f, 0xb58d, 0x58a7, 0xfe5b, 0x5b57, 0xd05f, 0x24fb, 0x2f5e, 0x210f, 0x2cf1, 0x260d, - 0x0bda, 0xe6c4, 0xc346, 0x4dcc, 0xdab1, 0xcc58, 0xcb8e, 0x24e9, 0x0036, 0xa8bd, 0x530e, 0xb9d7, 0xdad6, 0x09de, 0xd1d3, 0xf5e1, - 0xa64f, 0xabb6, 0xa798, 0x2b1a, 0xc86e, 0xb8e1, 0xd587, 0xb729, 0xaa19, 0x0508, 0x4c39, 0x9ff5, 0x1254, 0xf922, 0x136a, 0xf9b9, - 0xd8f4, 0x454d, 0x1560, 0x1ab3, 0x477b, 0xea23, 0x10da, 0xba05, 0xd2c2, 0xed4b, 0xb101, 0xa100, 0x2f13, 0x19d8, 0x566c, 0x4586, - 0x4653, 0x4842, 0x05e7, 0xda53, 0x1bc6, 0xcd83, 0xad15, 0x5736, 0x3000, 0xc685, 0xb64c, 0xedfc, 0x35b7, 0xc769, 0x5bf3, 0x3a0b, - 0x4b63, 0xd803, 0xf477, 0xc158, 0x504d, 0xfadd, 0x1351, 0x5312, 0x053c, 0xf670, 0x510b, 0x40e1, 0x5944, 0xfeca, 0x4872, 0xba2a, - 0xa748, 0xbdfa, 0xab6e, 0x5ea4, 0x4cdd, 0x4581, 0xc558, 0xf05c, 0x19c7, 0x2f85, 0xb988, 0x110c, 0x3864, 0xfa97, 0x15da, 0x561c, - 0x3362, 0xaa5e, 0x5422, 0xf3f4, 0x4e97, 0xe9e1, 0x57f1, 0xeb54, 0xcf20, 0xc783, 0xc30c, 0x5788, 0x34e8, 0xb0ce, 0x279a, 0x60a4, - 0xa636, 0xbe56, 0xc926, 0x26a6, 0x5baf, 0x2caf, 0x0cf1, 0xc345, 0xa7ba, 0xa102, 0x4bca, 0xa4ae, 0x0090, 0xdec3, 0xe7c4, 0x1c46, - 0x4373, 0xf646, 0x9e85, 0xbda6, 0x51e7, 0xaf6a, 0x0ddb, 0x43b8, 0x1584, 0xccdc, 0x1f54, 0xeccc, 0xf50c, 0x33aa, 0x3306, 0x0289, - 0xa423, 0xa044, 0xfc41, 0xbb00, 0xe547, 0xa061, 0xc1a3, 0x469a, 0xdf36, 0x1d5c, 0x3812, 0x0e1f, 0xa63b, 0xd689, 0xb38f, 0xb995, - 0x3d5a, 0x609b, 0xc2f7, 0xaae3, 0xbe9a, 0xce35, 0xb4b1, 0xaabf, 0x2d8d, 0xb273, 0x421b, 0xe40d, 0x1c3c, 0x3acc, 0x1b58, 0xf1bd, - 0xd366, 0xf6a1, 0xe911, 0x2d94, 0x1c4f, 0x32b4, 0xc40d, 0xd275, 0xe6f4, 0x29dd, 0x4cd2, 0xe734, 0x2218, 0x5a53, 0xc6c0, 0x284e, - 0xa233, 0xc19f, 0xbd3a, 0x2a06, 0xf56e, 0xf6aa, 0x30a8, 0x127c, 0xd24b, 0x4bc4, 0x43f3, 0xf399, 0x11df, 0x4f8b, 0xbb6a, 0xdffb, - 0x5b41, 0x3501, 0x55c6, 0xf898, 0xa792, 0x4929, 0xb63f, 0x5d67, 0x3193, 0x3b7c, 0x2f01, 0x2fec, 0x234f, 0xa298, 0xb0cf, 0x293b, - 0x5c64, 0xa7e3, 0x4707, 0x309e, 0x5c3e, 0xd3e3, 0x5f94, 0xde03, 0x4931, 0x0db9, 0x0b32, 0x37e4, 0x296b, 0xaa48, 0x5e8e, 0xaa41, - 0xb59e, 0x302e, 0x159d, 0x1800, 0x52e6, 0xeeb6, 0xd99a, 0xd063, 0x49ef, 0xad7e, 0x16f8, 0x4797, 0xd343, 0x4959, 0x44b9, 0x0c70, - 0x1455, 0xdd17, 0x044b, 0xa5e5, 0x40a6, 0x51d2, 0x1476, 0xe089, 0x16f5, 0xdddf, 0x10fb, 0xb6f6, 0xc806, 0x0c20, 0xb3f0, 0xea2e, - 0x5214, 0x52e8, 0xbefb, 0x21f6, 0xf3ff, 0xb4d3, 0xc8e3, 0xfa5d, 0x4159, 0x2cf1, 0xbae5, 0xfa8e, 0x4fc1, 0xa250, 0x0029, 0x33cc, - 0x193a, 0x17e9, 0x276a, 0x1e83, 0x1f9c, 0xd237, 0x30ab, 0x510d, 0xce5a, 0xbb09, 0xb629, 0xf897, 0xe7d3, 0x5169, 0x6172, 0xb1fd, - 0x3ca3, 0x5d7e, 0xf352, 0xd6a5, 0x572f, 0x09d6, 0xdfda, 0xcd82, 0xa69b, 0xf5e1, 0x5d5d, 0xc7cd, 0x47fb, 0x4851, 0x4cd6, 0x60f6, - 0x5318, 0x1b04, 0xa209, 0x36ad, 0x4b2d, 0xf770, 0xb07d, 0x0e9c, 0x07d3, 0xcb0b, 0xd6b9, 0xc333, 0x34cb, 0x43dc, 0x2c9a, 0x52a9, - 0x413b, 0xcb6d, 0xe23d, 0xdffe, 0x39e4, 0xf406, 0x45c8, 0x1ad2, 0x4785, 0x4793, 0xa3e7, 0xbddb, 0x4d02, 0xdf34, 0x2b5b, 0xcad0, - 0xf4cb, 0xb93f, 0x174f, 0x29b9, 0xfed0, 0x5326, 0x5b9e, 0x55dc, 0xe368, 0x4cd5, 0x583e, 0x30ff, 0xa939, 0xd142, 0x0d25, 0x4246, - 0xa851, 0xe35d, 0xbce8, 0xf6dc, 0x9f03, 0x3cca, 0x4a49, 0xe418, 0xf265, 0x5a67, 0xed85, 0xee13, 0xb8a2, 0x3a45, 0x1178, 0x4de0, - 0x5bf2, 0xd674, 0xba47, 0xe1ad, 0xa779, 0xa79f, 0x45bd, 0x5987, 0xc855, 0x5740, 0x577b, 0xed55, 0xb9fe, 0xf270, 0x36a8, 0x46fe, - 0xc4d3, 0xd66c, 0x5958, 0x4be1, 0x2401, 0x6102, 0x166b, 0x9e8d, 0xbcb8, 0xec93, 0xbe3f, 0xb0e6, 0xe37b, 0xaf75, 0x0b31, 0xbd59, - 0xf97d, 0xc56d, 0xb853, 0x3d4a, 0x33c2, 0xc0eb, 0x5dec, 0x4b8d, 0xf341, 0x36a7, 0x1e1d, 0xbece, 0x0b65, 0xa45b, 0x0690, 0x57ab, - 0x4efc, 0x00d4, 0x03a7, 0x2139, 0xb46e, 0x2b74, 0x5c9e, 0xb5b8, 0x3443, 0xbc23, 0x2f21, 0xc09a, 0xf34e, 0x5ba4, 0xca0b, 0x53e9, - 0x5955, 0xd04f, 0x4b5f, 0x4802, 0x46f2, 0x475d, 0x0c26, 0xdf0b, 0xcc2a, 0xf803, 0xdf0a, 0x5643, 0xb9ce, 0xc4c5, 0x0e32, 0x3655, - 0xbee6, 0xb27e, 0x5646, 0x5177, 0xd4c0, 0x275f, 0xfae7, 0x57df, 0x1a4d, 0xf36a, 0x5bcf, 0xb020, 0xa8e7, 0x5e89, 0xa10f, 0xbb91, - 0x136c, 0x4a9c, 0x0fd3, 0xf8cf, 0x23b0, 0x5f9c, 0x9f9e, 0xbadb, 0xdb11, 0xc038, 0x350b, 0x571f, 0xa270, 0x1b72, 0xa500, 0x2597, - 0x1c46, 0x3508, 0x20b5, 0x50ff, 0x162b, 0xb847, 0x5f0e, 0x1195, 0xb046, 0x13e4, 0xa43d, 0x2e7f, 0x490b, 0xf607, 0x4dd0, 0x4b13, - 0xdb12, 0xaab1, 0x0f78, 0xaaa7, 0xc16e, 0x473d, 0xb012, 0xc4cb, 0x441b, 0xa1a0, 0x04c0, 0xc0ee, 0xadb8, 0xaacb, 0xcddd, 0x4b47, - 0xea01, 0x4c27, 0x0337, 0x0e96, 0x3e1f, 0x1280, 0x0ef4, 0xa818, 0x5918, 0x55c2, 0x2086, 0x4ca0, 0xc956, 0x5689, 0x5b9d, 0xa291, - 0xe937, 0x17fc, 0x33cb, 0x1276, 0x9ebd, 0xb6a1, 0xa3f7, 0x1cd5, 0xe140, 0xa186, 0xa7af, 0xef4d, 0x37d8, 0x00a1, 0x9f92, 0x4f79, - 0xf0a9, 0xf220, 0x443c, 0x191d, 0xadc1, 0xaf3f, 0x1ed5, 0xd02f, 0xf5e0, 0x435a, 0xcaf9, 0x3285, 0x3adf, 0x0198, 0x30d5, 0x9eb4, - 0xae0f, 0xa910, 0xe109, 0xcc0c, 0xf9e1, 0x55e6, 0xba71, 0x5fb2, 0x3e31, 0x166d, 0xa248, 0x09e5, 0xbfe0, 0x1c56, 0xb988, 0xd828, - 0xa994, 0x48af, 0xa0bb, 0xbe21, 0x5e64, 0x3177, 0xaad6, 0x59ff, 0x4192, 0x341f, 0x14a3, 0x603d, 0x412b, 0xa4ef, 0x21e1, 0xf7c5, - 0x0e21, 0x1033, 0xd4b3, 0x26e8, 0x25b0, 0x3d31, 0x22ba, 0xa466, 0xaa6a, 0x5bfd, 0x034a, 0xb661, 0xdef4, 0xfbbc, 0xe2bb, 0x5da3, - 0x54af, 0x131f, 0x4ec1, 0xf5d7, 0x55cd, 0xf523, 0xba95, 0x24e0, 0xff77, 0xb43c, 0xb282, 0x345c, 0x2f0f, 0x44bb, 0xa563, 0x1810, - 0xbae5, 0x1adb, 0xc69d, 0xdbd0, 0xa5ab, 0x540d, 0x3737, 0xf73b, 0x0561, 0x2191, 0x544f, 0xf207, 0xfb1d, 0xd154, 0x19c6, 0x128c, - 0xa4ba, 0xda5b, 0xb0f3, 0xdc99, 0xdf4e, 0x1806, 0x229d, 0x14ed, 0xfed4, 0xf4b2, 0x5891, 0x5c46, 0xdc27, 0xbc94, 0x4db8, 0xb6b4, - 0x4ce9, 0xf696, 0x3a2b, 0x2b6a, 0x1fbc, 0xa26a, 0xc2b1, 0xe58a, 0xa584, 0x2ff8, 0xc462, 0xe6c4, 0x2d8f, 0x0b55, 0x15ea, 0xfdca, - 0x1e93, 0xa825, 0x5197, 0x126f, 0xbbc0, 0x3483, 0x4858, 0x4c7f, 0xf3a4, 0x32f0, 0xdd5e, 0xe5aa, 0xb119, 0x32d3, 0x5938, 0x2ff3, - 0x0350, 0x5862, 0x22d7, 0x3c6f, 0x3d1f, 0x0401, 0xb1b3, 0xc1b7, 0xb8d0, 0xb4a8, 0x0948, 0x07bc, 0xaa7b, 0xa271, 0xbd0e, 0x341a, - 0x1948, 0x59c3, 0xa309, 0x19f9, 0xf5d1, 0x4e21, 0x9f51, 0x5a8e, 0x3c63, 0xf1be, 0x441f, 0xba8f, 0x26c6, 0xfa4e, 0x1ef6, 0x3f39, - 0xa83f, 0x5f6f, 0xfc89, 0x1172, 0x0755, 0xfebe, 0x1ffb, 0x5802, 0xa157, 0x4fb5, 0xaa14, 0x6157, 0x449f, 0xccc3, 0x411b, 0xb590, - 0xbeb6, 0xb39f, 0xa23a, 0x1748, 0xa8a2, 0x0ec2, 0xc71b, 0xdb14, 0x4370, 0x5de5, 0x5525, 0xb135, 0x1e4d, 0x59b4, 0xd062, 0xb942, - 0x256e, 0x4f1a, 0x4a8f, 0xd999, 0xcdea, 0xecd0, 0xe403, 0xd074, 0x292a, 0xc0cc, 0xc700, 0x47a0, 0xc691, 0xa709, 0x1590, 0x2d7a, - 0x2d9d, 0x16f1, 0x22f3, 0xfeb9, 0xcb3d, 0x3936, 0x0d40, 0xa09d, 0x0a22, 0x187c, 0x1747, 0xca16, 0xb7d9, 0x5a44, 0xa35d, 0x9f2b, - 0x2606, 0xeb44, 0x48da, 0x6152, 0x42ba, 0xc345, 0x200b, 0x5990, 0xf53f, 0x180a, 0x3dfc, 0x40b0, 0x153b, 0x55d9, 0xa694, 0xee3b, - 0xa842, 0xbe5d, 0x0afe, 0xeba6, 0xbcf4, 0xb55e, 0xa181, 0x0dea, 0xa70e, 0x31cc, 0xa0e7, 0xbcf7, 0x5e53, 0x385e, 0x54eb, 0xa19d, -}; - -uint16_t q15_tanh_result1[1024] = { - 0xc1a9, 0xab2b, 0xf52f, 0xef11, 0xbcc2, 0x5ac9, 0x5ac3, 0x6142, 0xfaa5, 0xa808, 0x9f62, 0xea93, 0xb4fe, 0x59e4, 0x3b6b, 0xa2d6, - 0xa7cd, 0x2ffd, 0xdec6, 0xb68b, 0xa12f, 0x2973, 0x3b71, 0xcc75, 0x13ba, 0xc06d, 0xb79d, 0x32ed, 0xc43d, 0xc90d, 0x5117, 0x3001, - 0xb516, 0xdbd7, 0x4dc5, 0xc62d, 0xce42, 0xdd0c, 0x078a, 0xc471, 0xbeb1, 0x6026, 0x0998, 0xf33c, 0x4f72, 0xee70, 0x6121, 0xaa4d, - 0xe2e9, 0x0c2c, 0xca7a, 0x2ea1, 0x5e0a, 0x2921, 0xc150, 0xd801, 0x55fa, 0x18c2, 0x0883, 0x07ad, 0x40a8, 0xd674, 0x5d06, 0xc4f3, - 0xacb9, 0xbd8d, 0x24b1, 0xc7e3, 0xaca6, 0x5c3a, 0x1725, 0xdf15, 0xa057, 0x573f, 0xef7d, 0xac12, 0x48b3, 0xa8aa, 0xb4cb, 0x24ec, - 0xc65d, 0x4f33, 0xc383, 0x351a, 0xcc71, 0x0973, 0xc329, 0x3d1d, 0xb623, 0xbf68, 0xb64d, 0xa4d4, 0xc8d0, 0x46c9, 0x2b90, 0xd1f7, - 0x03f3, 0x347a, 0xe847, 0xff24, 0x58d1, 0xe6d9, 0x3d48, 0x10be, 0x48c0, 0x3b13, 0x9ef0, 0xa41b, 0x2e75, 0xaae9, 0x4711, 0x38cb, - 0xa7ae, 0xb21d, 0x5318, 0xcb78, 0x5d3b, 0xb94e, 0x100b, 0xfcb8, 0xd01d, 0x484b, 0xfd72, 0xa442, 0xf6e6, 0x4f59, 0x4146, 0x090e, - 0x57ea, 0xc10d, 0xefb6, 0xfd7a, 0xf87a, 0xf475, 0x5c42, 0xc269, 0xe40d, 0x2cdd, 0x4f1d, 0x9fcf, 0x5daf, 0x5139, 0x271d, 0xbf3d, - 0x43cb, 0xaf75, 0xba9c, 0xa44a, 0xb27e, 0x0aff, 0xfa52, 0x01be, 0xfcb7, 0xe500, 0x55f7, 0xaa4b, 0x16a3, 0x4c32, 0x363c, 0xe903, - 0xd95d, 0x14bd, 0xdeec, 0xef33, 0xa564, 0xcce5, 0x6036, 0xb422, 0xc719, 0xb4a6, 0x3172, 0x9f25, 0xbdd1, 0x49fb, 0x5606, 0xa734, - 0xad67, 0xde73, 0xf73f, 0xe898, 0x0a39, 0xed90, 0x564e, 0xa752, 0xc994, 0xb6d6, 0xa49e, 0xbf87, 0xaa23, 0x06ff, 0xd417, 0x240d, - 0xaf0e, 0xb17f, 0xb38e, 0x2bcc, 0xe72a, 0xc2cb, 0x9ea6, 0x0990, 0x46ff, 0x182e, 0xed0b, 0xb00c, 0x5b1a, 0x1a27, 0xc461, 0x30b6, - 0xb8ed, 0x563b, 0x19aa, 0xcfa2, 0xcdea, 0x0b61, 0x11da, 0x5da5, 0x4714, 0xbcbc, 0x5be8, 0xe5d8, 0xce89, 0x1bf1, 0xaeba, 0xb4e0, - 0x54e2, 0x6102, 0xbaa1, 0xba37, 0xa05d, 0x17d6, 0xe218, 0x4df5, 0xfb9b, 0x429b, 0x5fd6, 0x5f56, 0xbc4b, 0x5a48, 0xd28e, 0xe72e, - 0xe234, 0x223d, 0xc21f, 0x52d0, 0x49da, 0x26d7, 0x55db, 0xc536, 0xa12b, 0xc5cc, 0x4721, 0xf69b, 0x5d61, 0x3368, 0x5895, 0x0496, - 0x4eb1, 0xaa85, 0xd3c4, 0x1f9e, 0x5e61, 0xedd6, 0x5827, 0x0d89, 0xd01d, 0x1741, 0xc723, 0x1c12, 0xbe12, 0x4055, 0x150d, 0xde38, - 0x6152, 0xaae1, 0x3e50, 0x12e4, 0x3e54, 0x5ab7, 0x5a3e, 0x2dc8, 0x313c, 0xa500, 0xea32, 0x2a4d, 0xba10, 0x3c75, 0x40ba, 0xa9f5, - 0x0f38, 0x0b83, 0x0f09, 0xfdc9, 0x301f, 0x5abd, 0xcea0, 0xa9ae, 0x5834, 0x5624, 0x5627, 0x55c0, 0x4e16, 0xe5b1, 0x1004, 0x1394, - 0xa5f2, 0x5d80, 0xaa3f, 0x4112, 0x2c34, 0xad3a, 0x5e0a, 0xdac7, 0xfd64, 0xa761, 0x4f16, 0xa715, 0x4a94, 0xe3cf, 0xd0e6, 0xa24b, - 0x09cb, 0xa570, 0x4716, 0xbcf2, 0x47f0, 0xb3f6, 0x58e5, 0x5ab8, 0x0052, 0x9f70, 0xb7b1, 0xe3ca, 0x4617, 0xdb95, 0xc08d, 0x0b77, - 0x300a, 0xd0aa, 0x36c9, 0xd6cf, 0x458e, 0x5f46, 0x5b22, 0xa7ed, 0xa795, 0xeeb5, 0x610b, 0xbf08, 0xdecc, 0x37fb, 0xf6a0, 0x60d3, - 0xdb6a, 0xca48, 0x18c6, 0xfa63, 0xbbe4, 0x1d4b, 0xfec2, 0x161c, 0x1584, 0x5205, 0xac57, 0xe979, 0x25e5, 0xd1a6, 0xb1d1, 0xf44c, - 0xb210, 0xa171, 0xe5d2, 0x502e, 0xc2e1, 0xfcc8, 0xa419, 0xc503, 0xd98a, 0x4c81, 0xa532, 0x5865, 0x06b7, 0xb355, 0xdf86, 0x5d2a, - 0x2cd0, 0x2423, 0x5ac8, 0xb95c, 0x1bff, 0xe7e2, 0xcf48, 0x5a84, 0x5842, 0x4064, 0xe90a, 0xbf82, 0xd220, 0x5f15, 0x4a44, 0x1f51, - 0x5692, 0x5575, 0xaaba, 0x376a, 0x5cff, 0x4761, 0x379d, 0x0da8, 0x08de, 0xe7cf, 0xfc4b, 0xaae7, 0x1eb0, 0x611d, 0x5665, 0x3675, - 0x6014, 0x30bb, 0x325f, 0x19ab, 0x35e7, 0xa120, 0xc06f, 0xe8f1, 0xa5ac, 0x3edc, 0xa346, 0x1ade, 0xdd9a, 0x0f07, 0x293b, 0xa260, - 0xc9a9, 0xf1cb, 0xce14, 0x612a, 0x3d6e, 0xadb1, 0xa8a3, 0xfb11, 0xa49c, 0x0824, 0xb553, 0x2238, 0x253f, 0x57c7, 0xe5d1, 0xe7da, - 0x16d0, 0xaa44, 0x3b56, 0x2a7a, 0x43f3, 0xba1f, 0x41f3, 0x27c1, 0x38d7, 0x281c, 0x4ecf, 0xbde6, 0xbccc, 0x5455, 0x0de9, 0xecc0, - 0xcd86, 0x1dd0, 0xca2d, 0xd0a2, 0xda67, 0x4422, 0x5462, 0xd632, 0xc490, 0x4a03, 0x10b1, 0xa9e3, 0xc507, 0xa0a9, 0xc3ba, 0x0438, - 0x41b4, 0xa502, 0xa9eb, 0x1bbd, 0xab87, 0xfdbc, 0xf0f6, 0xbf8e, 0xdce2, 0x9fd9, 0xbcab, 0xdd67, 0xfc6b, 0x1210, 0xb2bf, 0x2763, - 0x577a, 0x3ca0, 0xe765, 0xda8e, 0x3da9, 0x4d71, 0xb03c, 0xba3a, 0x28da, 0xfd5c, 0xf05f, 0x185c, 0xe897, 0x3265, 0x2319, 0xeca5, - 0x2ab2, 0x2d89, 0x2fca, 0x3efa, 0xa6e0, 0xd17e, 0x4df0, 0x4e3f, 0x5634, 0x4420, 0x37cf, 0x1ef3, 0x5556, 0x0c22, 0x416f, 0xde26, - 0xd1a3, 0x3d64, 0xa7cf, 0x5ac0, 0xc92f, 0xc4da, 0x5fdc, 0x2875, 0x5861, 0xf563, 0xe56b, 0xc754, 0xd8dc, 0x503a, 0xfc27, 0x1934, - 0xd282, 0xbe70, 0x3a0b, 0xf795, 0x08df, 0xe1a1, 0xa087, 0xa8b7, 0xb04a, 0x052d, 0x02b4, 0xb839, 0xad14, 0x57c1, 0xb125, 0xa44b, - 0xcdd0, 0x5c75, 0xa81f, 0xb3d2, 0xa026, 0xc1ea, 0x20d3, 0x4587, 0xed41, 0x56f7, 0x223a, 0x0ee3, 0xfeec, 0xa116, 0x0a05, 0xbbc2, - 0x4117, 0x0c8e, 0xafc1, 0xbc57, 0x5c90, 0xe7ff, 0x1228, 0x5b55, 0xea64, 0xfa5f, 0xcd3e, 0x3554, 0x201d, 0xaf3c, 0xb054, 0x3e96, - 0x4f4c, 0x480d, 0xaac1, 0x1d67, 0xddaa, 0xe611, 0xe42b, 0x00b6, 0xab84, 0xdc25, 0xaaf6, 0x58f1, 0x38de, 0xc695, 0xc83d, 0x1593, - 0xb97c, 0x6144, 0xbaf2, 0x450e, 0x5346, 0x5a22, 0xf669, 0x177f, 0x30b6, 0xed33, 0x58ad, 0x5bce, 0x24c6, 0x5b80, 0xa92a, 0x4ede, - 0xf0b2, 0xb0ab, 0x9eca, 0x4449, 0xc4e0, 0x031e, 0xa69f, 0x4097, 0xaf0a, 0x5679, 0xa58a, 0xe1ec, 0x3463, 0xdcb0, 0x5441, 0x1ada, - 0xe1e2, 0x58d1, 0x4187, 0xa9e4, 0x1f64, 0x06fc, 0x52fb, 0x5843, 0xfa92, 0x5650, 0x23d1, 0x4d31, 0x4ebc, 0x5e1a, 0xab56, 0xc896, - 0xa117, 0x482b, 0xf6ef, 0x4b17, 0xabca, 0xc70c, 0xb5e8, 0xa7a2, 0x6139, 0x578e, 0xb7a2, 0x4a14, 0x5821, 0x5d71, 0xbcba, 0xf7c5, - 0x0a25, 0xa252, 0x1120, 0x5227, 0x2bd4, 0xa975, 0xa127, 0xa4af, 0x5ef0, 0xed80, 0x3094, 0x3440, 0x2a97, 0xbe23, 0xcc14, 0xf932, - 0x6152, 0x2cfd, 0xa9b9, 0x0ff1, 0x5dec, 0x35c6, 0x5d5f, 0xbc53, 0xc5c1, 0x6064, 0xd5ed, 0x4f9b, 0x9fe6, 0xeb8f, 0x470b, 0xb28e, - 0x06ac, 0xa6ef, 0xb53e, 0xbab1, 0x4c34, 0xcc45, 0x0a49, 0xe636, 0xa517, 0x2227, 0x2bdb, 0x2c1c, 0xb8b0, 0xbc9f, 0xd007, 0x5397, - 0xccaf, 0xa5a3, 0xac33, 0xe007, 0x4a7c, 0x32b7, 0xafff, 0x1fe9, 0xd2d7, 0xc831, 0x47c9, 0x1b55, 0x24cd, 0xeb16, 0xb1a5, 0x0b77, - 0x4666, 0x4b70, 0xab4f, 0x3182, 0x2729, 0xe6df, 0xb372, 0xe807, 0xe615, 0x3783, 0xab76, 0x0656, 0x1172, 0x5402, 0x578f, 0xed18, - 0x3cb6, 0x1e93, 0xbaed, 0xf43e, 0xd1d0, 0x2463, 0xf14f, 0xa2da, 0x2eca, 0xd61f, 0xd11a, 0xaf76, 0x2fce, 0xace2, 0xd047, 0xa4c3, - 0xdc33, 0xa255, 0xff6f, 0xc4e9, 0x12f5, 0x59f4, 0xab79, 0x6016, 0xc9a8, 0xfbdc, 0x1ddc, 0x5f90, 0x2ddf, 0xb745, 0x1561, 0xb56b, - 0x44e4, 0x17e5, 0x5f66, 0xb57f, 0xb938, 0x2cbd, 0x2e77, 0x29b9, 0x3300, 0x34fe, 0xb5d0, 0x5689, 0xb7cb, 0x5e94, 0x1f7b, 0x12ef, - 0x3b61, 0xea6f, 0xd171, 0xd897, 0x0a9b, 0x4bd3, 0xd268, 0xba17, 0x3be2, 0xb30e, 0xb76a, 0x3fd0, 0x1a8a, 0xa66b, 0xa754, 0xe85f, - 0x60f5, 0x14fa, 0x57c2, 0xb603, 0x26e6, 0xa243, 0x46c5, 0x60ac, 0x0f8b, 0x0388, 0x50e9, 0xa0f2, 0xc431, 0xa5da, 0x9f3a, 0x0583, - 0xab8f, 0xa821, 0xa366, 0x0a66, 0xa4cf, 0xc031, 0x9f6d, 0xa53f, 0xf5d3, 0x39a7, 0xda43, 0xc742, 0x3502, 0xa084, 0xe065, 0x2bed, - 0x0624, 0x1993, 0x061e, 0x5c86, 0x0bea, 0xf244, 0x47fc, 0xe0ba, 0x5904, 0xa514, 0xa39b, 0xa506, 0xfe91, 0xf501, 0xe9ee, 0xabf8, - 0x587c, 0x498e, 0xbda0, 0x390b, 0xe76a, 0xb1d7, 0xb297, 0x4be1, 0x5ae2, 0x34bd, 0xbb4b, 0x1b7f, 0xe715, 0xb54f, 0xa881, 0xd579, - 0x143a, 0x1d62, 0xbc22, 0x43df, 0xb4d6, 0x258f, 0x4a51, 0x1a18, 0xa69f, 0xec05, 0xb717, 0x5891, 0x5543, 0x5a6a, 0xa75d, 0x0827, - 0x392c, 0x5e05, 0x20e6, 0x4e80, 0xcca4, 0x0b99, 0x5697, 0x4d9f, 0x9f4a, 0xb141, 0xe4f2, 0x5abc, 0xa2e9, 0xac6a, 0x35c4, 0x444a, - 0x3627, 0x1162, 0x9f4a, 0x48fc, 0x43e0, 0xc218, 0x31e4, 0x284e, 0x27ca, 0x43fa, 0x3801, 0x4e3d, 0xe1b6, 0x39f5, 0x9f5e, 0x4df1, - 0x0300, 0x2ab2, 0x364d, 0x294a, 0xcaf9, 0x42eb, 0x44a8, 0x58c7, 0xa015, 0xe490, 0xa58f, 0x403a, 0x3754, 0xb64b, 0x1308, 0xbeeb, - 0xf0da, 0x2864, 0x49c0, 0xe033, 0x21b8, 0xa807, 0xe79a, 0x4db7, 0xc3c6, 0x2827, 0xeae1, 0x38ab, 0xc874, 0xd4a2, 0xc04c, 0x0188, - 0xd1fc, 0x016d, 0xb6a2, 0xf991, 0xb144, 0xc571, 0xc6a3, 0xa70d, 0x3b9e, 0x4281, 0xa068, 0xa52d, 0x1c6d, 0x1e9c, 0xa7c8, 0x5622, - 0xa696, 0xe28d, 0x53e8, 0x1926, 0xcb67, 0x53cd, 0x1b76, 0x59de, 0xd7df, 0xc88c, 0x5d1f, 0x48c2, 0x5939, 0x0ad9, 0x18d5, 0x23f3, - 0x2894, 0xb837, 0x5491, 0x59b9, 0xa97d, 0xb44c, 0x0bce, 0xe60d, 0x5216, 0x5500, 0x52de, 0xb625, 0xb3e1, 0x5c07, 0xac4d, 0x4308, - 0x0a55, 0xcbd7, 0xa966, 0xb7bf, 0x1b50, 0x33b1, 0xda7b, 0x38e8, 0x3db9, 0x3c77, 0x37af, 0x60b0, 0xa28a, 0xa57d, 0x55d5, 0x5aad, -}; - -uint16_t q15_tanh_result2[1024] = { - 0x4181, 0xf6b6, 0xc3c3, 0xd6fe, 0x5955, 0x27ee, 0xc0e8, 0xde35, 0x44ec, 0xe6f3, 0xfed3, 0xd9cb, 0x5672, 0xced4, 0x231f, 0x2815, - 0x5bf7, 0xc5a0, 0x5d64, 0x602b, 0x30fc, 0x3e66, 0x3a28, 0xf659, 0xb62b, 0x3044, 0xa7d0, 0x054e, 0xb161, 0xc020, 0xe8ab, 0xb988, - 0x37fd, 0xe510, 0xf8cd, 0x2a29, 0x9fb0, 0xda9a, 0x0b6a, 0x28eb, 0xb90a, 0xadad, 0xadec, 0xb5f2, 0x47af, 0xa85a, 0xb25c, 0x43dd, - 0x5341, 0x5ed3, 0x297e, 0x0e90, 0x579c, 0x269a, 0x4211, 0x1398, 0xe461, 0x3c6c, 0xa662, 0x4915, 0xa8cd, 0xc724, 0xbf01, 0x3e1c, - 0xc2a2, 0xcf0c, 0xbc50, 0xbc0c, 0x26fd, 0x13ed, 0x2d6f, 0x4d32, 0x4cae, 0x5667, 0x5f6d, 0xf621, 0x9f92, 0xd197, 0xa65d, 0xfacf, - 0xa992, 0x616d, 0x5743, 0xf729, 0xa679, 0x35da, 0x4ca7, 0xc888, 0x112a, 0xc893, 0xcb41, 0xe250, 0x3781, 0x51f9, 0xf8fe, 0xb4cd, - 0x55ae, 0xcad3, 0x0120, 0x04b7, 0xf2d2, 0x4076, 0xe108, 0x3c10, 0x5dc6, 0xf8c9, 0x5578, 0x3ee5, 0xad5d, 0xd0db, 0x4767, 0xaa17, - 0xb365, 0x15c2, 0xc11e, 0xe589, 0x5d13, 0x1a03, 0xb271, 0x598a, 0xdad9, 0xa8b9, 0xe48b, 0x2933, 0xb52d, 0xa413, 0x1f34, 0x479d, - 0xdb35, 0xd67e, 0xb66c, 0xa199, 0xff10, 0x207d, 0x4774, 0xdeba, 0xb805, 0x4a8a, 0x2229, 0x3aeb, 0x4d7e, 0xb717, 0xb9de, 0x5270, - 0xb713, 0x524e, 0x356a, 0xc6d9, 0x5e6b, 0xc396, 0xe058, 0xb278, 0xfb46, 0xc6b4, 0x59d1, 0x1828, 0x40a6, 0xe7e6, 0x5a7a, 0x1604, - 0x566d, 0xd52f, 0x0010, 0xe91c, 0xe785, 0xd37e, 0x4662, 0x4798, 0xe977, 0x6056, 0xbac5, 0xa3c0, 0x2064, 0xa9f0, 0x5adc, 0x4c06, - 0x57e0, 0xf263, 0x2931, 0xb072, 0x4e10, 0x3256, 0x5a5e, 0x3fd9, 0x03ba, 0x0029, 0x5bf8, 0xe3b5, 0xce8f, 0x59f7, 0x58ad, 0x6098, - 0x5e2b, 0x137e, 0xac4a, 0xa3df, 0x4b36, 0xc19d, 0xd089, 0x528c, 0xc148, 0xb38e, 0xd740, 0xc485, 0xa5a6, 0xaee5, 0x0b19, 0x08c0, - 0x0f10, 0x24ab, 0x07c1, 0x2196, 0x56dc, 0xf04d, 0x9f76, 0xf619, 0x5dd6, 0xe149, 0xf4af, 0xba39, 0x463e, 0x5ec0, 0xa107, 0xfb06, - 0x612d, 0xcc76, 0x31cf, 0x4342, 0x425f, 0xb39f, 0x1721, 0x0cda, 0x4f82, 0xcd4f, 0x1df3, 0xc1c5, 0xad9a, 0xa3f9, 0x4b2b, 0xaa63, - 0xf9c4, 0x5e6c, 0x57cf, 0xdfc8, 0xc199, 0x3261, 0xed47, 0x5194, 0xe6bd, 0xdb34, 0xdaf7, 0x2e9f, 0x5ae2, 0x47b7, 0x22b0, 0x58b0, - 0xc33a, 0xf1e6, 0x1310, 0x520f, 0x4f68, 0xb2f6, 0xad46, 0xd99c, 0x1a4e, 0x548f, 0xe9d7, 0x5bf3, 0xa469, 0xc09c, 0x3d3a, 0xb1e4, - 0xbddc, 0xaab8, 0x4b71, 0xbb1f, 0x4798, 0xa24f, 0xd33a, 0x36cd, 0x3f1e, 0xa323, 0x534d, 0x5552, 0xffa8, 0xa262, 0x14fe, 0xb23b, - 0x0fb3, 0xa886, 0xc6c1, 0xbdfe, 0x43df, 0xa1ce, 0xd7ef, 0xa112, 0xd5f2, 0xbe4f, 0x4801, 0x0421, 0x4d3e, 0x9fde, 0x5f2d, 0xb86e, - 0x9f6b, 0xb8dd, 0x4623, 0xe4b3, 0x4636, 0x5e61, 0x0337, 0x2a77, 0xc743, 0xde8f, 0x17f1, 0xa063, 0xfdb8, 0xebd3, 0x58de, 0xce22, - 0xe28b, 0xb7e6, 0x9e86, 0xc701, 0x55cc, 0xac89, 0xc2e1, 0x5561, 0x1c09, 0x343b, 0xb7c2, 0x0823, 0x5d4f, 0x489b, 0x4090, 0x6088, - 0xb362, 0xa196, 0x2633, 0x4707, 0xb9af, 0x569f, 0x3141, 0x2b3c, 0x2d6f, 0xf02a, 0x4286, 0xc95b, 0x455f, 0xb749, 0x4256, 0xf4be, - 0xb8ec, 0xbd82, 0x1e0d, 0x1e99, 0x6123, 0xa06c, 0x03d6, 0x356d, 0x5d20, 0x56b5, 0x5d9a, 0xfe05, 0x29a2, 0x15b1, 0xd9c8, 0x616c, - 0xf98a, 0xba13, 0xa8d9, 0xd6a2, 0x5d5e, 0xaa40, 0xeaa4, 0xa378, 0xa8a0, 0xb57e, 0xa255, 0x4867, 0x4a75, 0x531e, 0x15b6, 0xb669, - 0x314d, 0x0e84, 0x5571, 0x5a3d, 0x5a02, 0xf3af, 0x09f3, 0xd2ef, 0xa71c, 0x4345, 0xadd0, 0xa0ee, 0x31ed, 0x4668, 0x20e1, 0x436b, - 0x0391, 0xd930, 0xb829, 0xeacc, 0x4eb1, 0x20e9, 0x3384, 0xb130, 0xabe3, 0xb779, 0xb839, 0x5191, 0xa3db, 0xbe61, 0xdf9f, 0xb666, - 0x51f7, 0x5d39, 0x1648, 0xaeda, 0x526e, 0xa3c2, 0x4c7a, 0x5ca5, 0x5504, 0xb487, 0x294a, 0xbb58, 0x4126, 0xdd1b, 0xf080, 0xe61f, - 0xd35e, 0x5d22, 0xc471, 0xad86, 0x2782, 0xfbb4, 0xeb8f, 0xc951, 0x2e24, 0xe88d, 0xe4e5, 0xaab4, 0xae13, 0xeac9, 0x392f, 0xdab6, - 0xbbda, 0x2d28, 0x58fc, 0xb9bb, 0x3006, 0xbb08, 0x1727, 0xd3f6, 0x3456, 0x4794, 0xcd09, 0xaeff, 0xc0d4, 0x168b, 0xd684, 0x1cf7, - 0x15d9, 0x238d, 0xc56e, 0xfbac, 0xd6d3, 0xa714, 0xa33c, 0xa1f1, 0x2b79, 0x5ae6, 0xcae6, 0xa2af, 0x1ad9, 0xb30b, 0xb9c7, 0x45d0, - 0xa744, 0xa6ca, 0x16ba, 0xdcd1, 0xe130, 0xcc67, 0x4174, 0x2283, 0xb012, 0x272f, 0xa150, 0xbd36, 0x1898, 0x1a7d, 0xcf70, 0xef6f, - 0xf6fc, 0x3c9a, 0x3bfe, 0x4533, 0x9fcc, 0x3377, 0xb12a, 0x23e7, 0xb26a, 0xc412, 0x0dac, 0xe10f, 0xaafa, 0x5cbd, 0x0ab3, 0x55ff, - 0x2842, 0x5012, 0xc43e, 0xa5aa, 0xab2e, 0x5d08, 0x54dd, 0xea3b, 0xfc93, 0x5b15, 0xac33, 0xb2f3, 0xa3dd, 0x4d6c, 0x4625, 0xe837, - 0xb5d1, 0x01b6, 0xa3be, 0x1319, 0x1b79, 0x60d3, 0x168e, 0xf4e5, 0xa262, 0xe410, 0x534a, 0xc3d8, 0xb3a0, 0x5ab4, 0x0c20, 0x425c, - 0x19ec, 0x0da6, 0xc643, 0x2e31, 0xe88e, 0xa858, 0x591f, 0xca82, 0xc4a9, 0x3380, 0x55c6, 0xadd3, 0x1cd0, 0x4a0d, 0x4ac0, 0x53d8, - 0xb4b9, 0x46ee, 0x9edc, 0xddf2, 0xe1ab, 0x42f1, 0x110f, 0x45ad, 0xca9d, 0x58b2, 0xdf00, 0x29df, 0x346a, 0xe785, 0xbb62, 0x00e4, - 0xed96, 0x1c41, 0xada8, 0xc77c, 0x5eae, 0xc3d6, 0xa338, 0x5631, 0x2473, 0x5257, 0x5420, 0xa9e1, 0xdb5a, 0x245b, 0xcd0a, 0xc7fe, - 0x063e, 0xd5fd, 0x292e, 0xf378, 0x4663, 0xaf50, 0x26e7, 0xbd36, 0x47c0, 0xb8a7, 0xae2c, 0x400c, 0xe27a, 0xcdbb, 0x4105, 0xd1d9, - 0x2c63, 0x46b3, 0xb08f, 0xb13f, 0x1ecb, 0xb6ba, 0x1b7b, 0xd1f4, 0x4017, 0xa617, 0xfc48, 0x58ed, 0xd6c5, 0x0116, 0xffa9, 0xaaf3, - 0xaabc, 0xa107, 0xa0f7, 0x0023, 0x44fe, 0xc245, 0xafe3, 0x020b, 0x0348, 0xd41e, 0xf834, 0xa381, 0xe8be, 0xf3d6, 0xf926, 0xe1cb, - 0xc12b, 0x1acb, 0xf19f, 0x11a2, 0xe93a, 0x5ce6, 0xfa3d, 0x4797, 0x38c6, 0x536e, 0x5470, 0x5dcc, 0x2c8f, 0xf34d, 0x3466, 0xd8e6, - 0x41da, 0x4872, 0xae79, 0x2b28, 0x1c75, 0x0586, 0xbaa1, 0xa92e, 0xafee, 0x0961, 0x3334, 0xf7b5, 0xc73f, 0x132f, 0x3db7, 0xbf55, - 0x0a0a, 0xa136, 0xaaa5, 0x53c8, 0xd71c, 0xeb7a, 0x34c0, 0x2ecc, 0x4df7, 0x455c, 0x1284, 0x4d63, 0x5e5a, 0x31be, 0xe7f9, 0x4ac2, - 0x397f, 0xf5e2, 0x09f7, 0x3005, 0x5af8, 0xae3b, 0xe7be, 0xdc6a, 0xb8c5, 0xbd7f, 0x54fb, 0xee0d, 0xf5cf, 0x5b03, 0x5189, 0x5deb, - 0xd7ae, 0x20f4, 0x5125, 0xc1f0, 0xff6f, 0x473f, 0xad3e, 0xa481, 0x226c, 0x2ca5, 0xde15, 0x4597, 0xcbf1, 0x3d84, 0xb6c6, 0xa3d7, - 0x5cf7, 0xbd71, 0x5062, 0xfecd, 0xdfd8, 0x52a6, 0xb917, 0xa5dc, 0x53b5, 0xc729, 0x21aa, 0x1c67, 0xa4a4, 0x46d2, 0x0222, 0xaccd, - 0x51bc, 0xd1bf, 0x069d, 0x3e1f, 0x42e2, 0x4847, 0xbc38, 0x1f04, 0xb725, 0xea69, 0xbfa1, 0x5e2e, 0x4e9f, 0x1471, 0xa871, 0xdf39, - 0x00ce, 0xbcc2, 0x4731, 0xbc9c, 0xcb58, 0xc1d7, 0x5599, 0xcfeb, 0xa7ed, 0xa613, 0xd381, 0x5f0e, 0xf379, 0x39e6, 0x5a92, 0xa251, - 0xc73f, 0xa285, 0x4d25, 0x59ac, 0xd78c, 0xe079, 0x4697, 0x5860, 0xcba0, 0xc427, 0xa08a, 0xdd84, 0xc50a, 0x4d75, 0x5626, 0xfce8, - 0x5c0e, 0x0c7b, 0xbaa3, 0x57c0, 0x56ff, 0xaea2, 0xc498, 0xf054, 0x4f15, 0x2964, 0xaff6, 0x1a36, 0xe054, 0x59cd, 0x01c5, 0x5609, - 0xe058, 0xac03, 0x0559, 0xb5d2, 0x0e1e, 0x5dd8, 0xadf7, 0x3b2a, 0x5378, 0x03de, 0xd38c, 0x4ec8, 0x49e6, 0x17fb, 0xcd30, 0x55ef, - 0xa4cd, 0xbd89, 0xe330, 0xb1ab, 0x0b2b, 0x1e1d, 0x2efa, 0x5985, 0x531d, 0xe186, 0xc951, 0xfa14, 0x0d61, 0xaaec, 0x2916, 0x2623, - 0xa926, 0x15fe, 0xd27f, 0xdfa0, 0x44f9, 0xe14c, 0xae5b, 0x5345, 0x44ac, 0x3fe4, 0x417b, 0xc2cb, 0x5b3a, 0xa97f, 0xba44, 0xf6f0, - 0xb9e8, 0xded8, 0xdc9d, 0x5c6b, 0xa7b0, 0x5f47, 0xcb63, 0xef14, 0x5e63, 0xa0cd, 0xea7d, 0x4462, 0xe4b2, 0x520b, 0xba01, 0xbf99, - 0xa0ff, 0xe27b, 0xa295, 0xfae5, 0xccf4, 0x5465, 0x3d58, 0x3ef3, 0xa852, 0x22f8, 0xb6e5, 0x4321, 0xbfa9, 0xb210, 0xd306, 0xc6a4, - 0xb8aa, 0xd2ba, 0xea6b, 0xc528, 0x336a, 0xa319, 0xe5c7, 0xbfba, 0x5941, 0xce4c, 0xc96e, 0xe106, 0x1134, 0xf545, 0x4d88, 0xfb31, - 0x3ab4, 0xbcbf, 0xa7de, 0xa4ed, 0x5395, 0xdff4, 0x1fbe, 0xc161, 0xf6d4, 0xf81a, 0x07e2, 0xa538, 0x5742, 0xabd1, 0x5324, 0xe218, - 0xcba3, 0xa50e, 0xcb83, 0x0dd9, 0x3e04, 0xb142, 0xa8cc, 0x4fc6, 0x5ee8, 0x1d7c, 0x2a92, 0xdf26, 0xb437, 0x6060, 0xfbfa, 0x340d, - 0x3344, 0x5af5, 0xfd0f, 0x3ebc, 0xbf99, 0xf35c, 0xaefa, 0x9e9d, 0x392e, 0xc30a, 0x5c67, 0xb8be, 0xd812, 0x2470, 0xccc7, 0xab24, - 0x60d4, 0xcc1f, 0x1312, 0x2056, 0x12c0, 0xeb95, 0x4140, 0xd706, 0x492b, 0xc1ae, 0x2f9a, 0x3bd8, 0x4e5a, 0x4459, 0x5d70, 0x5c8c, - 0x5b18, 0xd0a4, 0x1b96, 0xa231, 0x443d, 0xdc60, 0x4a4f, 0x4c2d, 0xd594, 0xa6ac, 0x3fc8, 0x4410, 0x5ed1, 0x2416, 0x4388, 0x530c, - 0x5cfc, 0xa869, 0xb7a8, 0xc10b, 0x2fd8, 0xa89a, 0xb064, 0xaaeb, 0xd844, 0xbd35, 0x4416, 0xef7c, 0xc6d8, 0xbf59, 0xb579, 0x05ba, - 0x4db0, 0x2c36, 0x3bab, 0x21fb, 0xebfd, 0xecb6, 0x464e, 0xe31c, 0xb271, 0xaf1a, 0x282d, 0xc890, 0xe8ad, 0xfc75, 0x14a7, 0xd1ba, - 0x3f22, 0xd4ca, 0xdb3d, 0x48d2, 0xdc7a, 0xdc61, 0x5fa8, 0x5d74, 0x1fcc, 0x53ff, 0xdb47, 0x2f69, 0xb69b, 0x2f7a, 0x2641, 0x538d, -}; - -uint16_t q15_tanh_result3[1024] = { - 0xcd15, 0xfb6c, 0xd493, 0x3286, 0x3f52, 0xe4c8, 0xc5c2, 0xe704, 0x4681, 0xb4c9, 0xadc6, 0xd3da, 0x56ec, 0x9fb2, 0x55ea, 0x1c47, - 0xb5ee, 0xe2ad, 0x09fb, 0x54fe, 0x56f5, 0x24ce, 0xa140, 0x5324, 0x1c11, 0xf585, 0xc125, 0x53c6, 0xeb43, 0xa5f0, 0xa32a, 0xaef4, - 0x540d, 0xa974, 0xd578, 0xa136, 0x2c2e, 0xc190, 0xb68d, 0x9f9d, 0xe9b5, 0xef4b, 0x5ef3, 0x348d, 0x1dbc, 0x525e, 0x394d, 0x4921, - 0x3297, 0x2b7d, 0x206b, 0xd1ae, 0x2ede, 0xe7b0, 0xe3bd, 0x4e17, 0x5fe5, 0x4321, 0x4581, 0x111c, 0xa76b, 0x4ddb, 0xc49a, 0xa349, - 0xf8d5, 0x25b9, 0xfb7e, 0xc231, 0x0193, 0x4d58, 0x0f52, 0x57a4, 0xd8e7, 0xe47b, 0xaa08, 0x6150, 0x9f32, 0xc834, 0xd87d, 0x5419, - 0x2e40, 0x3cf3, 0xab0b, 0xa4f6, 0x46c6, 0xeaa6, 0x4c8f, 0x0b11, 0x3f3e, 0x5f01, 0xabef, 0xb41f, 0x2658, 0xe0a3, 0x3003, 0x6140, - 0xac93, 0x312f, 0xb217, 0xb29b, 0x5915, 0xef86, 0xc251, 0x36bb, 0x4a77, 0x57e5, 0x9ea6, 0xaebe, 0x4210, 0xf236, 0xd1cd, 0x589b, - 0x26b0, 0xb24a, 0xe272, 0xa1e1, 0xb3df, 0x4c24, 0xe672, 0xad75, 0xc98c, 0xa0b3, 0xd5c9, 0xbdbc, 0xf5bd, 0x5cf4, 0x2b0a, 0xbdf0, - 0x3e5c, 0xd37f, 0xfc17, 0x1390, 0x59a0, 0x4ce7, 0xf90d, 0xd1cb, 0xa403, 0xf6b9, 0x38de, 0xa736, 0x5be1, 0x45f9, 0x41ae, 0xadfa, - 0xaf13, 0x057b, 0x60df, 0x9fd3, 0xad18, 0x1915, 0xc7e2, 0x1dca, 0x0797, 0x14a3, 0x0317, 0x5e73, 0x0223, 0x3a8f, 0x3ac2, 0xb33b, - 0x3e1a, 0x5efc, 0xbba1, 0xc400, 0xfb71, 0x540e, 0x012a, 0x5cb1, 0xe12c, 0x2e9a, 0xeee5, 0x5585, 0xc34c, 0xb374, 0x36c9, 0xa816, - 0x10ae, 0x3743, 0x5405, 0xbee8, 0xd598, 0x29dd, 0xbe74, 0x566e, 0xa043, 0x3e56, 0x444b, 0x5416, 0xa7a4, 0x2c35, 0xa052, 0x0ac4, - 0x52b2, 0xfc66, 0xd821, 0xc8fc, 0x313b, 0xabd5, 0xe735, 0x48cc, 0x289f, 0x4de6, 0x10a4, 0x08bd, 0x4667, 0x18a9, 0xfd19, 0xe86c, - 0x1043, 0xef85, 0x16c6, 0xff45, 0x4282, 0xc9ae, 0xb8e8, 0xd093, 0x5502, 0x1aef, 0xe97e, 0xed0c, 0x4b4a, 0xcfa2, 0x242f, 0xf448, - 0x401c, 0x9ffc, 0x074e, 0x6115, 0xb960, 0x209a, 0x567f, 0x492d, 0xedfb, 0x572e, 0xba24, 0x5aef, 0x5214, 0x47aa, 0x352d, 0xf127, - 0x0709, 0xe287, 0xaeb0, 0x5801, 0x5a82, 0x2669, 0xdf90, 0x09cf, 0x9fd6, 0x10e4, 0xc5fd, 0x5b0f, 0x60d5, 0x0fec, 0xc97f, 0x3bf2, - 0xd086, 0x5ad8, 0x0b24, 0x3d91, 0x3955, 0xd764, 0xed7b, 0xb14d, 0x281b, 0x4494, 0xca1e, 0x1dc7, 0x4717, 0xbe04, 0x5fc3, 0xa278, - 0xe1de, 0x487d, 0xa1b3, 0xc3a2, 0xa472, 0xa6ed, 0x46ee, 0xf3e2, 0xafa9, 0x2c92, 0xf4d3, 0xf82c, 0x43c7, 0xb5b7, 0x531b, 0x2728, - 0xbb5a, 0xe9fb, 0x60ab, 0xcab0, 0xf61a, 0xea3f, 0xf32f, 0xf245, 0xc970, 0x0cb3, 0x234c, 0x03f3, 0x5c31, 0xb551, 0x1116, 0x3ac4, - 0xc5fc, 0xff5c, 0xa3fe, 0x4e21, 0x5a4b, 0xa876, 0xaa66, 0x5acd, 0x4b8c, 0xbfe9, 0x291f, 0x4939, 0xe839, 0x9eb0, 0xa0a7, 0x57cb, - 0xcf88, 0xde71, 0x4431, 0xe48b, 0x2fe4, 0x2d6f, 0xdc58, 0xe64f, 0xbeb5, 0x4b2c, 0x26ab, 0x9f97, 0xbe63, 0xd396, 0xba8c, 0x507a, - 0xf7ec, 0x3268, 0xbdc0, 0xef9c, 0xc864, 0x461b, 0xf4b0, 0x0877, 0xa66e, 0xa932, 0xa753, 0xa990, 0xfb23, 0x3c71, 0x303e, 0xd67f, - 0x0dcf, 0x177b, 0xf5be, 0xa752, 0xd9f7, 0xcf63, 0xa196, 0xead3, 0xdfee, 0xc7d5, 0xa48f, 0x3263, 0xbede, 0x5d6c, 0x4d9e, 0xad41, - 0x4fc1, 0x2bc5, 0xe513, 0x595c, 0x2f80, 0xa28a, 0x0015, 0x52ec, 0xec7b, 0x3622, 0xf4cf, 0xbfdc, 0xb630, 0x3f9f, 0xeca7, 0xe5cb, - 0x51c6, 0xf689, 0x54c7, 0x4f40, 0xc8dc, 0xaabb, 0x2557, 0xa101, 0xc429, 0x4b00, 0x2d16, 0xdd2b, 0xb66c, 0x5c2d, 0x1732, 0x593d, - 0xb134, 0x533c, 0xce98, 0x5a35, 0x329d, 0x5ffd, 0xceea, 0x9f82, 0xa05c, 0xab78, 0xaf83, 0x2fe0, 0xa198, 0xb58f, 0xca9d, 0xeef7, - 0xc44b, 0xa1e7, 0x3c24, 0x2445, 0xa40a, 0x6140, 0x0186, 0xd926, 0x00b6, 0xbf4c, 0x4c10, 0xbc35, 0x587a, 0xdc93, 0xb3e5, 0xc42e, - 0x2d45, 0x4968, 0x1915, 0xd5aa, 0x45fa, 0xe12f, 0xf2cc, 0xbb3e, 0x17fe, 0x5c62, 0xc5a5, 0x3395, 0x4925, 0x140b, 0xd7a8, 0x3a96, - 0xcf23, 0x20c8, 0xd40b, 0xcc80, 0x40e2, 0x17b3, 0xd305, 0x2265, 0xb7dc, 0x4f9c, 0x025e, 0xb38e, 0xc92b, 0x05ff, 0x604a, 0x3011, - 0xe3bd, 0xfde7, 0xd096, 0x281c, 0xd1af, 0xf7ea, 0x2e97, 0xb5c0, 0x406f, 0x3c1f, 0xb623, 0xc69a, 0xffaf, 0x4ce2, 0xfbf6, 0xef45, - 0x9ecb, 0xc494, 0xa002, 0x4e05, 0xfe5a, 0xaa81, 0xfa29, 0x0c44, 0xa849, 0x5218, 0xbb82, 0x5e3d, 0x28d1, 0x3745, 0x4f7f, 0xe623, - 0x5f01, 0x302b, 0xc34d, 0x3813, 0xc0eb, 0x2150, 0xbf60, 0xb4dc, 0xd1cd, 0x05a9, 0x1c9b, 0xab62, 0x1a4d, 0xf35c, 0xf740, 0x3c35, - 0x2120, 0xe39d, 0x2eff, 0x5c09, 0xe7a5, 0x0c7c, 0x5d43, 0xab36, 0xbe8e, 0xf487, 0x232a, 0x10b1, 0x00ab, 0xe022, 0x604e, 0x611f, - 0x1537, 0x2eda, 0xd2b7, 0xa400, 0xd8b6, 0xb347, 0x10c7, 0xb7d4, 0x5aa9, 0x5496, 0xa0ee, 0x0584, 0xb327, 0x0177, 0xf500, 0xb97e, - 0x25b2, 0x6122, 0x25a5, 0xff71, 0xe6f0, 0x0872, 0x30f0, 0xc123, 0x43c8, 0xd66f, 0xb6be, 0xd17b, 0xa000, 0xedde, 0xaa20, 0xe3a4, - 0x15ec, 0x3606, 0xaeb9, 0xade0, 0x373a, 0xa7d8, 0x12cd, 0xfc7c, 0xa54c, 0xc34c, 0x259f, 0xdf46, 0xec11, 0x5e29, 0xc1c7, 0x3dc8, - 0xc432, 0x52d9, 0xdbcb, 0x0cfc, 0xcfa1, 0x5cd1, 0x3f93, 0xfeb9, 0x24ed, 0x0c31, 0x432b, 0xd53b, 0x1f2d, 0x088c, 0x3089, 0x222b, - 0xdacf, 0xb203, 0xd603, 0x4d10, 0xc135, 0x4db1, 0xba55, 0xf334, 0x5bab, 0xf298, 0x2321, 0xc5d4, 0xeeb5, 0xefee, 0x45ad, 0x39a1, - 0x102f, 0x3dc2, 0xd8f4, 0x52b0, 0xb00b, 0xef56, 0xe5a2, 0xf66d, 0xb53a, 0xadc4, 0x5dd3, 0x126c, 0x52f1, 0x04d1, 0xa195, 0x5e8f, - 0xe5fc, 0xdc79, 0xc7d6, 0x5db1, 0xaba3, 0xd63e, 0x9fa6, 0xae68, 0xe69e, 0xc520, 0xe322, 0xd7df, 0x4e0e, 0xe7dc, 0x5fe5, 0x547c, - 0x5f37, 0x2e95, 0xd280, 0xa973, 0xfad4, 0xe38f, 0xb575, 0xe500, 0xd20f, 0xdbc7, 0x2ad4, 0x265d, 0xd29d, 0x13af, 0x4aac, 0x53fc, - 0xae72, 0xa6e5, 0xa15b, 0xb915, 0x0ded, 0x2a7d, 0xffc4, 0xf3ad, 0xd07a, 0xd64c, 0x2f65, 0xb755, 0x03b4, 0xcbec, 0x1316, 0xbc5d, - 0xf6c2, 0xda74, 0xd26c, 0xf71a, 0x3671, 0x4a6e, 0xab4f, 0x1f9b, 0x2f63, 0x5727, 0xa56e, 0x246c, 0xb63e, 0x606a, 0xa363, 0xa303, - 0xfecb, 0xbe0d, 0xce89, 0x3c17, 0xbed7, 0x33d4, 0x331c, 0xb26f, 0xcc75, 0xfd81, 0xa7a2, 0x5c5d, 0xe1a0, 0xae1e, 0xd98e, 0xe64a, - 0x4ca6, 0x31af, 0x6118, 0xb84f, 0xdced, 0xeed9, 0xa0cd, 0xf4bf, 0xdd30, 0x3602, 0xa674, 0x5033, 0xb92b, 0x5cd7, 0xc977, 0xd580, - 0x5f39, 0xfcb2, 0x5c1c, 0xd995, 0xaeed, 0x349a, 0x377e, 0x3b97, 0x53ae, 0x3a85, 0xe2d0, 0xc818, 0xb4f3, 0x2ba2, 0xf6a5, 0x4309, - 0x4bec, 0xbd94, 0xf676, 0xab5b, 0x2c89, 0xd27f, 0x47bc, 0x1d99, 0x4b51, 0xc50a, 0xa513, 0x5ea5, 0x55a0, 0x2773, 0x38da, 0x1b0c, - 0xfd01, 0xd650, 0x1c57, 0xb4b0, 0xd1fc, 0x603e, 0xecff, 0xeb87, 0x5f06, 0xcd7c, 0x4e16, 0x1819, 0x1514, 0x428a, 0xa459, 0x02ae, - 0xea93, 0x13c4, 0xfbc6, 0x56bb, 0x615c, 0xaff1, 0x481b, 0xa738, 0x2c88, 0xe8f2, 0x1eaf, 0x0851, 0x1c74, 0xb58e, 0xcb18, 0x15ea, - 0x2f40, 0x0243, 0xa553, 0x449c, 0xecdb, 0x19ba, 0xe1ae, 0xee5e, 0xd134, 0xc0e5, 0x2179, 0xec6e, 0xb050, 0x40cf, 0x3fa0, 0x2f2f, - 0xa98e, 0x20f6, 0xc431, 0xffe3, 0x4744, 0xaa74, 0x253d, 0xdcde, 0xa28f, 0x43c0, 0x447b, 0x5c4d, 0xc5d5, 0x5e80, 0xcb5d, 0x14c1, - 0xf10e, 0xc9c3, 0xac90, 0xdc84, 0xd419, 0x230e, 0xae72, 0x5bb9, 0xc688, 0x4280, 0x06d3, 0xbdd9, 0x1aa6, 0xc09b, 0xd7cd, 0x59cc, - 0x47b6, 0x1262, 0xc607, 0x06fb, 0xb461, 0xbd22, 0x3338, 0xd4b3, 0xa978, 0x3091, 0xc667, 0x4839, 0x5ced, 0xffe2, 0x5f74, 0x22c9, - 0x5067, 0x2287, 0x3ceb, 0x23a8, 0xd9f2, 0xfdc8, 0x420b, 0xbae6, 0x5188, 0xb88d, 0xd7b3, 0xcee3, 0xf308, 0xfbd4, 0xc3bb, 0xdd8d, - 0xd606, 0x5fb6, 0x3495, 0xc0b1, 0xb63e, 0x3628, 0xee0f, 0x5628, 0x4535, 0x6000, 0x9fee, 0xe993, 0x4296, 0xd2ad, 0xdc19, 0x5c36, - 0x1a57, 0x51a5, 0x4d13, 0x01b4, 0xc020, 0x149b, 0xfbe8, 0x5386, 0xc159, 0xe956, 0x4833, 0xd6c3, 0x35d3, 0x46ae, 0xddaa, 0x5537, - 0x6093, 0x2824, 0x5b1c, 0xaa79, 0xa154, 0x251e, 0xc1cd, 0x0fb9, 0xa0e2, 0xebb3, 0xe9dd, 0xdcba, 0x22c8, 0x08be, 0x210e, 0xdfc9, - 0xff3b, 0x09c3, 0x588e, 0x401a, 0xe2b2, 0xf746, 0x2e73, 0x48d9, 0x584d, 0x4fb4, 0xe3b8, 0xdea8, 0x2b1f, 0x2515, 0xd9c8, 0xf4c8, - 0xf381, 0x422f, 0xdff6, 0x59ea, 0xe25f, 0x47d8, 0xa266, 0x5182, 0xc2b1, 0x01e2, 0x40c0, 0xb97e, 0xc621, 0xf2e9, 0x449f, 0x1065, - 0xc8b0, 0x5fa4, 0xb7a4, 0x5c97, 0xb4ac, 0x0cce, 0x2ab0, 0x613c, 0x543e, 0xcab7, 0xc8cb, 0x56ad, 0x208c, 0xb40e, 0xa303, 0x25ac, - 0x0b90, 0x4af6, 0x2b84, 0xad21, 0x0333, 0xc0d7, 0x1e3b, 0xe26d, 0xd9af, 0xff06, 0x2fe7, 0x00d7, 0x25fd, 0x9f40, 0x19d2, 0xbf74, - 0x13d2, 0x357e, 0x5c14, 0x2881, 0xb6c4, 0x53ff, 0xa29c, 0x2ce3, 0x6037, 0xc1ad, 0x3041, 0xc7ff, 0xa724, 0x11b0, 0x3b24, 0x5e6b, - 0x3590, 0xd9ba, 0xe98f, 0x140f, 0x5d04, 0x0886, 0xd6c3, 0xe78b, 0xcf4d, 0x1748, 0xa16b, 0xaf5d, 0x40f7, 0x5c00, 0xab4b, 0x49a3, - 0x5f3b, 0x0106, 0xa920, 0xe654, 0xb9ef, 0x3997, 0x0fd1, 0x518c, 0xf256, 0x45a9, 0xedba, 0x1880, 0x45cb, 0x4336, 0xaa7e, 0xa39c, -}; - -uint16_t q15_tanh_result4[1024] = { - 0x3404, 0xc79d, 0x5754, 0xbcfd, 0xa396, 0x011e, 0xc7d3, 0x3f2e, 0x4510, 0x5bb7, 0xdbb4, 0x186d, 0x0bd1, 0x10cf, 0xe7d3, 0xbbf0, - 0x148f, 0x5581, 0xcbba, 0xaee4, 0x3eab, 0x250c, 0x5042, 0x491b, 0x60f3, 0xac23, 0xf46f, 0xf247, 0x0e22, 0xc425, 0xdad6, 0x4fdb, - 0x2387, 0x5ea7, 0x18c6, 0x5e09, 0xd1dc, 0xda68, 0x1b9b, 0xd462, 0xaab0, 0xc3d9, 0xf140, 0xafd9, 0xf46e, 0x131d, 0x4732, 0xf971, - 0x4b2e, 0xd0d5, 0x3b2e, 0xb250, 0xf86b, 0xe174, 0xc417, 0xa176, 0x204d, 0x1f79, 0xe854, 0x2683, 0x4c82, 0xe0e2, 0xc2fb, 0xd1da, - 0x5acc, 0xbbb0, 0xbc55, 0xee34, 0x1f07, 0x1f8b, 0xac86, 0x038e, 0x26a3, 0xd043, 0xf590, 0x5a1a, 0xcb04, 0xa068, 0xda69, 0x4d91, - 0xb1f0, 0x5ece, 0x2cbb, 0xccf4, 0xf638, 0xf3ec, 0x5a28, 0xfaf0, 0x4a68, 0x42f4, 0xdf71, 0xa6d4, 0x01bd, 0xa492, 0xd849, 0xc39d, - 0xd1a3, 0xed13, 0x9f63, 0x562f, 0x6068, 0x4b78, 0x49ea, 0xb6d8, 0x42a2, 0xfa4a, 0xeaa0, 0xb394, 0xaea4, 0xa520, 0x2ea8, 0xa0ed, - 0x3721, 0xa66a, 0xa785, 0xc3d4, 0x0c0c, 0xdb5f, 0x5588, 0x1c94, 0x13d3, 0x9f22, 0x4980, 0x40cc, 0x46d7, 0x59b3, 0x9f17, 0x0a27, - 0xbc38, 0x101c, 0xa037, 0xd3b8, 0x0c1f, 0xd1fe, 0xf947, 0xb0cc, 0x11a9, 0xc7f9, 0xb5b6, 0x0c75, 0xa0f2, 0xfa21, 0x53ad, 0xc831, - 0x6135, 0xcf17, 0xa875, 0xa55c, 0x39bd, 0x08c8, 0x0a6c, 0x54cc, 0x3b45, 0x4c8d, 0x2815, 0xfa66, 0xca83, 0x2fc3, 0x5c90, 0x4bdf, - 0x5d3e, 0xac1a, 0xa0d1, 0xdcf0, 0x2c6a, 0x2330, 0xff90, 0x9ebf, 0xaec9, 0xa080, 0xa3c0, 0xed21, 0x3626, 0xa554, 0x1b63, 0xd9f7, - 0xab87, 0xa824, 0x1034, 0xb00d, 0xa225, 0xcced, 0xc266, 0xfbdf, 0xae0e, 0xa86a, 0x465b, 0xf022, 0xf5c2, 0xc308, 0xcc12, 0xdde0, - 0x5fe8, 0xc4b0, 0x45bd, 0x1818, 0xf4b7, 0x6104, 0x16b7, 0x6008, 0x9f9a, 0x1b53, 0x59d9, 0x35cb, 0xb566, 0xd72a, 0xcf8e, 0xe40b, - 0xb095, 0x1d4e, 0x4465, 0xde1b, 0x2c12, 0x3f92, 0xe81b, 0xd24e, 0x2451, 0xca0a, 0x534e, 0x5d2d, 0xe769, 0xa36b, 0x6055, 0xd93e, - 0xbcef, 0x5598, 0xbdef, 0x2fc9, 0x157c, 0x465f, 0x1c30, 0xf88a, 0x4be1, 0x476b, 0x3289, 0x2f5a, 0x4c59, 0xbff6, 0xb424, 0xf54d, - 0xb765, 0x5a10, 0x5f10, 0x24a5, 0x2da6, 0xf4a7, 0x10ed, 0xb2d4, 0x4f1c, 0x181e, 0xa877, 0x5e24, 0x3a39, 0xf492, 0xde70, 0xdac5, - 0xdb0b, 0x413c, 0xa714, 0x51aa, 0xe290, 0xf79f, 0x4c48, 0xa8b5, 0x5973, 0x3220, 0x2e14, 0x566a, 0xe816, 0x0f4c, 0x43df, 0xa54e, - 0xf198, 0xc064, 0xac05, 0x1065, 0xc33f, 0x5acf, 0x4156, 0x079a, 0xae49, 0x03a4, 0x2786, 0xa21f, 0x0ce6, 0xd4d7, 0x5ddb, 0x560a, - 0x45e1, 0x5a2b, 0x2dff, 0xccd0, 0x4c9d, 0xbdf4, 0x41e4, 0x1c28, 0x474b, 0x4a17, 0xe55b, 0xa328, 0x32c7, 0xe8ef, 0x5527, 0x310e, - 0xe983, 0x4bef, 0xf572, 0x394e, 0x0d6e, 0xcf96, 0xbc25, 0xbf42, 0x36f6, 0x4bef, 0x46d3, 0x455c, 0xd81a, 0x17b6, 0xfe9c, 0xba95, - 0x9e92, 0xfb81, 0x1725, 0x0f59, 0x100a, 0x0a1b, 0xa059, 0x4237, 0xe38a, 0x5f93, 0x2f4e, 0xacf3, 0xb9ac, 0xec8a, 0x5109, 0xafc6, - 0xcf9a, 0xd9af, 0x20fb, 0xa12e, 0xa013, 0x5f0e, 0x0996, 0x30a9, 0xe648, 0x1b42, 0x5bf8, 0x411e, 0x13aa, 0x463f, 0xa7f1, 0x0b4e, - 0x5ff2, 0x4193, 0xe7b1, 0x5859, 0x53c4, 0xd69d, 0xef06, 0xb143, 0xa1e8, 0x52e3, 0x3d73, 0x5bc7, 0xabbb, 0xf1b9, 0xcf07, 0x310d, - 0xf3b7, 0xf4f8, 0x193d, 0xb156, 0x0c7a, 0xd322, 0x2a8b, 0x19bf, 0x3a64, 0x54bb, 0xa8b7, 0xcff4, 0xc547, 0xbfa5, 0xb19c, 0xa17c, - 0x3215, 0xcb85, 0x4da5, 0x33ba, 0xbf21, 0x2252, 0x59dd, 0x57b5, 0xaf56, 0xbb21, 0x016c, 0x0e7e, 0xe881, 0xc483, 0x5ec8, 0xa80e, - 0x21b1, 0x35f0, 0xed22, 0x568c, 0x0ed9, 0xa076, 0xb460, 0xa30e, 0xb41e, 0x48fc, 0xe373, 0x05d8, 0xa620, 0x1cfa, 0xa243, 0x2609, - 0xd680, 0x1808, 0xcdb5, 0xa557, 0xdb45, 0xfd8b, 0xebe7, 0x055b, 0xf8e3, 0xc829, 0xe70e, 0xb067, 0xa838, 0x4982, 0x5ced, 0xd1bb, - 0x5e1e, 0x1c17, 0xa63c, 0x3d34, 0x5ab2, 0x28f9, 0xbe63, 0xed39, 0x5ce6, 0xd48b, 0xd2f9, 0xd590, 0x1955, 0x3a1d, 0x519c, 0xffbe, - 0x4f46, 0x5616, 0x2cb9, 0xa95c, 0x527c, 0xaac5, 0xb37c, 0x09b7, 0xa37f, 0xa98f, 0xac2c, 0xbc23, 0xe838, 0xc1ac, 0x02f4, 0x9fe0, - 0xc5e7, 0xcadc, 0xe651, 0x4f36, 0x4bc7, 0x55d7, 0xbdc6, 0x48e7, 0xede5, 0x4b70, 0xb7e1, 0xa5da, 0xca69, 0x1dfe, 0xc329, 0x0bd9, - 0xcffb, 0x3c6a, 0x49d4, 0xe9f7, 0xeda4, 0x5668, 0xf5f0, 0xb26e, 0xcbe0, 0x15bf, 0xbc4e, 0x2b17, 0x2271, 0xf50b, 0x9f54, 0x3c81, - 0x4370, 0xb7ad, 0x5ca0, 0xfa61, 0xc1d0, 0x573c, 0xda6a, 0x2e11, 0x609c, 0x5b9a, 0x4d4d, 0xa0eb, 0x1734, 0xf3fb, 0xe294, 0x2015, - 0xfcea, 0xd48d, 0xc07d, 0xb4cb, 0xea12, 0x3943, 0x095c, 0x5af4, 0x4999, 0x3b48, 0x3bc2, 0x4b63, 0x0aaf, 0x07bb, 0xb234, 0x4338, - 0xc2dd, 0x40d5, 0x29b3, 0xc15c, 0x5bec, 0x3ec4, 0x4b14, 0x2d57, 0x292e, 0xb2a3, 0xb9da, 0x526d, 0xc5ec, 0x21aa, 0x538c, 0x52e4, - 0x2b2e, 0x9f01, 0xad59, 0x60a9, 0x37e8, 0xeb6c, 0x554d, 0xf753, 0xa2e3, 0x3106, 0x02c6, 0x0719, 0x0e6b, 0x19de, 0x32eb, 0x1416, - 0xb32a, 0x5167, 0x5249, 0x516f, 0x018b, 0x2441, 0x465b, 0xbf03, 0x57db, 0xa560, 0x550f, 0x0e36, 0x38b3, 0xdcd4, 0x5485, 0x40da, - 0x51e2, 0xd43a, 0xecc1, 0x52dc, 0x2da6, 0x08e8, 0x1b6a, 0xa747, 0xe2db, 0xa74f, 0xfcbc, 0xc6bc, 0x23d3, 0x019a, 0x21b7, 0x08f9, - 0x21f2, 0x5ab7, 0x9ede, 0xc9e1, 0x356c, 0xac72, 0x0836, 0xdd6b, 0x4fcb, 0xa44b, 0x1657, 0x4d93, 0x0997, 0xa76b, 0xbe21, 0x540f, - 0xa8c9, 0x5284, 0xd79d, 0x0216, 0x52f9, 0x6071, 0xee37, 0xb890, 0xa2a0, 0x30e1, 0x152d, 0x4c29, 0xf510, 0x4cec, 0xeb1d, 0xad7b, - 0xdf80, 0xb0c4, 0x2c1a, 0xd76b, 0xc0e2, 0xe03f, 0xb510, 0x0c52, 0xa5c2, 0xa92d, 0x0b69, 0xe786, 0x3c9b, 0x2728, 0x1b13, 0xb396, - 0x2b42, 0xa922, 0x2d6d, 0xc410, 0xc645, 0x5a58, 0x269a, 0xffec, 0xe399, 0xb857, 0x3699, 0x3e7e, 0xde16, 0xa4ae, 0xe5b0, 0x38a5, - 0xa28c, 0xb7eb, 0xbfbe, 0x26b5, 0x51f8, 0xa277, 0xf770, 0xfea0, 0xe5a3, 0x5def, 0x4660, 0xe9cd, 0x5ec1, 0x09e5, 0x494f, 0x5a25, - 0x18d9, 0x020d, 0x5bce, 0x0e6a, 0x54fb, 0xffce, 0x43a2, 0x334e, 0xc49d, 0xcd1a, 0xa2c9, 0xaec3, 0x4b16, 0xb687, 0xfeeb, 0x28b7, - 0xaff8, 0x00d9, 0x57ec, 0x14a6, 0xbcef, 0x11ba, 0xd627, 0x5a82, 0xac3a, 0xb0cf, 0x2983, 0xbe89, 0x5c8e, 0xf134, 0x1172, 0xcab2, - 0xd5e9, 0x4575, 0xe757, 0xa9c6, 0x45d8, 0xb9d2, 0xa9e5, 0xe6a5, 0xfbbf, 0xd5e7, 0xb8e2, 0x6116, 0xa591, 0x0c00, 0xeb2c, 0xad53, - 0x13f2, 0x477c, 0x38ab, 0xaa93, 0xc942, 0xf530, 0xcfdf, 0xacec, 0x1a48, 0x3f7a, 0x0966, 0xa7e6, 0x14e9, 0x0762, 0x5e9c, 0xfd82, - 0xafad, 0xdff7, 0x5e4d, 0xc56a, 0xf808, 0xfc63, 0xbbff, 0x4cb3, 0xa65a, 0xe018, 0xe0f4, 0xa3aa, 0xa734, 0x48f6, 0x19bf, 0xf746, - 0xe282, 0xdaba, 0x4d5b, 0xb606, 0x3c7f, 0xde0c, 0xcef5, 0xe5a2, 0x3739, 0xb36d, 0xb2f7, 0x55b0, 0x2283, 0x1654, 0x5ff6, 0xe058, - 0xce35, 0xe4df, 0xcd09, 0xfbd9, 0x1d2c, 0xedc4, 0x5c3d, 0xd8ae, 0xb6b8, 0xbd03, 0x1d2e, 0xa1fe, 0xbeda, 0xc31f, 0x5baf, 0x0362, - 0xa029, 0xb8ef, 0x2863, 0x35c9, 0xb22d, 0xa13c, 0xf346, 0xb794, 0x59b0, 0x47b6, 0xb199, 0x5727, 0xac67, 0x1631, 0x306c, 0x1596, - 0x5ffa, 0x2b3b, 0x2290, 0x57d8, 0x3d0f, 0x2841, 0x4eeb, 0xdee6, 0xb707, 0x2965, 0xe57d, 0xc11b, 0xa8b5, 0xcd93, 0xa13d, 0xc9dd, - 0x143c, 0xc33c, 0x587e, 0x2f81, 0x2220, 0xafc0, 0xdeb3, 0x600c, 0x4f09, 0x44c7, 0xe65d, 0xac60, 0x3d24, 0x48d0, 0x2e18, 0xb530, - 0xbf62, 0xbc19, 0xcefe, 0xcbf5, 0xc824, 0x4a2a, 0x5869, 0x0a6d, 0xa73a, 0x2e79, 0x22a1, 0xb64e, 0x3c60, 0xb7cd, 0x0733, 0xbbe4, - 0xd28a, 0xf525, 0xa282, 0x3dc6, 0x5324, 0x53e9, 0x35db, 0x58ec, 0x60d5, 0xec06, 0x4c8b, 0x493c, 0x3cc0, 0x3f30, 0x3372, 0x3f6e, - 0x2244, 0xa7c9, 0xa42e, 0xca3c, 0x3d41, 0x1964, 0x0bd4, 0x57e5, 0xb24d, 0xba8f, 0x51a9, 0xf6f2, 0xdb8b, 0x2111, 0xc5a6, 0xa597, - 0x44ec, 0xaf9b, 0xeb72, 0x4087, 0xcac6, 0xa50f, 0x531a, 0x2f00, 0xb839, 0xb0aa, 0x3ace, 0xde76, 0xc082, 0x3b84, 0xa3a0, 0xcd88, - 0x5080, 0x2f78, 0xb587, 0xb369, 0xac95, 0xafd4, 0xed53, 0x4799, 0x22b5, 0xe40e, 0x5742, 0x4902, 0x043b, 0xa238, 0xd125, 0xfa65, - 0x547a, 0x476f, 0x5f51, 0x4dea, 0x389a, 0x0d86, 0x2a88, 0xdfee, 0x10f5, 0xb0b6, 0xa3c1, 0x1538, 0x2ab0, 0x134b, 0x5cd6, 0x1679, - 0x542e, 0xfec5, 0x1d8e, 0xee10, 0x3272, 0x388d, 0xfbf9, 0xd0bf, 0xb826, 0xfd46, 0xd0d0, 0xb159, 0xc9eb, 0x594b, 0x1688, 0x310a, - 0x20ff, 0x44b8, 0xf9a6, 0x49af, 0x4eb8, 0x5b65, 0xf097, 0x15c0, 0x1dae, 0x14c4, 0xbe6b, 0xe712, 0x4cfe, 0x46eb, 0xb4bb, 0x51df, - 0x3103, 0x0428, 0x4b59, 0x02eb, 0xc8ab, 0xe71a, 0xb583, 0xbfee, 0xd0e5, 0xd972, 0xf696, 0x5a84, 0x31cc, 0xc9e0, 0x2b91, 0x2ca8, - 0x39d4, 0x2a53, 0x1733, 0xa620, 0x4310, 0xbad3, 0xdb37, 0x0b5a, 0xec4e, 0xebe7, 0x516c, 0xa962, 0x5ed7, 0x1d48, 0x5ee6, 0x3fb2, - 0x6020, 0x0568, 0x5ba6, 0xf080, 0xb5ba, 0x22b4, 0xc59e, 0xfe0f, 0x31ca, 0x5669, 0x0fe5, 0x1261, 0xc6a2, 0x1289, 0xcf5d, 0xbb4f, - 0x062b, 0xb5f2, 0xfb31, 0xf5ea, 0x2761, 0xc94d, 0xaaad, 0xb467, 0xdc7b, 0x5df0, 0x1fbd, 0x48f0, 0x1af5, 0x49f5, 0x5d8d, 0xbc90, -}; - -uint16_t q15_tanh_result5[1024] = { - 0xa1a3, 0x713e, 0x2141, 0xdc37, 0x0975, 0x9c01, 0x8f41, 0x4ee7, 0xa411, 0x9402, 0x9037, 0x4c90, 0x441c, 0x716c, 0xcd65, 0x9191, - 0xc24d, 0xc656, 0x26cf, 0x705c, 0x6d6d, 0x102d, 0xccef, 0x5385, 0xa613, 0xfd43, 0x6f2e, 0x464b, 0x4b3e, 0xbab5, 0x733e, 0x9169, - 0x8c9b, 0x8cad, 0x4ed3, 0xe714, 0x721b, 0x71d4, 0x3abc, 0xb097, 0x720a, 0x8e2c, 0x2472, 0xa4e7, 0x72eb, 0x1278, 0x6d83, 0x64b1, - 0x8dbc, 0x4c48, 0xa169, 0x904b, 0xd3f1, 0x90a3, 0x2332, 0x0b59, 0x8bdd, 0x682b, 0xae72, 0x9469, 0x9c29, 0xb888, 0xb011, 0x91d7, - 0xb6fc, 0xd813, 0x4ed5, 0x7191, 0x7122, 0x7187, 0x3026, 0xb076, 0x8cd8, 0x2ebf, 0x5cce, 0x6e5a, 0x48db, 0x6896, 0xa45f, 0x6843, - 0x3e9f, 0x9fdd, 0x98ee, 0x342c, 0x8bd8, 0xc614, 0x7139, 0x73ff, 0x3c22, 0xa064, 0x912b, 0x9749, 0xa06d, 0x0522, 0xa4ce, 0x15b7, - 0x9eb6, 0x72b2, 0x8f3b, 0x0f36, 0xf9cc, 0x15f4, 0x8dee, 0x5a1c, 0x2bf8, 0x907e, 0xa6c5, 0xc734, 0x8c3f, 0x9dfa, 0x163c, 0x0e86, - 0x6f4c, 0x3aa2, 0xd8a9, 0x2f27, 0x9b50, 0x95db, 0x515a, 0x9622, 0x992c, 0x5ba4, 0x9b4e, 0x34f0, 0x9661, 0xcba3, 0x97fb, 0xc530, - 0x99de, 0x626a, 0x0873, 0x71b2, 0x9c3c, 0xc48f, 0x8fd0, 0x58f7, 0x299e, 0x3b59, 0xdf24, 0x6851, 0xcbb6, 0x529e, 0xa95f, 0x62d7, - 0x94b3, 0xa860, 0x342e, 0x4fde, 0x8e66, 0x9275, 0x3133, 0x42eb, 0x59a2, 0xdfd2, 0x4dc9, 0x6fb6, 0x5a67, 0x90a5, 0x9050, 0xdcad, - 0x3ec8, 0x6bca, 0xd578, 0xc529, 0x076f, 0x3352, 0xb036, 0x6e7e, 0x8bf8, 0x5284, 0x3eeb, 0x8bf8, 0x9d56, 0x9131, 0x51ed, 0xbf45, - 0x6fdf, 0x0a99, 0xa93f, 0x2235, 0x5d19, 0x51de, 0x96cd, 0x70e5, 0xfcb7, 0x720b, 0xaf28, 0x42a9, 0x5083, 0x3cc4, 0x4d81, 0x4432, - 0x176e, 0xd007, 0xa166, 0x6b47, 0xbcde, 0xaa82, 0xa9a5, 0x428f, 0x006b, 0x8fbc, 0x6e34, 0x99be, 0xbd13, 0x138f, 0xb0f6, 0xebf1, - 0x8ea8, 0x9127, 0x8f35, 0x4b22, 0xa65a, 0x990c, 0xb5b4, 0x97db, 0x9062, 0x0a08, 0x6a58, 0x8c20, 0x23a7, 0xf253, 0x25a9, 0xf37f, - 0xba60, 0x65a1, 0x2932, 0x3277, 0x6736, 0xd5ef, 0x20ec, 0x99e0, 0xb21f, 0xdba5, 0x9403, 0x8c86, 0x5026, 0x3102, 0x6fdd, 0x65ca, - 0x665f, 0x67c2, 0x0bc2, 0xbc57, 0x344b, 0xabd9, 0x91de, 0x703d, 0x514d, 0xa478, 0x974a, 0xdcec, 0x57b1, 0xa554, 0x724e, 0x5c12, - 0x69cf, 0xb907, 0xe92f, 0x9fb3, 0x6cbd, 0xf5c2, 0x257b, 0x6e36, 0x0a6f, 0xed08, 0x6d22, 0x6230, 0x7128, 0xfd94, 0x67e1, 0x99fa, - 0x8f13, 0x9ce5, 0x9105, 0x7356, 0x6ab9, 0x65c7, 0xa355, 0xe156, 0x30e5, 0x50b4, 0x9985, 0x2148, 0x5a7a, 0xf537, 0x2a0b, 0x6fb6, - 0x552d, 0x9083, 0x6ec5, 0xe830, 0x6bbf, 0xd579, 0x7096, 0xd80e, 0xadb2, 0xa56d, 0xa133, 0x7064, 0x56d6, 0x93e4, 0x466a, 0x7414, - 0x8e9e, 0x9d2e, 0xa71c, 0x450d, 0x7231, 0x4d2f, 0x1984, 0xa165, 0x8f44, 0x8c86, 0x6a13, 0x8df6, 0x011f, 0xc2f5, 0xd1ba, 0x351f, - 0x643f, 0xecb6, 0x8ba2, 0x9ca1, 0x6d97, 0x931b, 0x1b42, 0x6476, 0x2972, 0xab1a, 0x3a10, 0xdaba, 0xea51, 0x557f, 0x54c3, 0x0510, - 0x8dba, 0x8c3e, 0xf884, 0x9a96, 0xcd7e, 0x8c49, 0x9ff5, 0x6693, 0xc3a4, 0x36e1, 0x5a2b, 0x1bc4, 0x8ea0, 0xb70d, 0x9586, 0x998e, - 0x5f26, 0x7410, 0xa120, 0x90c2, 0x9d65, 0xaca5, 0x963d, 0x90b1, 0x4e42, 0x94de, 0x632b, 0xcb68, 0x350f, 0x5ccc, 0x3390, 0xe3f7, - 0xb2ea, 0xed68, 0xd407, 0x4e4b, 0x352d, 0x5465, 0xa216, 0xb1bf, 0xd058, 0x497a, 0x6ab3, 0xd0c5, 0x3e59, 0x719c, 0xa4b1, 0x4765, - 0x8cfb, 0x9ff1, 0x9c4b, 0x49b1, 0xeb11, 0xed79, 0x520d, 0x23f1, 0xb18b, 0x6a0f, 0x64a5, 0xe782, 0x22ce, 0x6c4f, 0x9ae3, 0xc4d1, - 0x7202, 0x56f1, 0x6f8d, 0xf142, 0x8f32, 0x6859, 0x9742, 0x72dd, 0x531a, 0x5d76, 0x5010, 0x5134, 0x4033, 0x8d22, 0x93e5, 0x48a2, - 0x727a, 0x8f55, 0x66e2, 0x5201, 0x726b, 0xb386, 0x73b2, 0xc1d0, 0x685f, 0x1b01, 0x1627, 0x59fc, 0x48e2, 0x9078, 0x734e, 0x9075, - 0x96d8, 0x5181, 0x299e, 0x2ddf, 0x6e1f, 0xde44, 0xbb4e, 0xaf2d, 0x68db, 0x9215, 0x2c08, 0x674a, 0xb2bf, 0x6879, 0x6536, 0x188e, - 0x2756, 0xc067, 0x0891, 0x8e7b, 0x6200, 0x6d8c, 0x2791, 0xc5b6, 0x2c03, 0xc199, 0x2129, 0x97ba, 0xa5ec, 0x17f6, 0x95bf, 0xd602, - 0x6daf, 0x6e20, 0x9db2, 0x3e25, 0xe845, 0x9653, 0xa6d5, 0xf4c4, 0x6290, 0x4d81, 0x9a82, 0xf525, 0x6c6f, 0x8d06, 0x0051, 0x55a6, - 0x2ff5, 0x2db6, 0x4626, 0x38be, 0x3a85, 0xb172, 0x5210, 0x6d23, 0xaccf, 0x9a9c, 0x9733, 0xf140, 0xd1d4, 0x6d54, 0x745a, 0x9498, - 0x5e85, 0x72e6, 0xe6fb, 0xb733, 0x703a, 0x1380, 0xc49e, 0xabd8, 0x8ec9, 0xebf1, 0x72d9, 0xa5b4, 0x6793, 0x67cc, 0x6ab5, 0x7430, - 0x6e39, 0x3301, 0x8ceb, 0x58b4, 0x69ac, 0xeefc, 0x93b4, 0x1cb2, 0x0f91, 0xa91b, 0xb74d, 0xa155, 0x56b8, 0x6493, 0x4d15, 0x6dfe, - 0x6278, 0xa982, 0xc878, 0xc4d5, 0x5bec, 0xe852, 0x65fa, 0x32ab, 0x673d, 0x6747, 0x8da2, 0x9ccc, 0x6acf, 0xc3a1, 0x4b79, 0xa8dd, - 0xe9d3, 0x9950, 0x2ca3, 0x494a, 0xfda0, 0x6e41, 0x722a, 0x6f98, 0xca5c, 0x6ab5, 0x70b8, 0x5271, 0x8ff7, 0xb042, 0x19e7, 0x634e, - 0x8f88, 0xca4a, 0x9c09, 0xeddb, 0x8bcd, 0x5ea7, 0x6916, 0xcb7a, 0xe537, 0x71a5, 0xdc10, 0xdd17, 0x98de, 0x5c4a, 0x2210, 0x6b53, - 0x724e, 0xb6f1, 0x9a10, 0xc78f, 0x8f28, 0x8f38, 0x65f2, 0x7145, 0xa63f, 0x7042, 0x705e, 0xdbb7, 0x99db, 0xe54c, 0x58af, 0x66db, - 0xa2d5, 0xb6e6, 0x7131, 0x6a22, 0x4143, 0x7434, 0x2b0d, 0x8ba5, 0x9be3, 0xda50, 0x9d1c, 0x93f3, 0xca7a, 0x9321, 0x1625, 0x9c64, - 0xf308, 0xa36a, 0x98a5, 0x5f18, 0x559a, 0x9f53, 0x7310, 0x69eb, 0xe6da, 0x58ae, 0x3819, 0x9d8e, 0x168a, 0x8dd2, 0x0d11, 0x7075, - 0x6bfb, 0x01a7, 0x074b, 0x3d04, 0x9611, 0x4b9a, 0x7290, 0x96e9, 0x5628, 0x9b6c, 0x5038, 0x9f0b, 0xe6f3, 0x722c, 0xa80d, 0x6ea8, - 0x712f, 0xaf15, 0x69cd, 0x6798, 0x66d3, 0x6720, 0x1801, 0xc363, 0xaa4e, 0xf01a, 0xc361, 0x6fc9, 0x99b8, 0xa2c8, 0x1be8, 0x5857, - 0x9da2, 0x94e4, 0x6fca, 0x6d5c, 0xb4aa, 0x4616, 0xf5d5, 0x708e, 0x31c9, 0xe729, 0x723f, 0x937d, 0x8fd0, 0x734c, 0x8c8b, 0x9aff, - 0x25ad, 0x694d, 0x1f03, 0xf1af, 0x40c7, 0x73b5, 0x8c02, 0x9a7b, 0xbd67, 0x9eb5, 0x56fb, 0x7032, 0x8d12, 0x33bc, 0x8e19, 0x4389, - 0x351f, 0x56f8, 0x3c3b, 0x6d1c, 0x2a9b, 0x989c, 0x737f, 0x2246, 0x9394, 0x268b, 0x8dc6, 0x4f6f, 0x6846, 0xec3b, 0x6b49, 0x699b, - 0xbd69, 0x90ab, 0x1e55, 0x90a6, 0x9fc6, 0x6709, 0x9375, 0xa2cd, 0x64c3, 0x8cc3, 0x0979, 0x9f55, 0x9234, 0x90b7, 0xac40, 0x69bd, - 0xd5b2, 0x6a4e, 0x066b, 0x1ca6, 0x5fd4, 0x23f8, 0x1d5a, 0x8f6d, 0x7115, 0x6f8b, 0x3bf3, 0x6a95, 0xa74e, 0x6fea, 0x7229, 0x8d1f, - 0xd44a, 0x2dd7, 0x55a5, 0x23e6, 0x8bb5, 0x9782, 0x8da8, 0x3606, 0xc6de, 0x8cb9, 0x8f3f, 0xdf5b, 0x59ef, 0x0141, 0x8bfe, 0x6c45, - 0xe1e9, 0xe4b4, 0x64db, 0x2fc4, 0x9239, 0x9304, 0x3943, 0xaeed, 0xebef, 0x642b, 0xa908, 0x542f, 0x5cdf, 0x032e, 0x5240, 0x8bb2, - 0x9262, 0x8fe3, 0xc685, 0xaa2b, 0xf3ce, 0x6f9d, 0x9a2e, 0x73be, 0x5fe4, 0x2b11, 0x8d03, 0x139d, 0x9e6a, 0x3539, 0x9985, 0xb93c, - 0x9022, 0x6809, 0x8c6b, 0x9d04, 0x733e, 0x52fa, 0x90bc, 0x7178, 0x62bd, 0x5602, 0x27e1, 0x73f0, 0x626b, 0x8e12, 0x3e05, 0xefa1, - 0x1bc7, 0x1fb7, 0xb499, 0x456b, 0x43ac, 0x5f02, 0x3f50, 0x8dd7, 0x9089, 0x7252, 0x0691, 0x9758, 0xc33f, 0xf77c, 0xc944, 0x72f4, - 0x6f08, 0x251e, 0x6bd8, 0xebde, 0x6f91, 0xea7e, 0x9a48, 0x4282, 0xfeee, 0x95f0, 0x94e6, 0x5643, 0x5021, 0x6537, 0x8e43, 0x2dfa, - 0x9a82, 0x32bb, 0xa48f, 0xbe79, 0x8e62, 0x6ebb, 0x5946, 0xee94, 0x0ab8, 0x3d8b, 0x6eda, 0xe484, 0xf640, 0xb059, 0x30e3, 0x240e, - 0x8dfb, 0xbc62, 0x93fa, 0xbfa7, 0xc3c9, 0x2de9, 0x3f24, 0x2865, 0xfda8, 0xe9a2, 0x70dc, 0x726e, 0xbef9, 0x9bc6, 0x6b3b, 0x978f, - 0x6ac0, 0xed52, 0x5c31, 0x4b8d, 0x3ab8, 0x8d10, 0xa0e2, 0xcdf0, 0x8e51, 0x5143, 0xa268, 0xd007, 0x4e45, 0x166b, 0x2a27, 0xfb95, - 0x38d8, 0x8f73, 0x6d6d, 0x23d9, 0x9b21, 0x566c, 0x67d0, 0x6a82, 0xe797, 0x54aa, 0xc0d4, 0xce27, 0x9411, 0x5489, 0x7123, 0x513c, - 0x069d, 0x70c7, 0x3f7c, 0x5e57, 0x5ef2, 0x07fe, 0x946c, 0xa006, 0x98ff, 0x9637, 0x126a, 0x0f64, 0x9091, 0x8d13, 0x9c28, 0x55fd, - 0x300d, 0x715e, 0x8d4d, 0x313a, 0xebd2, 0x6b79, 0x8be8, 0x71b5, 0x5e4d, 0xe3f9, 0x64c6, 0x9a44, 0x453b, 0xf4a6, 0x3978, 0x60cc, - 0x8f80, 0x73a4, 0xf914, 0x2205, 0x0e98, 0xfd7c, 0x3b1e, 0x709e, 0x8ca7, 0x6c68, 0x9060, 0x7451, 0x6523, 0xaafd, 0x625e, 0x96cf, - 0x9d7b, 0x958f, 0x8cfe, 0x2c97, 0x8faf, 0x1cfa, 0xa509, 0xbd6b, 0x643c, 0x730d, 0x6f40, 0x9421, 0x3867, 0x7158, 0xaf2c, 0x9952, - 0x434e, 0x6c0c, 0x6944, 0xbb4c, 0xac4f, 0xdac1, 0xcb57, 0xaf42, 0x488b, 0x9f37, 0xa4ef, 0x6751, 0xa483, 0x8ef8, 0x2987, 0x4e2b, - 0x4e56, 0x2bfc, 0x3fa7, 0xfd72, 0xa950, 0x5b45, 0x1a1b, 0x8c60, 0x1414, 0x2eb2, 0x2c95, 0xa819, 0x984f, 0x7196, 0x8d6d, 0x8bdb, - 0x4428, 0xd7f2, 0x6826, 0x744f, 0x63aa, 0xa165, 0x3b37, 0x7149, 0xeab5, 0x2df0, 0x5fb5, 0x6208, 0x28f0, 0x6f96, 0x8ec6, 0xdd61, - 0x8f81, 0x9d34, 0x15c1, 0xd8a0, 0x9c13, 0x96ae, 0x8cb7, 0x1b5f, 0x8efa, 0x535b, 0x8c7c, 0x9c15, 0x7337, 0x5a74, 0x6f25, 0x8cc2, -}; - -uint16_t q15_tanh_result6[1024] = { - 0x9ffa, 0x90e5, 0xea96, 0xdeec, 0x9beb, 0x71ce, 0x71cc, 0x744a, 0xf553, 0x8f65, 0x8bed, 0xd6b6, 0x966f, 0x716d, 0x5d66, 0x8d39, - 0x8f4c, 0x5149, 0xc2f9, 0x9774, 0x8c97, 0x48ec, 0x5d6c, 0xaaa4, 0x263d, 0x9ee4, 0x9828, 0x54a6, 0xa244, 0xa701, 0x6d29, 0x514e, - 0x967f, 0xbe83, 0x6b43, 0xa423, 0xacb4, 0xc057, 0x0f01, 0xa277, 0x9d77, 0x73e8, 0x1307, 0xe6d1, 0x6c40, 0xddc3, 0x743e, 0x907b, - 0xc98e, 0x180c, 0xa882, 0x4f99, 0x731b, 0x487f, 0x9fab, 0xb904, 0x6fa6, 0x2f29, 0x10ea, 0x0f46, 0x6202, 0xb6f1, 0x72b8, 0xa2f4, - 0x91ad, 0x9c8d, 0x423f, 0xa5ca, 0x91a3, 0x726a, 0x2c58, 0xc372, 0x8c45, 0x7041, 0xdfb4, 0x9154, 0x680c, 0x8fb3, 0x964e, 0x4294, - 0xa451, 0x6c1b, 0xa19b, 0x570b, 0xaa9f, 0x12be, 0xa14c, 0x5ef1, 0x972f, 0x9e0a, 0x974b, 0x8e06, 0xa6c1, 0x66b5, 0x4bc0, 0xb123, - 0x07e3, 0x5662, 0xd29f, 0xfe48, 0x70f7, 0xd02a, 0x5f16, 0x20b8, 0x6815, 0x5d11, 0x8bc7, 0x8db7, 0x4f62, 0x90c5, 0x66e9, 0x5add, - 0x8f3e, 0x94ab, 0x6e39, 0xa98e, 0x72cc, 0x995b, 0x1f6d, 0xf972, 0xaed6, 0x67c8, 0xfae5, 0x8dc8, 0xedee, 0x6c32, 0x6281, 0x11f9, - 0x7093, 0x9f70, 0xe01e, 0xfaf5, 0xf106, 0xe92b, 0x726d, 0xa0a3, 0xcb68, 0x4d68, 0x6c0e, 0x8c13, 0x72f8, 0x6d3b, 0x45b7, 0x9de7, - 0x6485, 0x9321, 0x9a4d, 0x8dcb, 0x94e4, 0x15c3, 0xf4ae, 0x037a, 0xf970, 0xcd05, 0x6fa5, 0x907a, 0x2b71, 0x6a54, 0x583d, 0xd3ee, - 0xbaf6, 0x280f, 0xc333, 0xdf2b, 0x8e44, 0xab24, 0x73ee, 0x95df, 0xa507, 0x9635, 0x52f4, 0x8bd9, 0x9cc4, 0x68e3, 0x6fac, 0x8f0a, - 0x9209, 0xc27b, 0xee9c, 0xd32f, 0x1441, 0xdc24, 0x6fce, 0x8f17, 0xa790, 0x97a5, 0x8def, 0x9e23, 0x9067, 0x0ded, 0xb3c8, 0x4154, - 0x92ea, 0x944d, 0x9585, 0x4c10, 0xd0b4, 0xa0f9, 0x8bad, 0x12f7, 0x66dc, 0x2e2d, 0xdb2e, 0x9372, 0x71f1, 0x3188, 0xa267, 0x521d, - 0x9914, 0x6fc5, 0x30b4, 0xae47, 0xac4f, 0x1682, 0x22c5, 0x72f5, 0x66eb, 0x9be6, 0x7249, 0xce75, 0xad05, 0x3494, 0x92bd, 0x965c, - 0x6f20, 0x7434, 0x9a51, 0x9a04, 0x8c47, 0x2d94, 0xc83c, 0x6b5f, 0xf73a, 0x6392, 0x73cb, 0x739a, 0x9b8c, 0x7197, 0xb1de, 0xd0bb, - 0xc869, 0x3e91, 0xa062, 0x6e13, 0x68ce, 0x4553, 0x6f97, 0xa335, 0x8c96, 0xa3c5, 0x66f5, 0xed5c, 0x72db, 0x5533, 0x70dd, 0x0926, - 0x6bce, 0x9096, 0xb35f, 0x3a88, 0x733d, 0xdca6, 0x70ae, 0x1aa6, 0xaed6, 0x2c8a, 0xa510, 0x34cb, 0x9cf8, 0x61c0, 0x289e, 0xc220, - 0x744f, 0x90c1, 0x5fff, 0x24b1, 0x6002, 0x71c7, 0x7193, 0x4e8b, 0x52b6, 0x8e19, 0xd60a, 0x4a10, 0x99e8, 0x5e5d, 0x6210, 0x9051, - 0x1ddb, 0x16c5, 0x1d82, 0xfb93, 0x5170, 0x71c9, 0xad1f, 0x902f, 0x70b4, 0x6fba, 0x6fbc, 0x6f8a, 0x6b73, 0xce33, 0x1f60, 0x25f7, - 0x8e81, 0x72e7, 0x9074, 0x6257, 0x4c96, 0x91f1, 0x731b, 0xbcfd, 0xfac9, 0x8f1d, 0x6c0a, 0x8efd, 0x6948, 0xcb02, 0xafd0, 0x8d04, - 0x136a, 0x8e49, 0x66ed, 0x9c11, 0x678b, 0x95c3, 0x70ff, 0x71c7, 0x00a3, 0x8bf2, 0x9835, 0xcafa, 0x6634, 0xbe24, 0x9f00, 0x16ad, - 0x5158, 0xaf86, 0x58d1, 0xb76b, 0x65d0, 0x7394, 0x71f5, 0x8f59, 0x8f34, 0xde42, 0x7437, 0x9dbd, 0xc302, 0x5a14, 0xed66, 0x7424, - 0xbde7, 0xa84d, 0x2f30, 0xf4d0, 0x9b3b, 0x36c5, 0xfd84, 0x2a80, 0x2972, 0x6da7, 0x9179, 0xd4c0, 0x43f8, 0xb0be, 0x947e, 0xe8db, - 0x94a3, 0x8cb1, 0xce6b, 0x6cad, 0xa10d, 0xf992, 0x8db6, 0xa303, 0xbb37, 0x6a83, 0x8e2e, 0x70c9, 0x0d5e, 0x9563, 0xc41e, 0x72c6, - 0x4d58, 0x4174, 0x71ce, 0x9965, 0x34ac, 0xd1ed, 0xade0, 0x71b1, 0x70ba, 0x61cc, 0xd3fa, 0x9e1f, 0xb156, 0x7382, 0x6913, 0x3a0b, - 0x6fef, 0x6f67, 0x90af, 0x597b, 0x72b5, 0x6723, 0x59b1, 0x1ae1, 0x119c, 0xd1cd, 0xf898, 0x90c4, 0x3907, 0x743d, 0x6fd9, 0x5879, - 0x73e2, 0x5223, 0x5404, 0x30b5, 0x57e3, 0x8c92, 0x9ee5, 0xd3ce, 0x8e63, 0x607a, 0x8d64, 0x32c0, 0xc12f, 0x1d7e, 0x48a2, 0x8d0c, - 0xa7a6, 0xe411, 0xac7f, 0x7441, 0x5f38, 0x9231, 0x8faf, 0xf629, 0x8dee, 0x1031, 0x96a7, 0x3e89, 0x430b, 0x7082, 0xce69, 0xd1e0, - 0x2bc1, 0x9076, 0x5d51, 0x4a4c, 0x64a5, 0x99f2, 0x630b, 0x46a2, 0x5ae9, 0x4722, 0x6be0, 0x9cd5, 0x9bf3, 0x6edd, 0x1b5d, 0xdaa4, - 0xabdc, 0x379c, 0xa831, 0xaf7c, 0xbc74, 0x64c8, 0x6ee3, 0xb699, 0xa294, 0x68e8, 0x20a0, 0x9048, 0xa307, 0x8c64, 0xa1cc, 0x086c, - 0x62d9, 0x8e1a, 0x904c, 0x343b, 0x9111, 0xfb79, 0xe27b, 0x9e28, 0xc016, 0x8c16, 0x9bd8, 0xc0e1, 0xf8d8, 0x2329, 0x950b, 0x461c, - 0x705e, 0x5e82, 0xd119, 0xbcab, 0x5f6c, 0x6b11, 0x938e, 0x9a06, 0x4820, 0xfab9, 0xe15c, 0x2e7b, 0xd32d, 0x540b, 0x3fe1, 0xda72, - 0x4a97, 0x4e3d, 0x5109, 0x6095, 0x8ee6, 0xb08d, 0x6b5c, 0x6b8b, 0x6fc2, 0x64c7, 0x59e6, 0x3973, 0x6f58, 0x17f9, 0x62a1, 0xc205, - 0xb0bb, 0x5f2f, 0x8f4d, 0x71cb, 0xa725, 0xa2dc, 0x73ce, 0x4799, 0x70c7, 0xeafb, 0xcdbb, 0xa540, 0xba3e, 0x6cb3, 0xf850, 0x2feb, - 0xb1cf, 0x9d43, 0x5c12, 0xef44, 0x119e, 0xc77b, 0x8c57, 0x8fb9, 0x9396, 0x0a51, 0x0565, 0x9892, 0x91dd, 0x707f, 0x9418, 0x8dcc, - 0xac31, 0x7280, 0x8f70, 0x95ad, 0x8c32, 0xa033, 0x3c69, 0x65cb, 0xdb92, 0x701f, 0x3e8d, 0x1d39, 0xfdd8, 0x8c8e, 0x13db, 0x9b23, - 0x625b, 0x18c7, 0x9349, 0x9b95, 0x728b, 0xd21f, 0x2355, 0x720a, 0xd663, 0xf4c8, 0xab8a, 0x5748, 0x3b53, 0x9302, 0x939c, 0x603d, - 0x6c2a, 0x679f, 0x90b2, 0x36f2, 0xc148, 0xced6, 0xcb9b, 0x016b, 0x910f, 0xbef6, 0x90cb, 0x7105, 0x5af0, 0xa487, 0xa626, 0x298c, - 0x997c, 0x744a, 0x9a8c, 0x6573, 0x6e52, 0x7187, 0xecfa, 0x2cf9, 0x521d, 0xdb78, 0x70e7, 0x723e, 0x425d, 0x721d, 0x8ff0, 0x6be9, - 0xe1fa, 0x93d0, 0x8bba, 0x64e4, 0xa2e2, 0x0639, 0x8ecb, 0x61f4, 0x92e8, 0x6fe3, 0x8e54, 0xc7f5, 0x564a, 0xbfca, 0x6ed4, 0x32b9, - 0xc7e4, 0x70f7, 0x62b5, 0x9049, 0x3a2a, 0x0de7, 0x6e2a, 0x70ba, 0xf52d, 0x6fcf, 0x40fa, 0x6aeb, 0x6bd5, 0x7321, 0x90f9, 0xa684, - 0x8c8e, 0x67b3, 0xee00, 0x699e, 0x9131, 0xa4fa, 0x9709, 0x8f39, 0x7446, 0x7067, 0x982b, 0x68f4, 0x70ac, 0x72e1, 0x9be4, 0xefa1, - 0x141a, 0x8d07, 0x216d, 0x6db9, 0x4c1b, 0x9014, 0x8c94, 0x8df6, 0x7373, 0xdc07, 0x51f6, 0x5625, 0x4a73, 0x9d06, 0xaa34, 0xf273, - 0x744f, 0x4d90, 0x9034, 0x1f3c, 0x7310, 0x57c0, 0x72da, 0x9b92, 0xa3bb, 0x73fe, 0xb63d, 0x6c59, 0x8c1b, 0xd877, 0x66e5, 0x94ee, - 0x0d48, 0x8eed, 0x9699, 0x9a5c, 0x6a55, 0xaa6d, 0x1460, 0xcf15, 0x8e23, 0x3e70, 0x4c24, 0x4c78, 0x98e8, 0x9bcf, 0xaebb, 0x6e7d, - 0xaae6, 0x8e5f, 0x9166, 0xc4e4, 0x6938, 0x5469, 0x936a, 0x3b01, 0xb239, 0xa619, 0x676f, 0x338a, 0x4267, 0xd7a0, 0x9464, 0x16ad, - 0x666d, 0x69d8, 0x90f6, 0x5307, 0x45c8, 0xd035, 0x9574, 0xd22d, 0xcedd, 0x5996, 0x9109, 0x0c9e, 0x2205, 0x6eb5, 0x7068, 0xdb46, - 0x5e96, 0x38d8, 0x9a88, 0xe8bf, 0xb0f2, 0x41cf, 0xe325, 0x8d3b, 0x4fcc, 0xb67f, 0xb011, 0x9321, 0x510e, 0x91c3, 0xaf0b, 0x8dff, - 0xbf0b, 0x8d08, 0xfede, 0xa2ea, 0x24d1, 0x7173, 0x910a, 0x73e3, 0xa7a5, 0xf7bb, 0x37b0, 0x73b1, 0x4ea8, 0x97ee, 0x2933, 0x96b7, - 0x6555, 0x2dae, 0x73a1, 0x96c4, 0x994b, 0x4d40, 0x4f65, 0x494a, 0x54bc, 0x56ed, 0x96f9, 0x6fea, 0x9846, 0x7350, 0x3a4f, 0x24c6, - 0x5d5c, 0xd676, 0xb07d, 0xb9db, 0x1500, 0x6a19, 0xb1af, 0x99ed, 0x5dd9, 0x9539, 0x9806, 0x6151, 0x3231, 0x8eb4, 0x8f18, 0xd2ca, - 0x742f, 0x287c, 0x7080, 0x971a, 0x4569, 0x8d01, 0x66b2, 0x7416, 0x1e79, 0x070d, 0x6d10, 0x8c80, 0xa239, 0x8e76, 0x8be0, 0x0afc, - 0x9115, 0x8f71, 0x8d71, 0x1499, 0x8e04, 0x9eaf, 0x8bf1, 0x8e34, 0xebd6, 0x5bb2, 0xbc40, 0xa52e, 0x56f2, 0x8c56, 0xc57c, 0x4c3c, - 0x0c3b, 0x308c, 0x0c2f, 0x7287, 0x178e, 0xe4f8, 0x6794, 0xc605, 0x710d, 0x8e22, 0x8d85, 0x8e1c, 0xfd23, 0xea3c, 0xd590, 0x9147, - 0x70d3, 0x689c, 0x9c9d, 0x5b1b, 0xd121, 0x9481, 0x94f3, 0x6a22, 0x71d9, 0x56a9, 0x9acc, 0x33d2, 0xd090, 0x96a4, 0x8f9f, 0xb5a2, - 0x2726, 0x36ea, 0x9b6b, 0x6495, 0x9655, 0x437d, 0x691c, 0x316f, 0x8ecb, 0xd94a, 0x97d0, 0x70dc, 0x6f4f, 0x71a6, 0x8f1c, 0x1037, - 0x5b3b, 0x7319, 0x3c86, 0x6bb1, 0xaad9, 0x16f0, 0x6ff1, 0x6b2c, 0x8be5, 0x9428, 0xcced, 0x71c9, 0x8d41, 0x9183, 0x57be, 0x64e5, - 0x5827, 0x21e7, 0x8be5, 0x683c, 0x6496, 0xa05c, 0x5377, 0x4765, 0x46af, 0x64ab, 0x5a1a, 0x6b8a, 0xc79d, 0x5bfd, 0x8bec, 0x6b5d, - 0x05fd, 0x4a97, 0x584f, 0x48b6, 0xa908, 0x63d2, 0x6529, 0x70f3, 0x8c2c, 0xcc47, 0x8e56, 0x61aa, 0x5964, 0x974a, 0x24f4, 0x9da6, - 0xe246, 0x4782, 0x68bd, 0xc52b, 0x3dc6, 0x8f65, 0xd173, 0x6b3a, 0xa1d6, 0x4731, 0xd741, 0x5abe, 0xa660, 0xb482, 0x9ec6, 0x030e, - 0xb129, 0x02d8, 0x9783, 0xf32f, 0x942a, 0xa36e, 0xa495, 0x8efa, 0x5d97, 0x637d, 0x8c4b, 0x8e2c, 0x355e, 0x38e6, 0x8f4a, 0x6fb9, - 0x8ec7, 0xc8f9, 0x6ea8, 0x2fd3, 0xa97c, 0x6e99, 0x33c3, 0x716a, 0xb8d6, 0xa679, 0x72c1, 0x6816, 0x7123, 0x1579, 0x2f49, 0x412e, - 0x47c2, 0x9890, 0x6efa, 0x715a, 0x9017, 0x95fa, 0x1757, 0xcecf, 0x6db0, 0x6f2f, 0x6e1a, 0x9731, 0x95b6, 0x7256, 0x9173, 0x63e9, - 0x1477, 0xa9f2, 0x900c, 0x983e, 0x3382, 0x5587, 0xbc90, 0x5af9, 0x5f7a, 0x5e5e, 0x59c4, 0x7418, 0x8d1c, 0x8e4e, 0x6f94, 0x71c2, -}; - -uint16_t q15_tanh_result7[1024] = { - 0x7bcc, 0xdbe2, 0x85cd, 0x9258, 0x7f09, 0x6c7f, 0x84e0, 0x9ba4, 0x7c97, 0xac4a, 0xfb4d, 0x958a, 0x7ed9, 0x8b56, 0x6650, 0x6cab, - 0x7f2f, 0x8680, 0x7f40, 0x7f5f, 0x7488, 0x7ae9, 0x796a, 0xda8a, 0x8283, 0x740a, 0x8108, 0x1502, 0x81de, 0x84a4, 0xb05b, 0x8318, - 0x787d, 0xa823, 0xe3b4, 0x6edc, 0x809f, 0x9693, 0x2bc8, 0x6d8e, 0x8301, 0x817b, 0x8181, 0x8279, 0x7d20, 0x8111, 0x81fc, 0x7c5d, - 0x7e99, 0x7f51, 0x6e2a, 0x3680, 0x7eee, 0x6aed, 0x7bf1, 0x45d3, 0xa6b2, 0x7a42, 0x80f1, 0x7d5d, 0x8119, 0x8722, 0x8456, 0x7ad3, - 0x856b, 0x8b7d, 0x83ac, 0x839c, 0x6b62, 0x46c6, 0x71d7, 0x7df4, 0x7de4, 0x7ed9, 0x7f57, 0xd9bb, 0x809d, 0x8d5b, 0x80f1, 0xeb6e, - 0x8126, 0x7f6b, 0x7ee8, 0xdd8b, 0x80f3, 0x7773, 0x7de3, 0x87c2, 0x3eb4, 0x87c7, 0x8926, 0xa2a4, 0x7841, 0x7e7c, 0xe46f, 0x824f, - 0x7ecb, 0x88ea, 0x047e, 0x12b5, 0xce1c, 0x7b84, 0xa055, 0x7a23, 0x7f45, 0xe3a5, 0x7ec7, 0x7b0f, 0x8174, 0x8ccb, 0x7d13, 0x812f, - 0x821e, 0x4bb0, 0x84f1, 0xa922, 0x7f3c, 0x55e8, 0x81ff, 0x7f0c, 0x96e5, 0x8117, 0xa70b, 0x6ddb, 0x825d, 0x80d1, 0x6014, 0x7d1d, - 0x975e, 0x91d0, 0x828d, 0x80b3, 0xfc41, 0x6244, 0x7d16, 0x9c79, 0x82d0, 0x7d97, 0x64eb, 0x79b4, 0x7dfe, 0x82a9, 0x8328, 0x7e86, - 0x82a9, 0x7e83, 0x7736, 0x8702, 0x7f4c, 0x85be, 0x9f1f, 0x8200, 0xed3f, 0x86f2, 0x7f11, 0x51a8, 0x7b91, 0xae77, 0x7f1a, 0x4c5f, - 0x7ed9, 0x9083, 0x003f, 0xb174, 0xad99, 0x8ef2, 0x7ce3, 0x7d1c, 0xb255, 0x7f61, 0x8358, 0x80cd, 0x621c, 0x812c, 0x7f20, 0x7dce, - 0x7ef2, 0xcca3, 0x6dd9, 0x81c3, 0x7e10, 0x756e, 0x7f19, 0x7b59, 0x0ed5, 0x00a3, 0x7f2f, 0xa555, 0x8b27, 0x7f13, 0x7eff, 0x7f63, - 0x7f49, 0x4588, 0x815c, 0x80ce, 0x7db0, 0x8517, 0x8c8c, 0x7e89, 0x84fd, 0x8223, 0x929f, 0x8614, 0x80e7, 0x819a, 0x2aa8, 0x221f, - 0x381e, 0x6877, 0x1e68, 0x6406, 0x7ee1, 0xc5d2, 0x809c, 0xd99d, 0x7f46, 0xa0c7, 0xd490, 0x833a, 0x7cdc, 0x7f50, 0x80ad, 0xec45, - 0x7f69, 0x89d5, 0x7518, 0x7c39, 0x7c04, 0x8225, 0x4f23, 0x30c5, 0x7e3a, 0x8a5a, 0x5ddc, 0x8523, 0x817a, 0x80cf, 0x7daf, 0x8135, - 0xe762, 0x7f4c, 0x7ef1, 0x9e2a, 0x8516, 0x7575, 0xbcab, 0x7e72, 0xabcf, 0x975d, 0x970d, 0x72cd, 0x7f20, 0x7d22, 0x65af, 0x7eff, - 0x859f, 0xcafd, 0x444d, 0x7e7e, 0x7e37, 0x8210, 0x8172, 0x9552, 0x5686, 0x7eb5, 0xb344, 0x7f2f, 0x80d5, 0x84c9, 0x7a88, 0x81ed, - 0x8409, 0x813c, 0x7db9, 0x836a, 0x7d1c, 0x80bb, 0x8eb8, 0x77ea, 0x7b21, 0x80c5, 0x7e9a, 0x7ec4, 0xfea0, 0x80bc, 0x49a4, 0x81f8, - 0x3a2d, 0x8114, 0x86f7, 0x8411, 0x7c5e, 0x80b5, 0x9358, 0x80ad, 0x913d, 0x8427, 0x7d30, 0x106b, 0x7df6, 0x80a0, 0x7f54, 0x82e4, - 0x809c, 0x82f9, 0x7cd7, 0xa75f, 0x7cdb, 0x7f4c, 0x0cce, 0x6f26, 0x872f, 0x9c35, 0x5127, 0x80a6, 0xf6e5, 0xb88a, 0x7f02, 0x8add, - 0xa316, 0x82cb, 0x8093, 0x8713, 0x7ecd, 0x8162, 0x8581, 0x7ec5, 0x5a2b, 0x7692, 0x82c5, 0x1fda, 0x7f3f, 0x7d49, 0x7b8b, 0x7f63, - 0x821d, 0x80b3, 0x6a73, 0x7d01, 0x831f, 0x7edc, 0x74b7, 0x6fe2, 0x71d7, 0xc560, 0x7c0d, 0x8828, 0x7caf, 0x82b1, 0x7c02, 0xd4c5, - 0x82fb, 0x83f4, 0x5e0c, 0x5f03, 0x7f68, 0x80a6, 0x0f44, 0x7738, 0x7f3d, 0x7ede, 0x7f43, 0xf816, 0x6e51, 0x4b82, 0x9586, 0x7f6b, - 0xe685, 0x8332, 0x8119, 0x91f7, 0x7f40, 0x8133, 0xb560, 0x80c9, 0x8115, 0x8269, 0x80bb, 0x7d40, 0x7d94, 0x7e96, 0x4b90, 0x828d, - 0x74bf, 0x3659, 0x7ec6, 0x7f17, 0x7f14, 0xd10d, 0x268e, 0x8e78, 0x80fd, 0x7c3a, 0x817e, 0x80ac, 0x752d, 0x7ce4, 0x62e4, 0x7c43, - 0x0e32, 0x94d2, 0x82d7, 0xb5cb, 0x7e23, 0x62f1, 0x7626, 0x81d9, 0x8153, 0x82b9, 0x82da, 0x7e71, 0x80ce, 0x842b, 0x9de8, 0x828c, - 0x7e7c, 0x7f3e, 0x4d08, 0x8199, 0x7e86, 0x80cd, 0x7ddd, 0x7f37, 0x7ebe, 0x8245, 0x6df3, 0x8376, 0x7bb3, 0x9a03, 0xc677, 0xaa65, - 0x8ed7, 0x7f3d, 0x860d, 0x8178, 0x6bff, 0xeeec, 0xb7d4, 0x8823, 0x726f, 0xb011, 0xa7c9, 0x813c, 0x8184, 0xb5c3, 0x7901, 0x96b7, - 0x8392, 0x719b, 0x7f04, 0x8322, 0x73e0, 0x8366, 0x4f32, 0x8f59, 0x76a0, 0x7d1b, 0x8a2f, 0x819c, 0x84da, 0x4daf, 0x91d7, 0x5bf6, - 0x4bed, 0x66f0, 0x866d, 0xeecd, 0x922b, 0x80fc, 0x80c6, 0x80b7, 0x701d, 0x7f20, 0x88f4, 0x80c0, 0x57ab, 0x8212, 0x8324, 0x7cc6, - 0x80ff, 0x80f8, 0x4e23, 0x9998, 0xa09b, 0x89cc, 0x7bc8, 0x656e, 0x81b9, 0x6b9d, 0x80b0, 0x83e2, 0x52a9, 0x56e9, 0x8bc1, 0xc31e, - 0xdce5, 0x7a52, 0x7a1d, 0x7ca6, 0x80a0, 0x761e, 0x81d8, 0x6772, 0x81fe, 0x85e8, 0x3390, 0xa061, 0x8141, 0x7f38, 0x293c, 0x7ed1, - 0x6cdb, 0x7e4a, 0x85f9, 0x80e7, 0x8145, 0x7f3c, 0x7ebb, 0xb447, 0xf25b, 0x7f23, 0x815a, 0x820f, 0x80ce, 0x7dfc, 0x7cd7, 0xaf3b, - 0x8275, 0x06d5, 0x80cc, 0x4467, 0x58fd, 0x7f65, 0x4db6, 0xd550, 0x80bc, 0xa607, 0x7e9a, 0x85d4, 0x8225, 0x7f1d, 0x2e4b, 0x7c03, - 0x55b4, 0x337b, 0x86c1, 0x7279, 0xb013, 0x8111, 0x7f06, 0x88be, 0x8622, 0x7624, 0x7ecd, 0x817f, 0x5bab, 0x7d85, 0x7d9f, 0x7ea6, - 0x824c, 0x7cfd, 0x8097, 0x9b3b, 0xa174, 0x7c26, 0x3e62, 0x7cbf, 0x88cd, 0x7eff, 0x9cea, 0x6e91, 0x76ab, 0xad99, 0x8378, 0x038e, - 0xbd8e, 0x5a97, 0x817b, 0x8748, 0x7f4f, 0x85d3, 0x80c6, 0x7ed5, 0x682d, 0x7e84, 0x7eac, 0x812b, 0x978f, 0x680e, 0x8a30, 0x8780, - 0x18a5, 0x9148, 0x6dd5, 0xd052, 0x7ce3, 0x81a5, 0x6b48, 0x83e2, 0x7d24, 0x82ee, 0x8187, 0x7b68, 0xa2f5, 0x8a9b, 0x7baa, 0x8d8e, - 0x70f2, 0x7cf2, 0x81c7, 0x81db, 0x5f5b, 0x829a, 0x5901, 0x8da2, 0x7b6b, 0x80ed, 0xf132, 0x7f03, 0x921c, 0x0456, 0xfea4, 0x8140, - 0x813c, 0x80ad, 0x80ac, 0x008b, 0x7c9b, 0x854c, 0x81b4, 0x0828, 0x0d11, 0x8f7e, 0xe16d, 0x80ca, 0xb08a, 0xd192, 0xe507, 0xa1ac, - 0x84f4, 0x578e, 0xca18, 0x4023, 0xb1be, 0x7f3a, 0xe935, 0x7d1c, 0x78d4, 0x7e9d, 0x7eb2, 0x7f45, 0x7118, 0xcfbf, 0x76a9, 0x947b, - 0x7be3, 0x7d42, 0x818f, 0x6fcf, 0x5afb, 0x15dc, 0x8350, 0x811f, 0x81b5, 0x2472, 0x75f5, 0xdf91, 0x872e, 0x44a6, 0x7ab2, 0x846d, - 0x26e2, 0x80af, 0x813a, 0x7ea5, 0x9278, 0xb79c, 0x76da, 0x72f0, 0x7e0d, 0x7cae, 0x42bc, 0x7dfb, 0x7f4b, 0x750c, 0xaea2, 0x7da0, - 0x7923, 0xd8d6, 0x269d, 0x73df, 0x7f21, 0x8188, 0xae1b, 0x9902, 0x82f4, 0x83f3, 0x7ebd, 0xbee5, 0xd892, 0x7f22, 0x7e70, 0x7f47, - 0x9313, 0x6302, 0x7e66, 0x8530, 0xfdbc, 0x7d0c, 0x8171, 0x80d7, 0x654c, 0x712b, 0x9b71, 0x7cbb, 0x8985, 0x7aa1, 0x829c, 0x80ce, - 0x7f3b, 0x83f0, 0x7e52, 0xfb35, 0x9e43, 0x7e8b, 0x8303, 0x80ea, 0x7ea3, 0x8724, 0x6426, 0x5ae0, 0x80d8, 0x7cf7, 0x0883, 0x8168, - 0x7e76, 0x8d7a, 0x1a0f, 0x7ad4, 0x7c22, 0x7d3b, 0x83a7, 0x5fc0, 0x82ac, 0xb4c2, 0x8481, 0x7f49, 0x7e21, 0x482b, 0x8112, 0x9d45, - 0x0336, 0x83c7, 0x7d09, 0x83be, 0x8932, 0x8528, 0x7ec9, 0x8c15, 0x8109, 0x80ed, 0x8ef5, 0x7f53, 0xd055, 0x794f, 0x7f1b, 0x80bb, - 0x872e, 0x80be, 0x7df3, 0x7f0e, 0x92ef, 0x9f59, 0x7ced, 0x7efa, 0x8959, 0x85f0, 0x80a7, 0x9a9c, 0x8647, 0x7dfd, 0x7ed4, 0xf3ac, - 0x7f30, 0x2f81, 0x8351, 0x7ef0, 0x7ee3, 0x8193, 0x861b, 0xc5e8, 0x7e2e, 0x6e0f, 0x81b5, 0x5653, 0x9f17, 0x7f10, 0x0711, 0x7ed2, - 0x9f1f, 0x8156, 0x152d, 0x8275, 0x350f, 0x7f46, 0x8182, 0x79cc, 0x7e9e, 0x0f64, 0x8efe, 0x7e25, 0x7d7f, 0x5140, 0x8a47, 0x7ed0, - 0x80db, 0x83f6, 0xa454, 0x81e7, 0x2ae8, 0x5e29, 0x7313, 0x7f0c, 0x7e96, 0xa133, 0x8823, 0xe895, 0x3290, 0x8140, 0x6dbc, 0x6a60, - 0x811f, 0x4c50, 0x8e18, 0x9dea, 0x7c9a, 0xa0cc, 0x818c, 0x7e99, 0x7c89, 0x7b5c, 0x7bca, 0x8579, 0x7f25, 0x8125, 0x833d, 0xdcb8, - 0x832a, 0x9ca9, 0x994c, 0x7f35, 0x8106, 0x7f56, 0x8938, 0xc208, 0x7f4c, 0x80aa, 0xb4f8, 0x7c7a, 0xa75d, 0x7e7d, 0x832f, 0x847f, - 0x80ac, 0xa2f7, 0x80be, 0xebc4, 0x8a22, 0x7eb1, 0x7a92, 0x7b14, 0x8110, 0x6617, 0x82a1, 0x7c31, 0x8483, 0x81f3, 0x8e8c, 0x86eb, - 0x82ef, 0x8e4b, 0xb4c8, 0x8652, 0x7616, 0x80c5, 0xa9a5, 0x8488, 0x7f08, 0x8af9, 0x8831, 0xa051, 0x3ed3, 0xd6a6, 0x7dff, 0xeced, - 0x799f, 0x83c6, 0x8108, 0x80dc, 0x7ea0, 0x9e70, 0x6107, 0x8505, 0xdc51, 0xe10a, 0x1ee6, 0x80e1, 0x7ee8, 0x8152, 0x7e96, 0xa238, - 0x895b, 0x80de, 0x894a, 0x3429, 0x7acc, 0x81db, 0x8118, 0x7e42, 0x7f51, 0x5cf7, 0x6f40, 0x9d26, 0x8239, 0x7f61, 0xeffd, 0x7679, - 0x75ff, 0x7f21, 0xf447, 0x7b03, 0x847f, 0xcff2, 0x819c, 0x8094, 0x7900, 0x858e, 0x7f34, 0x82f3, 0x9380, 0x682a, 0x8a07, 0x8144, - 0x7f65, 0x89a0, 0x4453, 0x6205, 0x4368, 0xb7e4, 0x7bba, 0x9261, 0x7d61, 0x851c, 0x738d, 0x7a0e, 0x7e19, 0x7c78, 0x7f41, 0x7f36, - 0x7f23, 0x8ca1, 0x593a, 0x80ba, 0x7c72, 0x98f4, 0x7d8f, 0x7dd3, 0x90e3, 0x80f6, 0x7b54, 0x7c69, 0x7f50, 0x67b3, 0x7c49, 0x7e94, - 0x7f3b, 0x8112, 0x82c1, 0x84eb, 0x73bd, 0x8115, 0x81c2, 0x8140, 0x93bb, 0x83e2, 0x7c6a, 0xc346, 0x8701, 0x846e, 0x8268, 0x16a7, - 0x7e04, 0x70cc, 0x79fd, 0x64a7, 0xb8fa, 0xbb0c, 0x7cdf, 0xa42e, 0x81ff, 0x819f, 0x6cc4, 0x87c6, 0xb060, 0xf1e4, 0x48bb, 0x8d76, - 0x7b22, 0x9022, 0x9769, 0x7d52, 0x991a, 0x98f5, 0x7f5a, 0x7f41, 0x6120, 0x7ea9, 0x9776, 0x7368, 0x8295, 0x7375, 0x6a83, 0x7e9f, -}; - -uint16_t q15_tanh_result8[1024] = { - 0x8a36, 0xedd3, 0x8fee, 0x758b, 0x7b30, 0xa78b, 0x868d, 0xac71, 0x7ce8, 0x824f, 0x817d, 0x8f41, 0x7ee2, 0x809f, 0x7ed0, 0x5aa3, - 0x8279, 0xa357, 0x26ac, 0x7ebd, 0x7ee2, 0x68a5, 0x80af, 0x7e96, 0x5a3a, 0xd78a, 0x84f3, 0x7ea4, 0xb709, 0x80eb, 0x80c5, 0x819b, - 0x7eab, 0x8124, 0x90c9, 0x80af, 0x70c5, 0x8513, 0x8293, 0x809e, 0xb2ef, 0xc2b0, 0x7f52, 0x76be, 0x5d72, 0x7e85, 0x790e, 0x7d5f, - 0x7596, 0x7020, 0x6227, 0x8d6d, 0x72fd, 0xadfb, 0xa564, 0x7e11, 0x7f5c, 0x7c31, 0x7cb6, 0x3e89, 0x8101, 0x7e0a, 0x861c, 0x80c7, - 0xe3d3, 0x69d9, 0xee19, 0x8545, 0x0649, 0x7df9, 0x38f3, 0x7eee, 0x947c, 0xa6e9, 0x812e, 0x7f6a, 0x809a, 0x879a, 0x93fe, 0x7eab, - 0x7285, 0x7a70, 0x8142, 0x80dd, 0x7cf5, 0xb565, 0x7de0, 0x2a8b, 0x7b2a, 0x7f53, 0x8154, 0x8236, 0x6a9f, 0x9fa3, 0x73de, 0x7f69, - 0x8162, 0x74ab, 0x81f3, 0x8204, 0x7f05, 0xc364, 0x8550, 0x77e2, 0x7d95, 0x7ef3, 0x8095, 0x8196, 0x7bf1, 0xcc09, 0x8d84, 0x7efe, - 0x6b07, 0x81fa, 0xa2e5, 0x80b6, 0x822d, 0x7dd2, 0xab23, 0x8176, 0x8840, 0x80a9, 0x9116, 0x8402, 0xd852, 0x7f3b, 0x6fb3, 0x840e, - 0x7ae6, 0x8ef3, 0xf070, 0x45bc, 0x7f0e, 0x7deb, 0xe4a8, 0x8d83, 0x80d0, 0xdbed, 0x78de, 0x80fe, 0x7f2e, 0x7ccf, 0x7bd8, 0x8182, - 0x819e, 0x15b1, 0x7f66, 0x80a0, 0x816e, 0x53c7, 0x8774, 0x5d8d, 0x1dc8, 0x48b0, 0x0c4f, 0x7f4c, 0x0887, 0x7991, 0x79a4, 0x8218, - 0x7ad2, 0x7f52, 0x8386, 0x85e2, 0xede6, 0x7eab, 0x04a6, 0x7f38, 0xa094, 0x72c9, 0xc179, 0x7ec8, 0x85a5, 0x8220, 0x77e8, 0x810c, - 0x3d3a, 0x7823, 0x7eaa, 0x8450, 0x90e7, 0x6e8f, 0x8431, 0x7ed9, 0x80a4, 0x7ae4, 0x7c75, 0x7eab, 0x8105, 0x70cb, 0x80a5, 0x2979, - 0x7e8c, 0xf1a9, 0x9392, 0x87fa, 0x74b3, 0x8152, 0xace1, 0x7d51, 0x6d3d, 0x7e0b, 0x3d1b, 0x2214, 0x7ce4, 0x52d0, 0xf46f, 0xafbf, - 0x3bf3, 0xc361, 0x4e41, 0xfd15, 0x7c0c, 0x8850, 0x82fb, 0x8c94, 0x7ebe, 0x57da, 0xb267, 0xbc02, 0x7db3, 0x8be3, 0x67d4, 0xd321, - 0x7b6c, 0x80a1, 0x1cb2, 0x7f68, 0x8311, 0x6272, 0x7eda, 0x7d61, 0xbeaf, 0x7ee6, 0x8336, 0x7f21, 0x7e7e, 0x7d20, 0x7715, 0xc893, - 0x1bab, 0xa30e, 0x8194, 0x7ef5, 0x7f1b, 0x6ab3, 0x9dd0, 0x2609, 0x80a0, 0x3ddf, 0x86a3, 0x7f22, 0x7f65, 0x3ae6, 0x8839, 0x7a18, - 0x8c8a, 0x7f1f, 0x2acf, 0x7aa5, 0x7911, 0x92c5, 0xbd40, 0x81dc, 0x6cb1, 0x7c84, 0x8888, 0x5d88, 0x7d04, 0x8413, 0x7f5b, 0x80bd, - 0xa1ce, 0x7d44, 0x80b4, 0x85c2, 0x80d6, 0x80fa, 0x7cfd, 0xd1ba, 0x81ae, 0x711a, 0xd510, 0xe14e, 0x7c58, 0x8271, 0x7e95, 0x6b95, - 0x8377, 0xb39d, 0x7f64, 0x88d7, 0xd9a1, 0xb452, 0xcf59, 0xcc3c, 0x8832, 0x3040, 0x6691, 0x0fb7, 0x7f32, 0x8262, 0x3e77, 0x79a5, - 0x86a3, 0xfd70, 0x80cf, 0x7e12, 0x7f18, 0x8113, 0x8135, 0x7f1f, 0x7dbd, 0x8494, 0x6dc5, 0x7d63, 0xaf40, 0x8095, 0x80a9, 0x7ef1, - 0x8bd1, 0x9c04, 0x7c70, 0xa70b, 0x73c6, 0x71d7, 0x98e8, 0xaad2, 0x8442, 0x7daf, 0x6b01, 0x809e, 0x842c, 0x8f07, 0x834c, 0x7e55, - 0xe05d, 0x7579, 0x8403, 0xc3a7, 0x87b1, 0x7cd6, 0xd494, 0x2111, 0x80f2, 0x811f, 0x8100, 0x8126, 0xecb6, 0x7a44, 0x7406, 0x91d1, - 0x3407, 0x5002, 0xd855, 0x8100, 0x95be, 0x8bb8, 0x80b3, 0xb5de, 0x9e67, 0x876e, 0x80d7, 0x7576, 0x844d, 0x7f41, 0x7e02, 0x8172, - 0x7e41, 0x7065, 0xa82a, 0x7f0a, 0x737a, 0x80be, 0x0053, 0x7e91, 0xba63, 0x7798, 0xd502, 0x8491, 0x8283, 0x7b47, 0xbae1, 0xa9ae, - 0x7e77, 0xdb3b, 0x7eb9, 0x7e33, 0x87eb, 0x813c, 0x6959, 0x80ad, 0x85f1, 0x7da9, 0x718b, 0x9a1a, 0x828d, 0x7f32, 0x4f4d, 0x7f08, - 0x81d9, 0x7e98, 0x8b2d, 0x7f16, 0x7599, 0x7f5d, 0x8b65, 0x809d, 0x80a5, 0x814b, 0x81aa, 0x73c3, 0x80b3, 0x826b, 0x88cd, 0xc1b0, - 0x85fe, 0x80b6, 0x7a2a, 0x67f1, 0x80d0, 0x7f69, 0x0615, 0x94c6, 0x02d6, 0x846a, 0x7dd0, 0x83a6, 0x7efc, 0x993e, 0x822e, 0x85f3, - 0x71b4, 0x7d6b, 0x53c7, 0x90f8, 0x7ccf, 0xa099, 0xce08, 0x8371, 0x5148, 0x7f34, 0x8682, 0x7630, 0x7d60, 0x471a, 0x930d, 0x7994, - 0x8b8c, 0x62bc, 0x8f6c, 0x89dc, 0x7ba1, 0x508d, 0x8e8b, 0x6542, 0x82ca, 0x7e3d, 0x0971, 0x8223, 0x8811, 0x17b5, 0x7f60, 0x73e7, - 0xa564, 0xf79f, 0x8c96, 0x6cb2, 0x8d6d, 0xe055, 0x72c7, 0x8272, 0x7b82, 0x7a28, 0x8281, 0x86e7, 0xfebc, 0x7dea, 0xefed, 0xc29e, - 0x8096, 0x861a, 0x80a2, 0x7e0f, 0xf96a, 0x8138, 0xe8e6, 0x2ec6, 0x810f, 0x7e7f, 0x837f, 0x7f4a, 0x6d73, 0x7824, 0x7e3a, 0xaa6e, - 0x7f53, 0x73f9, 0x85a5, 0x7887, 0x84e1, 0x6396, 0x8470, 0x8251, 0x8d84, 0x1665, 0x5b45, 0x8149, 0x5684, 0xcff2, 0xdde0, 0x7a2f, - 0x6349, 0xa526, 0x7317, 0x7f30, 0xade2, 0x2f85, 0x7f3f, 0x8146, 0x8437, 0xd401, 0x6660, 0x3d43, 0x02aa, 0x9ebf, 0x7f60, 0x7f68, - 0x4a3c, 0x72fa, 0x8e48, 0x80d0, 0x9442, 0x821a, 0x3d86, 0x82c8, 0x7f1d, 0x7eb5, 0x80ac, 0x15d5, 0x8216, 0x05d9, 0xd5b1, 0x8316, - 0x69d0, 0x7f68, 0x69bf, 0xfdc4, 0xac43, 0x20fe, 0x7480, 0x84f2, 0x7c58, 0x91c0, 0x829b, 0x8d46, 0x80a2, 0xbe5c, 0x8130, 0xa534, - 0x4c20, 0x778a, 0x8195, 0x8180, 0x781f, 0x8108, 0x438d, 0xf200, 0x80e2, 0x85a5, 0x69b7, 0x9d5a, 0xb933, 0x7f49, 0x8523, 0x7ab8, - 0x85f5, 0x7e90, 0x9823, 0x3138, 0x8be3, 0x7f39, 0x7b44, 0xfae5, 0x68ce, 0x2e85, 0x7c34, 0x908e, 0x6008, 0x215e, 0x7439, 0x64ee, - 0x96d8, 0x81f1, 0x914e, 0x7df0, 0x84f7, 0x7e04, 0x8340, 0xcf6a, 0x7f2b, 0xcd57, 0x6653, 0x8694, 0xc0e6, 0xc4a2, 0x7cbf, 0x7932, - 0x3bb6, 0x7ab6, 0x948b, 0x7e8c, 0x81b8, 0xc2d2, 0xa957, 0xdad4, 0x825f, 0x817d, 0x7f45, 0x4277, 0x7e92, 0x131a, 0x80b3, 0x7f4e, - 0xaa15, 0x9918, 0x876e, 0x7f44, 0x814e, 0x918c, 0x809e, 0x818d, 0xab87, 0x864f, 0xa439, 0x9347, 0x7e10, 0xae60, 0x7f5c, 0x7eb3, - 0x7f55, 0x72c6, 0x8e19, 0x8124, 0xeb82, 0xa50b, 0x8267, 0xa802, 0x8db8, 0x981e, 0x6f7f, 0x6aa5, 0x8e32, 0x4614, 0x7d9c, 0x7ea9, - 0x818e, 0x80f9, 0x80b0, 0x8303, 0x346d, 0x6f2c, 0xff10, 0xd106, 0x8c81, 0x919b, 0x7365, 0x82b3, 0x0ebd, 0x8983, 0x445e, 0x83af, - 0xdc0e, 0x9661, 0x8e08, 0xdd54, 0x77be, 0x7d93, 0x8148, 0x60ca, 0x7363, 0x7ee6, 0x80e4, 0x6824, 0x8286, 0x7f61, 0x80c8, 0x80c4, - 0xfb2d, 0x8415, 0x8b23, 0x7a25, 0x844b, 0x7657, 0x75e7, 0x81ff, 0x89d5, 0xf60b, 0x8105, 0x7f34, 0xa160, 0x8186, 0x9542, 0xaac7, - 0x7de3, 0x7502, 0x7f68, 0x82de, 0x99c0, 0xc154, 0x80aa, 0xd4c9, 0x9a22, 0x7788, 0x80f3, 0x7e4e, 0x8307, 0x7f3a, 0x8835, 0x90d0, - 0x7f55, 0xf2d6, 0x7f31, 0x954a, 0x819b, 0x76c5, 0x7840, 0x79f6, 0x7ea2, 0x798d, 0xa39b, 0x878c, 0x8255, 0x7044, 0xdba3, 0x7c2c, - 0x7dcb, 0x83f8, 0xdaf5, 0x8149, 0x7113, 0x8e18, 0x7d23, 0x5d2f, 0x7db4, 0x8647, 0x80df, 0x7f4f, 0x7eca, 0x6bee, 0x78dc, 0x5817, - 0xf40f, 0x91a0, 0x5ac1, 0x824b, 0x8da8, 0x7f60, 0xbbdd, 0xb7bf, 0x7f53, 0x8a75, 0x7e11, 0x5186, 0x49de, 0x7c0e, 0x80d4, 0x0aae, - 0xb533, 0x4651, 0xef32, 0x7ede, 0x7f6a, 0x81b5, 0x7d34, 0x80fe, 0x7112, 0xb10b, 0x5f2a, 0x2084, 0x5af9, 0x826b, 0x8910, 0x4c1b, - 0x7349, 0x0906, 0x80e2, 0x7c86, 0xbb76, 0x5541, 0xa179, 0xbfdc, 0x8d0f, 0x84df, 0x63d7, 0xba3e, 0x81c0, 0x7b9c, 0x7b48, 0x733b, - 0x8126, 0x6305, 0x85f4, 0xff8c, 0x7d0d, 0x8137, 0x6937, 0x99ab, 0x80be, 0x7c57, 0x7c7f, 0x7f33, 0x8694, 0x7f4d, 0x8935, 0x4901, - 0xc842, 0x885a, 0x8162, 0x9928, 0x8f79, 0x6637, 0x818e, 0x7f2c, 0x86df, 0x7c0c, 0x1add, 0x8408, 0x5740, 0x84c9, 0x9334, 0x7f10, - 0x7d22, 0x425a, 0x86a8, 0x1b75, 0x8240, 0x83dd, 0x75f8, 0x900c, 0x8124, 0x743f, 0x86d1, 0x7d39, 0x7f3b, 0xff88, 0x7f57, 0x65d3, - 0x7e53, 0x6573, 0x7a6d, 0x6717, 0x95b8, 0xf724, 0x7bf0, 0x835f, 0x7e70, 0x82ea, 0x9319, 0x8b61, 0xced4, 0xef69, 0x85ca, 0x9aa9, - 0x9151, 0x7f5a, 0x76c2, 0x84d0, 0x8286, 0x779b, 0xbeeb, 0x7ed4, 0x7ca6, 0x7f5e, 0x80a1, 0xb29b, 0x7c11, 0x8e3f, 0x988d, 0x7f32, - 0x5699, 0x7e73, 0x7df0, 0x06cd, 0x84a4, 0x489b, 0xefb7, 0x7e9f, 0x8502, 0xb203, 0x7d38, 0x921a, 0x776f, 0x7cf1, 0x9ad3, 0x7ec2, - 0x7f63, 0x6cbb, 0x7f23, 0x8137, 0x80b0, 0x690e, 0x8525, 0x3a41, 0x80ab, 0xb835, 0xb353, 0x9976, 0x65d2, 0x2217, 0x632c, 0x9e2b, - 0xfced, 0x25dd, 0x7efd, 0x7b6b, 0xa361, 0xddf6, 0x72ac, 0x7d53, 0x7ef9, 0x7e40, 0xa55b, 0x9c5d, 0x6fc7, 0x6902, 0x9586, 0xd4e9, - 0xd070, 0x7bf9, 0x9e73, 0x7f12, 0xa2c1, 0x7d28, 0x80bc, 0x7e70, 0x8570, 0x0785, 0x7b98, 0x8316, 0x86b3, 0xce6b, 0x7c87, 0x3c5b, - 0x87d5, 0x7f5a, 0x82c0, 0x7f37, 0x824a, 0x309c, 0x6f5d, 0x7f69, 0x7eae, 0x88db, 0x87e2, 0x7edd, 0x625c, 0x8234, 0x80c4, 0x69c8, - 0x2c50, 0x7da7, 0x7027, 0x816f, 0x0cbe, 0x84db, 0x5e5d, 0xa2dc, 0x9569, 0xfc19, 0x73c8, 0x035a, 0x6a33, 0x809a, 0x5578, 0x8475, - 0x4679, 0x7741, 0x7f30, 0x6d1e, 0x829c, 0x7ea9, 0x80bf, 0x7160, 0x7f60, 0x851c, 0x7408, 0x8780, 0x80fd, 0x404d, 0x79ca, 0x7f4c, - 0x774b, 0x9576, 0xb291, 0x4725, 0x7f3c, 0x2148, 0x921a, 0xada6, 0x8ba9, 0x4f84, 0x80b1, 0x81a6, 0x7ba7, 0x7f30, 0x8147, 0x7d74, - 0x7f55, 0x0416, 0x811e, 0xaade, 0x832b, 0x792d, 0x3a8e, 0x7e71, 0xcc76, 0x7cbe, 0xbdf5, 0x5272, 0x7cc5, 0x7c36, 0x8137, 0x80cb, -}; - -uint16_t q15_tanh_result9[1024] = { - 0x7f9e, 0x8039, 0x7fff, 0x800e, 0x8001, 0x08ea, 0x803a, 0x7fe7, 0x7ff4, 0x7fff, 0x82b7, 0x7471, 0x5063, 0x6413, 0x8be6, 0x800c, - 0x6dc4, 0x7ffe, 0x805e, 0x8002, 0x7fe6, 0x7d87, 0x7ffd, 0x7ff9, 0x7fff, 0x8002, 0xb0da, 0xa711, 0x5a9d, 0x8024, 0x826f, 0x7ffd, - 0x7d03, 0x7fff, 0x74ea, 0x7fff, 0x80cc, 0x8250, 0x781d, 0x8118, 0x8001, 0x8023, 0xa301, 0x8003, 0xb0d5, 0x6a7b, 0x7ff7, 0xce53, - 0x7ffa, 0x80b4, 0x7fd7, 0x8004, 0xc78d, 0x8583, 0x8024, 0x8000, 0x7b8e, 0x7b13, 0x8ca4, 0x7def, 0x7ffb, 0x8522, 0x801f, 0x80cc, - 0x7fff, 0x800c, 0x800d, 0x98ff, 0x7acf, 0x7b1e, 0x8002, 0x1bf3, 0x7df7, 0x80a7, 0xb6ac, 0x7fff, 0x8057, 0x8000, 0x8250, 0x7ffc, - 0x8003, 0x7fff, 0x7f0b, 0x806e, 0xba43, 0xae57, 0x7fff, 0xd8cf, 0x7ffa, 0x7ff0, 0x844e, 0x8001, 0x0dd7, 0x8001, 0x81c7, 0x8022, - 0x80c7, 0x95fa, 0x8000, 0x7fff, 0x7fff, 0x7ffa, 0x7ff9, 0x8006, 0x7ff0, 0xd430, 0x9093, 0x8004, 0x8002, 0x8001, 0x7f3f, 0x8000, - 0x7fbd, 0x8001, 0x8001, 0x8023, 0x5183, 0x829b, 0x7ffe, 0x78fe, 0x6c2a, 0x8000, 0x7ff9, 0x7fec, 0x7ff6, 0x7fff, 0x8000, 0x47cd, - 0x800d, 0x61d5, 0x8000, 0x8102, 0x51db, 0x80cf, 0xcd35, 0x8003, 0x669a, 0x803b, 0x8006, 0x5365, 0x8000, 0xd30c, 0x7ffe, 0x803d, - 0x7fff, 0x8090, 0x8001, 0x8001, 0x7fcf, 0x3fec, 0x493e, 0x7ffe, 0x7fd8, 0x7ffb, 0x7e4d, 0xd4f7, 0x8052, 0x7f58, 0x7fff, 0x7ffa, - 0x7fff, 0x8002, 0x8000, 0x8329, 0x7f01, 0x7ce2, 0xfc81, 0x8000, 0x8002, 0x8000, 0x8001, 0x961f, 0x7fb4, 0x8001, 0x77e7, 0x822f, - 0x8002, 0x8001, 0x6222, 0x8003, 0x8001, 0x806e, 0x801d, 0xdfb2, 0x8002, 0x8001, 0x7ff6, 0x9efb, 0xb7b7, 0x8020, 0x8062, 0x838c, - 0x7fff, 0x8027, 0x7ff5, 0x73fc, 0xb23f, 0x7fff, 0x71d7, 0x7fff, 0x8000, 0x77d8, 0x7fff, 0x7fb0, 0x8006, 0x818b, 0x8099, 0x878b, - 0x8003, 0x7996, 0x7ff3, 0x83a6, 0x7ef7, 0x7fe8, 0x8c4d, 0x80d8, 0x7d4a, 0x804d, 0x7ffe, 0x7fff, 0x8b55, 0x8001, 0x7fff, 0x8200, - 0x800e, 0x7ffe, 0x8010, 0x7f59, 0x6fa1, 0x7ff6, 0x78a8, 0xc856, 0x7ffa, 0x7ff7, 0x7f8a, 0x7f4f, 0x7ffb, 0x8015, 0x8005, 0xb545, - 0x8007, 0x7fff, 0x7fff, 0x7d66, 0x7f26, 0xb1f0, 0x6473, 0x8004, 0x7ffd, 0x7405, 0x8001, 0x7fff, 0x7fd2, 0xb187, 0x83ce, 0x826a, - 0x827f, 0x7fed, 0x8001, 0x7ffd, 0x864f, 0xc288, 0x7ffb, 0x8001, 0x7fff, 0x7f83, 0x7f31, 0x7fff, 0x8c45, 0x5f01, 0x7ff2, 0x8001, - 0xa454, 0x8017, 0x8002, 0x62bf, 0x8020, 0x7fff, 0x7fed, 0x3892, 0x8002, 0x1c9b, 0x7e2d, 0x8001, 0x556a, 0x8128, 0x7fff, 0x7fff, - 0x7ff5, 0x7fff, 0x7f2f, 0x806c, 0x7ffb, 0x8010, 0x7fee, 0x78a1, 0x7ff7, 0x7ffa, 0x88da, 0x8001, 0x7f8d, 0x8d91, 0x7ffe, 0x7f71, - 0x8e8c, 0x7ffa, 0xb60b, 0x7fcc, 0x57b2, 0x809a, 0x800d, 0x8013, 0x7fbb, 0x7ffa, 0x7ff6, 0x7ff4, 0x81bc, 0x736a, 0xf4ea, 0x800b, - 0x8000, 0xdcfb, 0x728c, 0x5f2f, 0x619c, 0x478d, 0x8000, 0x7fef, 0x871b, 0x7fff, 0x7f4e, 0x8002, 0x8009, 0x94b1, 0x7ffd, 0x8003, - 0x809a, 0x821d, 0x7beb, 0x8000, 0x8000, 0x7fff, 0x449d, 0x7f6a, 0x89e5, 0x77c7, 0x7fff, 0x7fed, 0x6bc9, 0x7ff6, 0x8001, 0x4dd9, - 0x7fff, 0x7fee, 0x8bb7, 0x7fff, 0x7ffe, 0x8171, 0x9b63, 0x8003, 0x8000, 0x7ffe, 0x7fe1, 0x7fff, 0x8002, 0xa4d3, 0x808f, 0x7f71, - 0xad64, 0xb382, 0x7584, 0x8003, 0x537c, 0x80f0, 0x7ebf, 0x7622, 0x7fd3, 0x7ffe, 0x8001, 0x80a1, 0x802a, 0x8014, 0x8003, 0x8000, - 0x7f83, 0x805c, 0x7ffc, 0x7f9a, 0x8013, 0x7c88, 0x7fff, 0x7fff, 0x8003, 0x800c, 0x0b55, 0x5c00, 0x8ce9, 0x8026, 0x7fff, 0x8001, - 0x7c40, 0x7fb2, 0x9622, 0x7fff, 0x5d5f, 0x8000, 0x8005, 0x8001, 0x8005, 0x7ff8, 0x8707, 0x2cc2, 0x8001, 0x7955, 0x8001, 0x7dd0, - 0x816c, 0x73e6, 0x8079, 0x8001, 0x8292, 0xec83, 0x9335, 0x2947, 0xca96, 0x803d, 0x8ad9, 0x8003, 0x8001, 0x7ff9, 0x7fff, 0x80c9, - 0x7fff, 0x7892, 0x8001, 0x7fe0, 0x7fff, 0x7e7b, 0x8011, 0x965e, 0x7fff, 0x811e, 0x80eb, 0x8144, 0x75a1, 0x7fd1, 0x7ffd, 0xfdf0, - 0x7ffd, 0x7fff, 0x7f0b, 0x8001, 0x7ffe, 0x8001, 0x8004, 0x455a, 0x8001, 0x8001, 0x8002, 0x800d, 0x8c79, 0x801b, 0x175b, 0x8000, - 0x802e, 0x8055, 0x89f0, 0x7ffd, 0x7ffa, 0x7ffe, 0x8010, 0x7ff8, 0x9822, 0x7ffa, 0x8007, 0x8001, 0x8051, 0x7a1c, 0x8020, 0x508b, - 0x80a1, 0x7fdd, 0x7ff9, 0x8f52, 0x9777, 0x7fff, 0xb8ad, 0x8004, 0x8060, 0x7021, 0x800d, 0x7ed5, 0x7c95, 0xb3e4, 0x8000, 0x7fde, - 0x7ff1, 0x8007, 0x7fff, 0xd4d4, 0x801b, 0x7fff, 0x8250, 0x7f31, 0x7fff, 0x7fff, 0x7ffc, 0x8000, 0x72a3, 0xae9c, 0x8652, 0x7b70, - 0xe79f, 0x811e, 0x8017, 0x8005, 0x8f84, 0x7fcc, 0x4351, 0x7fff, 0x7ff9, 0x7fd8, 0x7fda, 0x7ffa, 0x4aa4, 0x3968, 0x8004, 0x7ff1, - 0x801f, 0x7fec, 0x7e9c, 0x801a, 0x7fff, 0x7fe6, 0x7ffa, 0x7f1d, 0x7e85, 0x8004, 0x8009, 0x7ffe, 0x802e, 0x7c3d, 0x7ffe, 0x7ffe, - 0x7ed8, 0x8000, 0x8002, 0x7fff, 0x7fc3, 0x9230, 0x7ffe, 0xc0b8, 0x8001, 0x7f71, 0x15f4, 0x354f, 0x5bb6, 0x7648, 0x7f8f, 0x6cc3, - 0x8004, 0x7ffd, 0x7ffe, 0x7ffd, 0x0c4b, 0x7d45, 0x7ff6, 0x8013, 0x7fff, 0x8001, 0x7ffe, 0x5aea, 0x7fc8, 0x831e, 0x7ffe, 0x7fec, - 0x7ffd, 0x8112, 0x9533, 0x7ffe, 0x7f26, 0x40af, 0x77ee, 0x8001, 0x8688, 0x8001, 0xe640, 0x8033, 0x7d1f, 0x0cc2, 0x7c43, 0x4117, - 0x7c5f, 0x7fff, 0x8000, 0x804b, 0x7fad, 0x8002, 0x3c70, 0x835b, 0x7ffd, 0x8001, 0x7132, 0x7ffc, 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0x804b, 0x7ee5, 0x7f09, - 0x7fcf, 0x7eb6, 0x72a2, 0x8001, 0x7ff1, 0x800b, 0x828e, 0x4e14, 0x9423, 0x9335, 0x7ffd, 0x8001, 0x7fff, 0x7991, 0x7fff, 0x7fe9, - 0x7fff, 0x29a4, 0x7fff, 0xa047, 0x8006, 0x7cb1, 0x802c, 0xf08b, 0x7f7e, 0x7fff, 0x611c, 0x6895, 0x8032, 0x68fe, 0x8095, 0x800c, - 0x2f03, 0x8006, 0xdaab, 0xb88d, 0x7e24, 0x8046, 0x8001, 0x8005, 0x82fd, 0x7fff, 0x7b3c, 0x7ff8, 0x777c, 0x7ff9, 0x7fff, 0x800e, -}; - -uint8_t q7_sigmoid_result0[1024] = { - 0x4a, 0x50, 0x63, 0x5c, 0x6b, 0x61, 0x67, 0x6a, 0x52, 0x57, 0x6d, 0x50, 0x67, 0x5c, 0x6b, 0x6b, 0x48, 0x67, 0x40, 0x46, 0x5a, 0x6f, 0x6e, 0x4c, 0x46, 0x6a, 0x57, 0x5f, 0x53, 0x5a, 0x61, 0x62, - 0x6c, 0x55, 0x6e, 0x5f, 0x69, 0x55, 0x59, 0x6b, 0x4e, 0x5a, 0x48, 0x44, 0x70, 0x55, 0x6c, 0x59, 0x46, 0x42, 0x48, 0x6a, 0x61, 0x57, 0x5c, 0x5c, 0x6d, 0x6c, 0x6a, 0x66, 0x44, 0x67, 0x59, 0x4e, - 0x5f, 0x4a, 0x69, 0x5a, 0x6b, 0x66, 0x5f, 0x48, 0x52, 0x5f, 0x5a, 0x66, 0x62, 0x50, 0x67, 0x42, 0x4c, 0x6e, 0x44, 0x55, 0x69, 0x42, 0x4c, 0x6d, 0x4e, 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96, 1, 149, 61, 138, 96, 182, 132, 95, 149, 55, 31, 105, 139, 178, 172, 39, 208, 152, 32, 49, 119, 131, 132, 0, 228, 4, 100, 218, 109, 165, 125, 12, 228, 112, 44, 255, 235, 160, 57 -// in1_s=0.022865 in1_zp=81 -float mul_input0_0[64] = { -3.5955007, -1.1513348, 2.0943933, 1.2891177, 3.7788548, -0.97233963, 3.6943207, -1.4255818, 2.0220287, 1.5969111, 3.5899696, 3.6226165, -0.2798016, -0.27725023, 1.5709803, -1.417733, 2.5381522, -0.7003244, -1.6711072, -0.3096368, -0.20493312, -1.447224, -0.05056905, 0.8111898, 0.34002838, -1.825246, 1.5494217, -0.4640145, 1.2947935, 0.3465439, 2.3028026, 1.1574684, 0.32226482, 1.5499313, -0.5951126, -1.1496334, 0.5440513, 1.3262192, 2.2228317, 2.0841792, -0.96405107, 2.8938382, 1.6292038, -1.1107708, -0.73206884, 0.8723591, 1.1431097, 1.1557674, -1.855389, 3.3615441, -1.758712, 0.44121, 3.123213, 0.6310107, 1.9143322, 1.0086061, -1.5786076, 3.3593764, 0.70263654, -0.8492937, 3.975205, 3.5208616, 1.8087512, -0.5470273 -}; - - -// 251, 88, 26, 120, 253, 215, 114, 49, 227, 25, 0, 185, 84, 212, 156, 117, 93, 163, 65, 4, 139, 255, 122, 247, 200, 82, 76, 105, 185, 58, 46, 47, 86, 180, 251, 81, 169, 41, 153, 119, 143, 64, 237, 143, 54, 28, 151, 29, 190, 161, 108, 208, 108, 152, 56, 41, 128, 84, 224, 50, 105, 60, 24, 138 -//in2_s=0.015328 in2_zp=63 -float mul_input1_0[64] = { -2.8844707, 0.37765062, -0.57121867, 0.88041574, 2.9150407, 2.3288517, 0.7788715, -0.21899919, 2.5124238, -0.5856635, -0.9606133, 1.876019, 0.31494832, 2.279801, 1.4258443, 0.82141787, 0.45270765, 1.526933, 0.03050849, -0.9118146, 1.1724099, 2.9481306, 0.8982212, 2.826402, 2.095404, 0.2923528, 0.19409251, 0.64025426, 1.8731772, -0.08067959, -0.25859013, -0.23760779, 0.34724444, 1.7959713, 2.886055, 0.27358902, 1.629057, -0.3318366, 1.3864897, 0.8531643, 1.2317978, 0.02239138, 2.6639898, 1.2318234, -0.1425313, -0.5403589, 1.3439572, -0.52692986, 1.9435929, 1.4950484, 0.69381636, 2.2222862, 0.6924104, 1.3575501, -0.101318575, -0.3445312, 0.9930564, 0.32027745, 2.4720032, -0.206891, 0.64260095, -0.04279052, -0.5976144, 1.1510012 -}; - -// 244, 64, 51, 90, 255, 33, 119, 76, 156, 55, 13, 184, 70, 60, 108, 52, 90, 53, 70, 76, 67, 0, 70, 109, 83, 62, 76, 66, 111, 71, 61, 66, 73, 117, 42, 66, 86, 64, 122, 101, 51, 72, 143, 48, 73, 63, 97, 61, 11, 155, 51, 87, 107, 85, 68, 65, 45, 89, 100, 74, 114, 68, 53, 60 -//out_s=0.059930 out_zp=71 -float mul_output_0[64] = { -10.371117, -0.4348023, -1.1963565, 1.1349595, 11.015515, -2.2644348, 2.877401, 0.31220126, 5.080193, -0.93525255, -3.4485726, 6.7960973, -0.088123046, -0.6320753, 2.2399733, -1.1645511, 1.1490409, -1.0693485, -0.050982956, 0.28233135, -0.24026562, -4.2666054, -0.045422193, 2.2927485, 0.71249676, -0.53361577, 0.30073115, -0.29708725, 2.4253776, -0.027959019, -0.595482, -0.27502352, 0.111904666, 2.783632, -1.7175277, -0.31452706, 0.8862906, -0.4400881, 3.0819335, 1.7781473, -1.187516, 0.06479703, 4.3401823, -1.3682735, 0.10434273, -0.471387, 1.5362905, -0.6090084, -3.6061208, 5.025671, -1.2202232, 0.9804949, 2.1625452, 0.85662866, -0.1939574, -0.34749627, -1.5676464, 1.0759325, 1.7369198, 0.17571123, 2.5544705, -0.1506595, -1.0809358, -0.6296291 -}; - - -float mul_input0_1[79] = { -2.3891296, -1.5163233, 2.3243287, 2.9733286, -0.9159526, 0.35561824, 3.8977485, -1.039754, -1.2268255, 1.6868387, -0.29016104, -1.8527902, 2.1707265, 3.7488072, 0.16351803, 2.2627025, 1.6542169, -1.2488489, 1.4387635, -0.0030336527, 3.2343664, 2.945198, 0.9679767, 1.5578215, -1.0410676, 3.112145, 2.3931143, -1.2851886, 3.4599931, 0.7404579, 3.858559, 0.082745336, 2.2974617, -0.50206256, -1.4744984, 2.810351, 1.4499373, 3.785615, 0.3310767, -0.7774456, 3.916547, 3.0501068, -0.1363316, 0.10887438, 0.65686005, 2.4291048, 1.7569809, 2.9141667, -0.21372817, -1.3306732, -0.36977962, 3.1367772, -0.6780707, -0.24207927, 1.2692115, 2.7287621, -0.18384743, 1.0248948, 1.960465, -1.1083796, 3.4629123, -0.2511615, -0.12240697, 2.6109343, 2.3466709, 1.2221012, 3.532672, 3.591827, -1.0952325, -0.10108308, 0.0931554, -0.1619675, 2.615729, 3.6871102, 2.5901003, 1.0311837, -0.41398093, -1.0356323, -0.27954814 -}; - -float mul_input1_1[79] = { -1.1537862, 0.87866634, 1.2494595, 0.2986246, -0.82061654, 2.262425, -0.25125775, 2.2069094, 0.6552038, 2.1927516, -0.90321267, -0.2813838, 0.6014244, 1.4802963, 2.1903796, 2.4252625, 0.7172412, -0.9740537, 0.8558954, 1.6999723, 0.81879604, 0.5259148, 1.934557, 0.9806562, -0.9539626, 2.6093073, -0.70238036, 2.3804417, 1.7546828, 2.545638, -0.8961466, -0.31106296, 2.8515046, 0.0883083, 2.8151505, 0.87962306, -0.34823608, -0.39608744, 1.1874988, 1.4166099, 0.06420848, 2.1055365, 2.447388, 2.9221075, 1.5270412, 1.7335856, 0.86298186, -0.95070547, 1.6606548, 2.4196804, 0.41926217, -0.462835, 0.7319943, 0.996496, -0.6166208, -0.39979854, 0.6964016, 0.90685487, 2.9371727, 2.7908766, 1.2210504, 0.92473793, 2.2507567, 2.3559341, 2.4703467, -0.087352805, 1.6244893, 1.2032721, 0.5161634, -0.94790596, 1.0248015, 2.378616, 1.5405651, -0.82027245, 1.9580821, 1.3795332, 2.9595273, 2.6439478, 2.709788 -}; - -float mul_output_1[79] = { -2.7565448, -1.3323423, 2.9041545, 0.88790905, 0.75164586, 0.8045596, -0.9793395, -2.294643, -0.8038207, 3.6988184, 0.26207712, 0.5213452, 1.3055279, 5.549345, 0.35816655, 5.4876475, 1.1864725, 1.2164459, 1.231431, -0.0051571256, 2.6482863, 1.5489233, 1.872606, 1.5276873, 0.99313956, 8.120543, -1.6808765, -3.0593164, 6.0711904, 1.8849378, -3.4578345, -0.025739009, 6.551223, -0.04433629, -4.1509347, 2.4720495, -0.5049205, -1.4994346, 0.3931532, -1.1013372, 0.2514755, 6.422111, -0.3336563, 0.31814265, 1.0030524, 4.211061, 1.5162426, -2.7705142, -0.3549287, -3.2198038, -0.1550346, -1.4518104, -0.49634388, -0.24123104, -0.7826222, -1.0909551, -0.12803164, 0.92943084, 5.758224, -3.0933506, 4.22839, -0.23225856, -0.2755083, 6.1511893, 5.7970905, -0.10675397, 5.7387877, 4.321945, -0.56531894, 0.09581725, 0.095465794, -0.3852585, 4.029701, -3.0244348, 5.071629, 1.4225521, -1.2251879, -2.7381577, -0.7575162 -}; - - - -/*************** add *****************/ -// 150, 22, 61, 156, 67, 227, 149, 106, 215, 112, 150, 28, 234, 227, 124, 198, 126, 255, 21, 21, 196, 155, 218, 11, 54, 118, 92, 150, 26, 247, 205, 0, 67, 217, 51, 131, 234, 165, 138, 177, 235, 172, 240, 45, 200, 135, 157, 5, 150, 219, 55, 111, 80, 145, 147, 252, 15, 23, 4, 206, 99, 238, 26, 89 -float add_input0_0[64] = { -1.8914933, -2.963344, -1.4791808, 2.1478033, -1.2438387, 4.8401723, 1.8801879, 0.22397321, 4.39607, 0.46070546, 1.8971423, -2.752671, 5.1232557, 4.86405, 0.92525846, 3.7293994, 0.98549974, 5.896829, -3.0100787, -2.996117, 3.6530018, 2.0859604, 4.491485, -3.3906167, -1.7473582, 0.68243444, -0.32041466, 1.9266846, -2.8356164, 5.6110773, 3.9896827, -3.8334653, -1.2641143, 4.4732804, -1.8844427, 1.1743716, 5.107739, 2.4972851, 1.4446031, 2.927997, 5.144956, 2.7574012, 5.346422, -2.0995228, 3.8337543, 1.3378396, 2.1726663, -3.613451, 1.9044193, 4.5576224, -1.7006929, 0.40106615, -0.7661495, 1.71037, 1.7883767, 5.7916956, -3.2447724, -2.9497197, -3.67814, 4.0407324, -0.042663477, 5.26991, -2.8166196, -0.4032436 -}; - -// 252, 238, 58, 135, 170, 150, 5, 185, 81, 44, 170, 140, 81, 68, 88, 183, 161, 130, 174, 48, 3, 3, 14, 155, 32, 169, 187, 249, 74, 229, 0, 252, 157, 4, 198, 245, 14, 205, 160, 59, 254, 255, 60, 248, 26, 123, 225, 14, 188, 92, 6, 61, 60, 217, 120, 221, 94, 218, 246, 218, 246, 77, 123, 144 -float add_input1_0[64] = { -1.5840147, 1.159906, -4.2139235, -1.9142834, -0.8782131, -1.475462, -5.781352, -0.4144012, -3.5261703, -4.6358333, -0.8519253, -1.7621429, -3.5257847, -3.918888, -3.309967, -0.4660294, -1.1423199, -2.0438557, -0.7593259, -4.5039105, -5.845255, -5.8552213, -5.5088296, -1.3044579, -4.9754725, -0.8885856, -0.35973403, 1.5055677, -3.7388937, 0.8879013, -5.925893, 1.5941072, -1.2636517, -5.8018546, -0.0196891, 1.3739675, -5.51461, 0.18116997, -1.1653864, -4.1610827, 1.6280028, 1.6775116, -4.1305056, 1.4749523, -5.1585035, -2.2804677, 0.7895561, -5.517912, -0.34037757, -3.201992, -5.7481575, -4.125325, -4.151866, 0.52404356, -2.3687065, 0.64239603, -3.1174533, 0.5619974, 1.3941797, 0.57152116, 1.412015, -3.6323829, -2.2750444, -1.6337522 -}; - -// 202, 117, 55, 150, 112, 200, 83, 143, 160, 79, 163, 74, 172, 161, 108, 198, 143, 208, 86, 26, 111, 86, 130, 71, 38, 143, 135, 201, 41, 250, 115, 110, 105, 125, 115, 187, 139, 189, 150, 126, 255, 217, 165, 136, 125, 131, 193, 0, 171, 168, 27, 86, 67, 182, 137, 249, 44, 108, 109, 220, 168, 172, 64, 113 -float add_output_0[64] = { -3.4755077, -1.8034381, -5.6931043, 0.23351991, -2.1220517, 3.3647103, -3.901164, -0.19042799, 0.86989975, -4.175128, 1.045217, -4.514814, 1.597471, 0.9451618, -2.3847086, 3.26337, -0.15682018, 3.8529735, -3.7694046, -7.5000277, -2.192253, -3.769261, -1.0173445, -4.6950746, -6.722831, -0.20615119, -0.6801487, 3.4322524, -6.57451, 6.4989786, -1.9362102, -2.2393582, -2.527766, -1.3285742, -1.9041318, 2.5483391, -0.40687084, 2.678455, 0.27921665, -1.2330856, 6.7729588, 4.4349127, 1.2159166, -0.6245705, -1.3247492, -0.94262815, 2.9622223, -9.131363, 1.5640417, 1.3556304, -7.4488506, -3.7242591, -4.9180155, 2.2344136, -0.5803298, 6.4340916, -6.3622255, -2.3877223, -2.2839603, 4.6122537, 1.3693515, 1.637527, -5.0916643, -2.036996 -}; - - -float add_input0_1[79] = { -2.4147022, 5.5339055, -0.58984274, -2.438065, -1.93239, 2.8159769, 4.3476124, -2.9352727, -0.73129493, 4.9285254, 3.5733252, -3.563293, 1.6952212, -1.4413975, -3.8095915, 3.1305735, 0.8743676, -2.6783814, 1.0001823, -1.3887724, 4.5794487, -0.21283764, 3.6754136, -1.1091316, 3.2033637, 1.8482046, -2.7368534, 5.259641, -3.1619835, -3.5300746, -0.31789124, 5.991514, 4.612132, 2.0465405, 4.592508, 3.429664, 3.73108, 5.854443, 3.5010757, 0.35842082, 1.6071798, -3.3482687, 0.4180634, 4.4825435, -3.5329213, -0.7542955, 3.2766273, 3.0356104, 0.60685945, 5.050468, 5.3277845, 2.05107, 2.8697014, -3.141598, 3.309812, 1.5754243, -3.024704, 5.191229, 4.8682766, 1.527579, 4.1540666, 2.5375686, 2.2750778, 5.206301, 3.2897828, -3.360796, -3.690472, 5.70183, -1.2155734, 5.508655, -1.3860801, 1.1119684, 1.2160413, -3.5041528, 4.550062, 1.9610664, 4.3884225, -2.0293674, 4.702905 -}; - -float add_input1_1[79] = { --2.3107126, -3.5741322, -0.9088081, -0.17963856, 0.5003551, 0.57381654, -2.7877283, -4.504604, 1.0969868, -1.667354, -3.6262696, -1.4010607, -4.096202, -3.5388238, -2.348568, 0.0014443492, -1.868423, -0.04625459, -4.020847, -5.9715266, -0.86669075, 1.9337977, -1.9594675, -5.8402333, -2.5692258, -2.8363564, -2.7917728, -4.4199324, -0.46258208, 1.1643807, -5.8158927, -1.4715741, -2.4507976, -1.876372, -0.21298562, -2.1700795, -4.525566, -2.4152162, -2.1618872, -3.2427704, -4.350561, -5.3181386, -3.9266195, -3.9246392, -5.091423, -3.894365, -0.5819045, 0.30143723, -1.6552736, -1.4634762, -5.627967, -2.0806355, -4.1279516, -2.9657693, -4.6592927, -4.3797626, -1.3584547, -5.321013, -3.5467882, 0.63404614, 0.0045398087, -0.6493006, -1.0788305, -0.17094277, -2.8610141, -1.1605616, -1.3005929, 1.0606303, -3.545987, 0.27079737, -4.1484566, -2.3484962, -4.439312, -0.86131537, -0.9808166, -5.9041514, 0.44151893, -3.185232, 1.084687 -}; - -float add_output_1[79] = { -0.1039896, 1.9597733, -1.4986508, -2.6177037, -1.4320349, 3.3897934, 1.5598841, -7.4398766, 0.36569184, 3.2611713, -0.05294442, -4.9643536, -2.4009807, -4.9802213, -6.1581593, 3.1320179, -0.9940554, -2.724636, -3.0206647, -7.360299, 3.712758, 1.7209601, 1.7159461, -6.9493647, 0.63413787, -0.9881518, -5.5286264, 0.8397088, -3.6245656, -2.365694, -6.133784, 4.5199404, 2.1613345, 0.17016852, 4.3795223, 1.2595844, -0.79448605, 3.4392269, 1.3391886, -2.8843496, -2.7433815, -8.666408, -3.5085561, 0.55790424, -8.624344, -4.6486607, 2.694723, 3.3370476, -1.0484141, 3.5869918, -0.30018234, -0.029565573, -1.2582502, -6.1073675, -1.3494806, -2.8043385, -4.3831587, -0.1297841, 1.3214884, 2.1616251, 4.1586065, 1.888268, 1.1962473, 5.0353584, 0.42876863, -4.5213575, -4.991065, 6.76246, -4.7615604, 5.7794523, -5.534537, -1.2365278, -3.2232707, -4.365468, 3.5692456, -3.9430852, 4.8299413, -5.2145996, 5.787592 -}; \ No newline at end of file diff --git a/tests/validation_xt800/valid_data/clip_u8.dat b/tests/validation_xt800/valid_data/clip_u8.dat deleted file mode 100644 index ff83a86b..00000000 --- a/tests/validation_xt800/valid_data/clip_u8.dat +++ /dev/null @@ -1,13 +0,0 @@ - -// np.random.uniform(-12, 8, (batch, in_size_y, in_size_x, in_channel)) -// 238, 175, 200, 242, 15, 210, 86, 127, 216, 176, 37, 6, 107, 70, 193, 111, 219, 183, 213, 233, 4, 183, 78, 27, 141, 61, 26, 28, 186, 19, 53, 80, 97, 241, 12, 137, 6, 248, 124, 198, 217, 96, 255, 189, 201, 198, 84, 171, 231, 26, 180, 245, 104, 97, 129, 41, 64, 160, 90, 6, 92, 211, 0, 178, 249, 92, 22, 38, 71, 227, 166, 157, 234, 199, 120, 211, 122, 231, 43, -float clip_input_0[79] = { -6.472520479777845, 1.6524117115431576, 3.5540241301618476, 6.7720685413372195, -10.73843010710064, 4.336700874745073, -5.276676450558698, -2.0635375232288418, 4.799700713502599, 1.675561126255122, -9.044978457377448, -11.401510798623589, -3.6493572452886944, -6.5023003403675155, 3.0317842829214783, -3.3360024837946085, 5.023247869646877, 2.2312874454049307, 4.5295164485625925, 6.11665588113744, -11.567359619208535, 2.2637713627829825, -5.881379095407816, -9.817993836721344, -0.9722691176548057, -7.199509315304813, -9.843637092336373, -9.734275685832767, 2.4752202124524842, -10.377283041012134, -7.8053131498918304, -5.694193022160892, -4.427727296874318, 6.740270728399217, -10.944775335930633, -1.3157132818091597, -11.416368119356665, 7.232707300259662, -2.301493143447722, 3.422238108603043, 4.824735788439497, -4.468930172786896, 7.778637483092009, 2.706135439089369, 3.6464586924346793, 3.3696022052633587, -5.402767536640832, 1.286349201127873, 5.976781776779141, -9.906939273037231, 1.9728046457173232, 7.045409278069478, -3.8686412795661695, -4.391681438580382, -1.8919279963621953, -8.754075002296052, -6.936542105937938, 0.43233580770216307, -4.974578363777005, -11.425209873560839, -4.796337090929775, 4.400792416960993, -11.894683535666184, 1.889154787229046, 7.330381954848001, -4.819824641266635, -10.196758857661106, -8.927713752336086, -6.419953696857477, 5.64771449319699, 0.8872590220479815, 0.19553378607814942, 6.164236009426709, 3.4613307123071824, -2.6044903671872515, 4.393471834903103, -2.452332143786716, 5.9552404005048025, -8.548512025009494, -}; - - -// clip_fmin = 0.0 clip_fmax = 6.0 -// 255, 70, 151, 255, 0, 184, 0, 0, 204, 71, 0, 0, 0, 0, 129, 0, 213, 95, 193, 255, 0, 96, 0, 0, 0, 0, 0, 0, 105, 0, 0, 0, 0, 255, 0, 0, 0, 255, 0, 145, 205, 0, 255, 115, 155, 143, 0, 55, 254, 0, 84, 255, 0, 0, 0, 0, 0, 18, 0, 0, 0, 187, 0, 80, 255, 0, 0, 0, 0, 240, 38, 8, 255, 147, 0, 187, 0, 253, 0, -float clip_output_0[79] = { -6.0, 1.6524117115431576, 3.5540241301618476, 6.0, 0.0, 4.336700874745073, 0.0, 0.0, 4.799700713502599, 1.675561126255122, 0.0, 0.0, 0.0, 0.0, 3.0317842829214783, 0.0, 5.023247869646877, 2.2312874454049307, 4.5295164485625925, 6.0, 0.0, 2.2637713627829825, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 2.4752202124524842, 0.0, 0.0, 0.0, 0.0, 6.0, 0.0, 0.0, 0.0, 6.0, 0.0, 3.422238108603043, 4.824735788439497, 0.0, 6.0, 2.706135439089369, 3.6464586924346793, 3.3696022052633587, 0.0, 1.286349201127873, 5.976781776779141, 0.0, 1.9728046457173232, 6.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.43233580770216307, 0.0, 0.0, 0.0, 4.400792416960993, 0.0, 1.889154787229046, 6.0, 0.0, 0.0, 0.0, 0.0, 5.64771449319699, 0.8872590220479815, 0.19553378607814942, 6.0, 3.4613307123071824, 0.0, 4.393471834903103, 0.0, 5.9552404005048025, 0.0, -}; diff --git a/tests/validation_xt800/valid_data/convolution_u8.dat b/tests/validation_xt800/valid_data/convolution_u8.dat deleted file mode 100644 index 12ecdc1c..00000000 --- a/tests/validation_xt800/valid_data/convolution_u8.dat +++ /dev/null @@ -1,601 +0,0 @@ -/* --------------------------------- pwconv ---------------------------------------*/ - -// 215, 43, 123, 5, 99, 255, 94, 68, 139, 215, 0, 200, 179, 21, 2, 63, -// 15, 177, 194, 8, 92, 32, 147, 183, 210, 7, 16, 40, 206, 29, 13, -float pwconv_input_0[5*9*31] = { -0.4833495020866394, -1.3815025091171265, -0.5095629692077637, -1.787176489830017, -0.7644654512405396, 0.91776442527771, -0.8260994553565979, -1.1047989130020142, -0.33899959921836853, 0.4914260804653168, -1.8472660779953003, 0.3264140784740448, 0.09831449389457703, -1.620535135269165, -1.8234857320785522, -1.154823899269104, -1.6773366928100586, 0.08051096647977829, 0.2613354027271271, -1.7555204629898071, -0.8442427515983582, -1.4963083267211914, -0.2528953552246094, 0.14580070972442627, 0.4334377646446228, -1.7687506675720215, -1.6668351888656616, -1.4135581254959106, 0.38652506470680237, -1.523969292640686, -1.7011305093765259, --1.445064902305603, -1.1859394311904907, -0.08083423972129822, -0.5068758726119995, -0.15567651391029358, -1.3277349472045898, 0.1749921292066574, -1.0773307085037231, 0.8130512237548828, 0.006031150929629803, 0.4104663133621216, 0.8459795117378235, 0.4620278775691986, -0.4605163037776947, -1.1257319450378418, -0.9071003794670105, 0.30441197752952576, 0.7523856163024902, -0.3139997124671936, -1.1541142463684082, -1.1758394241333008, -0.39405712485313416, -1.0787192583084106, -0.14356765151023865, 0.5674198269844055, -0.7117440104484558, -0.6488438248634338, -1.9652756452560425, 0.016573872417211533, 0.2068597823381424, -1.4540596008300781, -0.7838208675384521, -1.6261881589889526, 0.7972779870033264, -0.10267987847328186, -0.8357386589050293, -0.11595273017883301, -1.250383973121643, -0.16029560565948486, -1.2821851968765259, -0.2480648159980774, 0.3223205804824829, -0.7606430053710938, 0.3183709681034088, -0.37987807393074036, -1.5816004276275635, -1.8340773582458496, -1.944838285446167, 0.8450479507446289, -0.5666020512580872, 0.9050213098526001, 0.31293800473213196, 0.8470871448516846, -0.12575501203536987, -1.1869462728500366, 0.6218897104263306, 0.4537883698940277, -1.9560790061950684, 0.4837966859340668, 0.17406770586967468, -1.5544466972351074, -1.587730050086975, --1.7529034614562988, -0.2812563180923462, -0.2127784788608551, 0.543433427810669, -1.2706109285354614, 0.6696826219558716, -1.5637362003326416, -0.7845773696899414, -0.9947918057441711, -0.9641682505607605, -0.15076331794261932, -0.9920788407325745, -0.4111711084842682, 0.9374951720237732, -0.5932021141052246, -1.2517281770706177, -0.028790025040507317, -1.9613800048828125, 0.6220959424972534, -1.9125384092330933, -0.16545429825782776, -0.5045558214187622, -1.1615043878555298, -0.4754556715488434, 0.5113140344619751, 0.4621879458427429, -1.7952208518981934, 0.1277005970478058, 0.6870840787887573, 0.4301985800266266, 0.20631584525108337, --0.03784114122390747, -1.146782398223877, -0.7673376798629761, 0.21226277947425842, -1.3519974946975708, 0.2610246241092682, 0.2323099672794342, -1.314133644104004, 0.018335331231355667, -0.2692025601863861, -1.9405134916305542, -1.8183375597000122, 0.46073436737060547, -1.8836432695388794, -1.8185900449752808, -1.292162299156189, -0.8716325759887695, -0.29606446623802185, 0.6902316212654114, -1.3840910196304321, -1.896582841873169, -1.9941773414611816, -0.1689223051071167, -0.3328498601913452, 0.2855302691459656, -1.7138487100601196, -1.8456778526306152, 0.8706201314926147, -1.4890700578689575, 0.5620638728141785, -1.7414175271987915, --1.033868432044983, -1.6282418966293335, 0.37902507185935974, -1.3088546991348267, 0.9101809859275818, -0.911690354347229, 0.0654306635260582, 0.20119242370128632, 0.9226935505867004, -0.6265852451324463, -1.108644962310791, 0.18768492341041565, 0.6519657969474792, -0.4553412199020386, -1.9853944778442383, -0.23705996572971344, -0.5678431391716003, 0.47763484716415405, -0.36235445737838745, 0.8384403586387634, 0.05455626919865608, 0.6029991507530212, -0.10973266512155533, -1.3695622682571411, -0.032225485891103745, 0.06818323582410812, -1.8837995529174805, -1.1093119382858276, -0.5213518142700195, -1.0039300918579102, -0.05192642658948898, --0.2662029564380646, -0.6874642968177795, -1.0906299352645874, -1.9160501956939697, 0.3889993727207184, -1.9523992538452148, 0.9336528778076172, 0.3739182651042938, -0.6281812787055969, -1.5421819686889648, 0.3709516227245331, -0.24515701830387115, 0.7668152451515198, -1.2592321634292603, -0.7862077951431274, -0.5295692086219788, 0.2984881103038788, 0.9709124565124512, -1.0808420181274414, -0.1208002045750618, -1.4252660274505615, 0.6715508103370667, -0.13405947387218475, -0.7118174433708191, -0.021285993978381157, -0.6265054941177368, -1.4298479557037354, 0.3595552146434784, -0.6241176724433899, 0.7799505591392517, -1.8336974382400513, --1.7643738985061646, -1.8473095893859863, -1.5881139039993286, -0.7435488104820251, -1.1714335680007935, -1.700374722480774, 0.2977317273616791, 0.9484715461730957, -0.7283730506896973, -0.8431099653244019, -1.163634181022644, 0.23987938463687897, -0.2546297013759613, -1.1245996952056885, 0.4341471493244171, 0.8441817164421082, 0.6330172419548035, 0.6911332607269287, 0.2896983325481415, 0.6857886910438538, -0.32291579246520996, -1.061521291732788, -0.9039126038551331, -1.4923958778381348, -0.9719738364219666, 0.5304085612297058, 0.866035521030426, 0.9209631085395813, -1.1677075624465942, -1.8631271123886108, 0.649384081363678, -0.6578400731086731, -1.8788633346557617, -0.2920970916748047, 0.5958110094070435, -1.5303995609283447, -1.3607752323150635, 0.1493442952632904, -1.833396553993225, -1.984106421470642, 0.507712721824646, -0.5925610661506653, 0.2308434098958969, -1.2720333337783813, -0.7229815125465393, -1.8754172325134277, 0.6942256689071655, -1.8185817003250122, 0.27877277135849, -1.9733715057373047, -1.4329348802566528, -0.8359250426292419, 0.9316316843032837, -0.9865270853042603, -0.175957590341568, 0.4847392439842224, -1.6002006530761719, -0.37081873416900635, -1.3304568529129028, -0.38015004992485046, -0.17955854535102844, 0.41508790850639343, --1.8405290842056274, 0.3891409933567047, 0.1027621254324913, 0.4123002290725708, -0.46061450242996216, -1.1744636297225952, -1.4496065378189087, 0.4678092896938324, 0.9341621994972229, 0.783015251159668, 0.673075258731842, -1.5605900287628174, -1.3632603883743286, 0.46306148171424866, -1.9870895147323608, 0.04156891256570816, 0.759445309638977, 0.8914903402328491, 0.3226330280303955, -0.8548479676246643, 0.597933828830719, -1.1064313650131226, -1.2566728591918945, 0.5680058598518372, -1.469971776008606, 0.46393007040023804, -0.4808577299118042, -1.9466156959533691, -1.0464890003204346, -0.8050109148025513, -0.9642244577407837, --0.487414687871933, -1.6472501754760742, 0.049680836498737335, 0.9423862099647522, -0.9148600101470947, -1.5073473453521729, -1.702427864074707, -0.9120368957519531, -1.9746849536895752, 0.6838720440864563, 0.9318300485610962, -1.1280144453048706, -0.16545771062374115, 0.8610906600952148, 0.7826717495918274, 0.9855391383171082, -0.8779314756393433, 0.1209486722946167, -1.4220579862594604, 0.7739109396934509, 0.3712582290172577, -1.0412135124206543, -0.4519859552383423, 0.03204583376646042, -1.947031021118164, -0.446147084236145, -0.8910632133483887, -1.7428865432739258, 0.6369149684906006, 0.7850290536880493, -0.6553621888160706, -0.8331062197685242, -0.8720232248306274, -1.4127038717269897, -0.7718635201454163, -0.978067934513092, 0.6488867998123169, 0.14787977933883667, 0.3429965078830719, 0.9047013521194458, -0.5885558128356934, 0.6032258868217468, -0.3464984893798828, 0.4664490818977356, -1.018018126487732, -1.0711480379104614, -0.7646518349647522, -1.399978518486023, -0.8273029923439026, -0.6916247010231018, -0.4129507541656494, -1.7502046823501587, -0.1320040374994278, -0.7323071360588074, -0.6413285732269287, 0.6395400166511536, 0.1364537477493286, 0.29550331830978394, -0.46056631207466125, -1.4981718063354492, 0.4442635178565979, -0.2876918911933899, --1.167319416999817, -1.0779809951782227, -1.8338007926940918, 0.9407640695571899, -0.08403103798627853, -1.8364988565444946, -0.24005359411239624, -1.0830872058868408, 0.29775121808052063, 0.08005662262439728, -0.053009841591119766, -1.8767443895339966, -0.058146193623542786, -0.7705721855163574, -0.40609121322631836, 0.06359067559242249, 0.5917425155639648, 0.5027896761894226, 0.15838347375392914, 0.6143853664398193, 0.5883821249008179, 0.8383357524871826, 0.4604518413543701, 0.32140517234802246, -1.7778136730194092, -0.722419798374176, -0.9158332347869873, 0.8931914567947388, -1.1272084712982178, -1.6786137819290161, 0.46590903401374817, --0.42472320795059204, -0.8138697743415833, 0.7619951367378235, -1.7541587352752686, -0.20633848011493683, -0.794847309589386, 0.7335706949234009, -0.004461716394871473, -1.2035175561904907, -1.7890357971191406, 0.6206052899360657, 0.6413516402244568, -1.6168794631958008, -0.8668972253799438, 0.7978203296661377, -1.0692594051361084, 0.786888599395752, 0.5841526985168457, -1.7856005430221558, -0.053482089191675186, 0.8693583607673645, -1.2708333730697632, -1.5484447479248047, -1.6567288637161255, 0.8559404611587524, 0.41602611541748047, 0.5349458456039429, 0.3755011260509491, -0.44137102365493774, -0.9730038046836853, -0.8152589797973633, -0.784257709980011, -1.7828701734542847, 0.22364561259746552, -1.7709416151046753, -1.1517304182052612, -1.498781681060791, 0.1875947266817093, -1.3472267389297485, 0.6475264430046082, -0.18098440766334534, -1.7873075008392334, -0.380808025598526, -0.7221660614013672, 0.9729857444763184, -0.21959087252616882, -1.2570898532867432, -0.2630467712879181, 0.36660051345825195, -1.4592829942703247, 0.7018440961837769, -0.5276102423667908, -0.16392046213150024, -0.26277706027030945, -1.7969751358032227, 0.05069592967629433, -0.81175696849823, 0.9055992960929871, -0.4820004105567932, -0.9114140868186951, -1.1878275871276855, -0.8667093515396118, -0.6094202995300293, -1.092504858970642, -0.7424503564834595, -0.7718188166618347, -0.12885846197605133, -1.4583200216293335, -0.07481458783149719, -1.5209441184997559, -0.3245822489261627, -0.3372361660003662, -0.06295117735862732, -0.1232425794005394, 0.48120051622390747, 0.1671968251466751, -1.3897860050201416, 0.42749032378196716, 0.7103059887886047, -1.5166124105453491, -0.9163777232170105, -1.4351162910461426, -1.7385354042053223, -0.1977604329586029, -0.7557387351989746, -1.1036572456359863, 0.7174005508422852, 0.7609681487083435, -0.18076542019844055, 0.17607669532299042, -1.6136283874511719, -1.7120716571807861, 0.33275383710861206, --0.180226132273674, -0.6429427862167358, -1.403734564781189, -0.4505307376384735, -0.09897248446941376, 0.04283096268773079, -0.63913494348526, 0.849128246307373, 0.8350192904472351, -0.6856117248535156, -1.1474659442901611, -1.134436845779419, -1.4413552284240723, 0.9641214609146118, -0.0013117442140355706, -0.9042633771896362, 0.13819842040538788, -1.6224035024642944, -1.9178094863891602, -0.1174803301692009, -0.1820189207792282, -0.677308201789856, -1.8801534175872803, -1.1251565217971802, -1.871511459350586, 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1.2187362909317017, 0.7679784297943115, 1.3606586456298828, 0.8536683917045593, -0.08119001984596252, 0.7455193996429443, 1.6952427625656128, 0.9443707466125488, 1.3076733350753784, -0.5516814589500427, -0.3876325190067291, -0.011120516806840897, -0.28634029626846313, -0.9760181903839111, 0.32001280784606934, -0.37547099590301514, 1.6910470724105835, -0.7469003796577454, -0.7938265204429626, -0.04974127560853958, 0.4412209093570709, 0.3056299686431885, 0.14474262297153473, 0.6977758407592773, -0.11749999225139618, -0.49582424759864807, 1.5887935161590576, 1.0736740827560425, -0.4860716164112091, -0.14441227912902832, -0.29919347167015076, -0.3651553690433502, 1.9752970933914185, -0.9428071975708008, -0.8361011147499084, -0.13427682220935822, -0.017858188599348068, -0.7875427603721619, -0.30827978253364563, 1.36061692237854, -0.08875849097967148, -0.24305936694145203, -0.6478304266929626, 0.8271610140800476, 0.7312979102134705, 1.7832870483398438, -0.6420403718948364, 1.380265712738037, 0.5402998328208923, -0.9084874391555786, 1.418198823928833, 1.8064396381378174, 1.5059744119644165, 0.22270546853542328, 0.5574929714202881, -}; - - -//-49505, 108278, -48671, 27490, 114889, 66815, 40085, 94938, -42491, 16963, 64879, 14502, 81879, 29704, 10849, 112020, -15638, 87868, -22652, 43238, 34666, 110325, -63653, -13893, -38508, 48580, -76071, -3276, 98377, 30578, -66192, 44045, -27750, 66515, -50439, 59117, 69144, -9250, 43035, 95256, -52434, -24970, 28642, 36817, 25639, 36392, 61059, 15467, -51139, -4308, 110962, -5147, 47202, -44675, 66113, -20311, 86110, -40875, -25834, 74686, 115395, 46575, 84045 -float pwconv_bias_0[63] = { --6.312403202056885, 13.806540489196777, -6.206155300140381, 3.505342960357666, 14.649499893188477, 8.519586563110352, 5.111330509185791, 12.105613708496094, -5.418129920959473, 2.163060426712036, 8.272727012634277, 1.8491599559783936, 10.440497398376465, 3.7875821590423584, 1.383470058441162, 14.28378677368164, -1.9940615892410278, 11.204082489013672, -2.8884735107421875, 5.513287544250488, 4.420376777648926, 14.067667007446289, -8.116409301757812, -1.7716209888458252, -4.910163879394531, 6.194546222686768, -9.699932098388672, -0.4178105294704437, 12.544149398803711, 3.899104595184326, -8.44019889831543, 5.616300582885742, -3.5384557247161865, 8.481350898742676, -6.431604385375977, 7.5380167961120605, 8.816582679748535, -1.179489016532898, 5.487400531768799, 12.146120071411133, -6.6859869956970215, -3.1839349269866943, 3.652198076248169, 4.6945576667785645, 3.2692887783050537, 4.640410423278809, 7.785703659057617, 1.9722248315811157, -6.520812034606934, -0.5493921637535095, 14.148792266845703, -0.6564009189605713, 6.018823146820068, -5.696512222290039, 8.430068969726562, -2.589977741241455, 10.979904174804688, -5.212010383605957, -3.294187068939209, 9.523324012756348, 14.714101791381836, 5.938887119293213, 10.716672897338867, -}; - -// 64, 191, 87, 48, 196, 100, 98, 127, 105, 110, 139, 58, 185, 93, 155, 127, 92, 162, 81, 102, 132, 182, 12, 108, 102, 66, 46, 71, 159, 108, 37, 85, 51, 161, 89, 132, 203, 62, 156, 147, 30, 42, 81, 158, 90, 157, 112, 97, 105, 78, 165, 67, 132, 37, 121, 88, 103, 42, 91, 128, 165, 136, 166 -float pwconv_output_0[5*9*63] = { --17.3387393951416, 6.872927188873291, -13.051092147827148, -20.480195999145508, 7.749166965484619, -10.564347267150879, -10.911840438842773, -5.322019577026367, -9.526800155639648, -8.620634078979492, -3.027127265930176, -18.467432022094727, 5.709198951721191, -11.86761474609375, -0.08909863233566284, -5.281155586242676, -11.97221851348877, 1.273705005645752, -14.179229736328125, -10.119668960571289, -4.37409782409668, 5.089293956756592, -27.303699493408203, -8.935070991516113, -10.0648775100708, -16.930953979492188, -20.918514251708984, -16.062406539916992, 0.8407030701637268, -9.050457954406738, -22.515222549438477, -13.371078491210938, -19.864181518554688, 1.142588496208191, -12.641886711120605, -4.305704116821289, 9.127528190612793, -17.74642562866211, 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-17.15298843383789, -0.9179547429084778, -5.606215000152588, 5.8091139793396, -20.23779296875, -2.673429489135742, -16.977937698364258, -9.479463577270508, -19.275651931762695, 0.206541046500206, -3.568835973739624, 1.2652826309204102, -17.338176727294922, -4.957409858703613, -15.382328987121582, -3.2313356399536133, -12.382512092590332, -4.673818588256836, -1.710342526435852, -13.286386489868164, 1.242457628250122, 15.619471549987793, -7.064655303955078, -17.767728805541992, -2.4489681720733643, -10.253893852233887, -3.3762333393096924, -3.0184669494628906, 7.023943901062012, -16.51099395751953, -10.983935356140137, -7.40092134475708, 1.4993829727172852, -17.924509048461914, -14.734911918640137, -14.275555610656738, -0.8133232593536377, -14.938843727111816, 1.4834470748901367, -14.202737808227539, -13.500781059265137, -0.5923840403556824, 8.100820541381836, -4.045929431915283, 6.491474151611328, --15.316073417663574, 13.45861530303955, -7.303299903869629, -2.2434163093566895, 11.83183479309082, -0.4740349352359772, 7.477506637573242, 4.445718288421631, -11.320427894592285, -2.4207000732421875, 4.6622467041015625, 2.2362284660339355, 8.855766296386719, -2.959014415740967, -6.578274726867676, 2.7692747116088867, -1.3374969959259033, 7.4151201248168945, -10.914437294006348, -4.4249467849731445, 1.3302210569381714, 14.183906555175781, -21.265331268310547, 1.5900431871414185, -8.732137680053711, 1.593154788017273, -19.6751708984375, -4.252066135406494, 8.370485305786133, 6.797531604766846, -16.957948684692383, 3.837204933166504, -14.029254913330078, -1.1989859342575073, -12.88864803314209, 0.6271232962608337, 8.302299499511719, -6.323462963104248, -6.564991474151611, 4.871616363525391, -10.641319274902344, -14.348803520202637, -5.056373119354248, 9.32658576965332, -6.962603569030762, 3.740971565246582, 13.978058815002441, -3.102044105529785, -14.738182067871094, -3.5760927200317383, 3.3395965099334717, -11.974854469299316, -0.7920291423797607, -6.947800159454346, -0.5794832110404968, -6.514018535614014, -0.8345399498939514, -11.423117637634277, -13.4060640335083, 6.643405914306641, 9.271713256835938, 2.5993642807006836, 6.980628967285156, --20.45313835144043, 11.677495956420898, -11.913858413696289, -5.855236053466797, 14.283156394958496, -3.2681167125701904, -8.342116355895996, 3.3147470951080322, -14.636645317077637, -6.582357406616211, 3.9145796298980713, -10.404451370239258, 6.244395732879639, -14.006987571716309, 0.08248071372509003, -5.341710090637207, -10.030662536621094, 0.8059000372886658, -10.32092571258545, 5.240594863891602, 4.389052391052246, 11.287846565246582, -15.450054168701172, -2.0541465282440186, -12.575474739074707, -12.019771575927734, -17.51408576965332, -3.636134624481201, 9.579934120178223, -1.8763954639434814, -18.886619567871094, -2.578645706176758, -12.057250022888184, -1.4929596185684204, -8.089021682739258, -7.519988536834717, 5.059612274169922, -7.4400482177734375, -6.4800286293029785, 0.6561394929885864, -13.415300369262695, -18.50937271118164, -5.165700435638428, -4.387882232666016, -2.729739189147949, 1.5056101083755493, -2.1625993251800537, -12.25882339477539, -8.908079147338867, -5.720455646514893, 7.03204345703125, -16.409399032592773, -4.742792129516602, -16.10248374938965, -1.116773009300232, -12.302998542785645, -1.2359403371810913, -18.714033126831055, -15.527477264404297, 3.564493417739868, 8.329870223999023, 4.649527072906494, 4.201322555541992, --13.838356971740723, 7.456067085266113, -12.528923988342285, -8.555285453796387, 9.762227058410645, -3.139258623123169, 7.724242210388184, 1.581063151359558, -14.45073127746582, -10.009627342224121, -0.4129177927970886, -3.927645444869995, -1.9573261737823486, -11.084734916687012, -3.159308671951294, 6.108124256134033, -1.841260552406311, 5.660089015960693, -5.892756938934326, -8.219304084777832, -0.3583779036998749, 9.687026023864746, -20.636430740356445, -3.5353055000305176, -9.824797630310059, 0.10034473240375519, -17.147014617919922, -6.134816646575928, 3.3746135234832764, -4.024628639221191, -13.636551856994629, 1.0118449926376343, -13.831171035766602, 2.3480284214019775, -7.637027740478516, -3.369307279586792, 9.815905570983887, -5.9239325523376465, 2.484119415283203, 3.096850872039795, -7.654950141906738, -14.077705383300781, 6.725682258605957, 2.6071035861968994, 2.763537883758545, -1.8381444215774536, 0.2910151779651642, -9.462907791137695, -9.236882209777832, -0.6630919575691223, 9.697952270507812, -12.295878410339355, -10.058111190795898, -7.621646881103516, 0.9426235556602478, -13.00947093963623, 0.2369193285703659, -16.64997100830078, -5.973020553588867, 4.922524452209473, 7.352713584899902, 4.068561553955078, 9.794466972351074, -}; - - - -/* --------------------------------- conv ---------------------------------------*/ -/* -138, 143, 86, 83, 106, -154, 135, 182, 97, 193, -242, 171, 101, 51, 86, -209, 178, 133, 180, 66, -130, 150, 185, 78, 220, -178, 82, 5, 120, 27, -168, 121, 201, 17, 166, -140, 85, 115, 75, 3, -119, 195, 45, 65, 28, -13, 130, 86, 46, 123, -221, 0, 91, 18, 131, -14, 88, 101, 84, 87, -230, 69, 250, 227, 46, -17, 243, 123, 42, 112, -136, 3, 39, 110, 57, -154, 242, 75, 75, 80, -242, 85, 134, 16, 72, -73, 89, 71, 18, 187, -151, 251, 75, 58, 5, -3, 108, 36, 231, 255, -64, 28, 223, 212, 8, -139, 101, 98, 54, 243, -63, 161, 5, 225, 118, -77, 226, 32, 26, 226, -242, 56, 20, 169, 150, -70, 19, 171, 139, 51, -198, 232, 216, 77, 163, -192, 181, 38, 39, 137, -233, 104, 128, 248, 208, -36, 213, 61, 92, 159, -75, 59, 35, 42, 102, -235, 225, 117, 176, 41, -19, 235, 1, 164, 148, -171, 131, 149, 185, 103, -38, 30, 5, 18, 103, -37, 160, 23, 154, 165, -49, 124, 148, 142, 127, -211, 251, 118, 57, 147, -42, 113, 222, 248, 99, -118, 69, 66, 255, 191, -232, 137, 161, 34, 23, -251, 2, 208, 50, 120, -204, 16, 229, 206, 192, -50, 24, 174, 183, 234, -99, 98, 104, 123, 225, -220, 121, 102, 142, 172, -20, 238, 242, 26, 191, -116, 46, 27, 0, 213, -182, 218, 9, 75, 220, -*/ - -// im2col_buffer[0]: 169,169,169,169,169,169,169,169,169,169,169,169,169,169,169,169,169,169,169,169, 138, 143, 86, 83, 106,154, 135, 182, 97, 193,169,169,169,169,169, 140, 85, 115, 75, 3, 119, 195, 45, 65, 28, -// im2col_buffer[1]: 169,169,169,169,169,169,169,169,169,169,169,169,169,169,169,138, 143, 86, 83, 106,154, 135, 182, 97, 193,242, 171, 101, 51, 86,140, 85, 115, 75, 3,119, 195, 45, 65, 28,13, 130, 86, 46, 123 -float conv_input_0[7*7*5] = { --0.3605973422527313, -0.30520880222320557, -0.9618648886680603, -0.9939553141593933, -0.7263985872268677, --0.16959835588932037, -0.39540794491767883, 0.15654106438159943, -0.8304250240325928, 0.27496784925460815, -0.8467742800712585, 0.01952536776661873, -0.7880136370658875, -1.3732997179031372, -0.967078447341919, -0.4607618451118469, 0.09923149645328522, -0.4137354791164398, 0.12874235212802887, -1.192634105682373, --0.45079874992370605, -0.21861188113689423, 0.18399451673030853, -1.0557643175125122, 0.5901604890823364, -0.10652614384889603, -1.0068460702896118, -1.9054272174835205, -0.5721086859703064, -1.6498359441757202, --0.01686040125787258, -0.561263382434845, 0.37581828236579895, -1.7602063417434692, -0.033945124596357346, --0.34162449836730957, -0.9709213972091675, -0.6270994544029236, -1.0900756120681763, -1.9195383787155151, --0.5789865255355835, 0.30106475949287415, -1.439133882522583, -1.2078776359558105, -1.6395256519317627, --1.8123767375946045, -0.457539439201355, -0.9681291580200195, -1.422048807144165, -0.5361014008522034, -0.6051580905914307, -1.9635556936264038, -0.9029250741004944, -1.7557387351989746, -0.43502888083457947, --1.798564076423645, -0.9403233528137207, -0.7848411202430725, -0.9815183877944946, -0.9454002380371094, -0.7080484628677368, -1.1610513925552368, 0.93758225440979, 0.6773813962936401, -1.427880048751831, --1.7626488208770752, 0.8639219999313354, -0.5352274179458618, -1.4739817380905151, -0.6587075591087341, --0.3862074315547943, -1.9220376014709473, -1.504698634147644, -0.6867918968200684, -1.2985509634017944, --0.17607884109020233, 0.8431029319763184, -1.0879701375961304, -1.0861179828643799, -1.0289233922958374, -0.8452275991439819, -0.9788228869438171, -0.4039568603038788, -1.7797094583511353, -1.1203049421310425, --1.1126158237457275, -0.9254558086395264, -1.1373029947280884, -1.7488418817520142, 0.2038244754076004, --0.20387618243694305, 0.951393187046051, -1.0916061401367188, -1.2843838930130005, -1.8974294662475586, --1.9219145774841309, -0.7019011378288269, -1.543953537940979, 0.7139027118682861, 0.9937901496887207, --1.2231740951538086, -1.6389418840408325, 0.6307418942451477, 0.4932907819747925, -1.8670783042907715, --0.3525153696537018, -0.7870578765869141, -0.8243361115455627, -1.328493595123291, 0.8533560037612915, --1.223533034324646, -0.09647829830646515, -1.9052473306655884, 0.6545946598052979, -0.5949845910072327, --1.0672982931137085, 0.6626699566841125, -1.5892016887664795, -1.663849115371704, 0.6612968444824219, -0.8505682945251465, -1.3068757057189941, -1.7269034385681152, -0.004659585654735565, -0.22453878819942474, --1.143194317817688, -1.7451874017715454, 0.01948527619242668, -0.3458072245121002, -1.37092125415802, -0.33697739243507385, 0.7335329055786133, 0.5455349683761597, -1.0618541240692139, -0.06679093092679977, -0.2689817547798157, 0.14407430589199066, -1.5162612199783325, -1.5032223463058472, -0.3753949701786041, -0.7477503418922424, -0.7560502886772156, -0.47862422466278076, 0.9198729991912842, 0.4470505714416504, --1.5480996370315552, 0.5158746242523193, -1.2536486387252808, -0.887989342212677, -0.11231398582458496, --1.08664870262146, -1.272117257118225, -1.5500332117080688, -1.470394253730774, -0.7826718091964722, -0.7633664011955261, 0.6470235586166382, -0.6074923872947693, 0.08020289242267609, -1.4835952520370483, --1.7430905103683472, 0.7667840719223022, -1.9465492963790894, -0.0621119849383831, -0.2412015199661255, -0.01992957293987274, -0.44536736607551575, -0.2309374362230301, 0.1808227151632309, -0.7660900950431824, --1.5212364196777344, -1.6131168603897095, -1.8976129293441772, -1.7458301782608032, -0.7600770592689514, --1.5290199518203735, -0.10020848363637924, -1.6945291757583618, -0.1788085252046585, -0.04309951514005661, --1.3916001319885254, -0.5214187502861023, -0.24158573150634766, -0.31420159339904785, -0.4910343587398529, -0.4895555377006531, 0.9468121528625488, -0.5944587588310242, -1.3007171154022217, -0.26056745648384094, --1.46792733669281, -0.6490681767463684, 0.6098189949989319, 0.9108020663261414, -0.8061771988868713, --0.5926227569580078, -1.1601322889328003, -1.1969197988510132, 0.9917464852333069, 0.25013163685798645, -0.7364063858985901, -0.3733559250831604, -0.09703559428453445, -1.5624220371246338, -1.6952674388885498, -0.9511516094207764, -1.9392495155334473, 0.4477035403251648, -1.37942636013031, -0.5737138986587524, -0.4039779603481293, -1.772336483001709, 0.6996451020240784, 0.4288524389266968, 0.26390355825424194, --1.3783299922943115, -1.686118483543396, 0.05405326187610626, 0.16683995723724365, 0.7564110159873962, --0.8152627944946289, -0.825956404209137, -0.7494518160820007, -0.5316326022148132, 0.6470538377761841, -0.5939067006111145, -0.5572590231895447, -0.7755521535873413, -0.3130796253681183, 0.030739372596144676, --1.7311338186264038, 0.8055195808410645, 0.8460795879364014, -1.6588950157165527, 0.2596602439880371, --0.6136414408683777, -1.4209156036376953, -1.6486166715621948, -1.9603171348571777, 0.506570041179657, -0.1503901332616806, 0.5678238272666931, -1.8575910329818726, -1.0900822877883911, 0.5946470499038696, -}; - -// 143, 120, 55, 249, 57, 55, 236, 188, 34, 139, 211, 16, 250, 22, 212, 38, 182, 14, 135, 213, 207, 72, 130, 205, 83, 122, 247, 33, 242, 120, 170, 187, 25, 145, 61, 124, 64, 234, 36, 50, 35, 239, 122, 47, 181 -float conv_kernel_0[11*3*3*5] = { -0.680892825126648, 0.40542781352996826, -0.35371220111846924, 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-1.6008358001708984, -16.375286102294922, 6.733820915222168, -16.371932983398438, -13.554430961608887, -7.576657772064209, 2.565580129623413, -23.56542205810547, --4.681799411773682, -15.345077514648438, -6.2766218185424805, 11.251387596130371, -14.40431022644043, 5.950191020965576, -11.340725898742676, -2.4609556198120117, -3.575951099395752, -0.449007511138916, -16.457298278808594, --19.784107208251953, -22.952550888061523, -12.83983039855957, -0.8828706741333008, -13.978813171386719, 6.741098403930664, -16.760902404785156, -12.358859062194824, -6.439258098602295, -0.8709607124328613, -22.768020629882812, --16.644968032836914, -18.041465759277344, -25.559860229492188, -3.3173704147338867, -26.031965255737305, -12.380241394042969, -17.967639923095703, -14.805191993713379, -8.85822582244873, -6.793463706970215, -19.751298904418945, --22.483171463012695, -31.049285888671875, -26.332429885864258, -6.666983604431152, -23.094173431396484, -5.539859771728516, -19.134830474853516, -8.80528450012207, -9.740023612976074, -8.547953605651855, -27.364299774169922, --22.126949310302734, -34.72772979736328, -25.428808212280273, -9.706610679626465, -14.507913589477539, -11.608634948730469, -17.23984146118164, -22.84295654296875, -11.422346115112305, -9.554061889648438, -20.1168212890625, --25.290523529052734, -20.857501983642578, -12.055437088012695, -6.938715934753418, -18.72148895263672, 0.7470550537109375, -20.42304801940918, -9.482839584350586, -14.24599838256836, -3.5767431259155273, -25.770179748535156, --24.090068817138672, -16.518186569213867, -18.16701889038086, 5.364110946655273, -14.832098007202148, -9.971746444702148, -18.612668991088867, -18.096115112304688, -6.144370079040527, -13.619033813476562, -23.084518432617188, --18.290143966674805, -14.216090202331543, -14.422139167785645, -6.408804893493652, -14.589427947998047, 4.357253074645996, -15.113235473632812, -11.71127700805664, -7.109619617462158, -6.928101539611816, -23.330341339111328, --20.01772689819336, -10.407537460327148, -12.39094066619873, 1.5708532333374023, -16.05241584777832, 4.941652297973633, -24.065452575683594, -9.694263458251953, -6.07900857925415, -8.089228630065918, -17.392335891723633, --27.109468460083008, -21.76416778564453, -14.24659538269043, -12.453642845153809, -16.776437759399414, 0.9170904159545898, -18.640026092529297, -17.062862396240234, -11.680091857910156, -13.731208801269531, -28.700706481933594, --13.227007865905762, -21.56672477722168, -17.70119857788086, -2.2874441146850586, -18.851001739501953, -6.500446319580078, -16.28872299194336, -12.532449722290039, -2.933215618133545, -4.8022260665893555, -17.305858612060547, --19.861286163330078, -16.72141456604004, -14.994267463684082, -3.463407516479492, -20.091066360473633, -3.876199722290039, -12.506439208984375, -13.622321128845215, -7.726600170135498, -7.631264686584473, -14.469611167907715, --23.354511260986328, -15.471378326416016, -14.200299263000488, -0.27591419219970703, -13.668792724609375, 0.924677848815918, -5.820947647094727, -13.581849098205566, -0.9855979681015015, -2.750873565673828, -19.51055145263672, --16.452587127685547, -23.546871185302734, -26.83348846435547, 0.2952709197998047, -20.648963928222656, 7.622709274291992, -18.347915649414062, -3.3090004920959473, -6.018293857574463, -4.30819034576416, -19.962787628173828, --16.693405151367188, -26.669885635375977, -9.138718605041504, 5.559205532073975, -10.857339859008789, 12.579073905944824, -12.219963073730469, -10.324607849121094, -6.3566155433654785, -0.8507418632507324, -20.049806594848633, --22.320636749267578, -15.722686767578125, -5.440914630889893, 7.86090087890625, -8.117498397827148, 16.713088989257812, -5.960087776184082, -10.207792282104492, 0.1385660171508789, -8.02209758758545, -16.141878128051758, --14.473849296569824, -16.753583908081055, -12.811410903930664, 6.1494903564453125, -12.383525848388672, 5.063995838165283, -10.688084602355957, -17.640148162841797, -3.174722194671631, -9.427386283874512, -22.12834358215332, --27.50124168395996, -11.95873737335205, -22.030122756958008, -4.329929351806641, -24.288307189941406, 1.480325698852539, -9.599000930786133, -11.593997955322266, -13.789087295532227, -9.958954811096191, -18.306264877319336, --19.884349822998047, -18.263063430786133, -17.248964309692383, -1.0365419387817383, -13.071043014526367, 4.8164520263671875, -16.784597396850586, -5.838868141174316, -1.975953221321106, 4.977461814880371, -23.312450408935547, --14.723234176635742, -14.153691291809082, -21.224273681640625, 12.753131866455078, -20.165525436401367, 5.085671901702881, -15.802613258361816, -19.06060028076172, -11.533464431762695, -11.965932846069336, -27.67084503173828, --25.733436584472656, -22.702085494995117, -17.99203109741211, -1.0690269470214844, -22.824155807495117, -4.225248336791992, -16.737539291381836, -8.741710662841797, -6.666090488433838, -19.344091415405273, -31.587020874023438, --23.122745513916016, -17.824726104736328, -10.85090160369873, -6.154177665710449, -18.39659881591797, -3.8664913177490234, -22.056304931640625, -15.84562873840332, -15.389309883117676, -2.33797550201416, -24.923978805541992, --15.327720642089844, -10.188335418701172, -2.53922700881958, -0.3012561798095703, -12.024749755859375, 8.972908020019531, -10.431599617004395, -5.835718154907227, -1.2348262071609497, -5.8195600509643555, -19.764556884765625, --17.812702178955078, -18.510122299194336, -7.305481910705566, -2.705136299133301, -22.645788192749023, 9.805042266845703, -17.477493286132812, -4.562877178192139, -5.825926780700684, -6.586688041687012, -13.233621597290039, --15.216520309448242, -18.144567489624023, -7.44741153717041, 1.4502296447753906, -17.08740234375, 6.855406284332275, -8.996356010437012, -4.070995330810547, 0.26219630241394043, -3.544539451599121, -13.88562297821045, --16.581748962402344, -8.79592514038086, -6.1781325340271, 6.441326141357422, -6.392993927001953, 13.633849143981934, -11.631710052490234, -8.234519958496094, -7.982884883880615, -8.634843826293945, -11.89322280883789, --23.37201499938965, -21.35829734802246, -2.7208285331726074, 2.927338123321533, -20.03045654296875, 6.907982349395752, -10.066099166870117, -12.159635543823242, 1.256744146347046, 5.689784049987793, -17.506872177124023, --8.71468448638916, -23.494853973388672, -10.440752029418945, 0.37209224700927734, -17.453325271606445, -0.3760347366333008, -12.721956253051758, -11.114219665527344, 4.67715311050415, -1.395556926727295, -15.85765266418457, --17.23694610595703, -18.15777587890625, -11.19180965423584, 2.4404706954956055, -15.234514236450195, 3.924215316772461, -0.6087589263916016, -8.768312454223633, -7.342446804046631, 0.6816091537475586, -11.30689811706543, -}; - - - - - - -/* --------------------------------- dwconv ---------------------------------------*/ - -/* -112, 182, 5, 252, 7, -194, 146, 197, 230, 242, -220, 54, 50, 115, 56, -20, 133, 180, 209, 207, -40, 56, 26, 181, 253, -220, 7, 97, 117, 110, -142, 216, 184, 97, 153, -148, 123, 255, 208, 203, -122, 192, 237, 33, 48, -49, 199, 147, 122, 108, -166, 114, 81, 234, 153, -37, 184, 172, 0, 215, -181, 101, 70, 137, 105, -19, 123, 142, 201, 40, -134, 176, 27, 206, 241, -5, 62, 135, 181, 36, -23, 194, 41, 173, 75, -230, 170, 203, 224, 70, -58, 180, 105, 37, 12, -92, 114, 106, 114, 15, -211, 100, 31, 38, 80, -93, 210, 246, 44, 59, -149, 65, 119, 116, 95, -219, 207, 11, 10, 202, -104, 75, 91, 199, 121, -64, 50, 104, 43, 181, -230, 208, 227, 250, 200, -209, 74, 95, 196, 159, -4, 202, 233, 192, 198, -102, 101, 40, 31, 124, -62, 1, 72, 125, 252, -109, 193, 173, 134, 179, -83, 252, 111, 59, 191, -57, 184, 41, 145, 92, -5, 81, 124, 103, 166, -75, 185, 213, 103, 55, -235, 169, 43, 148, 49, -102, 185, 154, 103, 186, -75, 112, 30, 105, 197, -229, 82, 119, 133, 189, -65, 46, 229, 194, 178, -87, 254, 228, 64, 151, -146, 21, 67, 92, 155, -196, 60, 86, 104, 145, -98, 109, 176, 203, 5, -194, 61, 190, 43, 133, -132, 104, 147, 45, 25, -43, 252, 245, 81, 220, -199, 95, 212, 92, 163, -*/ -float dwconv_input_0[7*7*5] = { -0.30375102162361145, 1.1030024290084839, -0.9322608709335327, 1.9192394018173218, -0.9066194295883179, -1.2456977367401123, 0.6865919828414917, 1.2846921682357788, 1.6605734825134277, 1.8041434288024902, -1.5459632873535156, -0.3731701076030731, -0.41359513998031616, 0.3387458026409149, -0.3427068293094635, --0.758659839630127, 0.5384484529495239, 1.0854971408843994, 1.4196805953979492, 1.3940532207489014, --0.5296393036842346, -0.3484879434108734, -0.693628191947937, 1.0988032817840576, 1.9307910203933716, -1.545668363571167, -0.9055618047714233, 0.12524838745594025, 0.3529636561870575, 0.2782665193080902, -0.6472216844558716, 1.5012398958206177, 1.1291089057922363, 0.1226271316409111, 0.7689368724822998, -0.7150710225105286, 0.4301496148109436, 1.9531567096710205, 1.4074668884277344, 1.3459738492965698, -0.41224709153175354, 1.2255232334136963, 1.7468234300613403, -0.6147669553756714, -0.4375446140766144, --0.42773696780204773, 1.3051890134811401, 0.6986919045448303, 0.41233354806900024, 0.2492261528968811, -0.9259206652641296, 0.3214019238948822, -0.060610052198171616, 1.701254963874817, 0.769571840763092, --0.5605563521385193, 1.1257803440093994, 0.9904639720916748, -0.9872413873672485, 1.487933874130249, -1.0998657941818237, 0.17111018300056458, -0.1850542277097702, 0.5845111012458801, 0.21717308461666107, --0.7778810262680054, 0.4321768581867218, 0.6447076797485352, 1.3289073705673218, -0.5310263633728027, -0.5541982650756836, 1.0401856899261475, -0.6792935132980347, 1.388446569442749, 1.7881375551223755, --0.9385682940483093, -0.27682098746299744, 0.5612934827804565, 1.096510410308838, -0.5708180665969849, --0.7225504517555237, 1.2509909868240356, -0.5213781595230103, 1.006805181503296, -0.12376372516155243, -1.6589006185531616, 0.9681468605995178, 1.3521168231964111, 1.5861997604370117, -0.18033505976200104, --0.3200898766517639, 1.0786845684051514, 0.21596331894397736, -0.5604333281517029, -0.8534570336341858, -0.07342029362916946, 0.3188563585281372, 0.22718170285224915, 0.31732305884361267, -0.8180884122848511, -1.4469891786575317, 0.15663407742977142, -0.6393898725509644, -0.5547808408737183, -0.06696145981550217, -0.07820257544517517, 1.4299482107162476, 1.8413969278335571, -0.48007336258888245, -0.3142129182815552, -0.7227881550788879, -0.24547070264816284, 0.38207653164863586, 0.3488047420978546, 0.09995752573013306, -1.5307998657226562, 1.3970757722854614, -0.8637317419052124, -0.8819321990013123, 1.3330962657928467, -0.20720545947551727, -0.13107387721538544, 0.054602742195129395, 1.3000950813293457, 0.4027962386608124, --0.2544821798801422, -0.41080790758132935, 0.2065776288509369, -0.499716192483902, 1.0904834270477295, -1.6620393991470337, 1.4041650295257568, 1.6220331192016602, 1.8937273025512695, 1.3168995380401611, -1.4211456775665283, -0.13387402892112732, 0.10726109892129898, 1.2662420272827148, 0.8434178829193115, --0.949512779712677, 1.333128809928894, 1.6993345022201538, 1.2198327779769897, 1.2874476909637451, -0.18979313969612122, 0.17318308353424072, -0.5337862372398376, -0.6386730670928955, 0.44214946031570435, --0.2771051228046417, -0.9811711311340332, -0.1670818030834198, 0.4535425901412964, 1.9133350849151611, -0.2653951346874237, 1.2321115732192993, 1.0037086009979248, 0.5528457760810852, 1.0708788633346558, --0.03374321758747101, 1.9165688753128052, 0.2863500118255615, -0.31277966499328613, 1.2095425128936768, --0.3343537747859955, 1.1343191862106323, -0.5155693888664246, 0.6847581267356873, 0.07212512940168381, --0.9361647367477417, -0.05286889895796776, 0.4349074363708496, 0.19708245992660522, 0.9254587888717651, --0.12263935804367065, 1.139844536781311, 1.4592537879943848, 0.19284038245677948, -0.35572701692581177, -1.7127132415771484, 0.9576090574264526, -0.4979560077190399, 0.7168006896972656, -0.42382076382637024, -0.1808193027973175, 1.1461727619171143, 0.7880497574806213, 0.1945837438106537, 1.1567221879959106, --0.13256944715976715, 0.2997381091117859, -0.6450972557067871, 0.22260738909244537, 1.28097403049469, -1.645897388458252, -0.04660022258758545, 0.38618728518486023, 0.5418745875358582, 1.1929179430007935, --0.2404029667377472, -0.4662249982357025, 1.6472513675689697, 1.2428308725357056, 1.0602902173995972, -0.01665567420423031, 1.9415383338928223, 1.642645239830017, -0.25717803835868835, 0.7474391460418701, -0.6878677606582642, -0.7476247549057007, -0.21979793906211853, 0.0721200481057167, 0.790766716003418, -1.273199200630188, -0.3031536042690277, 0.002690296620130539, 0.21046116948127747, 0.6824738383293152, -0.13497988879680634, 0.2672629654407501, 1.0362845659255981, 1.343487024307251, -0.9371811151504517, -1.2485257387161255, -0.292948454618454, 1.1958149671554565, -0.49916231632232666, 0.5416476726531982, -0.5275465846061707, 0.2104828804731369, 0.7069506049156189, -0.47095125913619995, -0.7052019834518433, --0.49548235535621643, 1.9086613655090332, 1.827807903289795, -0.057322483509778976, 1.5413891077041626, -1.3008716106414795, 0.10688014328479767, 1.4530075788497925, 0.0717005729675293, 0.8870382905006409, -}; - - -/* -30, 98, 173, 245, 183, -21, 216, 195, 152, 38, -171, 239, 133, 36, 226, -113, 162, 112, 100, 43, -211, 38, 233, 229, 170, -53, 94, 123, 27, 41, -96, 255, 126, 13, 244, -19, 39, 91, 136, 0, -227, 229, 97, 187, 90 -*/ -float dwconv_kernel_0[1*3*3*5] = { --2.306932210922241, -1.0062806606292725, 0.4156176447868347, 1.7912696599960327, 0.5994480848312378, --2.4771344661712646, 1.2276474237442017, 0.8362430930137634, 0.014057177118957043, -2.1383843421936035, -0.3866739273071289, 1.6692070960998535, -0.3493906259536743, -2.1943414211273193, 1.4191081523895264, --0.730527400970459, 0.21286441385746002, -0.7359687685966492, -0.9636902809143066, -2.0471017360687256, -1.1359113454818726, -2.1490180492401123, 1.5607712268829346, 1.4746869802474976, 0.3611691892147064, --1.8600497245788574, -1.0857081413269043, -0.5406423807144165, -2.350341796875, -2.087162733078003, --1.0432993173599243, 1.9738378524780273, -0.4692051410675049, -2.629081964492798, 1.768134593963623, --2.514876127243042, -2.1214442253112793, -1.1321556568145752, -0.2764236032962799, -2.871413469314575, -1.4519768953323364, 1.47731614112854, -1.0279688835144043, 0.6887605786323547, -1.1628577709197998, -}; - -// -40680, -49079, 34686, 14572, 38530 -float dwconv_bias_0[5] = { --8.913187026977539, -10.75335693359375, 7.599874496459961, 3.192811965942383, 8.441964149475098, -}; - -/* -55, 48, 155, 154, 151, -48, 60, 195, 142, 255, -110, 68, 173, 155, 139, -51, 84, 208, 145, 160, -72, 67, 179, 135, 163, -61, 85, 194, 186, 185, -81, 35, 208, 152, 218, -56, 47, 208, 170, 217, -65, 62, 215, 140, 181, -46, 28, 190, 131, 227, -53, 71, 188, 162, 188, -74, 28, 203, 120, 197, -100, 85, 188, 178, 212, -0, 80, 221, 178, 182, -90, 44, 179, 177, 200, -59, 125, 224, 168, 178, -26, 16, 201, 109, 189, -71, 67, 218, 221, 225, -84, 76, 187, 143, 172, -34, 29, 189, 162, 195, -46, 88, 188, 128, 227, -76, 31, 204, 133, 139, -69, 71, 201, 172, 198, -125, 100, 179, 136, 156, -53, 72, 201, 208, 156, -25, 66, 199, 129, 175, -79, 49, 221, 177, 195, -73, 85, 187, 158, 167, -89, 44, 224, 190, 220, -49, 90, 189, 148, 164, -13, 83, 193, 138, 131, -70, 23, 208, 171, 150, -55, 41, 184, 136, 173, -58, 92, 174, 133, 154, -19, 18, 194, 166, 198, -72, 61, 233, 169, 174, -75, 18, 179, 184, 216, -76, 39, 192, 134, 203, -35, 115, 173, 143, 160, -66, 105, 184, 157, 169, -90, 26, 178, 184, 144, -82, 50, 193, 166, 179, -74, 101, 208, 153, 199, -54, 80, 197, 146, 228, -22, 69, 212, 195, 178, -85, 62, 203, 155, 230, -54, 37, 191, 150, 170, -30, 54, 219, 181, 204, -96, 87, 222, 185, 178, -*/ -float dwconv_output_0[7*7*5] = { --12.084953308105469, -12.971220970153809, 1.4433115720748901, 1.307689905166626, 0.9929346442222595, --12.999499320983887, -11.411567687988281, 6.902366638183594, -0.25049328804016113, 15.011211395263672, --4.665957450866699, -10.264944076538086, 3.8736464977264404, 1.429394245147705, -0.6688634157180786, --12.615405082702637, -8.054041862487793, 8.6961088180542, 0.143088698387146, 2.1177854537963867, --9.794910430908203, -10.407757759094238, 4.747982025146484, -1.181768536567688, 2.5404422283172607, --11.285057067871094, -8.013808250427246, 6.7774434089660645, 5.715466022491455, 5.6098246574401855, --8.498369216918945, -14.751404762268066, 8.6268949508667, 1.129431962966919, 10.058828353881836, --11.895002365112305, -13.123802185058594, 8.667516708374023, 3.4678452014923096, 9.869588851928711, --10.627326011657715, -11.113927841186523, 9.56163501739502, -0.5813628435134888, 5.065296173095703, --13.214107513427734, -15.66660213470459, 6.183330535888672, -1.8097870349884033, 11.169894218444824, --12.281072616577148, -9.924713134765625, 5.925585746765137, 2.3687744140625, 5.9491376876831055, --9.431449890136719, -15.677613258361816, 8.005306243896484, -3.2891623973846436, 7.13556432723999, --5.9138593673706055, -7.921699047088623, 5.954230308532715, 4.590518474578857, 9.15427017211914, --19.484878540039062, -8.594367027282715, 10.355867385864258, 4.5423102378845215, 5.073905944824219, --7.297002792358398, -13.510656356811523, 4.781673431396484, 4.40490198135376, 7.566040515899658, --11.55302619934082, -2.6378047466278076, 10.877488136291504, 3.2714569568634033, 4.536985397338867, --15.970361709594727, -17.288206100463867, 7.7159552574157715, -4.713619709014893, 6.119528293609619, --9.916899681091309, -10.349652290344238, 10.00191593170166, 10.422892570495605, 10.959212303161621, --8.110335350036621, -9.180127143859863, 5.759840488433838, -0.13276174664497375, 3.847707748413086, --14.870412826538086, -15.567926406860352, 6.129258632659912, 2.4909589290618896, 6.873307704925537, --13.24158000946045, -7.608118057250977, 6.01445198059082, -2.1942031383514404, 11.264866828918457, --9.241039276123047, -15.31723403930664, 8.127945899963379, -1.4986404180526733, -0.724876880645752, --10.118616104125977, -9.922179222106934, 7.65593147277832, 3.817781686782837, 7.237642288208008, --2.6070196628570557, -5.9917144775390625, 4.673774242401123, -1.0674023628234863, 1.5872001647949219, --12.316303253173828, -9.717180252075195, 7.695322513580322, 8.62934684753418, 1.5843015909194946, --16.128276824951172, -10.498841285705566, 7.403206825256348, -2.0061733722686768, 4.155115127563477, --8.849913597106934, -12.847095489501953, 10.426884651184082, 4.477672100067139, 6.9230217933654785, --9.56364917755127, -7.944209575653076, 5.882779121398926, 1.941004991531372, 3.173692226409912, --7.4637651443481445, -13.463995933532715, 10.806876182556152, 6.161036491394043, 10.312154769897461, --12.784220695495605, -7.273148059844971, 6.062019348144531, 0.5185590982437134, 2.7052700519561768, --17.673648834228516, -8.300881385803223, 6.611319065093994, -0.8476870059967041, -1.7867536544799805, --9.95510196685791, -16.385726928710938, 8.712695121765137, 3.6413073539733887, 0.8525726795196533, --12.078412055969238, -13.868219375610352, 5.387697219848633, -1.1233433485031128, 3.921090841293335, --11.595918655395508, -7.046560287475586, 4.019375801086426, -1.551560401916504, 1.290468454360962, --16.877988815307617, -17.014738082885742, 6.789321422576904, 3.037113904953003, 7.342953681945801, --9.694013595581055, -11.178707122802734, 12.000288009643555, 3.336099863052368, 4.0082316398620605, --9.324871063232422, -17.0174617767334, 4.675751686096191, 5.465091228485107, 9.672662734985352, --9.21613597869873, -14.258380889892578, 6.429069995880127, -1.3535021543502808, 8.014913558959961, --14.803248405456543, -3.9438858032226562, 3.907308578491211, -0.15201686322689056, 2.22802996635437, --10.50626277923584, -5.281853675842285, 5.383183479309082, 1.7426506280899048, 3.385565996170044, --7.291001796722412, -15.969369888305664, 4.639755725860596, 5.4281415939331055, 0.002652542432770133, --8.382903099060059, -12.690699577331543, 6.5981035232543945, 2.976093292236328, 4.783971786499023, --9.533988952636719, -5.819786548614502, 8.649637222290039, 1.234316110610962, 7.462364673614502, --12.11030387878418, -8.609383583068848, 7.120321273803711, 0.20454345643520355, 11.360288619995117, --16.46257781982422, -10.130386352539062, 9.246222496032715, 6.942659378051758, 4.6661481857299805, --8.027161598205566, -11.158622741699219, 7.974526882171631, 1.4315181970596313, 11.675025939941406, --12.168639183044434, -14.477351188659668, 6.314288139343262, 0.7932433485984802, 3.582956075668335, --15.476107597351074, -12.210978507995605, 10.110897064208984, 4.9460601806640625, 8.099374771118164, --6.560214519500732, -7.7240800857543945, 10.580755233764648, 5.576418876647949, 4.644230842590332, -}; \ No newline at end of file diff --git a/tests/validation_xt800/valid_data/fully_data_q15.dat b/tests/validation_xt800/valid_data/fully_data_q15.dat deleted file mode 100644 index ab8d3041..00000000 --- a/tests/validation_xt800/valid_data/fully_data_q15.dat +++ /dev/null @@ -1,103103 +0,0 @@ -/* --------------------------------------------------------------------------- - * Copyright (C) 2016 CSKY Limited. All rights reserved. - * - * Redistribution and use of this software in source and binary forms, - * with or without modification, are permitted provided that the following - * conditions are met: - * * Redistributions of source code must retain the above copyright notice, - * this list of conditions and the following disclaimer. - * * Redistributions in binary form must reproduce the above copyright notice, - * this list of conditions and the following disclaimer in the documentation - * and/or other materials provided with the distribution. - * * Neither the name of CSKY Ltd. nor the names of CSKY's contributors may - * be used to endorse or promote products derived from this software without - * specific prior written permission of CSKY Ltd. - * - * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" - * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, - * THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR - * PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS - * BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, - * OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF - * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS - * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN - * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) - * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF - * THE POSSIBILITY OF SUCH DAMAGE. - * -------------------------------------------------------------------------- */ - -uint16_t fully_connect_bias_0[512] = { - 0xfffe, 0x0011, 0x001e, 0xffe2, 0x0002, 0x001d, 0x002e, 0xfff5, 0x0010, 0x0011, 0xffce, 0x001c, 0xffd9, 0x0009, 0xffdc, 0xffff, - 0x0001, 0x000c, 0xffdc, 0xfffe, 0x0010, 0x000b, 0xfffb, 0x0025, 0x002d, 0x0024, 0xfff8, 0x000d, 0x0020, 0xfff3, 0xfffc, 0x0016, - 0x0001, 0xfff4, 0x000b, 0xffdd, 0xfff3, 0x001b, 0xffd2, 0xffe0, 0xffe6, 0xffd7, 0x0017, 0x0005, 0x000a, 0x0001, 0xfff8, 0x0027, - 0xffd1, 0x0004, 0xffff, 0xffec, 0xffff, 0xffd3, 0x0008, 0xffce, 0xffe1, 0x0011, 0x0017, 0xfff1, 0xffe3, 0xffe5, 0xfffd, 0x000e, - 0x001d, 0xfff7, 0xfffd, 0x0026, 0xfff1, 0x0003, 0x0022, 0xffe0, 0x0010, 0xffd7, 0xffdb, 0x002f, 0xfffe, 0x0029, 0xffd7, 0xffd2, - 0xfff0, 0xffd0, 0x001c, 0xffde, 0xffde, 0xfff1, 0x0020, 0x002f, 0xfffa, 0x0006, 0xfff7, 0xfff4, 0x0011, 0xffdd, 0x0009, 0x000e, - 0xffe1, 0x0005, 0xffe9, 0xffd5, 0x001b, 0xffd1, 0x0010, 0xfffe, 0x0015, 0x000d, 0xffff, 0x000b, 0x001a, 0x0004, 0xffd9, 0x0004, - 0x0004, 0x0009, 0xffeb, 0xffed, 0x0002, 0xfff8, 0xffe4, 0xffe3, 0xfff7, 0xffd4, 0x002c, 0x002a, 0x0011, 0xffce, 0x0009, 0xffd1, - 0x0026, 0x0014, 0xffee, 0x0020, 0x0012, 0x002c, 0x0010, 0xffe0, 0xffce, 0xfff9, 0xfffc, 0x0006, 0x000d, 0xffe1, 0xffd2, 0xffd1, - 0xffd9, 0xffd8, 0x002f, 0x0029, 0xffe9, 0x001f, 0x0030, 0xffdb, 0xffdd, 0xfff3, 0x001d, 0xffdc, 0xffdc, 0xffd6, 0xffeb, 0x001c, - 0xffdc, 0x0026, 0xfff7, 0x001f, 0xffe8, 0x0021, 0x000b, 0xfff0, 0xfff8, 0x0023, 0xfff9, 0xffec, 0xffff, 0xffe9, 0x0007, 0x0023, - 0x0022, 0xffd7, 0xffe1, 0x0017, 0x0025, 0xffef, 0xffd1, 0x0021, 0xfffe, 0xfff5, 0xffea, 0x000b, 0xfff3, 0xffef, 0x001c, 0x0017, - 0x0009, 0x001c, 0x001f, 0xffd4, 0xfff6, 0x001a, 0xffe5, 0xffd2, 0xfffc, 0xffe1, 0xffe5, 0xfff0, 0xffe5, 0x002e, 0x000c, 0x000a, - 0x002e, 0x000b, 0xffe2, 0xffd9, 0x0012, 0xffde, 0xffd1, 0xffec, 0x0031, 0xffde, 0x0029, 0x0030, 0xffec, 0x002a, 0xffec, 0x001d, - 0xffef, 0xffe1, 0x0019, 0x001d, 0xfffd, 0x002b, 0x000b, 0xffea, 0xffd0, 0xfff1, 0x002b, 0xffe0, 0x0028, 0x0030, 0xfff3, 0x001d, - 0xfff6, 0xffdc, 0xffe2, 0x0008, 0xffe4, 0x0023, 0x002d, 0xffd7, 0xfff0, 0x0024, 0xffe5, 0x002d, 0xffe2, 0x0030, 0x0001, 0xffe0, - 0x001e, 0x0025, 0x0012, 0x001d, 0xfff1, 0x0011, 0xfff8, 0xffd9, 0xffd6, 0x001f, 0xffec, 0x0023, 0xffee, 0xfff6, 0x0031, 0x0015, - 0xffe6, 0xffde, 0xffd4, 0x0021, 0xffe7, 0x0007, 0xffef, 0x0006, 0x0020, 0xffd9, 0x0017, 0x001f, 0xfffb, 0xffe6, 0xfffa, 0xfff9, - 0x0012, 0xfff0, 0xffdd, 0x0008, 0x0000, 0x0010, 0x0012, 0xffe6, 0xffdf, 0x0016, 0x0021, 0xfff6, 0x002b, 0x0019, 0x0005, 0x0014, - 0x001d, 0x0018, 0x002a, 0xffdb, 0x0020, 0xffd5, 0xffda, 0xffe0, 0x0025, 0xffe3, 0x001b, 0xfff4, 0xffd5, 0x002e, 0x0028, 0xfffc, - 0x001c, 0xffde, 0xfff8, 0xfff5, 0x000c, 0xfff7, 0x000f, 0x0005, 0x0006, 0x0005, 0x001a, 0xffee, 0xffec, 0x001f, 0x0024, 0xfff3, - 0xffde, 0xfff6, 0xfff1, 0x0016, 0xffd3, 0xfff5, 0xffd4, 0x0014, 0x0030, 0xffd6, 0x002f, 0x0020, 0xffdc, 0xffe9, 0xffe4, 0xfff9, - 0x000f, 0xfffc, 0x0002, 0x002b, 0x0016, 0x0011, 0xffd9, 0x000d, 0xffe6, 0xffdb, 0x0004, 0xfff7, 0x002d, 0x000f, 0xffdf, 0x0014, - 0xffe9, 0xffe1, 0xffe8, 0xfff2, 0xffd7, 0x000d, 0xffea, 0x0007, 0xffd1, 0xfff2, 0xffea, 0xffdc, 0xffdd, 0x0024, 0xffda, 0x0007, - 0xfffa, 0x0014, 0x001a, 0x0026, 0xffeb, 0xffd0, 0xffdc, 0xfff9, 0x001f, 0x0010, 0xffd3, 0xffdb, 0xffd0, 0xffd7, 0x0022, 0x0031, - 0xffef, 0x0013, 0x002e, 0x001d, 0xffde, 0xffd6, 0x002a, 0x0008, 0x0020, 0x001f, 0xffff, 0x0029, 0x002a, 0xffda, 0xfff7, 0x001a, - 0xffe6, 0xffd5, 0x0017, 0xffde, 0x0004, 0x002c, 0x001c, 0x0001, 0x0000, 0x0003, 0x0024, 0x0022, 0x001d, 0x0023, 0xfff1, 0xffed, - 0xffdf, 0xffee, 0xfffb, 0x0002, 0xffce, 0xffee, 0xfffc, 0xffdd, 0xffef, 0xffd0, 0x0004, 0x001c, 0x0008, 0xfffa, 0xffda, 0x0010, - 0x0009, 0xffd8, 0x0017, 0xffee, 0xffda, 0x0030, 0xffe3, 0x0023, 0x0031, 0x0018, 0x0024, 0xffee, 0xffec, 0x0025, 0x002e, 0x0028, - 0x0007, 0xffd5, 0x0022, 0x0027, 0x002b, 0x0015, 0xffee, 0x0017, 0x0015, 0xfffd, 0xffd7, 0xffec, 0xfff4, 0x0025, 0x001e, 0xffd8, - 0xffd8, 0xfff6, 0x0008, 0xffcf, 0x000e, 0x000b, 0xffdf, 0xffdf, 0xffeb, 0xffe3, 0xffe1, 0xfffb, 0xffef, 0xffd5, 0xfff2, 0xffda, - 0x0021, 0xffda, 0xffff, 0x0022, 0xffe9, 0x0010, 0x000d, 0xffe0, 0x002a, 0x002b, 0xffcf, 0x001b, 0x0009, 0x0024, 0xffe8, 0xfff0, -}; - -uint16_t fully_connect_input_0[1024] = { - 0x0305, 0x032d, 0x014e, 0x0298, 0x02f2, 0x0110, 0x03a7, 0x01cd, 0x011e, 0x0136, 0x00cb, 0x02c0, 0x025d, 0x01e1, 0x02d0, 0x03a2, - 0x01da, 0x0395, 0x005a, 0x00e2, 0x00a8, 0x0280, 0x0260, 0x038d, 0x02b7, 0x037f, 0x031b, 0x01d1, 0x02bb, 0x02dd, 0x019e, 0x00a7, - 0x0311, 0x030b, 0x0169, 0x0193, 0x000b, 0x00b8, 0x0361, 0x02a5, 0x00b6, 0x0121, 0x03af, 0x01f9, 0x01f4, 0x02d8, 0x0232, 0x00ab, - 0x0272, 0x0008, 0x00dd, 0x0250, 0x0169, 0x02f3, 0x03cc, 0x00fc, 0x006d, 0x0192, 0x0162, 0x0099, 0x0103, 0x018b, 0x01d7, 0x0397, - 0x01e5, 0x00f2, 0x0391, 0x00e6, 0x01b0, 0x0209, 0x03c1, 0x02e7, 0x013b, 0x0319, 0x029a, 0x002d, 0x038d, 0x01e2, 0x01d6, 0x01f4, - 0x0183, 0x02c8, 0x019c, 0x02c1, 0x00f1, 0x01a8, 0x030b, 0x03c3, 0x004c, 0x016d, 0x0383, 0x0217, 0x00d3, 0x02f4, 0x00f9, 0x02dc, - 0x03b4, 0x0212, 0x00f1, 0x0232, 0x0055, 0x0292, 0x0324, 0x0167, 0x00a5, 0x02d0, 0x0278, 0x01c7, 0x03d8, 0x0122, 0x01be, 0x01b3, - 0x0201, 0x0382, 0x00f0, 0x023e, 0x0099, 0x02ae, 0x0268, 0x0280, 0x0199, 0x0177, 0x02af, 0x010d, 0x02f9, 0x03bf, 0x006c, 0x038a, - 0x018a, 0x004d, 0x0202, 0x0210, 0x0079, 0x0051, 0x004d, 0x00bf, 0x0344, 0x00d8, 0x02a0, 0x018e, 0x035d, 0x036b, 0x0360, 0x0192, - 0x0236, 0x034f, 0x0332, 0x0343, 0x00b8, 0x029d, 0x01c5, 0x0331, 0x024f, 0x019f, 0x0238, 0x0139, 0x00e7, 0x033b, 0x02db, 0x00b0, - 0x0289, 0x0097, 0x00af, 0x0040, 0x00ba, 0x0292, 0x029d, 0x033f, 0x0116, 0x00fa, 0x0064, 0x0167, 0x0088, 0x0111, 0x02ba, 0x0097, - 0x0181, 0x00b7, 0x0146, 0x0394, 0x025c, 0x028a, 0x0309, 0x028b, 0x0190, 0x0295, 0x0137, 0x02fb, 0x03b0, 0x0130, 0x002a, 0x0247, - 0x0019, 0x01e7, 0x00f6, 0x0357, 0x03ad, 0x0319, 0x020c, 0x0025, 0x0179, 0x02b3, 0x02dc, 0x00c5, 0x03cf, 0x03c7, 0x0195, 0x0375, - 0x01f5, 0x016c, 0x005b, 0x030a, 0x01cf, 0x01b6, 0x0305, 0x001d, 0x03ad, 0x01eb, 0x031d, 0x011f, 0x0364, 0x025c, 0x0030, 0x02f8, - 0x03d8, 0x0347, 0x019f, 0x03d1, 0x01bb, 0x0054, 0x0159, 0x002d, 0x011a, 0x033f, 0x02f4, 0x0280, 0x012f, 0x02b9, 0x03ad, 0x0259, - 0x0373, 0x02b3, 0x0234, 0x0154, 0x011a, 0x014b, 0x0173, 0x0154, 0x024d, 0x0203, 0x03e5, 0x019b, 0x03d5, 0x0348, 0x020d, 0x0270, - 0x007f, 0x0019, 0x0347, 0x0209, 0x0111, 0x0167, 0x0122, 0x01b3, 0x0354, 0x00d8, 0x013e, 0x0199, 0x0191, 0x0333, 0x00ed, 0x0186, - 0x0351, 0x02c8, 0x02fa, 0x01fb, 0x0344, 0x0257, 0x02d4, 0x01ae, 0x0366, 0x01b2, 0x0203, 0x028f, 0x002c, 0x03c0, 0x0364, 0x021a, - 0x001c, 0x0271, 0x01c0, 0x0247, 0x0185, 0x03bc, 0x0107, 0x0174, 0x01a6, 0x00cb, 0x02ed, 0x017f, 0x0059, 0x02c4, 0x011f, 0x0084, - 0x034a, 0x0320, 0x03d7, 0x0156, 0x0129, 0x03a6, 0x0360, 0x032a, 0x017d, 0x02b6, 0x0370, 0x0187, 0x0181, 0x01bb, 0x0011, 0x029a, - 0x03b5, 0x02cd, 0x0098, 0x010d, 0x0073, 0x0166, 0x0104, 0x0271, 0x0380, 0x0060, 0x02ca, 0x0223, 0x01d2, 0x0234, 0x012d, 0x025f, - 0x00e0, 0x02f6, 0x0291, 0x00ce, 0x00b0, 0x013a, 0x0362, 0x0068, 0x01bc, 0x000f, 0x0181, 0x010d, 0x0254, 0x0007, 0x01f8, 0x02e6, - 0x0059, 0x0089, 0x039d, 0x0285, 0x000e, 0x01d3, 0x01f8, 0x0057, 0x03a9, 0x0201, 0x025f, 0x0353, 0x029c, 0x02d7, 0x02be, 0x037a, - 0x039a, 0x014b, 0x0354, 0x0137, 0x0155, 0x0119, 0x0241, 0x0016, 0x00f4, 0x030b, 0x02cf, 0x030f, 0x00e8, 0x01b3, 0x03a3, 0x00f1, - 0x000a, 0x0008, 0x0112, 0x03e1, 0x0238, 0x03ba, 0x036b, 0x01a1, 0x003b, 0x00bc, 0x01f8, 0x014d, 0x00e0, 0x0210, 0x0029, 0x01ba, - 0x010d, 0x01d6, 0x0008, 0x01a3, 0x013a, 0x035b, 0x01be, 0x0213, 0x034f, 0x020b, 0x03d8, 0x028d, 0x0356, 0x02de, 0x0274, 0x013e, - 0x0143, 0x022b, 0x02e7, 0x0189, 0x0099, 0x01fe, 0x01af, 0x02ac, 0x0197, 0x0331, 0x0231, 0x004a, 0x0324, 0x0187, 0x0264, 0x03a7, - 0x03a3, 0x0272, 0x00bd, 0x0343, 0x0092, 0x03ce, 0x0207, 0x03e2, 0x0012, 0x02cf, 0x00ad, 0x0301, 0x0213, 0x008e, 0x0275, 0x019f, - 0x0359, 0x037c, 0x01df, 0x0244, 0x039e, 0x0141, 0x038c, 0x009f, 0x0176, 0x0367, 0x02c0, 0x01bf, 0x036d, 0x02c2, 0x023c, 0x036b, - 0x02ee, 0x02f8, 0x0028, 0x039e, 0x01bd, 0x01d4, 0x0301, 0x0153, 0x014d, 0x02be, 0x023e, 0x0289, 0x00f0, 0x02c2, 0x0022, 0x0170, - 0x007b, 0x0323, 0x014e, 0x0024, 0x019c, 0x03d1, 0x03d0, 0x0368, 0x0272, 0x0262, 0x030d, 0x0360, 0x034c, 0x0332, 0x0268, 0x035f, - 0x036b, 0x02e0, 0x02ac, 0x0383, 0x01dc, 0x029b, 0x0215, 0x03cf, 0x0331, 0x02b5, 0x03c4, 0x02aa, 0x0323, 0x01e9, 0x0260, 0x0112, - 0x011d, 0x02d0, 0x02c6, 0x014d, 0x0254, 0x02f3, 0x00af, 0x0223, 0x0260, 0x014e, 0x0259, 0x0017, 0x0088, 0x0352, 0x03ca, 0x02cb, - 0x00c7, 0x028a, 0x036e, 0x0016, 0x031a, 0x0033, 0x004e, 0x01d1, 0x03dd, 0x0192, 0x03a5, 0x00fc, 0x0295, 0x0187, 0x01b9, 0x01dd, - 0x018a, 0x02cf, 0x03d9, 0x0220, 0x0243, 0x03a1, 0x03c8, 0x0161, 0x0013, 0x02b9, 0x03da, 0x00b1, 0x0320, 0x00bb, 0x0117, 0x03a2, - 0x0354, 0x0341, 0x02cd, 0x0212, 0x0051, 0x00d1, 0x0367, 0x0315, 0x014b, 0x0054, 0x01f4, 0x0144, 0x00ff, 0x00e3, 0x02a3, 0x0317, - 0x0372, 0x00e9, 0x03d1, 0x025f, 0x0316, 0x017b, 0x0348, 0x0311, 0x02ff, 0x023a, 0x0085, 0x0146, 0x00f4, 0x023b, 0x0247, 0x005d, - 0x0120, 0x01ef, 0x0141, 0x0129, 0x00e0, 0x0319, 0x01c0, 0x0013, 0x0362, 0x0276, 0x02c6, 0x01a3, 0x02c6, 0x0381, 0x034f, 0x034b, - 0x003a, 0x02a2, 0x02c8, 0x00c1, 0x01c4, 0x0070, 0x036e, 0x0003, 0x006d, 0x016b, 0x0337, 0x0257, 0x012e, 0x03ce, 0x01b3, 0x02cb, - 0x0106, 0x0394, 0x0073, 0x03c0, 0x029b, 0x02e6, 0x00f3, 0x0001, 0x005b, 0x012a, 0x010e, 0x0245, 0x0044, 0x03ae, 0x0229, 0x03bc, - 0x0150, 0x0296, 0x0282, 0x00e8, 0x0123, 0x01a1, 0x0071, 0x0251, 0x03b4, 0x01d8, 0x01d0, 0x0320, 0x03d2, 0x0346, 0x01ed, 0x00ed, - 0x0276, 0x01c4, 0x02aa, 0x01e6, 0x000c, 0x024f, 0x0155, 0x03be, 0x0219, 0x01f0, 0x021c, 0x00c1, 0x0381, 0x0364, 0x01db, 0x0188, - 0x0037, 0x031d, 0x00a5, 0x0003, 0x009e, 0x0373, 0x0250, 0x03ba, 0x00bc, 0x02c2, 0x02d7, 0x01bf, 0x003d, 0x012a, 0x03c0, 0x03cb, - 0x03ba, 0x011d, 0x0000, 0x0140, 0x0389, 0x0101, 0x0130, 0x0217, 0x023d, 0x000e, 0x0334, 0x0333, 0x00fe, 0x0301, 0x01cf, 0x02e3, - 0x0305, 0x013e, 0x0090, 0x00d8, 0x02c9, 0x0180, 0x02af, 0x010d, 0x03d9, 0x02dc, 0x03af, 0x013a, 0x01ec, 0x0106, 0x0234, 0x015f, - 0x0398, 0x0387, 0x0303, 0x023a, 0x01bf, 0x0166, 0x02ab, 0x0080, 0x039c, 0x02eb, 0x0218, 0x01e0, 0x02c6, 0x02aa, 0x0116, 0x0359, - 0x00a6, 0x016f, 0x009c, 0x0294, 0x00f4, 0x0177, 0x0138, 0x0051, 0x0159, 0x0376, 0x03b6, 0x0131, 0x01e2, 0x0165, 0x020a, 0x02d2, - 0x0226, 0x0193, 0x00cc, 0x0363, 0x03c8, 0x001f, 0x0376, 0x0027, 0x0345, 0x0303, 0x0111, 0x00e7, 0x01b4, 0x033f, 0x02aa, 0x0283, - 0x018c, 0x005e, 0x00a9, 0x00a1, 0x0081, 0x0022, 0x019f, 0x01a7, 0x0173, 0x00a5, 0x0114, 0x0151, 0x02f3, 0x03b5, 0x0105, 0x0082, - 0x039d, 0x02d3, 0x016c, 0x0343, 0x005c, 0x0397, 0x00ba, 0x03c1, 0x0140, 0x03e4, 0x03a7, 0x0134, 0x01a4, 0x00e6, 0x035b, 0x02c7, - 0x005e, 0x02f9, 0x021d, 0x01c3, 0x0031, 0x03cd, 0x0255, 0x0330, 0x028e, 0x0017, 0x0058, 0x02bf, 0x0041, 0x02cf, 0x01f7, 0x0233, - 0x0173, 0x02f0, 0x03ab, 0x02eb, 0x0065, 0x0359, 0x01ad, 0x0331, 0x0122, 0x0208, 0x002d, 0x0187, 0x016e, 0x031c, 0x01c1, 0x002f, - 0x0374, 0x02a6, 0x02d7, 0x015a, 0x027c, 0x0122, 0x02f3, 0x029b, 0x02b7, 0x01b0, 0x02dd, 0x0107, 0x0377, 0x02d9, 0x0321, 0x00d1, - 0x004c, 0x0211, 0x0323, 0x0347, 0x019b, 0x018f, 0x006b, 0x008a, 0x023a, 0x03a1, 0x0191, 0x03a1, 0x003a, 0x01d2, 0x0326, 0x018e, - 0x0131, 0x0313, 0x02ab, 0x03ae, 0x0353, 0x0334, 0x0337, 0x000d, 0x005a, 0x006b, 0x0112, 0x0049, 0x0230, 0x0237, 0x010b, 0x026f, - 0x0305, 0x00d7, 0x0284, 0x02f4, 0x01cb, 0x01b9, 0x01a1, 0x0148, 0x024d, 0x01f0, 0x0275, 0x0223, 0x02a2, 0x01b7, 0x0258, 0x0265, - 0x0185, 0x0288, 0x0174, 0x01d6, 0x0194, 0x0357, 0x0198, 0x0373, 0x00bf, 0x02e1, 0x022d, 0x00ab, 0x029e, 0x02da, 0x02ac, 0x0244, - 0x0027, 0x01ac, 0x03e4, 0x015f, 0x00e0, 0x0080, 0x0394, 0x0148, 0x0083, 0x0226, 0x01c8, 0x0122, 0x03d8, 0x02ab, 0x007f, 0x0190, - 0x0137, 0x0201, 0x02c4, 0x012d, 0x008b, 0x0105, 0x02a2, 0x0182, 0x017b, 0x015e, 0x0123, 0x0247, 0x0097, 0x023b, 0x012d, 0x0227, - 0x0115, 0x00bc, 0x0399, 0x018a, 0x02aa, 0x035b, 0x0121, 0x011e, 0x03dd, 0x0233, 0x02b0, 0x0370, 0x0183, 0x002f, 0x0363, 0x005a, - 0x0123, 0x00a9, 0x026b, 0x0245, 0x0042, 0x03dd, 0x017d, 0x0392, 0x019b, 0x01f0, 0x00eb, 0x0384, 0x0016, 0x01cb, 0x02ce, 0x03e7, - 0x00dd, 0x0277, 0x0228, 0x03db, 0x03e6, 0x016b, 0x0091, 0x0084, 0x00e7, 0x030a, 0x011f, 0x0016, 0x02f8, 0x014c, 0x0342, 0x00e0, - 0x00af, 0x00ec, 0x01c1, 0x00fb, 0x0182, 0x0006, 0x007a, 0x035e, 0x0335, 0x00fd, 0x0104, 0x00e0, 0x0106, 0x0092, 0x02ba, 0x0223, - 0x0044, 0x01c7, 0x0123, 0x0257, 0x02c4, 0x00c3, 0x01dc, 0x02dd, 0x028a, 0x03c2, 0x0143, 0x0081, 0x00b0, 0x019e, 0x038d, 0x0336, -}; - -uint16_t fully_connect_weight_0[512*1024] = { - 0xfc30, 0xfd41, 0xfc31, 0x020f, 0x0066, 0xfe16, 0xff55, 0xfeb0, 0x039a, 0xfe36, 0xfc50, 0x026f, 0x029e, 0x0257, 0x03a8, 0x00af, - 0xfd39, 0x0064, 0xfc98, 0x025b, 0xfe28, 0x0302, 0xfc96, 0xfec9, 0xfdf5, 0x0035, 0xfe15, 0x0155, 0xfd85, 0x02bb, 0x0351, 0xfc2d, - 0x02ba, 0x00b5, 0x02f6, 0xff10, 0xfe25, 0xfd84, 0xfc61, 0xff4f, 0xfec4, 0xfe44, 0xfdca, 0xff92, 0xfcc8, 0xfd7f, 0xff01, 0xfcb6, - 0x01b2, 0xff5d, 0xfc4c, 0xfd36, 0x009f, 0xfe4c, 0xff2e, 0x020c, 0xffda, 0x025e, 0x0310, 0x0142, 0xfda6, 0xfdfb, 0x01a9, 0xff35, - 0x030c, 0x026b, 0xfdfa, 0xfca1, 0xfd73, 0xff9f, 0xfcf1, 0xfd2c, 0xff70, 0xfc64, 0x00ab, 0xfd4a, 0xfc7e, 0xffdf, 0x030f, 0x02e5, - 0x0215, 0x014f, 0x01b9, 0x0358, 0xfd60, 0xfe5e, 0xfc7b, 0xfc2d, 0x01ab, 0xfe71, 0x0399, 0xfebd, 0xfffe, 0x01ab, 0xffc2, 0x03be, - 0x0006, 0x0367, 0x01c3, 0x0208, 0x00d6, 0xfc21, 0x001b, 0xfdc1, 0xfe05, 0xfdf2, 0xfe47, 0xfe64, 0xfc8b, 0xfd84, 0x021e, 0x01c5, - 0x02ba, 0x00ae, 0x0132, 0xfc81, 0xfe95, 0x0147, 0xfdc7, 0xfe11, 0x0244, 0x01b2, 0xfcc8, 0xff63, 0xffe0, 0x0312, 0x0331, 0xfdf6, - 0x00d4, 0xff1d, 0xfef0, 0x0111, 0x0376, 0x0212, 0xfc1e, 0x006c, 0x03a5, 0x015a, 0x0292, 0xfc53, 0xfd45, 0x02f4, 0x03d1, 0xff09, - 0xfdd8, 0x00bc, 0xfcc5, 0xfcb9, 0x02bb, 0x01c5, 0xfc85, 0xfcac, 0xff34, 0xfc70, 0x0120, 0x02e0, 0x00e6, 0xfe86, 0xfde5, 0x03b1, - 0xfcba, 0x0028, 0x0277, 0x007f, 0xff5b, 0x00de, 0x0341, 0x01f0, 0xfe58, 0xfc4b, 0x016e, 0x0055, 0x0026, 0xfc6c, 0xff6f, 0x008d, - 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0x01d6, 0x0363, 0xfe32, 0xfdc5, 0x001d, 0xfdb4, 0x0120, 0xff60, 0x01a8, 0xffbe, 0xfff2, 0xfdc1, 0x0065, 0xfc94, 0x02ba, 0x02b4, - 0xff82, 0xfecf, 0x0236, 0x0199, 0x01cb, 0xffc0, 0x0010, 0xfd7e, 0x0395, 0xfd0b, 0xfdaf, 0x02a7, 0xfd5b, 0x0090, 0xfd45, 0xff61, - 0x03ba, 0x0084, 0x036f, 0x021e, 0x03d0, 0xffd0, 0xfced, 0x038d, 0xffa4, 0x0397, 0x0277, 0x00d2, 0xfda0, 0xff89, 0x01f5, 0xfdd4, - 0x0351, 0x0083, 0x02b5, 0xfe48, 0xfc88, 0x02f4, 0xfdc4, 0x0018, 0xff85, 0xff30, 0x02d6, 0x0113, 0xfc68, 0x011d, 0x0347, 0xfd1e, - 0x010d, 0x01eb, 0xfea3, 0xfd31, 0xfd47, 0xfed8, 0x0159, 0x0059, 0xfedd, 0x03ce, 0xfe25, 0x0137, 0x007a, 0xfc6d, 0x02ef, 0x012a, - 0xff33, 0xfdb0, 0xff6f, 0xff27, 0xfc2b, 0x01a0, 0x036a, 0x034d, 0xfd58, 0x00bc, 0xfeaa, 0x032c, 0xfe5f, 0x008e, 0xfd83, 0x004d, - 0xfe0d, 0x012f, 0x0387, 0xfc24, 0x00ad, 0x0067, 0xfffb, 0x039a, 0x02ad, 0xfe39, 0xffae, 0xffd2, 0xfdb2, 0xfe6b, 0xffe0, 0x0195, - 0x019f, 0x01ec, 0xfc41, 0xfc99, 0x0220, 0x0037, 0xfed7, 0xfe4c, 0x00af, 0xfd4b, 0xffb4, 0x0191, 0x0127, 0x0293, 0xff5d, 0x0078, - 0x01fb, 0x03ab, 0xfcf8, 0x0032, 0x019c, 0x02de, 0xfea0, 0xff76, 0xffef, 0x0237, 0xfc42, 0xff48, 0xfe81, 0x0091, 0xfc8e, 0x0379, - 0x01c5, 0xfd27, 0xfe9f, 0xfdcf, 0x03e3, 0x0043, 0x0248, 0x027d, 0x0134, 0xfc45, 0x0139, 0xff81, 0x02ec, 0x005e, 0xffd6, 0xfeb7, - 0xfdd3, 0x0263, 0xfe23, 0x01cf, 0x01b4, 0x0124, 0x00dc, 0xfd0a, 0x0144, 0xfcf9, 0xfc91, 0x039c, 0xfe27, 0x0262, 0xfed8, 0xfcc0, - 0xffa9, 0x03d3, 0x0393, 0xfcfc, 0xff6c, 0x0376, 0xffcc, 0xfd6d, 0x0237, 0x020d, 0x0212, 0x0017, 0x0076, 0xfe5b, 0x0155, 0x02b8, - 0xfd47, 0x02c5, 0x0149, 0xff5e, 0x03ad, 0xfecc, 0xff97, 0x03bc, 0x01af, 0xfde3, 0x0153, 0x01d7, 0x0358, 0xfe0f, 0xfd6e, 0x0193, - 0xfe20, 0x018d, 0xfc9c, 0xff30, 0x0122, 0xfc58, 0xfe87, 0x0320, 0x010e, 0xff9f, 0x00d7, 0xfef9, 0x0216, 0x0264, 0xfc67, 0xfcd9, - 0xfce6, 0xfcc4, 0xfc70, 0x0217, 0xfc44, 0xfe4e, 0x00a4, 0xfffc, 0xfd21, 0xfd31, 0xfe77, 0xfd28, 0x02fb, 0x0112, 0x012b, 0xff0a, - 0x0157, 0xfdd8, 0xfd0e, 0xfd15, 0xff69, 0xff90, 0x006b, 0x01ef, 0xfdc6, 0x01c9, 0x00bd, 0x00ba, 0xfcf9, 0x0129, 0x030c, 0x0026, - 0xff02, 0x032a, 0x001e, 0x03b1, 0x0078, 0x0339, 0xff4b, 0x03d5, 0x0202, 0x0274, 0x024b, 0x0249, 0xfebb, 0x0042, 0xfc8c, 0x00ff, - 0x0278, 0xfca6, 0x00eb, 0xfd33, 0x01af, 0x0321, 0xfe76, 0xfe10, 0xfca1, 0x0053, 0xfddf, 0xfc93, 0x0378, 0xfd3c, 0x03cf, 0xfe02, - 0xffed, 0xffed, 0x03df, 0x0002, 0xfd59, 0x002c, 0xfed6, 0x01bf, 0x0059, 0xfe12, 0xfdef, 0x00de, 0xfcbe, 0x0350, 0x0219, 0x00e0, - 0x005f, 0xfe13, 0x005a, 0x0077, 0x02e8, 0x0283, 0x003a, 0xfd9f, 0x02c7, 0xfde7, 0xfe0d, 0x01ef, 0xff6c, 0x0276, 0xffc3, 0x0359, - 0xfdd2, 0x018a, 0xff08, 0x00c2, 0xfe09, 0xffaf, 0xfceb, 0x029e, 0xfe93, 0x030e, 0x01aa, 0xffdf, 0x02c3, 0x0327, 0x02e2, 0xff88, -}; - -uint16_t fully_connect_bias_1[512] = { - 0xfff4, 0x000c, 0xffd0, 0xffce, 0xffec, 0xffe3, 0x0027, 0xfff9, 0xffd6, 0xfffc, 0x0019, 0x0024, 0x0031, 0xffdb, 0xfffc, 0x001f, - 0x001b, 0xfff5, 0xffe7, 0x0029, 0xffee, 0x0026, 0x000e, 0xffd4, 0xffd9, 0x002c, 0x0030, 0x0013, 0xfffc, 0xffe3, 0x0003, 0xffe8, - 0xfffd, 0x002a, 0xffea, 0x0018, 0x0000, 0x0022, 0x0008, 0x0008, 0xffe7, 0xffd8, 0x0000, 0xfffb, 0xfff0, 0xffde, 0xfff2, 0x0019, - 0xffdb, 0xffe3, 0x0016, 0x0028, 0x0024, 0xfffc, 0xffe8, 0x0027, 0xffce, 0x0004, 0x000d, 0x0005, 0x0030, 0xfff9, 0xfffd, 0x0029, - 0x0017, 0x001e, 0x0016, 0x0029, 0x0015, 0xffee, 0xffd7, 0xfff0, 0xffd6, 0x0006, 0xffe4, 0x0004, 0x0022, 0x0000, 0xffdf, 0x0024, - 0xffee, 0x0025, 0x002a, 0x0005, 0xffe2, 0xffe3, 0x0022, 0xffe3, 0xffdd, 0xfffb, 0x0015, 0x0003, 0xffd0, 0xffd1, 0x0009, 0x0000, - 0x0008, 0x000e, 0xfffb, 0xfffa, 0xffce, 0x000e, 0x0027, 0xffcf, 0x0013, 0x0006, 0xfff1, 0x0007, 0x0001, 0x002c, 0xffd5, 0xffd5, - 0xffed, 0xffee, 0xffd6, 0xfff2, 0xffd7, 0x0030, 0xffd7, 0xfffc, 0xffd7, 0x0009, 0x0012, 0x0008, 0xffe6, 0xffef, 0xffdd, 0xfffa, - 0x0019, 0xffdb, 0x002e, 0xffe0, 0x0001, 0x0028, 0xfff8, 0xffef, 0xfffd, 0xfffb, 0x001c, 0x002a, 0x0026, 0x0015, 0xffd4, 0x002d, - 0xfff3, 0xfffb, 0xffd8, 0x0001, 0xffde, 0xffce, 0x0026, 0xffdf, 0xffd4, 0x0024, 0x0009, 0xffe5, 0xffce, 0x0009, 0x0011, 0x0015, - 0xffd8, 0x002c, 0xfff4, 0xffd1, 0x0008, 0x000d, 0xffd7, 0x0005, 0x002b, 0xffeb, 0xffe4, 0x001b, 0xffce, 0x002f, 0x000b, 0x0008, - 0x0003, 0x0011, 0xfff8, 0xfff0, 0x002d, 0xffd8, 0xfff2, 0x0000, 0xffdd, 0x002f, 0xffef, 0x0010, 0xfff2, 0x000a, 0x0020, 0xffe3, - 0x0006, 0x0007, 0x0025, 0x0031, 0xffed, 0xffce, 0xffe8, 0x001c, 0x000a, 0x000d, 0xffd0, 0x0008, 0x0019, 0x0029, 0x0000, 0x001c, - 0x0018, 0x000d, 0xffd2, 0x0006, 0x001d, 0x0022, 0x0029, 0x0013, 0x0011, 0x002b, 0xfffc, 0xffe1, 0x0000, 0x0031, 0xffd7, 0x000d, - 0xffff, 0xffdd, 0xffec, 0xfffd, 0x000e, 0x002b, 0x000c, 0xffed, 0x0008, 0x0014, 0x0006, 0xfff8, 0xfff3, 0x0018, 0xfff5, 0x0027, - 0x0013, 0x002a, 0x0018, 0x0012, 0x002e, 0xfff8, 0x0019, 0x0025, 0x002a, 0x001c, 0x001e, 0x0025, 0xfff9, 0xffda, 0x0013, 0x001d, - 0x0029, 0xffda, 0xffce, 0x001a, 0xffe4, 0xfffe, 0x0006, 0x0007, 0x0029, 0x0013, 0x0026, 0x002a, 0xfffe, 0xffee, 0x002e, 0xfffc, - 0x000b, 0x0008, 0xffd2, 0x000e, 0x0015, 0xffdf, 0x0022, 0x0026, 0xffd6, 0x0018, 0xffdc, 0x0024, 0x0018, 0xfffd, 0x0002, 0x000d, - 0xffd1, 0xffd2, 0x000d, 0xffd0, 0xffd2, 0x0024, 0x0027, 0x0029, 0x0008, 0x0027, 0x002b, 0xfff4, 0xfff8, 0xffdd, 0x0011, 0xffd6, - 0x0030, 0x0020, 0x0013, 0x002f, 0xfff6, 0x0009, 0xffd1, 0x002b, 0xffdb, 0x0007, 0x0026, 0x001b, 0xffda, 0xffd0, 0x0005, 0xffda, - 0x000c, 0xffea, 0x0002, 0xfff5, 0xffe3, 0x000e, 0xffe0, 0xffe0, 0xffe6, 0x0001, 0xffd2, 0x002f, 0xffe3, 0x0008, 0xfffe, 0xffe9, - 0xffd4, 0x0025, 0x0021, 0xffd0, 0x001c, 0x0000, 0x001c, 0xffd4, 0xffd5, 0x0013, 0xffde, 0xffff, 0xffda, 0xffd2, 0x0029, 0x0024, - 0xffd8, 0xffe2, 0x0005, 0x0013, 0xffe4, 0xffcf, 0x0011, 0xffd7, 0x001b, 0xfffc, 0x0016, 0xffe5, 0x002b, 0x002a, 0xffce, 0xfff9, - 0x002d, 0x0029, 0xffd7, 0x0012, 0x0021, 0xfff7, 0x0030, 0x0012, 0x000e, 0xffe4, 0x0030, 0xffda, 0xffff, 0xfff5, 0xfff7, 0xffd0, - 0x002e, 0x0027, 0x002e, 0xffd0, 0xfff2, 0xffe6, 0x0007, 0xffee, 0x0012, 0xffdc, 0xffec, 0xffe0, 0xffe2, 0x0022, 0x001e, 0x001d, - 0xfff1, 0xffef, 0xffdc, 0x002e, 0x001b, 0x0000, 0x000f, 0xffe2, 0xfff4, 0xffe1, 0x001a, 0xffe9, 0xffde, 0xffd9, 0xffce, 0x0005, - 0x000f, 0xffed, 0xffe9, 0x002d, 0xfffe, 0xffff, 0x0008, 0x0012, 0xfff7, 0xffe1, 0x0028, 0xfffa, 0xffd2, 0xffe3, 0xffd6, 0xffd4, - 0x0019, 0x0028, 0x001b, 0x0010, 0x0029, 0x000e, 0xffd2, 0x0014, 0x0011, 0x0013, 0xffde, 0x002d, 0x002a, 0xfff4, 0x001b, 0xffd7, - 0x002f, 0xffed, 0x0012, 0x0024, 0x000c, 0x0000, 0x000d, 0x001f, 0x0020, 0x0006, 0x0031, 0xfffe, 0x0016, 0x0009, 0xffd0, 0x0006, - 0xffee, 0xffe3, 0x0026, 0x001e, 0x0019, 0x002e, 0xfff7, 0x0015, 0xfff1, 0xfff0, 0x0029, 0xffed, 0x0015, 0x0016, 0x0002, 0x0029, - 0xffd7, 0xfff1, 0xfff7, 0xffce, 0x0021, 0x001a, 0x000c, 0x001a, 0x0012, 0x0012, 0x000f, 0xffec, 0x0028, 0x0000, 0x0026, 0xffd8, - 0xffef, 0x002f, 0xffd1, 0x0011, 0x002d, 0x000b, 0xffdb, 0xffe2, 0xffe3, 0x0022, 0xffdd, 0xfff9, 0xffe6, 0xffec, 0xffde, 0x0026, -}; - -uint16_t fully_connect_input_1[1024] = { - 0x03cb, 0x0045, 0x0244, 0x00fc, 0x0064, 0x031e, 0x0228, 0x012e, 0x02ad, 0x0233, 0x02c9, 0x0027, 0x037b, 0x02cb, 0x01a4, 0x00b9, - 0x039f, 0x005f, 0x0152, 0x02c9, 0x0035, 0x0302, 0x0399, 0x008c, 0x00b8, 0x029d, 0x0043, 0x0111, 0x0195, 0x02ad, 0x0024, 0x0285, - 0x02b9, 0x003e, 0x033f, 0x0380, 0x01f6, 0x02a1, 0x0252, 0x0302, 0x036c, 0x02c9, 0x00d9, 0x024d, 0x0185, 0x0021, 0x027a, 0x0055, - 0x0387, 0x005d, 0x02cf, 0x00a1, 0x027d, 0x001e, 0x03a7, 0x02f1, 0x030a, 0x00c9, 0x0100, 0x0195, 0x010c, 0x01f1, 0x0066, 0x03dd, - 0x011d, 0x0123, 0x0119, 0x0000, 0x00e3, 0x00ed, 0x01e5, 0x008d, 0x0221, 0x0017, 0x0122, 0x0221, 0x01fe, 0x01f5, 0x03e2, 0x0399, - 0x0044, 0x01d0, 0x0069, 0x03ba, 0x02b4, 0x0211, 0x0336, 0x0085, 0x01ea, 0x02fc, 0x0185, 0x01e0, 0x033b, 0x0278, 0x0204, 0x0047, - 0x01b7, 0x03da, 0x00af, 0x0001, 0x03e0, 0x0109, 0x02f8, 0x036a, 0x00a2, 0x037d, 0x03d8, 0x00ff, 0x0244, 0x00f6, 0x0202, 0x0334, - 0x01c7, 0x00d1, 0x0091, 0x02f0, 0x015e, 0x0133, 0x002f, 0x0105, 0x01a1, 0x0320, 0x004e, 0x01d1, 0x03d6, 0x008a, 0x00df, 0x03e1, - 0x0303, 0x01a6, 0x02f4, 0x00cb, 0x0373, 0x02a8, 0x001e, 0x03b5, 0x03d9, 0x0190, 0x03b1, 0x03c4, 0x02e2, 0x00d2, 0x01b8, 0x00ed, - 0x03a8, 0x0374, 0x018d, 0x02d8, 0x008e, 0x01a3, 0x01d9, 0x0298, 0x0188, 0x0181, 0x0047, 0x029a, 0x00a8, 0x031e, 0x03b2, 0x00f8, - 0x039c, 0x0110, 0x01a9, 0x02af, 0x0014, 0x0107, 0x030d, 0x01e4, 0x00e5, 0x034b, 0x0348, 0x0137, 0x01dc, 0x0231, 0x0131, 0x036e, - 0x03b8, 0x0219, 0x015d, 0x02d8, 0x01d6, 0x021a, 0x032a, 0x0000, 0x00d2, 0x02ef, 0x00f1, 0x0383, 0x012a, 0x006e, 0x023c, 0x02e7, - 0x00f4, 0x037a, 0x0001, 0x0013, 0x02e6, 0x0221, 0x036d, 0x02b1, 0x010d, 0x02d3, 0x03b5, 0x02c7, 0x004f, 0x01c7, 0x0205, 0x0115, - 0x0249, 0x03a4, 0x0135, 0x0171, 0x02bf, 0x008e, 0x02a4, 0x029b, 0x0187, 0x00a1, 0x03ad, 0x02c0, 0x007c, 0x0334, 0x0155, 0x0209, - 0x0054, 0x01c2, 0x02c3, 0x0342, 0x012d, 0x0069, 0x01b2, 0x032c, 0x03ba, 0x0323, 0x0226, 0x0071, 0x0372, 0x03e0, 0x02ba, 0x00ce, - 0x00f6, 0x00e4, 0x021f, 0x016e, 0x01f7, 0x016f, 0x011f, 0x0389, 0x0351, 0x027a, 0x0142, 0x016a, 0x011f, 0x01dc, 0x02e4, 0x03ad, - 0x0291, 0x017f, 0x03df, 0x00fd, 0x0365, 0x033b, 0x00ca, 0x037c, 0x0158, 0x03d4, 0x036c, 0x0362, 0x0291, 0x0016, 0x0280, 0x02c5, - 0x007c, 0x0029, 0x03cb, 0x021b, 0x02eb, 0x006c, 0x030e, 0x0311, 0x03a9, 0x023a, 0x01bb, 0x00e1, 0x0388, 0x0253, 0x023c, 0x0365, - 0x0066, 0x0255, 0x011e, 0x037d, 0x027b, 0x017b, 0x031d, 0x0283, 0x035e, 0x0055, 0x01e1, 0x0288, 0x02b0, 0x0262, 0x030f, 0x0198, - 0x011e, 0x0156, 0x011f, 0x0075, 0x020f, 0x004e, 0x0248, 0x00ec, 0x032c, 0x02e0, 0x01c6, 0x029a, 0x0045, 0x0382, 0x0236, 0x0378, - 0x03a4, 0x0109, 0x03a9, 0x033b, 0x02d8, 0x0333, 0x010e, 0x006e, 0x02e5, 0x0129, 0x026e, 0x0068, 0x0334, 0x0103, 0x006c, 0x00d2, - 0x0187, 0x013e, 0x014b, 0x02e6, 0x037a, 0x010d, 0x0005, 0x024e, 0x039f, 0x0204, 0x0200, 0x0358, 0x0018, 0x02bb, 0x0066, 0x002d, - 0x00ee, 0x03c4, 0x0038, 0x0236, 0x0370, 0x03d6, 0x01e6, 0x038e, 0x0235, 0x00c8, 0x01cd, 0x0189, 0x0154, 0x01c7, 0x0172, 0x028e, - 0x01c1, 0x036f, 0x02ec, 0x003f, 0x0136, 0x00af, 0x0218, 0x03a9, 0x010e, 0x009e, 0x020a, 0x0100, 0x00c5, 0x01e8, 0x00e1, 0x00b2, - 0x0171, 0x0156, 0x022f, 0x0268, 0x0225, 0x037a, 0x01f5, 0x0332, 0x01c1, 0x0366, 0x014a, 0x03a8, 0x00d7, 0x0163, 0x02f5, 0x03ca, - 0x00d2, 0x0137, 0x003c, 0x01d5, 0x03c6, 0x00e8, 0x01e5, 0x03a1, 0x00c2, 0x009d, 0x000a, 0x00c1, 0x011d, 0x0077, 0x012e, 0x0036, - 0x019e, 0x0338, 0x0377, 0x00a2, 0x0000, 0x0265, 0x0231, 0x02f8, 0x0106, 0x0365, 0x0254, 0x027c, 0x0036, 0x0002, 0x0068, 0x01a5, - 0x03e6, 0x02c5, 0x006d, 0x01c5, 0x010c, 0x028d, 0x0099, 0x023d, 0x03b7, 0x0269, 0x0297, 0x03d7, 0x00c9, 0x00c7, 0x0225, 0x00ce, - 0x00f8, 0x037b, 0x015d, 0x0192, 0x01b9, 0x03ba, 0x03cd, 0x03e6, 0x0324, 0x02f9, 0x0239, 0x0214, 0x03c4, 0x00b5, 0x0062, 0x039a, - 0x0185, 0x0359, 0x00da, 0x0019, 0x000c, 0x013a, 0x01bb, 0x015a, 0x03b7, 0x017b, 0x0014, 0x032d, 0x0354, 0x01ec, 0x03ae, 0x0075, - 0x0240, 0x0139, 0x03d5, 0x0324, 0x0393, 0x03a7, 0x02eb, 0x0384, 0x006f, 0x024a, 0x032b, 0x010b, 0x0398, 0x016d, 0x0003, 0x0228, - 0x0329, 0x0371, 0x025f, 0x00cd, 0x02a4, 0x004e, 0x0325, 0x020d, 0x00a9, 0x0142, 0x0165, 0x022e, 0x034c, 0x0003, 0x010c, 0x00a5, - 0x02b8, 0x028b, 0x0055, 0x00d5, 0x025c, 0x019f, 0x028c, 0x0317, 0x000a, 0x0024, 0x00ea, 0x007d, 0x02e5, 0x036c, 0x0260, 0x0253, - 0x0310, 0x0085, 0x0269, 0x0111, 0x00f5, 0x02b8, 0x00f2, 0x0184, 0x038d, 0x008e, 0x033f, 0x00d4, 0x0260, 0x039d, 0x00b9, 0x02f3, - 0x02f3, 0x02f9, 0x0222, 0x01e2, 0x0139, 0x0094, 0x0333, 0x0040, 0x02f3, 0x00f1, 0x0247, 0x022b, 0x0271, 0x00c5, 0x03b0, 0x0362, - 0x02cc, 0x01f9, 0x02a7, 0x0181, 0x025b, 0x0114, 0x009d, 0x00fe, 0x0135, 0x00da, 0x02c0, 0x0376, 0x037f, 0x01a7, 0x0306, 0x00ed, - 0x0395, 0x0025, 0x0216, 0x0139, 0x03b1, 0x016e, 0x0394, 0x0253, 0x003a, 0x02dd, 0x02c5, 0x03a5, 0x035e, 0x01a1, 0x0097, 0x0137, - 0x00a0, 0x0395, 0x00a3, 0x0146, 0x024a, 0x01cf, 0x02d5, 0x01a4, 0x01ed, 0x007a, 0x0099, 0x00de, 0x00d9, 0x00bd, 0x02a4, 0x004e, - 0x03ae, 0x0382, 0x00db, 0x003c, 0x011a, 0x0333, 0x0184, 0x0214, 0x0161, 0x00fd, 0x007e, 0x0260, 0x0389, 0x0288, 0x0115, 0x039e, - 0x03b6, 0x0235, 0x01c5, 0x0143, 0x028e, 0x00c1, 0x021f, 0x036f, 0x0244, 0x034f, 0x006c, 0x0348, 0x02bf, 0x034f, 0x0247, 0x0243, - 0x03b6, 0x0156, 0x00fd, 0x01a4, 0x0349, 0x0391, 0x021f, 0x0216, 0x00ca, 0x03a2, 0x003d, 0x0016, 0x034c, 0x033b, 0x02ce, 0x01bb, - 0x010c, 0x035a, 0x02ba, 0x0386, 0x0023, 0x0268, 0x00fe, 0x0010, 0x015e, 0x00ae, 0x0179, 0x025b, 0x03ba, 0x039b, 0x0235, 0x03b3, - 0x01c5, 0x0094, 0x011d, 0x02bb, 0x0288, 0x0035, 0x02ce, 0x033c, 0x01f6, 0x023b, 0x016e, 0x0298, 0x02d3, 0x01c2, 0x00eb, 0x022f, - 0x0097, 0x0399, 0x0291, 0x01df, 0x0299, 0x0216, 0x0176, 0x019c, 0x0368, 0x0378, 0x0270, 0x0249, 0x0000, 0x03bb, 0x018b, 0x035f, - 0x0041, 0x0257, 0x0099, 0x03ba, 0x02da, 0x01c3, 0x029f, 0x0318, 0x0357, 0x035f, 0x028f, 0x02de, 0x0398, 0x00a6, 0x0130, 0x027b, - 0x0258, 0x01bd, 0x01ba, 0x02af, 0x023c, 0x011d, 0x01b6, 0x024f, 0x0109, 0x0055, 0x02a3, 0x03b9, 0x03ae, 0x0049, 0x0290, 0x0332, - 0x03b0, 0x02ad, 0x008f, 0x03d0, 0x0013, 0x0186, 0x0227, 0x01af, 0x0300, 0x014f, 0x02da, 0x002b, 0x0293, 0x0096, 0x0328, 0x02c6, - 0x00ba, 0x00f6, 0x005c, 0x01c1, 0x01f1, 0x0071, 0x01e2, 0x02af, 0x00d4, 0x00d0, 0x003d, 0x030a, 0x0301, 0x001f, 0x0108, 0x0302, - 0x00ed, 0x0043, 0x02e3, 0x0323, 0x0342, 0x00ed, 0x02c0, 0x0282, 0x01d9, 0x023a, 0x0029, 0x0208, 0x034c, 0x002c, 0x0353, 0x00db, - 0x0096, 0x0228, 0x00f6, 0x0251, 0x02f5, 0x0015, 0x01b1, 0x006b, 0x013f, 0x03c6, 0x02c7, 0x0067, 0x030d, 0x025d, 0x037d, 0x002a, - 0x0173, 0x0383, 0x0214, 0x0205, 0x01e1, 0x0177, 0x011e, 0x0388, 0x0118, 0x00c6, 0x02f5, 0x0093, 0x019b, 0x0121, 0x0263, 0x02e9, - 0x0319, 0x02a4, 0x0245, 0x0314, 0x0332, 0x0167, 0x0177, 0x0254, 0x03a7, 0x021c, 0x0037, 0x011b, 0x033b, 0x0398, 0x02ee, 0x0067, - 0x0166, 0x0360, 0x0288, 0x0156, 0x0360, 0x00fd, 0x02e4, 0x0306, 0x003a, 0x0320, 0x03c5, 0x02c2, 0x02af, 0x007d, 0x006f, 0x0076, - 0x025f, 0x031b, 0x0054, 0x01e2, 0x023e, 0x03e4, 0x03ae, 0x0305, 0x011b, 0x02ef, 0x0023, 0x0168, 0x02b0, 0x0388, 0x0338, 0x0046, - 0x03aa, 0x00f2, 0x02f8, 0x039f, 0x01f3, 0x0153, 0x0056, 0x0319, 0x0377, 0x009f, 0x014d, 0x02d4, 0x0327, 0x0330, 0x0327, 0x02a0, - 0x01b0, 0x00e8, 0x0397, 0x0276, 0x01e4, 0x0150, 0x02f9, 0x0129, 0x00d6, 0x0029, 0x0332, 0x00cf, 0x0120, 0x0373, 0x00eb, 0x02dc, - 0x0382, 0x004c, 0x00de, 0x0280, 0x02c7, 0x012b, 0x0288, 0x025e, 0x020a, 0x02cd, 0x02b1, 0x0347, 0x0049, 0x0364, 0x0259, 0x0205, - 0x0331, 0x0324, 0x01a4, 0x0202, 0x0048, 0x03de, 0x0295, 0x0072, 0x02da, 0x00b6, 0x01ad, 0x01c7, 0x029b, 0x0312, 0x03e5, 0x033b, - 0x00ef, 0x03d7, 0x0367, 0x02ae, 0x034b, 0x00ae, 0x01e7, 0x012e, 0x02d2, 0x0086, 0x0094, 0x013c, 0x02ac, 0x02e5, 0x03d6, 0x02ef, - 0x0393, 0x03e7, 0x0170, 0x032f, 0x0110, 0x0367, 0x016f, 0x0153, 0x0267, 0x0296, 0x027f, 0x02f7, 0x0205, 0x013e, 0x0119, 0x00ce, - 0x0386, 0x0193, 0x0151, 0x017c, 0x01a9, 0x0314, 0x02a3, 0x02a9, 0x02eb, 0x00b0, 0x008f, 0x0093, 0x02f1, 0x00a0, 0x026b, 0x00c7, - 0x0135, 0x0196, 0x01e1, 0x02dc, 0x02a2, 0x0275, 0x0378, 0x036c, 0x0014, 0x0354, 0x000c, 0x01f8, 0x00a6, 0x0287, 0x02df, 0x0228, - 0x001c, 0x0283, 0x0278, 0x007f, 0x0297, 0x03e1, 0x02d6, 0x02c4, 0x038b, 0x0085, 0x0160, 0x00ac, 0x01e6, 0x0290, 0x0233, 0x0282, - 0x007f, 0x0217, 0x01a1, 0x001a, 0x0284, 0x0299, 0x02cf, 0x00d9, 0x01d8, 0x003d, 0x0170, 0x033a, 0x0372, 0x0169, 0x0089, 0x0249, -}; - -uint16_t fully_connect_weight_1[512*1024] = { - 0x00ea, 0xfd21, 0xfeb7, 0x01ce, 0x0260, 0x027a, 0x0280, 0xfc4f, 0x00f7, 0xfd65, 0x0088, 0x026a, 0xfe0d, 0xfe2b, 0x0075, 0xfcc6, - 0xfd1e, 0xfefa, 0xfc54, 0xfdcd, 0xfe3d, 0x02e9, 0xfea4, 0xfde2, 0x0296, 0x0294, 0xfcfd, 0x02ec, 0xfe20, 0xfd28, 0x00a2, 0x0362, - 0xfdcc, 0xfcdc, 0xfca6, 0xffd7, 0x01ad, 0xff37, 0x0014, 0x001d, 0x0366, 0x013c, 0x00c8, 0xfcf5, 0xfd88, 0xfd53, 0xfcc4, 0xffac, - 0xfd4c, 0x0121, 0xff07, 0xfd76, 0x009c, 0xfeb3, 0x0017, 0xff8d, 0xfee9, 0x015d, 0x0126, 0x00d0, 0xfff5, 0xfc25, 0x01ad, 0x0297, - 0x01f2, 0xff45, 0x00fa, 0x014e, 0xff66, 0x0124, 0xff15, 0x010f, 0x0207, 0x03d3, 0x03d2, 0xff40, 0xfe70, 0xfc84, 0xfedb, 0xffb7, - 0x0360, 0x025e, 0x0212, 0x0046, 0x0113, 0xfecf, 0xfee6, 0x02c3, 0x0271, 0x0338, 0xfc76, 0x0093, 0x0055, 0x0081, 0xfd91, 0x01a6, - 0xfc49, 0xff05, 0xfff3, 0x02c7, 0xff0f, 0xfeb5, 0x002f, 0x00df, 0x0289, 0x01c9, 0x00d5, 0xfd65, 0xff97, 0x011b, 0xff04, 0xfc65, - 0xfd5b, 0x01b8, 0x0061, 0xfecb, 0x021b, 0x013a, 0x02b3, 0x03d8, 0xfd30, 0x01ac, 0x0336, 0x0043, 0xfd7e, 0xfe7e, 0xffec, 0x003d, - 0x03d2, 0xffad, 0xffbf, 0xfd75, 0xfc71, 0x0350, 0xfdf9, 0xff33, 0x010b, 0xfda6, 0x0273, 0x001f, 0x00a8, 0x0218, 0x01b3, 0x01b9, - 0x0275, 0x02f8, 0x02ee, 0xff24, 0x00e1, 0x0092, 0x006c, 0x00f7, 0xff9e, 0x0023, 0x029f, 0x01f7, 0xff5e, 0x0107, 0xff4c, 0xfefc, - 0xff38, 0xfd3c, 0xfc7f, 0x00c8, 0xff05, 0x0076, 0xffd8, 0xfdfb, 0x02e9, 0x01e7, 0xfc62, 0xfe63, 0x0359, 0xffad, 0xfcff, 0xff81, - 0x0005, 0x0337, 0xfcd3, 0xff88, 0xfcaf, 0x032c, 0xff08, 0xfc7d, 0x027a, 0x0098, 0x0379, 0xfefe, 0xfcbf, 0xfd8c, 0x0345, 0x037d, - 0x0140, 0x03ad, 0xffe9, 0xfcf0, 0x02c8, 0x01ba, 0xfc8a, 0xfdf2, 0x0347, 0xfe16, 0xfd13, 0x0394, 0xffc6, 0xfffe, 0x01b8, 0x03c9, - 0xff6a, 0xffbe, 0xfe00, 0xffe3, 0xff29, 0x0079, 0x02ce, 0xfd48, 0x03a2, 0x0010, 0xfe88, 0x035d, 0x0327, 0xff2f, 0x00a3, 0x018a, - 0xff74, 0xffb4, 0xfc9c, 0xfe98, 0x01c0, 0xfe88, 0x000f, 0x02eb, 0xffe4, 0xff0f, 0xff94, 0xff31, 0xfd21, 0x0246, 0xfccf, 0x024f, - 0xfd7a, 0x0057, 0xfc98, 0x002c, 0xfe81, 0x01d1, 0xfc3a, 0xfc58, 0x0028, 0x00e9, 0x00ab, 0x01f7, 0xff6e, 0x01e1, 0xfe53, 0xff41, - 0xfeeb, 0x0324, 0xfd54, 0x01ec, 0xfeb5, 0xff09, 0x00e9, 0x00b7, 0x02a2, 0x033e, 0x00b7, 0x0075, 0x0118, 0x0159, 0x00ed, 0xfc1c, - 0x0073, 0xfd32, 0x0241, 0xffe5, 0x0015, 0x002b, 0xfddd, 0xffa4, 0x0141, 0x0192, 0xfc7b, 0x02d0, 0xfc51, 0xfdf5, 0xfe30, 0xfe93, - 0x0009, 0xffdf, 0xff3a, 0x0137, 0x01ee, 0xfe52, 0xff1f, 0xfcc8, 0xfe77, 0xfdf6, 0xfedb, 0xfe90, 0xff92, 0x0312, 0x0091, 0xfd90, - 0x013a, 0xfedb, 0x0261, 0xff5c, 0x03be, 0xff27, 0xfd4c, 0x00a0, 0x01d6, 0x02e0, 0xfddb, 0x03db, 0xfcf6, 0xffa0, 0xfc73, 0xfebe, - 0xfc97, 0xfcd2, 0x026f, 0x024d, 0xfc71, 0xffe0, 0x031c, 0x013b, 0x02e5, 0xff20, 0xfdd6, 0x0133, 0x02a4, 0xfd89, 0x019b, 0x039b, - 0x02c1, 0xfd9e, 0xfe6a, 0x0182, 0x0135, 0xfe4b, 0xfe06, 0xfe21, 0x0139, 0xffc8, 0x017b, 0xffa8, 0x00b9, 0xff68, 0x01dc, 0x03ca, - 0xfc67, 0xfd57, 0x01f8, 0xfe13, 0xfe61, 0x02a7, 0xfdfa, 0x0182, 0xfd23, 0xfe91, 0x0186, 0xfd00, 0x00f9, 0xfc5f, 0xff1a, 0x0048, - 0x002f, 0xfd12, 0x038a, 0xfc65, 0xfc95, 0x00a0, 0x02be, 0xfd75, 0xffab, 0xfcbd, 0x0095, 0x038d, 0x0198, 0x009f, 0x003a, 0xfcc7, - 0x0024, 0xfc70, 0x0006, 0xfe3e, 0x00a0, 0xfd4c, 0xffbf, 0x01c2, 0xff56, 0x03ad, 0x0371, 0x0139, 0x0054, 0xfd07, 0xff85, 0x0054, - 0xfeea, 0x037f, 0x0357, 0x00cd, 0x01c7, 0x033c, 0xfcfb, 0xfd32, 0x0295, 0x01a5, 0xfd89, 0x0369, 0x03e4, 0x0098, 0xfc52, 0x0216, - 0xfd5b, 0x02c4, 0xff42, 0x0084, 0xfd72, 0xfc87, 0xff65, 0xfcb4, 0x03e6, 0x0182, 0xfe6d, 0x0135, 0x0023, 0x028e, 0xff17, 0xfc85, - 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0xfecd, 0x0166, 0xfdbf, 0xffc9, 0xfd82, 0xfc48, 0xffa8, 0x0034, 0x01b9, 0xff2b, 0x00eb, 0xfeab, 0xfe8f, 0xfd97, 0x005d, 0x012c, - 0x00fe, 0x03d8, 0x02d0, 0xff9b, 0x0300, 0x0068, 0xff7e, 0xfdab, 0xfde2, 0x0034, 0x005c, 0x0057, 0x02c0, 0xfc51, 0x028f, 0xfc93, - 0x02c5, 0xfde9, 0xff3e, 0x0045, 0xff47, 0x0376, 0xfc2c, 0xff59, 0x03c5, 0x008b, 0x021a, 0xfe24, 0xfe38, 0xfeee, 0xfdd8, 0x00a1, - 0xfe37, 0x02b0, 0xfc4e, 0xfed4, 0x009f, 0xfd63, 0x001d, 0xfe43, 0x010e, 0xfe9f, 0xfe2a, 0x00c9, 0xfd58, 0x0000, 0x00f3, 0xfe20, - 0x005b, 0xfe71, 0x0174, 0x03a6, 0xfc24, 0xfd3e, 0x0057, 0x03d2, 0xfeb5, 0xfff4, 0xfc27, 0x02f3, 0xfdd3, 0x0101, 0x0052, 0xfe0d, - 0x013b, 0x03a3, 0x0087, 0xfd91, 0x0039, 0x017e, 0x0017, 0xfd7f, 0x016b, 0x0356, 0x018b, 0xffc3, 0xfd29, 0xfe49, 0x032a, 0xffb9, - 0x0110, 0x02f5, 0x003d, 0xfea2, 0xfd7c, 0xfd0d, 0x0252, 0xff9b, 0xfc26, 0xffd0, 0x0035, 0x036a, 0x0233, 0xfe03, 0x0074, 0x003f, - 0xfed8, 0x0132, 0x039f, 0x0026, 0xfd49, 0xfeab, 0x02e6, 0xfdba, 0x0282, 0xff08, 0xfc5a, 0x0205, 0x01b9, 0x02b3, 0x01b7, 0xfe6e, - 0xfe5f, 0xfcce, 0xff70, 0x00bd, 0x03bf, 0xfd1b, 0x01a8, 0x03e7, 0x0224, 0xfd90, 0x0012, 0x0242, 0xff2f, 0xffb8, 0x03bc, 0xfc1c, - 0xff30, 0x0274, 0xff3c, 0x0361, 0x0064, 0x017d, 0xfc76, 0xff3d, 0x024f, 0x019d, 0xffda, 0xfea0, 0xfe03, 0xfdfe, 0xfc97, 0x0375, - 0xff17, 0xffff, 0xfda8, 0x02a5, 0x025f, 0x026b, 0xfe2c, 0x0059, 0x008e, 0xfca8, 0x0226, 0x00bb, 0xfcf9, 0xfd7f, 0xfc32, 0xfdf2, - 0xfc68, 0x027e, 0xffc6, 0x0263, 0x02ff, 0x0319, 0x01bb, 0x03b2, 0x0334, 0x02ac, 0xfe44, 0x033a, 0xfdc9, 0x021b, 0x0222, 0x019d, - 0x035d, 0x0370, 0x00a8, 0xfebe, 0xfdde, 0x03e2, 0x0048, 0x01bc, 0x02ec, 0x0188, 0x0328, 0xff8a, 0xfe5c, 0xfd30, 0x00ae, 0x01ba, - 0x0178, 0xff83, 0x00e9, 0xffdd, 0x02ad, 0xffe5, 0x03e4, 0x016f, 0xff4a, 0x0259, 0xfe1d, 0x01f9, 0xfdf0, 0xfc73, 0xfc80, 0x0121, - 0xfd3a, 0x02ba, 0xfc42, 0xfff3, 0xfe75, 0xff89, 0xfcbf, 0xfd2a, 0x004e, 0xffbd, 0x0113, 0x002e, 0x02e8, 0xff1c, 0x03c6, 0x031c, - 0xff66, 0x03b9, 0x00bf, 0xfda4, 0xfcbb, 0x00c3, 0x0146, 0xfcbd, 0x01da, 0xfe33, 0x03b8, 0x026a, 0xfed4, 0xfeaa, 0x00f5, 0x0037, - 0x029f, 0x0232, 0x01c9, 0x0231, 0xfeab, 0x008d, 0x0258, 0xff0f, 0xfcb3, 0x03bb, 0xfca0, 0xfc9a, 0xfed9, 0xfd09, 0x0201, 0xfde4, - 0x02f0, 0xff5b, 0x018b, 0x03a1, 0xffd0, 0x025a, 0x024b, 0x0142, 0xfe3b, 0xfc92, 0x0371, 0xfede, 0xfd14, 0xfc19, 0x02d1, 0x0141, - 0xfc8d, 0xfe87, 0x019b, 0x0181, 0x025b, 0x03c5, 0xfece, 0xfef2, 0x03d8, 0x0395, 0x02b0, 0x0301, 0x0282, 0xffd7, 0x022d, 0x0123, - 0x0317, 0x031d, 0x0300, 0x0154, 0x0000, 0xffdb, 0xff32, 0xfc4f, 0x03a0, 0xff32, 0xfe80, 0x0396, 0xfe39, 0x02fc, 0xfd77, 0x0038, - 0xfc21, 0x0178, 0xfd35, 0xff08, 0x0040, 0x0244, 0x0182, 0xff53, 0x033d, 0xfd7b, 0x02b4, 0x00e0, 0x013d, 0x005c, 0xfdba, 0xfc5d, - 0xfd6f, 0x0124, 0x0153, 0xfc61, 0x0361, 0x0295, 0x00ad, 0x0249, 0xff41, 0x034a, 0xfd6a, 0xfd5b, 0x0288, 0x0002, 0x0052, 0x033f, - 0x03a7, 0x01fd, 0xfe9e, 0x0102, 0xfcc9, 0x0169, 0xfe71, 0xfddb, 0x022c, 0x0036, 0x0027, 0x00a6, 0xfdfe, 0xffe0, 0x00de, 0xfed2, - 0x006b, 0xff34, 0xfdf3, 0xfcc5, 0xfd36, 0x003f, 0xfcfe, 0x0266, 0x000b, 0xff39, 0x0362, 0xfe07, 0x0366, 0x03d6, 0xfeca, 0x00fe, - 0x03c8, 0xfe19, 0xfebf, 0xff01, 0x0390, 0x0107, 0x0291, 0xfcc2, 0x0036, 0x002e, 0xffce, 0x0251, 0xfec6, 0x03e2, 0x0074, 0xfd24, - 0x0188, 0xfcad, 0xff27, 0xfe62, 0x00db, 0x0070, 0xfe36, 0xfc62, 0xfed3, 0xfe99, 0x000e, 0x0343, 0xfc46, 0xff50, 0xff53, 0xfeb9, - 0xfef4, 0x00ad, 0xff34, 0xffde, 0x02e3, 0xfcc0, 0xfc1c, 0xffeb, 0x017d, 0xfd8c, 0xfcbb, 0xfffc, 0xfd9d, 0xff53, 0x010c, 0xfdb5, - 0x0397, 0x035f, 0xfd27, 0x006c, 0x0024, 0xff3d, 0xff51, 0x00ac, 0x00ce, 0x028f, 0xfc1f, 0xfdc0, 0xfc45, 0xfe84, 0xfc9e, 0x0015, - 0x0303, 0xfe55, 0xfcf5, 0x0357, 0xff34, 0xfe30, 0x0264, 0x0308, 0xfd56, 0x03c7, 0x0267, 0x001e, 0x02c2, 0x0301, 0xfcb3, 0xff26, - 0x0091, 0x0260, 0x021b, 0x0294, 0xfe95, 0xffac, 0xfc8b, 0x0346, 0x0054, 0xfe79, 0xfff5, 0xfd1b, 0x00fc, 0x0385, 0x02eb, 0xfc52, - 0x00b7, 0x0111, 0xfdbe, 0x0026, 0x0107, 0x0153, 0xfcd6, 0x0249, 0xfe2a, 0xffd9, 0xff46, 0xff0b, 0x0065, 0x0099, 0xffe8, 0xfdf1, - 0x027e, 0x030f, 0xfee7, 0x0001, 0xfe58, 0xfc88, 0xfcb2, 0xfff7, 0xfda0, 0xfcc8, 0x02e5, 0x03b8, 0x0140, 0x0014, 0xfdbf, 0xffac, - 0x010d, 0xfd4d, 0x026e, 0x03ba, 0xfcd5, 0xfe53, 0x00f8, 0xfe72, 0xff30, 0x01e8, 0x02da, 0x01bf, 0xfd3d, 0xfefa, 0x03b5, 0xffe8, - 0xfd98, 0x03a7, 0xfcae, 0xfdeb, 0xffd0, 0xfe64, 0xfcc2, 0x021a, 0xfdfe, 0x03e4, 0x03b4, 0x0365, 0x011b, 0x0003, 0xffe2, 0xfd49, - 0xfccf, 0xfccf, 0xff36, 0x027b, 0xff87, 0x0262, 0x03e2, 0xfe9c, 0x0193, 0xfdbd, 0x0162, 0xffbd, 0xfd31, 0x033e, 0xfdb5, 0x0267, - 0xfd6c, 0xfece, 0x02f1, 0x0332, 0xfed0, 0x0121, 0xfcc9, 0xfe32, 0x00fe, 0xfee4, 0x0362, 0xfdb8, 0xfe06, 0xfdc7, 0xfd8d, 0x025a, - 0xfddd, 0xff43, 0xfdc6, 0x036a, 0xffb3, 0x01fe, 0xfde0, 0xff57, 0xfe2a, 0xfc5a, 0x01ab, 0x0059, 0x002a, 0xfc64, 0xfff4, 0x01ee, - 0xfd06, 0xfed0, 0xfd4b, 0xfd58, 0xfefb, 0x02f7, 0x0126, 0x0133, 0xff48, 0xff12, 0x0101, 0xfeff, 0xff98, 0x001f, 0xff5f, 0xfdea, - 0xfce0, 0xfc6f, 0xfd33, 0x036e, 0x0276, 0x0379, 0x02c3, 0x00e6, 0xffd2, 0x0030, 0x02f8, 0xfe1c, 0xfd38, 0xfce2, 0xfd17, 0xffe8, - 0xffc8, 0xfeba, 0x0074, 0xfe07, 0x0027, 0xfcc1, 0x026a, 0xfc4f, 0x02b7, 0x021c, 0x0076, 0x01c1, 0xfed5, 0xfdc5, 0xfc24, 0x026b, - 0x001f, 0xfc1a, 0x023f, 0xfc3b, 0x005b, 0x025a, 0x0253, 0x031a, 0xfc60, 0x00f2, 0xfd5f, 0xfcb9, 0xff73, 0x0053, 0x0110, 0x010f, - 0x03be, 0x02b7, 0x0012, 0xfe12, 0xfd97, 0xff35, 0xff2e, 0x03cc, 0xff73, 0x001a, 0xfdae, 0xfea5, 0xfc95, 0xfc95, 0xfd35, 0xff54, - 0xfef3, 0x0256, 0xffe2, 0x037f, 0xffc8, 0xff0c, 0x0195, 0x010d, 0xfe55, 0x0085, 0x0341, 0x00f9, 0x02da, 0xfede, 0xfce3, 0xfe2f, - 0xfc65, 0xfe8a, 0xfd22, 0x0350, 0xfd8a, 0x023b, 0xfdac, 0xfd8d, 0xff1b, 0xff1c, 0x0232, 0xfc42, 0xfd8e, 0x038a, 0x01b9, 0x034a, - 0xfe9c, 0xff65, 0xfe11, 0xfd96, 0x026e, 0xfec8, 0x0010, 0xfc27, 0x0252, 0x01d8, 0x03d8, 0xffe3, 0x01f0, 0xfd36, 0x027a, 0xfd3a, - 0x023c, 0xfe71, 0xfd6f, 0x0396, 0x03af, 0xfe93, 0x039f, 0xfc75, 0x0142, 0xfdcd, 0xff98, 0xfd22, 0x032a, 0x0001, 0x01b0, 0xfc2c, - 0x0303, 0xfef8, 0xff14, 0x0101, 0x0103, 0xff48, 0xfd31, 0x00ee, 0x0261, 0xfd5e, 0xfe74, 0x015c, 0x036d, 0x0150, 0x01a1, 0x025f, - 0x0328, 0xfcc5, 0xfdc4, 0x019c, 0xff3f, 0xfd73, 0x0390, 0x037b, 0x0324, 0x02bd, 0x00ec, 0xffbe, 0xff10, 0x000d, 0xfff3, 0xfcdf, - 0xfc86, 0x0008, 0x0081, 0x0178, 0xfdbc, 0x0109, 0x02df, 0x03d7, 0x008f, 0x03a5, 0x00a8, 0x0110, 0xfd1c, 0xfd18, 0xfd1b, 0xfcbb, - 0x0012, 0x01aa, 0xff5b, 0xfd44, 0xff84, 0x0102, 0xfc90, 0xfe06, 0xfdd6, 0x02c8, 0x01e3, 0x028a, 0xfe41, 0xfd74, 0xfcc9, 0x0193, - 0x0305, 0x030b, 0xfd24, 0x00dd, 0xfd7b, 0xfd6e, 0xfd78, 0x00d0, 0x03a5, 0x0128, 0x03a4, 0xfc86, 0x009e, 0xfed5, 0xfe7e, 0xfe3c, - 0xfeeb, 0xfcd3, 0xfd28, 0xffa8, 0xff4b, 0x029c, 0xfcf0, 0xff90, 0xfd40, 0xfedc, 0xfc91, 0x037c, 0xfed1, 0x00d7, 0x0197, 0xfe1c, - 0xfd91, 0x0021, 0xfdd4, 0x004f, 0x0272, 0xfca9, 0x039e, 0xfdf2, 0xfde4, 0xfe51, 0xfd25, 0xffe9, 0xfc94, 0xff9f, 0x00ca, 0x01e9, - 0x0202, 0xfc47, 0xfc8a, 0x0157, 0xfe15, 0x0169, 0xffd1, 0x021c, 0xfc8a, 0x021a, 0x0186, 0xfda1, 0xfdb2, 0x02e6, 0x00a9, 0xfdad, - 0x0219, 0x0209, 0xfd07, 0xfe2f, 0x018c, 0x0339, 0xfd0a, 0x01e3, 0x0205, 0x0071, 0x036a, 0xfd7e, 0x027d, 0xff1e, 0xfcd9, 0x00cc, - 0x0072, 0xfdf9, 0x01f2, 0xff39, 0x0350, 0x02d5, 0x0066, 0xff9d, 0x0387, 0x0224, 0x015a, 0xfe3b, 0xff3c, 0xfd2c, 0x007f, 0x0310, - 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0xfeed, 0xfd39, 0x03b7, 0x006c, 0x004e, 0xfc58, 0x0330, 0x01eb, 0x021a, 0xfd61, 0x02c4, 0x011e, 0xfccf, 0x0065, 0x034d, 0xff36, - 0x015d, 0xfc89, 0xff53, 0xfd7c, 0x0044, 0xfe62, 0x01ce, 0x0267, 0x0398, 0xffd3, 0xffbf, 0xff16, 0x0258, 0x0283, 0xfd1e, 0xff7d, - 0x0257, 0xfdcb, 0x0359, 0xff97, 0x0315, 0xfe17, 0xff40, 0x0272, 0xff50, 0xfc7b, 0xffea, 0x00dc, 0x02b8, 0xfd99, 0xfd0d, 0x000e, - 0x002d, 0x02a3, 0xfd20, 0xfe0d, 0xff34, 0xfe2d, 0x0246, 0xfd5b, 0x01fd, 0xfd03, 0xfcc4, 0x017d, 0x02c5, 0xfdad, 0xfd03, 0xffc2, - 0xfe92, 0x02ac, 0xfd38, 0x037c, 0x0253, 0xfd46, 0x000e, 0x015e, 0xfd44, 0xfd69, 0x0007, 0x0350, 0x007a, 0xfc8e, 0x0390, 0x0060, -}; - -uint16_t fully_connect_bias_2[512] = { - 0x0001, 0xffff, 0xffed, 0xffd6, 0x0025, 0x001c, 0xffef, 0xffe6, 0x001c, 0xffd3, 0x002d, 0xfffe, 0xffd2, 0x0018, 0xffdb, 0x0002, - 0xfff2, 0xffe3, 0x0011, 0xfff4, 0x0001, 0x0029, 0xffd7, 0xfff1, 0xffde, 0x002a, 0xffd0, 0xffdc, 0x000c, 0x002b, 0x001c, 0x0025, - 0x000b, 0xfffe, 0xffe4, 0x0000, 0x0000, 0x000c, 0x001b, 0x0016, 0x0013, 0xffdd, 0x002a, 0x0019, 0xfff9, 0x0021, 0xffd2, 0xffe7, - 0x0010, 0x002c, 0x001c, 0xffd8, 0x002d, 0xffeb, 0x0031, 0x0030, 0x0012, 0x0031, 0x0031, 0xfffc, 0xffe0, 0x0010, 0x0005, 0x0022, - 0xffd9, 0xffe7, 0xfffc, 0xfff2, 0x0012, 0x000b, 0x002f, 0x000b, 0xffe3, 0x0017, 0xffe7, 0x0014, 0x0022, 0xffce, 0x000f, 0xffd4, - 0x0030, 0xfff4, 0xffff, 0x000f, 0xfffb, 0xfff5, 0x0019, 0x0019, 0xffd5, 0x0001, 0xffd0, 0xfff7, 0x000d, 0xffe0, 0xffef, 0x000e, - 0xffea, 0xffe3, 0x0027, 0xffd4, 0x0018, 0x0007, 0xffe0, 0xfff0, 0xffdc, 0xffd5, 0x0014, 0xfff8, 0xffd7, 0x0017, 0xfffa, 0x000a, - 0xfffc, 0x002a, 0xfff9, 0xfffb, 0x000e, 0x002d, 0x0021, 0x0010, 0x0029, 0x0018, 0x001f, 0xffd7, 0x002c, 0x000f, 0xffd9, 0xffed, - 0xfff8, 0xffdc, 0x0029, 0xffd1, 0xfff7, 0x001c, 0x0010, 0x0003, 0xfff9, 0x001b, 0x0013, 0xffd0, 0xffd7, 0xfffe, 0x0018, 0xfffb, - 0xffe7, 0x000c, 0x0031, 0x0003, 0x002a, 0xffdc, 0xffe0, 0x0031, 0xfffe, 0xffef, 0xffd8, 0xffe5, 0x0011, 0xffe0, 0xffe2, 0xffe6, - 0x0001, 0xffea, 0x001c, 0xfff8, 0xfff8, 0xffeb, 0xffce, 0xffef, 0x0016, 0x0009, 0x0008, 0x0023, 0xffd7, 0xffd5, 0x000c, 0x0010, - 0x0030, 0xffdf, 0x0012, 0x0028, 0x000f, 0x0010, 0x000c, 0xffd7, 0x000d, 0xffe1, 0xffff, 0xffdd, 0x0015, 0x0010, 0xffd5, 0xffe5, - 0x0025, 0xffdc, 0xffd2, 0x0018, 0xffe4, 0x0003, 0x0029, 0x0004, 0xffe2, 0xffe3, 0x0008, 0xfff6, 0x0025, 0xfff7, 0xffe5, 0xffe2, - 0xffd0, 0x002e, 0xfff1, 0xffdc, 0xfff7, 0x0029, 0xfff0, 0xfff5, 0x0014, 0x0008, 0x0020, 0xffd0, 0xffd9, 0x0002, 0xfff0, 0x0017, - 0x0025, 0x000a, 0x0031, 0xffe3, 0xffe9, 0xffe9, 0x000e, 0xffcf, 0xfff3, 0x0019, 0xfffe, 0x0024, 0xffdf, 0xffde, 0x0017, 0xfffa, - 0x0024, 0xffdd, 0x001e, 0x0021, 0x000b, 0x0012, 0xffd6, 0x0029, 0xffe2, 0xffe8, 0xffd9, 0x0010, 0xfffa, 0x002c, 0x0015, 0x0024, - 0xffd7, 0x0011, 0x002a, 0xffd7, 0xfffa, 0x0025, 0xffeb, 0x0017, 0x0022, 0xffdc, 0x0003, 0xfffa, 0xffe7, 0xffea, 0x0003, 0x0012, - 0xfff0, 0x0002, 0xffec, 0x002f, 0x0010, 0x001f, 0x0018, 0x002b, 0xfff0, 0x0003, 0x001d, 0xffe4, 0x0014, 0xffe4, 0xfff6, 0xffe4, - 0xfffa, 0x0000, 0xfff5, 0xffe2, 0xfff1, 0xffdd, 0x0023, 0x001a, 0x0026, 0x0015, 0xffd7, 0x001c, 0x0024, 0xfffc, 0xffed, 0xffe1, - 0xffdc, 0x0014, 0xffdb, 0x0003, 0xffdf, 0xfffe, 0xfff5, 0x002e, 0x000a, 0xffda, 0xffd7, 0x0018, 0x001c, 0x0014, 0x0016, 0xffe6, - 0xffe1, 0xfff7, 0xffdb, 0xffd3, 0xffd0, 0x002d, 0x0026, 0x0000, 0xffea, 0x0001, 0x000e, 0xffd0, 0x0009, 0x000a, 0x0029, 0x000e, - 0xfff8, 0x002b, 0x0015, 0x002b, 0xffed, 0xffe8, 0xffd6, 0xfffd, 0xfff9, 0xfffa, 0xffef, 0x0022, 0x0023, 0xffe9, 0x0030, 0x0010, - 0x000b, 0x002b, 0xffdf, 0xfffd, 0x002c, 0xffe2, 0xffe8, 0x0025, 0x0008, 0x0030, 0xfffb, 0xffe0, 0xffe2, 0x0010, 0xffd9, 0x0007, - 0xffce, 0xffeb, 0xffd6, 0x001e, 0x001c, 0xffdf, 0x0022, 0x0007, 0x0010, 0x0015, 0x001d, 0x0027, 0x001f, 0x0021, 0xffde, 0x001f, - 0xffef, 0x0008, 0x0016, 0xffee, 0xfff0, 0xffd7, 0xffd5, 0xffe8, 0xffdb, 0x000e, 0xffdc, 0xfff5, 0x0024, 0x0027, 0x0024, 0xfff5, - 0xfff3, 0xffee, 0x000d, 0xffd7, 0xffd4, 0x0013, 0x0025, 0x001b, 0x001e, 0x0007, 0x0028, 0xfff6, 0xfff6, 0x0005, 0xfffd, 0xffd6, - 0xfff4, 0xfff6, 0xffda, 0x0031, 0x000f, 0xfff5, 0xfff1, 0x001d, 0x0026, 0xffff, 0xffd7, 0xffce, 0x002a, 0x002c, 0x002a, 0xffd7, - 0x000c, 0xffea, 0x002b, 0x0013, 0x000f, 0xffd8, 0x0029, 0xffe6, 0x0020, 0xffdb, 0x0019, 0x000d, 0xffd7, 0x0005, 0x002e, 0x0028, - 0x001a, 0xffda, 0x0017, 0xffde, 0x0025, 0xfff2, 0x0026, 0x0028, 0xffdd, 0xffec, 0xffce, 0x0028, 0xffd2, 0xffe4, 0xfff9, 0xfffb, - 0x0012, 0xffce, 0x0018, 0x0029, 0xffd6, 0x002f, 0xffd2, 0x002f, 0x0006, 0xfff7, 0x0014, 0x000b, 0xfff0, 0xfffc, 0x001c, 0xffe1, - 0x0014, 0xffdf, 0x0023, 0xffe8, 0x0014, 0xffde, 0xffff, 0xffee, 0xfffe, 0x002c, 0x0031, 0xffdc, 0x0018, 0xffdc, 0x0005, 0x002b, - 0xffeb, 0x001d, 0x002d, 0xfffc, 0x0006, 0x0023, 0x0001, 0x0029, 0x001e, 0xfffa, 0x000d, 0xffd5, 0xffdc, 0xffd7, 0xffd9, 0xfff8, -}; - -uint16_t fully_connect_input_2[1024] = { - 0x016a, 0x0085, 0x024d, 0x033e, 0x03d6, 0x0305, 0x0015, 0x0248, 0x014d, 0x0218, 0x030f, 0x0323, 0x0054, 0x0054, 0x02e5, 0x00af, - 0x01a3, 0x00ff, 0x0288, 0x0042, 0x0378, 0x0031, 0x016e, 0x018f, 0x0225, 0x002f, 0x0098, 0x0175, 0x01b6, 0x0382, 0x032a, 0x01b8, - 0x0110, 0x0378, 0x000d, 0x02f3, 0x0253, 0x0289, 0x01f8, 0x011c, 0x0347, 0x001d, 0x03e4, 0x026e, 0x0030, 0x013a, 0x01c3, 0x01ee, - 0x010a, 0x0309, 0x032d, 0x01fa, 0x000f, 0x020c, 0x0121, 0x010f, 0x0329, 0x0084, 0x0043, 0x0359, 0x0261, 0x0344, 0x0207, 0x01cb, - 0x014b, 0x000e, 0x009b, 0x0174, 0x036e, 0x0374, 0x003f, 0x01c4, 0x0161, 0x0344, 0x0292, 0x0220, 0x016e, 0x01d1, 0x03ce, 0x0190, - 0x02cb, 0x00fe, 0x03a8, 0x008c, 0x026c, 0x02f1, 0x0218, 0x0111, 0x0199, 0x0355, 0x0052, 0x02d4, 0x02d4, 0x03bc, 0x039b, 0x021e, - 0x03ac, 0x0370, 0x0294, 0x02eb, 0x03ce, 0x01ea, 0x0346, 0x034a, 0x038f, 0x032f, 0x016a, 0x0374, 0x027c, 0x0267, 0x001e, 0x0030, - 0x03de, 0x00ba, 0x015f, 0x033f, 0x03d4, 0x012c, 0x0109, 0x01f8, 0x0065, 0x0295, 0x0366, 0x01a1, 0x0272, 0x02ef, 0x0087, 0x0123, - 0x01e7, 0x025c, 0x01d0, 0x029c, 0x0327, 0x009c, 0x01bf, 0x0180, 0x00ee, 0x02eb, 0x038d, 0x02d7, 0x0194, 0x0236, 0x002e, 0x03b4, - 0x02d9, 0x03cc, 0x00d8, 0x015c, 0x0057, 0x019c, 0x03ae, 0x0384, 0x0341, 0x032a, 0x0015, 0x0005, 0x029b, 0x01ad, 0x0393, 0x0177, - 0x02e3, 0x03bd, 0x0245, 0x00e3, 0x00ff, 0x03a4, 0x001b, 0x019d, 0x0121, 0x02b9, 0x02b0, 0x0096, 0x0309, 0x03dc, 0x0003, 0x00eb, - 0x033a, 0x03d1, 0x00c6, 0x0317, 0x029b, 0x01df, 0x00c4, 0x0276, 0x0102, 0x03e4, 0x0268, 0x0265, 0x032c, 0x0302, 0x012d, 0x0029, - 0x02ba, 0x0367, 0x01b0, 0x00cf, 0x0318, 0x0127, 0x031c, 0x01e7, 0x00a9, 0x0371, 0x038a, 0x00f1, 0x037e, 0x029f, 0x03ce, 0x00ab, - 0x0362, 0x0242, 0x02d8, 0x032c, 0x0253, 0x003e, 0x0076, 0x0103, 0x0064, 0x01dd, 0x034e, 0x010f, 0x0180, 0x0146, 0x023d, 0x0172, - 0x00a2, 0x01e6, 0x03a1, 0x0216, 0x013e, 0x02f2, 0x015c, 0x02e7, 0x00ca, 0x00a1, 0x01fb, 0x0258, 0x0219, 0x024c, 0x02d4, 0x005f, - 0x0165, 0x02a4, 0x00ad, 0x0069, 0x000b, 0x0127, 0x0198, 0x0163, 0x00d6, 0x0041, 0x00bd, 0x03c8, 0x0250, 0x00b2, 0x023f, 0x00be, - 0x0359, 0x0262, 0x01a3, 0x00cf, 0x0285, 0x00e8, 0x02df, 0x0391, 0x0043, 0x01e3, 0x0327, 0x0383, 0x01f5, 0x03bf, 0x004b, 0x0126, - 0x03ce, 0x016d, 0x01bf, 0x0014, 0x005e, 0x011f, 0x01ed, 0x0053, 0x0030, 0x024b, 0x01f6, 0x018f, 0x01b5, 0x01b8, 0x0024, 0x02ca, - 0x0130, 0x0225, 0x01a6, 0x0128, 0x0237, 0x0370, 0x00df, 0x0214, 0x0191, 0x008c, 0x00bf, 0x01b7, 0x0273, 0x021a, 0x0153, 0x01d7, - 0x0069, 0x02b9, 0x0225, 0x0323, 0x00f2, 0x0115, 0x022a, 0x03b7, 0x035f, 0x0292, 0x01a1, 0x0122, 0x001b, 0x0356, 0x0024, 0x0322, - 0x0115, 0x026a, 0x02c8, 0x00aa, 0x0150, 0x0214, 0x010a, 0x006b, 0x004d, 0x03a9, 0x023a, 0x03b8, 0x005f, 0x0125, 0x0297, 0x03d5, - 0x00e1, 0x0225, 0x033b, 0x022a, 0x023e, 0x0059, 0x0245, 0x0071, 0x016e, 0x023b, 0x0188, 0x02cd, 0x0255, 0x0240, 0x0039, 0x038a, - 0x0187, 0x0144, 0x00d2, 0x01d9, 0x0206, 0x02d8, 0x01ff, 0x0309, 0x018f, 0x0200, 0x0331, 0x0349, 0x007a, 0x01f3, 0x013d, 0x01a4, - 0x02fd, 0x0036, 0x0195, 0x017c, 0x01e5, 0x008c, 0x01dd, 0x0361, 0x02ee, 0x0017, 0x01e2, 0x0095, 0x018c, 0x00a3, 0x01f5, 0x03c4, - 0x007b, 0x00d9, 0x0283, 0x0168, 0x01c3, 0x004a, 0x0092, 0x017d, 0x0323, 0x028d, 0x00c4, 0x01b3, 0x026b, 0x0082, 0x0121, 0x00bc, - 0x00df, 0x01d9, 0x02c0, 0x02dc, 0x0117, 0x00cb, 0x01a7, 0x001e, 0x00f5, 0x025f, 0x0298, 0x03a9, 0x0255, 0x00d9, 0x02ae, 0x038a, - 0x0150, 0x036d, 0x010d, 0x0292, 0x025b, 0x01c1, 0x018b, 0x0014, 0x0356, 0x025f, 0x00b0, 0x0049, 0x00c0, 0x00ef, 0x0159, 0x0229, - 0x02e9, 0x0281, 0x0265, 0x03ce, 0x03a2, 0x00fd, 0x0140, 0x01cd, 0x0243, 0x0360, 0x01dd, 0x035d, 0x02bf, 0x008c, 0x02fa, 0x0172, - 0x00e8, 0x0029, 0x0211, 0x01b8, 0x0034, 0x03a7, 0x0132, 0x02c3, 0x027c, 0x0188, 0x02d6, 0x0246, 0x02fb, 0x03be, 0x0355, 0x02c3, - 0x0363, 0x030c, 0x009c, 0x024f, 0x013d, 0x0251, 0x00f0, 0x02dd, 0x00f8, 0x027a, 0x00ca, 0x00ac, 0x024d, 0x0012, 0x013d, 0x006b, - 0x004b, 0x024c, 0x0141, 0x01f0, 0x0367, 0x02ac, 0x0112, 0x0350, 0x022d, 0x0003, 0x013d, 0x0389, 0x0251, 0x0083, 0x034f, 0x0188, - 0x00b5, 0x0051, 0x02e3, 0x0032, 0x01f7, 0x0034, 0x02bd, 0x00a1, 0x03b0, 0x01e4, 0x01bf, 0x02d2, 0x01e5, 0x0135, 0x0398, 0x0049, - 0x038a, 0x01ff, 0x02b7, 0x01ab, 0x010a, 0x033e, 0x01ce, 0x039d, 0x0314, 0x002c, 0x027f, 0x00b5, 0x03e1, 0x03a5, 0x027a, 0x032a, - 0x0176, 0x01eb, 0x0259, 0x0154, 0x034e, 0x030c, 0x005d, 0x005c, 0x028a, 0x001e, 0x028a, 0x036c, 0x02b7, 0x00a1, 0x0299, 0x03be, - 0x004c, 0x019a, 0x00be, 0x012a, 0x0072, 0x02b5, 0x018c, 0x03da, 0x0091, 0x01bb, 0x02fe, 0x0370, 0x0117, 0x0302, 0x0256, 0x00d6, - 0x0176, 0x000d, 0x03e1, 0x025f, 0x006e, 0x0132, 0x024d, 0x00c8, 0x00bb, 0x005b, 0x0138, 0x032c, 0x01b0, 0x02bf, 0x03bb, 0x01b4, - 0x023e, 0x0116, 0x02af, 0x01d8, 0x03dd, 0x016a, 0x0065, 0x025d, 0x0088, 0x0245, 0x008d, 0x003e, 0x0342, 0x020b, 0x00b4, 0x0392, - 0x02af, 0x0085, 0x02c2, 0x022d, 0x0057, 0x001d, 0x0093, 0x0120, 0x00de, 0x00ea, 0x038a, 0x01e1, 0x0011, 0x0274, 0x0110, 0x00e4, - 0x029f, 0x034d, 0x0146, 0x0144, 0x0112, 0x00d7, 0x0219, 0x02e9, 0x02bf, 0x02f9, 0x020f, 0x013c, 0x0391, 0x00e4, 0x02c9, 0x0185, - 0x028e, 0x02e0, 0x0213, 0x026c, 0x019f, 0x0277, 0x00dc, 0x0239, 0x0064, 0x0316, 0x035d, 0x03b7, 0x01e0, 0x0177, 0x02f1, 0x0105, - 0x0185, 0x0186, 0x0186, 0x0358, 0x024b, 0x02da, 0x0088, 0x0273, 0x02ad, 0x0319, 0x02ea, 0x0073, 0x020e, 0x0334, 0x0179, 0x0330, - 0x00e5, 0x0072, 0x02b5, 0x024c, 0x00e7, 0x03a5, 0x020b, 0x039a, 0x0346, 0x002c, 0x0059, 0x0090, 0x01a0, 0x00f1, 0x01f0, 0x0358, - 0x01e3, 0x0229, 0x03a9, 0x0147, 0x020c, 0x0313, 0x03a8, 0x00ea, 0x01f1, 0x0217, 0x02d4, 0x0118, 0x03d9, 0x0220, 0x0328, 0x03ad, - 0x013f, 0x03ab, 0x0077, 0x0023, 0x0331, 0x0195, 0x0102, 0x0317, 0x0050, 0x025f, 0x010f, 0x001d, 0x0195, 0x031b, 0x0135, 0x03ca, - 0x037d, 0x0321, 0x01a8, 0x0287, 0x0383, 0x0100, 0x01db, 0x03ce, 0x00fc, 0x00da, 0x0286, 0x0195, 0x0139, 0x03af, 0x02ed, 0x020d, - 0x0294, 0x009d, 0x019b, 0x0068, 0x02cf, 0x00ef, 0x0019, 0x02a2, 0x0269, 0x02a2, 0x014f, 0x006e, 0x02a4, 0x009f, 0x0226, 0x0045, - 0x022d, 0x02b5, 0x02e0, 0x0269, 0x00c1, 0x00ac, 0x03d1, 0x007e, 0x00dc, 0x0148, 0x0331, 0x0268, 0x0288, 0x0137, 0x02e7, 0x01af, - 0x01ba, 0x0283, 0x0350, 0x00ea, 0x008a, 0x03af, 0x0237, 0x0389, 0x00d5, 0x0366, 0x012e, 0x01d4, 0x00a0, 0x01e4, 0x0006, 0x0216, - 0x01e3, 0x03e1, 0x0384, 0x02f6, 0x00fe, 0x0056, 0x0057, 0x004c, 0x013c, 0x0137, 0x02d1, 0x0242, 0x0073, 0x0304, 0x0001, 0x0079, - 0x016f, 0x0033, 0x0028, 0x03d3, 0x01ad, 0x0223, 0x021f, 0x02c6, 0x02ba, 0x00cb, 0x0042, 0x0020, 0x0084, 0x03c2, 0x002a, 0x0222, - 0x0347, 0x0090, 0x0263, 0x0226, 0x0045, 0x0176, 0x0254, 0x0064, 0x01ac, 0x02e9, 0x0053, 0x0043, 0x033d, 0x01be, 0x00c3, 0x02f9, - 0x0156, 0x0235, 0x01f6, 0x007e, 0x00cb, 0x00ae, 0x01e6, 0x02fd, 0x020c, 0x00ca, 0x0275, 0x0237, 0x031e, 0x03d1, 0x0293, 0x0043, - 0x004c, 0x038d, 0x0064, 0x0201, 0x03e6, 0x01e6, 0x03b7, 0x021a, 0x00cc, 0x030a, 0x03cd, 0x023a, 0x00a3, 0x0241, 0x0180, 0x0183, - 0x006f, 0x02aa, 0x02da, 0x0255, 0x0350, 0x03a5, 0x00b9, 0x0211, 0x0198, 0x0158, 0x0372, 0x001e, 0x003d, 0x00be, 0x026c, 0x02f1, - 0x019b, 0x009c, 0x021d, 0x0317, 0x00e2, 0x0301, 0x01ed, 0x02e9, 0x0246, 0x02e3, 0x030a, 0x0008, 0x011a, 0x01fa, 0x033f, 0x00ab, - 0x00cb, 0x0061, 0x0057, 0x01f8, 0x029f, 0x0140, 0x023d, 0x0331, 0x0353, 0x02a8, 0x012c, 0x0170, 0x0303, 0x02fc, 0x00b9, 0x0160, - 0x03de, 0x01f0, 0x0140, 0x01e8, 0x016b, 0x0332, 0x03d6, 0x01e4, 0x0195, 0x015a, 0x0145, 0x030a, 0x02d3, 0x00bf, 0x015d, 0x0265, - 0x0222, 0x02a3, 0x03cb, 0x01f0, 0x00aa, 0x0388, 0x0300, 0x0092, 0x0227, 0x02a5, 0x03a2, 0x03c7, 0x0353, 0x0287, 0x01b6, 0x003a, - 0x0263, 0x0379, 0x00c1, 0x00f1, 0x00fb, 0x0271, 0x00ba, 0x0265, 0x02ea, 0x0015, 0x0154, 0x0022, 0x0192, 0x02d4, 0x0315, 0x0199, - 0x035a, 0x01b5, 0x0205, 0x0199, 0x02a6, 0x0044, 0x0061, 0x0279, 0x0277, 0x0020, 0x01bb, 0x0076, 0x02c1, 0x01bd, 0x0071, 0x0250, - 0x01ef, 0x0104, 0x02de, 0x02cd, 0x0088, 0x01f0, 0x0295, 0x03e0, 0x0054, 0x03a8, 0x02ba, 0x02ed, 0x02fc, 0x0193, 0x00bb, 0x00b5, - 0x001e, 0x0056, 0x02de, 0x026a, 0x01c6, 0x01a7, 0x00b1, 0x028f, 0x0080, 0x010b, 0x00c0, 0x00bb, 0x0254, 0x018a, 0x002f, 0x03ad, - 0x0059, 0x03bc, 0x03a9, 0x008e, 0x01cf, 0x0297, 0x0140, 0x0314, 0x00c8, 0x0289, 0x0184, 0x02ca, 0x02e6, 0x032d, 0x0332, 0x038c, - 0x02f3, 0x00b4, 0x0192, 0x035a, 0x03bc, 0x004e, 0x01c0, 0x02ac, 0x0059, 0x01f0, 0x0282, 0x03a6, 0x0202, 0x0308, 0x00c4, 0x017f, -}; - -uint16_t fully_connect_weight_2[512*1024] = { - 0xfe5f, 0x0395, 0xfcdb, 0x03a6, 0xffc4, 0x0269, 0x0363, 0x01e8, 0x039e, 0x02fa, 0xff95, 0x0361, 0x0229, 0x021c, 0x018d, 0xfee4, - 0x0042, 0xfe0b, 0x0086, 0x020e, 0xfd39, 0x0345, 0xfd33, 0x00ed, 0xfc1f, 0xfcce, 0xffcb, 0x01ca, 0x0250, 0x010d, 0xff61, 0xfeb6, - 0x0188, 0xfd30, 0x0376, 0x0110, 0xff90, 0x00f9, 0x0196, 0x0337, 0xff74, 0x0247, 0x0121, 0xfeab, 0x0251, 0xff8e, 0x015a, 0x0398, - 0xfc98, 0x00bd, 0xfd6e, 0x01e1, 0x00d6, 0xffc9, 0x01e4, 0xfed2, 0x003b, 0x0040, 0x0065, 0xfcc0, 0x012f, 0xfeec, 0x011f, 0x02ee, - 0x014c, 0xfc42, 0x01cd, 0x0224, 0xff48, 0xfc9f, 0x03dc, 0xfcd5, 0xffa4, 0x0288, 0xfdec, 0x02a9, 0x00d4, 0xfd34, 0xfda7, 0x00f3, - 0x03be, 0xfdc1, 0xfe05, 0xfe32, 0xffad, 0xfd65, 0xfed3, 0xfe5f, 0x00ab, 0xfd70, 0x0316, 0xfc29, 0x037f, 0xfd3b, 0x027e, 0xfc64, - 0xfddc, 0xfedd, 0x01b5, 0x0101, 0xfdcb, 0xfcb4, 0x03a4, 0x01e7, 0xfc87, 0x02f4, 0x0362, 0xffd0, 0x0044, 0x002c, 0x0208, 0xfeda, - 0x02f7, 0x0123, 0x000b, 0xfea6, 0xfdcd, 0x02c3, 0xfcc2, 0xfefd, 0xfee0, 0xfe6f, 0x0396, 0xfc8f, 0x02bd, 0x01e9, 0xffe6, 0x018c, - 0xfc48, 0xff01, 0x0275, 0x02b6, 0x03e5, 0xff6e, 0xfc8b, 0x037a, 0x0241, 0x03bc, 0x01de, 0x0357, 0xfd73, 0x01e2, 0x0087, 0x01ee, - 0x0227, 0xfc89, 0xfcdc, 0xfd9c, 0x01cc, 0x029c, 0xfda9, 0x0043, 0x012e, 0xff6a, 0x021d, 0xfeee, 0x0392, 0xfee2, 0x004f, 0x00c2, - 0x0224, 0xfc52, 0x00af, 0x01b0, 0x00c0, 0x0323, 0xfd18, 0x03bb, 0xfdb6, 0xfc5a, 0x0288, 0xfd7f, 0x005f, 0x0352, 0x0300, 0xfe50, - 0x0086, 0x017a, 0x001f, 0x005a, 0xfc20, 0x0225, 0xfcdd, 0x00d9, 0xfd32, 0x016e, 0xfd3f, 0xfd80, 0xfda7, 0x015f, 0xff53, 0xfe0c, - 0x0020, 0xfc60, 0xfe8a, 0xfcc2, 0xfd4e, 0xfd52, 0xfea0, 0xfd8d, 0xff4e, 0xfdd5, 0x01b6, 0x00ff, 0xfcd7, 0x0053, 0x01ce, 0xfe40, - 0x0387, 0xfefe, 0x011f, 0x01ef, 0xfd0b, 0x0110, 0xfece, 0x03ab, 0x0220, 0x01bd, 0x028e, 0xfe72, 0x03a1, 0x036b, 0xfcfc, 0xfc73, - 0x00b7, 0xfea2, 0x03c3, 0xfefa, 0x007e, 0x0020, 0x0290, 0x009f, 0xfe84, 0x02b7, 0x03de, 0x0092, 0xff11, 0x01a3, 0xfeac, 0x010d, - 0x039d, 0xfd07, 0x0021, 0x0275, 0x0019, 0xffd9, 0xffe8, 0x017a, 0xfff5, 0x0328, 0xfc75, 0xffc8, 0xffcc, 0xfe1a, 0xfd26, 0xfc69, - 0x0312, 0x013f, 0x0336, 0xfd38, 0x00e6, 0x0228, 0xfff2, 0x024a, 0xfcb6, 0x0394, 0x02c7, 0xfdf4, 0xfcb0, 0xfe9b, 0x0016, 0xfd88, - 0x0173, 0x0396, 0x0394, 0xfe55, 0xfe8e, 0xfef2, 0xfe57, 0xfddf, 0x0328, 0xfff9, 0x023a, 0x0111, 0x0165, 0xfd13, 0x0350, 0xffce, - 0x0148, 0x0313, 0x01a0, 0xfd0b, 0xfd6d, 0xff67, 0xfe5d, 0xfe93, 0xfd39, 0x039b, 0x0157, 0xfdf5, 0xffc4, 0x0100, 0xfd12, 0xfdff, - 0xffec, 0x0347, 0xfc22, 0x0309, 0x0083, 0xfeb2, 0xfdf4, 0x0326, 0xfeeb, 0x02af, 0xff34, 0x00b0, 0x0085, 0xfd76, 0xfe93, 0x00f2, - 0xfe1d, 0xfd56, 0x03c1, 0xfeb9, 0xfcd0, 0x01c8, 0xff30, 0xfc27, 0x0006, 0x0115, 0xfe63, 0xff42, 0x034d, 0xff07, 0xfdbd, 0xff6b, - 0xfdf7, 0x01d7, 0x0371, 0x0248, 0xfddf, 0x00c6, 0x02fa, 0xfc87, 0x025e, 0xff31, 0x001d, 0x0052, 0xff29, 0xffa2, 0xfc97, 0x0305, - 0x000e, 0xfc6d, 0x01f5, 0x0252, 0x0173, 0x02ba, 0xfdbb, 0x02ab, 0x0052, 0x011c, 0x0318, 0x016c, 0x022c, 0x0251, 0xfd27, 0x02e4, - 0x01a3, 0x00d2, 0x01d5, 0x02a4, 0xfd90, 0xfc55, 0xfda6, 0x021a, 0x015b, 0x029c, 0xfd73, 0xfd07, 0x0150, 0xffd1, 0xfd30, 0xfee2, - 0x0270, 0x0002, 0xfe34, 0xfec0, 0xfc6d, 0x01c3, 0x029d, 0x009b, 0xfdb3, 0xfcfa, 0x019c, 0xff8e, 0xfdd2, 0x010b, 0xfd35, 0x00ff, - 0xfc52, 0xff0c, 0x0368, 0xfef3, 0x01c1, 0x02da, 0xfe38, 0x01b7, 0xffed, 0x0207, 0x031d, 0x02c9, 0x00f2, 0x02f4, 0xfee5, 0xffb7, - 0x027a, 0x01d4, 0x00db, 0xfc80, 0xfc97, 0x01da, 0x01db, 0xfc7f, 0x0268, 0xfcd4, 0x02cc, 0x0055, 0x0368, 0xfda0, 0x0358, 0xfedf, - 0x02f2, 0xfc48, 0xff25, 0x0109, 0xff00, 0xfc8a, 0x03a6, 0x00ce, 0xfd3e, 0x0238, 0x01fd, 0xffb7, 0x03a3, 0x0255, 0xff1e, 0x0056, - 0x01c1, 0xff1d, 0xfc41, 0xfd20, 0xfe26, 0xfff7, 0x0088, 0xfc4d, 0xfc1c, 0xfea2, 0x0096, 0x02d8, 0x01a6, 0x01cd, 0x010f, 0xfc66, - 0x005b, 0x00ed, 0xfd7d, 0x023a, 0x0252, 0x0180, 0xfdd0, 0x00c4, 0x026e, 0xffb3, 0xffa2, 0xfeb9, 0xffca, 0xfd62, 0xfeb7, 0x02f5, - 0xfd56, 0xfc21, 0xff50, 0x02fb, 0xfd63, 0xfc3e, 0x00a3, 0xff51, 0xfff1, 0x02a0, 0x02a7, 0xfd15, 0xfecf, 0xfe7f, 0xff00, 0xfdb7, - 0x0069, 0xfe0b, 0xfdf5, 0xfe41, 0x0196, 0xfca9, 0xff6c, 0xfe6d, 0xfddd, 0xfed6, 0x038c, 0xfe63, 0xfe80, 0xfe9a, 0x011d, 0xfe7d, - 0xfde3, 0xfcba, 0xff7d, 0xfd0e, 0xff61, 0x007a, 0xff77, 0xfe4f, 0x0002, 0xfe85, 0x001b, 0xfeda, 0x02df, 0xfe41, 0xffe7, 0xfc57, - 0xfd22, 0x017a, 0x0046, 0xfcf4, 0xfc99, 0x036c, 0xfee0, 0xfd08, 0x02bb, 0xfebe, 0xfd63, 0xfd4b, 0xfcfa, 0xfda0, 0x0364, 0x02c1, - 0x0389, 0xfcec, 0x01b4, 0x007b, 0xffe1, 0xff38, 0xfeac, 0xfde2, 0xfe43, 0x02ee, 0x0141, 0x01df, 0x00ae, 0xfc30, 0x03ab, 0xfdc4, - 0x0199, 0xfd6e, 0x003e, 0xfcb6, 0x00cb, 0x01a6, 0x02ee, 0xfd8e, 0x0025, 0xff6b, 0xfd63, 0x0217, 0x02e4, 0x0370, 0x039c, 0xfe08, - 0xfcb7, 0xfe56, 0xff6f, 0x0158, 0x0208, 0x0042, 0xfd68, 0xfc6d, 0xfdcd, 0x014d, 0xfcf1, 0x00c3, 0xff78, 0x0138, 0x0267, 0x01de, - 0xfe58, 0x014f, 0x008f, 0xffe8, 0x03e6, 0xfe38, 0xfd20, 0xfc35, 0xfdc8, 0x02f3, 0x00e8, 0xfe7e, 0xfd4a, 0x01b0, 0xfe69, 0x0224, - 0x02a5, 0x0381, 0xfe50, 0xff58, 0xffbe, 0x030b, 0x0385, 0x008e, 0xff76, 0x0365, 0xfe61, 0x0255, 0xfcf5, 0xfd56, 0xfd68, 0xfc9e, - 0x02a1, 0x0301, 0xfefa, 0xfc64, 0xfee5, 0x02aa, 0xfc46, 0xff5d, 0xfc52, 0x002c, 0x0341, 0x0372, 0x0398, 0xfda4, 0x00ba, 0x029c, - 0xfda6, 0xfd50, 0x01c8, 0x0149, 0xfcc2, 0xff61, 0x03cb, 0x02b1, 0x00ee, 0x037f, 0x01e8, 0x031c, 0xfcd8, 0xfef2, 0xfe87, 0x0070, - 0xffbc, 0xfe7e, 0x0341, 0xff8e, 0x035c, 0xfcb6, 0xfe7c, 0x0324, 0xfd5b, 0x01c8, 0x0376, 0xfd94, 0x004e, 0x0331, 0xfdc4, 0xfc3c, - 0xfc62, 0xfdde, 0x0035, 0xfd7d, 0x03c4, 0xfc59, 0x0207, 0x01ea, 0x03a1, 0x03ab, 0x0126, 0xfc50, 0x03e6, 0x00b7, 0x038f, 0xfd0f, - 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0xfc8a, 0xfe6f, 0x03df, 0x020c, 0xfc5a, 0xffe7, 0x01d3, 0x018e, 0x00a1, 0xfdb7, 0xfeb6, 0xff8f, 0x030e, 0x0201, 0xfd47, 0x0220, - 0x0367, 0xfe86, 0x039e, 0xff8c, 0xfe16, 0x023d, 0x0276, 0x0100, 0xff5a, 0xffbc, 0x031c, 0xfee5, 0xfdf4, 0x019a, 0x000c, 0x0085, - 0x021d, 0xfc3d, 0x0218, 0xfc27, 0x009e, 0xfef8, 0xfedf, 0x013d, 0xff42, 0x03d3, 0x01e2, 0xff3f, 0x02fd, 0xfe22, 0xff5d, 0xfd3d, - 0xff76, 0x0113, 0xfe36, 0x0250, 0xfd71, 0xfc8d, 0x02e1, 0xff18, 0xffb7, 0xffae, 0xfd12, 0x0060, 0x0087, 0xfc85, 0xfdb6, 0xfd7f, - 0xffce, 0x023d, 0x0253, 0xfcbf, 0xffac, 0x02fc, 0xff92, 0xfee6, 0xfe0a, 0x0158, 0xfe39, 0xfd1f, 0xfff4, 0xfd29, 0xfe64, 0x036d, - 0x031e, 0xfd69, 0xfe80, 0x01bc, 0xfdc3, 0x0044, 0x024b, 0x02f8, 0x0074, 0x034d, 0x0057, 0x002c, 0xff6c, 0xfedb, 0x00ab, 0x0090, - 0x023e, 0xffb1, 0x0226, 0xfe75, 0x02de, 0xfdb3, 0xfe3e, 0x0005, 0x03b0, 0xff45, 0xfdf2, 0x00f9, 0x0394, 0x0342, 0xff33, 0x0284, - 0xfe7e, 0xfc2d, 0x001c, 0x000f, 0x019c, 0x023f, 0xfc6b, 0x0185, 0xffbd, 0x0392, 0xfcac, 0xfca3, 0x0165, 0x0044, 0x0063, 0x0141, - 0x0161, 0xff27, 0x01ec, 0x0209, 0x011d, 0xfe47, 0xff39, 0xfe7e, 0xfd25, 0xfce0, 0xfd02, 0x0311, 0x01b8, 0xfeb7, 0x03b3, 0x03d6, - 0xfef4, 0x00f0, 0xfda7, 0xfd49, 0xfd1a, 0xfec8, 0xfdaf, 0xfecc, 0x02e0, 0xfc5f, 0x0022, 0xff07, 0xfecd, 0xfd87, 0xfc5c, 0xff43, - 0x0351, 0xfcc7, 0xfd1d, 0x00b9, 0x0010, 0x0332, 0xfd5e, 0x0216, 0x0332, 0xfdf6, 0x020c, 0xfc1d, 0x033b, 0x001b, 0xfe69, 0x02eb, - 0xfffe, 0xfcfa, 0x00c9, 0x003b, 0x008c, 0x039e, 0xffe6, 0x0256, 0x0017, 0x0275, 0xfee5, 0x00c4, 0xffaf, 0x02a4, 0xff94, 0xffd0, - 0xfc6c, 0xfd05, 0x0136, 0x03c9, 0xfdbc, 0x0142, 0x00cc, 0x0062, 0xff72, 0x013e, 0xfed3, 0xff79, 0x0239, 0x0333, 0xfd39, 0xfc4c, - 0x0165, 0x01d6, 0xffe3, 0xffbd, 0xff19, 0xfdb3, 0x02a9, 0x0109, 0x01ec, 0x0147, 0xff89, 0x0198, 0x01f9, 0xfcaa, 0xfc52, 0x0062, - 0x01a0, 0x038e, 0xfe76, 0xfc55, 0xfeb9, 0xff2e, 0x0195, 0x00f0, 0x03a1, 0xfedc, 0x01f2, 0x014e, 0xfe9b, 0x037c, 0x01a1, 0x00fc, - 0xfcf4, 0x00c8, 0x02aa, 0x0356, 0x02c4, 0xfe10, 0x014b, 0xfc6f, 0x0344, 0xffa5, 0xfe5c, 0xfcb2, 0xfe9b, 0xfede, 0x00fe, 0x02cd, - 0xff82, 0xfc3e, 0x01fe, 0xfd1e, 0xfcf6, 0xff3a, 0xfdd2, 0x009a, 0xfeff, 0xff0c, 0xfe57, 0x0366, 0xff49, 0xff4b, 0x0025, 0xfce4, - 0xfdce, 0x0162, 0x03e4, 0x0348, 0xfe08, 0x02d2, 0xffb2, 0x0379, 0xff26, 0xfca9, 0x00dc, 0xfe05, 0x00a1, 0xff5c, 0x0252, 0xfcc7, - 0x031c, 0xfd4b, 0x0025, 0x038d, 0x01b3, 0x0346, 0x02ba, 0x01b8, 0xfe20, 0xfd25, 0x016f, 0xfd35, 0x0137, 0x023b, 0xfc41, 0x00fc, - 0x03cf, 0x0073, 0x0058, 0x0117, 0xfdba, 0xfefe, 0xfd74, 0xfc5d, 0xff71, 0xfda3, 0x00e0, 0x0228, 0xfc6b, 0xffc3, 0xfce9, 0xffa5, - 0x00f0, 0xfe21, 0xfc54, 0xfe8d, 0x0360, 0x0343, 0xff84, 0x0189, 0x0084, 0xfe26, 0x0367, 0x003a, 0x023e, 0x02d9, 0x0355, 0x00a3, - 0xfda9, 0xfd5a, 0x02d8, 0x02de, 0xfd9b, 0x009c, 0xfebe, 0x00e2, 0x0083, 0xff3b, 0xfebd, 0x01cf, 0xfe50, 0xfe8b, 0xffa4, 0xfec6, - 0xfcf1, 0xfe1a, 0xfddc, 0xfcfc, 0xfde8, 0xfe07, 0x02c1, 0x00bf, 0xff6b, 0x02f1, 0xfd99, 0x0340, 0x0111, 0x00d7, 0x0124, 0x03bf, - 0xfd65, 0xff89, 0xfd23, 0xfe1e, 0x039f, 0xfd0c, 0xfe69, 0xffa0, 0xfc3d, 0xffe9, 0x031d, 0xff79, 0x0387, 0xfdab, 0x003e, 0xff4a, - 0xff76, 0xfc7c, 0xfcce, 0xfc8e, 0xfdfd, 0x0086, 0x01e5, 0x0298, 0x03c7, 0x012b, 0xfdac, 0xfcb5, 0x0053, 0xfe25, 0xfc81, 0xfe10, - 0xff43, 0xfd00, 0x025a, 0xfe8f, 0x02e1, 0xff38, 0x00aa, 0xfe5b, 0xff3a, 0xfcda, 0x0132, 0xfd05, 0x0045, 0x036b, 0x021e, 0x0275, - 0xfe0a, 0xff02, 0xfdbc, 0x003d, 0x00c7, 0x0385, 0xffb3, 0xfec6, 0x0120, 0xfe4f, 0xfd2c, 0xfefd, 0x0349, 0xff1a, 0xfd63, 0xfe53, - 0xfc26, 0xff85, 0xfedb, 0xfe6f, 0xfded, 0x037e, 0xffb0, 0xfe49, 0xfd61, 0x03a2, 0xfc4f, 0xfeec, 0xfe01, 0xfd49, 0xff45, 0xffe9, - 0xffed, 0xffce, 0x00d8, 0xff43, 0x00c8, 0x0179, 0x007b, 0xfff4, 0xfcd2, 0xfdaf, 0xfc30, 0xfecb, 0xff23, 0x03af, 0xfde8, 0x0279, - 0xfee0, 0x014d, 0xfd83, 0x0189, 0x0287, 0xfdba, 0xfc91, 0xfef4, 0x03a2, 0x006f, 0xffaa, 0xfe65, 0x0146, 0x0077, 0xffaa, 0x00b9, - 0x0066, 0x00dd, 0xfeee, 0x001b, 0xfe4c, 0xfdcd, 0xfccf, 0x0148, 0xfe8b, 0xfd8f, 0xfff4, 0x01be, 0xfda8, 0xfc2e, 0xfff7, 0x0069, - 0xff81, 0xffd1, 0x0103, 0xfd0d, 0x01e5, 0x01cb, 0xfcfa, 0x00a9, 0xfd36, 0x012b, 0xfdd9, 0xfded, 0xfc38, 0x02a8, 0x011b, 0x013d, - 0x02bd, 0xfde5, 0x03a1, 0x003b, 0x010c, 0x03df, 0xffe7, 0xfc4b, 0x00f6, 0x032f, 0xff76, 0xfe04, 0x0197, 0x0049, 0xfef8, 0xff91, - 0xff24, 0xffe4, 0x0151, 0x0288, 0xffc4, 0xfec9, 0xfdd2, 0x027b, 0x00e1, 0xffb6, 0xfcae, 0x00b5, 0xfe10, 0x030e, 0xfde1, 0xfea8, - 0x0135, 0x01af, 0x02d2, 0xffb9, 0xfe31, 0xfe89, 0x01f0, 0x00be, 0x01bd, 0xfe82, 0xfe4b, 0xfc78, 0x021e, 0xfd2e, 0x0335, 0x0154, - 0xfef1, 0x0067, 0xfc5b, 0x01f4, 0xfccf, 0xff14, 0xfeb1, 0x02be, 0x033d, 0x0182, 0xff1e, 0xfd31, 0xff6b, 0xffb3, 0x010b, 0x0101, - 0xff4f, 0x030c, 0xfc40, 0x0251, 0xfdb7, 0x0001, 0x0286, 0x0072, 0xfc9c, 0xfc2d, 0x0323, 0x01bc, 0x02fa, 0xfc30, 0xfcb6, 0xfefa, - 0xfd70, 0xff2e, 0xfd98, 0xfd72, 0x01f6, 0x011d, 0xfc62, 0xfd72, 0xfc8d, 0xff8a, 0x0136, 0xfd33, 0xfdfc, 0xfdf2, 0xffde, 0xfc47, - 0xfd7c, 0xfeba, 0x0204, 0xfde8, 0x0107, 0xfd92, 0xfec0, 0x0072, 0x004e, 0x001c, 0x027b, 0x0268, 0xfc90, 0xfc21, 0xff77, 0xfe65, - 0x01a7, 0x02e7, 0xfccd, 0xffc4, 0x01f6, 0xffd9, 0xff90, 0x0159, 0xfdb6, 0xfea6, 0x0301, 0x0176, 0x0366, 0xff9a, 0xfc59, 0x007a, - 0xff4a, 0xfea7, 0x03ab, 0x03aa, 0xfe15, 0xfc58, 0xfe52, 0x01c5, 0x00a6, 0xff26, 0xff48, 0x01c5, 0x0243, 0x01df, 0xfddf, 0x018b, - 0x01fd, 0x0049, 0xfec5, 0xffc7, 0x0018, 0x024b, 0xfdf6, 0x03ae, 0xfe93, 0x030d, 0x037d, 0xfde4, 0xff3d, 0xfcf9, 0x005f, 0xfc7a, - 0xfeec, 0x01c2, 0xfd37, 0xfdeb, 0xff1d, 0x0285, 0xfe60, 0x0025, 0x0366, 0xfe1c, 0x00cd, 0x00c7, 0xfca8, 0xffb0, 0x00d7, 0x03a4, - 0xff25, 0x0218, 0xff2a, 0x003d, 0x00ed, 0xff6a, 0xfe95, 0x023c, 0xfef4, 0xfca5, 0x013f, 0xfcda, 0x004c, 0xfc66, 0xfd6b, 0x02d0, - 0x0265, 0x0300, 0x007b, 0xfd53, 0x01f1, 0xff6f, 0xffde, 0x00c4, 0x00cd, 0xfc1d, 0x0086, 0x0246, 0x01fe, 0x02fa, 0x0305, 0xff84, - 0xfc92, 0xffa1, 0x0194, 0xfd0f, 0xff61, 0xffb2, 0xff5f, 0x0286, 0xfd1b, 0x0052, 0x00d5, 0x03ad, 0x004d, 0x00cf, 0xfe2c, 0xff46, - 0xffc7, 0x03a1, 0x0376, 0x0337, 0x02fc, 0xfca3, 0x007f, 0x00f3, 0x008f, 0xfeb2, 0x027a, 0xfedf, 0x020a, 0xfd8b, 0x03a5, 0xfdb5, - 0xfe14, 0xfdeb, 0xff1a, 0xfd83, 0xfc9f, 0xfcf0, 0xfe56, 0xfe14, 0xffef, 0x00ca, 0x03d8, 0xfcdf, 0x036a, 0x0359, 0x037a, 0xff50, - 0x0183, 0x0054, 0xfc42, 0xfcdf, 0xfe8b, 0x00fb, 0x03d0, 0x021a, 0xfe7d, 0xfc2f, 0xfded, 0x03a6, 0xffdd, 0xfd00, 0x0132, 0xffcc, - 0xfdbf, 0xfecc, 0xfe40, 0x01df, 0xfe67, 0xfe34, 0x01a1, 0xfe54, 0xfc9f, 0xff5e, 0xfdab, 0x034e, 0x007c, 0x00df, 0xff43, 0xfd70, - 0x021b, 0xfcfd, 0x0111, 0x015b, 0xff19, 0x002b, 0xfc6f, 0x03e6, 0xffe4, 0x0082, 0x01fa, 0x0219, 0xff91, 0x00bf, 0xfd39, 0x00cb, - 0x01ca, 0x026a, 0x006a, 0xff54, 0x010d, 0xfec9, 0x00a1, 0x0384, 0x002c, 0xfcbc, 0x03a1, 0xfecc, 0x00de, 0x018c, 0x0168, 0xfc70, - 0x000e, 0xfcfc, 0x0240, 0x017e, 0x016d, 0xfdf8, 0xff00, 0x00d7, 0x0215, 0xfdb9, 0xfcf8, 0x033a, 0xfd92, 0x029a, 0xfdd1, 0xffde, - 0x0115, 0xfdcb, 0x03c0, 0xfdd1, 0xfe00, 0xffc0, 0xfd3b, 0x0279, 0xfe48, 0x00a6, 0x019a, 0xfd63, 0xfeb4, 0xfffa, 0xfc1c, 0x00d0, - 0xff5a, 0x0185, 0x035b, 0x0057, 0x0369, 0xff52, 0x03b6, 0xfc71, 0x0380, 0xffeb, 0x01d8, 0xfd80, 0xff29, 0xfdbc, 0x03a0, 0x036e, - 0x0101, 0xfcf9, 0x038a, 0x0009, 0xfe57, 0x0358, 0x0171, 0xfcc0, 0xfe31, 0x03d5, 0x01c2, 0xff12, 0x0046, 0x02f6, 0x0266, 0x0182, - 0x03db, 0xfe96, 0x038d, 0xff7b, 0xfe74, 0x00ac, 0x00b1, 0xff1c, 0xfd24, 0xfdd9, 0xff42, 0x02da, 0x008b, 0xfdf1, 0xffc9, 0xff06, - 0xfc30, 0x0249, 0xffe7, 0xfdec, 0x00b7, 0x02c4, 0xfdfb, 0xfdaa, 0xfc77, 0x03a6, 0xfd8d, 0xff69, 0x0009, 0xfeb7, 0xff3e, 0x00ff, - 0x0335, 0x02de, 0xfd76, 0x0200, 0xfc42, 0xfca2, 0xfe5d, 0xff62, 0x006f, 0x00e4, 0x0234, 0x01d8, 0xfecc, 0xfd39, 0x01af, 0xfc84, - 0x0107, 0x01ac, 0x017c, 0x01da, 0x02e0, 0x00be, 0xfe5f, 0xff78, 0xfd50, 0x020e, 0xffe0, 0xfc1e, 0xfc3a, 0x0364, 0x0271, 0xfe63, - 0xfd40, 0x01bf, 0xfc1b, 0xff40, 0xfc49, 0xff69, 0x013b, 0xff19, 0xfca1, 0xfe9c, 0xfe5d, 0xfefd, 0x0364, 0x02e1, 0x0234, 0xfd18, - 0x0113, 0x0288, 0xfd0e, 0x0225, 0x0279, 0xfcce, 0xff1c, 0x025e, 0xfc5d, 0x02b8, 0xfcd1, 0xff3b, 0x021b, 0xfc6a, 0xfd02, 0xfe6a, - 0xff41, 0x03a7, 0xff5a, 0xfda0, 0xffbc, 0x005f, 0xfd41, 0xfe3c, 0x024e, 0x01d7, 0xfcb9, 0xffbc, 0xffbd, 0xfe2d, 0x009d, 0x0202, - 0xfd04, 0x0068, 0x023e, 0x01e7, 0x020b, 0xfd86, 0x01ba, 0x0229, 0xfd5c, 0x001d, 0xfca8, 0x00b5, 0xfc5e, 0xff4d, 0xff72, 0xff02, - 0x02a7, 0xfec5, 0xfede, 0xff35, 0xfd4f, 0xfcad, 0x029f, 0xfe09, 0x01c9, 0x032e, 0x0307, 0x0123, 0x00e4, 0xffb6, 0x0023, 0xfc58, - 0xfe72, 0xfc80, 0xffea, 0x018c, 0xfd8b, 0x02ff, 0x02f5, 0x0210, 0xfc53, 0xffe6, 0xfc86, 0xfffd, 0x00d9, 0x030d, 0x035c, 0x0157, - 0xfef6, 0x0209, 0x023b, 0x01cd, 0x00f7, 0x013f, 0xfd39, 0xff6e, 0x03b7, 0x02d0, 0x0155, 0x01ee, 0xfc58, 0x0213, 0x0263, 0x03e2, - 0x0189, 0x01f3, 0xfd53, 0xffc5, 0xfe00, 0xfc3c, 0x0398, 0x02bc, 0xfc93, 0xfc95, 0x0316, 0xfcd1, 0xfc3a, 0xfe0f, 0xfdfd, 0x01f2, - 0xfc48, 0x03bf, 0x0330, 0x0208, 0xff15, 0x032e, 0xfc7d, 0xfd21, 0xfef0, 0xfdb4, 0xffc1, 0xfdc5, 0x0365, 0xfeff, 0xfc44, 0x0212, -}; - -uint16_t fully_connect_result_0[512] = { - 0x8000, 0x98da, 0x7fff, 0xbbc0, 0xcfff, 0xd517, 0x7fff, 0xe576, 0x2a24, 0x0bf3, 0x6461, 0x7fff, 0x2bc6, 0xb378, 0x8000, 0xc3f9, - 0x8000, 0x9c0d, 0x8000, 0x7d48, 0xb4f8, 0x8000, 0x6d5b, 0x52fc, 0x8000, 0x1f89, 0xd6d8, 0xa46d, 0x37fe, 0xf088, 0x8000, 0xd4d4, - 0x8995, 0x7fff, 0x8000, 0x8000, 0x7fff, 0x7fff, 0x8000, 0x3bfe, 0x8000, 0x7fff, 0x551e, 0x8df3, 0x7fff, 0x8000, 0x8000, 0x7fff, - 0xe914, 0x7fff, 0x8000, 0xb7bc, 0xe41c, 0x8000, 0x8000, 0x3e42, 0x8000, 0x8000, 0xbfa2, 0x7fff, 0x8000, 0x8000, 0x8000, 0x51a1, - 0x7fff, 0xe365, 0x7fff, 0x8000, 0x1bdc, 0x8000, 0x044f, 0xe6e3, 0x5218, 0x7fff, 0x8db9, 0x9781, 0x8000, 0x8000, 0x076d, 0x8000, - 0x563d, 0xa340, 0x7fff, 0xcefd, 0x96b0, 0x7fff, 0x4b49, 0x6f1f, 0x64df, 0x8000, 0x8000, 0x8000, 0x8000, 0x7fff, 0x7fff, 0x4220, - 0xc66c, 0x0e40, 0x7fff, 0x8ea6, 0x7fff, 0x7fff, 0x4bd9, 0xfa65, 0xc91c, 0x8000, 0xefa7, 0x8000, 0x5d4f, 0x7fff, 0x7fff, 0x7fff, - 0x7fff, 0xd04c, 0x7fff, 0x7fff, 0x8000, 0x84a0, 0x7fff, 0xb346, 0x5ca2, 0x5172, 0x28d4, 0x6bae, 0xf870, 0x7fff, 0x101e, 0x173a, - 0x8000, 0xa89c, 0x1a93, 0x2bba, 0x7fff, 0x493c, 0x4665, 0x7fff, 0xe05d, 0xc6a8, 0xcad9, 0x8000, 0x8000, 0x8000, 0x8000, 0xfd61, - 0x8d3a, 0x3b95, 0x7fff, 0x670e, 0x7fff, 0xc997, 0x7fff, 0x7fff, 0x8000, 0x8000, 0x7fff, 0xdb70, 0x8000, 0x7fff, 0x9985, 0x7fff, - 0x42ef, 0x3efc, 0x2344, 0x0c45, 0x7fff, 0x8000, 0x2c70, 0x26bb, 0x8000, 0x5553, 0x8000, 0x22fe, 0x98a4, 0xab3c, 0x7fff, 0x7fff, - 0xa8c2, 0x7fff, 0x0f5d, 0x7fff, 0xa8e2, 0x3b09, 0x6e7f, 0x7fff, 0x0591, 0xe15d, 0xa03e, 0x7fff, 0xddec, 0xbd19, 0x7a28, 0x7fff, - 0x5bd9, 0x8000, 0x066f, 0xa656, 0xd733, 0xca54, 0x7fff, 0x2d54, 0x06cb, 0x31f4, 0x2bfa, 0x8000, 0xaf70, 0x7fff, 0xbd5f, 0x7fff, - 0x1ea0, 0x7fff, 0x41a1, 0x8000, 0x8cc0, 0x8000, 0xceea, 0x7fff, 0x12ba, 0x460c, 0x2322, 0x7fff, 0xd9fc, 0x8000, 0x8db9, 0x6219, - 0x8000, 0xdfb4, 0x34f6, 0xadfc, 0x4d6a, 0x7fff, 0x8000, 0x4418, 0x8000, 0x8000, 0xdc5b, 0x7fff, 0xcaac, 0x3e24, 0x7fff, 0xcc56, - 0x8000, 0x8000, 0x8852, 0x01ac, 0x0307, 0x0d92, 0x979c, 0xe6f0, 0xe4a6, 0x4fc4, 0xc1cb, 0x2fa1, 0x7fff, 0x7e02, 0x7fff, 0x06ff, - 0x7fff, 0xa0f5, 0xb9fd, 0x8000, 0x07c7, 0x60de, 0x7fff, 0xae06, 0x0c4e, 0x300e, 0x8000, 0x7e6f, 0x8000, 0x2932, 0x294f, 0x195f, - 0x7fff, 0x7fff, 0x8000, 0x8000, 0x73e5, 0x9d72, 0x8000, 0xe835, 0x304f, 0x5f9e, 0x7fff, 0x8000, 0x3a23, 0x8655, 0x372d, 0x7fff, - 0x7fff, 0x7fff, 0x7fff, 0x8000, 0x8000, 0x2adc, 0x7fff, 0x8000, 0xa665, 0x7fff, 0x8000, 0x8000, 0xff94, 0x7fff, 0x7fff, 0x9c43, - 0x8000, 0xee29, 0x7fff, 0x8000, 0x74d5, 0x8000, 0x7fff, 0x8000, 0x8000, 0x7fff, 0x8000, 0xdc1d, 0xc0be, 0x9192, 0x7fff, 0x8000, - 0x8000, 0x15b8, 0x2e56, 0x7fff, 0x2e44, 0xab7a, 0xc2d6, 0xb7ef, 0x3323, 0x8000, 0x0202, 0x8c11, 0xe5b1, 0xbdd2, 0x7fff, 0x8000, - 0x9a84, 0x8000, 0x8532, 0xb2da, 0x31ec, 0x6f42, 0xb0d1, 0xd10c, 0x8000, 0x7fff, 0x7fff, 0x79fd, 0x7fff, 0x8000, 0x8000, 0x7fff, - 0x8000, 0x7fff, 0x8000, 0xc26e, 0x5570, 0x8000, 0xbee3, 0xf073, 0xb79b, 0x7fff, 0x2320, 0x584f, 0x8000, 0x7fff, 0x8a56, 0x9a37, - 0x9f01, 0x0b0f, 0xad47, 0x27e9, 0x61f1, 0xa2a5, 0xf82d, 0xb41d, 0x2b6c, 0x641d, 0x7fff, 0x55fb, 0x8000, 0x8000, 0x8000, 0x7fff, - 0xa9df, 0x7fff, 0x30a2, 0x8000, 0x8000, 0x7fff, 0xf309, 0x3d7b, 0x7fff, 0x7fff, 0x8000, 0x1c41, 0x7fff, 0xfbd7, 0x8000, 0x7fff, - 0xa3fb, 0x8000, 0x8000, 0x8c43, 0x8bf6, 0x0a02, 0x8000, 0x1184, 0x3591, 0x4536, 0x7fff, 0x8000, 0x868e, 0x73ca, 0x7fff, 0xff84, - 0x7df0, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0x9d8a, 0xf6eb, 0xcd32, 0x8000, 0x8000, 0x7fff, 0x55fe, 0x0528, 0x8000, 0xc08e, 0x8000, - 0x8000, 0xc315, 0xb675, 0x7fff, 0x8000, 0x7fff, 0x8000, 0x9c69, 0x48d8, 0x3fd9, 0x67b5, 0x5e06, 0xb119, 0x906a, 0xfb25, 0x2025, - 0xbf67, 0xab01, 0x2808, 0x7fff, 0x8000, 0x443c, 0xf9ba, 0xb977, 0x8035, 0x8000, 0x8000, 0x8000, 0xd321, 0x1c5d, 0x16f3, 0xf4bd, - 0xab1d, 0x7fff, 0xde73, 0x8e1a, 0x8000, 0x7fff, 0x8000, 0x008d, 0x8232, 0x8000, 0x2cdf, 0x06e8, 0x7fff, 0x44a7, 0x7fff, 0x98fc, - 0x27d5, 0xbfc5, 0x8000, 0x7fff, 0xa0d1, 0x8b14, 0x8000, 0xbd21, 0x8000, 0xf808, 0xf1c9, 0x8000, 0x5d29, 0xe4d1, 0x7fe2, 0x5312, - 0xc84c, 0x7fff, 0xf179, 0x8000, 0x7737, 0xdce0, 0x7fff, 0x8000, 0x8000, 0x8000, 0x7fff, 0x8000, 0x8000, 0xf9ff, 0x8ebb, 0x7fff, -}; - -uint16_t fully_connect_result_1[512] = { - 0xf9ff, 0x2918, 0x2b71, 0xe1ca, 0x15ba, 0xc2f3, 0xfb0e, 0x062a, 0xdf8b, 0x0251, 0x5408, 0xf5c2, 0x3afc, 0x243a, 0x09cd, 0x0b1b, - 0x460e, 0xe6d6, 0x0259, 0x13b5, 0x14ac, 0xc9f6, 0xe1bb, 0xfce1, 0x23d8, 0x034e, 0x0458, 0x1e9a, 0x2132, 0x0be9, 0xb6fd, 0xd4fd, - 0xe52b, 0x3984, 0xc187, 0xd555, 0xe52e, 0x235c, 0x9800, 0xeb44, 0x3c2d, 0xf2e9, 0x059a, 0x0deb, 0x3de1, 0xf9cc, 0x20b9, 0xe13b, - 0x14f0, 0xf8cf, 0x14ec, 0x1ed7, 0x2717, 0xe52c, 0xfcd5, 0x051a, 0x46ad, 0xe6a5, 0xe092, 0x10f6, 0xbbf8, 0xef10, 0x1e2b, 0xdec0, - 0x2b22, 0xcf83, 0xea37, 0x2590, 0xf016, 0xfff0, 0xd379, 0xad0e, 0xf222, 0xd8a6, 0xdc9d, 0xe963, 0x0d41, 0xb2f2, 0x09b7, 0xf249, - 0xf978, 0xc102, 0x0ac3, 0x13d7, 0xc2e3, 0xf280, 0x20f3, 0x2dc5, 0x0124, 0x4d01, 0xc2ea, 0xa9c3, 0xe24e, 0xa2e7, 0xe463, 0x08c4, - 0x1610, 0xc2a6, 0xf3c3, 0x23a0, 0xe188, 0x470a, 0xd5c1, 0xd5c9, 0xb71e, 0x3d46, 0xbdbf, 0x330b, 0x02d7, 0x032b, 0x0eff, 0xddbb, - 0xd8fd, 0xe977, 0xeb84, 0x3880, 0xfd35, 0xf61f, 0xc981, 0xe702, 0x2fb7, 0x14f6, 0xd9e1, 0xf3be, 0xbecc, 0x1aa6, 0xee1d, 0xf19d, - 0xdf3e, 0xe40f, 0x129c, 0x0cef, 0xb2ca, 0xed66, 0x0cf8, 0x137f, 0x37b6, 0x37a2, 0xccc6, 0xf4f9, 0x12de, 0xc067, 0x0511, 0xb6be, - 0x93a1, 0x4cb1, 0x35fb, 0x145d, 0xaefc, 0xeb26, 0xfc68, 0xcc00, 0xd48e, 0x6e57, 0xe405, 0xe1e1, 0x0a16, 0x9cb8, 0xf186, 0x3a2a, - 0x13a6, 0xecbe, 0x3fec, 0xc10c, 0xefb8, 0xcde2, 0x1407, 0x0701, 0x35c1, 0x0705, 0xc52d, 0xd709, 0xefc1, 0x2956, 0x2c57, 0x0c41, - 0x1a88, 0xed89, 0xdcd8, 0x5395, 0x4c31, 0xf522, 0xd1f1, 0x6aea, 0xef05, 0xea6e, 0xb2dc, 0x13b7, 0xf440, 0xf01d, 0x1476, 0x370e, - 0x435d, 0xfb73, 0xfcaa, 0xd676, 0x2ccf, 0xf7b5, 0xdf28, 0x0ced, 0x0a45, 0x01ca, 0xd53c, 0x0411, 0x1c99, 0xf390, 0xd629, 0x2e63, - 0xf7f8, 0xedeb, 0xf248, 0x25ca, 0x4720, 0xc468, 0x24e7, 0xda0c, 0xfe3e, 0x3550, 0xfa8c, 0xebb5, 0x00e3, 0xfe6a, 0x153b, 0x246e, - 0x4265, 0x0c4f, 0xf240, 0x9ecf, 0x2ae3, 0x19b0, 0xe6ba, 0x08b0, 0xcd64, 0x255e, 0x18ce, 0x2210, 0x1696, 0xf575, 0xf724, 0x3a9e, - 0xdcb3, 0xec89, 0x06d7, 0x27ca, 0x1c79, 0xdd51, 0x0858, 0x0342, 0x2ed7, 0x10d1, 0x2b65, 0x1256, 0x336f, 0x1527, 0xe71a, 0x119e, - 0xed88, 0x28f2, 0xd8c6, 0x152c, 0x3684, 0x08fc, 0x20cf, 0xfa33, 0xaf84, 0x3d5c, 0x0b21, 0x0291, 0x0f98, 0xd357, 0x1aa7, 0xeb00, - 0x1ed2, 0xa75a, 0x3a8e, 0xfe07, 0xea14, 0x2ac8, 0xe647, 0xc83d, 0xeb79, 0xea6a, 0xf792, 0xf178, 0x0cfb, 0xcdc0, 0xf0f5, 0x0f0e, - 0x11ed, 0x093d, 0xf56b, 0x1702, 0xdc86, 0x06eb, 0xe836, 0x0ab0, 0x01c4, 0x05d8, 0xef29, 0xc558, 0xf697, 0x0b16, 0xb0bc, 0x05c4, - 0xdf76, 0x05a8, 0x2de9, 0x1b41, 0x2262, 0x0a20, 0xfad3, 0x3cbb, 0xf05d, 0x16e7, 0x30fd, 0xccbc, 0xf7fe, 0xc699, 0x2cd7, 0x5c8c, - 0xf9b3, 0xdcd7, 0xe063, 0xe2bd, 0xb743, 0xdc72, 0xff2b, 0xf003, 0x341a, 0xdca2, 0x13ba, 0xf63e, 0x03b3, 0x393f, 0x5257, 0xd776, - 0x16c6, 0xbbdd, 0xf560, 0x08fe, 0x036b, 0x286d, 0x1349, 0x1e09, 0xfd4a, 0xbe11, 0x1a5d, 0x4c13, 0x07b0, 0xf9a0, 0x09e2, 0x16a0, - 0x1fec, 0x1b33, 0xe66a, 0x06da, 0x0270, 0xbc01, 0xfb24, 0x25ff, 0x13ae, 0x04f5, 0xc18f, 0x22b3, 0x1014, 0x02d8, 0xe56d, 0xd06f, - 0x2e05, 0x2403, 0xe2df, 0xf3fc, 0x0556, 0x0429, 0xfd46, 0xf7cc, 0xe33d, 0xdacb, 0x1ac7, 0x07c7, 0x074f, 0x4c78, 0x27fe, 0x2047, - 0x39be, 0x32e4, 0x358f, 0x2ef8, 0x1ca7, 0x1467, 0xdbbb, 0x1ffb, 0x0693, 0xfcdc, 0x3143, 0xd370, 0x8000, 0xce25, 0xe392, 0xdacb, - 0x3ef8, 0x11bf, 0x0495, 0x4c6a, 0x1959, 0xed54, 0xd1d0, 0xdceb, 0x94df, 0x0fe4, 0x1c71, 0xcd62, 0xbc86, 0x15c6, 0x52a4, 0x3edc, - 0xeacf, 0xf260, 0x0c1b, 0x04bd, 0x2be3, 0xa895, 0x32bf, 0x5434, 0xd70b, 0xf85e, 0x9697, 0xed90, 0xd641, 0x1162, 0x176e, 0xcbfa, - 0x2447, 0x026f, 0xece1, 0x0e35, 0x1223, 0xe151, 0x1148, 0xf648, 0xf3f3, 0x3edc, 0x20f8, 0x1615, 0x3adf, 0x2bec, 0xcfae, 0xfc25, - 0x006f, 0x3e33, 0x1dbf, 0xc2bd, 0xfb11, 0x063f, 0xf8b6, 0xd8e5, 0x18ac, 0x1e7d, 0xee24, 0x2d23, 0x299b, 0xb116, 0x1642, 0x04a3, - 0xdc13, 0xfbad, 0xe9c8, 0xdc7a, 0x44bc, 0x2416, 0xf0e3, 0xdbac, 0x1fe7, 0xe936, 0xf56a, 0x26a2, 0xf93b, 0xe17c, 0x02fb, 0x0341, - 0xda85, 0x0985, 0xf896, 0x0c55, 0xb336, 0x13dd, 0xc3ff, 0xdc92, 0x9a31, 0x0f35, 0xd9dd, 0x16de, 0x37d9, 0x18ee, 0x2aa5, 0x7f29, - 0xed82, 0xd2c9, 0xe9b8, 0xfad4, 0x3562, 0xe6c5, 0x0a14, 0x09b9, 0xe04c, 0xa6e8, 0xe3f4, 0x0b3a, 0x2046, 0xe62a, 0x1efa, 0xd94b, -}; - -uint16_t fully_connect_result_2[512] = { - 0x0124, 0x089b, 0xfc9c, 0xfd9e, 0xef3d, 0xef70, 0xfa15, 0xfc05, 0x0602, 0xfdbb, 0x04d1, 0xf7ee, 0x062f, 0x0186, 0xfc5b, 0xfe35, - 0xf06d, 0xff78, 0xf31f, 0xed17, 0x06f2, 0xfd08, 0x098e, 0x05bd, 0x04d0, 0x040d, 0xf989, 0x0d52, 0xf704, 0x0cc7, 0xfa58, 0x0323, - 0x0054, 0xfc5f, 0x0616, 0xff2a, 0xfd07, 0x08ac, 0x0393, 0xf8ab, 0xfb26, 0x0433, 0x131e, 0xfd62, 0x01eb, 0xf474, 0x048a, 0xecbc, - 0xf85d, 0x0879, 0xffd6, 0x08cf, 0xf562, 0x04e5, 0xf8f8, 0x083e, 0x02ec, 0xeb77, 0x087c, 0xf0a3, 0x0537, 0xfac8, 0xfecf, 0xf1c8, - 0x01cd, 0xefc4, 0x0a95, 0x0a51, 0xf113, 0xf5fc, 0x12b0, 0x0c38, 0x0630, 0xfda6, 0xfc8d, 0xff3e, 0x0a57, 0xfd49, 0x017e, 0xf7ec, - 0xf942, 0xf057, 0xf7b6, 0x0210, 0xf9b1, 0x0d63, 0x0084, 0x0669, 0xfdfa, 0xe9e5, 0x095f, 0x0102, 0xf385, 0xfe95, 0x062a, 0x018a, - 0xf106, 0x0062, 0x052a, 0xfd20, 0x0a0f, 0xffe2, 0xf8e3, 0x01b1, 0xf1fb, 0xf5e2, 0xff4e, 0xfae6, 0xf03d, 0xf09e, 0x0ef9, 0x09f5, - 0xee94, 0xfb3b, 0xfe72, 0x15ac, 0xffe3, 0xfee4, 0x03b5, 0xfeb2, 0x0ca6, 0x0984, 0xfdba, 0x0b95, 0x0454, 0x0a87, 0xf7eb, 0x1038, - 0x0a22, 0xf958, 0x0074, 0x1487, 0xfcda, 0xf0b1, 0x08a5, 0xfa18, 0x0d53, 0xff56, 0xf5e9, 0xedcf, 0x0a27, 0xfdd6, 0x0c8e, 0x057a, - 0xf25e, 0x0ab1, 0x039f, 0xfb6e, 0xffb0, 0xfc8f, 0x0433, 0x1648, 0xfaa7, 0x0b92, 0x0320, 0xf656, 0xfaf8, 0x04ab, 0x0d8a, 0xf046, - 0x02e1, 0xf993, 0xfcc8, 0xfa42, 0x0078, 0xfd51, 0x03f5, 0xff86, 0x056f, 0x005b, 0x138e, 0xfed2, 0xe77c, 0x04ac, 0xfb4f, 0x1574, - 0x0942, 0xffb1, 0x0a98, 0xfa5f, 0xf94e, 0x07d0, 0x0427, 0xee94, 0xf88b, 0x0228, 0xf26c, 0xf29e, 0x197b, 0xf773, 0xf6b7, 0xfeda, - 0x022b, 0xfaab, 0x0c9f, 0xf4ef, 0x017e, 0x02d7, 0x05a5, 0xff9c, 0xff72, 0xfb89, 0xf16b, 0xf933, 0x0724, 0x029a, 0xfa3c, 0x0511, - 0xefb2, 0x0890, 0xf0fc, 0x0894, 0xf343, 0x050e, 0x0db2, 0xf466, 0x05de, 0x1051, 0x06c6, 0xec73, 0xf882, 0x1670, 0xf7dd, 0xef42, - 0x01f6, 0xfab3, 0x0120, 0xf8bd, 0x0616, 0xfa6d, 0x0719, 0x04d9, 0x0689, 0x02c3, 0x0055, 0xe731, 0xf621, 0x075c, 0x0926, 0xff25, - 0x01eb, 0x13f0, 0xf9e5, 0x1568, 0xfccc, 0xf75e, 0xfba9, 0x0541, 0xf51d, 0xff08, 0x0f91, 0xec29, 0x0b23, 0xffc8, 0xfc4d, 0xee3c, - 0x1c38, 0xed99, 0x15cc, 0x023e, 0x0253, 0x0a2d, 0xfc76, 0x0959, 0xf448, 0x0966, 0xfba9, 0x0606, 0xfa66, 0x0b37, 0xf6f6, 0xfb8b, - 0xee19, 0xf651, 0xfd21, 0xf1a8, 0x0331, 0xeec2, 0xfd11, 0xfeeb, 0xff26, 0x01de, 0x01e4, 0xefd7, 0x022e, 0x0d11, 0xf8d8, 0xfee9, - 0x0a06, 0xf3cc, 0xfadd, 0x121f, 0xfe81, 0xf9bb, 0xfc77, 0xf729, 0x098e, 0x02ea, 0x038e, 0xfb2d, 0xeff5, 0x0e0c, 0x0990, 0x0858, - 0xfce8, 0x13ac, 0xffa2, 0x062f, 0x03ea, 0x0714, 0xf97d, 0xf674, 0xfd2d, 0x01e7, 0x08bf, 0xfc5d, 0xec8d, 0x001d, 0x0762, 0xf9e9, - 0x045b, 0xfee3, 0xff15, 0xfa78, 0xf21f, 0xe723, 0xfe3a, 0xfa89, 0x0b2d, 0xf98e, 0x0aac, 0xfd85, 0xf31e, 0x15ed, 0xf624, 0x00b6, - 0xfd4f, 0xf9ce, 0xea19, 0xf101, 0xf9ee, 0xfc42, 0x0c48, 0xfdc3, 0xf4dc, 0xffed, 0x0d49, 0x08f0, 0xff81, 0x0fd5, 0x06ff, 0x065b, - 0xf129, 0xfda4, 0x0eb2, 0x08b6, 0xfeb0, 0x0770, 0x12d3, 0xf1e2, 0x0ce5, 0xfcf6, 0xfd22, 0x0c0a, 0x097a, 0x0b23, 0xfe3d, 0x04e8, - 0xfb7c, 0xfc70, 0x0fde, 0xfff0, 0x0e19, 0x0b51, 0x09ae, 0x07e3, 0xfa90, 0xfa67, 0xf895, 0xf3b7, 0x0199, 0x061b, 0xfb7d, 0x0de9, - 0x07e8, 0x00c0, 0xf9af, 0xf0b7, 0x0359, 0xfe89, 0x06ce, 0xfe1b, 0x1024, 0x0633, 0xf699, 0xfd3f, 0x11b8, 0xf735, 0x027d, 0xfd06, - 0xff1f, 0x04be, 0xfbd0, 0x0ffd, 0xfe7c, 0xf88a, 0x0111, 0x1177, 0xfc5d, 0x0f92, 0xfdd3, 0xfbe4, 0xf719, 0x064d, 0x024a, 0xf85e, - 0xffa7, 0xfb35, 0x08f9, 0x0f2c, 0x01ce, 0xf869, 0x0b33, 0xfed0, 0x0df0, 0x031b, 0xffee, 0xfeb0, 0xf773, 0xfd64, 0xfb4d, 0xfa11, - 0xff21, 0xfbdc, 0x02a3, 0x0141, 0xf9f0, 0x0317, 0xf65e, 0x0d0e, 0xffc6, 0xffa3, 0xf73a, 0xfcbb, 0x0494, 0xff73, 0xf2d4, 0x06d3, - 0x0299, 0x05da, 0x0778, 0xef89, 0x0090, 0xf82c, 0xf8b2, 0x08b7, 0x06ac, 0xfb39, 0xfb93, 0xfc04, 0x0a0e, 0x04da, 0xf6c5, 0x0b60, - 0x0479, 0x0185, 0xfbcc, 0x0c0a, 0x045c, 0xf238, 0x032b, 0x06fb, 0xfa55, 0xfb4a, 0xeb1f, 0x099b, 0x12bb, 0xfff1, 0x0507, 0x0e9e, - 0x088d, 0x03b0, 0xf1f4, 0xfa26, 0xfb69, 0x0a4c, 0xf6d7, 0x0493, 0xf2b9, 0x052c, 0x0ce0, 0xffeb, 0x0010, 0x0a75, 0xfe1f, 0x0a20, - 0x0b4a, 0xfa52, 0xf695, 0x09e8, 0xf674, 0x0826, 0xf8b5, 0x0e58, 0xfb83, 0xfe6c, 0x0936, 0xfbbf, 0x00f9, 0xf59e, 0x0686, 0xf31d, -}; - -uint16_t fully_connect_result_3[511] = { - 0x81ba, 0x8000, 0x8abb, 0x8000, 0x8000, 0xc162, 0x7fff, 0x2d78, 0xfa55, 0xbde1, 0x7dca, 0x7fff, 0x70b8, 0x8000, 0x8000, 0x5cc8, - 0x80f4, 0x9a61, 0x92f3, 0x7fff, 0x385a, 0x6cff, 0xdf25, 0xe2d8, 0x8000, 0xd6ac, 0x8bd9, 0x8000, 0x1398, 0x4fcb, 0x8000, 0x8000, - 0xdfe3, 0x7fff, 0xf269, 0x8000, 0x7fff, 0x7fff, 0xa8bc, 0x9184, 0x8000, 0x7fff, 0x8000, 0xfa77, 0xb6e9, 0x8000, 0x8000, 0x6f70, - 0x8000, 0x1901, 0xd7b0, 0xdeef, 0x0af3, 0xb7e7, 0x8000, 0xe5ea, 0x8000, 0x8000, 0x8000, 0x7fff, 0x8d7c, 0x8000, 0x8000, 0x7fff, - 0xeaf2, 0x8000, 0x7fff, 0x8000, 0xa84a, 0x0cac, 0x8000, 0x8000, 0x1d92, 0x7fff, 0x8000, 0x8000, 0x8000, 0x8000, 0x549f, 0x8c41, - 0x7fff, 0x8000, 0xf906, 0xbdca, 0x63a7, 0x5923, 0x7f4a, 0x7fff, 0xbc12, 0x8000, 0xe8b5, 0x14e7, 0x8000, 0x7fff, 0xb665, 0xf1f7, - 0x0d08, 0x7fff, 0x4b0c, 0xae03, 0x59d3, 0xf375, 0xf0ff, 0x7fff, 0x076c, 0x8000, 0x3110, 0x6f45, 0x7fff, 0x2ea4, 0x7fff, 0x3a4a, - 0x219c, 0x2fb0, 0x7fff, 0x20cd, 0x8000, 0x8000, 0x7fff, 0x1580, 0x1454, 0x5de7, 0x25ca, 0xae91, 0x39ca, 0x7fff, 0x7fff, 0x04d9, - 0xdab3, 0xc716, 0xeef2, 0xbba4, 0x0c52, 0x7fff, 0x8000, 0x503d, 0xeb00, 0x09e1, 0xa9dc, 0x8000, 0x8000, 0x8000, 0x8000, 0x7fff, - 0x8000, 0x7fff, 0x7fff, 0x19c0, 0x7fff, 0xe97a, 0x7fff, 0x7fff, 0xa5de, 0x8000, 0x55e6, 0xe453, 0x8d53, 0x2cd9, 0x08a2, 0xd63c, - 0x494e, 0x7fff, 0x231f, 0x46e0, 0x7fff, 0x8000, 0x7fff, 0x8000, 0x8000, 0x9d93, 0x8000, 0x4bd3, 0xc7ef, 0x4a8a, 0x7fff, 0x7fff, - 0x8000, 0x7fff, 0x7fff, 0x7fff, 0x7fff, 0xa102, 0xd5f7, 0x7fff, 0x7fff, 0x8021, 0x7fff, 0xd727, 0x4854, 0x8000, 0x7fff, 0xbb7b, - 0x4b2c, 0x8b69, 0x020e, 0x8000, 0x8000, 0x6edf, 0x7fff, 0x7fff, 0x0d72, 0x8000, 0x7fff, 0xca8b, 0x7fff, 0x5061, 0xd526, 0x7fff, - 0x0238, 0x7fff, 0x28e1, 0x1764, 0x8000, 0x8000, 0x19b9, 0x45b3, 0x7fff, 0xd3d1, 0x7fff, 0x7fff, 0x40f6, 0x8000, 0xaf29, 0xef03, - 0x8000, 0xa8ea, 0xc326, 0xdafc, 0xba34, 0x7fff, 0x8000, 0x4795, 0x96b7, 0xabb6, 0x1b5f, 0x7fff, 0xbf80, 0x7fff, 0x15d8, 0x29c3, - 0x8000, 0x8000, 0x8000, 0x8000, 0x7fff, 0x8f42, 0x8000, 0xc2e3, 0xc751, 0x232a, 0x7fff, 0x8000, 0x5def, 0x7fff, 0xb4a8, 0x7fff, - 0x7fff, 0xa90e, 0xae05, 0xd978, 0xd8e9, 0x7fff, 0x7fff, 0x7fff, 0xf84f, 0xb630, 0x9ffb, 0x8de6, 0x9470, 0xf69d, 0x6b8d, 0x7fff, - 0xf205, 0x51fb, 0x2e5d, 0x8000, 0xe421, 0x1ed0, 0x8000, 0xaf36, 0x7fff, 0x2407, 0x25ce, 0x8000, 0x00d1, 0xa2c6, 0xf29b, 0x8000, - 0x7fff, 0x7fff, 0xe3c1, 0x8a20, 0x8000, 0x52b9, 0xf756, 0x8000, 0x8000, 0x7fff, 0x8000, 0x9a41, 0x7fff, 0x7fff, 0x7fff, 0x31e0, - 0xfa9b, 0xb574, 0x7fff, 0x8da1, 0x34fd, 0xcd75, 0x359b, 0x8000, 0x8000, 0x5f42, 0x8000, 0xf5b9, 0xf6df, 0xabf2, 0x1cbe, 0x8000, - 0x8000, 0xc3aa, 0x8000, 0x7fff, 0x017c, 0x94be, 0x1e4d, 0x2746, 0xd631, 0x889e, 0x8000, 0x84e6, 0x971b, 0x9fc4, 0x1107, 0xbcb9, - 0x7fff, 0x8000, 0x8000, 0xfb79, 0x8000, 0x6185, 0x8000, 0xb77f, 0x8000, 0x5298, 0x7fff, 0x2e68, 0x598e, 0x8000, 0xbe7e, 0x7fff, - 0x7fff, 0xcd8b, 0x8354, 0x8000, 0x7fff, 0x8000, 0xdd48, 0x4a62, 0x751b, 0x5d6b, 0xe97f, 0x5178, 0x8000, 0xc1e9, 0x47f1, 0x7fff, - 0x955e, 0xb592, 0xa31a, 0x8000, 0x4ab2, 0xcac7, 0x5a25, 0x8000, 0x741c, 0x095a, 0x7fff, 0x7fff, 0xf969, 0x8ede, 0x8000, 0x7fff, - 0x4592, 0x7fff, 0x26e3, 0x35fc, 0x8000, 0x7fff, 0x7fff, 0xeff6, 0x7fff, 0x7fff, 0x3b56, 0x9e3e, 0x6c19, 0x5eb5, 0x8000, 0x8000, - 0x7fff, 0x8000, 0x8000, 0x8000, 0x1160, 0x8000, 0x7fff, 0x4c90, 0x8000, 0x0089, 0x7fff, 0x7b6f, 0x0935, 0x25d7, 0x7fff, 0x7fff, - 0x7e26, 0x9fb9, 0x7fff, 0xc453, 0x7fff, 0xb22b, 0x1df4, 0x506e, 0x8000, 0x8000, 0x7fff, 0x11d6, 0x9231, 0x8000, 0x8000, 0x8000, - 0x8000, 0x7fff, 0xe89f, 0x7fff, 0x8000, 0x3aed, 0xf82f, 0x2f1f, 0x3223, 0x7fff, 0x1b82, 0x7fff, 0x2a22, 0x8000, 0x8000, 0x7fff, - 0x8000, 0x8000, 0x7fff, 0x7fff, 0x4bcf, 0xeb95, 0x611e, 0xce5a, 0x8000, 0x8000, 0x8000, 0x8000, 0xdcd4, 0x4108, 0xcf03, 0xa59d, - 0xf9a3, 0xb3fb, 0x7fff, 0x7fff, 0xf178, 0x07b9, 0x870e, 0xcda2, 0x9322, 0x8000, 0x8000, 0x8000, 0x2e3d, 0x7fff, 0x509e, 0x86de, - 0x8000, 0xd2a2, 0x8000, 0xeedf, 0xbcc6, 0xd2ea, 0x7fff, 0x90ba, 0x7fff, 0x8000, 0xc753, 0x7fff, 0xdaed, 0xa4fa, 0x4d48, 0x4ce1, - 0x7fff, 0x95c6, 0x4620, 0xdc34, 0xabb6, 0x8000, 0x7fff, 0x2d3a, 0x8000, 0x8000, 0x7fff, 0x44ac, 0x8000, 0xcc3a, 0x8000, -}; - -uint16_t fully_connect_result_4[511] = { - 0xf86f, 0x149b, 0xfea1, 0xd3b3, 0xf1ba, 0xebaa, 0x0996, 0x00c5, 0xedac, 0x34db, 0x32c0, 0xe233, 0x6414, 0x0f10, 0xebed, 0x16b8, - 0x1763, 0xf51f, 0x265a, 0x05c7, 0x2860, 0xe449, 0xd444, 0x16ce, 0x57f0, 0xc89d, 0xe730, 0x278b, 0x1bf4, 0x1ed4, 0xb7d1, 0xea02, - 0xd6c0, 0xee5d, 0xb660, 0xccf2, 0xe6ec, 0x5fcf, 0xd7a7, 0xf5ed, 0x3498, 0xd2e7, 0xe05f, 0x3c7e, 0x38ba, 0x0be0, 0x175e, 0xda96, - 0x1a99, 0xd402, 0xe542, 0x14a0, 0x3dc7, 0x17ae, 0xfc60, 0x26d2, 0x3513, 0xa4ff, 0xfa3b, 0xd589, 0xd105, 0xf69a, 0xf683, 0xd5f0, - 0x04a8, 0x0749, 0xd0ad, 0x354d, 0x10d2, 0x0dbf, 0x0872, 0xc6ff, 0xe47d, 0xfa69, 0xdb71, 0xd18e, 0x23a7, 0xbbf2, 0x1d16, 0x090b, - 0xc73e, 0xde17, 0x3f47, 0x4054, 0xef13, 0x20c2, 0x3953, 0x51f8, 0xf2f4, 0x3ab4, 0xe5e9, 0x88bb, 0xd64f, 0xaa5b, 0xe207, 0x491a, - 0xf8bc, 0xdfa9, 0xbd6e, 0x13d1, 0xc3b7, 0x33d5, 0xd60e, 0x02ef, 0xec93, 0x065b, 0xdcca, 0x0c9e, 0xf619, 0x312c, 0x1680, 0xe386, - 0xcb19, 0xe9c4, 0x0252, 0x3292, 0xc5e2, 0xe8a6, 0xef19, 0xc703, 0xef1a, 0x2001, 0xe9ac, 0x1374, 0xb055, 0x145c, 0xea1f, 0xfe99, - 0xfb93, 0xb465, 0x1378, 0x223a, 0xc661, 0xff45, 0xfffc, 0xf518, 0x23fc, 0xe8eb, 0xda6e, 0x1b68, 0x2c9a, 0xe5ff, 0x2a94, 0xc9f2, - 0x9f68, 0x3266, 0x0d2e, 0x09e5, 0xc17f, 0x0420, 0x18c9, 0x0d41, 0xdcfd, 0x7bf0, 0xeaa5, 0xc235, 0xf20e, 0x8ef7, 0x013f, 0x2a11, - 0x3a89, 0xe79c, 0x2ab0, 0xd62b, 0x0073, 0xbb10, 0x3a89, 0xd6ad, 0x1d78, 0x0a0f, 0x147f, 0xcbd2, 0xf243, 0x4ae4, 0x19ee, 0xfa88, - 0x16eb, 0xe5f9, 0xfbf2, 0x17a8, 0x34f6, 0x3f64, 0xd91d, 0x2d09, 0x0e0b, 0xe99a, 0xc76b, 0x06e3, 0x35a6, 0xcaea, 0x1665, 0x27b5, - 0x0ed4, 0x0e57, 0xd378, 0xf84e, 0x14fe, 0x119f, 0x2bfa, 0x1c85, 0xe0db, 0x0d48, 0xcc52, 0xd1d9, 0x13e7, 0xa502, 0xb901, 0xffd1, - 0x10dc, 0xde71, 0x0eb6, 0x1681, 0x269b, 0xd6a6, 0xf981, 0x0e4e, 0xda95, 0xf05a, 0xec1a, 0x2ada, 0xd484, 0x06c1, 0x08c6, 0xf842, - 0xea7f, 0x0882, 0x0e32, 0xcb20, 0x1b54, 0x36f0, 0x0296, 0xd783, 0xbe07, 0x1401, 0xeb3a, 0xf6e8, 0x2f87, 0x21fa, 0x2a95, 0x03ad, - 0xd2ff, 0xedf7, 0xe840, 0x2823, 0x28a9, 0xc89a, 0x078e, 0x11d7, 0x0497, 0x2ba5, 0xcd9c, 0x19b4, 0x616a, 0xe4f9, 0x16df, 0x35cc, - 0xe7ae, 0x1380, 0xf5e1, 0xe944, 0xf662, 0x357a, 0xe5b2, 0x30fa, 0xc886, 0x1906, 0x0539, 0x225b, 0x01d3, 0xd524, 0x08b7, 0x304b, - 0x9f94, 0xe670, 0x06fa, 0x04df, 0xe3fc, 0xe02e, 0xfe35, 0xd03c, 0xc545, 0x107e, 0xfd22, 0xd754, 0xcecf, 0xdf51, 0xefc5, 0x143d, - 0x192d, 0x305d, 0xeae6, 0xf07e, 0xf099, 0x370e, 0x16d7, 0xd6ba, 0x1499, 0xf650, 0xf9d8, 0xc94c, 0xef7e, 0x01be, 0xf31c, 0xdadd, - 0xf918, 0xf34e, 0xfe48, 0x47fa, 0x44a5, 0x4f10, 0x0f99, 0x0b5a, 0xfc09, 0x172d, 0x3330, 0xf08a, 0xfeba, 0xac2a, 0x1b22, 0x1fa7, - 0x17ef, 0xf192, 0xe621, 0x0180, 0xe66b, 0x1345, 0xfbca, 0xf537, 0xe16f, 0xff89, 0x1b50, 0xe2bf, 0x2597, 0x37fd, 0x3282, 0x08bf, - 0x16d5, 0xc97d, 0xc2c3, 0x3570, 0x0960, 0x53b8, 0x0b2e, 0xf5cb, 0x579a, 0x0c24, 0xe9ab, 0x20b0, 0xfcc2, 0x201f, 0x1184, 0x076f, - 0x3831, 0x2c5f, 0xf163, 0x32f6, 0x023a, 0xe45d, 0xd3eb, 0x1f77, 0x2977, 0xf885, 0x0f51, 0xbe2b, 0x387d, 0x1633, 0xe495, 0xd9d5, - 0xf470, 0x29d1, 0xe74e, 0xe89a, 0x04c3, 0x344e, 0xdbfe, 0x060d, 0x22cd, 0x33c3, 0x184b, 0xe274, 0x144e, 0x1d93, 0x2c52, 0x2127, - 0x035a, 0x7fff, 0x1373, 0x1609, 0x1810, 0x3c4a, 0xd7af, 0x2124, 0x0b7a, 0xc7ce, 0x27af, 0x1ea6, 0xd5f8, 0xb38a, 0x08dd, 0xf0f3, - 0x5118, 0x4545, 0xed74, 0x3158, 0x0afe, 0x04bb, 0xf175, 0xdf30, 0xacba, 0xdcc0, 0x3ed5, 0xcc69, 0xd85a, 0x0c0a, 0x1e76, 0x456f, - 0x1eb6, 0xc48d, 0xf9b2, 0x27dd, 0x1078, 0x0c8f, 0xfd23, 0x3ba2, 0xd398, 0xcbd4, 0xd02d, 0xaf50, 0x0331, 0x183b, 0x151c, 0x23b9, - 0xf702, 0x0324, 0x3161, 0xf201, 0x13b6, 0x1266, 0xe113, 0x17d3, 0xe7bc, 0xf987, 0x31bf, 0x0edc, 0x2d5f, 0x351e, 0xfc51, 0xf2be, - 0x022c, 0x3a54, 0x0736, 0xf060, 0xd1ff, 0x3d59, 0xd9d4, 0xfac0, 0xfbfa, 0x25a8, 0x0865, 0x327c, 0x1e19, 0xe155, 0xe035, 0xc488, - 0xfadd, 0x1047, 0x1431, 0xde3b, 0x04a7, 0x3be3, 0x2c26, 0xcb98, 0x0b54, 0xf307, 0x13ca, 0xec64, 0xfeda, 0x03f0, 0xe3e8, 0x2490, - 0xc5b1, 0xd68e, 0xfc37, 0xff6f, 0x0592, 0xf6ce, 0xf7a4, 0xae60, 0xc6c2, 0xf75e, 0x021f, 0xdd1b, 0x0d00, 0xf3bd, 0x1880, 0x58d9, - 0x4e1f, 0xa655, 0x1132, 0x1513, 0x4729, 0x0dcc, 0x2ac0, 0xccd4, 0xdf3b, 0xf204, 0xba76, 0x23bf, 0x00ce, 0x19ee, 0x0ec6, -}; - - -uint16_t fully_connect_result_5[511] = { - 0x0173, 0x0615, 0xf66d, 0xfabe, 0xef4d, 0xf215, 0xfb45, 0xfee5, 0x0830, 0x01ae, 0x04db, 0xff23, 0xf67f, 0xf632, 0xfc38, 0xfd42, - 0xf380, 0x09dc, 0xf4e4, 0xf4e3, 0x061a, 0x01c6, 0xfc8b, 0x00cf, 0x0aa6, 0xff69, 0xfb21, 0x067a, 0xff68, 0x0a79, 0xf56c, 0x08e7, - 0xfcd5, 0xf5f7, 0x0d08, 0x0277, 0xf4cf, 0x08b6, 0x002f, 0xfeeb, 0xf1bf, 0x0dd6, 0x0ddb, 0x0041, 0xf4d1, 0xfdbd, 0xfb5c, 0xfa30, - 0xf8ad, 0x0060, 0x01eb, 0x01bd, 0xfe41, 0xfcc6, 0x057d, 0x054f, 0x0b08, 0xec75, 0x066f, 0xee76, 0x0586, 0xf354, 0x015e, 0xf63c, - 0xf9ce, 0xed59, 0x0863, 0x0d75, 0xfccb, 0xfa9f, 0x0f03, 0x06b9, 0x0aa8, 0xed69, 0xf985, 0xfdfd, 0x09d4, 0xfb54, 0x02a1, 0xeb53, - 0xf7bd, 0xee52, 0xf472, 0x01a7, 0x03df, 0x0aca, 0xf433, 0x0e3e, 0x013b, 0xf47a, 0x0fa5, 0xf7b7, 0xfe0c, 0xf39f, 0x089f, 0x0163, - 0xed0a, 0x0546, 0x0586, 0xf45a, 0x0a44, 0xecc0, 0xf9af, 0xef20, 0xfa75, 0xfcf5, 0x00d5, 0xff84, 0xed26, 0xef8e, 0x03b5, 0xf86a, - 0xf633, 0xee9b, 0xfbc7, 0x127d, 0x07c9, 0x0194, 0x06b4, 0xf9b6, 0x0cff, 0x0de0, 0xfb10, 0x12e5, 0x0e24, 0x0449, 0xfa6b, 0xfca7, - 0x09d3, 0x0053, 0xfdbb, 0x0e22, 0x0c61, 0xf2ea, 0x0283, 0xf3bb, 0x1a34, 0xf9ff, 0x032d, 0xfee6, 0x0b7e, 0x0979, 0xfdad, 0x1335, - 0xeebe, 0x0dd5, 0xf998, 0xfd36, 0x0834, 0xf2a4, 0x0295, 0x14c2, 0xf4d5, 0x0926, 0x038b, 0xfb26, 0x07f1, 0x0861, 0x1084, 0xff35, - 0x0b2c, 0xfa55, 0xf96d, 0xf390, 0x001e, 0x0405, 0x017c, 0xfc63, 0x0443, 0xff68, 0xfcfc, 0x0503, 0xe7cf, 0xf274, 0xffe2, 0x0311, - 0x052b, 0x01ff, 0xfe60, 0xfe83, 0xf5d2, 0x0055, 0x0720, 0xf11a, 0xf114, 0xfefb, 0xf22d, 0xfc58, 0x15f5, 0xfeaf, 0xf15d, 0xf528, - 0x0517, 0x0782, 0x0660, 0xf670, 0xf08e, 0x086d, 0x07db, 0xfd0a, 0x0744, 0xed1d, 0xf16f, 0xfc73, 0x0622, 0x0cb3, 0xfe04, 0x0748, - 0xfc84, 0xfeb5, 0xf17f, 0xf6ed, 0xff24, 0xf26a, 0x0834, 0x053f, 0x04db, 0xffda, 0x04a5, 0xf9ac, 0xf1a6, 0xfdd1, 0xfe3e, 0xe9c4, - 0xfb79, 0xf88b, 0x0781, 0x0310, 0x0a35, 0xfcee, 0xf9fb, 0x0e47, 0x0b62, 0x008b, 0xfc71, 0xf5f0, 0xf4a5, 0x051f, 0x0dfd, 0xfd47, - 0xfe0d, 0x0d84, 0xfec1, 0x0b8a, 0x095f, 0xfebb, 0xfcf7, 0xfe08, 0xf8b8, 0x02cd, 0x132c, 0xf654, 0xfffd, 0xf816, 0x010e, 0xffc9, - 0x0a3d, 0x0440, 0x0229, 0x12a1, 0x0977, 0x091c, 0xf689, 0x121f, 0xf921, 0x0655, 0x0e03, 0x056d, 0xf4d6, 0x0cdb, 0x02c7, 0xf338, - 0x0085, 0xf248, 0xfca5, 0xef4f, 0xf290, 0xf7eb, 0xf8a4, 0x07d3, 0x01a1, 0x0b4e, 0xffd2, 0xf1c3, 0xff2e, 0xff3b, 0xffcd, 0xfdb1, - 0x1568, 0xeba9, 0x0560, 0xfad7, 0x0612, 0x0242, 0xf83a, 0x00cf, 0x05c4, 0x0f30, 0x09eb, 0xfc97, 0xf3fe, 0xf9b0, 0x08b7, 0x1351, - 0xf035, 0x041e, 0x07e8, 0x0b21, 0x07e9, 0x032a, 0xf8b3, 0x0282, 0x0609, 0x01a7, 0x02ad, 0x040c, 0xe8d5, 0xfc5c, 0x018f, 0x04ae, - 0x07bb, 0xf9b1, 0xf603, 0xf0ed, 0x05c7, 0xedac, 0xfffb, 0xef6c, 0x04bf, 0x0fac, 0x067b, 0x0048, 0xfde6, 0x073d, 0x11a8, 0xf5f0, - 0x08d3, 0x03da, 0xf766, 0xe858, 0xf6ff, 0xef2b, 0x0bee, 0x15cf, 0x00f0, 0x0498, 0x0305, 0x0a75, 0x05e5, 0x00d9, 0x0993, 0x0c7f, - 0xf7d5, 0xf93b, 0xfbfb, 0xfd43, 0x03f0, 0x10d0, 0x0688, 0xf783, 0x0764, 0x0525, 0xef9e, 0x060e, 0x0ec6, 0xfbdd, 0x0440, 0xfd1b, - 0xf917, 0x018b, 0x00c1, 0x050b, 0x0624, 0x0b45, 0x04dd, 0xf6e5, 0x0098, 0x0344, 0x0521, 0xfcaf, 0xf861, 0xf8da, 0xfb81, 0x0bdb, - 0xf81d, 0x0eb8, 0x0229, 0xfa79, 0xf35a, 0x0179, 0xf8bb, 0x065a, 0x0f73, 0x0276, 0xf9f0, 0x007f, 0xefec, 0x0489, 0x0563, 0xfea0, - 0xfb8a, 0x0552, 0xfd52, 0x0518, 0xff93, 0xfda8, 0x03e4, 0x0053, 0x0875, 0x1426, 0xfc42, 0x083f, 0xf7a1, 0xf89f, 0x0127, 0xfc79, - 0x00b4, 0x03de, 0xf85e, 0x16a9, 0x0591, 0xf97b, 0x00a5, 0x001f, 0x0845, 0x1e78, 0xfab1, 0xfd6e, 0x055e, 0xf06d, 0x106e, 0xf8cd, - 0x01df, 0xfb26, 0x0645, 0x0b61, 0x0048, 0x03ec, 0xf05f, 0x06c5, 0x07e7, 0xfaae, 0xf8fc, 0xf6b8, 0xf8ae, 0xf858, 0xfeca, 0xf448, - 0xf9d5, 0x0cbd, 0x13b4, 0xfba8, 0xf2d3, 0xfc6d, 0xe976, 0x0d64, 0x0c79, 0xff83, 0x09b7, 0xf8a8, 0x04d3, 0x07d3, 0x0416, 0x0623, - 0x0b73, 0xfec8, 0xf85c, 0x059e, 0x0309, 0xf4e0, 0x04fd, 0x0748, 0x06ba, 0xfe2e, 0xee88, 0xf6d2, 0x106e, 0x06bb, 0xf6cd, 0x0931, - 0x0881, 0xf711, 0xff94, 0xf748, 0xff0c, 0x1295, 0xfd29, 0xf9be, 0x078e, 0xf2b0, 0x0927, 0x0565, 0x0ae3, 0x0242, 0x0ca6, 0xff72, - 0x0452, 0x0abd, 0xf949, 0xfff7, 0x074f, 0x07e3, 0x1176, 0x02d2, 0xf458, 0x0c97, 0x0b98, 0xf651, 0xfe24, 0xf353, 0x0169, -}; - -uint16_t fully_connect_bias_3[128] = { - 0x0027, 0x002b, 0xfff4, 0xfffd, 0xfff3, 0x0021, 0xffe6, 0xfff2, 0x0025, 0x0000, 0xffdc, 0xffec, 0xfff3, 0xffe1, 0x001b, 0xfffd, - 0x0007, 0x0012, 0xfff0, 0xffeb, 0xffe0, 0xffe6, 0x0026, 0xffd0, 0x000a, 0xffff, 0xffe2, 0x000c, 0xffd6, 0x0026, 0xffe5, 0x0003, - 0x0002, 0x000d, 0xffda, 0xffe2, 0x0015, 0x0005, 0xffd8, 0x0025, 0xffd4, 0xffda, 0xffee, 0x001a, 0xfff7, 0xffd0, 0x0021, 0x000d, - 0xffff, 0xffd0, 0xffe3, 0xfff3, 0xfff2, 0xfff6, 0xffce, 0x0006, 0xffdc, 0xfffa, 0xffdf, 0xffde, 0x001d, 0xfff8, 0xffd8, 0xffe4, - 0xfff2, 0x0018, 0x0005, 0xffe2, 0xffd2, 0x000c, 0xffd3, 0xffdf, 0x0029, 0xffce, 0xffd2, 0xffe7, 0x0004, 0x001d, 0xffec, 0xffd0, - 0xffdf, 0xffe9, 0x0008, 0xfff7, 0xffe7, 0xfff1, 0xfffc, 0x000e, 0xffd3, 0x0002, 0x0000, 0x0019, 0x000f, 0xffdd, 0x0002, 0xffe9, - 0xfff5, 0xffde, 0x002c, 0xfff1, 0xffd7, 0xfff9, 0x0018, 0x0029, 0xfff0, 0xffd5, 0x002d, 0x0016, 0x000c, 0xffed, 0x0017, 0xfff4, - 0x000e, 0x002b, 0x0002, 0x002c, 0x000f, 0xffe1, 0xffdb, 0x0021, 0x0006, 0xffe2, 0xffe7, 0xfffd, 0x002a, 0x0005, 0xffea, 0x000c, -}; - -uint16_t fully_connect_bias_4[64] = { - 0xffd6, 0xffeb, 0x001a, 0xffdf, 0x0005, 0xfff5, 0xffd5, 0xffdb, 0xfff4, 0x001e, 0xffe3, 0x0024, 0x000d, 0x0030, 0x0023, 0xffd9, - 0x000c, 0xffde, 0xffeb, 0xffee, 0xffcf, 0xffff, 0xffd3, 0x0031, 0x0021, 0x0019, 0xfff8, 0xfffe, 0xffde, 0xffee, 0x0018, 0xffd0, - 0x0029, 0x0006, 0xfff5, 0xffd1, 0xfff7, 0xfff4, 0x002b, 0xffef, 0x0005, 0xffe3, 0xffde, 0x0015, 0x0025, 0x0030, 0x0028, 0x0005, - 0x001d, 0xfff3, 0x0006, 0x0006, 0x001e, 0x0013, 0xffff, 0x0011, 0x0029, 0x0010, 0xfff2, 0x002e, 0xffe1, 0x0014, 0xffd4, 0x001e, -}; - -uint16_t fully_connect_bias_5[128] = { - 0x0011, 0x0029, 0xffcf, 0x0007, 0x002b, 0x0015, 0x0019, 0x0017, 0x001c, 0x0006, 0xffd7, 0x0025, 0x0029, 0xffd1, 0x0031, 0x001f, - 0xffdb, 0x001d, 0xffda, 0x0013, 0x0006, 0xffd9, 0x0013, 0xffd9, 0x001f, 0x0020, 0x0002, 0xfffe, 0xffe4, 0xffe2, 0xffce, 0x002b, - 0x0001, 0x001f, 0xffff, 0x0009, 0x0009, 0x0014, 0x0010, 0x0029, 0xffe3, 0x000b, 0xffda, 0xffe2, 0x000e, 0xffd3, 0xffdc, 0xffeb, - 0xfffd, 0xffe8, 0x0010, 0xffd0, 0x0021, 0xffd7, 0xfff9, 0xfff7, 0x0031, 0x0001, 0x0018, 0x0001, 0x0025, 0xffce, 0xfff9, 0xffe1, - 0xfff8, 0x000e, 0x000a, 0x001e, 0x0028, 0xffe7, 0xfffc, 0xffe7, 0x001e, 0xfffc, 0x0000, 0xffcf, 0xfff2, 0x0019, 0xffea, 0xfff8, - 0x000b, 0x0026, 0xffec, 0x0009, 0x001f, 0x001a, 0xffce, 0xfff0, 0x0011, 0x0013, 0xffe3, 0x0001, 0x0007, 0xffe0, 0x0030, 0xffd6, - 0x0014, 0x0008, 0xffe3, 0xfff0, 0x0003, 0xffe5, 0x002f, 0xffd7, 0x001f, 0xffee, 0xfffa, 0xffe3, 0xffd2, 0x0027, 0x0003, 0x000d, - 0xffe6, 0xffde, 0xffed, 0xfffb, 0x000e, 0xfffe, 0x0031, 0x0026, 0x0005, 0x002a, 0x0026, 0xffd7, 0xffde, 0x0026, 0x001e, 0xffed, -}; - -uint16_t fully_connect_input_3[256] = { - 0xfc2f, 0x012a, 0xfc60, 0x02cb, 0x018b, 0xfe4e, 0xfe2a, 0x0249, 0xffdd, 0xfc25, 0x0025, 0x03aa, 0xfd9f, 0xfd83, 0x02db, 0xfce3, - 0xfdfd, 0xfea4, 0x0209, 0xff46, 0xfcdb, 0x00e8, 0x028c, 0x0051, 0xfd52, 0x03bc, 0x0022, 0x028c, 0x024c, 0x00bb, 0xffea, 0xfd4b, - 0xff6f, 0xfeaf, 0xff79, 0x0380, 0x0226, 0x00ea, 0xff05, 0x03dc, 0x01f9, 0xff01, 0x001e, 0xfc9d, 0xff22, 0x03bc, 0x0295, 0x0162, - 0xff8a, 0xff96, 0xffa7, 0x002e, 0x01a0, 0xfcc7, 0x0069, 0x0256, 0x000c, 0xffbf, 0x0352, 0x02fe, 0xfca4, 0x0143, 0xfd55, 0x0158, - 0x02fc, 0xfcc3, 0x01bc, 0xfc5f, 0x02be, 0x03af, 0xfe35, 0x0016, 0xfcf2, 0xfced, 0x01d4, 0x002d, 0xfdca, 0x010a, 0xfebb, 0xfd37, - 0xfd37, 0xfc4d, 0x03ae, 0x00f4, 0x0395, 0xfcb6, 0xff81, 0x03c5, 0x03b7, 0x03de, 0xff3f, 0xfe9c, 0x03da, 0xfeee, 0xfeae, 0xff73, - 0xfee4, 0x037c, 0xfd31, 0xfe64, 0x0040, 0xfda6, 0x0068, 0x00f5, 0x0362, 0x02e9, 0xfc8c, 0xfe89, 0xff75, 0xfe05, 0xffc8, 0x002e, - 0xfed9, 0xff4c, 0x01cc, 0x03a4, 0xfdc6, 0xfcdb, 0x02db, 0x0312, 0xff54, 0xfc80, 0x00cc, 0xfc95, 0x0205, 0x010d, 0x0283, 0xfc64, - 0x00cc, 0x00a9, 0xff0c, 0xff41, 0x0325, 0xfcdc, 0xff01, 0x0271, 0x00f4, 0xfdb8, 0x00ba, 0xfc85, 0x0329, 0xfe22, 0x03df, 0x0283, - 0x022d, 0xfc42, 0xff53, 0x0318, 0x0105, 0x015b, 0x037c, 0x01ca, 0x00b4, 0x0010, 0x00df, 0x0384, 0xfe42, 0x00fd, 0xff22, 0xfe5f, - 0xfc8e, 0xfdbe, 0xfc35, 0x0318, 0x012e, 0xfffe, 0x01da, 0xfd2d, 0xfd41, 0x014b, 0xfdb9, 0x01fc, 0xffba, 0xff33, 0x021c, 0xfe47, - 0xfe11, 0x0146, 0x030c, 0xfc8b, 0xfdab, 0x007f, 0xfc86, 0xfda9, 0x002b, 0x013e, 0x01a9, 0x03c2, 0x0217, 0xfe6c, 0x01e7, 0x0345, - 0xfebd, 0x0292, 0x01f3, 0x01d4, 0x0294, 0x003a, 0xfd4a, 0x01e5, 0xfc90, 0xfd0d, 0xfffe, 0x031a, 0xff0b, 0xfe16, 0x03e2, 0xfeb4, - 0x0022, 0x01b8, 0x00b8, 0x0360, 0xfe10, 0x03c0, 0x00a6, 0xfdeb, 0x01ca, 0x036a, 0xfc3a, 0x02ad, 0xfc30, 0xfd82, 0xfe0f, 0x0203, - 0x033f, 0x003b, 0xffad, 0x033f, 0x03b0, 0xfd15, 0x0212, 0x0387, 0xfd4e, 0x00ba, 0x0322, 0xfd40, 0x0143, 0xfde3, 0x002b, 0x0316, - 0x00b9, 0x0267, 0x03ca, 0x007b, 0xfe9a, 0xfe41, 0x0203, 0x00d7, 0x00e0, 0x038d, 0xff92, 0x0098, 0xff01, 0x0122, 0xfebd, 0x018d, -}; - - -uint16_t fully_connect_input_4[256] = { - 0xfeaf, 0x01ef, 0x0324, 0x00c8, 0x0384, 0xff15, 0xfd41, 0xff61, 0x031b, 0x03e7, 0x038e, 0xfeb4, 0x0380, 0xff30, 0x032e, 0xfe04, - 0x0093, 0x0022, 0xfc89, 0x03b0, 0xfe9f, 0xff20, 0x0064, 0x0300, 0x011c, 0x002c, 0x0164, 0xfc7c, 0x02f2, 0xfce3, 0x00a3, 0x0146, - 0xfcd4, 0x006e, 0xfdf9, 0xfce2, 0xfe46, 0xfd8b, 0x021a, 0x0136, 0xfcb9, 0xff27, 0xfeac, 0xfcfb, 0x02e1, 0x0251, 0xfd29, 0x0230, - 0xfe33, 0xfe1c, 0xfdcf, 0xff81, 0x0063, 0xff02, 0x0287, 0xffba, 0x0220, 0x00fe, 0xfdf1, 0x00d9, 0xfc63, 0xfea9, 0x021b, 0xffdd, - 0xffbd, 0x0172, 0x03a4, 0xff46, 0xfc97, 0xfd06, 0xff3d, 0x0118, 0xfd0b, 0xfcf2, 0x02dd, 0xffaa, 0xfcfd, 0x0127, 0xfe99, 0x020e, - 0xfd4a, 0x000f, 0xfd33, 0xfc7b, 0x0175, 0xff2c, 0xfddb, 0x0282, 0x025b, 0x02ba, 0x00b3, 0xfe7e, 0xfef2, 0xfd0e, 0xfcb7, 0x0000, - 0xfdae, 0xfcb3, 0xfd36, 0x0042, 0x003b, 0xfd26, 0x01c4, 0xfee9, 0x012e, 0xfe6f, 0xfcfb, 0x014a, 0x00f3, 0x032a, 0xfcfb, 0xfce9, - 0xfcfd, 0xfd5a, 0x0301, 0xffbd, 0xfce4, 0x034c, 0xff54, 0x031e, 0x00e4, 0xfda9, 0x006b, 0x0254, 0x032d, 0x010a, 0x01cc, 0xfede, - 0x0033, 0xfc70, 0x018a, 0xff5b, 0x00af, 0x00e7, 0x0331, 0xfc26, 0x01d7, 0xffca, 0x02a9, 0xfcc5, 0xfd4c, 0xfc1a, 0x0026, 0xfca4, - 0x00a7, 0xfce6, 0xff73, 0xfda9, 0xfcf9, 0x00ec, 0xfdd7, 0x00a9, 0x006e, 0x000c, 0x0331, 0xfeac, 0x02be, 0x00a9, 0x0031, 0x0026, - 0xfca7, 0x01cb, 0xffbe, 0xfdcd, 0x03be, 0x03bd, 0xfe02, 0xfc6c, 0xff83, 0x02fc, 0x0036, 0x002e, 0x01c9, 0xfd6f, 0x0192, 0xffd9, - 0xfc25, 0xfd3e, 0x02e4, 0x001c, 0xff9d, 0xfd53, 0x00ee, 0xff5a, 0xfc58, 0xff06, 0x0052, 0xfdee, 0x00da, 0xfd7c, 0xfd29, 0x03b1, - 0x019f, 0xffef, 0x0097, 0x0135, 0xfd03, 0x035b, 0xffc7, 0x03bc, 0xfd03, 0xff0b, 0x017e, 0x00bc, 0x01fe, 0x0105, 0xff0b, 0xff80, - 0xff95, 0x0311, 0xfd38, 0xff3f, 0x027c, 0xfca4, 0x0175, 0x027f, 0x0130, 0x01b9, 0xfced, 0x031b, 0xfc6b, 0x0154, 0xfc9f, 0x03bd, - 0xfdea, 0xff44, 0xfefe, 0x03e1, 0xffda, 0xfe55, 0xfdc6, 0x0225, 0xffd3, 0x015a, 0x02e5, 0x01a7, 0xfe8f, 0x007f, 0x031c, 0x03d6, - 0x016e, 0xfdfa, 0x01d8, 0x0079, 0xfeab, 0xfc93, 0xff3c, 0x00ca, 0x033b, 0xfd75, 0xfe92, 0x03c1, 0xfee6, 0xfe3a, 0x023f, 0xfc38, -}; - -uint16_t fully_connect_input_5[128] = { - 0xfef6, 0x00a0, 0xfecb, 0x02ea, 0x02ee, 0xff4c, 0xfdd5, 0x0026, 0xfd44, 0xfe05, 0xfda9, 0x034a, 0xffde, 0xfe1b, 0xfcb3, 0xfe8b, - 0x0205, 0x02c5, 0x0019, 0x0035, 0x02a2, 0xfc38, 0xfdf0, 0xffd9, 0x0277, 0x0172, 0xfd85, 0x020a, 0xfd52, 0x0244, 0xfe3a, 0xfcc6, - 0xfd08, 0x0244, 0x02ec, 0xff9e, 0x0151, 0xffa6, 0x0374, 0xfe87, 0x031e, 0x01ba, 0xfe66, 0xfd3c, 0x0256, 0xfee4, 0x01ee, 0x00c9, - 0x0296, 0x0174, 0xfde8, 0x0054, 0x0063, 0x03b9, 0x00e3, 0xfe4b, 0x020f, 0xfc60, 0xff49, 0xfffd, 0xff30, 0xfdbe, 0x020a, 0xfe03, - 0xfebb, 0x00df, 0xfc1e, 0x010c, 0xfcd2, 0xffbc, 0xfdcc, 0x010e, 0xfd33, 0xfffa, 0x032c, 0xfd25, 0x00aa, 0x03ab, 0x025d, 0x03d7, - 0x02c0, 0xfcfa, 0xff3c, 0x030b, 0x033d, 0xff3a, 0xfc23, 0xfc46, 0x0355, 0xfcc3, 0x0353, 0x0077, 0x0357, 0x02cc, 0xfe8d, 0xffbd, - 0xfd27, 0xffd4, 0x016c, 0xfe8b, 0xfef0, 0xffa9, 0xfd43, 0xfe86, 0x015b, 0xfd35, 0xfe78, 0x0058, 0x024b, 0xfcb7, 0x00cf, 0x03df, - 0x03d6, 0xfe70, 0x00a0, 0xff05, 0xfce7, 0x0347, 0xfe25, 0xfff5, 0x00a5, 0x0113, 0x02a8, 0x0007, 0x0389, 0xfff3, 0x035f, 0x00f8, -}; - -uint16_t fully_connect_weight_3[128*256] = { - 0x01ae, 0xfcd7, 0xfd09, 0xff5d, 0x0364, 0x0206, 0xfdd9, 0xfde5, 0x0163, 0x035c, 0x0325, 0xfd42, 0x0205, 0x0367, 0xfd42, 0xfef6, - 0xff3e, 0x0163, 0xff56, 0x0340, 0x0137, 0xfc76, 0xffa8, 0xfcad, 0xfe2c, 0x0353, 0x0013, 0xfd32, 0x0371, 0x0108, 0xff4a, 0x02ab, - 0x02bd, 0xfe0f, 0xff33, 0xff4f, 0xfe6b, 0xfd19, 0x000e, 0x004d, 0x018e, 0xfc28, 0xff79, 0x02ca, 0xffb3, 0xffb0, 0xfdc7, 0xffe4, - 0x001c, 0xff14, 0x010d, 0xff6b, 0x01b3, 0xff5d, 0xfcb1, 0x0215, 0x03b2, 0x01fb, 0x0049, 0xfca8, 0x0219, 0xffd1, 0xff23, 0x0278, - 0xff18, 0xfe36, 0xfdbf, 0xfe8c, 0xfd63, 0x01c1, 0x0115, 0xfecd, 0x027c, 0xfd08, 0x00cd, 0x02b2, 0x004a, 0x02b2, 0xfdfa, 0x00c5, - 0xfee0, 0x014f, 0x03da, 0xfee4, 0xfc51, 0x0161, 0x0273, 0xfece, 0xfc7e, 0xfc38, 0x0302, 0x02bb, 0xffe2, 0x01ef, 0x008b, 0x02e6, - 0x0219, 0x0096, 0xffc8, 0xfdec, 0x0051, 0x0010, 0xfd5f, 0xfd40, 0xff0c, 0xfc2f, 0xfd08, 0x02cc, 0xfdfd, 0x02c7, 0xffbc, 0xfd69, - 0xfd5b, 0x0022, 0x0145, 0x036c, 0x0373, 0x031c, 0xff6c, 0x004a, 0xfc90, 0x02e7, 0xfe6d, 0xfef8, 0x00c1, 0x0127, 0x0226, 0xfe43, - 0xfcc4, 0x021f, 0xff15, 0x03a3, 0x0366, 0xfe03, 0x0260, 0xfca2, 0x0173, 0xfe7c, 0xfddc, 0xffd7, 0x00c6, 0xfe23, 0xff65, 0x01d4, - 0x01cd, 0xfc19, 0x031f, 0xfecf, 0xff14, 0x024e, 0x0388, 0xff25, 0x0349, 0xfe8d, 0x0340, 0x0307, 0xfd7b, 0x0138, 0x004b, 0xfc6a, - 0x03d9, 0xfc91, 0x010d, 0x0139, 0x0002, 0xfd4c, 0x0281, 0xff27, 0xffc0, 0x0186, 0xfcce, 0x0246, 0x03a7, 0x02f5, 0xfeb1, 0x0110, - 0xff4a, 0xffc3, 0x0368, 0x03e2, 0x006a, 0x03b5, 0x00ab, 0x011d, 0xfdbc, 0xfe1b, 0xfe5e, 0xfda0, 0xfe22, 0xfd73, 0x01b4, 0xfc7d, - 0x009d, 0x0277, 0x0139, 0x02a6, 0x0120, 0xfec1, 0xfef0, 0x00f7, 0xfe5e, 0xfc92, 0xfe6b, 0x0349, 0xfe3a, 0xfee1, 0xfee3, 0xffb9, - 0xff80, 0x01a3, 0x0365, 0x01a3, 0x01d6, 0x01d1, 0x01e2, 0xff03, 0xff33, 0x03aa, 0x03c3, 0x02b3, 0x00fb, 0xfc9e, 0x01d7, 0x01d5, - 0xfc1d, 0xfedf, 0x01e9, 0x0255, 0x02d9, 0xfd93, 0xfd88, 0xfe13, 0xffa9, 0x029c, 0xfe8f, 0x02a0, 0x03aa, 0x039e, 0x01b4, 0xfc6f, - 0xfcdd, 0x01c2, 0x03c7, 0x0007, 0xfde3, 0x02ab, 0xfe57, 0xfdcb, 0xfe10, 0x001e, 0xfe20, 0x02a2, 0x0238, 0xff33, 0x0151, 0xff90, - 0xfd6e, 0xfe8d, 0xff2a, 0x01b6, 0xfff5, 0xfe4c, 0x030a, 0xfe7e, 0xfc6b, 0xfd17, 0xff3a, 0xfc6a, 0xfe0d, 0x01cb, 0x0282, 0xfe03, - 0xfce8, 0x0093, 0xff16, 0xfda3, 0xfcff, 0x0135, 0xff1c, 0xff23, 0xff7a, 0x00e5, 0x0122, 0x0263, 0x0247, 0x0333, 0xfe6d, 0xfd68, - 0x034f, 0xfdc1, 0x019b, 0xfe4e, 0xfcc1, 0xfc3a, 0x00cc, 0xff91, 0x014f, 0xfdea, 0xff1d, 0xff12, 0x03af, 0x014b, 0x0052, 0xfc77, - 0x0334, 0xfcd2, 0x0393, 0xff10, 0x012e, 0xfd41, 0x01e5, 0x0019, 0xfe9a, 0x02f8, 0xfc67, 0x0186, 0x0235, 0xfe4a, 0xfc18, 0xfdd6, - 0xfc4d, 0xfffa, 0x00de, 0x0364, 0xfc67, 0xff88, 0xfed6, 0xfdef, 0xfed7, 0xfe28, 0xfd4a, 0x01f3, 0x0055, 0x00ae, 0x000d, 0x0019, - 0xfd3c, 0xfe3d, 0xfc8f, 0x02b1, 0x0310, 0x029b, 0x01b6, 0xfe51, 0x02d3, 0xfc61, 0xfd8b, 0x00ff, 0xfc78, 0xff5d, 0xfd89, 0xfd49, - 0x03bd, 0x01db, 0xfec8, 0x0311, 0xfc44, 0x02cb, 0xff8b, 0x03cc, 0x01e5, 0x0350, 0xff4c, 0x01da, 0x00b4, 0xfc34, 0xfd69, 0x02a2, - 0x01fe, 0xfc65, 0x029b, 0xfdd8, 0xfd11, 0xfcd5, 0x035b, 0x0369, 0xfec3, 0x02c0, 0x03b5, 0x035d, 0xff8a, 0x020d, 0x012b, 0x02d5, - 0xfd24, 0x00c5, 0xfda7, 0x031e, 0x0122, 0xff40, 0x0129, 0x01fd, 0x0341, 0x00a6, 0xff49, 0xff19, 0x00d0, 0xff4a, 0x031f, 0xfcc5, - 0x00d1, 0xff7a, 0xfed0, 0x0375, 0xfebe, 0x0032, 0x014c, 0x00d0, 0xfce7, 0x0113, 0x00d1, 0x019b, 0xfcd7, 0xffa3, 0x038c, 0x0170, - 0xff93, 0xfded, 0x0152, 0xfe48, 0x03d8, 0xfe40, 0x0325, 0x0180, 0xfdd7, 0xfdfc, 0xffee, 0xfcf5, 0xfeef, 0x00ef, 0x001a, 0xfd39, - 0xfce2, 0xfd82, 0xffd7, 0xfe72, 0xfc6a, 0x0281, 0x03cc, 0xfc6a, 0xff82, 0xfd8e, 0xfeda, 0xfed0, 0x038d, 0xff4d, 0x005c, 0xff36, - 0xfd4c, 0xfc6d, 0xfc6e, 0xffa9, 0x005a, 0x0108, 0xfeb5, 0x028a, 0x0312, 0xfe92, 0xfcf8, 0x01fc, 0xfca4, 0xfd27, 0xff25, 0xff5c, - 0x0103, 0xfe9c, 0xfe30, 0xfe3f, 0xfc31, 0x03e0, 0xff66, 0x0387, 0x0241, 0x0142, 0xfd72, 0x032d, 0xfdf9, 0xff5a, 0xffe1, 0xfd73, - 0xfd66, 0x01dd, 0xfcdf, 0x02a2, 0x0277, 0x00ab, 0x03a2, 0x00c5, 0xfda8, 0xfc31, 0x01b6, 0x0214, 0x0337, 0x0100, 0x018f, 0xfdb7, - 0x023c, 0xfe65, 0xfcf2, 0x00c1, 0x0372, 0x0308, 0xfd68, 0x01a7, 0xfe0f, 0xfde7, 0xfda3, 0x03a4, 0x03d6, 0x0335, 0x0300, 0x0108, - 0x0338, 0x02fd, 0x0397, 0x0057, 0x01dd, 0x00a1, 0xfc96, 0xfef5, 0x02e0, 0xfe17, 0x0237, 0xfda6, 0xfeed, 0x02b7, 0x03ab, 0xfecd, - 0x009c, 0xfc67, 0xfeea, 0x032e, 0x039b, 0x0359, 0x0096, 0xfc54, 0xff0a, 0xfd8d, 0xfda7, 0x0018, 0x0139, 0x01ca, 0x02a6, 0x031d, - 0xfcdb, 0x03be, 0xffdd, 0x022f, 0xfe85, 0x0191, 0xff78, 0x027a, 0xfc27, 0xff32, 0x0231, 0xfd82, 0xfead, 0x003b, 0xfec7, 0x00ef, - 0x015e, 0x02d2, 0xfcc0, 0xfd20, 0x01d6, 0xfdee, 0x0383, 0xfedf, 0xfd49, 0xffbf, 0xfeac, 0x005c, 0xfd8d, 0xfda0, 0xff00, 0x0244, - 0xfe21, 0x0011, 0xfd1b, 0x0110, 0xffeb, 0x0034, 0x02a5, 0x024a, 0xfd7a, 0x0277, 0xfd58, 0xfd11, 0x01e2, 0xfde6, 0xfeeb, 0x0027, - 0xfd75, 0x03cf, 0xfd59, 0x0097, 0xfe1a, 0x012f, 0x02eb, 0x0075, 0xfc2a, 0x0358, 0xfd04, 0x0135, 0x0359, 0xffac, 0x0376, 0xfe2c, - 0x0228, 0xfcab, 0x016c, 0x0158, 0x0028, 0xfc2f, 0x027a, 0x0076, 0xfeeb, 0xfd95, 0xfea5, 0x0077, 0x035c, 0x006c, 0x0276, 0xfdea, - 0xfee3, 0xfee7, 0xfe00, 0xfe2b, 0xfdcc, 0x0052, 0xff9d, 0xfcba, 0xfcef, 0x01f3, 0x03c8, 0x005e, 0xfca6, 0xfce8, 0xfd2f, 0x00d5, - 0xfd1e, 0xfdf4, 0x02c6, 0xfd6f, 0x034b, 0x0224, 0xfec4, 0x02bb, 0x001c, 0xff7d, 0xfc71, 0xfe99, 0x011e, 0x01f6, 0xff68, 0xfdb0, - 0xfcf8, 0x032b, 0xfe66, 0x02c3, 0x013f, 0x033f, 0x0286, 0xfd0c, 0xfc1a, 0xfcd9, 0xfeb0, 0x0055, 0xfeb7, 0x0039, 0xfc7d, 0x01e9, - 0x01b4, 0xfd81, 0x0145, 0xfc79, 0xfc30, 0xfc4b, 0x0238, 0x002b, 0x00c2, 0x03de, 0xfe98, 0x01ca, 0xfe00, 0xff7b, 0xfc98, 0x01cf, - 0xffcd, 0xfe72, 0x0170, 0xff14, 0xfe3c, 0x01a2, 0xfdf6, 0x00f7, 0xfcc4, 0xff83, 0x0276, 0x027f, 0x0141, 0xfcf8, 0xffe0, 0xfd8d, - 0xfcab, 0xff7c, 0x02de, 0x0388, 0x0114, 0xfdd7, 0xfe69, 0x0151, 0x03ad, 0xfcf7, 0xfdaf, 0x02ae, 0x0218, 0xfc5d, 0xfd07, 0xff2a, - 0xfc94, 0x01e1, 0xffd1, 0xfee5, 0xfd65, 0x01fd, 0x01e0, 0x0182, 0xfc4a, 0xff89, 0x0042, 0x034c, 0xfda4, 0x030b, 0x010a, 0xfeaa, - 0x028a, 0xfff1, 0xfc67, 0x0011, 0x0359, 0x03ac, 0xfc8b, 0xfdf5, 0x034e, 0x036d, 0xff12, 0xff09, 0x0396, 0xfdd7, 0x022d, 0xfe65, - 0x0262, 0xff21, 0x01f3, 0xfd7d, 0xfd7d, 0xfd76, 0xff4c, 0x00b2, 0xfed0, 0x030f, 0xffa5, 0xfde3, 0xff94, 0x0383, 0xfce2, 0xfd2f, - 0xfca7, 0xfed3, 0xff17, 0x024a, 0x0161, 0xfdbd, 0x03a4, 0xfcac, 0x0169, 0xffc7, 0x0117, 0x02cb, 0xfea4, 0x0175, 0xfd8a, 0xfeca, - 0xfee8, 0x00e3, 0x00b3, 0xffcf, 0x0162, 0xfc7f, 0x00cb, 0x0330, 0xff05, 0x021f, 0x02eb, 0xfe88, 0x023b, 0x02c6, 0xfe3c, 0xffc0, - 0x016f, 0x0312, 0xfe28, 0x0200, 0x020f, 0xffd0, 0x0169, 0xfe27, 0xfc6d, 0xfea4, 0xfd1c, 0x02a9, 0x023a, 0x00e6, 0xff69, 0x03d7, - 0x03d5, 0xfde4, 0x0116, 0xfe45, 0xfe05, 0xffd6, 0x028e, 0xfee9, 0xfe42, 0x0357, 0x02c4, 0x0090, 0xff92, 0x00ff, 0x01b0, 0x0127, - 0x02fc, 0x0171, 0xff9a, 0xffaf, 0x0246, 0x0115, 0xfd6b, 0xfdd5, 0x01a2, 0xfcf5, 0xfeb6, 0x03a8, 0x026b, 0x0339, 0x0205, 0x021d, - 0x0253, 0xffc2, 0xffe1, 0xfe4a, 0x028c, 0xff30, 0xfdeb, 0x01e9, 0xfce3, 0xff36, 0x0093, 0xfdef, 0xfd38, 0xfeb9, 0x00ce, 0xfccc, - 0xfdc1, 0xfeff, 0x0298, 0x00d7, 0xff0c, 0x015e, 0xfcfc, 0xfd08, 0x03e4, 0x0293, 0x012b, 0xfe91, 0xfc7c, 0xfe0c, 0xff5b, 0xfeb5, - 0xfc7c, 0xfdbd, 0xfe62, 0x015f, 0x031e, 0xfe3c, 0x035a, 0x00ee, 0x013c, 0xfcdb, 0xff0c, 0xfd1d, 0xfd24, 0xfda3, 0x02e0, 0xfc91, - 0x0246, 0x00b2, 0xff60, 0x0187, 0xfe92, 0x00dc, 0x01d1, 0xfc22, 0xfd63, 0x03a5, 0xfe07, 0xfe4e, 0x0127, 0x0149, 0xff5a, 0x01ab, - 0x03e7, 0xfd5c, 0xff0b, 0xffba, 0x0039, 0x005b, 0x03c7, 0xfe9c, 0x007a, 0x006f, 0x0027, 0xfcfd, 0x028c, 0x00c9, 0x0179, 0x0273, - 0xffab, 0x0024, 0xfe61, 0x032a, 0xfdea, 0xff83, 0xfc57, 0xff51, 0xff50, 0xff6e, 0x02bd, 0x0083, 0xfe5c, 0x03c0, 0x0254, 0x006e, - 0x03d3, 0x03b0, 0xfff5, 0xfd17, 0x01bf, 0x0300, 0x00e2, 0x015b, 0x022a, 0xfe86, 0x0019, 0xfcc1, 0x0306, 0xffb9, 0x003c, 0xfd1a, - 0xff79, 0xfcdb, 0xfc9f, 0xfd70, 0x00f6, 0xfc83, 0xfc32, 0x01f7, 0xfe70, 0xfdb1, 0xfc87, 0x003c, 0x0011, 0x0247, 0x0232, 0x02a2, - 0x0075, 0x03dd, 0x00a1, 0xfe5a, 0xfe24, 0xfdca, 0x022c, 0xfd9f, 0x009c, 0xfd7d, 0xfcda, 0xffbe, 0xfc95, 0x0118, 0xff6e, 0xfd3b, - 0x01bd, 0x02aa, 0x035f, 0x03c5, 0xfee8, 0xfdf0, 0x005d, 0xff0e, 0x025c, 0x024a, 0x039c, 0xfdcf, 0x02e2, 0xfec5, 0x01f9, 0x0252, - 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0x002c, 0x0352, 0xff12, 0xff32, 0xffee, 0x018f, 0x038e, 0xfe9c, 0x0049, 0x033a, 0x00b4, 0x0123, 0x0289, 0x034b, 0x0386, 0xff3e, - 0x00ca, 0x0356, 0xfe8e, 0x0242, 0xfd28, 0x0030, 0xfec6, 0xfd3f, 0x011f, 0xfeb0, 0x0331, 0xfcd2, 0x0381, 0xfece, 0x009e, 0x0124, - 0x01fe, 0x00a6, 0xfd89, 0x0209, 0x026b, 0x0224, 0x025c, 0xfc2d, 0xfc2e, 0xfd8d, 0x02a3, 0x014d, 0x0089, 0xfe1b, 0xfeec, 0xff3c, - 0x00f8, 0xfca8, 0x01de, 0x02b9, 0x0095, 0xfe60, 0x0179, 0xfc30, 0x027d, 0xfe42, 0xfe21, 0x0216, 0x015b, 0x00e1, 0x021e, 0xfdce, - 0xfe85, 0xff3a, 0xfd7b, 0xff4f, 0xff1b, 0xff8b, 0xfff1, 0x0151, 0xfd98, 0xfcaf, 0x0115, 0x02d5, 0x0018, 0xfe66, 0x033d, 0xfea0, - 0x00f6, 0xfd57, 0x02f6, 0xfcee, 0xff5e, 0xfd3c, 0x0381, 0xfd6d, 0xfd0e, 0xffa3, 0x019c, 0x036d, 0xfebf, 0x032d, 0x0347, 0xfe6c, - 0xfc6e, 0xfd59, 0xfdfe, 0xfc27, 0x03c9, 0x025c, 0xfc8d, 0xfc64, 0x039b, 0x00b5, 0x0004, 0x01ad, 0xfee9, 0xfe5e, 0x03b1, 0xfeaa, - 0xfeef, 0xfc5c, 0xffe4, 0x02ef, 0xff05, 0xfddf, 0x0036, 0xfe2b, 0x03c8, 0x02d0, 0x0149, 0x02d4, 0x02d5, 0x00d6, 0xfe7b, 0x00e8, - 0xff06, 0xfef6, 0x02f4, 0x0064, 0x030d, 0x008a, 0xfc5e, 0x03d4, 0xfc4c, 0xfc8d, 0x0158, 0xfd51, 0x017e, 0xfd7f, 0x01b5, 0x003a, - 0xfe0c, 0xfd60, 0xfc38, 0xfce6, 0xfdb8, 0xfd8e, 0x02a7, 0xfdf7, 0x005a, 0x00f2, 0xfd83, 0x00c2, 0x01ae, 0xfc4c, 0x0234, 0xfd4b, - 0xff83, 0x0163, 0xffff, 0xfc1c, 0x002b, 0x0275, 0xfc35, 0x0199, 0x0295, 0x01ea, 0xff2a, 0xfc5b, 0x0252, 0xfdfa, 0x01b7, 0x00a8, - 0x0103, 0x027e, 0xfde5, 0x02af, 0x00da, 0x018d, 0xfce3, 0xfd51, 0x0223, 0x0014, 0xffc9, 0x0208, 0x03c9, 0x010d, 0xffa1, 0xfd32, - 0x027c, 0x02b9, 0x0354, 0xffe2, 0x005b, 0xff3a, 0x0309, 0x036f, 0x02dc, 0x0101, 0x0292, 0xfddd, 0x0309, 0xff4e, 0x00a5, 0xfdf1, - 0x006e, 0xfcc8, 0xfc65, 0x0216, 0xff11, 0x0167, 0x035c, 0xfe07, 0x01fd, 0xfe2e, 0xfc42, 0x0235, 0xfdcd, 0x0002, 0x01f8, 0x00ab, - 0xfd1a, 0x023f, 0x01c3, 0x0038, 0x02d9, 0x0148, 0xfd8f, 0xfddf, 0x0248, 0x0205, 0xff55, 0xfe9a, 0x0029, 0x0242, 0xffb8, 0x02a4, - 0x00eb, 0x00a3, 0xfc78, 0xfec3, 0x0369, 0x02fc, 0x0378, 0x0144, 0x02dc, 0xff42, 0xfd7b, 0xfda9, 0x004a, 0x006c, 0xff01, 0xfef0, - 0xfdaf, 0x0030, 0x0280, 0x02bb, 0xfd84, 0xfde9, 0xfc9a, 0x027f, 0x0378, 0xfdfa, 0xfd3a, 0xfd9c, 0xfccb, 0xfde4, 0xfd46, 0x0114, - 0x02a8, 0xfc6b, 0x015e, 0x02cc, 0x02ee, 0xfdce, 0x0137, 0xfcdc, 0x016c, 0x02e2, 0x03b2, 0x0199, 0xfed7, 0xff2c, 0x0382, 0xfc49, - 0xfc32, 0x01de, 0xfc69, 0xfdb1, 0x02c6, 0x0164, 0xfc37, 0x01a1, 0x03c8, 0xfe91, 0x035a, 0xfcff, 0xffb9, 0x01f4, 0x0308, 0x029b, - 0x0168, 0x03b5, 0xfeed, 0x0192, 0xfc54, 0x014d, 0x0196, 0xff01, 0x00f7, 0xfe2c, 0xfd61, 0xfcfc, 0x01df, 0x0227, 0x00e4, 0xfd02, - 0x0079, 0x028d, 0x00f5, 0xfd8d, 0xff90, 0xfe40, 0x0119, 0xfd1f, 0x01d9, 0x024b, 0xfe56, 0x015a, 0x0107, 0x017c, 0x03a5, 0xfe10, - 0x00b9, 0x0287, 0x02a6, 0x0245, 0xfd66, 0xff0a, 0x0102, 0xff35, 0xfdb6, 0xff79, 0x0278, 0xffcc, 0xfd3d, 0xff0d, 0xfd82, 0x02bf, - 0xfe5d, 0xfed4, 0x0037, 0x020b, 0xfff3, 0x01a3, 0xfe85, 0x0274, 0x00d6, 0xfd09, 0x034b, 0x01cf, 0xfd0c, 0xfea6, 0xfe01, 0xfc89, - 0xfc33, 0xfeb8, 0xfe1e, 0xfd91, 0x037c, 0x038c, 0xff9c, 0x00c3, 0x02e4, 0x0344, 0xfc7b, 0x01b7, 0xfea6, 0x00a1, 0x0314, 0xff7b, - 0x03dd, 0xfd38, 0xfd3d, 0x035d, 0x00fc, 0x02d7, 0xfced, 0xffe6, 0x00b2, 0xff96, 0x03b5, 0xfe44, 0x0350, 0xffa7, 0xfe31, 0x02b9, - 0x0190, 0x0320, 0x028a, 0x0144, 0xfed2, 0xfd96, 0xffec, 0x0156, 0x0275, 0xff39, 0xfc98, 0xfceb, 0xfe04, 0x004c, 0xfccd, 0x00b0, - 0x026d, 0xfc37, 0x01c6, 0xffac, 0xfcc5, 0xfd90, 0x0090, 0x0379, 0xfd66, 0x00ba, 0xff3b, 0x01d1, 0x00b0, 0x02a6, 0x01f8, 0xfd84, - 0x014b, 0xfd26, 0xfde7, 0xfe28, 0x0351, 0xfff7, 0x00d7, 0x03b3, 0x03d9, 0xfcc3, 0x031a, 0x0323, 0xff61, 0xfefb, 0xfde5, 0xfcc8, - 0x02af, 0xffdc, 0x02f9, 0x0006, 0xff04, 0x00ca, 0xfd63, 0xfd25, 0xfc86, 0x0272, 0x014e, 0x0054, 0x0179, 0xfde6, 0x0318, 0xfe99, - 0x008a, 0x0348, 0x0251, 0x00fe, 0x0013, 0x0293, 0xfdf1, 0xfc1a, 0xffc8, 0x006e, 0xfe11, 0xfebd, 0x00a4, 0x034a, 0xfc84, 0x00aa, - 0x00bc, 0x0026, 0xfd29, 0xfe0b, 0x006f, 0x0030, 0x0252, 0x021c, 0xfe11, 0x0000, 0xffd5, 0xfc3d, 0xfc42, 0xfef6, 0xff07, 0xfd8e, - 0x02d0, 0xff71, 0x0309, 0xff88, 0x0399, 0x0081, 0xfe00, 0x014a, 0xffb5, 0x01ce, 0x02a1, 0x0052, 0x02dc, 0x01d2, 0x0300, 0xff56, - 0x0298, 0xff74, 0x00e2, 0xfc1b, 0x0214, 0x02fc, 0x03d9, 0xfe06, 0x00fc, 0x0278, 0x01a7, 0xfc43, 0x019b, 0xfdfe, 0x01ff, 0xfd92, - 0x0284, 0x03e7, 0xff9d, 0x03b9, 0x0184, 0xfd7b, 0xff76, 0x021e, 0x02e8, 0xfdb9, 0xfeb3, 0xfe56, 0xfe17, 0x03da, 0xff3a, 0x00d7, - 0x0362, 0x02c2, 0x020d, 0xffd9, 0xfc97, 0x01a4, 0xff1a, 0x0085, 0x00e0, 0xfdb8, 0xfdf6, 0x032d, 0xffb7, 0xfeea, 0xfe13, 0x02f5, - 0xfdd0, 0x02e1, 0xfc34, 0x03d5, 0xfd08, 0xfe04, 0xfc33, 0xfcee, 0x0256, 0x03e5, 0xfc18, 0xfde7, 0xff15, 0xfcef, 0xfef0, 0x0039, - 0xfdef, 0xfec1, 0x024c, 0x036f, 0x0087, 0x02e7, 0x01af, 0xfd5a, 0x014c, 0xfed2, 0x029c, 0x03ac, 0xfc20, 0x01cd, 0x021f, 0x03c3, - 0x027a, 0xfd35, 0x0100, 0x03c3, 0x0026, 0x01e4, 0xfd1c, 0xfe0d, 0xfc2a, 0x014f, 0x026c, 0x01cb, 0x0152, 0x0384, 0x01b7, 0xfd2d, - 0x02bd, 0x0307, 0xfdfb, 0xffed, 0xff36, 0x0337, 0xfe42, 0xfc3a, 0xfcb6, 0xff24, 0x005b, 0xfde4, 0x0060, 0xffba, 0x01c8, 0x02db, - 0xfd80, 0xfe47, 0xfe1f, 0xfe27, 0x011e, 0xfca3, 0x0377, 0x0067, 0xff8f, 0x02dd, 0x0267, 0x0372, 0xff0e, 0xfc49, 0x0142, 0x02f7, - 0x00b0, 0xfebc, 0xfca8, 0xfdf1, 0x0080, 0xfff6, 0xfeb2, 0xfff6, 0xff7f, 0xffe2, 0x0383, 0x0294, 0xfcfe, 0xfde9, 0xfc8d, 0xfd10, - 0x0317, 0x01bc, 0x03ce, 0xff15, 0xff53, 0xfe0c, 0xfde5, 0x0125, 0x033a, 0x02d9, 0xfcdf, 0xff1d, 0xfff9, 0xfebc, 0x0196, 0x02a4, - 0x0162, 0xfc59, 0x0381, 0xfecf, 0x02f7, 0x00f0, 0xfef8, 0xfc31, 0xff58, 0xfcfb, 0x0050, 0xfd7f, 0xff9d, 0xfce3, 0x0011, 0xfc89, - 0x00cb, 0x0333, 0xfdf6, 0xff5c, 0x03b5, 0x001e, 0xff4e, 0x003c, 0x0370, 0xfea1, 0x0252, 0x01ab, 0x0201, 0x02cd, 0x00bc, 0x0354, - 0x010d, 0x0026, 0x00b4, 0xfeb8, 0x0192, 0x010e, 0xfc38, 0x0292, 0xfd84, 0x02e3, 0x006c, 0xff7a, 0xffc9, 0x03ad, 0x0354, 0xffec, - 0xfe6a, 0xfd73, 0xfc57, 0x03ab, 0xfcba, 0x037b, 0xfc66, 0xffc8, 0xff1f, 0xfd61, 0x039d, 0xfd70, 0x01f2, 0xff3d, 0xfd8f, 0xffa1, - 0x034b, 0xffb3, 0xfde3, 0x005d, 0x01d3, 0xff18, 0xfe28, 0x0310, 0x0354, 0x00d2, 0x03d1, 0xfe58, 0x01a8, 0xfd1e, 0xff8e, 0x03a5, - 0x02eb, 0x0279, 0xfcfa, 0xff96, 0xffa3, 0x006b, 0xfe60, 0x03b3, 0xfce1, 0x001f, 0xfe49, 0x0188, 0x0244, 0xfe64, 0xff5c, 0x00c0, - 0x00ab, 0x019c, 0xff8d, 0x030e, 0xfcbe, 0xfd1b, 0xfc80, 0x02e3, 0x03d9, 0xfd12, 0x0026, 0x00cf, 0xfd54, 0x0275, 0xff66, 0xffc5, -}; - - -uint16_t fully_connect_weight_4[64*256] = { - 0x0113, 0x01af, 0xff78, 0x0208, 0x0372, 0xfdca, 0x02eb, 0x005a, 0x015b, 0x0136, 0xfe19, 0x0070, 0xff85, 0x000d, 0xfcb7, 0xfe23, - 0xfdec, 0xfe33, 0xfd0b, 0xff32, 0x00b1, 0x0158, 0xffa3, 0x037d, 0xfefa, 0xffa4, 0xfd98, 0xffa4, 0x029e, 0x0037, 0xfd4c, 0x0018, - 0xfef9, 0x018d, 0x03a7, 0xfd41, 0x034e, 0xfd0b, 0x03dd, 0xfd22, 0x0394, 0xfc46, 0x01d9, 0x0297, 0x01ed, 0xfd4e, 0xfe14, 0xff77, - 0x01c0, 0x0039, 0x0203, 0xfe37, 0x010f, 0x03d7, 0x0135, 0xfd04, 0x02e1, 0xfdb1, 0xff0c, 0xfd45, 0x023d, 0x0103, 0x0010, 0xff73, - 0x0222, 0x0137, 0xff06, 0xfc64, 0x00c3, 0xfd31, 0x005a, 0x0070, 0xfd2e, 0xfdf6, 0x0208, 0xfc42, 0xfdc0, 0xff0e, 0xfdd6, 0xfc86, - 0xfdfd, 0x029a, 0xfce1, 0xfed9, 0xfc62, 0x03a7, 0x02e1, 0xfec9, 0xff1b, 0xff8c, 0xfdfa, 0xfe7e, 0xff7e, 0xfc98, 0xffd0, 0xfe04, - 0x02e2, 0x01db, 0x01d7, 0xfcad, 0xfffc, 0xfeef, 0xfdae, 0xfe39, 0x0317, 0xfda9, 0x034a, 0x026b, 0x0035, 0x0011, 0x007d, 0x0291, - 0xfd0e, 0xfc9b, 0xfd2f, 0x0035, 0x01ab, 0x016d, 0xfe9f, 0x0328, 0xfd9a, 0xfe79, 0xfe83, 0x007b, 0x0387, 0x03c3, 0xfd2e, 0x01e0, - 0x0100, 0x00c7, 0x005e, 0xfed5, 0x012f, 0xfd49, 0xfd2b, 0x0244, 0xfe47, 0x036e, 0x018f, 0xff03, 0x0370, 0xfce4, 0x01ab, 0xfd94, - 0x0158, 0xfe5e, 0x0040, 0xfc5d, 0xfc1b, 0x0041, 0x019d, 0xfe31, 0xfc2e, 0x00f8, 0xfe6b, 0x037f, 0x0004, 0x0261, 0xfd92, 0xfe04, - 0xfd41, 0x00c8, 0x03b3, 0xfc24, 0x02e5, 0xfcfe, 0xfd6e, 0x0396, 0x01f0, 0xfcdf, 0xfcab, 0xff28, 0x038c, 0x036e, 0x008e, 0x0360, - 0x0147, 0x02c5, 0x00ce, 0xfded, 0x0298, 0x0006, 0x027f, 0x0138, 0xff5c, 0x0178, 0x001d, 0x03e1, 0x00c2, 0xfc22, 0x0243, 0xfc5c, - 0xfd28, 0xfe7a, 0xfd31, 0x01ee, 0xfc4c, 0x032c, 0x026f, 0xfd6b, 0x0205, 0x0192, 0xfd17, 0xfda2, 0x008b, 0xfea5, 0x0297, 0xff44, - 0xfd3e, 0x0252, 0xfc65, 0xff12, 0xfc26, 0x0238, 0xfec6, 0xfc62, 0x016a, 0x010b, 0x003d, 0xfcc8, 0xfc38, 0xfce5, 0xff2a, 0x008e, - 0xfd32, 0xff31, 0x0054, 0xfe16, 0x017d, 0x0193, 0x038c, 0xfc5e, 0xfd48, 0x0370, 0x018d, 0xfdbf, 0xfe75, 0x00f1, 0xfeee, 0x00c4, - 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0x0198, 0x00c6, 0xffcc, 0xfc86, 0xfd01, 0xfea8, 0xffa4, 0xff91, 0x0196, 0xfdc3, 0x02c7, 0x0159, 0xffc0, 0x00db, 0x032c, 0x032f, - 0xfcb9, 0xfd7b, 0x019a, 0x035c, 0xfc37, 0x016b, 0x00f1, 0xfe7f, 0x0008, 0xfdc2, 0xfec5, 0x019d, 0xfec2, 0xfe8d, 0x0129, 0xff58, - 0x02ca, 0xfc3e, 0x0387, 0xfe33, 0x015a, 0x0146, 0xffa7, 0xfe55, 0x0123, 0xff3a, 0xfc66, 0xfedf, 0x023e, 0x001a, 0x0152, 0xff2c, - 0x00a1, 0x02c1, 0xfe8d, 0xfccc, 0xffa2, 0xfe2d, 0x0399, 0xffe4, 0xfd0f, 0x031b, 0xfcbb, 0xfe95, 0xfc7a, 0x0148, 0xfd62, 0x01b8, - 0x00b5, 0x0043, 0xfde2, 0x0018, 0x0331, 0xff51, 0xfc99, 0x0028, 0xfeb4, 0xfd1d, 0xfdac, 0x0184, 0xfee2, 0x021f, 0x0172, 0xfe0f, - 0xfc66, 0x0002, 0xfcfc, 0x01eb, 0xff20, 0x007e, 0x0120, 0xfcd8, 0xfdbf, 0x039a, 0x02ee, 0x00c0, 0xfc72, 0xfe35, 0xfcd2, 0xff04, - 0xfc8f, 0xfd25, 0x02d4, 0xfec9, 0xfc2a, 0xffc4, 0xfd15, 0xfe64, 0xffa1, 0x015e, 0x0249, 0xfe7a, 0xffe8, 0xfe85, 0x01c5, 0xff80, - 0x00ac, 0x02d8, 0xfdb1, 0xfcd0, 0xfd2c, 0xfe81, 0x01c4, 0xfc1a, 0xfd9d, 0x0325, 0xfe14, 0xfc9e, 0x0279, 0x02ce, 0x0193, 0x033d, - 0xfd34, 0xfc66, 0x03c0, 0xfdb4, 0xffa4, 0x0210, 0x021a, 0x0010, 0xfc38, 0x016b, 0x0358, 0x0212, 0x0216, 0xfe81, 0xfd2a, 0xfc5a, - 0x00aa, 0xff28, 0x036c, 0x0018, 0x00ca, 0xff8e, 0x0264, 0x0212, 0xfef2, 0xfeb5, 0x033a, 0xfe41, 0x0045, 0xff33, 0xfd6e, 0xff4a, - 0x01d6, 0x0254, 0x0303, 0xfe52, 0xfd25, 0xfcd8, 0xfcab, 0x01b7, 0x032e, 0x03a1, 0xfc61, 0x03d6, 0x014b, 0xff73, 0x01ae, 0xfeaa, - 0x036d, 0xfdd8, 0x018a, 0xfc28, 0xfd43, 0xfee0, 0xff88, 0xfe5b, 0x0235, 0x00a3, 0x017e, 0x0044, 0x0057, 0xfd4d, 0xfd4c, 0xfce6, - 0xffa2, 0xffe3, 0x03cf, 0x01a9, 0xff3c, 0x022a, 0xfca8, 0x01d5, 0x01ca, 0x030f, 0xfcc4, 0x0119, 0x01f3, 0xfe07, 0x016c, 0xfe45, - 0x029c, 0xfe6f, 0xff29, 0xfca3, 0x028d, 0xff11, 0x00bb, 0x0091, 0xfcf8, 0xff1e, 0xfea8, 0xfe30, 0x0136, 0xffa8, 0x0005, 0x0260, - 0x01ec, 0xfd66, 0x0218, 0xffb5, 0xff3a, 0x00bd, 0xfd4c, 0xfd55, 0xfc36, 0x0037, 0xff2f, 0x018a, 0x02ef, 0x000a, 0xfccc, 0x0265, - 0xfc2c, 0x03a0, 0x001d, 0x0128, 0xffc8, 0xfecf, 0x025e, 0x0014, 0xff13, 0xfcbc, 0x00f7, 0x0225, 0x0020, 0x037e, 0xfe15, 0xfda1, - 0xfd0b, 0x0383, 0xfddb, 0xfc65, 0x0288, 0x02d7, 0x0066, 0xff64, 0xfeb4, 0x028f, 0xfc7c, 0x02b2, 0xfdeb, 0xfceb, 0xffa1, 0x028b, - 0xfc96, 0x024d, 0x0344, 0x0158, 0x017d, 0x00da, 0x005a, 0xfc74, 0x01cf, 0x010c, 0xfecc, 0x00b7, 0xfd86, 0xfca6, 0x0226, 0xfd39, - 0x0115, 0xfd97, 0x0034, 0x030f, 0xff89, 0xfcc3, 0xfd63, 0xfdb5, 0x03dd, 0x036a, 0x0185, 0x004c, 0xffba, 0x0196, 0xfdd5, 0x0011, - 0x0397, 0x008b, 0x026d, 0x0388, 0xfd4b, 0xfdf6, 0x01f6, 0xfda5, 0xffd6, 0x0266, 0xfcce, 0x009e, 0x0221, 0xfef4, 0xff99, 0x011d, - 0xfcd6, 0xfde8, 0xfffe, 0xff70, 0x021f, 0x03c0, 0xff22, 0x00d6, 0x0155, 0xffcd, 0xfda0, 0x035f, 0x024c, 0xfff4, 0xfe8a, 0xfd4e, - 0x0275, 0x010d, 0xfe6a, 0x02a8, 0x02ce, 0xfc5f, 0xfcc4, 0x01a5, 0x01b1, 0x006f, 0xfc1f, 0x00f0, 0xff9b, 0x0379, 0xfd7d, 0x0335, - 0xfc7f, 0xfdfb, 0xfdce, 0xfe55, 0x019f, 0xfd96, 0xfee9, 0xfd53, 0xff58, 0xfcce, 0x0313, 0x00cf, 0x039f, 0xfd78, 0x0301, 0xffad, - 0x018b, 0xffe6, 0xfec4, 0xfc47, 0x03ae, 0x0325, 0xff9f, 0x0129, 0xfe49, 0xfd60, 0xff32, 0xfe29, 0x035b, 0x0131, 0xfe13, 0x026e, - 0xfd77, 0xff55, 0xfedd, 0x0155, 0xfc90, 0x03a9, 0x0110, 0xff5b, 0x0331, 0xfe8a, 0x00f6, 0x00c5, 0xfe99, 0x039f, 0xfd86, 0xff70, - 0xff2d, 0xfc4d, 0xfd31, 0xfdbf, 0xffa5, 0x01a9, 0x017e, 0xffc3, 0xff84, 0x0184, 0x00ec, 0xfeff, 0xfce1, 0x0002, 0xfcaf, 0xff06, - 0xfda0, 0xfe15, 0x0296, 0xfdad, 0xfc70, 0xfc8c, 0x01a6, 0xfc2e, 0x0112, 0xfe43, 0xfe59, 0xfc25, 0xff72, 0xfd78, 0x009c, 0xfd7b, - 0x0286, 0xff74, 0x02f5, 0x0351, 0xff8e, 0xfc92, 0x0022, 0x0155, 0xfd97, 0xfcd8, 0x005a, 0x01f6, 0x0385, 0x021d, 0x012b, 0xfde7, - 0xfdbf, 0x02a3, 0xfe68, 0xff2a, 0xfdd4, 0xfcf3, 0x003f, 0xffa3, 0xffd4, 0x02bb, 0x01ba, 0x0186, 0x03c3, 0xfff9, 0x01b0, 0x025c, - 0x029d, 0xfdb7, 0xfcc8, 0xfc54, 0xfdab, 0xfecd, 0xfe4e, 0x00ad, 0x03cc, 0x01d8, 0xfd8d, 0xfeb5, 0x00a9, 0x01dc, 0x02a8, 0xff23, - 0xfe3a, 0x0242, 0xfe11, 0x011d, 0x00b9, 0x0371, 0xfd40, 0x02a6, 0xff01, 0xfd56, 0xff9f, 0xffa4, 0xfd53, 0xfd87, 0xfdc0, 0x03d9, - 0x01fb, 0xfee6, 0x010f, 0xfcb4, 0x004f, 0x03a3, 0xfdaf, 0xfe31, 0x02aa, 0xff4b, 0x0042, 0xfc63, 0x01db, 0x00b2, 0x020a, 0xfc45, - 0x03e7, 0xfe80, 0xff4e, 0xfce9, 0x0286, 0xff97, 0x0221, 0x000e, 0xff9f, 0xfdfe, 0x014f, 0x03d3, 0x00a3, 0x0341, 0xffa9, 0xfd2d, -}; - - -uint16_t fully_connect_weight_5[128*128] = { - 0x03d6, 0x0149, 0x020b, 0xff42, 0x01c4, 0xff57, 0x0276, 0xfce4, 0xfe94, 0x01cb, 0x00bf, 0xfd45, 0xfc45, 0xfdc1, 0x0226, 0xfe83, - 0xff23, 0x0113, 0xfddd, 0x009e, 0xfe68, 0xfd43, 0xfdab, 0x0315, 0xfee7, 0xfe68, 0x025c, 0xff99, 0xffac, 0x0247, 0x0187, 0xfd2e, - 0x0008, 0xffd3, 0xfcf7, 0x00c0, 0xfd30, 0x00b1, 0xff3f, 0xfd8d, 0xff76, 0xfc55, 0xff2e, 0xfc9e, 0x0023, 0x0204, 0x003a, 0x0243, - 0x026d, 0x0202, 0x0245, 0xfe67, 0xfc1d, 0xfd8a, 0xfe3c, 0xff0d, 0x03e1, 0x01a2, 0x033a, 0x00eb, 0xfe50, 0xfc9f, 0xfe10, 0xfec0, - 0xfdc3, 0x01fd, 0xfc23, 0xff26, 0x028b, 0xff47, 0xfe5f, 0xfc2d, 0xff35, 0xfdd8, 0xfd98, 0xfff7, 0xfcf6, 0xfd17, 0x00c0, 0xff42, - 0x00d7, 0x02d5, 0xfd8f, 0x015e, 0x031f, 0x0203, 0x0047, 0xfe23, 0x01fd, 0xfdca, 0xfe52, 0x0210, 0x00d7, 0xfed9, 0x0205, 0xfe22, - 0xff81, 0xfd23, 0xff8b, 0xfcca, 0xfffd, 0xfe4c, 0xfef3, 0xfc6f, 0x00d7, 0x002e, 0xfedd, 0xff22, 0xfefe, 0xfc5b, 0xfdba, 0xfd6a, - 0x0190, 0xfe7d, 0xff62, 0x018d, 0xfc93, 0x0132, 0x01bc, 0x0319, 0xfe96, 0xfcbc, 0xfeb8, 0x029c, 0x01d6, 0xfc4d, 0xfd45, 0xfdf6, - 0x0318, 0x0151, 0xffcf, 0xfceb, 0xffb2, 0x03a3, 0xffc7, 0xfde6, 0xfc65, 0xfca7, 0xfd26, 0xfe4f, 0xfe37, 0x007a, 0x031d, 0x0187, - 0xfeeb, 0x00d4, 0xff5a, 0xffe9, 0xff34, 0x00e8, 0x01b0, 0xfe22, 0x00d2, 0x0020, 0xff86, 0x02b7, 0x002a, 0xfda9, 0x01f8, 0xfc70, - 0xfe7d, 0x00ed, 0x02a2, 0xfd2a, 0xfd2e, 0xfeb9, 0x02fb, 0x00d5, 0xfd31, 0x024b, 0xfffe, 0x00bf, 0x037a, 0x00de, 0x0362, 0xfe93, - 0xfe41, 0xfc81, 0xff58, 0xfd6a, 0x021e, 0xfd71, 0x0216, 0xff0e, 0xff87, 0x00ef, 0x01aa, 0x013d, 0xfe57, 0xff89, 0xfc61, 0x02a8, - 0xfd72, 0xfd48, 0x005e, 0xfeac, 0xff0b, 0x0150, 0x0125, 0x03bc, 0xfde4, 0xfcfa, 0xfdce, 0x023b, 0x01e9, 0xfc6c, 0xff26, 0xfd77, - 0xfe33, 0xff58, 0xfe08, 0x0107, 0x0138, 0xfcd8, 0xfe39, 0xfd2f, 0xff8a, 0x03ba, 0xff76, 0xfc95, 0xff8e, 0x000e, 0xfe1f, 0x0111, - 0xff86, 0xfc47, 0xfe86, 0xfcb7, 0xfc92, 0x02ed, 0x039b, 0x038c, 0xfea0, 0xfdc4, 0x02b6, 0xfe78, 0x01ff, 0x0253, 0x021f, 0xffa9, - 0xfca7, 0x0176, 0x0167, 0xfc72, 0x02c9, 0x02e4, 0x03ba, 0x01ef, 0x0039, 0xfea7, 0x0271, 0xff35, 0x013f, 0xfdc7, 0x012d, 0xfe2b, - 0x03b0, 0xff6a, 0xfd62, 0xfda4, 0xfe54, 0x00bd, 0xfc1b, 0x01be, 0x03a8, 0x034e, 0x000a, 0xfca0, 0xfdfe, 0x0098, 0x03ce, 0x014e, - 0x02ce, 0x0268, 0x01e1, 0xfcb2, 0x03ab, 0xfc6b, 0xff99, 0xfd5a, 0xff8e, 0xff56, 0xff0e, 0x02bf, 0x0351, 0xfe3e, 0xfffe, 0x0206, - 0xfcad, 0xfdae, 0x00a6, 0xfdb0, 0x015f, 0x02c0, 0xff6f, 0xffbf, 0xfe1f, 0xfca7, 0xfd59, 0xfe2c, 0xfcd5, 0x00d5, 0xfd58, 0xfe06, - 0xff8c, 0xfcc9, 0x0335, 0x0288, 0x012c, 0xfc8e, 0xfc3d, 0xfce1, 0x000f, 0xfd86, 0x0243, 0x0216, 0xfdfb, 0xfdaf, 0xfd81, 0xff9a, - 0xfdd6, 0x0112, 0x03a8, 0x038e, 0x0121, 0xffd0, 0xff69, 0xfd0d, 0xfee5, 0x0006, 0xfeab, 0xff1c, 0x000c, 0xff65, 0xfd7b, 0x0274, - 0x0078, 0x007f, 0x03c7, 0x02a8, 0xffe5, 0x0169, 0xff12, 0xff95, 0xfd09, 0xfc2f, 0x02db, 0xfc2e, 0x00e6, 0x00d8, 0xfc95, 0x0017, - 0xffd9, 0x00a5, 0xff3d, 0xfc96, 0xfe78, 0xfcb3, 0x0117, 0x023f, 0xfe4c, 0x03b4, 0xff0f, 0x02c5, 0xfd79, 0x03c7, 0xff82, 0xfdcb, - 0x0198, 0x037d, 0xffae, 0x036e, 0x032c, 0x02ed, 0x032c, 0xfea3, 0x0030, 0x0023, 0xfdba, 0x00d5, 0x01ae, 0xfd3e, 0x0124, 0x03b7, - 0x00ea, 0x00bf, 0xfc24, 0xff41, 0xffd7, 0xfdf4, 0x0319, 0xff77, 0x0119, 0xff55, 0x0170, 0x02fd, 0x0310, 0xfeab, 0xff48, 0xff6b, - 0xff1d, 0x0046, 0x007a, 0x0353, 0xfd0b, 0xfc2f, 0xff4e, 0xfcb1, 0xfe9e, 0x0245, 0x0059, 0xfee1, 0x0050, 0xfeaa, 0xfcbd, 0xfe62, - 0xffb1, 0x00f9, 0x0043, 0x01ec, 0xfe0f, 0x03e6, 0xff39, 0x0017, 0xfdc7, 0x01af, 0xffd9, 0xfe9d, 0xfe46, 0x021e, 0xfdfb, 0xfcca, - 0x02cb, 0xff53, 0xff5f, 0x022d, 0xfc34, 0x02b1, 0xfcad, 0x03b7, 0x0318, 0xff8f, 0x00df, 0xfc31, 0xff6f, 0xfd9a, 0xfd4c, 0x03e7, - 0x0252, 0x01d6, 0x018f, 0x0344, 0xff96, 0x009d, 0x03e0, 0x02af, 0xfe68, 0x0170, 0x00ec, 0x016d, 0x0121, 0xfd73, 0xffc3, 0x01b2, - 0x019a, 0x0020, 0x033c, 0x004e, 0x0344, 0xfcad, 0x0195, 0x00ce, 0x038d, 0x0204, 0x00d1, 0xfcd9, 0x028e, 0x01a9, 0x0254, 0xff7e, - 0xfc4b, 0xfd89, 0xfc8d, 0xfdcc, 0xff46, 0x0170, 0xfc65, 0x023b, 0xfd30, 0x0225, 0x0281, 0xfd9b, 0x028e, 0xfc49, 0x02fe, 0x032c, - 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0xff5f, 0xfd1d, 0x0319, 0xfc8a, 0xfdc6, 0x0256, 0xfd56, 0x02e9, 0xff5b, 0x01ef, 0xffc8, 0x00d9, 0x0058, 0x0185, 0x015a, 0x01e2, - 0x0367, 0xfd61, 0x0279, 0xff85, 0xfd00, 0xfd5c, 0xfd96, 0xfc97, 0x0226, 0x02ce, 0xfea5, 0xfd73, 0x03c0, 0xfc66, 0xfc7b, 0x0307, - 0xfcf8, 0x01fd, 0x01e3, 0xfd6b, 0xfde9, 0x0092, 0x013a, 0x0259, 0xffcf, 0x0234, 0xfdb5, 0x0055, 0xfe00, 0x03cf, 0x0120, 0x0050, - 0x0154, 0xff02, 0xfdb0, 0xfd5f, 0xfde3, 0x02e9, 0x01c6, 0xfc9d, 0x008f, 0xfc5b, 0x0244, 0x008e, 0xfca5, 0x0386, 0xfc51, 0xff98, - 0xfd3b, 0x003a, 0x039d, 0xfd9f, 0x0088, 0x02ac, 0x0110, 0xfe18, 0x0010, 0x01bb, 0x039d, 0xfd01, 0x0018, 0x026c, 0xfc9f, 0x032b, - 0x0132, 0xfc1a, 0x037a, 0xfea6, 0xfe85, 0x0348, 0xfe54, 0xfd2d, 0xffca, 0x016b, 0xfe53, 0xfe14, 0xff1c, 0xff69, 0xff6f, 0xfcef, - 0x02d2, 0x032d, 0x02f0, 0xfcb7, 0x01b1, 0x035c, 0x0323, 0x00c4, 0x0383, 0x0048, 0x0043, 0xfd22, 0xfd75, 0xff3c, 0xfce8, 0x0355, - 0xfc4c, 0xff31, 0xfcb0, 0x0019, 0xff12, 0x00e5, 0x0122, 0xfe76, 0xfeee, 0x03cf, 0x037f, 0xfc22, 0x01dd, 0xff8f, 0xff24, 0x0059, - 0xfeb4, 0xfdc8, 0xfe0d, 0xfd8e, 0x03aa, 0xff9c, 0x0273, 0x022a, 0x025d, 0x0352, 0x01e7, 0xffb8, 0x00b8, 0x0231, 0xfeda, 0x014e, - 0x00ce, 0x0128, 0xfc61, 0xfd69, 0xfdc1, 0xfc60, 0x03b0, 0x01b7, 0xfca3, 0xffa7, 0xfd18, 0x03bb, 0xfce4, 0x02a7, 0xfca1, 0xfdb1, - 0x028a, 0xfc3f, 0x0222, 0x03c7, 0x0002, 0x0051, 0xfd53, 0x0332, 0x0258, 0xfc37, 0xfd33, 0xfc3c, 0xfdcb, 0x0303, 0x01ad, 0x0148, - 0xfd5a, 0xfc1c, 0xfc55, 0xfd7f, 0x01d9, 0xfc27, 0x027f, 0xfef6, 0x016e, 0x0282, 0x0038, 0x0380, 0x017d, 0x0119, 0xfd83, 0xfd30, - 0xfee5, 0x0304, 0x006e, 0xffc2, 0x0016, 0x035e, 0x0078, 0xfef3, 0xfe9e, 0xfefd, 0x02e4, 0x01bb, 0x03d1, 0xff8f, 0xfe5a, 0x01b8, - 0xfd96, 0x00c2, 0x031e, 0xfdb7, 0xfe4d, 0xff10, 0xfc89, 0xfee2, 0xffd2, 0x0066, 0xfdda, 0x014d, 0xfca7, 0xfd00, 0x01b0, 0x035c, - 0x02dc, 0x0360, 0xfd8b, 0xffba, 0xfd61, 0x019e, 0xfeb6, 0x0082, 0xfd84, 0x0034, 0xfcee, 0x0270, 0x0282, 0xfe9e, 0x021e, 0x00ed, - 0x0016, 0x00a6, 0xfe0c, 0xfe26, 0x028c, 0xff88, 0xff5d, 0xfcee, 0xfedf, 0xfddf, 0xff1e, 0xff38, 0x0342, 0xfffb, 0x0026, 0xfcab, - 0xfd86, 0xfcf9, 0x03af, 0x01e1, 0x027a, 0x0000, 0xfee6, 0xff4f, 0x01a5, 0x012e, 0x035c, 0x03a3, 0x01fe, 0xff43, 0xfd7d, 0x01d3, -}; - - -uint16_t fully_connect_result_6[128] = { - 0xf973, 0x7410, 0xd80f, 0x7f70, 0xd663, 0x1c8e, 0xfe39, 0xb3c4, 0xedbb, 0xfdbe, 0xab69, 0xa264, 0xc6bf, 0xf9b9, 0x2638, 0x3f57, - 0x567c, 0x0c49, 0xdafb, 0xb578, 0x55ac, 0xeed7, 0xc947, 0xacd3, 0x8000, 0x6b66, 0x331e, 0x43d0, 0x5e57, 0xc268, 0x57e2, 0xf34f, - 0xd5ee, 0xf2af, 0x4a98, 0x13b9, 0xf1df, 0xf2cc, 0xb57c, 0x2931, 0xb806, 0x4b6f, 0x90d5, 0xe648, 0xd961, 0x1b08, 0x02e0, 0x8000, - 0x1ab5, 0xd731, 0x2b35, 0x7fff, 0xf2cd, 0xf515, 0xf263, 0x1d36, 0xe5f9, 0x8000, 0x3710, 0xf994, 0xb287, 0x7fff, 0x8000, 0x5c74, - 0x59ac, 0xd75c, 0x9e77, 0xadc2, 0x0e5f, 0x123c, 0x46f1, 0xe555, 0x07c9, 0xe5a8, 0x8e3d, 0xac7b, 0x9094, 0xf83b, 0x709f, 0x8000, - 0x77a5, 0xbc0c, 0xd3d4, 0x754a, 0x1c50, 0xd520, 0x3ce6, 0x59c1, 0xe5d1, 0xd373, 0x6573, 0xf895, 0xb3e6, 0xb627, 0x7fff, 0x4b1e, - 0xc194, 0xe2f5, 0x16b0, 0x0d55, 0xa067, 0x9a7f, 0x6b6c, 0x0524, 0xbe25, 0xa3eb, 0x0c5f, 0xa1fe, 0x1289, 0x53d8, 0x9b6d, 0xa013, - 0xae73, 0x2028, 0x0da9, 0xacd4, 0x2107, 0x7fff, 0x2de6, 0x0d30, 0xd325, 0xea96, 0x8517, 0xa2b5, 0x5871, 0x2185, 0x0470, 0xf1df, -}; - - -uint16_t fully_connect_result_7[64] = { - 0x070d, 0x0d08, 0xe863, 0xf5b2, 0xf726, 0x095f, 0x1a07, 0x072c, 0xed9c, 0xf83e, 0x12a4, 0x1103, 0x0614, 0xf80f, 0xc877, 0xff60, - 0x1ced, 0xe338, 0x0cc7, 0xe310, 0x10f2, 0x0c88, 0xff63, 0x1441, 0xef77, 0x017f, 0x06d3, 0x1107, 0x0599, 0x13e9, 0x14f8, 0x0a2f, - 0xef46, 0xe70a, 0x0656, 0xe491, 0xfd0e, 0xf459, 0xf171, 0x0970, 0xf049, 0x10fb, 0xe448, 0xf347, 0xff56, 0x138c, 0x1188, 0xf71d, - 0x05c3, 0xfa2c, 0xfa73, 0x164f, 0x00f0, 0x09aa, 0xffc3, 0xfd99, 0x1a05, 0x0295, 0xdaac, 0x0afa, 0x279f, 0x0893, 0xfed0, 0x11c3, -}; - -uint16_t fully_connect_result_8[128] = { - 0x0109, 0xfd23, 0xfbe2, 0x0336, 0xfb6d, 0xfd70, 0xfb6b, 0x0291, 0xfe60, 0x0304, 0xfe5c, 0xfdb6, 0xff7e, 0xffab, 0xfdb9, 0x003a, - 0xfb7c, 0xff67, 0x02c9, 0x003d, 0x0812, 0x0174, 0x04de, 0x05a2, 0xfad2, 0xfea5, 0x0859, 0xfead, 0x03ab, 0xfc66, 0xfe54, 0xf9fd, - 0x05ce, 0xff0b, 0xfe16, 0xfdc2, 0xfb89, 0xfe2d, 0x0423, 0xfd94, 0xfe4a, 0x099c, 0x013b, 0x0016, 0x006b, 0x0463, 0xfccc, 0x049d, - 0x00a4, 0xff03, 0xff8a, 0xfde6, 0xfca9, 0xffd4, 0xfc96, 0xf8c7, 0x0136, 0xfe6f, 0xfee5, 0x00aa, 0x0430, 0x023b, 0xfed3, 0xf47a, - 0x03e0, 0x05b3, 0x026d, 0xfe0c, 0xfeaf, 0x01d5, 0x0151, 0x02ee, 0x0509, 0x00f8, 0x072a, 0x036b, 0xfd07, 0xfec4, 0x0215, 0xf8d7, - 0xfabc, 0x04e2, 0x05a8, 0xfd84, 0x005d, 0x0513, 0x03b9, 0x0112, 0xfd20, 0x030b, 0x01b9, 0xfb9e, 0x0426, 0x019e, 0xfdfe, 0xfcbe, - 0xfc20, 0x0449, 0x018b, 0x01ae, 0xf940, 0x01d2, 0x0169, 0xfe16, 0x0230, 0x0593, 0x02fb, 0x0197, 0xfc57, 0xfd4a, 0xff74, 0x032e, - 0x0392, 0x06d6, 0xfd3b, 0x002e, 0xfbfe, 0xffd4, 0x0041, 0xfe9d, 0xfcde, 0x0470, 0xff81, 0x0608, 0xfeae, 0x0720, 0xf784, 0x0069, -}; - -uint16_t fully_connect_result_9[127] = { - 0xfa20, 0xf6cb, 0xe906, 0x452e, 0xfbff, 0xbd39, 0x6851, 0xbcd5, 0x115c, 0xfed9, 0xad0a, 0x7265, 0x7bd4, 0x3e19, 0xdb19, 0xbdb6, - 0x8000, 0x0e23, 0x3925, 0x0fd2, 0x8000, 0xad8b, 0xe259, 0x32fd, 0x3ee8, 0xbb5c, 0xbd06, 0x30a7, 0x7fff, 0x7fff, 0xfd9e, 0x96fd, - 0xc332, 0x7fff, 0x3bba, 0xff1e, 0x08d5, 0xddf5, 0xea88, 0x0347, 0x23a8, 0xe4f8, 0xabd6, 0xf8e5, 0x1a5d, 0x0d86, 0x931e, 0x4784, - 0x8000, 0x3e9f, 0xeef6, 0xbb44, 0x7fff, 0x7a37, 0xcd3a, 0x641f, 0x27ae, 0xf72c, 0x7fff, 0xa447, 0x7fff, 0xf745, 0xce60, 0x7fff, - 0x8000, 0x53fd, 0x0599, 0xdbec, 0x043b, 0x5aca, 0x7fff, 0x484f, 0xd34b, 0xe9a5, 0x018c, 0x24b1, 0xc576, 0x8000, 0x5f47, 0x8297, - 0x8000, 0xeebd, 0x2405, 0x125e, 0x08d5, 0xbcac, 0x04a6, 0x7fff, 0xfa4c, 0xd1b2, 0x184d, 0x49dc, 0x08d9, 0xf415, 0x0161, 0x41d4, - 0xea79, 0x8000, 0x2c4c, 0x7fff, 0x8000, 0xe7df, 0x918a, 0xcbdc, 0x2f04, 0x10cf, 0x9e58, 0x96af, 0xbb7d, 0x50b6, 0xeb80, 0xe8dc, - 0x2f1c, 0x1dce, 0x45bb, 0x462a, 0x1d5d, 0x1bb9, 0x49b0, 0x46f4, 0x2fae, 0x1b0d, 0xc511, 0xd868, 0x1f5f, 0x245e, 0x6bd0, -}; - -uint16_t fully_connect_result_10[63] = { - 0x04c6, 0xf46f, 0x0e90, 0xfae8, 0x01bc, 0xf4e0, 0x2d36, 0xe40a, 0xf57e, 0x0f3b, 0x2504, 0x185e, 0x0117, 0x0b3e, 0x19ed, 0xfbb5, - 0xe283, 0x2629, 0xe847, 0x0231, 0xe413, 0xf113, 0x0363, 0xeeae, 0xe7cc, 0x1c42, 0x17ae, 0x0a5a, 0xff79, 0x17bc, 0xf13c, 0x13ae, - 0xe7db, 0xe8be, 0xfbb1, 0x042b, 0x0951, 0x00ec, 0xe602, 0xea54, 0xfcb3, 0x06d2, 0x08f8, 0x10d5, 0xde45, 0xfd81, 0x17d5, 0x0918, - 0x08cd, 0xf1c1, 0x0574, 0x08e9, 0xe29c, 0x202f, 0x11f6, 0x02c1, 0x0eaf, 0x04f3, 0x0f5f, 0xf550, 0xde6a, 0xf2b3, 0xebd8, -}; - -uint16_t fully_connect_result_11[127] = { - 0x0129, 0xff1d, 0x01da, 0x0149, 0xfe85, 0x001f, 0x0416, 0x01d0, 0x04bf, 0x0415, 0x034c, 0x03ac, 0x03e3, 0x01b2, 0x0131, 0xfe3f, - 0x02fe, 0xf9cb, 0xff62, 0xfd7f, 0xfda6, 0x0335, 0x00a5, 0x0138, 0xfeac, 0x0141, 0xff17, 0xfcaa, 0xfba2, 0xfc6c, 0x01d8, 0x0175, - 0x0094, 0x0451, 0xfe8f, 0x01ae, 0x0205, 0x025c, 0x04ca, 0xfd69, 0x0093, 0xfbd9, 0x058c, 0x00b3, 0xfeb8, 0xffde, 0x00c4, 0x01b4, - 0xfa6e, 0xfe46, 0x06aa, 0xff11, 0xff4f, 0xfe82, 0x0375, 0xfb0d, 0xfee1, 0x00ab, 0x0109, 0xff32, 0xff2c, 0xfed8, 0x02ed, 0xff47, - 0xfd97, 0x02cd, 0xfc53, 0xffe1, 0x03aa, 0xfd3a, 0x0261, 0x0137, 0x061c, 0xfd0c, 0xfd7a, 0xfc09, 0x0296, 0xfae3, 0x02c2, 0x0269, - 0xff57, 0x0655, 0xfeef, 0x04c7, 0xfea9, 0x01a0, 0x06f2, 0x0218, 0x0504, 0xff00, 0xfea3, 0xff9a, 0xfdb8, 0xffc9, 0x032c, 0x00cd, - 0x041d, 0x006e, 0x04f4, 0x0010, 0xff43, 0x0448, 0xf899, 0xfed1, 0xffb7, 0x016f, 0xfc51, 0xfd67, 0x0081, 0x004b, 0xfed2, 0x0104, - 0xf984, 0x0151, 0xf78a, 0xfc78, 0xff0e, 0xf765, 0xfdb9, 0x0354, 0x0442, 0xff61, 0xfc66, 0x0333, 0xfe81, 0x0141, 0x07a9, -}; diff --git a/tests/validation_xt800/valid_data/fully_data_q7.dat b/tests/validation_xt800/valid_data/fully_data_q7.dat deleted file mode 100644 index 38da2a85..00000000 --- a/tests/validation_xt800/valid_data/fully_data_q7.dat +++ /dev/null @@ -1,51621 +0,0 @@ -/* --------------------------------------------------------------------------- - * Copyright (C) 2016 CSKY Limited. All rights reserved. - * - * Redistribution and use of this software in source and binary forms, - * with or without modification, are permitted provided that the following - * conditions are met: - * * Redistributions of source code must retain the above copyright notice, - * this list of conditions and the following disclaimer. - * * Redistributions in binary form must reproduce the above copyright notice, - * this list of conditions and the following disclaimer in the documentation - * and/or other materials provided with the distribution. - * * Neither the name of CSKY Ltd. nor the names of CSKY's contributors may - * be used to endorse or promote products derived from this software without - * specific prior written permission of CSKY Ltd. - * - * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" - * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, - * THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR - * PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS - * BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, - * OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF - * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS - * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN - * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) - * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF - * THE POSSIBILITY OF SUCH DAMAGE. - * -------------------------------------------------------------------------- */ - /* python 3.6 - np.random.randint(-10, 10, size=(1, 512)) */ - -uint8_t fully_connect_bias_0[512] = { - 0x07, 0x02, 0xfa, 0xf7, 0xfc, 0x07, 0x03, 0x04, 0x08, 0x00, 0x08, 0x04, 0xfc, 0x05, 0xf7, 0x04, 0x02, 0x07, 0xf7, 0xf7, 0xfc, 0x09, 0x09, 0xfe, 0x01, 0xf7, 0x02, 0xfa, 0xf7, 0x01, 0xfc, 0x01, - 0x03, 0x09, 0xfd, 0xff, 0xfa, 0xf9, 0x00, 0xff, 0xff, 0x07, 0x04, 0x06, 0x06, 0xf7, 0x05, 0x00, 0xf6, 0xff, 0x02, 0x00, 0xf6, 0x04, 0xfd, 0xfd, 0xfd, 0x01, 0x01, 0x07, 0x09, 0xff, 0x04, 0x00, - 0xfa, 0xfb, 0xfe, 0x08, 0xfa, 0x04, 0xfd, 0xfd, 0xfa, 0x08, 0xf6, 0x04, 0xfe, 0xf6, 0xfd, 0xfc, 0x06, 0x01, 0xf7, 0x09, 0x02, 0x02, 0x00, 0x02, 0xfc, 0x01, 0x07, 0xfc, 0xf7, 0x02, 0x02, 0x04, - 0x01, 0xfd, 0xf8, 0x04, 0xff, 0x06, 0x07, 0x03, 0xf9, 0xf7, 0xf7, 0x02, 0xf9, 0x08, 0xf9, 0x00, 0x08, 0xf9, 0x05, 0xf7, 0x08, 0xf6, 0x01, 0xf6, 0x08, 0x04, 0xfe, 0xf8, 0xf9, 0x06, 0xfe, 0xfc, - 0xff, 0x03, 0x03, 0x03, 0x02, 0xfc, 0xf7, 0x07, 0x00, 0xfe, 0xf7, 0x03, 0x08, 0x04, 0xf7, 0xff, 0x09, 0x04, 0x08, 0x01, 0x00, 0xf6, 0x06, 0x00, 0x08, 0x04, 0x01, 0x09, 0xf6, 0x00, 0x06, 0xfb, - 0xff, 0xfa, 0x00, 0xfc, 0xf8, 0x08, 0xf9, 0x03, 0x03, 0xf8, 0xf9, 0x02, 0xf8, 0xfd, 0xf7, 0xfe, 0x04, 0xfa, 0xfa, 0xfe, 0x01, 0x04, 0x02, 0x05, 0x02, 0xfd, 0xfb, 0x05, 0x03, 0x09, 0xfb, 0xff, - 0x03, 0x06, 0xf6, 0x05, 0xfe, 0x08, 0x04, 0xf7, 0x02, 0x01, 0x05, 0xfb, 0xf6, 0xf8, 0xf6, 0xf6, 0xfe, 0x03, 0x03, 0x01, 0x09, 0x08, 0xfd, 0xfc, 0x00, 0x00, 0xf8, 0x08, 0x02, 0xf6, 0xf8, 0x02, - 0xfa, 0xff, 0xfc, 0xfb, 0xfc, 0x04, 0xfc, 0x08, 0x02, 0xfe, 0xf9, 0x08, 0xfd, 0xfc, 0xff, 0xf7, 0xf6, 0xfc, 0xfb, 0x03, 0xfa, 0xfb, 0x09, 0xfe, 0x07, 0x09, 0xfa, 0x09, 0xfb, 0x00, 0x09, 0x02, - 0xf7, 0x03, 0x07, 0x02, 0x08, 0x07, 0xfd, 0xf8, 0x07, 0xfd, 0x03, 0xfa, 0xf8, 0x00, 0x05, 0xfc, 0xff, 0xfc, 0x06, 0xf6, 0x07, 0xf7, 0xf9, 0xf6, 0xfb, 0xf8, 0xfa, 0x09, 0xfb, 0x09, 0xf6, 0xf6, - 0xff, 0x05, 0x04, 0x04, 0x03, 0xf8, 0xf6, 0xf7, 0x01, 0xf8, 0x09, 0x04, 0x07, 0xfe, 0xf9, 0x03, 0xff, 0xf7, 0xf9, 0xfd, 0x08, 0x03, 0x09, 0x02, 0x03, 0x03, 0xf9, 0xf6, 0x02, 0xfa, 0xfc, 0x08, - 0x08, 0x03, 0x06, 0x02, 0x02, 0x01, 0x06, 0xff, 0x06, 0x03, 0x04, 0xfc, 0x03, 0xf6, 0x04, 0xfb, 0x09, 0xf7, 0xfc, 0x01, 0x09, 0xf7, 0x04, 0xfc, 0x04, 0x01, 0xfb, 0xff, 0xf6, 0xff, 0x00, 0x05, - 0xf6, 0xf7, 0xf8, 0x09, 0xf8, 0x05, 0x03, 0xfc, 0xff, 0xfd, 0xfd, 0x06, 0x03, 0xff, 0x09, 0xf7, 0x02, 0xfd, 0x01, 0xfa, 0xf6, 0x06, 0xfd, 0x02, 0xfa, 0xfc, 0x08, 0xf8, 0xff, 0xf8, 0xff, 0x03, - 0x01, 0xfc, 0xfd, 0x08, 0x07, 0x02, 0xf9, 0x04, 0xf6, 0xfd, 0x03, 0x02, 0x06, 0xfb, 0x01, 0xfc, 0x09, 0x04, 0xf9, 0xfa, 0xfb, 0xfc, 0x02, 0xf8, 0xfe, 0x03, 0x08, 0x00, 0xf9, 0xff, 0x06, 0x00, - 0xf8, 0x05, 0xf9, 0x04, 0x02, 0x09, 0xf9, 0x05, 0x04, 0x09, 0x08, 0xfa, 0xff, 0xf8, 0xf7, 0xfc, 0xfe, 0xfc, 0xf6, 0xf7, 0xfc, 0x06, 0x00, 0x08, 0x01, 0xfa, 0x09, 0xf7, 0xfc, 0xfa, 0x02, 0x03, - 0xfe, 0xfc, 0xf8, 0xfa, 0x07, 0xfd, 0xff, 0xfe, 0x06, 0x06, 0xf9, 0x02, 0x06, 0xf7, 0xfd, 0x09, 0x02, 0xf6, 0x04, 0x09, 0xfd, 0xfa, 0xfa, 0x01, 0x02, 0xf7, 0xf7, 0x03, 0xf7, 0xf8, 0xf8, 0xfe, - 0x01, 0x05, 0x09, 0xf7, 0x04, 0x04, 0xfa, 0xfa, 0x02, 0x08, 0x01, 0xf9, 0x02, 0x01, 0x05, 0xfd, 0x05, 0x00, 0x06, 0x02, 0x08, 0xf8, 0x01, 0x07, 0xf7, 0x07, 0x00, 0x07, 0xfa, 0x02, 0x04, 0x05, -}; - -uint8_t fully_connect_bias_1[512] = { - 0x03, 0x02, 0xfa, 0xfc, 0x07, 0xf9, 0x01, 0x08, 0x06, 0xfe, 0x00, 0xf6, 0x01, 0xf8, 0xfa, 0x07, 0x04, 0x08, 0xfd, 0x06, 0xfa, 0x06, 0x08, 0x01, 0x07, 0x06, 0xfa, 0x06, 0xfd, 0xf6, 0xfd, 0x09, - 0xfb, 0x04, 0xfa, 0x07, 0x00, 0x04, 0xfd, 0xfd, 0xff, 0x03, 0xfe, 0xff, 0xf9, 0x03, 0xf6, 0x05, 0x07, 0x00, 0x04, 0xff, 0x01, 0xf8, 0xfd, 0xf8, 0xf7, 0x05, 0xff, 0xfb, 0xfd, 0xfc, 0xfa, 0xfc, - 0x01, 0xf7, 0x03, 0x07, 0xfd, 0x07, 0xf9, 0xf9, 0x09, 0x01, 0x09, 0x07, 0x08, 0xfd, 0x05, 0x06, 0xfe, 0xf7, 0xf9, 0x06, 0xf7, 0xfb, 0x08, 0xfd, 0x06, 0x09, 0xfa, 0x09, 0x07, 0xff, 0x01, 0xfb, - 0x04, 0x04, 0xf8, 0xfd, 0x01, 0x09, 0x02, 0x08, 0xf6, 0xfd, 0xfd, 0xfd, 0xff, 0xf7, 0xf6, 0x07, 0xfa, 0xfc, 0x06, 0xf6, 0x08, 0xfc, 0x01, 0xfa, 0x03, 0xf8, 0x06, 0xfc, 0x00, 0x08, 0xff, 0x07, - 0xfe, 0xfd, 0xff, 0x02, 0xfc, 0x03, 0x03, 0x03, 0xf9, 0x07, 0xf6, 0xff, 0xfd, 0xfc, 0xff, 0xfd, 0x04, 0xfd, 0x07, 0xfc, 0xff, 0x06, 0xfe, 0xf8, 0x07, 0x03, 0xfd, 0x08, 0x05, 0xf9, 0xfc, 0xfb, - 0x08, 0x09, 0xf7, 0x02, 0xf7, 0x08, 0xf6, 0xfe, 0x06, 0xf8, 0x03, 0xf9, 0x00, 0x03, 0x02, 0xfd, 0xfb, 0xf6, 0x08, 0x04, 0xfd, 0xf9, 0x06, 0xfd, 0x09, 0x08, 0xf9, 0xf8, 0x03, 0xfa, 0xf9, 0xf9, - 0xfa, 0x08, 0x02, 0x07, 0x07, 0x03, 0xf6, 0x07, 0x01, 0x01, 0xfc, 0x08, 0xfd, 0x09, 0xfe, 0x09, 0xfe, 0xf6, 0x06, 0x00, 0xf9, 0x05, 0xfb, 0xff, 0xfc, 0x06, 0xf7, 0xf7, 0x07, 0xf9, 0x01, 0xf7, - 0x04, 0xfd, 0xfa, 0xfd, 0x01, 0x00, 0xfd, 0xfa, 0xfa, 0x02, 0x06, 0x06, 0x01, 0x08, 0x04, 0xfe, 0x03, 0x07, 0x05, 0xfd, 0xfa, 0xf9, 0xfe, 0xfd, 0x00, 0x08, 0xfe, 0x00, 0x01, 0x08, 0x02, 0x07, - 0x09, 0x00, 0x06, 0xfe, 0xfd, 0x05, 0xfd, 0xfe, 0x02, 0x02, 0xfd, 0xfc, 0xf7, 0xff, 0xf7, 0xfb, 0xff, 0x09, 0x02, 0xfb, 0xf6, 0xf8, 0x04, 0xf8, 0xfe, 0x04, 0x08, 0x00, 0xf7, 0xff, 0x09, 0xfd, - 0xf7, 0x05, 0xfd, 0x05, 0xfb, 0x03, 0x09, 0x03, 0xfa, 0x09, 0x00, 0xfd, 0x06, 0x04, 0xff, 0x01, 0xfd, 0x01, 0x06, 0x01, 0xf7, 0xfb, 0xfb, 0xfb, 0x05, 0x02, 0xf7, 0x03, 0xfe, 0x08, 0x01, 0x07, - 0xfd, 0x09, 0x00, 0xf6, 0x09, 0x07, 0x09, 0xfd, 0x09, 0x06, 0x07, 0xfa, 0xfb, 0x05, 0x08, 0x08, 0xfa, 0xfc, 0xff, 0xfa, 0x02, 0xf8, 0x08, 0x01, 0x09, 0x04, 0x01, 0xfb, 0xfc, 0xfc, 0x09, 0xfd, - 0x01, 0x02, 0x04, 0xf7, 0x02, 0x00, 0xf9, 0x00, 0xfb, 0xf6, 0xfa, 0x09, 0x06, 0xfb, 0xf6, 0xf9, 0xf7, 0x09, 0x07, 0xf7, 0x04, 0x02, 0xfb, 0xf8, 0x03, 0xf6, 0xf7, 0xf8, 0x07, 0xf8, 0xf9, 0x00, - 0x00, 0x04, 0xf8, 0xf8, 0xfb, 0xfc, 0xfd, 0xfb, 0x04, 0xff, 0xf6, 0x08, 0xf6, 0xfa, 0xfa, 0xfa, 0x07, 0x02, 0xfc, 0x03, 0xfc, 0xfa, 0x07, 0x06, 0x06, 0xfb, 0x09, 0x09, 0x04, 0xfb, 0xfd, 0x04, - 0x06, 0xfd, 0x00, 0xfa, 0xf9, 0xf9, 0xfe, 0xf9, 0x09, 0xf7, 0xff, 0x07, 0x09, 0xfc, 0xfa, 0x06, 0x08, 0x02, 0xff, 0xfe, 0xfe, 0xf6, 0xfc, 0xf6, 0xfe, 0x02, 0xfe, 0x03, 0xf7, 0xfa, 0x07, 0x07, - 0x07, 0xfa, 0x01, 0xf9, 0x08, 0xfa, 0xfb, 0xfc, 0x05, 0xfa, 0x02, 0xfb, 0xf6, 0x00, 0x08, 0xf7, 0xf8, 0xff, 0xfc, 0x05, 0xf7, 0x00, 0xfa, 0xfc, 0xff, 0x02, 0x06, 0x02, 0xfa, 0xfe, 0xf6, 0x01, - 0x06, 0xff, 0x07, 0xf8, 0x00, 0x00, 0xff, 0x06, 0xf7, 0xfc, 0xf7, 0xff, 0x07, 0xfb, 0xfb, 0x07, 0x00, 0xf6, 0x08, 0xf9, 0xfa, 0x07, 0xf8, 0x02, 0xf8, 0xfb, 0xfb, 0xfd, 0x09, 0x05, 0xfa, 0x06, -}; - -uint8_t fully_connect_bias_2[512] = { - 0xfb, 0xf7, 0xfb, 0xf7, 0x07, 0xfe, 0x00, 0xfb, 0x01, 0xfd, 0x08, 0x05, 0xf9, 0x00, 0xfe, 0x04, 0xf9, 0xf7, 0xfd, 0xfb, 0x04, 0x04, 0xf6, 0xf9, 0x07, 0x02, 0x09, 0x05, 0x07, 0xfe, 0x06, 0x07, - 0x07, 0xff, 0xf7, 0xfa, 0x09, 0xfe, 0x04, 0x01, 0x08, 0xff, 0x09, 0x02, 0x04, 0xfd, 0xfa, 0x07, 0xf8, 0x01, 0xff, 0x01, 0x09, 0xf9, 0x03, 0xfd, 0xf8, 0x01, 0x07, 0xfe, 0x00, 0x01, 0x09, 0xf6, - 0x09, 0x04, 0x06, 0xfb, 0xff, 0x03, 0x03, 0x00, 0x09, 0xfd, 0x02, 0xf8, 0xff, 0xf9, 0xff, 0xfc, 0x09, 0xfd, 0x05, 0x06, 0xfa, 0xfc, 0xf8, 0xfd, 0xff, 0x09, 0xf6, 0x08, 0xfa, 0x06, 0x02, 0xff, - 0xff, 0xfa, 0x03, 0x04, 0x07, 0x02, 0x01, 0x06, 0xfd, 0x04, 0x05, 0x09, 0x01, 0xfa, 0x03, 0xf6, 0x02, 0x09, 0xfe, 0xfc, 0x06, 0x05, 0xfb, 0xfe, 0x03, 0xfc, 0x08, 0x08, 0xf9, 0x03, 0xf7, 0xfd, - 0xfa, 0xf7, 0xf6, 0xf9, 0xfe, 0xfa, 0x04, 0x01, 0xff, 0xff, 0x03, 0xff, 0xf9, 0x09, 0x07, 0xf8, 0x00, 0x03, 0xfb, 0xf7, 0xfb, 0xfd, 0xfb, 0x06, 0xfe, 0x07, 0x08, 0x04, 0x07, 0x08, 0x02, 0xf9, - 0xfa, 0xfa, 0xff, 0xfb, 0x05, 0xfd, 0xf9, 0xf9, 0xff, 0x01, 0x07, 0x07, 0xf6, 0x00, 0xfe, 0xfb, 0xfc, 0xf8, 0x03, 0x05, 0x04, 0xf6, 0x01, 0xf6, 0xf7, 0xf9, 0xf6, 0x05, 0xfa, 0xfc, 0x02, 0x07, - 0x05, 0xfd, 0x02, 0x03, 0x01, 0xf8, 0xfd, 0xfe, 0x06, 0xf9, 0xf8, 0x07, 0xff, 0x04, 0xfe, 0x02, 0xfe, 0xf9, 0xfd, 0xf8, 0xfd, 0x06, 0xfc, 0x04, 0x05, 0x03, 0xf6, 0xff, 0xff, 0x08, 0xff, 0xfd, - 0xff, 0xf9, 0x03, 0xfe, 0xff, 0xfd, 0xfb, 0x03, 0x08, 0x06, 0x08, 0x07, 0x08, 0x06, 0xf9, 0xfa, 0x07, 0xfb, 0x00, 0xfa, 0x06, 0x04, 0xf6, 0xf6, 0x03, 0xfa, 0xf8, 0x07, 0x00, 0xfd, 0x01, 0xfd, - 0x00, 0xf6, 0x01, 0xfb, 0x07, 0x02, 0x02, 0x01, 0xfc, 0xfe, 0xf7, 0x07, 0x04, 0x08, 0x08, 0xfe, 0x03, 0x01, 0x04, 0x09, 0x03, 0xfc, 0x03, 0x05, 0x03, 0x08, 0x06, 0x02, 0xf8, 0xf6, 0x00, 0x00, - 0xf7, 0xfd, 0x05, 0x01, 0x09, 0x05, 0x05, 0xfe, 0xfc, 0x02, 0x07, 0xf7, 0xfc, 0xfe, 0x01, 0x01, 0x04, 0x03, 0x02, 0xfb, 0xf7, 0xfb, 0x02, 0xfa, 0x04, 0x04, 0x06, 0xfd, 0xf9, 0x00, 0x03, 0x08, - 0x01, 0x02, 0xfe, 0xf6, 0xf8, 0xf6, 0x08, 0xfe, 0xfa, 0x07, 0x05, 0x02, 0x09, 0xf6, 0xfc, 0x07, 0xf6, 0xff, 0xfa, 0x09, 0x02, 0x00, 0xf7, 0x03, 0x06, 0xfb, 0x06, 0xff, 0xfa, 0x02, 0xff, 0x03, - 0xf7, 0xf8, 0xf9, 0xf8, 0x02, 0x04, 0xf7, 0xf8, 0xf6, 0xfe, 0xf6, 0x06, 0x04, 0x02, 0xfe, 0xff, 0x05, 0xf7, 0xf9, 0xfd, 0x02, 0x02, 0xf8, 0x04, 0xfb, 0xfc, 0xf8, 0xfc, 0x06, 0xfe, 0xfd, 0xff, - 0x05, 0x01, 0xff, 0x02, 0xfb, 0x05, 0xfe, 0x03, 0xfd, 0x09, 0xfd, 0xff, 0xf8, 0xf8, 0x00, 0x03, 0xf6, 0xfb, 0x00, 0x06, 0x00, 0x00, 0xfe, 0xfb, 0x08, 0xf8, 0x03, 0x00, 0x03, 0x02, 0xfa, 0x03, - 0xf6, 0x08, 0xf9, 0xf7, 0x02, 0x07, 0x08, 0x01, 0xfe, 0x07, 0xfe, 0xfa, 0xfc, 0xfa, 0x01, 0x08, 0x05, 0xfd, 0xfd, 0x08, 0xfe, 0x05, 0x00, 0xff, 0x05, 0xfe, 0xfd, 0xfb, 0x03, 0x05, 0x06, 0xfc, - 0x09, 0x05, 0xfd, 0x04, 0x03, 0x06, 0x05, 0xfd, 0xfd, 0xf7, 0xfd, 0xf6, 0xf7, 0xfa, 0xfa, 0x07, 0x03, 0xfd, 0x07, 0xf7, 0x06, 0x09, 0xfb, 0xf9, 0x00, 0x04, 0x01, 0xf7, 0xf9, 0xf7, 0x03, 0xfb, - 0xfa, 0xf9, 0xf9, 0x03, 0xff, 0xfe, 0xfd, 0xf6, 0xfb, 0xf8, 0xf7, 0xfc, 0xfe, 0x06, 0x09, 0xff, 0xff, 0xfe, 0x06, 0x05, 0xf8, 0xf8, 0xf8, 0x09, 0xfc, 0x06, 0x01, 0xfe, 0xfc, 0xfc, 0x08, 0xfd, -}; - - /* python 3.6 - np.random.randint(0, 100, size=(1, 1024)) */ - -uint8_t fully_connect_input_0[1024] = { - 0x5c, 0x00, 0x48, 0x59, 0x22, 0x15, 0x52, 0x2f, 0x0a, 0x29, 0x05, 0x5a, 0x39, 0x4a, 0x51, 0x50, 0x2a, 0x2f, 0x00, 0x41, 0x21, 0x2e, 0x4f, 0x62, 0x28, 0x61, 0x11, 0x0b, 0x16, 0x5c, 0x28, 0x58, - 0x25, 0x1f, 0x12, 0x05, 0x15, 0x50, 0x1f, 0x5b, 0x32, 0x44, 0x26, 0x5c, 0x2d, 0x55, 0x2e, 0x3a, 0x10, 0x33, 0x5e, 0x3e, 0x2d, 0x21, 0x57, 0x39, 0x4b, 0x37, 0x09, 0x5e, 0x0e, 0x5a, 0x4e, 0x07, - 0x09, 0x61, 0x26, 0x5f, 0x11, 0x60, 0x23, 0x42, 0x47, 0x59, 0x46, 0x13, 0x2b, 0x3f, 0x54, 0x23, 0x32, 0x10, 0x0e, 0x48, 0x2c, 0x1d, 0x04, 0x35, 0x39, 0x33, 0x58, 0x24, 0x04, 0x45, 0x17, 0x0b, - 0x06, 0x52, 0x4c, 0x5d, 0x18, 0x28, 0x06, 0x0e, 0x60, 0x39, 0x40, 0x2f, 0x4e, 0x61, 0x0d, 0x03, 0x41, 0x5b, 0x3d, 0x0b, 0x12, 0x05, 0x54, 0x07, 0x1d, 0x4f, 0x48, 0x3d, 0x53, 0x4d, 0x57, 0x1f, - 0x3a, 0x5a, 0x04, 0x58, 0x19, 0x16, 0x09, 0x16, 0x46, 0x49, 0x55, 0x5f, 0x35, 0x17, 0x16, 0x4a, 0x3e, 0x49, 0x56, 0x63, 0x09, 0x4e, 0x1a, 0x35, 0x52, 0x5c, 0x0f, 0x2f, 0x45, 0x5f, 0x48, 0x58, - 0x28, 0x1e, 0x0f, 0x0c, 0x18, 0x2a, 0x4e, 0x5d, 0x35, 0x37, 0x1d, 0x17, 0x0a, 0x1e, 0x0c, 0x11, 0x4f, 0x17, 0x59, 0x1f, 0x21, 0x2c, 0x3d, 0x0a, 0x0f, 0x31, 0x55, 0x50, 0x06, 0x5e, 0x4d, 0x4d, - 0x07, 0x1d, 0x24, 0x04, 0x3f, 0x37, 0x5c, 0x4a, 0x1d, 0x57, 0x32, 0x56, 0x57, 0x24, 0x1d, 0x0a, 0x10, 0x3c, 0x20, 0x4f, 0x1e, 0x09, 0x41, 0x02, 0x10, 0x10, 0x3e, 0x19, 0x1a, 0x1e, 0x45, 0x46, - 0x3a, 0x57, 0x34, 0x29, 0x0d, 0x10, 0x62, 0x55, 0x62, 0x1b, 0x54, 0x21, 0x00, 0x25, 0x2e, 0x41, 0x23, 0x4d, 0x4a, 0x16, 0x5a, 0x63, 0x54, 0x5f, 0x3f, 0x10, 0x44, 0x52, 0x01, 0x30, 0x3a, 0x42, - 0x07, 0x51, 0x54, 0x4a, 0x5b, 0x25, 0x3d, 0x26, 0x5e, 0x14, 0x39, 0x20, 0x58, 0x17, 0x31, 0x2c, 0x09, 0x45, 0x1c, 0x2d, 0x0d, 0x27, 0x05, 0x37, 0x0e, 0x0e, 0x06, 0x31, 0x59, 0x2e, 0x4e, 0x53, - 0x00, 0x48, 0x41, 0x2b, 0x05, 0x48, 0x4e, 0x29, 0x2b, 0x2f, 0x60, 0x59, 0x15, 0x57, 0x22, 0x1c, 0x29, 0x23, 0x42, 0x51, 0x2c, 0x4c, 0x31, 0x2e, 0x45, 0x40, 0x34, 0x35, 0x62, 0x10, 0x60, 0x53, - 0x40, 0x58, 0x50, 0x39, 0x26, 0x49, 0x28, 0x15, 0x44, 0x13, 0x24, 0x5e, 0x43, 0x14, 0x27, 0x56, 0x5f, 0x5c, 0x55, 0x2b, 0x56, 0x63, 0x5f, 0x43, 0x30, 0x25, 0x5e, 0x33, 0x24, 0x2a, 0x13, 0x3b, - 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-uint8_t fully_connect_input_2[1024] = { - 0x44, 0x4c, 0x28, 0x12, 0x30, 0x47, 0x3c, 0x41, 0x0a, 0x12, 0x1d, 0x04, 0x02, 0x4e, 0x48, 0x30, 0x2b, 0x32, 0x2b, 0x4a, 0x45, 0x24, 0x00, 0x05, 0x5b, 0x43, 0x26, 0x2c, 0x32, 0x5f, 0x0a, 0x05, - 0x52, 0x27, 0x60, 0x48, 0x54, 0x4f, 0x25, 0x1b, 0x5d, 0x0a, 0x5d, 0x1d, 0x1e, 0x14, 0x48, 0x47, 0x1c, 0x1f, 0x54, 0x34, 0x63, 0x29, 0x60, 0x51, 0x55, 0x17, 0x14, 0x02, 0x1f, 0x1c, 0x03, 0x5f, - 0x12, 0x23, 0x56, 0x4d, 0x13, 0x30, 0x5d, 0x4b, 0x44, 0x3a, 0x59, 0x45, 0x23, 0x3a, 0x11, 0x2b, 0x08, 0x4f, 0x60, 0x15, 0x27, 0x55, 0x20, 0x2d, 0x4f, 0x35, 0x63, 0x1a, 0x29, 0x32, 0x0e, 0x05, - 0x4f, 0x18, 0x0c, 0x0a, 0x2c, 0x0d, 0x1a, 0x35, 0x61, 0x0e, 0x46, 0x3d, 0x29, 0x50, 0x42, 0x23, 0x37, 0x63, 0x27, 0x0c, 0x10, 0x5a, 0x3f, 0x49, 0x45, 0x51, 0x52, 0x20, 0x20, 0x3e, 0x30, 0x0c, - 0x4e, 0x3c, 0x43, 0x4c, 0x1e, 0x54, 0x4d, 0x3f, 0x1e, 0x5c, 0x13, 0x07, 0x08, 0x54, 0x2f, 0x57, 0x34, 0x16, 0x15, 0x5d, 0x34, 0x46, 0x1d, 0x2f, 0x10, 0x63, 0x08, 0x3b, 0x50, 0x36, 0x29, 0x4d, - 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0x36, 0xb7, 0x21, 0xfd, 0x13, 0x38, 0x4e, 0x04, 0x53, 0xa4, 0x0e, 0x49, 0xac, 0x31, 0xb7, 0x1c, 0x38, 0xc3, 0x11, 0x46, 0x2e, 0xba, 0xc6, 0xe3, 0x21, 0xa9, 0x63, 0x29, 0x63, 0xe5, 0x04, 0xac, - 0xb0, 0xc5, 0xb3, 0x4f, 0x58, 0x0b, 0xba, 0x57, 0x2e, 0x11, 0xf2, 0xa1, 0xbc, 0x34, 0xb1, 0xb8, 0xd7, 0xb1, 0x08, 0xa7, 0x1a, 0xc0, 0xe0, 0xde, 0x0f, 0x19, 0x44, 0xf2, 0x45, 0x1e, 0xb2, 0x46, - 0x63, 0xb2, 0xf5, 0xaf, 0xea, 0x0a, 0x15, 0xcf, 0x00, 0xba, 0x16, 0xa1, 0xdc, 0xa1, 0xd3, 0xe6, 0x32, 0x0b, 0x33, 0x47, 0xe5, 0x9c, 0x5c, 0xcd, 0xc5, 0x53, 0xc7, 0xfb, 0xf7, 0xad, 0x1f, 0xa7, - 0xc3, 0x11, 0x5c, 0x63, 0xdc, 0xc3, 0x09, 0xed, 0x08, 0x1b, 0x10, 0x24, 0x1b, 0x5a, 0x03, 0x58, 0x9f, 0x2b, 0x34, 0x0e, 0x15, 0xfe, 0x26, 0xb6, 0xfb, 0x2a, 0xaf, 0x4d, 0x9c, 0xf9, 0x2c, 0xe5, - 0xed, 0xd2, 0x26, 0xd2, 0xb3, 0xec, 0x5c, 0xac, 0x0f, 0x61, 0xaa, 0xce, 0x04, 0x28, 0x57, 0xf6, 0xcc, 0x06, 0x23, 0x0d, 0x50, 0xb2, 0x52, 0xe7, 0xef, 0x05, 0xf6, 0x02, 0xe9, 0x21, 0xe6, 0x26, - 0x5f, 0xd0, 0xc1, 0x1e, 0x42, 0x0c, 0x5e, 0xdd, 0x5a, 0x16, 0xd7, 0xfe, 0xeb, 0x37, 0xdd, 0xa6, 0xaa, 0xad, 0x00, 0xfc, 0xbc, 0x16, 0x54, 0xe9, 0x48, 0xe3, 0xd9, 0x26, 0xc8, 0x08, 0x62, 0xa6, - 0xa8, 0x51, 0x48, 0xcb, 0xa8, 0x19, 0x58, 0x4d, 0xe5, 0x03, 0x43, 0x25, 0xe8, 0xca, 0x19, 0xd0, 0xf2, 0xed, 0xd0, 0xd8, 0x1c, 0x3b, 0x23, 0xf9, 0x62, 0x1d, 0xbb, 0xb8, 0xc5, 0xb9, 0xd7, 0xf9, - 0x31, 0x5a, 0x2a, 0xc3, 0xb9, 0x4e, 0xa5, 0xfb, 0x56, 0xd5, 0xa3, 0xe5, 0xe2, 0xc6, 0xdc, 0xfe, 0x27, 0xaf, 0xbc, 0x38, 0x18, 0xf4, 0xa6, 0x27, 0xf6, 0x4a, 0x4b, 0x10, 0x13, 0x0c, 0x27, 0x36, - 0xb5, 0x31, 0xf9, 0xe8, 0xc4, 0x15, 0x27, 0x36, 0x08, 0x1b, 0xe7, 0xfa, 0xe4, 0x5e, 0xd8, 0x11, 0x58, 0x1a, 0x1d, 0x30, 0xcd, 0xff, 0x0f, 0x45, 0x3c, 0xc4, 0xe9, 0x00, 0x41, 0xcd, 0xeb, 0x2d, - 0xa3, 0x56, 0x4e, 0xb9, 0xa2, 0xbe, 0xca, 0x2b, 0xad, 0x44, 0x28, 0x3c, 0xde, 0x5f, 0x62, 0xcb, 0x0b, 0xbc, 0xf9, 0x2f, 0x3d, 0x19, 0x45, 0x32, 0x1a, 0xa3, 0x16, 0x48, 0x5c, 0x9f, 0xe6, 0xf2, - 0xe9, 0x10, 0xe8, 0x3e, 0x5d, 0x9e, 0xd7, 0xbc, 0xf5, 0x28, 0xab, 0x04, 0xb4, 0x60, 0x41, 0xa6, 0x48, 0xa1, 0xa6, 0x26, 0x44, 0x41, 0xb7, 0xb4, 0xb8, 0x42, 0xc5, 0x62, 0x30, 0x5c, 0x31, 0x4d, - 0xf7, 0x17, 0x4a, 0xdc, 0x40, 0x2b, 0x59, 0xf2, 0xd8, 0xdf, 0xa8, 0xfd, 0x10, 0xad, 0xc1, 0xe5, 0xe7, 0xfb, 0x4b, 0xdb, 0xcd, 0xbb, 0xc9, 0x53, 0x07, 0xc1, 0xce, 0x44, 0x59, 0x45, 0x5a, 0xb5, - 0x9e, 0x33, 0x9d, 0x5c, 0x10, 0x9f, 0xd4, 0x61, 0x4e, 0x2a, 0x34, 0xe5, 0x07, 0x1c, 0x0c, 0xcd, 0x2d, 0x14, 0x45, 0xf0, 0x56, 0xc7, 0x01, 0x2a, 0x9d, 0x9e, 0xa9, 0x20, 0x3d, 0xc7, 0xeb, 0xff, - 0xda, 0xf0, 0x06, 0x26, 0x00, 0xff, 0x2f, 0xd2, 0xaf, 0x52, 0xc1, 0xe9, 0x18, 0xdd, 0xb6, 0xa5, 0x0f, 0xf8, 0x52, 0x3d, 0x5f, 0xd5, 0xaa, 0xe2, 0x21, 0xbe, 0x14, 0xc3, 0xb5, 0xbd, 0xe6, 0xb8, - 0x02, 0x3c, 0xd6, 0x51, 0x42, 0x4c, 0xcd, 0xc8, 0xe0, 0xb4, 0xe5, 0xde, 0xfc, 0x22, 0xc1, 0x09, 0xc1, 0xd7, 0x13, 0x18, 0x26, 0xa1, 0x0d, 0x1f, 0xb3, 0x43, 0xdb, 0x0a, 0xa1, 0x62, 0xbf, 0xef, - 0xd8, 0x13, 0xe2, 0x23, 0xf1, 0xfd, 0xf3, 0xa9, 0xf7, 0x16, 0xca, 0xa5, 0x08, 0x23, 0xd7, 0x2a, 0x33, 0x1a, 0xc4, 0x38, 0xcb, 0xff, 0x2b, 0xdb, 0x57, 0x11, 0xa0, 0xb4, 0x03, 0xba, 0x08, 0x63, - 0x28, 0x02, 0xef, 0xdf, 0xa9, 0x28, 0xc0, 0xce, 0x9d, 0xea, 0x50, 0x23, 0xe0, 0xf1, 0x2c, 0x61, 0x50, 0xbf, 0xd6, 0xd6, 0xdc, 0x9d, 0x2b, 0xfd, 0x60, 0x25, 0xc2, 0x5c, 0xe6, 0x03, 0xb6, 0x37, - 0x58, 0xdb, 0xc8, 0x55, 0x34, 0xf0, 0xeb, 0xfe, 0x1e, 0x1a, 0x57, 0xf6, 0x09, 0xd0, 0x12, 0xe4, 0xea, 0xec, 0xbf, 0x08, 0x1d, 0x10, 0xdf, 0x20, 0xe4, 0x0d, 0xe4, 0xcc, 0xb8, 0xe2, 0x1a, 0x13, - 0xe2, 0x9c, 0xca, 0xbd, 0xde, 0xdd, 0xf8, 0x12, 0x1e, 0xec, 0x23, 0xfa, 0x15, 0x20, 0xdd, 0xec, 0xda, 0x21, 0xc8, 0x33, 0xe8, 0x9f, 0x47, 0xf6, 0x28, 0x43, 0xbd, 0xff, 0x13, 0x9f, 0x13, 0x0d, - 0xd8, 0xbe, 0x14, 0x5a, 0x58, 0x45, 0x38, 0xb1, 0x29, 0x46, 0xec, 0xfb, 0xb8, 0xb3, 0xc7, 0xd9, 0xcd, 0xa9, 0xe6, 0x51, 0xd1, 0x55, 0xc6, 0x56, 0xb0, 0x1d, 0x44, 0x06, 0x12, 0xed, 0x51, 0xeb, -}; - -uint8_t fully_connect_weight_1[512*1024] = { - 0xfd, 0xf7, 0xa9, 0xf4, 0x2d, 0x51, 0x43, 0xd3, 0x09, 0x28, 0xea, 0xf0, 0x9e, 0x34, 0x01, 0xb1, 0xb3, 0x04, 0x07, 0xff, 0xde, 0xe4, 0x14, 0xdd, 0x4a, 0xfd, 0xd9, 0xe5, 0x0b, 0xef, 0x9f, 0xf7, - 0x1e, 0xbb, 0x5a, 0xdc, 0x23, 0xbb, 0xf5, 0x4e, 0x26, 0x2c, 0x57, 0x61, 0xc4, 0x00, 0x0f, 0xa2, 0x38, 0xaf, 0x1c, 0x5a, 0xca, 0x3f, 0xd5, 0x30, 0xbf, 0x49, 0x2e, 0x46, 0xeb, 0xc3, 0x11, 0x4b, - 0x14, 0x08, 0xda, 0xb0, 0x35, 0x29, 0x12, 0xf2, 0xaa, 0xb2, 0x1e, 0xaa, 0x59, 0x47, 0x35, 0xe6, 0x3c, 0xf0, 0xe7, 0x4e, 0xd5, 0x01, 0x56, 0xd9, 0x61, 0x20, 0xba, 0x58, 0x48, 0xfe, 0xb5, 0x2c, - 0x62, 0xad, 0xe2, 0x14, 0x0e, 0xce, 0xf9, 0x35, 0x63, 0xf5, 0xf4, 0x22, 0xfd, 0xcf, 0x52, 0x9f, 0x9f, 0xbc, 0xff, 0xe0, 0xc3, 0xee, 0xea, 0x9f, 0xf5, 0xd5, 0x12, 0xac, 0x14, 0x62, 0xc9, 0xd5, - 0xb0, 0x49, 0xea, 0xf1, 0xd9, 0x52, 0x28, 0x0a, 0x4b, 0xbd, 0x20, 0xab, 0x3c, 0x9e, 0x44, 0x45, 0xd2, 0x33, 0xc5, 0x5a, 0x00, 0x23, 0x0e, 0xe2, 0xff, 0xb0, 0x27, 0xe3, 0x2f, 0x5f, 0x4a, 0x53, - 0x9e, 0xcd, 0xd6, 0x42, 0xd3, 0xba, 0xb5, 0x4c, 0xbe, 0x1b, 0xf8, 0xa0, 0x40, 0x2a, 0xbf, 0x39, 0x9d, 0x54, 0x02, 0xba, 0xd0, 0x09, 0xb6, 0x59, 0x33, 0xae, 0x43, 0xc6, 0xa3, 0x08, 0xe2, 0xdb, - 0x4d, 0x57, 0xb1, 0x1d, 0x3f, 0x5d, 0x5f, 0xa7, 0xbd, 0xc2, 0xa4, 0x47, 0xd1, 0xe8, 0x1e, 0xb7, 0x0b, 0xb7, 0x3c, 0x15, 0x17, 0xcc, 0xc0, 0xec, 0xba, 0xdd, 0x03, 0xfc, 0x1a, 0x00, 0xfb, 0xea, - 0xb1, 0x48, 0x5b, 0xe6, 0x1c, 0xa1, 0xd8, 0xea, 0xe9, 0x5c, 0x08, 0x63, 0x9f, 0x9c, 0xa2, 0x17, 0xe1, 0xfc, 0xac, 0x5e, 0x21, 0xfc, 0xd8, 0x51, 0x55, 0x1b, 0x4c, 0xf4, 0xa2, 0x44, 0x2f, 0x16, - 0x1f, 0x24, 0x04, 0x58, 0x1d, 0xd5, 0x53, 0xff, 0xf4, 0x32, 0xb3, 0xdd, 0xa1, 0xd3, 0x51, 0x2d, 0x9f, 0xbc, 0xe8, 0xc5, 0xf4, 0xc3, 0x46, 0x1e, 0x5c, 0x45, 0xc6, 0xbc, 0x30, 0xa4, 0x43, 0x47, - 0xcb, 0xd5, 0xe8, 0x2e, 0x36, 0x40, 0xb6, 0xa1, 0x5b, 0x5c, 0x19, 0xef, 0xb3, 0x42, 0xc6, 0xc8, 0x22, 0xcf, 0x4d, 0xe3, 0x5f, 0xf6, 0x50, 0xca, 0xc0, 0x29, 0xcf, 0xfa, 0x10, 0x57, 0x1e, 0xb6, - 0xac, 0xb8, 0x15, 0x9d, 0x5e, 0x5c, 0xef, 0x19, 0xd4, 0xc0, 0x47, 0x16, 0xa7, 0xe5, 0xcd, 0xba, 0x1f, 0xa9, 0xa7, 0x38, 0x56, 0x61, 0x20, 0x5d, 0x55, 0x3f, 0x3b, 0x49, 0xe8, 0x52, 0x4a, 0xc1, - 0xb9, 0x15, 0x01, 0xba, 0xff, 0x43, 0xa5, 0xc8, 0xc0, 0x03, 0xca, 0x17, 0x3d, 0x9e, 0x34, 0x33, 0xb2, 0xb6, 0xdc, 0xd2, 0xd6, 0x39, 0x11, 0xef, 0x5f, 0x0e, 0xfc, 0xb2, 0x2e, 0xdc, 0x3e, 0x1f, - 0x45, 0x4d, 0x26, 0xf8, 0x29, 0xf4, 0xaa, 0x04, 0xda, 0xe5, 0xf8, 0xd0, 0x1f, 0x4f, 0xad, 0xc8, 0xc8, 0xb9, 0x1e, 0x20, 0xe4, 0xa5, 0xb6, 0x9d, 0x0a, 0x06, 0xb9, 0x43, 0xe4, 0x3c, 0x4f, 0x31, - 0xf6, 0xee, 0x30, 0xeb, 0xa4, 0x20, 0x1b, 0xf6, 0xcf, 0xc1, 0x56, 0xbf, 0x35, 0x2f, 0xc4, 0xc6, 0x53, 0xdf, 0xbc, 0xb9, 0x5f, 0x38, 0xdb, 0x56, 0x52, 0xe9, 0xfe, 0xf8, 0x1f, 0x01, 0xc4, 0x44, - 0xf9, 0x5f, 0xb4, 0x0a, 0x03, 0xf5, 0x9d, 0xc0, 0x52, 0x3b, 0x0b, 0xb8, 0x62, 0xa9, 0xd2, 0x4a, 0xd8, 0xb9, 0xf6, 0x5b, 0xfb, 0x3a, 0x1f, 0x4c, 0x2b, 0xb2, 0x54, 0x04, 0x4c, 0x4d, 0xb7, 0xcb, - 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0x54, 0xd0, 0xae, 0xa5, 0x14, 0xe7, 0x3f, 0x20, 0xe2, 0xc9, 0xc7, 0x27, 0xc0, 0xc2, 0xa5, 0xdf, 0xee, 0xca, 0xcb, 0x1a, 0xfb, 0x26, 0xc1, 0xb2, 0xa5, 0x47, 0xf0, 0xbe, 0xc1, 0x49, 0x5c, 0xa7, - 0x42, 0xb7, 0x46, 0xd0, 0xe8, 0x2e, 0xc1, 0xb2, 0xc6, 0xa1, 0xac, 0xfe, 0x14, 0x5a, 0x09, 0xf2, 0x30, 0xd3, 0xb7, 0xb3, 0x61, 0x19, 0x9e, 0xa3, 0xe8, 0xd6, 0x42, 0x9e, 0xb8, 0x9d, 0x5f, 0x0c, - 0xd6, 0x42, 0xed, 0x0f, 0xa4, 0x20, 0x49, 0x12, 0xc8, 0x4f, 0x3a, 0xe2, 0x2f, 0x5b, 0x46, 0xda, 0xfa, 0x1f, 0x3c, 0xae, 0xac, 0x37, 0xa9, 0xaf, 0x48, 0xd5, 0x09, 0xa4, 0xc9, 0x26, 0x9c, 0xbc, - 0x38, 0xc0, 0xd2, 0x09, 0xab, 0xfe, 0x02, 0x25, 0xd9, 0x13, 0xa5, 0x38, 0xa4, 0x39, 0x1f, 0xbb, 0x56, 0x09, 0x34, 0x47, 0xac, 0xba, 0xe2, 0xf2, 0xf3, 0x1b, 0xcd, 0x08, 0xa8, 0x59, 0x3b, 0xc4, - 0x4f, 0x0f, 0x0e, 0xd9, 0x4c, 0x5f, 0xbd, 0x3e, 0xe8, 0xda, 0x4f, 0x11, 0xb7, 0xda, 0x18, 0xee, 0x47, 0x33, 0xe8, 0x5d, 0xd8, 0xb2, 0xbd, 0xee, 0xc9, 0x35, 0x14, 0xab, 0x47, 0x47, 0x05, 0xe3, - 0xd7, 0x1a, 0x52, 0x59, 0xd8, 0xdf, 0xab, 0x46, 0x05, 0x56, 0x56, 0xef, 0xde, 0x34, 0xf5, 0x26, 0x3b, 0xe7, 0xce, 0x58, 0xcc, 0x24, 0x4b, 0x3a, 0xb1, 0x36, 0x24, 0xdb, 0x3d, 0xfa, 0xb7, 0xaa, - 0xef, 0xac, 0xf9, 0x5d, 0x13, 0x43, 0x3e, 0xad, 0xeb, 0x63, 0xa1, 0xc6, 0x23, 0x3f, 0xb7, 0x2d, 0x0c, 0x34, 0xcf, 0x45, 0xa9, 0xe6, 0xad, 0x2f, 0x40, 0xa2, 0x48, 0xb0, 0xc3, 0xb7, 0xc9, 0xd4, -}; - -uint8_t fully_connect_weight_2[512*1024] = { - 0x45, 0xcc, 0xc4, 0x00, 0xe3, 0xa3, 0x0a, 0x9c, 0x35, 0xc3, 0xa8, 0xfb, 0xa1, 0x2f, 0x36, 0xca, 0xb9, 0x63, 0x24, 0x36, 0xd2, 0x4d, 0x2d, 0xac, 0xe7, 0xf0, 0x3e, 0x34, 0xde, 0xf4, 0x37, 0x58, - 0xed, 0x22, 0xf7, 0x23, 0xe1, 0xea, 0x63, 0xc4, 0xe1, 0xed, 0x42, 0xd1, 0xa2, 0xb5, 0x53, 0x5a, 0x5f, 0x0d, 0x1f, 0xba, 0xf3, 0x41, 0x27, 0x14, 0xea, 0xc0, 0x3f, 0xfe, 0xaf, 0x50, 0x0e, 0x9e, - 0xff, 0x2c, 0xf4, 0xa8, 0x25, 0xf2, 0x07, 0xda, 0xba, 0xc5, 0x0f, 0x2a, 0x61, 0xd7, 0x45, 0x2c, 0x04, 0xe7, 0x28, 0x0b, 0x60, 0x0c, 0x1b, 0x36, 0x1c, 0xea, 0x31, 0x37, 0x9c, 0x07, 0xc7, 0xb5, - 0x2b, 0xeb, 0xa4, 0xb1, 0x3e, 0xfa, 0x09, 0xe3, 0xc9, 0x22, 0xed, 0xfb, 0xd0, 0x2e, 0xbd, 0xfe, 0xa9, 0xaf, 0xd8, 0x0d, 0x41, 0x22, 0x48, 0x50, 0x1f, 0xc5, 0x5e, 0x9f, 0x61, 0x4c, 0x00, 0x1b, - 0xd9, 0x11, 0x05, 0x9c, 0x2f, 0xae, 0xad, 0xe1, 0xce, 0xf6, 0xae, 0x1c, 0x13, 0x1b, 0xe2, 0x15, 0xda, 0x4b, 0xd3, 0x34, 0x05, 0xc2, 0xf5, 0xf2, 0x23, 0x25, 0xd8, 0x03, 0xe7, 0x0d, 0xe0, 0x13, - 0x00, 0x44, 0x46, 0x36, 0x47, 0x12, 0xd2, 0xf2, 0xc5, 0x05, 0xc8, 0x08, 0xb9, 0x23, 0xa8, 0xf0, 0xa4, 0xa4, 0xf9, 0xcc, 0x23, 0x56, 0x2c, 0xce, 0xd8, 0xdf, 0x48, 0xcd, 0xf3, 0x10, 0x63, 0xc5, - 0x5c, 0xfa, 0xce, 0x5f, 0x2e, 0xeb, 0x48, 0xc5, 0xa0, 0x24, 0x08, 0x1a, 0x06, 0x5b, 0x48, 0xf1, 0xac, 0x46, 0xb4, 0xf7, 0x55, 0xae, 0xc4, 0xc8, 0xdc, 0x40, 0xb7, 0xf8, 0xf9, 0x01, 0xf0, 0x0f, - 0x13, 0x2a, 0xf5, 0xa1, 0x1c, 0x60, 0xda, 0x48, 0xc7, 0xb7, 0xbf, 0xec, 0x28, 0xd4, 0x3d, 0x60, 0x4b, 0x00, 0xbe, 0x60, 0xf4, 0x47, 0x47, 0xb6, 0x0e, 0x26, 0xb0, 0xa5, 0x20, 0xf8, 0xd9, 0x9d, - 0xc2, 0xe8, 0x12, 0x62, 0xa5, 0xc4, 0x1e, 0x3c, 0x9f, 0x3c, 0xea, 0x01, 0x9f, 0xff, 0x2e, 0xff, 0x20, 0xb1, 0xa2, 0xbf, 0x3f, 0xf4, 0x52, 0xc2, 0x1c, 0x00, 0xc7, 0xf2, 0xa5, 0x2a, 0x04, 0x61, - 0xe2, 0x60, 0x4f, 0xce, 0x9e, 0xb5, 0xef, 0x32, 0xb6, 0x4a, 0xba, 0xa1, 0x34, 0xb4, 0xf1, 0x03, 0xc0, 0x60, 0xc5, 0x3b, 0xf6, 0xd5, 0x09, 0x2a, 0xbc, 0xd5, 0x00, 0xe2, 0x51, 0xcf, 0xbd, 0x5b, - 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0x31, 0xee, 0x63, 0x5d, 0x23, 0x30, 0x03, 0xdc, 0x00, 0x3c, 0xa3, 0x2a, 0x15, 0x0e, 0x15, 0x51, 0x36, 0x5e, 0x46, 0xe2, 0x16, 0xe7, 0x9f, 0xfa, 0xa5, 0x1a, 0x0b, 0xcd, 0x01, 0xa1, 0x9f, 0xf6, - 0xb0, 0x51, 0x4c, 0x1f, 0x1d, 0x09, 0x37, 0xd7, 0xdb, 0x5c, 0xc5, 0x03, 0x3a, 0xd3, 0x47, 0x40, 0xe3, 0x11, 0xc7, 0xb6, 0xf0, 0x3b, 0xeb, 0x03, 0x5a, 0xbc, 0xf4, 0xd1, 0xc0, 0xd5, 0x41, 0x30, - 0x20, 0xc7, 0xa5, 0xc3, 0xc7, 0xb7, 0xf6, 0xb0, 0xaf, 0xd0, 0xf6, 0xe2, 0xd1, 0x26, 0x51, 0x24, 0xf9, 0x2f, 0x58, 0xb3, 0x14, 0x63, 0xb0, 0x24, 0xdc, 0xd1, 0x41, 0xb3, 0xe4, 0x5e, 0x61, 0xb2, - 0x51, 0xd0, 0xff, 0xb0, 0x52, 0xf7, 0xb5, 0xab, 0x19, 0x0a, 0xc7, 0x0f, 0xb5, 0xa9, 0x9e, 0x1d, 0x61, 0x29, 0x2b, 0xd0, 0x07, 0xb1, 0xb3, 0xe8, 0xa7, 0x5c, 0x59, 0x13, 0xd8, 0xdd, 0x61, 0xe2, - 0x5b, 0xbc, 0x51, 0xbb, 0xfd, 0x24, 0xd6, 0x1d, 0xb3, 0xdd, 0xb9, 0xe1, 0x04, 0x1f, 0xda, 0xb7, 0x4f, 0xa7, 0x19, 0xba, 0x10, 0x60, 0xb9, 0x4a, 0x4a, 0xbe, 0xd6, 0x9f, 0x27, 0xe6, 0xbc, 0xf2, - 0x2b, 0xb1, 0xe7, 0x49, 0xa4, 0xe8, 0x27, 0xd2, 0x22, 0xf5, 0xb3, 0xd7, 0xaf, 0xf5, 0xc6, 0x01, 0x4e, 0xce, 0x9e, 0xa9, 0x42, 0xe1, 0xec, 0x37, 0x1d, 0x63, 0xd5, 0xa4, 0x48, 0x10, 0x33, 0x24, - 0x5f, 0xb8, 0x26, 0xaa, 0x43, 0x33, 0xdf, 0xfd, 0xfa, 0xf8, 0x61, 0xe4, 0xe4, 0xf2, 0x54, 0xa7, 0xaf, 0xaf, 0xd2, 0x40, 0xb0, 0xc7, 0xb8, 0x3c, 0xc3, 0xf9, 0x4d, 0x25, 0xca, 0x5a, 0xd3, 0xaf, - 0xd8, 0x52, 0xa4, 0xeb, 0xa9, 0x62, 0xc6, 0xac, 0x2f, 0xfa, 0xf3, 0x1c, 0xf7, 0x01, 0x2b, 0x18, 0xea, 0xe8, 0xdc, 0x13, 0x07, 0xc6, 0x46, 0xce, 0x00, 0x04, 0x9f, 0xf1, 0xba, 0x4a, 0x3b, 0xbc, - 0xaf, 0xd8, 0x24, 0xea, 0x51, 0x33, 0x60, 0xd3, 0x61, 0x5d, 0xf0, 0x31, 0x4f, 0x12, 0x9d, 0xd0, 0x11, 0x2f, 0xc0, 0xa9, 0x32, 0xa5, 0x25, 0xd3, 0x5f, 0x11, 0xaf, 0xfb, 0xd6, 0x14, 0xa6, 0x26, - 0xc3, 0x28, 0x26, 0x2e, 0x44, 0x06, 0x5d, 0x3a, 0x23, 0x42, 0x52, 0x0e, 0xce, 0xd1, 0x25, 0xba, 0xec, 0xf3, 0x2f, 0xf3, 0x41, 0x0d, 0xc3, 0xee, 0xfa, 0xd6, 0xee, 0x01, 0xe0, 0xf5, 0xd3, 0x5d, - 0x4d, 0xf9, 0xda, 0x52, 0x38, 0x1d, 0x02, 0xbf, 0xdd, 0xd7, 0xa0, 0xb3, 0xc3, 0xe1, 0xa6, 0x35, 0x20, 0xcf, 0x0b, 0xc6, 0x56, 0x0a, 0x0f, 0xdc, 0xd5, 0xdc, 0x37, 0x42, 0x32, 0xe8, 0x1b, 0x1e, - 0xa4, 0x3b, 0xcb, 0x26, 0x46, 0x5f, 0x2d, 0xb2, 0xf8, 0x4f, 0xbd, 0xc5, 0x05, 0x57, 0xf7, 0xac, 0x4e, 0x36, 0x57, 0x1c, 0x32, 0x42, 0x3f, 0x2b, 0x05, 0xe0, 0xd5, 0xed, 0x4c, 0xd0, 0xc2, 0x32, - 0x9d, 0x3d, 0x22, 0xa0, 0xb5, 0x59, 0xde, 0xa0, 0xc8, 0x4c, 0xe2, 0x60, 0xf8, 0x0b, 0xd5, 0x5c, 0xd9, 0x9f, 0xbd, 0x43, 0xa0, 0x9c, 0x2b, 0xfb, 0x5d, 0xa0, 0xca, 0xa7, 0xeb, 0xd8, 0xe8, 0x46, - 0x4e, 0xde, 0xce, 0x36, 0xc7, 0xab, 0x45, 0x42, 0x2a, 0xbf, 0xf0, 0xb9, 0xe5, 0xe7, 0xad, 0xee, 0xfa, 0x33, 0x9c, 0xd2, 0xd8, 0x2f, 0x58, 0x2f, 0x30, 0x4e, 0x43, 0x26, 0xfe, 0x05, 0x51, 0x3e, - 0x3a, 0x3a, 0x18, 0xbc, 0xc2, 0xd1, 0xa9, 0x32, 0xae, 0xe2, 0x44, 0xd0, 0xec, 0x20, 0x41, 0xda, 0x48, 0xe9, 0xe0, 0xc4, 0xd9, 0xff, 0x03, 0xdb, 0x3a, 0x5d, 0xe2, 0x57, 0xa5, 0xb7, 0xa7, 0x5f, - 0xb9, 0xe8, 0xca, 0x00, 0x54, 0xe9, 0x4b, 0x05, 0xbc, 0x11, 0x1b, 0xd3, 0x3f, 0x45, 0x40, 0xc2, 0xce, 0xca, 0xaf, 0x0d, 0x33, 0x38, 0x5d, 0x10, 0xb5, 0xaa, 0xf0, 0xeb, 0x63, 0x1f, 0xbb, 0xf1, - 0xd8, 0x51, 0xcf, 0x3f, 0x10, 0x9e, 0x4e, 0xfe, 0xb9, 0xae, 0xe9, 0x21, 0xb8, 0x26, 0x20, 0x1e, 0xe9, 0x5f, 0xc1, 0x12, 0xbe, 0x0a, 0xba, 0xcb, 0x1c, 0xd3, 0x1b, 0x13, 0x9f, 0xf8, 0x1f, 0x5a, - 0x53, 0xc4, 0xfd, 0x59, 0xa5, 0xb1, 0xeb, 0xd2, 0x9e, 0xd8, 0x2d, 0xb4, 0x62, 0xe7, 0xa3, 0x36, 0x2b, 0x32, 0xa6, 0xca, 0xb3, 0xcc, 0x04, 0x1b, 0x2a, 0x9e, 0xaf, 0xa9, 0xfb, 0x07, 0x41, 0x5f, -}; - -uint8_t fully_connect_result_0[512] = { - 0x80, 0xdf, 0x63, 0xc9, 0x80, 0x80, 0x7f, 0x80, 0x80, 0x94, 0x80, 0x7f, 0x80, 0x80, 0x80, 0x7f, 0x80, 0x2c, 0x7f, 0x7f, 0x80, 0x1a, 0x7f, 0x80, 0x7f, 0x7f, 0x80, 0x86, 0xd9, 0x7f, 0x80, 0x80, - 0x80, 0x80, 0x7f, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x7f, 0x7f, 0x80, 0x80, 0x80, 0x80, 0xb8, 0x6b, 0x80, 0x7f, 0x80, 0x7f, 0x80, 0x1a, 0x7f, 0x80, 0x80, 0x7f, 0x80, 0x80, 0x80, 0x7f, 0x1f, - 0x80, 0x7f, 0x80, 0x80, 0x80, 0x7f, 0x80, 0x80, 0x80, 0x7f, 0x44, 0xb0, 0x80, 0xeb, 0x80, 0x80, 0x80, 0x7f, 0x7f, 0x80, 0x7f, 0x7f, 0x80, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x80, 0x80, 0x80, 0x80, - 0xcd, 0x80, 0xdb, 0x7f, 0x79, 0x7f, 0x7f, 0x80, 0x80, 0x80, 0x7f, 0x80, 0x80, 0x80, 0x80, 0x7f, 0x80, 0x80, 0x7f, 0x7f, 0xba, 0x7f, 0x7f, 0x3c, 0xa5, 0x7f, 0xde, 0x80, 0x80, 0x80, 0x80, 0x80, - 0x1a, 0x7f, 0x7f, 0x7f, 0x80, 0x80, 0x80, 0x7f, 0x9e, 0x21, 0x80, 0x80, 0x83, 0x80, 0x80, 0x7f, 0x7f, 0x7f, 0x80, 0x80, 0x17, 0x80, 0xa4, 0x06, 0x80, 0x80, 0x80, 0x80, 0x9a, 0x7f, 0x50, 0x80, - 0x80, 0x80, 0x86, 0x7f, 0x80, 0x80, 0x80, 0x80, 0x7f, 0x7f, 0x80, 0x7f, 0x7f, 0x80, 0x80, 0x7f, 0x80, 0x80, 0x80, 0x7f, 0x80, 0x80, 0x7f, 0x08, 0x80, 0x7f, 0xbf, 0x80, 0x7f, 0x5d, 0x80, 0x80, - 0xfc, 0x7f, 0x80, 0x80, 0x80, 0x7f, 0x80, 0x80, 0x7f, 0x80, 0xf0, 0x2c, 0x92, 0x7f, 0x7f, 0x7f, 0x80, 0x80, 0x7f, 0xfd, 0x7f, 0x7f, 0x80, 0x7f, 0x7f, 0x80, 0x94, 0x7f, 0xfc, 0x7f, 0x7f, 0x7f, - 0xff, 0x7f, 0x80, 0xbb, 0x86, 0x2d, 0x80, 0x7f, 0x80, 0x3b, 0x50, 0x7f, 0x80, 0x7f, 0x28, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x2f, 0x7f, 0x80, 0x80, 0x80, 0xe6, 0x7f, 0x80, 0x7f, 0x80, 0x80, - 0x7f, 0x7f, 0x80, 0x97, 0x6a, 0x80, 0x80, 0x80, 0x80, 0x7f, 0x67, 0x7f, 0x5b, 0x7f, 0x80, 0x80, 0xd1, 0x04, 0x70, 0x7f, 0x80, 0x80, 0xe7, 0x7f, 0x90, 0x30, 0xcd, 0x80, 0x80, 0x7f, 0x7f, 0x7f, - 0x80, 0x97, 0x7f, 0x80, 0x80, 0x7f, 0x80, 0x80, 0x80, 0x7f, 0x80, 0x80, 0xdd, 0xac, 0x80, 0x80, 0x80, 0x80, 0x80, 0xae, 0x7f, 0x7f, 0xc8, 0xf5, 0x65, 0x80, 0x80, 0x52, 0x80, 0x7f, 0x7f, 0x7f, - 0x80, 0xb8, 0x80, 0x2f, 0x80, 0xb0, 0x7f, 0x06, 0x7f, 0x80, 0xfc, 0x80, 0xa8, 0x80, 0x88, 0x80, 0x7f, 0x7f, 0x80, 0x80, 0x7f, 0x80, 0x71, 0x7f, 0x80, 0x80, 0x80, 0xf6, 0x80, 0x72, 0x80, 0x80, - 0x80, 0x7f, 0x80, 0x7f, 0xf5, 0x7f, 0x4b, 0x80, 0x7f, 0x7f, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0xd1, 0x80, 0x7f, 0xc0, 0x7f, 0xdb, 0x80, 0x80, 0x80, 0x0a, 0x7f, 0x7f, 0x80, 0x7f, 0x80, - 0x94, 0x80, 0x7f, 0xd5, 0x7f, 0x80, 0x7f, 0x7f, 0x80, 0x7f, 0x80, 0x80, 0x7f, 0x2c, 0x80, 0x80, 0x1c, 0x80, 0x07, 0x80, 0x7f, 0x24, 0x09, 0x80, 0x7f, 0x96, 0x7f, 0x80, 0x80, 0x80, 0x52, 0x80, - 0x80, 0x7f, 0xea, 0x50, 0x80, 0x3d, 0x80, 0x99, 0x83, 0x80, 0x80, 0x7f, 0x80, 0x7f, 0x80, 0x80, 0x80, 0x7f, 0x7f, 0x7f, 0x80, 0x7f, 0x80, 0x80, 0x7f, 0x7f, 0xcd, 0x80, 0xb5, 0x80, 0x80, 0x80, - 0x7f, 0x80, 0x7f, 0xb3, 0x7f, 0x7f, 0x7f, 0x80, 0x7f, 0x80, 0x80, 0x7f, 0x80, 0x9a, 0x7f, 0x80, 0x80, 0x80, 0x80, 0x7f, 0x80, 0x7f, 0x7f, 0x7f, 0xc4, 0x7f, 0x80, 0x80, 0x80, 0xf2, 0x80, 0x7f, - 0x80, 0xa6, 0x7f, 0x80, 0x80, 0x7f, 0x2e, 0x80, 0x68, 0x80, 0x80, 0x80, 0x80, 0xad, 0x80, 0x80, 0xbf, 0x80, 0x80, 0x7f, 0x7f, 0x80, 0x7f, 0x80, 0x80, 0x80, 0x80, 0x80, 0x7f, 0x7f, 0x7f, 0x80, -}; - -uint8_t fully_connect_result_1[512] = { - 0x79, 0xf6, 0x1e, 0x79, 0x7f, 0xd6, 0xbd, 0xd8, 0xad, 0x31, 0x7f, 0x9b, 0x69, 0x80, 0x75, 0x81, 0x0d, 0xb3, 0x0c, 0xca, 0x80, 0xd9, 0x80, 0x11, 0x13, 0x80, 0x5e, 0xc2, 0x5c, 0x80, 0x2b, 0xff, - 0x1b, 0x2e, 0x54, 0xe8, 0xfa, 0xdf, 0xc4, 0xf9, 0x8c, 0x68, 0xd1, 0xe2, 0x7f, 0xe6, 0x9c, 0x23, 0x80, 0xe9, 0xb7, 0x1f, 0x96, 0x7f, 0x4b, 0x97, 0x94, 0x65, 0xd4, 0xd5, 0xe8, 0xec, 0xa7, 0xe3, - 0xb2, 0x04, 0x84, 0xcc, 0xcb, 0xa8, 0x80, 0x98, 0x80, 0x80, 0x80, 0x06, 0x80, 0xd2, 0x17, 0x7e, 0x2a, 0x99, 0xf3, 0x19, 0xa2, 0xff, 0x80, 0x7f, 0x80, 0xb7, 0x80, 0x9b, 0x4e, 0xb3, 0x80, 0x7f, - 0xea, 0xc9, 0x90, 0xad, 0x1f, 0x2f, 0x3d, 0x80, 0x0f, 0xe9, 0x7f, 0x40, 0xf4, 0xb0, 0x34, 0x16, 0x9a, 0x95, 0x0c, 0x9d, 0x04, 0x80, 0xd7, 0xf2, 0x7f, 0x08, 0x74, 0x75, 0x06, 0x89, 0x2b, 0x43, - 0xca, 0x24, 0xda, 0x80, 0xe0, 0x80, 0xba, 0xf8, 0xa9, 0x40, 0x0a, 0xf7, 0x80, 0x23, 0xaa, 0x5c, 0x3f, 0x7f, 0xfd, 0x3c, 0x1f, 0x90, 0x81, 0xa7, 0x80, 0xce, 0x44, 0x50, 0x80, 0x3e, 0x75, 0x80, - 0x80, 0x80, 0x7f, 0x7e, 0x3b, 0x85, 0x1e, 0xed, 0x8c, 0x83, 0x17, 0x80, 0x36, 0xa1, 0x7f, 0x3c, 0x54, 0x19, 0x92, 0x7f, 0x2c, 0xfc, 0xa3, 0x7a, 0x80, 0x80, 0xb8, 0x49, 0x3b, 0xb5, 0x80, 0x01, - 0x9e, 0xf7, 0x80, 0x64, 0xf1, 0xcf, 0xb7, 0x7b, 0x07, 0x12, 0xd6, 0x26, 0x7f, 0x1f, 0x80, 0xb3, 0x33, 0xf8, 0xc8, 0x80, 0x10, 0xd1, 0xb9, 0x7f, 0xc5, 0xb9, 0x25, 0x9c, 0x7f, 0xb6, 0xef, 0x80, - 0x7e, 0x72, 0x7f, 0x37, 0xf4, 0x4e, 0x9d, 0x0d, 0xe9, 0x76, 0x80, 0x3e, 0xf5, 0x88, 0xba, 0x8c, 0xd9, 0x80, 0xe1, 0xae, 0x7f, 0x90, 0xeb, 0xf3, 0x1f, 0x17, 0x4f, 0x90, 0xd8, 0xa0, 0x19, 0x80, - 0x86, 0xe6, 0x51, 0x25, 0x41, 0xb9, 0xdf, 0x88, 0x85, 0x6f, 0x80, 0x12, 0x2c, 0x0b, 0xac, 0x80, 0xad, 0xa8, 0x80, 0x59, 0xae, 0xf0, 0x68, 0x42, 0x80, 0x80, 0xca, 0x5b, 0xd9, 0x80, 0x09, 0xb9, - 0x90, 0x0f, 0x9c, 0x80, 0x0d, 0xb5, 0x0a, 0x91, 0x7c, 0x80, 0x2e, 0xeb, 0x0d, 0x7f, 0xb2, 0x9b, 0x9a, 0x7f, 0xe7, 0x70, 0x80, 0x3f, 0xd3, 0x3d, 0x80, 0x2a, 0x0a, 0x80, 0x9c, 0x80, 0x15, 0xe7, - 0x80, 0x8c, 0xb7, 0xe7, 0xf6, 0xef, 0x15, 0x7f, 0x29, 0x41, 0x0e, 0x7a, 0x80, 0xd6, 0x48, 0x5e, 0x88, 0x1b, 0xfd, 0x80, 0x1b, 0x99, 0xda, 0x81, 0x07, 0xb2, 0x7f, 0x7f, 0x7f, 0xcc, 0x20, 0x5c, - 0xd5, 0xb1, 0x8f, 0x6e, 0xf1, 0x05, 0x5f, 0x36, 0x92, 0x90, 0xf7, 0x73, 0xdb, 0xa2, 0x80, 0x0a, 0x80, 0x80, 0xe7, 0x8d, 0x34, 0x23, 0x80, 0x38, 0x80, 0x80, 0x80, 0xc9, 0xc1, 0xb1, 0x08, 0xfb, - 0xf1, 0xe5, 0xab, 0xa6, 0xbd, 0x7f, 0xe3, 0x21, 0x49, 0x80, 0x69, 0xab, 0xa6, 0xc1, 0xa3, 0x80, 0x80, 0x12, 0xb5, 0x80, 0x92, 0xd9, 0x13, 0x25, 0x20, 0xe8, 0x89, 0xc1, 0xaf, 0x7f, 0x80, 0xd8, - 0x95, 0xee, 0x10, 0x44, 0x80, 0x21, 0xd6, 0xa6, 0x84, 0x04, 0x98, 0x33, 0xcd, 0x37, 0xab, 0xb6, 0xb1, 0x80, 0xa5, 0xcd, 0x65, 0x94, 0x62, 0x80, 0x1f, 0x7f, 0x80, 0x80, 0xa5, 0x80, 0xa4, 0xb7, - 0x7f, 0x59, 0xce, 0x80, 0xce, 0x80, 0xf6, 0xef, 0x6c, 0x29, 0xac, 0x80, 0x80, 0xf8, 0xfd, 0x7f, 0xd3, 0x80, 0x1a, 0xdc, 0x80, 0x80, 0x26, 0xa6, 0x80, 0x90, 0x7f, 0xe4, 0x80, 0x63, 0x37, 0x2f, - 0x80, 0xde, 0x23, 0xb6, 0x3b, 0x03, 0x5b, 0x80, 0x80, 0xa0, 0x7f, 0xfe, 0x65, 0x80, 0xa6, 0x80, 0x3f, 0x53, 0xc0, 0x68, 0x80, 0xe7, 0xf4, 0xe3, 0xf9, 0x80, 0xd7, 0x41, 0xb9, 0x23, 0x38, 0x80, -}; - -uint8_t fully_connect_result_2[512] = { - 0xf1, 0xf6, 0xfe, 0x34, 0x15, 0xfd, 0x01, 0xeb, 0x0c, 0xea, 0x17, 0x0f, 0xea, 0x1b, 0x1c, 0xe9, 0xe2, 0xee, 0x0b, 0x02, 0xe1, 0x08, 0x08, 0x23, 0xff, 0xf1, 0x09, 0xf8, 0xd2, 0xe9, 0x05, 0xa4, - 0xfd, 0x0b, 0x11, 0xe7, 0xe4, 0x12, 0xd7, 0x17, 0x01, 0xf5, 0x20, 0xfc, 0x00, 0x21, 0xe0, 0x0e, 0xfb, 0x0b, 0xcf, 0x16, 0xe8, 0xff, 0xfd, 0x00, 0xe1, 0xe9, 0xf0, 0xf1, 0x01, 0x2c, 0xfd, 0x0e, - 0xe5, 0xe1, 0xe4, 0xe9, 0xdc, 0xf4, 0xea, 0x12, 0x10, 0xe2, 0x1f, 0x1f, 0xe6, 0xf1, 0xd2, 0x0e, 0xe6, 0x1e, 0xfe, 0x1b, 0xfc, 0xe5, 0xee, 0xff, 0x1b, 0xe9, 0xec, 0xf2, 0x0a, 0x13, 0xfd, 0xf2, - 0xde, 0xf7, 0x0b, 0x19, 0xdd, 0xfc, 0xf6, 0x3a, 0x28, 0xfa, 0xfe, 0xde, 0x04, 0x28, 0x04, 0xdc, 0x19, 0xe3, 0xff, 0x0b, 0xff, 0x0c, 0x0b, 0xec, 0xcd, 0xf3, 0xf8, 0x03, 0x28, 0xd4, 0x21, 0xe7, - 0xeb, 0x27, 0xd5, 0xd8, 0x10, 0xe8, 0x16, 0x04, 0xfd, 0xca, 0x05, 0x14, 0x1e, 0x20, 0xcc, 0x1b, 0x23, 0xe1, 0xfa, 0xc9, 0x11, 0x25, 0x03, 0xf8, 0x0c, 0xd9, 0xc1, 0xfa, 0xb5, 0xf7, 0x02, 0x06, - 0x1c, 0xf4, 0xef, 0xea, 0xf6, 0xfa, 0xf0, 0x17, 0x0b, 0x26, 0x11, 0xe3, 0xd6, 0xdf, 0x05, 0xe0, 0xcc, 0x07, 0xf6, 0xeb, 0x0f, 0xef, 0xdf, 0x06, 0xf7, 0xf3, 0x14, 0xe5, 0x01, 0xeb, 0xd8, 0xe6, - 0x0a, 0x14, 0x0f, 0x0a, 0x0e, 0xfe, 0xf3, 0xf6, 0xf1, 0x35, 0xdc, 0xd4, 0x17, 0xde, 0xdd, 0xe6, 0xf3, 0xf2, 0x0a, 0xf1, 0x03, 0xeb, 0xe5, 0xec, 0xf5, 0x26, 0xe2, 0x1f, 0xf0, 0xf4, 0x26, 0x0d, - 0xf2, 0x0f, 0xfd, 0x28, 0xe4, 0xef, 0xe2, 0xd7, 0x02, 0xfd, 0xfd, 0x07, 0xe5, 0xa6, 0x0f, 0x0b, 0x0e, 0xfb, 0x06, 0xde, 0xf9, 0x0e, 0x11, 0xe9, 0xda, 0xe6, 0x02, 0xfb, 0x20, 0xe0, 0x1a, 0xf9, - 0x02, 0x02, 0xff, 0x14, 0x0f, 0x0c, 0x0a, 0xe7, 0x07, 0xd4, 0x06, 0x00, 0xe7, 0xc7, 0xf0, 0x0e, 0x42, 0xd4, 0xf4, 0xf3, 0xef, 0xed, 0xe5, 0x0a, 0xed, 0xf2, 0x08, 0x14, 0xc9, 0xed, 0xf9, 0x14, - 0x2f, 0xad, 0x1e, 0x07, 0xf6, 0xd7, 0xf5, 0x05, 0xe4, 0x1c, 0x03, 0x03, 0xe0, 0x14, 0x24, 0xec, 0xcc, 0xdc, 0x2a, 0xbf, 0xce, 0xc1, 0x04, 0xf5, 0xe3, 0x0e, 0x0f, 0x12, 0xfa, 0xe6, 0x2e, 0xbe, - 0x0d, 0x2a, 0xe2, 0x07, 0x0c, 0xee, 0xf9, 0xe2, 0x19, 0xdc, 0xc2, 0xf0, 0x05, 0xde, 0xdc, 0x2c, 0xcf, 0xe7, 0x06, 0x26, 0x0a, 0x14, 0x03, 0xb6, 0x04, 0xf4, 0x1f, 0x13, 0x08, 0x08, 0xcf, 0x01, - 0x14, 0xea, 0xeb, 0xec, 0x01, 0xfc, 0xf8, 0x10, 0xf5, 0xeb, 0x27, 0xf3, 0x1e, 0xe1, 0xe9, 0x11, 0xeb, 0x02, 0xcf, 0xe4, 0xf4, 0xe7, 0xe4, 0x57, 0xf0, 0x08, 0xeb, 0xcd, 0xdb, 0x00, 0xfb, 0x16, - 0xf0, 0x18, 0xce, 0xe9, 0xc5, 0xe8, 0x05, 0x0b, 0xea, 0x0e, 0xfa, 0xef, 0xfa, 0xed, 0x09, 0xe0, 0xfd, 0x27, 0x1d, 0xdf, 0xe4, 0x14, 0xe8, 0xda, 0xf9, 0xe6, 0x21, 0xef, 0x0e, 0x14, 0xf6, 0xe2, - 0x02, 0x25, 0x06, 0xd0, 0xef, 0xf1, 0x0c, 0x05, 0xe6, 0x0e, 0x14, 0x1c, 0xf0, 0xfd, 0xe6, 0xfb, 0xed, 0xf9, 0x12, 0x19, 0x0f, 0xfa, 0xef, 0x10, 0xcc, 0xf1, 0x19, 0xe8, 0xd8, 0x19, 0x06, 0xf8, - 0x00, 0xf7, 0xeb, 0x06, 0xcc, 0x10, 0xee, 0xe0, 0xdf, 0x39, 0xf2, 0xef, 0xfb, 0xee, 0x06, 0x1d, 0xf5, 0xe5, 0x21, 0xf7, 0xe6, 0xe4, 0xc8, 0xf0, 0x18, 0xdc, 0x0f, 0xfc, 0xfa, 0xd8, 0xd2, 0xf5, - 0x03, 0xca, 0xdb, 0xd8, 0x0e, 0x09, 0x1b, 0x05, 0xff, 0xe7, 0xfe, 0xfa, 0xe9, 0xfc, 0x02, 0xe1, 0xe3, 0x0f, 0x24, 0x11, 0x25, 0xee, 0xe9, 0x08, 0xe5, 0xf7, 0x08, 0xdb, 0xe4, 0x10, 0xf8, 0xf8, -}; - -uint8_t fully_connect_result_3[511] = { - 0x80, 0xaa, 0x7f, 0x80, 0x80, 0x80, 0x30, 0xf7, 0xd9, 0x80, 0x80, 0x7f, 0x80, 0x80, 0x80, 0x53, 0x80, 0x80, 0x13, 0x7f, 0x80, 0x80, 0x7f, 0x3e, 0x7f, 0x7f, 0x80, 0x7f, 0x79, 0x7f, 0xa0, 0x80, - 0x80, 0x80, 0x80, 0x7f, 0x80, 0x7f, 0x80, 0x80, 0xfb, 0x7f, 0x7f, 0x80, 0x80, 0x7f, 0x80, 0x80, 0x12, 0x80, 0xcd, 0x80, 0xed, 0x80, 0xa8, 0x7f, 0x80, 0xb6, 0x7f, 0x80, 0x80, 0x80, 0x87, 0x7f, - 0xb6, 0x95, 0x7f, 0x80, 0x80, 0x02, 0x80, 0x80, 0x80, 0x7f, 0x80, 0xab, 0x80, 0x80, 0xbb, 0x80, 0x7f, 0x7f, 0x7f, 0x7f, 0x80, 0x7f, 0xa4, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x80, 0x80, 0x80, 0x4d, - 0x7f, 0x80, 0x60, 0x27, 0xeb, 0x7f, 0x7f, 0x7f, 0x80, 0x80, 0x7f, 0x80, 0x80, 0x80, 0xbe, 0x7f, 0x80, 0x80, 0x7f, 0x80, 0xce, 0x7f, 0x7d, 0x80, 0x80, 0x80, 0x80, 0x80, 0x7f, 0x80, 0x7f, 0x80, - 0x80, 0x7f, 0x7f, 0x80, 0xea, 0x80, 0x80, 0x7f, 0x80, 0x7f, 0x80, 0x80, 0x80, 0x80, 0x80, 0x7f, 0x7f, 0x7f, 0x80, 0x80, 0x7f, 0x80, 0x80, 0xa5, 0x7f, 0x80, 0x80, 0x80, 0x09, 0x73, 0xae, 0x80, - 0x80, 0x80, 0x80, 0x80, 0x59, 0x8f, 0x80, 0x80, 0x80, 0x7f, 0x12, 0xe3, 0x7f, 0x00, 0x80, 0x80, 0x80, 0x80, 0x7f, 0x76, 0x80, 0x5f, 0x80, 0xf2, 0x80, 0x7f, 0x5f, 0x7f, 0x73, 0x80, 0x80, 0x80, - 0x80, 0x7f, 0x80, 0x80, 0x80, 0xa0, 0x7f, 0x80, 0x7f, 0x80, 0x80, 0x1a, 0x6e, 0x7f, 0x7f, 0x7f, 0x80, 0x80, 0x62, 0x55, 0x80, 0x7f, 0x80, 0x80, 0x7f, 0x90, 0xf2, 0x7f, 0xff, 0x7f, 0xe4, 0x38, - 0x3c, 0xa0, 0x80, 0x7f, 0x62, 0x7f, 0x80, 0x7f, 0xb6, 0xbc, 0x79, 0x8a, 0x80, 0x80, 0x7f, 0x7f, 0x80, 0x1c, 0x80, 0x80, 0x7f, 0x7f, 0x7f, 0x7f, 0xc4, 0x80, 0x80, 0x7f, 0x80, 0x80, 0x80, 0x80, - 0x7f, 0x7f, 0x8f, 0x80, 0xb2, 0x80, 0x80, 0x80, 0x80, 0xe3, 0x7f, 0x64, 0x7f, 0x7f, 0x80, 0x80, 0x39, 0xdd, 0x80, 0x33, 0x80, 0x80, 0x7f, 0x3e, 0x7f, 0x7f, 0x80, 0x7f, 0x7f, 0x7f, 0x80, 0x7f, - 0x80, 0xf5, 0x7f, 0x80, 0x7f, 0x9a, 0x80, 0x80, 0x7f, 0x80, 0x80, 0x80, 0xf0, 0x80, 0x7f, 0x80, 0xeb, 0x80, 0x80, 0x80, 0xe1, 0xce, 0x80, 0x80, 0x7f, 0x7f, 0xea, 0x80, 0x80, 0x7f, 0x9b, 0xe8, - 0xac, 0x80, 0x7a, 0x80, 0x80, 0x7f, 0x7f, 0x7f, 0x80, 0x7f, 0x7f, 0x57, 0x80, 0x15, 0x80, 0x80, 0x7f, 0x80, 0x7f, 0x80, 0xcd, 0x7f, 0x80, 0x7f, 0x80, 0x80, 0x80, 0x7f, 0x80, 0x80, 0x71, 0x80, - 0x80, 0x80, 0x80, 0xfa, 0x2d, 0x7f, 0x80, 0x80, 0x7f, 0x7f, 0x80, 0x7f, 0x80, 0x80, 0x89, 0x80, 0x80, 0x80, 0x80, 0x7f, 0x7f, 0x7f, 0xd0, 0x80, 0xdb, 0x80, 0x80, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x80, 0x6e, 0x80, 0x2d, 0x7f, 0x80, 0x7f, 0x80, 0x8c, 0x7f, 0x7f, 0x7f, 0x80, 0xd2, 0x80, 0x80, 0x80, 0x80, 0x80, 0x7f, 0x7f, 0x80, 0x7f, 0x80, 0x80, 0x30, 0x7f, 0x80, 0x80, 0x80, 0x7f, 0x80, - 0x7f, 0x80, 0x7f, 0x7f, 0x80, 0xc7, 0x3b, 0x80, 0x80, 0xb9, 0x80, 0x7f, 0xc1, 0xe0, 0x80, 0x80, 0x7f, 0x80, 0x7f, 0x7f, 0x8d, 0x7f, 0x07, 0x81, 0x7f, 0x7f, 0x7f, 0xda, 0x80, 0x80, 0x80, 0x13, - 0x7f, 0x80, 0x42, 0x7f, 0x80, 0x7f, 0xc6, 0xa5, 0xda, 0x80, 0x80, 0x73, 0xfb, 0x80, 0x7f, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x51, 0x7f, 0x7f, 0x80, 0xba, 0x80, 0x80, 0x8f, 0x7f, 0x80, - 0x7f, 0x80, 0x52, 0x79, 0x80, 0x80, 0xe7, 0x80, 0x80, 0x80, 0x41, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x80, 0x7f, 0x7f, 0x80, 0x7f, 0x7f, 0x80, 0x80, 0x80, 0x80, 0x7f, 0x7f, 0x7f, -}; - -uint8_t fully_connect_result_4[511] = { - 0x79, 0xf5, 0x7f, 0x15, 0x47, 0x30, 0xc6, 0xfa, 0x8b, 0x6a, 0xe3, 0xc7, 0x7f, 0xa8, 0x2b, 0x80, 0x41, 0xed, 0xfe, 0xb8, 0x80, 0xa7, 0x80, 0x46, 0x5c, 0x80, 0xe4, 0xf0, 0x2b, 0xa4, 0x06, 0x05, - 0x07, 0x31, 0xb6, 0xf4, 0xa0, 0x65, 0x0f, 0xa6, 0x92, 0x49, 0x63, 0xd4, 0x7f, 0x35, 0x9c, 0x00, 0xe7, 0xd9, 0xf5, 0xc9, 0xd2, 0x61, 0xfc, 0xf2, 0xfd, 0xf3, 0x12, 0x01, 0xcd, 0x3e, 0x3a, 0xba, - 0xd3, 0xd8, 0x80, 0x25, 0xb8, 0x2e, 0xd8, 0x2c, 0xad, 0x80, 0x80, 0x5f, 0x80, 0xca, 0x50, 0xe5, 0xd3, 0x80, 0xce, 0x22, 0x80, 0xf5, 0x80, 0x2f, 0x16, 0x80, 0x80, 0xb3, 0x6f, 0xf2, 0x80, 0x7f, - 0x61, 0xbd, 0xd1, 0xf6, 0xbd, 0x07, 0x57, 0x80, 0x35, 0x7f, 0x68, 0x56, 0xe9, 0xee, 0x2f, 0x33, 0xb3, 0xfb, 0xe4, 0xea, 0x10, 0x80, 0x34, 0x46, 0x3f, 0xa3, 0xab, 0xce, 0x4e, 0x9a, 0x0d, 0x6a, - 0x16, 0xda, 0xb5, 0xed, 0xdd, 0x8c, 0x59, 0x80, 0xf4, 0x30, 0x60, 0x7f, 0x93, 0x0e, 0xc6, 0x65, 0xfa, 0x7f, 0x09, 0xbd, 0xec, 0xe8, 0xbc, 0x18, 0x80, 0xf6, 0x06, 0xca, 0xce, 0x52, 0x32, 0xe8, - 0x80, 0x80, 0x2d, 0x24, 0x72, 0xa5, 0xe9, 0x80, 0xdb, 0x80, 0xef, 0x80, 0x60, 0x92, 0x16, 0x7f, 0x2d, 0xf8, 0x80, 0x76, 0x1b, 0x04, 0x80, 0xf5, 0x80, 0x99, 0x8a, 0x7f, 0x7f, 0xd2, 0x80, 0x84, - 0xb3, 0x75, 0xc1, 0x27, 0xa3, 0xd5, 0x80, 0x0d, 0x35, 0x80, 0x0e, 0x43, 0x75, 0x02, 0x80, 0xd2, 0xbc, 0x67, 0xfa, 0xba, 0xcc, 0xd7, 0x80, 0x7f, 0x13, 0x80, 0x03, 0x1e, 0xd0, 0xc0, 0x26, 0x80, - 0xe8, 0x7f, 0x4d, 0x7f, 0x80, 0x41, 0x92, 0x92, 0x1d, 0x7f, 0xf8, 0xc4, 0x30, 0x04, 0xe4, 0x93, 0xa3, 0x80, 0x71, 0x9e, 0xdd, 0x4b, 0xc3, 0x19, 0xb2, 0x7f, 0x0e, 0x80, 0x42, 0x9d, 0x8d, 0x80, - 0x80, 0x80, 0x7f, 0x80, 0x67, 0xf4, 0xf5, 0xbf, 0xe3, 0x7f, 0x80, 0x06, 0x7f, 0xfd, 0x64, 0x80, 0xb0, 0x9f, 0xed, 0x1f, 0xf2, 0xa2, 0x7f, 0x3f, 0x80, 0x80, 0x80, 0x7f, 0x80, 0xcb, 0x89, 0x80, - 0x0b, 0x72, 0x80, 0x39, 0xe9, 0xa5, 0xa1, 0x17, 0x06, 0x25, 0xb8, 0x7c, 0x09, 0x7f, 0xef, 0xcd, 0x6f, 0x92, 0x16, 0x64, 0xc8, 0x2c, 0xfb, 0xf5, 0xd3, 0x4b, 0x80, 0xab, 0xb6, 0xea, 0xfb, 0xeb, - 0x2d, 0x9a, 0x05, 0x05, 0x15, 0x10, 0x1c, 0x04, 0x7f, 0x7f, 0x92, 0x7f, 0x80, 0xf4, 0x7f, 0x7f, 0x80, 0x7f, 0xe4, 0x80, 0x1c, 0x7e, 0xe8, 0x80, 0x3e, 0xb7, 0x49, 0x7f, 0x7f, 0x3b, 0xd7, 0x00, - 0xd1, 0x23, 0xe3, 0xd1, 0x23, 0xc9, 0xb7, 0x7f, 0xd4, 0x80, 0xf0, 0xf2, 0x7f, 0x80, 0x9a, 0x80, 0xc8, 0xc5, 0x81, 0xec, 0xeb, 0xd5, 0x80, 0xe7, 0x63, 0x80, 0x80, 0x80, 0xce, 0x90, 0x18, 0xc3, - 0xed, 0x7f, 0x80, 0xf3, 0x00, 0x20, 0x4c, 0xff, 0x21, 0x15, 0x6b, 0x7f, 0xae, 0xda, 0x80, 0x7f, 0x80, 0xed, 0x80, 0xc0, 0x83, 0xa7, 0x43, 0xd1, 0x27, 0xd7, 0xbe, 0xcd, 0x80, 0x4d, 0x29, 0xa5, - 0x80, 0xc7, 0x7f, 0x80, 0xf0, 0x7f, 0x3a, 0xea, 0xec, 0x9e, 0x1a, 0x85, 0xe8, 0xbc, 0x0a, 0x80, 0xb4, 0x80, 0xde, 0xd2, 0x7f, 0xa2, 0x80, 0xfd, 0x0e, 0x40, 0x86, 0x80, 0x80, 0x5b, 0x80, 0xc2, - 0xc8, 0xa6, 0x4e, 0x0b, 0x80, 0xaa, 0x83, 0xa7, 0xaa, 0x4f, 0x9d, 0x80, 0x99, 0x1b, 0xf1, 0x58, 0x19, 0xaf, 0xff, 0x80, 0x80, 0x98, 0x80, 0xcb, 0x83, 0x80, 0x20, 0x42, 0x29, 0xd4, 0x31, 0x10, - 0xa9, 0xf0, 0x84, 0x06, 0x80, 0x1d, 0x4e, 0x44, 0x80, 0xee, 0xe1, 0xff, 0x6e, 0x0c, 0x9e, 0x34, 0x81, 0x7f, 0xf9, 0x33, 0xbe, 0x80, 0xc9, 0xcf, 0x7f, 0xb1, 0x87, 0x04, 0x88, 0xc1, 0x2f, -}; - -uint8_t fully_connect_result_5[511] = { - 0xf0, 0xfa, 0xfe, 0x2b, 0x0c, 0xe4, 0x05, 0xf4, 0x1c, 0xd1, 0xf8, 0x22, 0xdb, 0x2a, 0x30, 0xe4, 0xec, 0xfc, 0x0f, 0x09, 0xd0, 0xd9, 0xf2, 0xfc, 0xed, 0xfd, 0xee, 0xf4, 0xbe, 0xe9, 0x0b, 0xdf, - 0x12, 0x10, 0x24, 0xe0, 0xd9, 0x02, 0xe6, 0x09, 0x12, 0x03, 0x24, 0x1b, 0x01, 0x1d, 0xdf, 0xf5, 0xfc, 0xf5, 0xc4, 0xfa, 0xf6, 0xe1, 0xef, 0xfd, 0xe3, 0x08, 0xe9, 0xf7, 0x00, 0x01, 0xf0, 0x18, - 0xd6, 0xf8, 0xed, 0x01, 0xf7, 0xfa, 0x03, 0xe1, 0x24, 0xec, 0x27, 0xfb, 0xe0, 0xec, 0xc2, 0xf1, 0xfd, 0x1b, 0x14, 0x19, 0xeb, 0xf9, 0xfe, 0x04, 0x0d, 0xdd, 0x05, 0x0f, 0x14, 0x0f, 0x02, 0xec, - 0xd3, 0xe6, 0x14, 0x1b, 0xd9, 0xde, 0x13, 0x25, 0x36, 0xfd, 0x12, 0xf2, 0xe6, 0x0f, 0xee, 0x12, 0x26, 0xf6, 0xf2, 0xf8, 0x06, 0xf3, 0x15, 0xe2, 0xe4, 0xe3, 0xd0, 0x03, 0x03, 0xe8, 0x1a, 0x02, - 0xf4, 0x3c, 0xff, 0xed, 0xe5, 0xfd, 0x16, 0xf6, 0xe7, 0xda, 0xe1, 0x07, 0x14, 0x13, 0xee, 0x05, 0xfb, 0xea, 0xe6, 0xd7, 0x1e, 0x0b, 0x08, 0xde, 0x23, 0xce, 0xec, 0xe3, 0xdc, 0xf5, 0x02, 0x02, - 0x19, 0xee, 0xe2, 0xeb, 0xee, 0xfe, 0x0b, 0x0a, 0xeb, 0x0c, 0x1d, 0x0d, 0xec, 0xf9, 0xdc, 0xe9, 0xef, 0xd9, 0xf7, 0x11, 0x0e, 0x16, 0xea, 0x02, 0xf3, 0x21, 0xfe, 0xf3, 0xdc, 0x00, 0xc5, 0xf0, - 0x07, 0x0a, 0xff, 0x0e, 0xf5, 0x02, 0xe7, 0xdb, 0x00, 0x06, 0xe5, 0xdd, 0x15, 0xd4, 0xe3, 0x0d, 0xc0, 0x11, 0x06, 0x14, 0xde, 0x09, 0xeb, 0xdd, 0xf1, 0x34, 0xf1, 0x15, 0x01, 0xf7, 0x0d, 0x14, - 0xf6, 0xef, 0x11, 0x08, 0xe9, 0xfb, 0x00, 0xf7, 0xec, 0xf6, 0xde, 0x15, 0xe8, 0xcb, 0xe6, 0x0d, 0x10, 0xfe, 0xec, 0xe3, 0xf8, 0x13, 0x1d, 0xd5, 0xe1, 0xef, 0x15, 0xf2, 0xf8, 0xee, 0xf1, 0x0e, - 0xe9, 0x38, 0x0c, 0xfb, 0x00, 0x0b, 0xfc, 0x01, 0x02, 0xdd, 0xf1, 0xdc, 0xfd, 0xe2, 0xf0, 0x21, 0x03, 0xfb, 0x09, 0x1d, 0xef, 0x0c, 0xe2, 0xff, 0xed, 0xf9, 0x0f, 0x19, 0x00, 0xd8, 0xfd, 0x11, - 0x35, 0xe5, 0x08, 0x0a, 0x07, 0xe7, 0xf2, 0xff, 0xf6, 0x14, 0xfc, 0xff, 0xd5, 0xfb, 0x0e, 0xfd, 0xbb, 0xf1, 0x28, 0xd2, 0xf3, 0xb7, 0x11, 0x0f, 0xe3, 0x2c, 0xf5, 0x13, 0x18, 0xe0, 0x11, 0xce, - 0xdf, 0x18, 0xd9, 0xee, 0x2c, 0xf5, 0xff, 0x17, 0x02, 0xde, 0xb9, 0xfe, 0xda, 0xec, 0x03, 0xe8, 0x03, 0xe0, 0xf0, 0x03, 0x28, 0x09, 0xef, 0xc7, 0x10, 0xe9, 0x06, 0x0a, 0xf5, 0x01, 0xe8, 0xf8, - 0xf9, 0xe4, 0xc0, 0xf7, 0x1a, 0xcc, 0x0a, 0xe3, 0x35, 0x0b, 0xfe, 0x13, 0x0d, 0xf0, 0xdb, 0x16, 0xec, 0xef, 0xff, 0xd1, 0xef, 0xcd, 0xe0, 0xfd, 0x25, 0x05, 0xe7, 0xe5, 0xe7, 0xf6, 0x0a, 0x11, - 0x11, 0x14, 0xcf, 0xd6, 0xc6, 0x0d, 0xf1, 0xe8, 0xe2, 0x25, 0xd9, 0x13, 0xfb, 0x06, 0xf0, 0xdf, 0xf2, 0x29, 0x2d, 0xdb, 0xe7, 0x30, 0xe9, 0xf1, 0xf4, 0x0c, 0x17, 0xef, 0x2a, 0x09, 0xec, 0xed, - 0xf1, 0x0b, 0x1a, 0xca, 0xf1, 0xf6, 0x0c, 0x0a, 0xc8, 0x1c, 0x14, 0x1f, 0x09, 0x13, 0xb5, 0xe3, 0x12, 0xe7, 0xde, 0x2c, 0x1e, 0xec, 0xf0, 0x0d, 0xd3, 0x02, 0xf4, 0x02, 0xd1, 0xe0, 0x22, 0x0e, - 0xeb, 0xf1, 0xeb, 0xf6, 0xe1, 0xde, 0xe2, 0xde, 0xe2, 0x18, 0x0b, 0xee, 0xf9, 0xd1, 0x1f, 0x12, 0xf6, 0x15, 0xea, 0x01, 0xf9, 0xe6, 0xee, 0xd4, 0xda, 0x23, 0xea, 0xff, 0xfc, 0xe3, 0xf7, 0xd9, - 0xf8, 0xf6, 0xee, 0x05, 0xdc, 0x00, 0x05, 0xe6, 0x0a, 0x15, 0x0a, 0xd2, 0x08, 0xf3, 0xfd, 0xf7, 0xca, 0x1c, 0xf9, 0x38, 0x0b, 0xec, 0x2c, 0xf4, 0xed, 0xd0, 0xf3, 0xe7, 0xc9, 0x01, 0x05, -}; - -uint8_t fully_connect_weight_3[128*256] = { - 0xbe, 0xcc, 0x3b, 0x5c, 0x3e, 0xf9, 0xd7, 0x5c, 0xf6, 0x20, 0x3d, 0xde, 0xeb, 0xf4, 0x2e, 0xba, 0xbb, 0xde, 0x18, 0xe5, 0x54, 0x4f, 0x4f, 0xa7, 0xa7, 0xb5, 0x52, 0xab, 0x41, 0xa0, 0x5d, 0xeb, - 0xae, 0x9e, 0x3e, 0xbf, 0x50, 0x2b, 0xa4, 0x1e, 0xc4, 0xca, 0xe8, 0xc4, 0x26, 0x0c, 0x35, 0x26, 0xd4, 0xf6, 0xd9, 0x50, 0x59, 0xc1, 0x1d, 0x37, 0x33, 0xbe, 0x29, 0xa6, 0x07, 0xf3, 0x4e, 0xa4, - 0x05, 0xfa, 0x3e, 0x0c, 0x3f, 0xb9, 0xcc, 0x4f, 0x4e, 0xfe, 0x1d, 0x2b, 0xd9, 0x0b, 0x46, 0xfc, 0xf2, 0xb8, 0x11, 0xe7, 0xf4, 0xa0, 0x48, 0xb7, 0x9c, 0x3b, 0x11, 0xdd, 0x5c, 0xcc, 0x3e, 0x51, - 0xc6, 0xfd, 0x21, 0x14, 0x37, 0xd4, 0x39, 0x07, 0xc4, 0xb2, 0xd0, 0x9c, 0xa5, 0xf8, 0x28, 0x3e, 0xeb, 0xe8, 0xb5, 0x05, 0xad, 0x0b, 0xf0, 0xf7, 0x45, 0x29, 0xf1, 0xfc, 0x2a, 0xcf, 0x2d, 0xba, - 0x37, 0xbf, 0xee, 0x9f, 0xab, 0x51, 0x12, 0x45, 0x0e, 0xa6, 0xbf, 0x26, 0x49, 0xb1, 0x0f, 0x47, 0x2d, 0x22, 0xd7, 0xa6, 0xf3, 0x52, 0xbf, 0x4c, 0x3d, 0x5b, 0xc3, 0x1e, 0x14, 0x3f, 0x25, 0x41, - 0x9d, 0x4d, 0xa3, 0x23, 0x0a, 0xf1, 0x0c, 0xd8, 0x52, 0xe2, 0xf5, 0x52, 0xc8, 0xc4, 0x3d, 0x57, 0x18, 0xbc, 0x08, 0x41, 0x2c, 0xaa, 0xd7, 0x0e, 0xbc, 0xb8, 0x17, 0x07, 0xf7, 0xbb, 0x56, 0xfc, - 0xc6, 0xdb, 0xa6, 0x63, 0x9f, 0x9f, 0x35, 0xa1, 0xf4, 0xae, 0xdc, 0x11, 0xfa, 0x2a, 0xa3, 0x59, 0xbe, 0x2b, 0x5b, 0x13, 0xed, 0xc3, 0x00, 0x55, 0x55, 0xcd, 0x38, 0xf1, 0x3c, 0x41, 0xd8, 0xf9, - 0x0b, 0xa5, 0xe4, 0x58, 0xc9, 0xfe, 0x05, 0x5a, 0xd5, 0x01, 0xab, 0xb0, 0x18, 0x34, 0x09, 0xc6, 0xab, 0xe8, 0x46, 0xe8, 0xf7, 0x50, 0xda, 0x10, 0xce, 0xef, 0x20, 0x42, 0xc2, 0x31, 0x4c, 0x34, - 0x0e, 0xcc, 0x37, 0x58, 0x57, 0x07, 0xe4, 0xe8, 0xb4, 0xa6, 0xb7, 0x3d, 0xbe, 0xbd, 0xe4, 0x3b, 0x39, 0x5d, 0x2c, 0x0e, 0xda, 0x1f, 0x34, 0x4e, 0x5f, 0x23, 0xf8, 0xb5, 0x21, 0x5b, 0x1f, 0xdb, - 0xb1, 0x3e, 0xce, 0xb9, 0x46, 0x33, 0xde, 0x45, 0x58, 0xe1, 0x3a, 0xfd, 0x26, 0xf9, 0xe2, 0x31, 0xf5, 0xb0, 0x08, 0x9c, 0xe0, 0xb3, 0x0d, 0xc0, 0xc3, 0xca, 0x29, 0x4b, 0x5f, 0xf3, 0x05, 0xf8, - 0xd3, 0x0d, 0xca, 0xdc, 0x34, 0xc3, 0x33, 0x3d, 0x0e, 0x60, 0xe4, 0x0a, 0x9f, 0xe1, 0x3a, 0x07, 0x31, 0xd0, 0x4d, 0xe3, 0xb3, 0xd2, 0xc2, 0x18, 0x53, 0xfc, 0xe1, 0xe4, 0x07, 0x23, 0xfa, 0xff, - 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0x53, 0xd0, 0xd9, 0x39, 0x5b, 0xbb, 0x28, 0x2a, 0xff, 0x51, 0xde, 0x57, 0x45, 0xbe, 0x1d, 0xa8, 0x3e, 0xfe, 0xbc, 0xd2, 0xb0, 0xfb, 0x22, 0xd4, 0xee, 0xf9, 0xcd, 0x51, 0x43, 0xc3, 0x4f, 0x1c, - 0xba, 0x0e, 0xd3, 0x52, 0xf6, 0xb0, 0xdb, 0xc2, 0x0d, 0xce, 0xf9, 0x3a, 0x10, 0x42, 0xb2, 0xa4, 0x27, 0xa3, 0x62, 0xf9, 0xba, 0x22, 0xb8, 0x54, 0xa4, 0xf2, 0x1e, 0xf4, 0x32, 0xe2, 0x4a, 0xe3, - 0xab, 0x15, 0x03, 0xeb, 0xb2, 0x23, 0x5f, 0xce, 0xdc, 0xcf, 0xe4, 0x0a, 0x52, 0x59, 0xf0, 0x3b, 0xc1, 0x31, 0xef, 0x1a, 0xec, 0xaf, 0x1f, 0xb3, 0x9c, 0xfb, 0x05, 0xa3, 0x62, 0xed, 0x3a, 0x3b, - 0xe0, 0xc0, 0x28, 0x1e, 0x46, 0x1d, 0x1b, 0xde, 0xb6, 0xba, 0x09, 0x37, 0x03, 0xd6, 0x9e, 0xe1, 0x4b, 0xf8, 0x2b, 0x16, 0x30, 0xe7, 0xa9, 0x5b, 0xa3, 0xf1, 0x3d, 0xa1, 0x56, 0x43, 0x4f, 0x1a, - 0x1b, 0x30, 0x2f, 0x2a, 0xa5, 0xfb, 0x58, 0xb1, 0x04, 0xd6, 0x44, 0x26, 0x23, 0xb1, 0xdc, 0x59, 0x35, 0xaf, 0x58, 0xda, 0xa3, 0x5d, 0x37, 0x2d, 0xfe, 0xf4, 0xc3, 0x57, 0xfe, 0x25, 0x43, 0x3e, - 0x2a, 0x2f, 0xa8, 0xed, 0xa6, 0xfe, 0x5f, 0x5d, 0x1d, 0x09, 0x63, 0xc1, 0xf9, 0xdd, 0x2d, 0x17, 0x3b, 0xc4, 0xf4, 0x1c, 0xbf, 0x38, 0x45, 0xc2, 0x16, 0x9c, 0xd7, 0xfd, 0xfe, 0xfb, 0x9e, 0xf9, - 0x01, 0x13, 0xd6, 0xb8, 0x17, 0xab, 0xf8, 0x1e, 0xd1, 0xba, 0x43, 0xcd, 0xb2, 0xad, 0xce, 0xcd, 0x02, 0x2c, 0x5f, 0x9d, 0xb2, 0x46, 0xfd, 0x15, 0x1e, 0xca, 0xbd, 0xc7, 0xdb, 0xcf, 0xc4, 0x53, - 0xdb, 0x5e, 0x05, 0x32, 0xc8, 0xea, 0xfd, 0xd9, 0xe9, 0x62, 0xa2, 0x2f, 0x2d, 0xa2, 0x18, 0xc6, 0xcd, 0xa7, 0x03, 0x46, 0x4e, 0xc8, 0x4c, 0xfb, 0x32, 0x4e, 0xc9, 0xf7, 0x27, 0x0b, 0xe3, 0xba, -}; - - -uint8_t fully_connect_weight_5[128*128] = { - 0x35, 0x28, 0xf2, 0x58, 0x25, 0x4b, 0xae, 0x33, 0x46, 0x1b, 0xdc, 0x1f, 0xac, 0xad, 0xc9, 0xac, 0xc8, 0xce, 0x47, 0x21, 0x32, 0x44, 0x43, 0x3e, 0xdc, 0xfb, 0xde, 0xb4, 0x9c, 0x42, 0xd4, 0xd4, - 0x1f, 0x13, 0x9c, 0xc1, 0xc7, 0x08, 0x5f, 0xe2, 0xfb, 0x3c, 0xf5, 0xd5, 0xa1, 0x24, 0x17, 0x23, 0xb9, 0x30, 0x60, 0x3a, 0x0f, 0xf9, 0xf4, 0xb1, 0x0a, 0x12, 0xb7, 0xda, 0xf4, 0xe0, 0x3e, 0x53, - 0xfb, 0x5e, 0x2d, 0x4d, 0xe0, 0x3d, 0xf0, 0x57, 0xba, 0xbb, 0x52, 0x41, 0xbd, 0xac, 0x20, 0xf8, 0xc4, 0xf1, 0xf9, 0x3b, 0x53, 0xfb, 0x62, 0x3e, 0x12, 0x5b, 0x26, 0x2f, 0xfe, 0x42, 0x37, 0x41, - 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0x30, 0xc0, 0xd5, 0xf9, 0x08, 0x43, 0xec, 0x04, 0xaa, 0xa4, 0xeb, 0x54, 0x44, 0x1a, 0x44, 0xd1, 0xcc, 0x26, 0xe1, 0x06, 0x07, 0xf9, 0xd6, 0x06, 0x23, 0x45, 0x60, 0xbd, 0x5a, 0x07, 0x4d, 0xc2, - 0x4c, 0x54, 0x56, 0xc8, 0xe2, 0xc3, 0xcb, 0x50, 0x4e, 0xa7, 0xdb, 0xda, 0x26, 0x03, 0x2b, 0x59, 0x49, 0xfa, 0x36, 0xd5, 0x20, 0x05, 0xc5, 0xe6, 0x41, 0xd2, 0xb0, 0x9c, 0xaa, 0xa1, 0xaa, 0x37, - 0x0a, 0xa2, 0x62, 0x4f, 0xc7, 0xa6, 0xb6, 0x4e, 0x18, 0x44, 0x40, 0xfe, 0xcc, 0xf8, 0xed, 0xe7, 0x37, 0x60, 0xf8, 0xb8, 0x2c, 0xcf, 0xa1, 0x05, 0x9e, 0xdd, 0xf7, 0xa9, 0x49, 0xc3, 0xfa, 0xfd, - 0x60, 0xb1, 0x14, 0x0d, 0xda, 0x59, 0xb2, 0x4f, 0x5f, 0x27, 0xf0, 0xc0, 0xfe, 0xb1, 0xc3, 0xfe, 0xd4, 0xe1, 0xf6, 0xc4, 0xde, 0xeb, 0xdd, 0xe5, 0xf7, 0xcb, 0x9d, 0xb8, 0xf1, 0x5a, 0xc3, 0x61, - 0xc8, 0x53, 0x37, 0x46, 0xc7, 0x24, 0xad, 0x11, 0xd4, 0x3c, 0xaa, 0xc1, 0x06, 0xeb, 0xea, 0x33, 0x1f, 0x29, 0xe1, 0xa8, 0xc7, 0xcd, 0x36, 0x46, 0x0b, 0x26, 0xd6, 0xc2, 0x48, 0x49, 0xcf, 0xb2, - 0x2f, 0xcd, 0xa1, 0xe9, 0x02, 0x2b, 0x43, 0xa0, 0x14, 0xad, 0x27, 0xe9, 0x59, 0xc5, 0x1e, 0xc8, 0x3c, 0x5f, 0x3b, 0xc2, 0xd6, 0x2d, 0xae, 0xdf, 0xb8, 0xc3, 0xde, 0xf6, 0x07, 0x39, 0xe2, 0x00, - 0x3e, 0x2f, 0x11, 0x48, 0xf5, 0xad, 0x11, 0xa5, 0x50, 0xe1, 0xea, 0xf6, 0xdd, 0x19, 0xef, 0x48, 0xa4, 0x3d, 0x40, 0x4a, 0xd7, 0x48, 0x23, 0x4b, 0xb6, 0xed, 0x2a, 0x57, 0x13, 0xe6, 0xb9, 0x9f, - 0xc9, 0x49, 0xbf, 0xf0, 0x5a, 0x1f, 0xb1, 0xd8, 0x5b, 0x2b, 0x56, 0x0c, 0x47, 0x38, 0x10, 0x4d, 0x2c, 0xbb, 0x34, 0x08, 0xb4, 0x1e, 0xb7, 0xd0, 0xf6, 0x5a, 0xf7, 0x07, 0xfd, 0xb2, 0x22, 0x56, - 0x5e, 0x5c, 0x58, 0x63, 0x56, 0xa7, 0xf8, 0xf2, 0x22, 0xc5, 0x29, 0x2b, 0xbc, 0x08, 0xae, 0xab, 0xdd, 0x30, 0x13, 0xcf, 0x05, 0xdd, 0xaf, 0xe5, 0x2e, 0xa3, 0x3f, 0xbb, 0x9c, 0x5f, 0xfd, 0x43, - 0x25, 0xc8, 0xfc, 0xb5, 0xe8, 0xe7, 0x09, 0xb6, 0xaf, 0xd4, 0xb0, 0x43, 0xe8, 0x27, 0xfe, 0x2b, 0x30, 0x0a, 0xea, 0x5e, 0x1b, 0x5b, 0xde, 0x47, 0xe6, 0x18, 0xe5, 0x9e, 0x24, 0xc6, 0x9f, 0x21, - 0xb6, 0x31, 0x57, 0x5f, 0xb3, 0x2b, 0xf6, 0x5b, 0x1f, 0x1c, 0xfd, 0x1d, 0x56, 0xca, 0xb0, 0xdd, 0x01, 0x9d, 0xd6, 0xe5, 0x38, 0xbf, 0xd2, 0xd3, 0x20, 0xcb, 0xee, 0x13, 0x5a, 0xa8, 0x9d, 0xc6, -}; - -uint8_t fully_connect_bias_3[128] = { - 0x04, 0x05, 0xfc, 0xf6, 0xf7, 0x07, 0x06, 0x05, 0xfa, 0xf8, 0x01, 0x08, 0x04, 0x04, 0x04, 0xf7, 0x07, 0x03, 0x06, 0x09, 0x08, 0x04, 0xfe, 0x06, 0x09, 0x07, 0xfb, 0xfd, 0x05, 0xfc, 0xfb, 0x03, - 0x06, 0x07, 0x03, 0xfb, 0xf6, 0x08, 0x06, 0xf7, 0xfb, 0xf7, 0xf6, 0xf8, 0xfb, 0x00, 0xf7, 0x02, 0x04, 0x00, 0x00, 0x08, 0x02, 0xf7, 0xf8, 0xf6, 0x08, 0xfe, 0xfd, 0xfd, 0x00, 0x01, 0x00, 0xfa, - 0xff, 0x09, 0x04, 0x02, 0x04, 0xf6, 0xfb, 0xf8, 0xfc, 0x01, 0x04, 0x02, 0x06, 0x00, 0x04, 0xf7, 0x01, 0x00, 0x00, 0xf8, 0x01, 0x07, 0xff, 0x08, 0x09, 0xfe, 0x06, 0x05, 0xf6, 0xff, 0x08, 0xf8, - 0xff, 0xf6, 0xfd, 0xf8, 0xfe, 0x04, 0xf9, 0xf6, 0xfe, 0x05, 0xfa, 0x02, 0x03, 0x06, 0x08, 0x09, 0xfa, 0xf6, 0xf7, 0x07, 0x05, 0x00, 0xf8, 0xff, 0x02, 0x04, 0x05, 0x01, 0x09, 0xf9, 0x08, 0xfe, -}; - - -uint8_t fully_connect_bias_4[64] = { - 0xf8, 0xfb, 0xfb, 0xfb, 0xf9, 0xf8, 0xfb, 0x03, 0xfe, 0xfd, 0x01, 0xf8, 0xfe, 0x01, 0x01, 0x00, 0x03, 0x03, 0xf8, 0xfc, 0x06, 0x03, 0xfb, 0x07, 0x03, 0xfb, 0x09, 0xfd, 0x07, 0xf9, 0x09, 0x04, - 0x08, 0x04, 0x00, 0xfd, 0x02, 0x08, 0xfd, 0xfe, 0x07, 0xf8, 0xfc, 0x01, 0x00, 0xfa, 0xfe, 0x01, 0xfd, 0xfd, 0x00, 0x08, 0xfc, 0xfb, 0x09, 0xf9, 0x02, 0x02, 0xfd, 0x07, 0xfd, 0x01, 0x00, 0x06, -}; - -uint8_t fully_connect_bias_5[128] = { - 0x01, 0x03, 0x08, 0xfa, 0x09, 0xfd, 0xfe, 0x09, 0xfa, 0xfe, 0x00, 0x08, 0x07, 0x00, 0xfc, 0x07, 0xf7, 0xf9, 0xfc, 0x07, 0x06, 0x02, 0x07, 0x02, 0xff, 0x08, 0xfe, 0x03, 0xf8, 0x06, 0xf8, 0x02, - 0xff, 0x07, 0xf6, 0x00, 0x07, 0xf7, 0xf6, 0xf9, 0x01, 0xf9, 0xfd, 0xff, 0xfc, 0x05, 0xfd, 0xff, 0x05, 0xfc, 0x03, 0x02, 0xf7, 0x08, 0x06, 0x05, 0xf6, 0xff, 0x05, 0xfb, 0xfb, 0xfe, 0x00, 0xff, - 0x00, 0x01, 0xfb, 0x03, 0x04, 0x01, 0xff, 0xf6, 0x04, 0x04, 0x02, 0xfe, 0xf8, 0xfd, 0x03, 0x01, 0xfe, 0xf6, 0xfa, 0x00, 0x05, 0x09, 0xfd, 0xf8, 0x07, 0xfe, 0x01, 0x05, 0xf9, 0xf7, 0xf6, 0xfb, - 0x02, 0xff, 0xf7, 0x00, 0x08, 0x01, 0x09, 0x03, 0x06, 0x03, 0xfd, 0x06, 0xfb, 0x01, 0xfd, 0x06, 0xf7, 0xfa, 0xfd, 0x08, 0xfa, 0x02, 0xfc, 0x05, 0x07, 0xfe, 0xf8, 0xfe, 0x03, 0xf9, 0x03, 0x09, -}; - -uint8_t fully_connect_input_3[256] = { - 0x25, 0x9e, 0x51, 0x00, 0xe9, 0xb7, 0x28, 0xba, 0xf6, 0xd0, 0xd3, 0x51, 0x38, 0xfa, 0xf5, 0x15, 0x51, 0x45, 0xfb, 0xb9, 0x5d, 0x18, 0x58, 0x26, 0xfe, 0xbc, 0xc0, 0x51, 0xff, 0x48, 0xa1, 0xea, - 0x3d, 0xe3, 0xb2, 0xc1, 0x40, 0x3d, 0xbe, 0xfd, 0xbe, 0xba, 0x48, 0x5f, 0xf8, 0x06, 0xdd, 0xc5, 0xec, 0x2f, 0xa0, 0xd0, 0xa3, 0x9d, 0x17, 0x21, 0x1f, 0xf7, 0x50, 0xa4, 0x54, 0x63, 0xa5, 0x23, - 0x26, 0xea, 0xc3, 0xd1, 0xa8, 0xf6, 0x36, 0x2e, 0x0d, 0x03, 0x2a, 0xd9, 0x41, 0xa0, 0x51, 0xec, 0x9e, 0xc4, 0x2a, 0x3e, 0x4c, 0x31, 0x55, 0xe8, 0xbd, 0x52, 0xaa, 0x3f, 0xf2, 0x20, 0x4a, 0xeb, - 0x38, 0xc8, 0x19, 0xf6, 0xc3, 0x40, 0x46, 0xfc, 0xd3, 0xdb, 0xf3, 0xff, 0x5a, 0xe7, 0x60, 0x42, 0x57, 0x44, 0x47, 0xc8, 0xb9, 0xaa, 0x28, 0x3f, 0xe1, 0xd2, 0x2b, 0x34, 0x0a, 0x4e, 0x40, 0x2c, - 0xc2, 0x60, 0xcf, 0xd4, 0xb3, 0x03, 0xf2, 0xce, 0x3e, 0xee, 0x0a, 0xc5, 0xc8, 0x0b, 0xcb, 0x19, 0xcd, 0xba, 0xa6, 0xc5, 0x10, 0x11, 0xff, 0x4b, 0xb8, 0x3c, 0xa3, 0x1a, 0x55, 0x27, 0x22, 0x3c, - 0x1f, 0x07, 0x2a, 0x56, 0xb2, 0xad, 0x26, 0x02, 0x12, 0x32, 0xf3, 0x58, 0x4f, 0xba, 0xa0, 0x41, 0xd6, 0x56, 0x62, 0x2f, 0xc1, 0xde, 0xf6, 0xdf, 0xc5, 0x5a, 0xa4, 0x02, 0x25, 0x3f, 0xa2, 0xc4, - 0x51, 0xe7, 0x14, 0x35, 0x55, 0xc0, 0xa3, 0xdc, 0xf2, 0xeb, 0x46, 0x16, 0xe7, 0xcb, 0x13, 0xf8, 0x42, 0x55, 0x4f, 0xc1, 0x53, 0xc2, 0x55, 0x1f, 0xf5, 0x1a, 0x11, 0xd3, 0x45, 0xb3, 0xfa, 0xed, - 0x28, 0xcb, 0xa6, 0xc9, 0x24, 0xda, 0xc9, 0x4f, 0x35, 0x3b, 0xf7, 0xe0, 0x11, 0x12, 0xad, 0xa9, 0x9f, 0xf6, 0x30, 0xae, 0x5f, 0x5f, 0x30, 0x4c, 0xe4, 0xdf, 0xff, 0x3e, 0xd8, 0x2b, 0x1a, 0xf5, -}; - - -uint8_t fully_connect_input_4[256] = { - 0xe0, 0x0a, 0xd5, 0x2e, 0x2a, 0x9e, 0xd8, 0x00, 0x44, 0xdc, 0xe9, 0xfa, 0xee, 0xb2, 0xc0, 0x24, 0x2e, 0x9e, 0x4e, 0x1e, 0xd8, 0x53, 0x11, 0xca, 0xbb, 0xdf, 0x5f, 0xfa, 0x38, 0x18, 0x30, 0x63, - 0x02, 0x53, 0xf7, 0x03, 0x54, 0xcd, 0xa2, 0x26, 0x56, 0xc8, 0x36, 0x0c, 0x5f, 0xeb, 0xee, 0xa8, 0x60, 0x06, 0xbb, 0x35, 0x47, 0x1e, 0x44, 0x3f, 0x1f, 0xdf, 0x22, 0xe1, 0xb7, 0x9e, 0xc3, 0xea, - 0xc4, 0x4c, 0x4a, 0x5b, 0xd2, 0xe8, 0x08, 0x2a, 0xf0, 0x63, 0xb8, 0x06, 0xec, 0xad, 0xe8, 0x1a, 0x07, 0xa3, 0x4b, 0xf3, 0x31, 0x10, 0xb1, 0xd4, 0x5c, 0xdf, 0x0a, 0x46, 0x36, 0x9e, 0x14, 0x53, - 0xec, 0xfe, 0xfb, 0x0d, 0x07, 0xd3, 0x1b, 0x1a, 0xd1, 0xfd, 0xce, 0xb2, 0xf5, 0xd1, 0xa2, 0xab, 0xde, 0xfb, 0xa9, 0x0d, 0xfc, 0xc8, 0xd8, 0xf2, 0x53, 0xc0, 0xea, 0xb4, 0xdb, 0x10, 0x11, 0x12, - 0x16, 0x55, 0x24, 0x0b, 0xcc, 0xe8, 0x2b, 0x9e, 0x53, 0x01, 0x9f, 0x5e, 0x1e, 0x61, 0x43, 0xd0, 0xe2, 0x34, 0xaa, 0xdd, 0x15, 0x07, 0xea, 0xc7, 0xc0, 0xed, 0xf1, 0xe0, 0x08, 0xfc, 0x51, 0xb5, - 0xb0, 0x58, 0x2e, 0xb1, 0x1c, 0x1c, 0xc2, 0x08, 0xd8, 0x00, 0xaa, 0x24, 0x25, 0xd6, 0xd5, 0xca, 0x07, 0x2e, 0x62, 0x06, 0xf4, 0x33, 0x23, 0x28, 0x4c, 0x26, 0xcc, 0xe3, 0x54, 0xe8, 0x35, 0xc6, - 0xd5, 0x0d, 0xef, 0x4b, 0xf8, 0x55, 0x10, 0xf8, 0xeb, 0x2e, 0x1f, 0xb0, 0xb6, 0x12, 0xb8, 0xa8, 0x9c, 0x4c, 0x52, 0xdf, 0xa4, 0x01, 0x23, 0x13, 0xd1, 0xe9, 0x21, 0x01, 0x2f, 0xe2, 0x59, 0xab, - 0x50, 0x63, 0x59, 0xfe, 0x58, 0x46, 0xa3, 0x40, 0xe6, 0x4a, 0x51, 0xc0, 0x5d, 0xe7, 0x1c, 0x06, 0x03, 0x3d, 0x18, 0xeb, 0x57, 0x5c, 0x02, 0x9e, 0x14, 0x3a, 0xf2, 0xfe, 0xab, 0xca, 0x26, 0xe2, -}; - - -uint8_t fully_connect_input_5[128] = { - 0xe9, 0x4f, 0xe4, 0xe0, 0x5c, 0x02, 0xaa, 0xe4, 0xf3, 0x5d, 0x5d, 0xa1, 0x1f, 0x17, 0x0c, 0x5d, 0x0a, 0xbb, 0x39, 0xd2, 0xfb, 0x2e, 0xa8, 0x22, 0xd7, 0x3c, 0x63, 0xc2, 0xe3, 0xa8, 0xd7, 0x2a, - 0xb1, 0xfe, 0x48, 0xfe, 0xed, 0x12, 0x4c, 0xf3, 0x02, 0xe6, 0xd0, 0x37, 0x0d, 0xe4, 0x02, 0xf4, 0x10, 0xe2, 0x57, 0x27, 0x0e, 0x54, 0xc0, 0x4a, 0xec, 0xc8, 0x2a, 0x5f, 0xa9, 0x5b, 0x25, 0x3a, - 0x1e, 0xf2, 0xb4, 0xe3, 0xf4, 0xf3, 0xff, 0xbc, 0xba, 0xf2, 0x9e, 0xa9, 0x3f, 0x4d, 0x0c, 0xfb, 0xb8, 0xc1, 0xd1, 0xcf, 0x5f, 0xbd, 0x50, 0x2f, 0xe6, 0xd3, 0xa4, 0xc6, 0xaa, 0xf1, 0xfc, 0xfa, - 0x02, 0x3c, 0x4a, 0xa0, 0xe5, 0xbd, 0x1b, 0x9e, 0xa1, 0xff, 0x4a, 0x5c, 0xb6, 0x00, 0xa2, 0x0d, 0x4a, 0x1e, 0xb5, 0x0c, 0xa6, 0x20, 0xaa, 0x2a, 0x5c, 0xcf, 0xc9, 0xc0, 0x59, 0xfb, 0x1a, 0x47, -}; - -uint8_t fully_connect_result_6[128] = { - 0x7f, 0x7f, 0x05, 0x80, 0xb2, 0xf3, 0x6a, 0x7f, 0x7f, 0x80, 0xf1, 0xf1, 0x7f, 0x7f, 0x80, 0x32, 0x80, 0x80, 0xe8, 0x7f, 0x1d, 0x7f, 0x80, 0x7f, 0x7f, 0x80, 0x38, 0x7f, 0x81, 0x7f, 0x99, 0x80, - 0xe6, 0x2c, 0x7f, 0x80, 0x7f, 0x20, 0xb6, 0x80, 0x7f, 0x9c, 0x80, 0x43, 0x80, 0x80, 0xe3, 0x3c, 0x7f, 0x9a, 0x80, 0x80, 0x8f, 0xc3, 0x60, 0x13, 0x94, 0xde, 0x7f, 0x6a, 0x16, 0x7f, 0x7f, 0x7f, - 0x7f, 0xd0, 0xab, 0x7f, 0x44, 0xe1, 0x80, 0x76, 0x4d, 0xdc, 0x46, 0x7f, 0x7f, 0x7f, 0xfd, 0x80, 0xf4, 0x80, 0xc0, 0x7f, 0x80, 0x80, 0x7f, 0x6a, 0xc6, 0xa9, 0xff, 0x24, 0x7f, 0xad, 0x80, 0x7f, - 0x22, 0x7f, 0xcb, 0x80, 0x7f, 0x7f, 0x7f, 0x7f, 0x80, 0xf9, 0x7f, 0xa2, 0x7f, 0x9f, 0xbe, 0x80, 0xb6, 0x2d, 0x7f, 0x80, 0x7f, 0x53, 0x80, 0x7f, 0x67, 0x7f, 0x80, 0xb8, 0x7f, 0x80, 0x9f, 0xdf, -}; - -uint8_t fully_connect_result_7[64] = { - 0x58, 0x13, 0x23, 0x29, 0xf7, 0x26, 0x00, 0xce, 0xe9, 0xf0, 0x27, 0x15, 0x6d, 0x35, 0x40, 0xe5, 0xf1, 0x19, 0xc7, 0xaf, 0x19, 0x9f, 0xfa, 0x34, 0xa0, 0xe3, 0x36, 0xd3, 0x35, 0xf1, 0x36, 0xe6, - 0xb9, 0xc9, 0xe6, 0x0c, 0xf5, 0xee, 0xd8, 0xd0, 0xd3, 0xee, 0x35, 0x00, 0x25, 0x07, 0xd5, 0x33, 0xce, 0x34, 0x86, 0x38, 0x03, 0x02, 0x16, 0xd4, 0xcb, 0x33, 0x6b, 0x2a, 0xfd, 0xbe, 0x80, 0xf5, -}; - -uint8_t fully_connect_result_8[128] = { - 0xfe, 0x08, 0xe5, 0x12, 0xf2, 0xfb, 0xfe, 0x07, 0x0c, 0x02, 0x06, 0xfa, 0x00, 0x02, 0x0e, 0x02, 0x12, 0x15, 0xfa, 0xf0, 0x01, 0x02, 0x07, 0xf3, 0x0f, 0xf9, 0xfe, 0xf6, 0x09, 0xf5, 0x08, 0xf9, - 0xf7, 0x09, 0x02, 0x02, 0x0f, 0xff, 0xff, 0x11, 0xfd, 0x19, 0xfa, 0x15, 0x07, 0xf9, 0x06, 0x05, 0xfb, 0xf8, 0xf8, 0xf8, 0x02, 0x03, 0x03, 0x06, 0xf3, 0xfe, 0x06, 0xfb, 0x08, 0xe4, 0x07, 0xf4, - 0x09, 0xf4, 0xfc, 0xfa, 0x06, 0x08, 0xfd, 0xfb, 0xf8, 0x05, 0xfb, 0xff, 0x0e, 0xfb, 0x03, 0x04, 0x00, 0xfa, 0x00, 0x00, 0x0b, 0xf6, 0x05, 0xfc, 0xf7, 0x02, 0xf8, 0xff, 0x05, 0x05, 0x13, 0x0a, - 0x00, 0x01, 0xfc, 0xfc, 0xfe, 0x05, 0x07, 0xfe, 0xf1, 0x02, 0x0d, 0x03, 0x02, 0x07, 0x07, 0xf5, 0xff, 0x19, 0xfe, 0xed, 0x01, 0x02, 0xff, 0x09, 0xf8, 0xfe, 0xf9, 0xf4, 0xee, 0x0b, 0xf4, 0x18, -}; - -uint8_t fully_connect_result_9[127] = { - 0x7f, 0x92, 0xba, 0x7f, 0x80, 0xaa, 0x5e, 0x80, 0x80, 0x80, 0x52, 0x80, 0x80, 0x33, 0x80, 0x0b, 0x7f, 0x80, 0x80, 0xbc, 0x9d, 0x80, 0x18, 0xb6, 0x80, 0xf3, 0x80, 0xf5, 0xe9, 0xfb, 0xc6, 0x7f, - 0x7f, 0x80, 0x9c, 0x7f, 0x80, 0xdf, 0x80, 0x1c, 0x4f, 0x7f, 0x38, 0x7f, 0x80, 0x80, 0x80, 0xec, 0xa4, 0xae, 0xc5, 0x7f, 0x29, 0x46, 0xc3, 0x80, 0x80, 0x80, 0x80, 0x64, 0x7f, 0x80, 0x89, 0x7f, - 0x80, 0x83, 0x17, 0x7f, 0x7f, 0xc5, 0x7f, 0xb6, 0x95, 0x0e, 0xc3, 0x7f, 0xaf, 0x80, 0xe3, 0x7f, 0x80, 0x7f, 0x14, 0x7f, 0x97, 0xa9, 0x7f, 0x80, 0x7f, 0x80, 0x7f, 0x7f, 0x7f, 0xac, 0x7f, 0x7f, - 0x80, 0x7f, 0x0d, 0x63, 0x80, 0x80, 0xd5, 0x21, 0x80, 0x24, 0x7f, 0xdb, 0x7f, 0x9e, 0x80, 0x7f, 0x80, 0x80, 0x80, 0x7f, 0x7f, 0x80, 0x3e, 0xd3, 0x80, 0x80, 0x7f, 0x7f, 0x7f, 0x3a, 0x80, -}; - -uint8_t fully_connect_result_10[63] = { - 0x58, 0xe6, 0x5f, 0xf8, 0x09, 0x05, 0xc1, 0x2c, 0x0d, 0xc5, 0x14, 0x01, 0x0b, 0xe4, 0x11, 0x07, 0x78, 0xe0, 0x1c, 0x00, 0xee, 0xea, 0x3d, 0xe1, 0x90, 0xe0, 0x1d, 0xfc, 0xdf, 0xdd, 0xba, 0x50, - 0xff, 0x07, 0x08, 0x61, 0x21, 0xcb, 0x51, 0xcc, 0xe9, 0x80, 0xe9, 0x35, 0x2c, 0xf2, 0x57, 0x0b, 0x12, 0x33, 0x3a, 0x35, 0xd6, 0xf6, 0x02, 0x37, 0xfc, 0x30, 0x0b, 0x30, 0x05, 0x30, 0xe7, -}; - -uint8_t fully_connect_result_11[127] = { - 0xfd, 0xfa, 0xf7, 0xfa, 0xf8, 0xf9, 0x03, 0xf7, 0x08, 0xe9, 0x13, 0xed, 0x06, 0xfa, 0x0d, 0x07, 0xf8, 0xff, 0x03, 0xf3, 0x04, 0xf9, 0xfd, 0x06, 0xf0, 0x0a, 0x0a, 0xfa, 0xfd, 0x02, 0x09, 0xff, - 0xf7, 0x0c, 0xfe, 0xf2, 0xf7, 0x07, 0x09, 0xf4, 0x06, 0x04, 0xfd, 0xfc, 0x02, 0x09, 0x04, 0xf8, 0xff, 0x0e, 0xff, 0xf2, 0x00, 0x0f, 0x03, 0x0f, 0xf3, 0xfd, 0x07, 0xf4, 0x09, 0x09, 0x04, 0xfc, - 0x08, 0xf3, 0xf7, 0x10, 0xfa, 0x09, 0xf7, 0x04, 0xf7, 0x14, 0x03, 0xf4, 0x05, 0x07, 0xfe, 0xf6, 0x13, 0xff, 0x0c, 0xfd, 0xff, 0xfd, 0xfd, 0xfa, 0xec, 0x00, 0xfd, 0xf6, 0x05, 0x08, 0xfa, 0x11, - 0xf4, 0xfa, 0xfb, 0x08, 0xf0, 0xff, 0xfa, 0x02, 0x00, 0xfe, 0x00, 0x21, 0x08, 0x09, 0xf2, 0x08, 0x08, 0xf8, 0x08, 0x0a, 0x08, 0xff, 0x06, 0x01, 0x03, 0xff, 0xfa, 0xee, 0xfa, 0xfe, 0x0e, -}; - diff --git a/tests/validation_xt800/valid_data/fully_data_q7_vec_q15.dat b/tests/validation_xt800/valid_data/fully_data_q7_vec_q15.dat deleted file mode 100644 index ec553440..00000000 --- a/tests/validation_xt800/valid_data/fully_data_q7_vec_q15.dat +++ /dev/null @@ -1,51843 +0,0 @@ -/* --------------------------------------------------------------------------- - * Copyright (C) 2016 CSKY Limited. All rights reserved. - * - * Redistribution and use of this software in source and binary forms, - * with or without modification, are permitted provided that the following - * conditions are met: - * * Redistributions of source code must retain the above copyright notice, - * this list of conditions and the following disclaimer. - * * Redistributions in binary form must reproduce the above copyright notice, - * this list of conditions and the following disclaimer in the documentation - * and/or other materials provided with the distribution. - * * Neither the name of CSKY Ltd. nor the names of CSKY's contributors may - * be used to endorse or promote products derived from this software without - * specific prior written permission of CSKY Ltd. - * - * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" - * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, - * THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR - * PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS - * BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, - * OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF - * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS - * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN - * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) - * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF - * THE POSSIBILITY OF SUCH DAMAGE. - * -------------------------------------------------------------------------- */ -uint8_t fully_connect_bias_0[512] = { - 0x01, 0x04, 0x01, 0x04, 0x04, 0xfd, 0xfd, 0x01, 0xfd, 0xff, 0x01, 0xfc, 0xff, 0x02, 0x00, 0xfc, 0x03, 0x04, 0xfc, 0xfd, 0x03, 0xfb, 0xfe, 0x03, 0xfb, 0xfd, 0xfb, 0xfd, 0x04, 0x01, 0x02, 0xfd, - 0xfc, 0x04, 0x00, 0x01, 0xff, 0xff, 0x02, 0x01, 0xfe, 0xfe, 0x03, 0xfd, 0xfc, 0xfd, 0x03, 0x00, 0xff, 0x02, 0x01, 0xff, 0x00, 0xfd, 0x02, 0x02, 0x01, 0x03, 0x04, 0xff, 0x01, 0x01, 0x03, 0x02, - 0xfe, 0xfe, 0xff, 0xfc, 0xfe, 0xfe, 0x04, 0x01, 0x03, 0xfc, 0x00, 0xff, 0xfc, 0xfb, 0xff, 0xff, 0xfc, 0x01, 0x04, 0xfe, 0x02, 0xfd, 0x03, 0x02, 0x00, 0xfc, 0x04, 0xfc, 0x02, 0xfc, 0xfc, 0xfd, - 0xff, 0x03, 0x04, 0xfb, 0xff, 0xff, 0x03, 0x00, 0x00, 0x01, 0x04, 0x00, 0xff, 0x03, 0xff, 0x02, 0xff, 0xfb, 0x01, 0xfc, 0xff, 0x01, 0x03, 0xfd, 0x04, 0xfc, 0xfe, 0x00, 0x03, 0xfc, 0xfd, 0x03, - 0x00, 0xfe, 0xfd, 0xff, 0x02, 0x02, 0x02, 0x03, 0xfb, 0xfd, 0xfc, 0x03, 0x03, 0xff, 0x01, 0xfb, 0xfc, 0xfc, 0x03, 0x03, 0xff, 0x00, 0x00, 0x01, 0x01, 0xfd, 0xfc, 0xfd, 0xfd, 0xff, 0xff, 0xfc, - 0xfd, 0x02, 0x01, 0xfb, 0x01, 0x01, 0xfd, 0xff, 0xfd, 0xfb, 0xfc, 0x01, 0xff, 0xfc, 0xff, 0x01, 0xff, 0xff, 0x02, 0x04, 0xff, 0x04, 0xfe, 0xfb, 0x02, 0x04, 0xfc, 0x03, 0xfe, 0x02, 0xfc, 0xfe, - 0x02, 0xfd, 0x02, 0x03, 0xff, 0x04, 0xfe, 0xfe, 0xfe, 0x00, 0xff, 0x03, 0xfb, 0xfc, 0x00, 0x01, 0xfb, 0x00, 0xfe, 0xfc, 0x04, 0x01, 0x03, 0xfb, 0x00, 0xfd, 0xff, 0xff, 0xff, 0xff, 0xfc, 0xfe, - 0x03, 0xfb, 0x04, 0xfe, 0xfe, 0xfc, 0x03, 0x00, 0xfb, 0xfc, 0x04, 0xfd, 0xff, 0xfb, 0x00, 0x00, 0x00, 0x04, 0xfc, 0xfd, 0xfc, 0xfc, 0xfc, 0x00, 0x00, 0x00, 0x01, 0xfe, 0x01, 0x04, 0xfe, 0xfe, - 0x02, 0xfe, 0xff, 0xfd, 0xfb, 0x00, 0xfb, 0xfb, 0x00, 0x03, 0x01, 0x02, 0x01, 0x01, 0xfe, 0xff, 0x00, 0x03, 0x03, 0xff, 0xfb, 0x03, 0x03, 0x01, 0xff, 0x00, 0xfd, 0xfd, 0x04, 0xfd, 0x04, 0xff, - 0xff, 0xfb, 0x04, 0xfd, 0x00, 0x02, 0xfb, 0xfb, 0xff, 0xfe, 0x04, 0x01, 0x00, 0xfe, 0xfb, 0x03, 0x04, 0x02, 0x03, 0xff, 0x04, 0x01, 0xfb, 0x01, 0xfc, 0xfd, 0x02, 0x04, 0x00, 0xfe, 0xfe, 0xfe, - 0xfc, 0x00, 0x03, 0xff, 0xff, 0x04, 0xfe, 0xff, 0xfd, 0xff, 0xfb, 0x02, 0x03, 0x03, 0xfe, 0xfe, 0xfb, 0x04, 0xfb, 0x03, 0x04, 0x03, 0x04, 0xfe, 0x03, 0x02, 0x04, 0x02, 0x03, 0xfe, 0xfb, 0x00, - 0xfe, 0x01, 0x01, 0xfb, 0x03, 0x00, 0xfb, 0x04, 0x01, 0x01, 0xfe, 0x04, 0xfb, 0x04, 0x01, 0x02, 0x01, 0x00, 0x02, 0xfe, 0x00, 0x00, 0x03, 0xfb, 0xfe, 0x04, 0xfd, 0x04, 0xff, 0x02, 0x04, 0x04, - 0xfc, 0x01, 0xfc, 0xff, 0x02, 0xfb, 0x04, 0xfb, 0xff, 0xfc, 0x01, 0xfd, 0xfe, 0x04, 0xfe, 0x02, 0xfd, 0x03, 0xfb, 0xfe, 0xff, 0x00, 0xfb, 0xfc, 0xfe, 0xfb, 0xfe, 0x03, 0xfc, 0x02, 0xfd, 0xfe, - 0xfe, 0x02, 0x01, 0xfd, 0x03, 0xfb, 0xfb, 0x03, 0xfb, 0xfd, 0xfc, 0x02, 0x03, 0xfc, 0xff, 0x02, 0x02, 0xfd, 0x00, 0x02, 0x00, 0xff, 0x00, 0xfe, 0x02, 0x02, 0xfb, 0x02, 0x01, 0xfc, 0x04, 0xfb, - 0x01, 0xfe, 0x04, 0xfe, 0x02, 0x03, 0xfc, 0x00, 0x00, 0x03, 0xfe, 0x04, 0x01, 0x02, 0x01, 0xfe, 0x04, 0x03, 0xfe, 0x01, 0xfd, 0x02, 0x01, 0xff, 0x01, 0xfd, 0xff, 0x03, 0x01, 0x00, 0x01, 0xfd, - 0x01, 0xfc, 0xff, 0xfe, 0x04, 0x03, 0xfc, 0xfe, 0xfd, 0x03, 0xfb, 0xfe, 0x02, 0x03, 0xfb, 0xfb, 0x03, 0xfe, 0x02, 0x01, 0xff, 0x04, 0xfc, 0xfe, 0x01, 0xff, 0x01, 0xff, 0x01, 0x03, 0x00, 0x04, -}; - -uint16_t fully_connect_input_0[1024] = { - 0x0305, 0x032d, 0x014e, 0x0298, 0x02f2, 0x0110, 0x03a7, 0x01cd, 0x011e, 0x0136, 0x00cb, 0x02c0, 0x025d, 0x01e1, 0x02d0, 0x03a2, - 0x01da, 0x0395, 0x005a, 0x00e2, 0x00a8, 0x0280, 0x0260, 0x038d, 0x02b7, 0x037f, 0x031b, 0x01d1, 0x02bb, 0x02dd, 0x019e, 0x00a7, - 0x0311, 0x030b, 0x0169, 0x0193, 0x000b, 0x00b8, 0x0361, 0x02a5, 0x00b6, 0x0121, 0x03af, 0x01f9, 0x01f4, 0x02d8, 0x0232, 0x00ab, - 0x0272, 0x0008, 0x00dd, 0x0250, 0x0169, 0x02f3, 0x03cc, 0x00fc, 0x006d, 0x0192, 0x0162, 0x0099, 0x0103, 0x018b, 0x01d7, 0x0397, - 0x01e5, 0x00f2, 0x0391, 0x00e6, 0x01b0, 0x0209, 0x03c1, 0x02e7, 0x013b, 0x0319, 0x029a, 0x002d, 0x038d, 0x01e2, 0x01d6, 0x01f4, - 0x0183, 0x02c8, 0x019c, 0x02c1, 0x00f1, 0x01a8, 0x030b, 0x03c3, 0x004c, 0x016d, 0x0383, 0x0217, 0x00d3, 0x02f4, 0x00f9, 0x02dc, - 0x03b4, 0x0212, 0x00f1, 0x0232, 0x0055, 0x0292, 0x0324, 0x0167, 0x00a5, 0x02d0, 0x0278, 0x01c7, 0x03d8, 0x0122, 0x01be, 0x01b3, - 0x0201, 0x0382, 0x00f0, 0x023e, 0x0099, 0x02ae, 0x0268, 0x0280, 0x0199, 0x0177, 0x02af, 0x010d, 0x02f9, 0x03bf, 0x006c, 0x038a, - 0x018a, 0x004d, 0x0202, 0x0210, 0x0079, 0x0051, 0x004d, 0x00bf, 0x0344, 0x00d8, 0x02a0, 0x018e, 0x035d, 0x036b, 0x0360, 0x0192, - 0x0236, 0x034f, 0x0332, 0x0343, 0x00b8, 0x029d, 0x01c5, 0x0331, 0x024f, 0x019f, 0x0238, 0x0139, 0x00e7, 0x033b, 0x02db, 0x00b0, - 0x0289, 0x0097, 0x00af, 0x0040, 0x00ba, 0x0292, 0x029d, 0x033f, 0x0116, 0x00fa, 0x0064, 0x0167, 0x0088, 0x0111, 0x02ba, 0x0097, - 0x0181, 0x00b7, 0x0146, 0x0394, 0x025c, 0x028a, 0x0309, 0x028b, 0x0190, 0x0295, 0x0137, 0x02fb, 0x03b0, 0x0130, 0x002a, 0x0247, - 0x0019, 0x01e7, 0x00f6, 0x0357, 0x03ad, 0x0319, 0x020c, 0x0025, 0x0179, 0x02b3, 0x02dc, 0x00c5, 0x03cf, 0x03c7, 0x0195, 0x0375, - 0x01f5, 0x016c, 0x005b, 0x030a, 0x01cf, 0x01b6, 0x0305, 0x001d, 0x03ad, 0x01eb, 0x031d, 0x011f, 0x0364, 0x025c, 0x0030, 0x02f8, - 0x03d8, 0x0347, 0x019f, 0x03d1, 0x01bb, 0x0054, 0x0159, 0x002d, 0x011a, 0x033f, 0x02f4, 0x0280, 0x012f, 0x02b9, 0x03ad, 0x0259, - 0x0373, 0x02b3, 0x0234, 0x0154, 0x011a, 0x014b, 0x0173, 0x0154, 0x024d, 0x0203, 0x03e5, 0x019b, 0x03d5, 0x0348, 0x020d, 0x0270, - 0x007f, 0x0019, 0x0347, 0x0209, 0x0111, 0x0167, 0x0122, 0x01b3, 0x0354, 0x00d8, 0x013e, 0x0199, 0x0191, 0x0333, 0x00ed, 0x0186, - 0x0351, 0x02c8, 0x02fa, 0x01fb, 0x0344, 0x0257, 0x02d4, 0x01ae, 0x0366, 0x01b2, 0x0203, 0x028f, 0x002c, 0x03c0, 0x0364, 0x021a, - 0x001c, 0x0271, 0x01c0, 0x0247, 0x0185, 0x03bc, 0x0107, 0x0174, 0x01a6, 0x00cb, 0x02ed, 0x017f, 0x0059, 0x02c4, 0x011f, 0x0084, - 0x034a, 0x0320, 0x03d7, 0x0156, 0x0129, 0x03a6, 0x0360, 0x032a, 0x017d, 0x02b6, 0x0370, 0x0187, 0x0181, 0x01bb, 0x0011, 0x029a, - 0x03b5, 0x02cd, 0x0098, 0x010d, 0x0073, 0x0166, 0x0104, 0x0271, 0x0380, 0x0060, 0x02ca, 0x0223, 0x01d2, 0x0234, 0x012d, 0x025f, - 0x00e0, 0x02f6, 0x0291, 0x00ce, 0x00b0, 0x013a, 0x0362, 0x0068, 0x01bc, 0x000f, 0x0181, 0x010d, 0x0254, 0x0007, 0x01f8, 0x02e6, - 0x0059, 0x0089, 0x039d, 0x0285, 0x000e, 0x01d3, 0x01f8, 0x0057, 0x03a9, 0x0201, 0x025f, 0x0353, 0x029c, 0x02d7, 0x02be, 0x037a, - 0x039a, 0x014b, 0x0354, 0x0137, 0x0155, 0x0119, 0x0241, 0x0016, 0x00f4, 0x030b, 0x02cf, 0x030f, 0x00e8, 0x01b3, 0x03a3, 0x00f1, - 0x000a, 0x0008, 0x0112, 0x03e1, 0x0238, 0x03ba, 0x036b, 0x01a1, 0x003b, 0x00bc, 0x01f8, 0x014d, 0x00e0, 0x0210, 0x0029, 0x01ba, - 0x010d, 0x01d6, 0x0008, 0x01a3, 0x013a, 0x035b, 0x01be, 0x0213, 0x034f, 0x020b, 0x03d8, 0x028d, 0x0356, 0x02de, 0x0274, 0x013e, - 0x0143, 0x022b, 0x02e7, 0x0189, 0x0099, 0x01fe, 0x01af, 0x02ac, 0x0197, 0x0331, 0x0231, 0x004a, 0x0324, 0x0187, 0x0264, 0x03a7, - 0x03a3, 0x0272, 0x00bd, 0x0343, 0x0092, 0x03ce, 0x0207, 0x03e2, 0x0012, 0x02cf, 0x00ad, 0x0301, 0x0213, 0x008e, 0x0275, 0x019f, - 0x0359, 0x037c, 0x01df, 0x0244, 0x039e, 0x0141, 0x038c, 0x009f, 0x0176, 0x0367, 0x02c0, 0x01bf, 0x036d, 0x02c2, 0x023c, 0x036b, - 0x02ee, 0x02f8, 0x0028, 0x039e, 0x01bd, 0x01d4, 0x0301, 0x0153, 0x014d, 0x02be, 0x023e, 0x0289, 0x00f0, 0x02c2, 0x0022, 0x0170, - 0x007b, 0x0323, 0x014e, 0x0024, 0x019c, 0x03d1, 0x03d0, 0x0368, 0x0272, 0x0262, 0x030d, 0x0360, 0x034c, 0x0332, 0x0268, 0x035f, - 0x036b, 0x02e0, 0x02ac, 0x0383, 0x01dc, 0x029b, 0x0215, 0x03cf, 0x0331, 0x02b5, 0x03c4, 0x02aa, 0x0323, 0x01e9, 0x0260, 0x0112, - 0x011d, 0x02d0, 0x02c6, 0x014d, 0x0254, 0x02f3, 0x00af, 0x0223, 0x0260, 0x014e, 0x0259, 0x0017, 0x0088, 0x0352, 0x03ca, 0x02cb, - 0x00c7, 0x028a, 0x036e, 0x0016, 0x031a, 0x0033, 0x004e, 0x01d1, 0x03dd, 0x0192, 0x03a5, 0x00fc, 0x0295, 0x0187, 0x01b9, 0x01dd, - 0x018a, 0x02cf, 0x03d9, 0x0220, 0x0243, 0x03a1, 0x03c8, 0x0161, 0x0013, 0x02b9, 0x03da, 0x00b1, 0x0320, 0x00bb, 0x0117, 0x03a2, - 0x0354, 0x0341, 0x02cd, 0x0212, 0x0051, 0x00d1, 0x0367, 0x0315, 0x014b, 0x0054, 0x01f4, 0x0144, 0x00ff, 0x00e3, 0x02a3, 0x0317, - 0x0372, 0x00e9, 0x03d1, 0x025f, 0x0316, 0x017b, 0x0348, 0x0311, 0x02ff, 0x023a, 0x0085, 0x0146, 0x00f4, 0x023b, 0x0247, 0x005d, - 0x0120, 0x01ef, 0x0141, 0x0129, 0x00e0, 0x0319, 0x01c0, 0x0013, 0x0362, 0x0276, 0x02c6, 0x01a3, 0x02c6, 0x0381, 0x034f, 0x034b, - 0x003a, 0x02a2, 0x02c8, 0x00c1, 0x01c4, 0x0070, 0x036e, 0x0003, 0x006d, 0x016b, 0x0337, 0x0257, 0x012e, 0x03ce, 0x01b3, 0x02cb, - 0x0106, 0x0394, 0x0073, 0x03c0, 0x029b, 0x02e6, 0x00f3, 0x0001, 0x005b, 0x012a, 0x010e, 0x0245, 0x0044, 0x03ae, 0x0229, 0x03bc, - 0x0150, 0x0296, 0x0282, 0x00e8, 0x0123, 0x01a1, 0x0071, 0x0251, 0x03b4, 0x01d8, 0x01d0, 0x0320, 0x03d2, 0x0346, 0x01ed, 0x00ed, - 0x0276, 0x01c4, 0x02aa, 0x01e6, 0x000c, 0x024f, 0x0155, 0x03be, 0x0219, 0x01f0, 0x021c, 0x00c1, 0x0381, 0x0364, 0x01db, 0x0188, - 0x0037, 0x031d, 0x00a5, 0x0003, 0x009e, 0x0373, 0x0250, 0x03ba, 0x00bc, 0x02c2, 0x02d7, 0x01bf, 0x003d, 0x012a, 0x03c0, 0x03cb, - 0x03ba, 0x011d, 0x0000, 0x0140, 0x0389, 0x0101, 0x0130, 0x0217, 0x023d, 0x000e, 0x0334, 0x0333, 0x00fe, 0x0301, 0x01cf, 0x02e3, - 0x0305, 0x013e, 0x0090, 0x00d8, 0x02c9, 0x0180, 0x02af, 0x010d, 0x03d9, 0x02dc, 0x03af, 0x013a, 0x01ec, 0x0106, 0x0234, 0x015f, - 0x0398, 0x0387, 0x0303, 0x023a, 0x01bf, 0x0166, 0x02ab, 0x0080, 0x039c, 0x02eb, 0x0218, 0x01e0, 0x02c6, 0x02aa, 0x0116, 0x0359, - 0x00a6, 0x016f, 0x009c, 0x0294, 0x00f4, 0x0177, 0x0138, 0x0051, 0x0159, 0x0376, 0x03b6, 0x0131, 0x01e2, 0x0165, 0x020a, 0x02d2, - 0x0226, 0x0193, 0x00cc, 0x0363, 0x03c8, 0x001f, 0x0376, 0x0027, 0x0345, 0x0303, 0x0111, 0x00e7, 0x01b4, 0x033f, 0x02aa, 0x0283, - 0x018c, 0x005e, 0x00a9, 0x00a1, 0x0081, 0x0022, 0x019f, 0x01a7, 0x0173, 0x00a5, 0x0114, 0x0151, 0x02f3, 0x03b5, 0x0105, 0x0082, - 0x039d, 0x02d3, 0x016c, 0x0343, 0x005c, 0x0397, 0x00ba, 0x03c1, 0x0140, 0x03e4, 0x03a7, 0x0134, 0x01a4, 0x00e6, 0x035b, 0x02c7, - 0x005e, 0x02f9, 0x021d, 0x01c3, 0x0031, 0x03cd, 0x0255, 0x0330, 0x028e, 0x0017, 0x0058, 0x02bf, 0x0041, 0x02cf, 0x01f7, 0x0233, - 0x0173, 0x02f0, 0x03ab, 0x02eb, 0x0065, 0x0359, 0x01ad, 0x0331, 0x0122, 0x0208, 0x002d, 0x0187, 0x016e, 0x031c, 0x01c1, 0x002f, - 0x0374, 0x02a6, 0x02d7, 0x015a, 0x027c, 0x0122, 0x02f3, 0x029b, 0x02b7, 0x01b0, 0x02dd, 0x0107, 0x0377, 0x02d9, 0x0321, 0x00d1, - 0x004c, 0x0211, 0x0323, 0x0347, 0x019b, 0x018f, 0x006b, 0x008a, 0x023a, 0x03a1, 0x0191, 0x03a1, 0x003a, 0x01d2, 0x0326, 0x018e, - 0x0131, 0x0313, 0x02ab, 0x03ae, 0x0353, 0x0334, 0x0337, 0x000d, 0x005a, 0x006b, 0x0112, 0x0049, 0x0230, 0x0237, 0x010b, 0x026f, - 0x0305, 0x00d7, 0x0284, 0x02f4, 0x01cb, 0x01b9, 0x01a1, 0x0148, 0x024d, 0x01f0, 0x0275, 0x0223, 0x02a2, 0x01b7, 0x0258, 0x0265, - 0x0185, 0x0288, 0x0174, 0x01d6, 0x0194, 0x0357, 0x0198, 0x0373, 0x00bf, 0x02e1, 0x022d, 0x00ab, 0x029e, 0x02da, 0x02ac, 0x0244, - 0x0027, 0x01ac, 0x03e4, 0x015f, 0x00e0, 0x0080, 0x0394, 0x0148, 0x0083, 0x0226, 0x01c8, 0x0122, 0x03d8, 0x02ab, 0x007f, 0x0190, - 0x0137, 0x0201, 0x02c4, 0x012d, 0x008b, 0x0105, 0x02a2, 0x0182, 0x017b, 0x015e, 0x0123, 0x0247, 0x0097, 0x023b, 0x012d, 0x0227, - 0x0115, 0x00bc, 0x0399, 0x018a, 0x02aa, 0x035b, 0x0121, 0x011e, 0x03dd, 0x0233, 0x02b0, 0x0370, 0x0183, 0x002f, 0x0363, 0x005a, - 0x0123, 0x00a9, 0x026b, 0x0245, 0x0042, 0x03dd, 0x017d, 0x0392, 0x019b, 0x01f0, 0x00eb, 0x0384, 0x0016, 0x01cb, 0x02ce, 0x03e7, - 0x00dd, 0x0277, 0x0228, 0x03db, 0x03e6, 0x016b, 0x0091, 0x0084, 0x00e7, 0x030a, 0x011f, 0x0016, 0x02f8, 0x014c, 0x0342, 0x00e0, - 0x00af, 0x00ec, 0x01c1, 0x00fb, 0x0182, 0x0006, 0x007a, 0x035e, 0x0335, 0x00fd, 0x0104, 0x00e0, 0x0106, 0x0092, 0x02ba, 0x0223, - 0x0044, 0x01c7, 0x0123, 0x0257, 0x02c4, 0x00c3, 0x01dc, 0x02dd, 0x028a, 0x03c2, 0x0143, 0x0081, 0x00b0, 0x019e, 0x038d, 0x0336, -}; - -uint8_t fully_connect_weight_0[512*1024] = { - 0xcc, 0xbd, 0xad, 0x0e, 0x21, 0xa7, 0xe3, 0xd8, 0x2e, 0xf9, 0x39, 0x9f, 0xe7, 0x23, 0xe2, 0xb9, 0x25, 0xb1, 0xac, 0xbd, 0xfc, 0xa8, 0x54, 0xeb, 0xb6, 0xc5, 0xdb, 0x41, 0xff, 0x4e, 0x9c, 0xe3, - 0xf4, 0xee, 0x9c, 0xf7, 0x54, 0x36, 0xa8, 0x41, 0x3e, 0x51, 0x4c, 0xed, 0x02, 0xd3, 0x4f, 0xbb, 0x2e, 0x5b, 0x5c, 0xb9, 0x9c, 0xcc, 0x4a, 0x03, 0xe7, 0xec, 0xa3, 0x4b, 0x38, 0x2b, 0x20, 0x15, - 0x54, 0x15, 0xd2, 0xac, 0x0c, 0xfe, 0x3f, 0x63, 0x3a, 0xe8, 0x3d, 0xd4, 0xd4, 0x39, 0xb7, 0x4b, 0x21, 0xce, 0x55, 0xb2, 0x09, 0x24, 0xb5, 0xd4, 0x57, 0xf7, 0x29, 0xe9, 0x3f, 0x2e, 0xa4, 0xbd, - 0x42, 0xb1, 0xfc, 0x26, 0xdd, 0x49, 0x42, 0xba, 0xfc, 0xda, 0x42, 0xfd, 0x19, 0xf6, 0xc7, 0xaf, 0xaf, 0x25, 0xff, 0xfc, 0x30, 0xec, 0x61, 0x53, 0x00, 0xad, 0x33, 0xa1, 0x42, 0x47, 0x59, 0xb0, - 0xea, 0xe0, 0x60, 0xab, 0x45, 0x20, 0x1c, 0x11, 0x30, 0xbb, 0xf4, 0xb0, 0xc3, 0xf8, 0xdb, 0xda, 0xe7, 0x60, 0xd9, 0xd5, 0x0b, 0x42, 0xdb, 0x30, 0xe9, 0x49, 0x21, 0x11, 0xfc, 0x9c, 0x43, 0x1e, - 0x04, 0xb0, 0xdd, 0xf0, 0xb3, 0x48, 0x5d, 0xda, 0x4a, 0x17, 0xb4, 0x50, 0x00, 0xe6, 0xc0, 0x5e, 0x1d, 0x04, 0xbc, 0x25, 0xde, 0x02, 0xf4, 0x1f, 0xaf, 0x49, 0x0e, 0x0b, 0x14, 0x46, 0xcc, 0x46, - 0x02, 0xb5, 0x63, 0xea, 0x17, 0x49, 0xd4, 0x34, 0x1c, 0x07, 0xca, 0xa5, 0xf6, 0x0f, 0xec, 0x3e, 0x29, 0x23, 0xce, 0xb4, 0x3f, 0xa3, 0xe6, 0xac, 0x5e, 0xf5, 0xa4, 0xf8, 0xf3, 0x57, 0xfc, 0x4b, - 0x2c, 0x13, 0xd3, 0xf5, 0xc5, 0xbf, 0xf8, 0xf5, 0x06, 0x20, 0x57, 0xc6, 0xbd, 0xfd, 0x0d, 0x3f, 0xc9, 0x48, 0x29, 0x20, 0xbb, 0xbd, 0x63, 0x2d, 0xf0, 0xf0, 0xae, 0xd5, 0xc7, 0x4f, 0x10, 0x34, - 0x3c, 0xb9, 0x1d, 0xb8, 0xe3, 0xce, 0xcd, 0xe4, 0xb6, 0xc1, 0x41, 0x5d, 0x14, 0xcd, 0x9f, 0xb1, 0xb9, 0xe1, 0x31, 0x19, 0x54, 0xe5, 0xba, 0x3d, 0x02, 0xb4, 0x5f, 0xac, 0x36, 0xf2, 0x3f, 0xf5, - 0x24, 0xf1, 0x2c, 0xb3, 0x0b, 0x0e, 0xac, 0xb9, 0xd7, 0xb1, 0x33, 0x01, 0xb6, 0x9c, 0xd5, 0x14, 0xb1, 0xd1, 0xcc, 0xea, 0x30, 0x53, 0xbe, 0x50, 0xd1, 0x55, 0x52, 0xae, 0x37, 0xef, 0xf9, 0x10, - 0xd0, 0xfc, 0x56, 0xd3, 0x11, 0xc6, 0x0f, 0xb6, 0x02, 0xe4, 0xab, 0xd8, 0xf0, 0xce, 0x19, 0xf9, 0xc9, 0x44, 0x26, 0xb9, 0xe9, 0xc7, 0x4c, 0xe9, 0xf8, 0xfa, 0xdd, 0xb6, 0xec, 0xf7, 0x3c, 0xc5, - 0xd7, 0x60, 0xaa, 0x47, 0xb3, 0x2e, 0xd6, 0x06, 0x3f, 0xfb, 0x29, 0xdc, 0x34, 0x10, 0xfa, 0x3f, 0xfa, 0x53, 0x02, 0xd4, 0xdb, 0x4a, 0x53, 0x52, 0xe6, 0xb8, 0xd2, 0x08, 0xef, 0x0b, 0xb2, 0xff, - 0x3a, 0x59, 0xa0, 0x3c, 0xcf, 0xda, 0xa2, 0xe7, 0xf0, 0x12, 0x2a, 0xcf, 0x28, 0x58, 0x47, 0xb0, 0xd6, 0xa6, 0x9e, 0xd9, 0x40, 0x02, 0xf7, 0xe4, 0x42, 0xf4, 0xdd, 0x14, 0x4d, 0x09, 0xb4, 0x41, - 0xe7, 0x4f, 0x2a, 0x0f, 0xa2, 0xb7, 0xf4, 0x1b, 0xdf, 0x19, 0xf1, 0xba, 0x60, 0xb6, 0x5a, 0x31, 0xbd, 0xfb, 0xdf, 0x20, 0xde, 0xbb, 0x47, 0x2c, 0x2b, 0x5f, 0x09, 0xc1, 0x5c, 0x1d, 0xef, 0xb8, - 0x27, 0x15, 0xad, 0xd6, 0xeb, 0x45, 0x53, 0xd7, 0x60, 0x41, 0x9c, 0x29, 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0xb3, 0x46, 0x07, 0xf4, 0x23, 0x13, 0x25, 0x11, - 0x5d, 0xbf, 0xd5, 0x55, 0x16, 0x54, 0x11, 0xc5, 0x28, 0xda, 0x48, 0xd9, 0x07, 0x2d, 0xd5, 0xe8, 0xd4, 0xf8, 0x25, 0xc8, 0x9f, 0xee, 0xf9, 0x1b, 0xf3, 0x5e, 0xe3, 0xd2, 0xf0, 0x3a, 0x3a, 0xd1, - 0xd2, 0x17, 0x03, 0xdd, 0xcc, 0x41, 0x48, 0xe2, 0x1b, 0x3c, 0x1a, 0xce, 0x1f, 0xaf, 0xbd, 0xee, 0x3b, 0xaf, 0xf8, 0xcc, 0x5a, 0xb6, 0x16, 0x34, 0x30, 0x41, 0x13, 0x9e, 0xe3, 0x09, 0x0f, 0xba, - 0xff, 0xb4, 0x5f, 0x11, 0xc9, 0x17, 0x5a, 0x45, 0x22, 0x2c, 0x1b, 0x12, 0xd0, 0xbb, 0xc8, 0x0d, 0xc6, 0x5a, 0x13, 0x4f, 0x36, 0x36, 0x2d, 0xb3, 0xc8, 0x59, 0x35, 0x56, 0xf3, 0xd3, 0xb0, 0x5b, -}; - -uint8_t fully_connect_bias_1[512] = { - 0xff, 0xfb, 0x01, 0x03, 0xfb, 0xfc, 0xff, 0x01, 0x03, 0x03, 0xff, 0xfd, 0xfe, 0xfe, 0x00, 0xfb, 0xfc, 0xfe, 0x00, 0x00, 0xff, 0x04, 0xfc, 0x00, 0xff, 0x02, 0x02, 0xfd, 0xff, 0x04, 0x00, 0xff, - 0xff, 0x00, 0xff, 0x02, 0x01, 0xfc, 0x03, 0xfe, 0x03, 0x02, 0x03, 0x02, 0x03, 0x02, 0xfc, 0x04, 0xfb, 0xfc, 0xfc, 0x01, 0xfd, 0xfd, 0xff, 0x01, 0x00, 0x03, 0x02, 0x03, 0xfe, 0x03, 0x01, 0x02, - 0xff, 0x00, 0x04, 0xfb, 0x01, 0x01, 0x02, 0xff, 0xfd, 0xfc, 0xfb, 0x04, 0x03, 0xfd, 0x01, 0x03, 0xfb, 0xff, 0x02, 0x04, 0xff, 0xfe, 0x02, 0x02, 0xfc, 0xfd, 0xfc, 0xfc, 0xfc, 0xfd, 0x04, 0xfc, - 0xfb, 0xfd, 0xfc, 0x01, 0xff, 0xfc, 0x04, 0x04, 0xfe, 0xfb, 0x01, 0x04, 0x04, 0xfc, 0x03, 0x00, 0xfb, 0xfb, 0x03, 0xfe, 0xfc, 0xfb, 0xfc, 0xfc, 0x04, 0x04, 0xfe, 0x04, 0x00, 0xfd, 0x01, 0xfb, - 0xfb, 0x03, 0xfe, 0x02, 0x01, 0xfd, 0xfc, 0xfe, 0xfe, 0x02, 0x02, 0xfc, 0x02, 0x03, 0x02, 0xfc, 0xfb, 0x03, 0x00, 0x04, 0xfb, 0x00, 0xfd, 0xfd, 0x04, 0x04, 0x00, 0x01, 0xfe, 0xff, 0x00, 0x04, - 0xfc, 0xfc, 0x01, 0x02, 0x01, 0xff, 0xff, 0x03, 0x02, 0xfd, 0x00, 0x04, 0xff, 0xfc, 0xfe, 0x01, 0x00, 0x00, 0x00, 0xfd, 0xfd, 0x00, 0xfd, 0xfc, 0x04, 0xff, 0xfc, 0xfb, 0x02, 0x04, 0x00, 0x01, - 0x04, 0xfe, 0x02, 0x00, 0x02, 0xfc, 0xfb, 0xfd, 0xff, 0x04, 0xfb, 0x01, 0xfd, 0x01, 0xfd, 0xfb, 0xff, 0x04, 0xfb, 0x00, 0xfd, 0x02, 0xfd, 0xfe, 0x03, 0xff, 0xfb, 0xfe, 0xfe, 0xfb, 0x01, 0x04, - 0x02, 0x01, 0xfb, 0xfe, 0x00, 0x02, 0xfb, 0xfd, 0xfe, 0xfc, 0xfc, 0x04, 0x03, 0xfd, 0x04, 0x02, 0x01, 0xfe, 0xfb, 0x01, 0xfb, 0x01, 0xfb, 0xfd, 0xff, 0x04, 0x03, 0x04, 0xfe, 0x01, 0x01, 0x04, - 0x00, 0xfe, 0xfc, 0xfb, 0x01, 0x03, 0x04, 0xfb, 0x03, 0x02, 0xff, 0x04, 0x04, 0xff, 0x02, 0x00, 0x03, 0x01, 0xff, 0xfb, 0xfc, 0x04, 0xff, 0xfd, 0xfe, 0x03, 0x02, 0xfd, 0xfb, 0x03, 0x00, 0x03, - 0x03, 0xfc, 0xfc, 0xfe, 0xfe, 0xfd, 0xfc, 0xfb, 0x02, 0x02, 0xfd, 0x04, 0x02, 0x01, 0xff, 0x04, 0xfe, 0xfe, 0xff, 0xfd, 0xfb, 0x02, 0x03, 0xfd, 0x03, 0x03, 0x01, 0x04, 0x03, 0x02, 0xfb, 0x04, - 0xfc, 0xfb, 0xff, 0x01, 0x04, 0x00, 0xfb, 0xfb, 0xfd, 0x01, 0xfd, 0xfe, 0xfc, 0x00, 0x02, 0x03, 0x01, 0x01, 0x01, 0xff, 0xfc, 0x02, 0x03, 0x03, 0xfb, 0x00, 0x02, 0xff, 0xfd, 0xfd, 0xfd, 0xfe, - 0xff, 0xfc, 0xfb, 0x01, 0xfe, 0xfc, 0x03, 0x04, 0xfc, 0x04, 0xfe, 0xfd, 0xfe, 0x00, 0xfe, 0xff, 0xfc, 0xff, 0xfe, 0x01, 0x01, 0x04, 0xff, 0xfb, 0xfe, 0xfe, 0x04, 0xff, 0x01, 0xfc, 0x03, 0x03, - 0xfc, 0x01, 0xff, 0xfb, 0xfc, 0xfd, 0x04, 0xfb, 0xfb, 0x03, 0xff, 0x02, 0xfe, 0x00, 0xfb, 0xfb, 0x03, 0x01, 0x04, 0x01, 0x03, 0xff, 0x01, 0xfd, 0xfe, 0x01, 0x00, 0x01, 0x02, 0x04, 0xff, 0xfb, - 0x00, 0xfe, 0x03, 0xfe, 0x02, 0x00, 0x04, 0x00, 0x00, 0x01, 0xfe, 0x00, 0xfb, 0x02, 0x02, 0xfd, 0x04, 0xfc, 0x02, 0xfb, 0x02, 0x03, 0xfb, 0xfd, 0xfe, 0x02, 0xff, 0x02, 0xff, 0x01, 0x02, 0x00, - 0xfb, 0x02, 0x02, 0x03, 0xfb, 0x01, 0xff, 0x04, 0x04, 0x04, 0x02, 0xfe, 0x01, 0x00, 0x04, 0x00, 0x03, 0xfb, 0xfb, 0x04, 0xfd, 0x01, 0x01, 0xfb, 0x01, 0xfb, 0x00, 0x01, 0xfc, 0xfc, 0x03, 0xfe, - 0x00, 0x03, 0x03, 0xfd, 0x00, 0x01, 0x04, 0x04, 0x01, 0xfc, 0xfb, 0x04, 0x04, 0xfe, 0x01, 0xff, 0x02, 0x01, 0x00, 0xfd, 0x00, 0x02, 0xfd, 0xfc, 0x01, 0x01, 0xff, 0xfb, 0xfc, 0x03, 0xff, 0xfe, -}; - -uint16_t fully_connect_input_1[1024] = { - 0x03cb, 0x0045, 0x0244, 0x00fc, 0x0064, 0x031e, 0x0228, 0x012e, 0x02ad, 0x0233, 0x02c9, 0x0027, 0x037b, 0x02cb, 0x01a4, 0x00b9, - 0x039f, 0x005f, 0x0152, 0x02c9, 0x0035, 0x0302, 0x0399, 0x008c, 0x00b8, 0x029d, 0x0043, 0x0111, 0x0195, 0x02ad, 0x0024, 0x0285, - 0x02b9, 0x003e, 0x033f, 0x0380, 0x01f6, 0x02a1, 0x0252, 0x0302, 0x036c, 0x02c9, 0x00d9, 0x024d, 0x0185, 0x0021, 0x027a, 0x0055, - 0x0387, 0x005d, 0x02cf, 0x00a1, 0x027d, 0x001e, 0x03a7, 0x02f1, 0x030a, 0x00c9, 0x0100, 0x0195, 0x010c, 0x01f1, 0x0066, 0x03dd, - 0x011d, 0x0123, 0x0119, 0x0000, 0x00e3, 0x00ed, 0x01e5, 0x008d, 0x0221, 0x0017, 0x0122, 0x0221, 0x01fe, 0x01f5, 0x03e2, 0x0399, - 0x0044, 0x01d0, 0x0069, 0x03ba, 0x02b4, 0x0211, 0x0336, 0x0085, 0x01ea, 0x02fc, 0x0185, 0x01e0, 0x033b, 0x0278, 0x0204, 0x0047, - 0x01b7, 0x03da, 0x00af, 0x0001, 0x03e0, 0x0109, 0x02f8, 0x036a, 0x00a2, 0x037d, 0x03d8, 0x00ff, 0x0244, 0x00f6, 0x0202, 0x0334, - 0x01c7, 0x00d1, 0x0091, 0x02f0, 0x015e, 0x0133, 0x002f, 0x0105, 0x01a1, 0x0320, 0x004e, 0x01d1, 0x03d6, 0x008a, 0x00df, 0x03e1, - 0x0303, 0x01a6, 0x02f4, 0x00cb, 0x0373, 0x02a8, 0x001e, 0x03b5, 0x03d9, 0x0190, 0x03b1, 0x03c4, 0x02e2, 0x00d2, 0x01b8, 0x00ed, - 0x03a8, 0x0374, 0x018d, 0x02d8, 0x008e, 0x01a3, 0x01d9, 0x0298, 0x0188, 0x0181, 0x0047, 0x029a, 0x00a8, 0x031e, 0x03b2, 0x00f8, - 0x039c, 0x0110, 0x01a9, 0x02af, 0x0014, 0x0107, 0x030d, 0x01e4, 0x00e5, 0x034b, 0x0348, 0x0137, 0x01dc, 0x0231, 0x0131, 0x036e, - 0x03b8, 0x0219, 0x015d, 0x02d8, 0x01d6, 0x021a, 0x032a, 0x0000, 0x00d2, 0x02ef, 0x00f1, 0x0383, 0x012a, 0x006e, 0x023c, 0x02e7, - 0x00f4, 0x037a, 0x0001, 0x0013, 0x02e6, 0x0221, 0x036d, 0x02b1, 0x010d, 0x02d3, 0x03b5, 0x02c7, 0x004f, 0x01c7, 0x0205, 0x0115, - 0x0249, 0x03a4, 0x0135, 0x0171, 0x02bf, 0x008e, 0x02a4, 0x029b, 0x0187, 0x00a1, 0x03ad, 0x02c0, 0x007c, 0x0334, 0x0155, 0x0209, - 0x0054, 0x01c2, 0x02c3, 0x0342, 0x012d, 0x0069, 0x01b2, 0x032c, 0x03ba, 0x0323, 0x0226, 0x0071, 0x0372, 0x03e0, 0x02ba, 0x00ce, - 0x00f6, 0x00e4, 0x021f, 0x016e, 0x01f7, 0x016f, 0x011f, 0x0389, 0x0351, 0x027a, 0x0142, 0x016a, 0x011f, 0x01dc, 0x02e4, 0x03ad, - 0x0291, 0x017f, 0x03df, 0x00fd, 0x0365, 0x033b, 0x00ca, 0x037c, 0x0158, 0x03d4, 0x036c, 0x0362, 0x0291, 0x0016, 0x0280, 0x02c5, - 0x007c, 0x0029, 0x03cb, 0x021b, 0x02eb, 0x006c, 0x030e, 0x0311, 0x03a9, 0x023a, 0x01bb, 0x00e1, 0x0388, 0x0253, 0x023c, 0x0365, - 0x0066, 0x0255, 0x011e, 0x037d, 0x027b, 0x017b, 0x031d, 0x0283, 0x035e, 0x0055, 0x01e1, 0x0288, 0x02b0, 0x0262, 0x030f, 0x0198, - 0x011e, 0x0156, 0x011f, 0x0075, 0x020f, 0x004e, 0x0248, 0x00ec, 0x032c, 0x02e0, 0x01c6, 0x029a, 0x0045, 0x0382, 0x0236, 0x0378, - 0x03a4, 0x0109, 0x03a9, 0x033b, 0x02d8, 0x0333, 0x010e, 0x006e, 0x02e5, 0x0129, 0x026e, 0x0068, 0x0334, 0x0103, 0x006c, 0x00d2, - 0x0187, 0x013e, 0x014b, 0x02e6, 0x037a, 0x010d, 0x0005, 0x024e, 0x039f, 0x0204, 0x0200, 0x0358, 0x0018, 0x02bb, 0x0066, 0x002d, - 0x00ee, 0x03c4, 0x0038, 0x0236, 0x0370, 0x03d6, 0x01e6, 0x038e, 0x0235, 0x00c8, 0x01cd, 0x0189, 0x0154, 0x01c7, 0x0172, 0x028e, - 0x01c1, 0x036f, 0x02ec, 0x003f, 0x0136, 0x00af, 0x0218, 0x03a9, 0x010e, 0x009e, 0x020a, 0x0100, 0x00c5, 0x01e8, 0x00e1, 0x00b2, - 0x0171, 0x0156, 0x022f, 0x0268, 0x0225, 0x037a, 0x01f5, 0x0332, 0x01c1, 0x0366, 0x014a, 0x03a8, 0x00d7, 0x0163, 0x02f5, 0x03ca, - 0x00d2, 0x0137, 0x003c, 0x01d5, 0x03c6, 0x00e8, 0x01e5, 0x03a1, 0x00c2, 0x009d, 0x000a, 0x00c1, 0x011d, 0x0077, 0x012e, 0x0036, - 0x019e, 0x0338, 0x0377, 0x00a2, 0x0000, 0x0265, 0x0231, 0x02f8, 0x0106, 0x0365, 0x0254, 0x027c, 0x0036, 0x0002, 0x0068, 0x01a5, - 0x03e6, 0x02c5, 0x006d, 0x01c5, 0x010c, 0x028d, 0x0099, 0x023d, 0x03b7, 0x0269, 0x0297, 0x03d7, 0x00c9, 0x00c7, 0x0225, 0x00ce, - 0x00f8, 0x037b, 0x015d, 0x0192, 0x01b9, 0x03ba, 0x03cd, 0x03e6, 0x0324, 0x02f9, 0x0239, 0x0214, 0x03c4, 0x00b5, 0x0062, 0x039a, - 0x0185, 0x0359, 0x00da, 0x0019, 0x000c, 0x013a, 0x01bb, 0x015a, 0x03b7, 0x017b, 0x0014, 0x032d, 0x0354, 0x01ec, 0x03ae, 0x0075, - 0x0240, 0x0139, 0x03d5, 0x0324, 0x0393, 0x03a7, 0x02eb, 0x0384, 0x006f, 0x024a, 0x032b, 0x010b, 0x0398, 0x016d, 0x0003, 0x0228, - 0x0329, 0x0371, 0x025f, 0x00cd, 0x02a4, 0x004e, 0x0325, 0x020d, 0x00a9, 0x0142, 0x0165, 0x022e, 0x034c, 0x0003, 0x010c, 0x00a5, - 0x02b8, 0x028b, 0x0055, 0x00d5, 0x025c, 0x019f, 0x028c, 0x0317, 0x000a, 0x0024, 0x00ea, 0x007d, 0x02e5, 0x036c, 0x0260, 0x0253, - 0x0310, 0x0085, 0x0269, 0x0111, 0x00f5, 0x02b8, 0x00f2, 0x0184, 0x038d, 0x008e, 0x033f, 0x00d4, 0x0260, 0x039d, 0x00b9, 0x02f3, - 0x02f3, 0x02f9, 0x0222, 0x01e2, 0x0139, 0x0094, 0x0333, 0x0040, 0x02f3, 0x00f1, 0x0247, 0x022b, 0x0271, 0x00c5, 0x03b0, 0x0362, - 0x02cc, 0x01f9, 0x02a7, 0x0181, 0x025b, 0x0114, 0x009d, 0x00fe, 0x0135, 0x00da, 0x02c0, 0x0376, 0x037f, 0x01a7, 0x0306, 0x00ed, - 0x0395, 0x0025, 0x0216, 0x0139, 0x03b1, 0x016e, 0x0394, 0x0253, 0x003a, 0x02dd, 0x02c5, 0x03a5, 0x035e, 0x01a1, 0x0097, 0x0137, - 0x00a0, 0x0395, 0x00a3, 0x0146, 0x024a, 0x01cf, 0x02d5, 0x01a4, 0x01ed, 0x007a, 0x0099, 0x00de, 0x00d9, 0x00bd, 0x02a4, 0x004e, - 0x03ae, 0x0382, 0x00db, 0x003c, 0x011a, 0x0333, 0x0184, 0x0214, 0x0161, 0x00fd, 0x007e, 0x0260, 0x0389, 0x0288, 0x0115, 0x039e, - 0x03b6, 0x0235, 0x01c5, 0x0143, 0x028e, 0x00c1, 0x021f, 0x036f, 0x0244, 0x034f, 0x006c, 0x0348, 0x02bf, 0x034f, 0x0247, 0x0243, - 0x03b6, 0x0156, 0x00fd, 0x01a4, 0x0349, 0x0391, 0x021f, 0x0216, 0x00ca, 0x03a2, 0x003d, 0x0016, 0x034c, 0x033b, 0x02ce, 0x01bb, - 0x010c, 0x035a, 0x02ba, 0x0386, 0x0023, 0x0268, 0x00fe, 0x0010, 0x015e, 0x00ae, 0x0179, 0x025b, 0x03ba, 0x039b, 0x0235, 0x03b3, - 0x01c5, 0x0094, 0x011d, 0x02bb, 0x0288, 0x0035, 0x02ce, 0x033c, 0x01f6, 0x023b, 0x016e, 0x0298, 0x02d3, 0x01c2, 0x00eb, 0x022f, - 0x0097, 0x0399, 0x0291, 0x01df, 0x0299, 0x0216, 0x0176, 0x019c, 0x0368, 0x0378, 0x0270, 0x0249, 0x0000, 0x03bb, 0x018b, 0x035f, - 0x0041, 0x0257, 0x0099, 0x03ba, 0x02da, 0x01c3, 0x029f, 0x0318, 0x0357, 0x035f, 0x028f, 0x02de, 0x0398, 0x00a6, 0x0130, 0x027b, - 0x0258, 0x01bd, 0x01ba, 0x02af, 0x023c, 0x011d, 0x01b6, 0x024f, 0x0109, 0x0055, 0x02a3, 0x03b9, 0x03ae, 0x0049, 0x0290, 0x0332, - 0x03b0, 0x02ad, 0x008f, 0x03d0, 0x0013, 0x0186, 0x0227, 0x01af, 0x0300, 0x014f, 0x02da, 0x002b, 0x0293, 0x0096, 0x0328, 0x02c6, - 0x00ba, 0x00f6, 0x005c, 0x01c1, 0x01f1, 0x0071, 0x01e2, 0x02af, 0x00d4, 0x00d0, 0x003d, 0x030a, 0x0301, 0x001f, 0x0108, 0x0302, - 0x00ed, 0x0043, 0x02e3, 0x0323, 0x0342, 0x00ed, 0x02c0, 0x0282, 0x01d9, 0x023a, 0x0029, 0x0208, 0x034c, 0x002c, 0x0353, 0x00db, - 0x0096, 0x0228, 0x00f6, 0x0251, 0x02f5, 0x0015, 0x01b1, 0x006b, 0x013f, 0x03c6, 0x02c7, 0x0067, 0x030d, 0x025d, 0x037d, 0x002a, - 0x0173, 0x0383, 0x0214, 0x0205, 0x01e1, 0x0177, 0x011e, 0x0388, 0x0118, 0x00c6, 0x02f5, 0x0093, 0x019b, 0x0121, 0x0263, 0x02e9, - 0x0319, 0x02a4, 0x0245, 0x0314, 0x0332, 0x0167, 0x0177, 0x0254, 0x03a7, 0x021c, 0x0037, 0x011b, 0x033b, 0x0398, 0x02ee, 0x0067, - 0x0166, 0x0360, 0x0288, 0x0156, 0x0360, 0x00fd, 0x02e4, 0x0306, 0x003a, 0x0320, 0x03c5, 0x02c2, 0x02af, 0x007d, 0x006f, 0x0076, - 0x025f, 0x031b, 0x0054, 0x01e2, 0x023e, 0x03e4, 0x03ae, 0x0305, 0x011b, 0x02ef, 0x0023, 0x0168, 0x02b0, 0x0388, 0x0338, 0x0046, - 0x03aa, 0x00f2, 0x02f8, 0x039f, 0x01f3, 0x0153, 0x0056, 0x0319, 0x0377, 0x009f, 0x014d, 0x02d4, 0x0327, 0x0330, 0x0327, 0x02a0, - 0x01b0, 0x00e8, 0x0397, 0x0276, 0x01e4, 0x0150, 0x02f9, 0x0129, 0x00d6, 0x0029, 0x0332, 0x00cf, 0x0120, 0x0373, 0x00eb, 0x02dc, - 0x0382, 0x004c, 0x00de, 0x0280, 0x02c7, 0x012b, 0x0288, 0x025e, 0x020a, 0x02cd, 0x02b1, 0x0347, 0x0049, 0x0364, 0x0259, 0x0205, - 0x0331, 0x0324, 0x01a4, 0x0202, 0x0048, 0x03de, 0x0295, 0x0072, 0x02da, 0x00b6, 0x01ad, 0x01c7, 0x029b, 0x0312, 0x03e5, 0x033b, - 0x00ef, 0x03d7, 0x0367, 0x02ae, 0x034b, 0x00ae, 0x01e7, 0x012e, 0x02d2, 0x0086, 0x0094, 0x013c, 0x02ac, 0x02e5, 0x03d6, 0x02ef, - 0x0393, 0x03e7, 0x0170, 0x032f, 0x0110, 0x0367, 0x016f, 0x0153, 0x0267, 0x0296, 0x027f, 0x02f7, 0x0205, 0x013e, 0x0119, 0x00ce, - 0x0386, 0x0193, 0x0151, 0x017c, 0x01a9, 0x0314, 0x02a3, 0x02a9, 0x02eb, 0x00b0, 0x008f, 0x0093, 0x02f1, 0x00a0, 0x026b, 0x00c7, - 0x0135, 0x0196, 0x01e1, 0x02dc, 0x02a2, 0x0275, 0x0378, 0x036c, 0x0014, 0x0354, 0x000c, 0x01f8, 0x00a6, 0x0287, 0x02df, 0x0228, - 0x001c, 0x0283, 0x0278, 0x007f, 0x0297, 0x03e1, 0x02d6, 0x02c4, 0x038b, 0x0085, 0x0160, 0x00ac, 0x01e6, 0x0290, 0x0233, 0x0282, - 0x007f, 0x0217, 0x01a1, 0x001a, 0x0284, 0x0299, 0x02cf, 0x00d9, 0x01d8, 0x003d, 0x0170, 0x033a, 0x0372, 0x0169, 0x0089, 0x0249, -}; - -uint8_t fully_connect_weight_1[512*1024] = { - 0x01, 0xd5, 0xa1, 0x47, 0xc2, 0x23, 0x17, 0x34, 0xe9, 0xf7, 0xa9, 0x44, 0x26, 0xc7, 0x21, 0x9e, 0xf2, 0xaa, 0x0c, 0x10, 0x02, 0xbe, 0xef, 0x56, 0x43, 0xe0, 0xeb, 0xda, 0x36, 0xe1, 0xc1, 0xe5, - 0xc4, 0x36, 0x0c, 0x26, 0xac, 0xe5, 0xa7, 0xb7, 0x2e, 0xbb, 0xaf, 0x54, 0xda, 0x33, 0x1b, 0x9e, 0xc8, 0xe6, 0x20, 0xe0, 0xdc, 0xed, 0xa5, 0xdc, 0x1a, 0xf1, 0x09, 0xbe, 0x60, 0x5c, 0xe1, 0xb4, - 0xd0, 0x47, 0xaf, 0xab, 0xa6, 0x5d, 0xb9, 0x10, 0xa6, 0x16, 0xc5, 0xbf, 0xe4, 0xa0, 0x3f, 0xc2, 0xc7, 0xea, 0xe3, 0xff, 0x58, 0x10, 0xce, 0x23, 0x9e, 0xae, 0xdb, 0xcb, 0xe5, 0x07, 0xde, 0xdf, - 0x49, 0x62, 0xfc, 0x2e, 0xfd, 0x9d, 0x46, 0x14, 0xb1, 0x31, 0xab, 0x0f, 0x0e, 0xc3, 0xbc, 0x13, 0xa5, 0xb9, 0x06, 0xec, 0x15, 0x53, 0xbb, 0xb9, 0x29, 0x10, 0xc5, 0xbf, 0x9e, 0x43, 0xcf, 0xf6, - 0xc8, 0xa0, 0x0a, 0x20, 0x5e, 0x0d, 0x52, 0xd0, 0x2a, 0x29, 0xd8, 0x2e, 0x04, 0x4c, 0xca, 0x3a, 0x06, 0xf0, 0x43, 0x1d, 0xf0, 0xc0, 0x44, 0xc9, 0xfb, 0x09, 0xa8, 0xa7, 0x3d, 0x44, 0x1b, 0x25, - 0xef, 0xc6, 0xdd, 0x3e, 0x37, 0x08, 0xc0, 0xf8, 0x0e, 0xf4, 0x1d, 0xad, 0x51, 0xb8, 0xd8, 0x43, 0x31, 0xfd, 0xf2, 0xa0, 0x51, 0xe7, 0xbd, 0x9d, 0x5b, 0xe7, 0xf2, 0x52, 0x54, 0x0d, 0xa2, 0xcd, - 0xf6, 0x2b, 0xb0, 0xd5, 0xd1, 0xd9, 0x56, 0x14, 0xb3, 0x1b, 0x03, 0xed, 0xb3, 0xe8, 0x9f, 0xbf, 0xa7, 0x15, 0x52, 0xb9, 0xff, 0x56, 0xe9, 0xf6, 0xc6, 0xea, 0x52, 0xc5, 0x15, 0x1f, 0x03, 0xdc, - 0xbd, 0x2d, 0xe0, 0xf4, 0x1e, 0xc5, 0x18, 0x9e, 0x5c, 0x53, 0x33, 0xed, 0x5e, 0x33, 0x52, 0x58, 0x0f, 0xad, 0xbd, 0xdb, 0x4a, 0xd7, 0x22, 0x4e, 0xea, 0x52, 0xe0, 0x3c, 0x40, 0xe7, 0x5e, 0xa5, - 0x1d, 0xb7, 0xf3, 0x21, 0xa1, 0xca, 0xa5, 0x0d, 0xbf, 0x11, 0xa6, 0xb5, 0xd7, 0xcc, 0xb3, 0x44, 0x5c, 0xd1, 0x0f, 0xb4, 0xec, 0xda, 0x2d, 0xba, 0xdd, 0x61, 0xd9, 0x12, 0xc4, 0xe3, 0x18, 0x3c, - 0xf3, 0xf6, 0x1c, 0xcb, 0x0d, 0xca, 0x04, 0xbc, 0xad, 0xeb, 0xa1, 0x27, 0xc5, 0x58, 0xaf, 0x2a, 0x3d, 0x2c, 0x51, 0x0e, 0xd3, 0x1f, 0xeb, 0x43, 0x3c, 0x38, 0xa5, 0xcd, 0xf7, 0xc7, 0xfb, 0xf4, - 0x24, 0x33, 0x00, 0xd2, 0xb8, 0x19, 0xcf, 0xc6, 0xfd, 0x59, 0x0b, 0x51, 0xa5, 0x9d, 0xea, 0x12, 0xbe, 0xb2, 0x18, 0x32, 0x4c, 0xc6, 0x1b, 0xb5, 0xe7, 0xed, 0x5e, 0xac, 0xed, 0x5c, 0x25, 0xc1, - 0xe4, 0x3b, 0x06, 0xa4, 0xb1, 0x1d, 0x20, 0xbf, 0x26, 0x9e, 0x25, 0xe2, 0x9f, 0xf4, 0xf1, 0x33, 0x42, 0x62, 0xdb, 0xc9, 0xf7, 0xf4, 0xbf, 0x34, 0x45, 0xf5, 0xfd, 0xb5, 0x60, 0xdd, 0x04, 0xec, - 0x50, 0xaf, 0xda, 0x0e, 0xa7, 0xde, 0xaa, 0x14, 0xe3, 0x62, 0x0f, 0x26, 0x1e, 0x07, 0x11, 0xeb, 0xe6, 0xb7, 0xf4, 0x5a, 0x36, 0x50, 0xc7, 0xa1, 0x1c, 0x9d, 0x23, 0x15, 0x5c, 0x56, 0x0e, 0x16, - 0x27, 0x41, 0x1e, 0x51, 0xaa, 0xde, 0x47, 0xd2, 0x50, 0xbc, 0xc2, 0xd6, 0x38, 0x15, 0xe8, 0x1d, 0xdb, 0x43, 0x11, 0x57, 0xe8, 0xcc, 0x1a, 0xb6, 0x30, 0x5b, 0xe7, 0xfb, 0x9e, 0xb5, 0x62, 0xf4, - 0x56, 0xcb, 0xf6, 0xe0, 0x38, 0xb9, 0x2f, 0xf7, 0x4f, 0x3a, 0x0f, 0xbe, 0xff, 0xad, 0x4e, 0xb3, 0x15, 0x37, 0x57, 0xef, 0xeb, 0x58, 0x1e, 0x14, 0x39, 0x02, 0x34, 0xfe, 0xd6, 0xb7, 0x49, 0x03, - 0x27, 0x1c, 0x3b, 0x5e, 0x37, 0x11, 0xec, 0x0f, 0xd6, 0xb1, 0xaa, 0x2a, 0x2d, 0x38, 0x3c, 0xba, 0x42, 0x1a, 0xa5, 0x1f, 0xb2, 0x44, 0xcf, 0xf5, 0x01, 0xa5, 0x53, 0x13, 0x00, 0x4d, 0x61, 0xce, - 0xc1, 0xda, 0x59, 0x22, 0xc0, 0xa2, 0xbc, 0x46, 0x45, 0x1b, 0xe7, 0x0c, 0x1c, 0xf4, 0x18, 0xb4, 0x20, 0x07, 0xc1, 0x13, 0xb2, 0xd9, 0x12, 0x01, 0x48, 0x62, 0xef, 0x55, 0xc8, 0xb4, 0xd1, 0xaf, - 0xf1, 0x44, 0xad, 0xc5, 0xb6, 0x44, 0xf8, 0x50, 0x24, 0x13, 0xa6, 0x55, 0xb7, 0xe1, 0x24, 0x4c, 0x63, 0xfd, 0xe0, 0x54, 0xe9, 0xdf, 0x4e, 0x1b, 0x61, 0x27, 0x4e, 0xde, 0x34, 0xc9, 0x19, 0x5a, - 0x5c, 0x36, 0xba, 0x1c, 0x45, 0x5b, 0xd7, 0x59, 0x18, 0x4a, 0xcd, 0xc7, 0x0b, 0x2c, 0xeb, 0x41, 0x5c, 0x18, 0x9d, 0x4c, 0xa5, 0xed, 0xdd, 0xd4, 0x5d, 0x37, 0x36, 0xbe, 0x45, 0x32, 0xd9, 0x3d, - 0xd0, 0x10, 0x54, 0xf0, 0xd9, 0x27, 0xcc, 0x9c, 0xec, 0x4e, 0x59, 0xd4, 0xeb, 0x41, 0x3f, 0x20, 0x2d, 0x4c, 0xcd, 0xf5, 0x18, 0x4b, 0x19, 0xd8, 0xbc, 0xf2, 0x3a, 0xaa, 0xf4, 0x62, 0x5a, 0xdc, - 0x34, 0x20, 0x1e, 0x42, 0x59, 0x4f, 0x5e, 0x37, 0xba, 0xc1, 0x05, 0xa5, 0x06, 0x39, 0x26, 0x0a, 0x9d, 0xe4, 0xcb, 0x12, 0xc1, 0xe5, 0xcf, 0xaa, 0xfe, 0x4a, 0xb2, 0x9f, 0x0f, 0x63, 0xe5, 0x47, - 0x2e, 0xa0, 0xd1, 0xe9, 0xe5, 0x14, 0x1a, 0x11, 0x13, 0x45, 0x03, 0xd4, 0x32, 0xf0, 0xce, 0x17, 0xea, 0xa4, 0x4d, 0xcb, 0x34, 0x32, 0x20, 0x1a, 0xcd, 0xe4, 0x2b, 0x26, 0xcb, 0x54, 0xb2, 0xb6, - 0x45, 0x4a, 0xa6, 0x26, 0xac, 0xc7, 0x10, 0x9f, 0x0f, 0x5d, 0x13, 0x0a, 0x00, 0x38, 0x1d, 0x53, 0x3a, 0x4d, 0xfd, 0xa0, 0x09, 0xfe, 0x03, 0x12, 0x5b, 0xd3, 0x04, 0x1d, 0x3b, 0x3d, 0x2f, 0xc9, - 0x10, 0x3e, 0xf1, 0x46, 0x2d, 0xee, 0xbd, 0x16, 0xe1, 0xec, 0xab, 0xa6, 0x32, 0x20, 0xcb, 0xb5, 0x45, 0xd2, 0x37, 0x23, 0x2c, 0x3b, 0xb7, 0xd6, 0x30, 0xdf, 0xba, 0x51, 0xc6, 0xa0, 0xad, 0x49, - 0x4b, 0xb3, 0x16, 0x35, 0x1d, 0xb5, 0x15, 0xb1, 0xed, 0xbc, 0x02, 0x24, 0x58, 0xbf, 0xaf, 0x1c, 0xec, 0xee, 0x56, 0x01, 0x23, 0x00, 0xe9, 0xe6, 0x38, 0xc1, 0xa1, 0xbf, 0x57, 0x16, 0x59, 0x2c, - 0x38, 0xc4, 0x11, 0xa1, 0xd3, 0x3b, 0xbb, 0xc4, 0x49, 0xb0, 0x04, 0xb0, 0x1f, 0x18, 0x51, 0xe6, 0x15, 0xc0, 0x14, 0xe9, 0xb3, 0x0e, 0xd3, 0xbc, 0xb5, 0xb3, 0x3e, 0xa8, 0xfe, 0xae, 0xba, 0x50, - 0x3f, 0xd8, 0x15, 0xba, 0x55, 0x2b, 0xe8, 0xef, 0xbb, 0xec, 0xb0, 0x4c, 0x51, 0x50, 0x10, 0x3b, 0x50, 0x2a, 0x41, 0xb3, 0x3f, 0x0d, 0xa6, 0x19, 0xe9, 0xd2, 0x53, 0x36, 0xb4, 0x62, 0x10, 0xc5, - 0xd0, 0xc5, 0x37, 0x24, 0xcd, 0x11, 0x62, 0x0e, 0xdf, 0xdd, 0x25, 0x0e, 0xfe, 0x5e, 0x28, 0xc7, 0x57, 0xca, 0x06, 0xdd, 0xf4, 0x19, 0xf7, 0xab, 0x14, 0x44, 0xc8, 0x16, 0xf6, 0xd9, 0xd7, 0x2e, - 0xaa, 0x4a, 0x25, 0x38, 0x24, 0xe2, 0x41, 0x2a, 0x08, 0xef, 0xe8, 0x4c, 0xd1, 0xc9, 0x38, 0x5b, 0xbe, 0xcd, 0xfa, 0x1c, 0x29, 0x49, 0x16, 0xef, 0xc2, 0xea, 0x00, 0x62, 0xaf, 0xa6, 0xfd, 0xe8, - 0xe3, 0xf8, 0xe4, 0x61, 0xfc, 0xa7, 0xc4, 0x0a, 0xa1, 0xf4, 0x5c, 0xcd, 0x27, 0xb2, 0x3e, 0xf2, 0x12, 0x5c, 0xfb, 0xe9, 0xa2, 0x11, 0xf4, 0xc8, 0xa9, 0x45, 0x56, 0xb9, 0x36, 0x04, 0xf4, 0x51, - 0x4e, 0x36, 0xdf, 0xa5, 0xd8, 0xcd, 0xb5, 0xb3, 0xae, 0xab, 0xdf, 0xe4, 0xd2, 0x51, 0x61, 0x40, 0x2a, 0x29, 0xcc, 0x4d, 0xac, 0x01, 0x0d, 0x36, 0xd6, 0xae, 0x27, 0xf1, 0x5c, 0xf7, 0x10, 0x25, - 0x50, 0x1b, 0x3b, 0x9d, 0xe3, 0xa7, 0xaf, 0xac, 0x12, 0xb0, 0x28, 0x1a, 0x11, 0xe8, 0xd4, 0x2c, 0x38, 0x26, 0x58, 0xf0, 0x22, 0x06, 0x5a, 0xb8, 0x43, 0x02, 0x3c, 0x10, 0x42, 0x37, 0xde, 0x1f, - 0x61, 0x4c, 0xc2, 0xe6, 0xb4, 0xa6, 0x56, 0xd0, 0x2a, 0x34, 0x24, 0xc0, 0xf7, 0xb9, 0xa4, 0xb6, 0xec, 0x1a, 0x05, 0x44, 0xd8, 0x29, 0x3c, 0xd1, 0x62, 0xe9, 0x4e, 0x25, 0xf2, 0xfa, 0x62, 0x9e, - 0x35, 0xb9, 0x26, 0x23, 0x44, 0x3d, 0x40, 0x2b, 0x0b, 0x48, 0x38, 0x12, 0xbc, 0x52, 0xd2, 0xff, 0x50, 0x5b, 0x1e, 0x0e, 0x9f, 0xdf, 0xaf, 0xd9, 0x41, 0x1a, 0x41, 0x36, 0x9d, 0x1c, 0x4c, 0x4c, - 0x35, 0xc2, 0x14, 0x18, 0x17, 0xaf, 0xe4, 0x4b, 0xda, 0x3e, 0x36, 0x07, 0xa3, 0x35, 0x2d, 0x34, 0xb7, 0x46, 0x27, 0x0c, 0x21, 0xf7, 0x11, 0x4c, 0xc2, 0x2f, 0x01, 0x32, 0x3c, 0xc7, 0xdb, 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0x5f, 0xd9, 0xf3, 0xc8, 0x30, 0xc9, 0xdc, 0xfd, 0xf9, 0x21, 0xc3, 0xfc, 0xb7, 0xd7, 0x05, 0xfc, 0xa0, 0xdf, 0xfa, 0x53, 0xa3, 0x19, 0x31, 0xa5, - 0x01, 0xaa, 0x03, 0x49, 0x1c, 0x36, 0x04, 0x38, 0xb1, 0xbf, 0x02, 0x05, 0xa7, 0x05, 0x2a, 0x55, 0xc2, 0x49, 0x5a, 0x3e, 0x5e, 0x2c, 0x51, 0xa4, 0x2b, 0x1f, 0x35, 0x00, 0xb0, 0xba, 0x56, 0xdf, - 0xb4, 0xbb, 0x4a, 0x14, 0xea, 0x0b, 0xd3, 0x0f, 0x1a, 0x18, 0xcd, 0x46, 0x34, 0x59, 0xf9, 0x38, 0x3f, 0x07, 0x59, 0xd2, 0xca, 0x0f, 0xfd, 0x4e, 0x12, 0x27, 0x0f, 0xdb, 0x1e, 0x20, 0x55, 0x33, - 0xf2, 0xed, 0xfc, 0x37, 0xeb, 0xbf, 0x52, 0xe8, 0xdc, 0xb6, 0xdf, 0x1d, 0x0b, 0xac, 0xb0, 0xd5, 0xdc, 0x17, 0xdc, 0x37, 0x1e, 0xce, 0xad, 0xce, 0x08, 0x3a, 0x9e, 0x2a, 0x1a, 0x2d, 0x59, 0x4f, - 0xb6, 0x08, 0xb2, 0xc8, 0x17, 0xc3, 0x1c, 0x02, 0x52, 0xac, 0x63, 0x1e, 0xb8, 0xca, 0x30, 0xcf, 0x1e, 0x2b, 0xb2, 0x51, 0xe7, 0x5a, 0x1f, 0xc0, 0x05, 0x20, 0xc0, 0xda, 0xa3, 0xbc, 0xcb, 0x0e, - 0x12, 0xe1, 0x5c, 0xdd, 0x5b, 0x4f, 0xd2, 0x0c, 0x1a, 0xda, 0xf2, 0x55, 0x0d, 0x5e, 0x54, 0xbd, 0x54, 0x15, 0xe1, 0x43, 0x06, 0x4c, 0x3e, 0xe4, 0xa1, 0xde, 0xf3, 0xfd, 0xbf, 0xf8, 0xfe, 0x5c, - 0xf8, 0x3f, 0xcb, 0xc7, 0x26, 0xc4, 0x5c, 0x10, 0x5a, 0x3c, 0xe7, 0x1c, 0x12, 0xe7, 0xd2, 0xfc, 0xd0, 0xdd, 0x4b, 0xb6, 0x49, 0x47, 0x2f, 0x48, 0xd2, 0x0f, 0x0c, 0xd3, 0xab, 0xe8, 0xad, 0xe5, - 0x2d, 0xcd, 0xaf, 0xd8, 0x0b, 0x14, 0x5d, 0xa8, 0x11, 0x61, 0x31, 0x3e, 0xdf, 0x53, 0xfa, 0xfe, 0x41, 0x0d, 0x3f, 0xda, 0xe4, 0x32, 0xbf, 0xad, 0xa8, 0x3f, 0xb0, 0xf7, 0xd9, 0xca, 0xdd, 0x47, - 0x07, 0xb7, 0x9e, 0x08, 0x31, 0xf8, 0xaa, 0xa8, 0xae, 0x1b, 0xb1, 0x11, 0x5d, 0xa8, 0xef, 0x3e, 0x06, 0x44, 0xbb, 0x55, 0xd4, 0xc6, 0xb1, 0x09, 0xac, 0x0c, 0x2d, 0xaa, 0xd7, 0x35, 0x9f, 0x1a, - 0xe8, 0x9f, 0xde, 0xd3, 0x3d, 0x30, 0xea, 0x0c, 0x4b, 0x61, 0xd6, 0x30, 0x29, 0x43, 0x26, 0x20, 0x0c, 0xd0, 0xfa, 0xc6, 0xcb, 0x5b, 0x26, 0x49, 0x52, 0x17, 0x1d, 0xfa, 0x23, 0x0b, 0xf6, 0x43, - 0xe5, 0x1c, 0x0f, 0xe0, 0xa1, 0x11, 0x58, 0x55, 0x0f, 0xff, 0x03, 0x10, 0x49, 0x1a, 0x03, 0x4a, 0xcd, 0xbf, 0xad, 0xbe, 0x20, 0x2a, 0x08, 0x1c, 0xff, 0xd7, 0x3f, 0xf8, 0x9f, 0x2d, 0xb2, 0x09, - 0x3d, 0xce, 0xf0, 0xc8, 0xe6, 0x53, 0xba, 0x50, 0xb8, 0x5e, 0xe0, 0xfd, 0xab, 0x44, 0x57, 0x4b, 0x57, 0x44, 0x45, 0x33, 0x5e, 0x1b, 0x60, 0xdd, 0xca, 0xa5, 0x4e, 0xfc, 0x61, 0x20, 0xce, 0xbd, - 0xd5, 0x9c, 0xf6, 0xef, 0xb0, 0x42, 0x18, 0x20, 0x0b, 0x45, 0x0d, 0xce, 0xf4, 0x01, 0xcb, 0xf8, 0x3d, 0x44, 0xde, 0x3b, 0x37, 0xf0, 0xb9, 0x39, 0x42, 0x53, 0xb0, 0x34, 0x0d, 0xc6, 0x32, 0x9d, - 0x0e, 0x56, 0xae, 0x46, 0x26, 0xb7, 0x2b, 0xee, 0xc3, 0x28, 0xb0, 0xe2, 0xf2, 0xce, 0x0b, 0x9e, 0x28, 0x0a, 0x3a, 0xbf, 0x51, 0x4b, 0x5f, 0x29, 0xa0, 0xd2, 0xc5, 0x63, 0xc9, 0x4f, 0xc1, 0xad, - 0x29, 0x21, 0x5d, 0x26, 0x50, 0xd0, 0xef, 0xad, 0xde, 0xa6, 0xbd, 0xbf, 0xb4, 0xb0, 0xb4, 0xe1, 0xbe, 0x1c, 0xdd, 0x06, 0xd5, 0xdd, 0x46, 0x23, 0xa7, 0xf0, 0x32, 0x19, 0x23, 0x54, 0x32, 0xbe, - 0xdf, 0xf3, 0xe2, 0xc4, 0x38, 0x9e, 0xb9, 0xa0, 0x4e, 0x61, 0xa9, 0xfb, 0xe0, 0xb0, 0xac, 0xa5, 0x61, 0x53, 0x3a, 0xcf, 0x55, 0xba, 0xdb, 0xaf, 0xfb, 0xe9, 0xbd, 0xea, 0x2b, 0x26, 0xff, 0xef, - 0x46, 0xf2, 0x24, 0xce, 0x0e, 0x50, 0x3f, 0x0e, 0x29, 0x49, 0xdf, 0x0a, 0x0b, 0xd4, 0xba, 0x38, 0x29, 0xaf, 0xed, 0x32, 0xbe, 0x23, 0x30, 0x43, 0xdd, 0x44, 0x47, 0xc6, 0xb5, 0x2c, 0xa5, 0xb9, - 0x38, 0x10, 0xda, 0xe5, 0x20, 0x3b, 0xad, 0x05, 0xd6, 0xe2, 0x61, 0x22, 0x18, 0xbc, 0xff, 0xb1, 0xe2, 0x5d, 0x18, 0x03, 0xbe, 0xb1, 0x5c, 0xfc, 0x1a, 0xd8, 0x4f, 0xd3, 0x03, 0x2d, 0xaa, 0xea, - 0xe7, 0x4a, 0xb6, 0xf0, 0xcc, 0xef, 0x04, 0xb7, 0xbd, 0x5d, 0x5e, 0x1f, 0x9e, 0xc1, 0xf3, 0x01, 0xd8, 0xff, 0xe9, 0xa5, 0x31, 0xf4, 0x15, 0xdc, 0xbc, 0x25, 0xdf, 0xb6, 0xf7, 0x4c, 0xe2, 0x5e, -}; - -uint8_t fully_connect_bias_2[512] = { - 0xfb, 0xfc, 0x00, 0x01, 0x02, 0x04, 0xfd, 0xfe, 0x00, 0xfb, 0xff, 0x03, 0x01, 0x00, 0x03, 0x04, 0xfe, 0xfe, 0xfd, 0xfe, 0xfb, 0x01, 0xff, 0xfc, 0xfc, 0x00, 0xfd, 0x03, 0x03, 0xfb, 0xfe, 0x04, - 0xfe, 0xfb, 0xfc, 0x02, 0xfb, 0xfd, 0x02, 0x03, 0xfd, 0xfb, 0x02, 0x04, 0x00, 0x01, 0x01, 0x01, 0xfe, 0xff, 0xfe, 0x01, 0xfd, 0x01, 0x02, 0x02, 0xfd, 0xfc, 0x01, 0x04, 0x02, 0xff, 0xfc, 0x01, - 0xfd, 0x02, 0x00, 0x00, 0xff, 0x04, 0xfb, 0x00, 0x01, 0xfb, 0x00, 0x00, 0xfb, 0xfe, 0xff, 0xfc, 0x04, 0xfe, 0x03, 0xfd, 0xfe, 0x03, 0x03, 0x03, 0xfe, 0x04, 0xfb, 0xff, 0x00, 0xfb, 0xfe, 0x03, - 0x04, 0xfe, 0xfe, 0x04, 0x01, 0xfc, 0x00, 0xff, 0xfb, 0x03, 0x03, 0xfd, 0xfc, 0x00, 0x03, 0xfe, 0xfe, 0xfe, 0xfc, 0x01, 0xfc, 0xfe, 0xfc, 0xfe, 0xfd, 0xfd, 0xff, 0x00, 0xfd, 0xfb, 0xfd, 0xfe, - 0x02, 0xfc, 0x04, 0x03, 0xff, 0x01, 0x01, 0xfe, 0x01, 0x01, 0xfe, 0x01, 0x03, 0x02, 0xff, 0xfd, 0xfe, 0x03, 0xfc, 0xfe, 0xff, 0xfb, 0xff, 0x00, 0x01, 0xfb, 0x00, 0x04, 0x02, 0x01, 0x00, 0xfe, - 0x01, 0x04, 0x04, 0xfb, 0xff, 0x03, 0x04, 0x00, 0x02, 0x00, 0xfe, 0x01, 0x01, 0xff, 0x03, 0x03, 0x02, 0xfc, 0x01, 0x02, 0xfb, 0xfc, 0x00, 0x01, 0x03, 0x04, 0x04, 0x00, 0x02, 0xff, 0xfc, 0x03, - 0xff, 0x03, 0x04, 0x00, 0xff, 0x04, 0x01, 0x03, 0x02, 0xff, 0x02, 0x02, 0xfc, 0x03, 0xfc, 0xfd, 0xfe, 0xfb, 0x04, 0xfe, 0x02, 0x04, 0x04, 0x00, 0x03, 0x00, 0xfc, 0xfc, 0x01, 0x00, 0xfc, 0x04, - 0x02, 0x03, 0x01, 0xff, 0xfd, 0xff, 0xfc, 0xfc, 0xfe, 0x00, 0x02, 0xfd, 0x00, 0x00, 0xfd, 0xfd, 0xfe, 0x02, 0x03, 0x02, 0x01, 0xfe, 0x04, 0x03, 0xfd, 0xfc, 0x04, 0x02, 0x04, 0xfe, 0x01, 0xfb, - 0x04, 0xfd, 0xfe, 0xfb, 0xfc, 0xfc, 0xfb, 0xff, 0xfe, 0xff, 0x00, 0x02, 0x02, 0x00, 0x04, 0x01, 0x04, 0xfe, 0x04, 0xff, 0xfe, 0xfd, 0x00, 0x04, 0x01, 0x00, 0xfe, 0x03, 0xff, 0x03, 0xfe, 0x03, - 0xff, 0xfd, 0xfb, 0xfe, 0xfc, 0xfd, 0xfe, 0x04, 0xfd, 0xfb, 0x00, 0x00, 0xfc, 0x02, 0x02, 0x02, 0xff, 0xff, 0xfc, 0x02, 0x02, 0xfd, 0xfd, 0x04, 0x02, 0xfc, 0xfb, 0xfc, 0xfb, 0xfd, 0xfd, 0x01, - 0xfe, 0xff, 0x02, 0x02, 0x02, 0x02, 0x03, 0xff, 0xff, 0x02, 0x04, 0x01, 0xfc, 0xfc, 0x04, 0xfb, 0xfd, 0x00, 0xfe, 0x02, 0xfb, 0x04, 0xff, 0x03, 0x04, 0xfc, 0xfe, 0x04, 0x03, 0x03, 0x02, 0xfb, - 0x04, 0xff, 0x00, 0xff, 0x00, 0x02, 0x00, 0x03, 0xfe, 0xfc, 0x02, 0x04, 0x01, 0x00, 0xfe, 0xfe, 0xfe, 0xfd, 0x00, 0xff, 0x03, 0x02, 0x00, 0x00, 0xfc, 0x04, 0xff, 0xff, 0x04, 0xff, 0xfb, 0x00, - 0xfc, 0x03, 0x01, 0xfe, 0xfe, 0x04, 0xff, 0xfd, 0xfe, 0xfe, 0xff, 0xfb, 0xfc, 0x02, 0xfb, 0x04, 0x01, 0xff, 0x03, 0x04, 0xff, 0x04, 0xfd, 0xfd, 0xfb, 0xff, 0x03, 0x01, 0x02, 0x03, 0xfc, 0xfe, - 0xfd, 0xfc, 0xfd, 0xfd, 0x02, 0x01, 0x00, 0x00, 0x01, 0xfb, 0x03, 0xfe, 0xfc, 0x03, 0xff, 0x02, 0xfd, 0x01, 0x03, 0x00, 0xfd, 0xfe, 0xfd, 0xff, 0x03, 0xfb, 0x04, 0x00, 0xfb, 0x00, 0x03, 0xfe, - 0xff, 0xff, 0xfc, 0xff, 0xfd, 0xfc, 0xfd, 0xff, 0xff, 0x02, 0xfe, 0x02, 0xff, 0xfb, 0xfd, 0xfb, 0xfb, 0x01, 0x02, 0x04, 0xfc, 0x03, 0x04, 0x04, 0xfd, 0xfb, 0xfd, 0xfc, 0x02, 0x04, 0xfc, 0xfe, - 0xfe, 0xfe, 0xfb, 0x04, 0x03, 0xfd, 0xfb, 0xfb, 0x00, 0x04, 0xff, 0x00, 0x02, 0x04, 0xfc, 0xfb, 0x02, 0xff, 0xff, 0xfe, 0xfd, 0xfb, 0xff, 0x01, 0x01, 0x02, 0xff, 0x03, 0x01, 0xfc, 0x04, 0x00, -}; - -uint16_t fully_connect_input_2[1024] = { - 0x016a, 0x0085, 0x024d, 0x033e, 0x03d6, 0x0305, 0x0015, 0x0248, 0x014d, 0x0218, 0x030f, 0x0323, 0x0054, 0x0054, 0x02e5, 0x00af, - 0x01a3, 0x00ff, 0x0288, 0x0042, 0x0378, 0x0031, 0x016e, 0x018f, 0x0225, 0x002f, 0x0098, 0x0175, 0x01b6, 0x0382, 0x032a, 0x01b8, - 0x0110, 0x0378, 0x000d, 0x02f3, 0x0253, 0x0289, 0x01f8, 0x011c, 0x0347, 0x001d, 0x03e4, 0x026e, 0x0030, 0x013a, 0x01c3, 0x01ee, - 0x010a, 0x0309, 0x032d, 0x01fa, 0x000f, 0x020c, 0x0121, 0x010f, 0x0329, 0x0084, 0x0043, 0x0359, 0x0261, 0x0344, 0x0207, 0x01cb, - 0x014b, 0x000e, 0x009b, 0x0174, 0x036e, 0x0374, 0x003f, 0x01c4, 0x0161, 0x0344, 0x0292, 0x0220, 0x016e, 0x01d1, 0x03ce, 0x0190, - 0x02cb, 0x00fe, 0x03a8, 0x008c, 0x026c, 0x02f1, 0x0218, 0x0111, 0x0199, 0x0355, 0x0052, 0x02d4, 0x02d4, 0x03bc, 0x039b, 0x021e, - 0x03ac, 0x0370, 0x0294, 0x02eb, 0x03ce, 0x01ea, 0x0346, 0x034a, 0x038f, 0x032f, 0x016a, 0x0374, 0x027c, 0x0267, 0x001e, 0x0030, - 0x03de, 0x00ba, 0x015f, 0x033f, 0x03d4, 0x012c, 0x0109, 0x01f8, 0x0065, 0x0295, 0x0366, 0x01a1, 0x0272, 0x02ef, 0x0087, 0x0123, - 0x01e7, 0x025c, 0x01d0, 0x029c, 0x0327, 0x009c, 0x01bf, 0x0180, 0x00ee, 0x02eb, 0x038d, 0x02d7, 0x0194, 0x0236, 0x002e, 0x03b4, - 0x02d9, 0x03cc, 0x00d8, 0x015c, 0x0057, 0x019c, 0x03ae, 0x0384, 0x0341, 0x032a, 0x0015, 0x0005, 0x029b, 0x01ad, 0x0393, 0x0177, - 0x02e3, 0x03bd, 0x0245, 0x00e3, 0x00ff, 0x03a4, 0x001b, 0x019d, 0x0121, 0x02b9, 0x02b0, 0x0096, 0x0309, 0x03dc, 0x0003, 0x00eb, - 0x033a, 0x03d1, 0x00c6, 0x0317, 0x029b, 0x01df, 0x00c4, 0x0276, 0x0102, 0x03e4, 0x0268, 0x0265, 0x032c, 0x0302, 0x012d, 0x0029, - 0x02ba, 0x0367, 0x01b0, 0x00cf, 0x0318, 0x0127, 0x031c, 0x01e7, 0x00a9, 0x0371, 0x038a, 0x00f1, 0x037e, 0x029f, 0x03ce, 0x00ab, - 0x0362, 0x0242, 0x02d8, 0x032c, 0x0253, 0x003e, 0x0076, 0x0103, 0x0064, 0x01dd, 0x034e, 0x010f, 0x0180, 0x0146, 0x023d, 0x0172, - 0x00a2, 0x01e6, 0x03a1, 0x0216, 0x013e, 0x02f2, 0x015c, 0x02e7, 0x00ca, 0x00a1, 0x01fb, 0x0258, 0x0219, 0x024c, 0x02d4, 0x005f, - 0x0165, 0x02a4, 0x00ad, 0x0069, 0x000b, 0x0127, 0x0198, 0x0163, 0x00d6, 0x0041, 0x00bd, 0x03c8, 0x0250, 0x00b2, 0x023f, 0x00be, - 0x0359, 0x0262, 0x01a3, 0x00cf, 0x0285, 0x00e8, 0x02df, 0x0391, 0x0043, 0x01e3, 0x0327, 0x0383, 0x01f5, 0x03bf, 0x004b, 0x0126, - 0x03ce, 0x016d, 0x01bf, 0x0014, 0x005e, 0x011f, 0x01ed, 0x0053, 0x0030, 0x024b, 0x01f6, 0x018f, 0x01b5, 0x01b8, 0x0024, 0x02ca, - 0x0130, 0x0225, 0x01a6, 0x0128, 0x0237, 0x0370, 0x00df, 0x0214, 0x0191, 0x008c, 0x00bf, 0x01b7, 0x0273, 0x021a, 0x0153, 0x01d7, - 0x0069, 0x02b9, 0x0225, 0x0323, 0x00f2, 0x0115, 0x022a, 0x03b7, 0x035f, 0x0292, 0x01a1, 0x0122, 0x001b, 0x0356, 0x0024, 0x0322, - 0x0115, 0x026a, 0x02c8, 0x00aa, 0x0150, 0x0214, 0x010a, 0x006b, 0x004d, 0x03a9, 0x023a, 0x03b8, 0x005f, 0x0125, 0x0297, 0x03d5, - 0x00e1, 0x0225, 0x033b, 0x022a, 0x023e, 0x0059, 0x0245, 0x0071, 0x016e, 0x023b, 0x0188, 0x02cd, 0x0255, 0x0240, 0x0039, 0x038a, - 0x0187, 0x0144, 0x00d2, 0x01d9, 0x0206, 0x02d8, 0x01ff, 0x0309, 0x018f, 0x0200, 0x0331, 0x0349, 0x007a, 0x01f3, 0x013d, 0x01a4, - 0x02fd, 0x0036, 0x0195, 0x017c, 0x01e5, 0x008c, 0x01dd, 0x0361, 0x02ee, 0x0017, 0x01e2, 0x0095, 0x018c, 0x00a3, 0x01f5, 0x03c4, - 0x007b, 0x00d9, 0x0283, 0x0168, 0x01c3, 0x004a, 0x0092, 0x017d, 0x0323, 0x028d, 0x00c4, 0x01b3, 0x026b, 0x0082, 0x0121, 0x00bc, - 0x00df, 0x01d9, 0x02c0, 0x02dc, 0x0117, 0x00cb, 0x01a7, 0x001e, 0x00f5, 0x025f, 0x0298, 0x03a9, 0x0255, 0x00d9, 0x02ae, 0x038a, - 0x0150, 0x036d, 0x010d, 0x0292, 0x025b, 0x01c1, 0x018b, 0x0014, 0x0356, 0x025f, 0x00b0, 0x0049, 0x00c0, 0x00ef, 0x0159, 0x0229, - 0x02e9, 0x0281, 0x0265, 0x03ce, 0x03a2, 0x00fd, 0x0140, 0x01cd, 0x0243, 0x0360, 0x01dd, 0x035d, 0x02bf, 0x008c, 0x02fa, 0x0172, - 0x00e8, 0x0029, 0x0211, 0x01b8, 0x0034, 0x03a7, 0x0132, 0x02c3, 0x027c, 0x0188, 0x02d6, 0x0246, 0x02fb, 0x03be, 0x0355, 0x02c3, - 0x0363, 0x030c, 0x009c, 0x024f, 0x013d, 0x0251, 0x00f0, 0x02dd, 0x00f8, 0x027a, 0x00ca, 0x00ac, 0x024d, 0x0012, 0x013d, 0x006b, - 0x004b, 0x024c, 0x0141, 0x01f0, 0x0367, 0x02ac, 0x0112, 0x0350, 0x022d, 0x0003, 0x013d, 0x0389, 0x0251, 0x0083, 0x034f, 0x0188, - 0x00b5, 0x0051, 0x02e3, 0x0032, 0x01f7, 0x0034, 0x02bd, 0x00a1, 0x03b0, 0x01e4, 0x01bf, 0x02d2, 0x01e5, 0x0135, 0x0398, 0x0049, - 0x038a, 0x01ff, 0x02b7, 0x01ab, 0x010a, 0x033e, 0x01ce, 0x039d, 0x0314, 0x002c, 0x027f, 0x00b5, 0x03e1, 0x03a5, 0x027a, 0x032a, - 0x0176, 0x01eb, 0x0259, 0x0154, 0x034e, 0x030c, 0x005d, 0x005c, 0x028a, 0x001e, 0x028a, 0x036c, 0x02b7, 0x00a1, 0x0299, 0x03be, - 0x004c, 0x019a, 0x00be, 0x012a, 0x0072, 0x02b5, 0x018c, 0x03da, 0x0091, 0x01bb, 0x02fe, 0x0370, 0x0117, 0x0302, 0x0256, 0x00d6, - 0x0176, 0x000d, 0x03e1, 0x025f, 0x006e, 0x0132, 0x024d, 0x00c8, 0x00bb, 0x005b, 0x0138, 0x032c, 0x01b0, 0x02bf, 0x03bb, 0x01b4, - 0x023e, 0x0116, 0x02af, 0x01d8, 0x03dd, 0x016a, 0x0065, 0x025d, 0x0088, 0x0245, 0x008d, 0x003e, 0x0342, 0x020b, 0x00b4, 0x0392, - 0x02af, 0x0085, 0x02c2, 0x022d, 0x0057, 0x001d, 0x0093, 0x0120, 0x00de, 0x00ea, 0x038a, 0x01e1, 0x0011, 0x0274, 0x0110, 0x00e4, - 0x029f, 0x034d, 0x0146, 0x0144, 0x0112, 0x00d7, 0x0219, 0x02e9, 0x02bf, 0x02f9, 0x020f, 0x013c, 0x0391, 0x00e4, 0x02c9, 0x0185, - 0x028e, 0x02e0, 0x0213, 0x026c, 0x019f, 0x0277, 0x00dc, 0x0239, 0x0064, 0x0316, 0x035d, 0x03b7, 0x01e0, 0x0177, 0x02f1, 0x0105, - 0x0185, 0x0186, 0x0186, 0x0358, 0x024b, 0x02da, 0x0088, 0x0273, 0x02ad, 0x0319, 0x02ea, 0x0073, 0x020e, 0x0334, 0x0179, 0x0330, - 0x00e5, 0x0072, 0x02b5, 0x024c, 0x00e7, 0x03a5, 0x020b, 0x039a, 0x0346, 0x002c, 0x0059, 0x0090, 0x01a0, 0x00f1, 0x01f0, 0x0358, - 0x01e3, 0x0229, 0x03a9, 0x0147, 0x020c, 0x0313, 0x03a8, 0x00ea, 0x01f1, 0x0217, 0x02d4, 0x0118, 0x03d9, 0x0220, 0x0328, 0x03ad, - 0x013f, 0x03ab, 0x0077, 0x0023, 0x0331, 0x0195, 0x0102, 0x0317, 0x0050, 0x025f, 0x010f, 0x001d, 0x0195, 0x031b, 0x0135, 0x03ca, - 0x037d, 0x0321, 0x01a8, 0x0287, 0x0383, 0x0100, 0x01db, 0x03ce, 0x00fc, 0x00da, 0x0286, 0x0195, 0x0139, 0x03af, 0x02ed, 0x020d, - 0x0294, 0x009d, 0x019b, 0x0068, 0x02cf, 0x00ef, 0x0019, 0x02a2, 0x0269, 0x02a2, 0x014f, 0x006e, 0x02a4, 0x009f, 0x0226, 0x0045, - 0x022d, 0x02b5, 0x02e0, 0x0269, 0x00c1, 0x00ac, 0x03d1, 0x007e, 0x00dc, 0x0148, 0x0331, 0x0268, 0x0288, 0x0137, 0x02e7, 0x01af, - 0x01ba, 0x0283, 0x0350, 0x00ea, 0x008a, 0x03af, 0x0237, 0x0389, 0x00d5, 0x0366, 0x012e, 0x01d4, 0x00a0, 0x01e4, 0x0006, 0x0216, - 0x01e3, 0x03e1, 0x0384, 0x02f6, 0x00fe, 0x0056, 0x0057, 0x004c, 0x013c, 0x0137, 0x02d1, 0x0242, 0x0073, 0x0304, 0x0001, 0x0079, - 0x016f, 0x0033, 0x0028, 0x03d3, 0x01ad, 0x0223, 0x021f, 0x02c6, 0x02ba, 0x00cb, 0x0042, 0x0020, 0x0084, 0x03c2, 0x002a, 0x0222, - 0x0347, 0x0090, 0x0263, 0x0226, 0x0045, 0x0176, 0x0254, 0x0064, 0x01ac, 0x02e9, 0x0053, 0x0043, 0x033d, 0x01be, 0x00c3, 0x02f9, - 0x0156, 0x0235, 0x01f6, 0x007e, 0x00cb, 0x00ae, 0x01e6, 0x02fd, 0x020c, 0x00ca, 0x0275, 0x0237, 0x031e, 0x03d1, 0x0293, 0x0043, - 0x004c, 0x038d, 0x0064, 0x0201, 0x03e6, 0x01e6, 0x03b7, 0x021a, 0x00cc, 0x030a, 0x03cd, 0x023a, 0x00a3, 0x0241, 0x0180, 0x0183, - 0x006f, 0x02aa, 0x02da, 0x0255, 0x0350, 0x03a5, 0x00b9, 0x0211, 0x0198, 0x0158, 0x0372, 0x001e, 0x003d, 0x00be, 0x026c, 0x02f1, - 0x019b, 0x009c, 0x021d, 0x0317, 0x00e2, 0x0301, 0x01ed, 0x02e9, 0x0246, 0x02e3, 0x030a, 0x0008, 0x011a, 0x01fa, 0x033f, 0x00ab, - 0x00cb, 0x0061, 0x0057, 0x01f8, 0x029f, 0x0140, 0x023d, 0x0331, 0x0353, 0x02a8, 0x012c, 0x0170, 0x0303, 0x02fc, 0x00b9, 0x0160, - 0x03de, 0x01f0, 0x0140, 0x01e8, 0x016b, 0x0332, 0x03d6, 0x01e4, 0x0195, 0x015a, 0x0145, 0x030a, 0x02d3, 0x00bf, 0x015d, 0x0265, - 0x0222, 0x02a3, 0x03cb, 0x01f0, 0x00aa, 0x0388, 0x0300, 0x0092, 0x0227, 0x02a5, 0x03a2, 0x03c7, 0x0353, 0x0287, 0x01b6, 0x003a, - 0x0263, 0x0379, 0x00c1, 0x00f1, 0x00fb, 0x0271, 0x00ba, 0x0265, 0x02ea, 0x0015, 0x0154, 0x0022, 0x0192, 0x02d4, 0x0315, 0x0199, - 0x035a, 0x01b5, 0x0205, 0x0199, 0x02a6, 0x0044, 0x0061, 0x0279, 0x0277, 0x0020, 0x01bb, 0x0076, 0x02c1, 0x01bd, 0x0071, 0x0250, - 0x01ef, 0x0104, 0x02de, 0x02cd, 0x0088, 0x01f0, 0x0295, 0x03e0, 0x0054, 0x03a8, 0x02ba, 0x02ed, 0x02fc, 0x0193, 0x00bb, 0x00b5, - 0x001e, 0x0056, 0x02de, 0x026a, 0x01c6, 0x01a7, 0x00b1, 0x028f, 0x0080, 0x010b, 0x00c0, 0x00bb, 0x0254, 0x018a, 0x002f, 0x03ad, - 0x0059, 0x03bc, 0x03a9, 0x008e, 0x01cf, 0x0297, 0x0140, 0x0314, 0x00c8, 0x0289, 0x0184, 0x02ca, 0x02e6, 0x032d, 0x0332, 0x038c, - 0x02f3, 0x00b4, 0x0192, 0x035a, 0x03bc, 0x004e, 0x01c0, 0x02ac, 0x0059, 0x01f0, 0x0282, 0x03a6, 0x0202, 0x0308, 0x00c4, 0x017f, -}; - -uint8_t fully_connect_weight_2[512*1024] = { - 0x24, 0xfa, 0x0c, 0x3a, 0x51, 0xaa, 0x0a, 0x3d, 0x2a, 0xfa, 0xb3, 0xdb, 0x3a, 0xbb, 0xb7, 0x00, 0xe9, 0x30, 0x3f, 0xa3, 0xf6, 0xd1, 0xe7, 0xb7, 0xb5, 0x48, 0x3a, 0xde, 0xf2, 0x13, 0xf9, 0x38, - 0x08, 0xcf, 0xbf, 0x04, 0xef, 0xa3, 0x2a, 0xb7, 0x13, 0x49, 0x3d, 0x29, 0xa0, 0x17, 0xca, 0x31, 0x06, 0x1f, 0x52, 0xc9, 0xff, 0xc8, 0xcd, 0xaa, 0x16, 0xd1, 0x4e, 0x39, 0xc2, 0x30, 0xed, 0x4e, - 0x1f, 0x60, 0xda, 0x59, 0xac, 0xc7, 0x61, 0x2f, 0xfd, 0xec, 0xa5, 0x2b, 0xf8, 0xb6, 0xf8, 0x0c, 0xd7, 0x9e, 0x5b, 0xd0, 0xc5, 0x43, 0x4f, 0x47, 0x03, 0x0f, 0x42, 0xc5, 0xe0, 0x0c, 0xfb, 0xf9, - 0x08, 0x06, 0x36, 0x4c, 0xf1, 0x28, 0xab, 0xf6, 0xd2, 0xc2, 0xff, 0xcc, 0x5e, 0xd1, 0x0b, 0x51, 0x1d, 0x3f, 0xc7, 0xa7, 0xa1, 0x31, 0x27, 0x46, 0x51, 0x10, 0xd0, 0xa4, 0x2a, 0x06, 0xdb, 0x2a, - 0x61, 0xde, 0xce, 0x59, 0xc6, 0xb3, 0xa4, 0xda, 0x46, 0xaa, 0xd1, 0xb0, 0x49, 0xc7, 0xa9, 0x3b, 0x12, 0x62, 0x0b, 0x55, 0x03, 0x3b, 0x21, 0x08, 0xc3, 0x3e, 0x56, 0x1a, 0xd2, 0x1f, 0x16, 0x0e, - 0xd3, 0x2a, 0x5f, 0xd9, 0x58, 0x4b, 0xba, 0xcb, 0xdf, 0xa6, 0xa0, 0x01, 0x16, 0x08, 0xdb, 0x09, 0x3b, 0x08, 0x56, 0x4f, 0x37, 0xb1, 0x37, 0x31, 0xe3, 0xdf, 0x44, 0xc2, 0xa3, 0x2c, 0x41, 0x4e, - 0xe0, 0x5f, 0x1e, 0x0c, 0x11, 0xb9, 0x0f, 0xb6, 0xab, 0xc1, 0xda, 0xdf, 0xa5, 0xbb, 0x61, 0x02, 0xd9, 0x35, 0x5b, 0x4a, 0x24, 0x0e, 0xfb, 0x28, 0x22, 0xdd, 0xee, 0xf3, 0xa4, 0x63, 0x03, 0xbe, - 0xff, 0xf6, 0xf4, 0x2c, 0xce, 0x08, 0xae, 0xb6, 0x02, 0xdd, 0x5c, 0xc8, 0xe4, 0xed, 0xa9, 0xfa, 0x07, 0xa2, 0xfe, 0x5b, 0x5e, 0xff, 0xc6, 0xaf, 0xe4, 0x9c, 0xf3, 0xd5, 0xd7, 0x31, 0xf8, 0xd5, - 0xfb, 0xee, 0xb6, 0x40, 0x5f, 0xc9, 0x48, 0x5d, 0xb8, 0xc9, 0x25, 0x42, 0x30, 0xb3, 0xe0, 0xa2, 0x5d, 0x1d, 0x5a, 0x29, 0x2a, 0x1b, 0xf3, 0xcd, 0xd9, 0x5b, 0x04, 0xff, 0xe7, 0xed, 0xcf, 0xc8, - 0xaf, 0x1e, 0xbc, 0xaa, 0x33, 0xf2, 0x52, 0x9f, 0xb8, 0x3d, 0xf1, 0xdf, 0xee, 0x36, 0xa8, 0x60, 0xe9, 0xc7, 0xd6, 0xcc, 0xb6, 0x10, 0xf4, 0x20, 0x24, 0x4b, 0x28, 0x4d, 0xd7, 0xeb, 0x00, 0xda, - 0xea, 0x09, 0xb3, 0xdc, 0xe3, 0x0c, 0xf9, 0xc9, 0x23, 0x26, 0xe9, 0xf0, 0x29, 0x41, 0x5c, 0x19, 0x30, 0xb2, 0xdd, 0x51, 0x4b, 0x45, 0x44, 0x50, 0x3a, 0xb4, 0x9c, 0xeb, 0xec, 0xfd, 0xc1, 0x22, - 0x55, 0x3b, 0x30, 0xdf, 0xc7, 0xb7, 0xdc, 0xcf, 0xd9, 0x33, 0x61, 0xaf, 0x2f, 0x1b, 0xde, 0x9e, 0x2f, 0xa1, 0x25, 0x19, 0x3c, 0xda, 0xf7, 0xbf, 0x0f, 0x5f, 0xe3, 0xae, 0x25, 0x1a, 0xe1, 0x2b, - 0xb7, 0xb7, 0xfd, 0x39, 0x9f, 0xb1, 0x0d, 0x27, 0x3b, 0xcc, 0x18, 0x2f, 0x5c, 0xee, 0x1e, 0xb3, 0xdb, 0x3f, 0xd3, 0x35, 0xca, 0xe9, 0xd8, 0x1c, 0x4a, 0x58, 0x5f, 0x3a, 0x48, 0x2c, 0x4f, 0x0a, - 0x39, 0xfd, 0xb8, 0x23, 0xe9, 0xa0, 0x57, 0x1d, 0x47, 0xa3, 0xa9, 0xbf, 0x06, 0xa8, 0xd8, 0xbe, 0xf0, 0x39, 0x29, 0x49, 0x32, 0x49, 0xc3, 0x37, 0xbd, 0x4b, 0x19, 0x9f, 0x17, 0xa7, 0x9c, 0xbb, - 0xa5, 0xd0, 0x2d, 0x2c, 0x07, 0x4b, 0x49, 0xf0, 0x58, 0x50, 0x03, 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0xdb, 0xe4, 0xa4, 0x11, 0x27, 0xe7, 0xc5, 0xfd, 0x2c, - 0x34, 0x34, 0x4d, 0xb8, 0x21, 0xe9, 0xee, 0x22, 0xeb, 0xef, 0x15, 0x00, 0xad, 0xab, 0xf2, 0x0d, 0x59, 0x0c, 0xb9, 0x12, 0xb1, 0x31, 0x34, 0x2a, 0xc9, 0x39, 0xf5, 0x62, 0xf3, 0x47, 0xaf, 0xca, - 0x5b, 0x49, 0x19, 0x9e, 0xa4, 0x1d, 0x2c, 0x25, 0x35, 0xf5, 0xdb, 0xb8, 0x53, 0xbe, 0x63, 0x21, 0x12, 0xcd, 0x3d, 0xc2, 0x13, 0xaa, 0x57, 0x03, 0x02, 0x5f, 0x0d, 0xb7, 0xb4, 0xcc, 0xe6, 0xa4, - 0x9c, 0x2f, 0xa7, 0x2b, 0x01, 0x25, 0x23, 0x13, 0x14, 0xf0, 0x31, 0xa0, 0x34, 0xe9, 0xe7, 0xc8, 0xcf, 0x0c, 0xf2, 0xe8, 0xda, 0x4f, 0x08, 0x20, 0xec, 0x48, 0x53, 0xec, 0xd0, 0x28, 0xa3, 0x2a, -}; - -uint16_t fully_connect_result_0[512] = { - 0xf419, 0x0bc4, 0xf0e9, 0xf56d, 0x0289, 0xf15a, 0x0494, 0x00fc, 0xfc58, 0x0451, 0xf8e8, 0x0089, 0x1810, 0xe552, 0x0f1e, 0x13bd, - 0x095e, 0xff55, 0xfcae, 0xf675, 0x1d00, 0xf98e, 0x103c, 0xecc3, 0xffa4, 0xf8b2, 0x0427, 0x0643, 0xe850, 0xee53, 0x144d, 0xfb89, - 0x1449, 0x043e, 0xfbf0, 0x1044, 0x0a66, 0xe367, 0xf502, 0x0fc8, 0xfe97, 0xf24c, 0xf9d3, 0xf2cd, 0x1772, 0x0f9a, 0xfb29, 0x08ff, - 0x275c, 0x0721, 0x29c0, 0x022e, 0xf450, 0xe416, 0xf158, 0xef7f, 0x028a, 0xfe40, 0xf9f3, 0xf9ef, 0x046b, 0x0ad3, 0xec56, 0x1eb2, - 0xede7, 0x06c7, 0xf61a, 0x05a3, 0xe963, 0xefaa, 0xf97a, 0xf82e, 0xe283, 0xf2f7, 0xec74, 0xfb93, 0x0af7, 0xfdb1, 0x028f, 0xecde, - 0xfef5, 0x141c, 0xfcef, 0xe776, 0xf15b, 0xf616, 0xff04, 0xe4d4, 0xe762, 0xdba1, 0xeca4, 0xf329, 0xfecb, 0x002e, 0x0e42, 0x07b8, - 0xfcc1, 0xe8ca, 0x0963, 0x016f, 0x049e, 0x12fe, 0xf61a, 0xffdc, 0xf204, 0x0a54, 0x0a70, 0x081c, 0xd445, 0xfe3b, 0x058c, 0xf2ac, - 0xf5fa, 0x19e8, 0x0b11, 0x088d, 0xfd15, 0x10f5, 0x170a, 0xedd5, 0xe61e, 0xd767, 0xf768, 0x003e, 0xf912, 0xe70d, 0xecce, 0xfe18, - 0x07ae, 0x04b1, 0xeca4, 0x15a9, 0xf15b, 0xedfd, 0x0a0b, 0x051e, 0x0341, 0x1caf, 0xfca0, 0xf5bb, 0xf275, 0x0534, 0x0792, 0x14ba, - 0x1efa, 0xe4f4, 0xf1b0, 0xe686, 0xdb7b, 0xed10, 0xf6a0, 0x0038, 0xfac0, 0x12db, 0xfdaa, 0x267f, 0x219f, 0x10dc, 0x05cc, 0x0144, - 0x11e8, 0x0201, 0x15ca, 0xe0b1, 0xf9d4, 0x1104, 0x0202, 0xebee, 0x02ff, 0xf74d, 0xf62f, 0x0055, 0x0160, 0xf5c5, 0xfa8f, 0x0bc4, - 0xf661, 0xe3f7, 0xf3b0, 0xefc7, 0x1341, 0xfd23, 0xfe00, 0x0406, 0xf9f8, 0xffaa, 0x0c57, 0xf7d6, 0x0a93, 0xfade, 0xd78d, 0xec3f, - 0xf24a, 0xf27c, 0x07b5, 0x08e5, 0x0685, 0xe7cb, 0x1579, 0x0f58, 0xfbef, 0x1001, 0x15c1, 0xf375, 0xefe0, 0x0175, 0xfc13, 0x171b, - 0xfd3c, 0xf3e6, 0x0ea3, 0xf8ce, 0xeb42, 0xf899, 0xf080, 0xf350, 0xfea0, 0x0028, 0xe0f6, 0x05d2, 0x168c, 0xfffd, 0xf611, 0x0934, - 0x0ce7, 0xfce8, 0x04a4, 0xdac6, 0xfb95, 0xfaa2, 0x08d2, 0x0148, 0xed9e, 0xfd90, 0xf94b, 0xef17, 0x0ab2, 0xfba6, 0x114b, 0x1bd0, - 0xdae8, 0xef24, 0xefa7, 0xf6da, 0xff23, 0x05c1, 0xf224, 0x1c5e, 0xfeba, 0x01bf, 0xe40b, 0xeae9, 0xf954, 0x0531, 0xfe4d, 0x15ff, - 0x021c, 0xf4c8, 0x04ab, 0xecb0, 0x0b26, 0x0ef6, 0xefba, 0xf0e0, 0xde74, 0x0b84, 0x092d, 0x0e80, 0xea91, 0xe2d7, 0xfed0, 0xf8fc, - 0x0864, 0xff48, 0xf609, 0xf0a6, 0xfb18, 0x069f, 0xe770, 0x0182, 0x11af, 0x006e, 0xf411, 0xfd14, 0x02c4, 0xf30e, 0xf566, 0xfe2a, - 0xfa21, 0x064f, 0xfede, 0x0b3c, 0x1083, 0x0c27, 0xf05d, 0xe18c, 0x0bcd, 0xf09a, 0xfc44, 0x081a, 0xeb6e, 0xf3aa, 0xff17, 0xe841, - 0xf33b, 0xf7c9, 0xfd4c, 0xf3f5, 0xf848, 0xfd91, 0x0669, 0xfae9, 0xf3f0, 0x1b2b, 0xe964, 0xd99d, 0xfc16, 0x0ec7, 0x0146, 0x0a10, - 0xf062, 0xdd5d, 0x00db, 0x1f56, 0x0a1e, 0x0d8f, 0xf98c, 0x0645, 0x02fe, 0xed03, 0xfdc0, 0x04d2, 0x2022, 0xe86a, 0x0776, 0x013b, - 0xe9f7, 0xf237, 0x121a, 0xd829, 0x0c55, 0xfcd6, 0xfa9d, 0x0350, 0x03e6, 0xe703, 0x098c, 0xf611, 0xedaf, 0x0756, 0xff98, 0xeaa8, - 0xfb0c, 0xef4a, 0xf627, 0xe467, 0x16d6, 0xf85f, 0xe59c, 0xef9a, 0xfa05, 0x1357, 0x0169, 0x0784, 0xf353, 0xfd3a, 0x09ba, 0xe31f, - 0x0fce, 0xf1bd, 0xf95c, 0x0e65, 0xfa42, 0xed00, 0xfe64, 0xf946, 0xe268, 0xedb6, 0x1abf, 0x0e40, 0xeaaf, 0xf778, 0xe943, 0x0d9e, - 0xfea3, 0xd34b, 0x1440, 0x111a, 0xf037, 0xfed1, 0xf450, 0x2709, 0x0dcc, 0x0ef5, 0xe8b0, 0xf470, 0x0a6a, 0x0bf9, 0x02c9, 0x12de, - 0x19b0, 0xdd4c, 0x0ada, 0xe941, 0x05ef, 0x0135, 0xe640, 0x0b06, 0x045a, 0x15a6, 0xed6f, 0x179a, 0xf77a, 0xf802, 0xdab4, 0x024f, - 0x079f, 0x015c, 0xf1cb, 0xea9c, 0xf3e6, 0x15f4, 0xefae, 0xe909, 0xf7fe, 0xe1b2, 0xf1a6, 0xfa9c, 0x111b, 0xf562, 0xeace, 0xf808, - 0xf28a, 0xf15a, 0x0377, 0x0834, 0xf2d2, 0xedb8, 0xe18b, 0xf221, 0xefbe, 0xf338, 0x00bc, 0x0d5e, 0x06f0, 0xe2dc, 0xeca0, 0xe123, - 0x01e5, 0xf612, 0x0876, 0xe8ac, 0xebac, 0xe46a, 0xea8e, 0xefe1, 0xf0de, 0xfe75, 0x09e7, 0xef90, 0x1f18, 0x0bd0, 0xed0b, 0x1ddc, - 0xfd3e, 0xfa73, 0xed7a, 0x19ca, 0xfad8, 0xf481, 0xf1a9, 0x1e99, 0xf5c6, 0xfe4a, 0x006c, 0x0293, 0x0b0b, 0xe9d8, 0x1444, 0xf348, - 0x01f5, 0x073c, 0xed9e, 0xfdc1, 0x0838, 0xed34, 0xff8e, 0x0b29, 0x033d, 0xf126, 0x0456, 0xe435, 0xd28d, 0x079d, 0x0ebd, 0x04c2, - 0x0ac5, 0xf3f5, 0xef61, 0xf315, 0xf46a, 0xf449, 0x055d, 0xfece, 0x0030, 0xebf1, 0x09b3, 0x0c34, 0xeb2d, 0xee18, 0xf883, 0xf8f7, -}; - -uint16_t fully_connect_result_1[512] = { - 0xfdc0, 0xff9c, 0x02c7, 0xfbd7, 0x031d, 0xff42, 0xff0a, 0xfdbc, 0xfd82, 0xfdd8, 0xfddb, 0xf8d6, 0xfe9d, 0xfadd, 0xfcb9, 0x052d, - 0xf924, 0xfcf0, 0x011e, 0xfce1, 0xfb60, 0xfdbc, 0xfe33, 0xff41, 0x0228, 0xfd80, 0xfb93, 0xfc1a, 0xfe69, 0x039d, 0xfe68, 0xf935, - 0xfdc8, 0xfcbe, 0xf8b0, 0x0137, 0x0130, 0x00ae, 0xfe9e, 0xfd9f, 0xfce2, 0xfefa, 0x06d2, 0xfd4f, 0xfd0c, 0xfa9a, 0xf902, 0x03aa, - 0x001b, 0xf99e, 0xfee2, 0x025d, 0x0238, 0xfb28, 0x07a5, 0xfd4c, 0x0369, 0xfc90, 0xf934, 0xff2c, 0xfc1c, 0xfccd, 0xfee6, 0xfe29, - 0x0336, 0x0918, 0xfdb2, 0x0432, 0x001c, 0x03a2, 0xfbec, 0xfda3, 0xff7a, 0xfc04, 0xf93f, 0x0461, 0x00da, 0x02da, 0xfc44, 0xfcc0, - 0xfefc, 0x02bd, 0xff70, 0xff83, 0x0153, 0xffc4, 0xfd42, 0x0066, 0x0223, 0xf74d, 0xfb55, 0xff49, 0xfb07, 0xfc13, 0xfab2, 0x01a4, - 0xfb53, 0xfefb, 0xfeef, 0xfa01, 0x031b, 0x04af, 0x03b6, 0x0259, 0xf39e, 0xfce0, 0x016f, 0xfee2, 0x00c0, 0x07e5, 0xffe7, 0xff4d, - 0xfcfe, 0xfcfe, 0x025d, 0x0100, 0xfc4f, 0x00ab, 0xfef8, 0xfdff, 0xfc52, 0x0100, 0xfbc4, 0xf73e, 0xfd46, 0x06bc, 0xfacb, 0xfad2, - 0xfc64, 0xff65, 0xfaeb, 0xfec9, 0xfc95, 0xfdfd, 0xff37, 0xf36c, 0xfb2c, 0x0143, 0xfe63, 0x005e, 0x00ff, 0xffa0, 0x01e8, 0x0082, - 0xfbee, 0xfd60, 0xfeb5, 0x0242, 0xf34e, 0xfb4f, 0x0365, 0x029b, 0xfa60, 0x040f, 0xfe54, 0xfd03, 0x00b6, 0x011d, 0x0501, 0x07e4, - 0xfb42, 0xff08, 0xfd46, 0xfe30, 0xf9a7, 0xfe39, 0xfc81, 0xfe88, 0x000a, 0x00da, 0xfc3b, 0xfb8f, 0xfebd, 0xfb8c, 0xff3e, 0xfb75, - 0x025f, 0x057a, 0x0204, 0x0599, 0x0af0, 0x0063, 0xfcd2, 0x04fd, 0xf9d6, 0xfd8d, 0xf6ba, 0x00a3, 0x06d4, 0xfe53, 0x02d3, 0xfd48, - 0xfbca, 0xfc86, 0x00d2, 0xfa23, 0x01a0, 0xfde3, 0xfb9a, 0xfdd0, 0xfff0, 0x03fe, 0xfcf6, 0xfac7, 0xfd1e, 0xf859, 0xfc06, 0x01b8, - 0xf73f, 0xff73, 0x026f, 0x019e, 0xfc10, 0xfdac, 0xf974, 0xfe83, 0xfa62, 0x0190, 0x08ba, 0xfaa2, 0xfe59, 0x02a6, 0x0367, 0xfb29, - 0xfb9d, 0xfef4, 0xff93, 0x08a1, 0xff63, 0xf983, 0xfc59, 0x08c9, 0x0483, 0x01b4, 0xfe2b, 0x031b, 0x01d2, 0x0156, 0xfc65, 0x06bf, - 0xff74, 0x0547, 0x027b, 0x03c0, 0x002f, 0xff86, 0xff9e, 0xfc37, 0x080d, 0xfdc2, 0xf97b, 0x00bb, 0xfedf, 0x029f, 0xfd5e, 0xfe97, - 0xfcce, 0xfc18, 0x02cc, 0xfb3b, 0xfcbd, 0x0087, 0xfa29, 0xf736, 0x00d5, 0xfe7a, 0x0369, 0x01ad, 0xfcaf, 0xfdd4, 0xfb81, 0x02d4, - 0xf6fc, 0x03a0, 0x027b, 0x023f, 0x02b0, 0xfb64, 0xffc2, 0xff77, 0x0a00, 0x00d2, 0xfbb2, 0xfc3e, 0x00c6, 0xfa61, 0x01e9, 0x0281, - 0xfe23, 0xfa76, 0x00e8, 0x03d0, 0x0a87, 0xfec1, 0xfc94, 0xfe77, 0xfe4a, 0xf7ab, 0xfaac, 0xf83e, 0xfb08, 0x001e, 0x08b8, 0xfee1, - 0xfb40, 0x0221, 0xfe7b, 0x00c3, 0x04e1, 0x000f, 0xf82d, 0xf530, 0xffbd, 0xfdf7, 0xffb6, 0xfedc, 0xfb70, 0xf888, 0xfb3d, 0x03cc, - 0xfc04, 0xfd91, 0xff6e, 0xff58, 0x020d, 0x0156, 0xfec0, 0x04b1, 0x0126, 0x00c5, 0xfdd5, 0x031d, 0xfe26, 0xf73c, 0x03dc, 0x01b1, - 0xfe5f, 0x0813, 0xf857, 0x03fe, 0xfd8b, 0xfcad, 0xfecd, 0x0545, 0xf9a0, 0x01ee, 0xfb98, 0xff4f, 0xfdd6, 0xf944, 0xff48, 0xfec2, - 0x024f, 0xfb15, 0x00fb, 0xffe0, 0xfd62, 0xf953, 0xf63d, 0xff88, 0xfcc9, 0xfecf, 0x0342, 0xfa4e, 0xf995, 0xfceb, 0xf563, 0xf96f, - 0xffe2, 0xf89a, 0xf721, 0xff79, 0x053e, 0xfc37, 0x048b, 0xfdb8, 0x0226, 0xfde0, 0xfc41, 0xf747, 0xfdf5, 0xfab7, 0xff2e, 0xff44, - 0xf8b9, 0x0030, 0x05ce, 0x02b7, 0xfd0b, 0x0290, 0x0175, 0x021c, 0x0005, 0x01b7, 0xff12, 0x03f6, 0xfb10, 0xfcaf, 0x016d, 0x00c4, - 0xfb4a, 0x038b, 0xf52e, 0xfd1d, 0x0687, 0xfd5f, 0x004e, 0x01bf, 0xfbb8, 0x00ae, 0xfb6e, 0x057b, 0x00cb, 0xfdf2, 0x0522, 0x0551, - 0xf3da, 0xf687, 0xf906, 0x0319, 0xfdbf, 0xf818, 0x034b, 0xff4f, 0xff4e, 0x00e7, 0xf908, 0xff8b, 0xfc18, 0x0399, 0xf8ac, 0xf9af, - 0xfddc, 0xfef5, 0xfc41, 0xfe46, 0xffc7, 0xf979, 0xfe1c, 0xfcea, 0xfd82, 0xf9c0, 0xf86e, 0xfd0f, 0xfcf8, 0xfcce, 0x00ca, 0xf89d, - 0xff0d, 0x0339, 0xfe4b, 0xf89e, 0xff34, 0x02ad, 0x0107, 0x0248, 0x0023, 0x06bd, 0xfa4e, 0x05b9, 0xfed1, 0x02db, 0xfd59, 0x0188, - 0xfaeb, 0x010a, 0xfcc4, 0xf6e3, 0x046e, 0x0268, 0xf4af, 0x0093, 0xfbe7, 0x02f3, 0xf5ed, 0x00f4, 0xf3d5, 0x02e2, 0xfb58, 0xf9c5, - 0xfa95, 0x0429, 0xfa50, 0xfb66, 0x04f0, 0x01fa, 0x011a, 0x0097, 0xfba4, 0xfd7c, 0x007c, 0xf77f, 0x068d, 0x0416, 0x01bf, 0x06a0, - 0xf641, 0xfe6e, 0xf873, 0x000b, 0x0175, 0xfbca, 0xfca3, 0x0100, 0x0093, 0xf8e6, 0x01b0, 0x0079, 0xfc85, 0xfc91, 0xfb39, 0xfaae, -}; - -uint16_t fully_connect_result_2[512] = { - 0x010f, 0xff00, 0xfff5, 0xff8b, 0x00ae, 0x0067, 0xfea7, 0xff83, 0x0089, 0xff09, 0x0014, 0xfe59, 0xff1d, 0xffbc, 0x002b, 0xff56, - 0xffab, 0x0028, 0xffc4, 0xff38, 0x01d5, 0x0044, 0xfef5, 0xfe14, 0xfef7, 0x00aa, 0x010e, 0x00fe, 0x0099, 0xff7d, 0xff95, 0xff14, - 0xffcd, 0xffb6, 0xfebc, 0xffa6, 0x004e, 0xffcd, 0x0131, 0x00ea, 0xffbb, 0xfdf9, 0x000a, 0xff4d, 0xff3d, 0xff5e, 0x0028, 0xfeb9, - 0xff95, 0xfe9a, 0x00ad, 0x0006, 0x00bf, 0xff1f, 0xfea2, 0xffba, 0xffd7, 0x008e, 0xffae, 0xfef4, 0x00f3, 0xfda2, 0xfe56, 0x01e4, - 0x01c6, 0x00a6, 0x0053, 0xff36, 0x0047, 0xfec2, 0xff90, 0xff16, 0x00ac, 0x002d, 0xfed5, 0xff84, 0xffb4, 0xffd5, 0x0005, 0xffab, - 0xfefc, 0x00e2, 0xfece, 0x00f1, 0xfe52, 0xfedb, 0xfe42, 0x0010, 0xffb2, 0xfe30, 0x0217, 0x002a, 0x00bb, 0xfecd, 0xfed2, 0x0023, - 0x0033, 0x005c, 0x0105, 0xfef6, 0xff6c, 0xff10, 0x0022, 0x00b7, 0xff39, 0x002a, 0xfc64, 0x002a, 0xff9a, 0xffaf, 0xff26, 0xffce, - 0x009f, 0x01b7, 0x0191, 0x0106, 0xfefc, 0x00c1, 0xffad, 0xff6f, 0xffdc, 0x0058, 0x00ab, 0xfeee, 0x009f, 0xffe3, 0x009b, 0x0029, - 0xffdf, 0xfed6, 0xffd8, 0xff3c, 0xffe2, 0xffa1, 0xff41, 0x0098, 0x00c6, 0x004b, 0x017d, 0x004e, 0x00e3, 0x001f, 0x00f3, 0x00bd, - 0xff36, 0x005f, 0x0064, 0xfed6, 0x01db, 0xffc7, 0xff7c, 0xfead, 0xff7f, 0xfe4b, 0xfe51, 0x0055, 0xff48, 0x002e, 0xfe6c, 0xff19, - 0xffa5, 0x010f, 0x0114, 0xfe50, 0xff10, 0x01bb, 0x025a, 0x0134, 0xffa5, 0x0098, 0xfebc, 0xff75, 0xff22, 0xff53, 0xfeff, 0xfdca, - 0xff1a, 0xffe3, 0xffe9, 0xff1f, 0x0067, 0xfeec, 0xffcb, 0x0049, 0xffce, 0xff84, 0x00aa, 0x006d, 0x0069, 0xfe99, 0x010b, 0x014a, - 0xffa5, 0x00fd, 0xff81, 0xff92, 0xfeec, 0xfe4f, 0xffc9, 0xff00, 0x0092, 0xff24, 0x00c0, 0xfecf, 0x00e8, 0xffcd, 0xfdfd, 0x007f, - 0x001b, 0x00d7, 0xfedf, 0x0055, 0x0104, 0xff03, 0x005a, 0xffd8, 0xfe51, 0xfe6a, 0x00c3, 0xff86, 0x012a, 0x008a, 0xfefb, 0x008e, - 0x004d, 0xff19, 0xfeca, 0x00ef, 0x0044, 0xffef, 0x0066, 0xff81, 0x006d, 0x0155, 0x009b, 0xffa1, 0x0062, 0xfffb, 0x0189, 0x00e3, - 0xfe71, 0xfece, 0x00a0, 0xff20, 0x0123, 0xfdfb, 0x001f, 0xffb8, 0xff60, 0xfed8, 0xffe1, 0x002b, 0xfcc0, 0x014c, 0x01d3, 0x001b, - 0x01a0, 0x000d, 0xffd9, 0xfe18, 0x012e, 0xfe56, 0x0019, 0xfef3, 0x0021, 0x006f, 0xff8e, 0xffe6, 0x00ca, 0x00ad, 0x01ce, 0xffce, - 0xfeea, 0xfecd, 0x0070, 0x0021, 0xfeed, 0xff33, 0x008c, 0x00fc, 0x0053, 0xffa9, 0x0009, 0xfe31, 0xff24, 0x011c, 0xff2d, 0xff05, - 0xffa5, 0x003e, 0xff00, 0x0070, 0x0042, 0x0071, 0xfe12, 0xffac, 0x0143, 0x0030, 0xffd3, 0xfedd, 0xffa9, 0xfe07, 0xfe95, 0x00ab, - 0xffc2, 0xfff2, 0x0030, 0x0151, 0xffc2, 0xfeb0, 0xffb0, 0x0038, 0x00e3, 0xfe2e, 0xff1d, 0xff08, 0xfebd, 0xfe69, 0x000d, 0x0190, - 0x026d, 0x007b, 0xfe41, 0xfea3, 0x0003, 0xfd82, 0xfde8, 0xfe0d, 0xff3a, 0x011b, 0x0055, 0xffbc, 0x0020, 0x0006, 0xffff, 0xfe0b, - 0xff6e, 0x0006, 0x0086, 0xfeb3, 0xfddb, 0xffb7, 0xfe9a, 0x0161, 0xff56, 0x00be, 0xffb3, 0xfecd, 0xff52, 0x0024, 0x0004, 0xfdaf, - 0xfff6, 0x018e, 0xffb4, 0x00e7, 0xff05, 0xff6b, 0x0055, 0xfffd, 0xff6a, 0x011a, 0xffd9, 0x00f8, 0x01cd, 0x0229, 0xff53, 0xfeb3, - 0x00f2, 0x01a6, 0x0006, 0xfeb2, 0xff62, 0xff20, 0xfdc5, 0xffad, 0xfdfb, 0x00e3, 0x0126, 0xfebb, 0xfec8, 0xff27, 0x00df, 0x0220, - 0x002f, 0xffec, 0xfe8c, 0xffb0, 0xff45, 0xff8d, 0x0008, 0x0053, 0x004c, 0x00e3, 0xfebc, 0x0032, 0xff5f, 0xfe3e, 0x0251, 0xfefd, - 0x0013, 0x001c, 0xfd97, 0x0236, 0xff76, 0xffc1, 0xfedd, 0x002c, 0xff6f, 0xff79, 0xfed1, 0x0089, 0xff5f, 0x00c4, 0x0002, 0xff83, - 0x0244, 0x00d9, 0xff9d, 0xffac, 0xffec, 0x003d, 0x0024, 0xfea5, 0xffca, 0xfdf9, 0x0139, 0x00b5, 0xfee3, 0x01de, 0x00c6, 0xfef8, - 0x0006, 0xfe8f, 0x0196, 0xff71, 0xff6e, 0x00b4, 0xfe79, 0xfffd, 0xfe0e, 0x0007, 0xff2d, 0x0077, 0xffab, 0x00c8, 0xfe64, 0xff00, - 0xff8d, 0x002f, 0xffad, 0xfe28, 0xfdd6, 0xfe67, 0xff6f, 0x006e, 0xff26, 0x00b4, 0x0108, 0x0009, 0xfedf, 0x002e, 0xff7e, 0x010f, - 0x0092, 0xfe5c, 0x000d, 0xfef8, 0x00f8, 0x004e, 0xfe40, 0xffdc, 0x007e, 0x0099, 0xff96, 0xfeec, 0x006a, 0xff0d, 0x014d, 0xffb0, - 0xff67, 0xff7d, 0xfffc, 0x00fe, 0xfe18, 0xfeb8, 0xff2c, 0x004d, 0x006f, 0xfcc6, 0xff52, 0xffa0, 0xffb8, 0x015a, 0xff19, 0xffac, - 0x01a4, 0x002c, 0x000d, 0xfe96, 0x00fe, 0xff46, 0xfe74, 0xfe53, 0xfe2e, 0xff0d, 0xfec0, 0x001e, 0xff72, 0xff8e, 0xff58, 0xfd8a, -}; - -uint16_t fully_connect_result_3[511] = { - 0xf47d, 0x0739, 0xf638, 0xfd3b, 0x0f94, 0xf275, 0xfa72, 0x08fe, 0xfcd6, 0x07bc, 0x03c8, 0xfa15, 0x174a, 0xf316, 0x05d7, 0x134e, - 0x04fd, 0xec43, 0x005d, 0xf59c, 0x0eef, 0xf2de, 0x01d6, 0xf0ff, 0xfa10, 0xf6c8, 0x01e1, 0x0f25, 0xee58, 0xf19b, 0x0da7, 0x01bd, - 0x0f87, 0x1d07, 0x02e5, 0x115b, 0x0674, 0xe921, 0xf7b1, 0x167f, 0xfde8, 0x02cc, 0xf727, 0xee63, 0x0727, 0x0d7c, 0xfc4f, 0x082e, - 0x2c8f, 0xfd7f, 0x1906, 0xf9ac, 0xe1f0, 0xf415, 0xf14b, 0xeb9d, 0x0f7b, 0xf6b5, 0x0908, 0xf55f, 0xf969, 0x05b7, 0xf705, 0x2095, - 0x0432, 0x0edf, 0xfe0c, 0xfdd9, 0xf5b7, 0xf230, 0xfd3d, 0x0b1a, 0xf12b, 0xee90, 0xf8be, 0x0b69, 0x13c4, 0xfba5, 0x0069, 0xeea8, - 0xf35b, 0x039c, 0xeb18, 0xe152, 0x0004, 0xeebc, 0xf66b, 0xee4e, 0xdbaa, 0xda52, 0xe54c, 0x02a4, 0x07c5, 0xf956, 0x00be, 0xfdd3, - 0xf794, 0xecd6, 0x230b, 0x0330, 0x017f, 0x0beb, 0xfc87, 0x1481, 0xf563, 0x0c83, 0x07a1, 0xef19, 0xd068, 0xf72b, 0x04b0, 0xfee0, - 0xf468, 0x0c7d, 0x0d6d, 0x11ab, 0xf260, 0x06e9, 0x0d58, 0xeed7, 0xf50c, 0xd15e, 0xff8d, 0x16c6, 0x1c87, 0xf837, 0xe452, 0xfefe, - 0x0337, 0xfab6, 0xeee0, 0x18d3, 0xf91c, 0xdc96, 0x0f1d, 0xf367, 0xeb7f, 0x1372, 0xfd5a, 0x0632, 0xee0d, 0x08de, 0x13a6, 0xf93b, - 0x1997, 0xf55d, 0xe478, 0xe2c4, 0xd277, 0xf026, 0xf04c, 0xf1fb, 0xf605, 0x045d, 0xf8eb, 0x1ad7, 0x1771, 0x1c28, 0x06b4, 0xf8f2, - 0x0657, 0x0365, 0x1d33, 0xf9b5, 0xefda, 0xf2a3, 0x0937, 0xe303, 0xf998, 0xf624, 0xffb5, 0xe4b8, 0xfcde, 0x081f, 0xf450, 0x0943, - 0x0fe1, 0xf9b7, 0xf6df, 0xecc8, 0x02b0, 0x0cca, 0xf9f4, 0x04f5, 0xe805, 0xf6ce, 0x03fb, 0xf618, 0x194d, 0x0460, 0xda5a, 0xd89e, - 0xf1ef, 0xfc22, 0x0058, 0xfce2, 0x00f6, 0xf0c9, 0xf71b, 0x08b7, 0xfef2, 0x0623, 0x0e3b, 0x02f5, 0xeb0d, 0x0de5, 0xfad0, 0x1340, - 0xfd0a, 0xf407, 0xf3fe, 0xfdf2, 0xf410, 0x038d, 0xe3aa, 0xdab4, 0x1784, 0xfd6f, 0xef1e, 0x0a40, 0xfa8b, 0xfe1d, 0x005b, 0x0f6d, - 0x1afb, 0xf4ec, 0xf4d0, 0xdcca, 0xfebf, 0xf88f, 0x0407, 0x1387, 0xe2d4, 0x0832, 0x08ee, 0xdeb4, 0xff2a, 0x00fa, 0x0e10, 0x0ddb, - 0xd958, 0xe98c, 0xee88, 0x0029, 0x0314, 0xfc4b, 0xf27d, 0x0947, 0x0400, 0xfcd9, 0xeae6, 0x0378, 0xf576, 0x16e3, 0xfd93, 0x0f84, - 0x0270, 0xd8da, 0x0965, 0xf3c8, 0xf52c, 0x14a5, 0xe8d4, 0xddd3, 0xef34, 0x0e32, 0xf444, 0xf700, 0xf189, 0xec39, 0xf37c, 0x0de0, - 0xee86, 0x1038, 0x0701, 0xfc68, 0xf807, 0xe4f8, 0x03dc, 0xfa1d, 0x1ab4, 0x04ed, 0xeeb3, 0x041b, 0x038c, 0x042a, 0x00aa, 0xf624, - 0x016f, 0x13fc, 0x0164, 0xf0a0, 0x2117, 0x043b, 0xf523, 0xed82, 0x0205, 0x0516, 0xd424, 0x0020, 0x0bb4, 0xf848, 0xfbdc, 0xe431, - 0xf9d8, 0xf99e, 0x0a7e, 0xf165, 0xff78, 0x081d, 0x1649, 0xed0c, 0xea15, 0x1218, 0xeac4, 0xecbc, 0xfaad, 0x0c31, 0xf4df, 0x0c55, - 0x05a4, 0xde78, 0xee74, 0x20b1, 0x2239, 0xe7e5, 0xfb6b, 0x1951, 0xf7b7, 0x19de, 0xe878, 0x01fb, 0x06b4, 0x1eba, 0xed93, 0xf0a2, - 0xf63f, 0xfa80, 0x0a11, 0xfa84, 0xf4f1, 0x0f53, 0x0c38, 0xfc17, 0xee2b, 0xff41, 0xfd36, 0xed82, 0xe397, 0x001b, 0xff54, 0xf35c, - 0xf1f5, 0xfe4b, 0xdb6c, 0xfc73, 0x01d1, 0x19d0, 0xe7c2, 0xe370, 0xf7c8, 0xfcf4, 0xf647, 0xf5da, 0xf612, 0x005d, 0x0884, 0xf410, - 0x023b, 0xfb75, 0xed72, 0x0f0e, 0xfc32, 0xedd3, 0xf672, 0xf784, 0xf7aa, 0xf1fd, 0xf775, 0x0f6e, 0xe6ab, 0x0437, 0xf53b, 0xe92c, - 0x0cf3, 0xf8b9, 0x0a29, 0x1e1f, 0x07f6, 0xf06f, 0xf911, 0x057b, 0x06fb, 0x0e76, 0xf6e5, 0x02f5, 0xeb8b, 0x08c7, 0x0611, 0xf06c, - 0x0012, 0xfdc5, 0xf5c6, 0xf189, 0x093f, 0x0f7d, 0xf852, 0xf8b7, 0xfd44, 0x1dac, 0xee58, 0x162b, 0x09ac, 0xfcaa, 0xe0cd, 0xee34, - 0x0eb1, 0xffc4, 0xe218, 0xf9ee, 0xdef9, 0x039e, 0xf654, 0xe012, 0xfcc0, 0xf15c, 0xdac8, 0x0366, 0xfc87, 0xfc23, 0xe8e8, 0xe648, - 0x017e, 0xf480, 0xe6de, 0x0e6b, 0x007b, 0xe991, 0xf966, 0xea3a, 0x1490, 0xeb9e, 0xfc47, 0xefc3, 0x0c51, 0xde69, 0xfd9a, 0xe9e0, - 0x035c, 0xf90b, 0x03a2, 0xdfce, 0xeeee, 0xeadc, 0xea4e, 0xf6a4, 0xe740, 0x0015, 0x0f9d, 0xfd59, 0x15d6, 0x195b, 0xfdaa, 0x05aa, - 0x19cf, 0xf61c, 0xfd4e, 0xf54b, 0x16c7, 0xf78d, 0xf0bf, 0x09d7, 0x1c1d, 0xe642, 0x0374, 0xf6ee, 0x00c9, 0xfaee, 0xf86e, 0xfc4f, - 0xf912, 0xe508, 0x10cb, 0xf673, 0xf519, 0xfd2b, 0x0ece, 0xfaf5, 0x0d8a, 0xfc06, 0xe816, 0x0908, 0xe696, 0xe26a, 0x1b96, 0xfdd2, - 0xf5d9, 0x0daf, 0xfee3, 0xf87e, 0x0471, 0x011d, 0x018e, 0xf657, 0x0154, 0xeac5, 0x138f, 0xff2e, 0x014d, 0xf4fd, 0xf3e4, -}; - -uint16_t fully_connect_result_4[511] = { - 0xfdae, 0xfb37, 0xfd2b, 0xfbab, 0x01c1, 0xffb6, 0xfc42, 0xfdd0, 0xff76, 0xff48, 0xfdad, 0xfadb, 0x0358, 0xfa8e, 0xfeb7, 0x0284, - 0xf7ce, 0xfdd8, 0xfd6b, 0x0018, 0x004e, 0xfe5a, 0xfece, 0x00b2, 0x060a, 0xfe5c, 0xfbfe, 0xfcd8, 0xfd8c, 0xff77, 0xfde0, 0xfcb5, - 0x0188, 0x00cb, 0xf8be, 0x03d4, 0x033a, 0xff44, 0xfe56, 0xfda6, 0xf75c, 0xfb44, 0x0320, 0x01ab, 0xff77, 0xf68e, 0xfb05, 0x0177, - 0x0009, 0xf4e6, 0x04c9, 0x02cf, 0x0710, 0xfd55, 0x09bc, 0xfbf6, 0x05a0, 0xfe81, 0xfe95, 0xfb44, 0xfad0, 0xfaa6, 0x0206, 0xfee2, - 0xfe80, 0x0d8f, 0x007d, 0x01d7, 0x0449, 0x0115, 0x02bb, 0x020e, 0xfbe4, 0xfe2f, 0xf9bd, 0xff49, 0xf99e, 0x0574, 0xfe08, 0x02d9, - 0xf43b, 0x0725, 0xfbe0, 0xfeaa, 0xf8db, 0xfe1e, 0xffe0, 0xfec4, 0x0217, 0xf798, 0xfd04, 0xffff, 0xfe1f, 0xfe7f, 0xfbd8, 0x01c3, - 0xfa7b, 0xfce5, 0xfd9a, 0xfed9, 0x003d, 0x008a, 0x0711, 0xffaf, 0xf6ce, 0xffa4, 0x00d0, 0x0308, 0x0256, 0x0492, 0x014f, 0x0143, - 0x0092, 0x01bc, 0x04de, 0x00ed, 0x0176, 0xfcf4, 0xfa61, 0x013c, 0xfdd7, 0xfe24, 0x0334, 0xf878, 0xfe44, 0x08cf, 0xf790, 0xfe48, - 0xfd37, 0x00d4, 0xfde5, 0xf8c8, 0xfb5e, 0xfbfc, 0x00e2, 0xfc19, 0xfc90, 0xfdee, 0xfd9f, 0xfbb9, 0x048f, 0xfd47, 0x02b6, 0xfe82, - 0xfdee, 0xf9ad, 0xf812, 0x01be, 0xf0e7, 0xfc65, 0x04e4, 0x0030, 0xfda5, 0x06dd, 0xfe76, 0x00ba, 0xfe0e, 0x05e4, 0x0409, 0x0476, - 0x0105, 0x0165, 0x066f, 0xfb22, 0xff3d, 0x025c, 0x024d, 0xfb41, 0x0217, 0x026c, 0x00eb, 0xfa96, 0x00a3, 0xf9ea, 0x0035, 0xfa4f, - 0xf944, 0x0548, 0x003d, 0x058c, 0x0709, 0xfef3, 0xf6f5, 0x00c6, 0xf9cb, 0x0207, 0xf8ac, 0xf905, 0x0808, 0xfac7, 0x09d2, 0xf75a, - 0xfcfa, 0xfda3, 0x0171, 0xfca3, 0xfebe, 0x0020, 0xf980, 0xfe9b, 0x0155, 0xfdcb, 0xffd1, 0xf794, 0xfaff, 0xfec1, 0xfed5, 0x003b, - 0xfa2e, 0xf60b, 0x01c9, 0xfd66, 0x0276, 0xf6ce, 0xff49, 0xfd98, 0xfeda, 0x04b3, 0x0330, 0xf957, 0x005a, 0xfbc4, 0x0112, 0xffc0, - 0xf91c, 0x00b1, 0x00f8, 0x067b, 0xfcfa, 0xf93b, 0xf909, 0x017c, 0x02be, 0x0550, 0xfd7b, 0xfdb1, 0xfac3, 0x0563, 0xfd84, 0x0531, - 0x0015, 0x027a, 0x0404, 0x03b5, 0xfc5c, 0x014e, 0xfe35, 0x008c, 0x0440, 0xff80, 0xfdeb, 0xf9c1, 0x0357, 0x0457, 0x0082, 0xff76, - 0xfa28, 0xf74d, 0xff3c, 0xfedc, 0xfda5, 0x013d, 0xfaa9, 0xfbb8, 0xfb18, 0xfdab, 0x00a8, 0x074b, 0xfde4, 0xfe41, 0xfcd5, 0xfca5, - 0xf664, 0xfeed, 0x0369, 0xfea8, 0xfc12, 0x02d6, 0xff85, 0xfacc, 0x02f0, 0x035e, 0x007d, 0xfd56, 0x028b, 0x04c3, 0x0465, 0xfc54, - 0xfff2, 0xf884, 0xf9bf, 0x0101, 0x0281, 0x0546, 0x039c, 0xfbf7, 0xfc69, 0xf966, 0xfdaf, 0xfc78, 0xf77f, 0x001a, 0x039b, 0x0363, - 0xfa97, 0x027e, 0x0161, 0x00c6, 0x02de, 0xff4b, 0xf96d, 0xf9ec, 0xfd91, 0x03fd, 0xfba3, 0xfeb3, 0xfade, 0xfbac, 0xfa0b, 0x0490, - 0xfedf, 0x045d, 0x0332, 0xfaaa, 0xfeed, 0x04d8, 0xfaa4, 0x07db, 0x0109, 0xfcab, 0xfcf7, 0xfc87, 0x0731, 0xfaf1, 0xfcba, 0x064d, - 0x027e, 0x056d, 0xffa3, 0x0042, 0x006d, 0xff0c, 0xfdcf, 0x0302, 0x000f, 0xfe42, 0xfcc5, 0xfde7, 0xfefd, 0x01cc, 0xf94d, 0x02d1, - 0xffc8, 0x00e3, 0x00db, 0x02db, 0xfeda, 0xf807, 0xfe89, 0xfdaa, 0xfd64, 0x007b, 0x011d, 0xf307, 0xfb96, 0xfb01, 0xf8d7, 0xf8a0, - 0xfea7, 0xfc4c, 0xfc5a, 0xfcd3, 0xffc1, 0x036e, 0xfbf4, 0x0342, 0x029d, 0xfca6, 0xf688, 0xfb0f, 0xfa38, 0xff45, 0xfdaf, 0x01cd, - 0xfb9f, 0x002c, 0xff03, 0x03e5, 0x0224, 0xfef8, 0x0018, 0x005c, 0xffba, 0x0304, 0xfd39, 0xfa46, 0x0261, 0xfba5, 0xfd12, 0x010d, - 0xfe61, 0xfcca, 0xfd07, 0xf882, 0x05f1, 0x0110, 0x0091, 0x0314, 0xff21, 0xfe7b, 0x0096, 0x0980, 0xfdc7, 0xfcdd, 0x0122, 0x03f0, - 0x000d, 0xf2c7, 0xfa1b, 0xfe60, 0x065e, 0xfbfe, 0xfea9, 0x03e7, 0xfba5, 0xfd0c, 0xfbd4, 0xfdf2, 0xfb0c, 0x0140, 0xf6c0, 0xf754, - 0xfe79, 0x0111, 0xfd0c, 0x0282, 0xfad0, 0x0203, 0xfcb6, 0xf90a, 0x0341, 0xfa7c, 0xfa0f, 0xfe31, 0xfd32, 0xfc70, 0xfb23, 0xfb35, - 0x005f, 0x0180, 0x079d, 0xf77c, 0xfb65, 0xfe4c, 0xfe57, 0x0173, 0xfe69, 0xff98, 0xfd20, 0x0318, 0xfa99, 0xfcf1, 0xffc7, 0x0256, - 0xfc7f, 0x0492, 0xfc78, 0xfca7, 0xfd58, 0xfdc7, 0xfe9d, 0xf60e, 0xfe4d, 0xff84, 0xf848, 0xfca0, 0xf6d2, 0x0329, 0xf985, 0xfecf, - 0xfd69, 0xfc89, 0x0190, 0xf561, 0x0099, 0x0603, 0xf957, 0xfbda, 0xfe97, 0xfa79, 0xff87, 0xffb1, 0x0162, 0x02c3, 0x03e3, 0x06b0, - 0x033b, 0xf886, 0xfe74, 0xf683, 0xff72, 0xfcfd, 0x00ba, 0x0068, 0xfd91, 0xfccf, 0x016c, 0xffa4, 0xfd97, 0x02a3, 0xfa7e, -}; - -uint16_t fully_connect_result_5[511] = { - 0x0118, 0xffbb, 0xfffb, 0x001d, 0x01fb, 0x0130, 0xfe86, 0xffee, 0x00b9, 0xff24, 0xfffe, 0xfe6d, 0xffcc, 0x004f, 0x009d, 0xfe02, - 0xff35, 0x0046, 0x00e7, 0xfee8, 0x0242, 0xffee, 0xff9a, 0xfec8, 0xfeed, 0x004e, 0x000b, 0x002d, 0x003f, 0x0015, 0xffed, 0xff78, - 0xff52, 0xffa9, 0xfeb5, 0xff28, 0x00b4, 0xff5e, 0x015a, 0x00c7, 0xffd1, 0xfebe, 0x0066, 0xff33, 0xff32, 0xff70, 0xff8b, 0xffcb, - 0x002e, 0xff16, 0xffe8, 0xff44, 0xff58, 0x0096, 0xfdbf, 0xff4e, 0xff69, 0xff92, 0xffc5, 0xff87, 0xffc3, 0xfe83, 0xfe5f, 0x02df, - 0x0104, 0x00aa, 0x0121, 0xff21, 0x016a, 0xfec2, 0xff68, 0xfe65, 0x00d9, 0xffca, 0xfee2, 0xff9c, 0x003e, 0xff84, 0x0108, 0xffa3, - 0xff55, 0x0105, 0xff8a, 0x013c, 0xfefc, 0x002a, 0xfd28, 0xffaa, 0xff9a, 0xfec4, 0x012d, 0x00bf, 0x00a0, 0x004c, 0xff93, 0x0021, - 0x0010, 0x010b, 0x0097, 0x011c, 0xfe7d, 0xfea4, 0xff24, 0x01f5, 0xff06, 0x009b, 0xfdeb, 0xfee9, 0xfefb, 0xff5c, 0xff00, 0x0036, - 0x005d, 0x01a1, 0x01a2, 0x0106, 0xff5b, 0xffe3, 0x007a, 0xff1b, 0xfe88, 0x0133, 0x006b, 0x0036, 0xffc5, 0xfe50, 0x00b1, 0x009a, - 0xffbf, 0xffb9, 0xffda, 0xff06, 0xffb4, 0x0035, 0xfdd1, 0x013d, 0xff43, 0x00b1, 0x01e0, 0x0043, 0xffa1, 0x0078, 0xffc1, 0x0195, - 0xfe8b, 0x01f0, 0x013d, 0xfee1, 0x0193, 0xfff6, 0xffa2, 0xfe34, 0xff72, 0xffc9, 0xfe35, 0xfdcb, 0x0044, 0xff67, 0xff1b, 0xfe0c, - 0x00c4, 0x013f, 0xff3c, 0xff52, 0xfe61, 0x017d, 0x00fd, 0x01b4, 0xfea3, 0xff47, 0xff7d, 0xff8b, 0xff45, 0xfeab, 0xff3c, 0xfe79, - 0xfc8a, 0xffbc, 0xff69, 0xff4c, 0x0213, 0xff81, 0x0120, 0x0006, 0xff00, 0x0101, 0x0103, 0xfe9d, 0x00bf, 0x0019, 0x00d4, 0x00fd, - 0xffaf, 0x00bb, 0xff61, 0x00b2, 0xff4f, 0xfdf7, 0xff2c, 0xff41, 0x0184, 0xfe1e, 0x018b, 0x000f, 0xff12, 0xffa5, 0xfed0, 0xff42, - 0x00f4, 0x00a3, 0xfe32, 0x0081, 0x0166, 0xffc3, 0x0009, 0x0073, 0xffe9, 0xfe72, 0x002e, 0xfed3, 0x00bd, 0x0094, 0xffbb, 0xffab, - 0x00ce, 0x0078, 0xffb8, 0x0031, 0x0021, 0x00c2, 0x0074, 0x00bd, 0xff18, 0x020b, 0x00f1, 0xfdc4, 0xff74, 0xff5c, 0x01ee, 0xfff6, - 0x0076, 0xffef, 0xff59, 0x00ab, 0xff56, 0xff48, 0xff96, 0xffa2, 0x00d4, 0xfff1, 0xfff6, 0xff49, 0xfd9b, 0x01b1, 0x01d4, 0x00e3, - 0x0086, 0x0049, 0x000b, 0xff9c, 0x0044, 0xfe6f, 0xffa0, 0x007f, 0xff46, 0x0106, 0xfecd, 0x009e, 0xffc0, 0x0111, 0x01e5, 0xff6e, - 0x0050, 0xff9e, 0xff23, 0x00af, 0xfec3, 0xfee1, 0xffd9, 0xffa9, 0x00b3, 0xff1e, 0xfea4, 0xfeb1, 0xff9f, 0x0066, 0xfdf9, 0xfd8e, - 0xff22, 0x0075, 0xff96, 0xffdf, 0x0133, 0xffda, 0x000c, 0xfecd, 0x011b, 0x00ab, 0xffe8, 0xfe59, 0x009b, 0xff05, 0xfef2, 0xfeba, - 0x0075, 0x010b, 0x008b, 0xffee, 0x0107, 0xffa6, 0xff16, 0x0066, 0xffb0, 0xfed8, 0xff9b, 0xfdf6, 0xff55, 0xff18, 0xfeb5, 0x011a, - 0x015d, 0x0007, 0x0045, 0xff58, 0xff90, 0xfd8d, 0xfd05, 0xfe8e, 0xff99, 0xff3a, 0x00bc, 0xfe8b, 0x00a4, 0x00bd, 0x00d5, 0xff61, - 0xff8a, 0xff3f, 0x0119, 0xfefb, 0xff1d, 0xff7e, 0xffad, 0xfff0, 0xff71, 0x00e2, 0xff78, 0xffe0, 0xff7a, 0xfff4, 0x0044, 0xff53, - 0x0024, 0x0076, 0xff5b, 0x00ff, 0xff83, 0xfe90, 0xff60, 0x003e, 0xff0f, 0x00bc, 0xfe89, 0x0146, 0x0102, 0x01b8, 0x00ab, 0xff24, - 0x0020, 0xfec0, 0x0090, 0x003f, 0xfed3, 0xff26, 0xfe4b, 0xff23, 0x005c, 0xfe41, 0xff95, 0xff13, 0xff2e, 0xfff9, 0x006c, 0x0170, - 0xff0f, 0x008a, 0xfe7f, 0xffba, 0xfea5, 0xff86, 0xff7e, 0xfdcd, 0xfffe, 0x00f6, 0xfe83, 0xfe62, 0x0026, 0xff73, 0xffe7, 0xff5c, - 0x0125, 0xff51, 0xff67, 0x01c2, 0x01d8, 0xff72, 0xff89, 0xff05, 0x0017, 0x012b, 0xffb8, 0x0097, 0x001a, 0xfffe, 0xfebe, 0xff39, - 0x00a1, 0x01b5, 0x004a, 0xfee1, 0x0119, 0x0043, 0x0145, 0xfefa, 0x0005, 0xfe92, 0xfe78, 0x00ed, 0xfff2, 0x0076, 0x023f, 0xfdcc, - 0xfe72, 0xfeab, 0xffd0, 0x0027, 0xff20, 0xff99, 0xfee9, 0x00b6, 0x0091, 0xffa7, 0xffcc, 0x00fa, 0xff18, 0x0051, 0xffbd, 0x0055, - 0xfe0c, 0xff51, 0xfde3, 0xfec5, 0xff33, 0xfd35, 0x001b, 0x0129, 0xfe55, 0x007e, 0x0064, 0xfff3, 0x00c4, 0x0091, 0x00c9, 0x0100, - 0x0052, 0x0023, 0xfe7f, 0xff14, 0x001f, 0x00ab, 0xfe8e, 0xff6c, 0xffdf, 0x00d8, 0xfec2, 0xfe32, 0x00f4, 0xff8e, 0xffc1, 0x00a3, - 0xfefa, 0xfe82, 0xfe6d, 0x012d, 0x0115, 0xfc9e, 0xfe48, 0xff9d, 0x0278, 0xfddb, 0xfde3, 0xfe5e, 0x005f, 0x0021, 0x0006, 0xffbc, - 0xffa7, 0x00e5, 0xfecf, 0xfee5, 0xffce, 0x0140, 0xff71, 0xfe06, 0xfd89, 0xfeb8, 0xfe18, 0xff97, 0xfe43, 0xff01, 0x0020, -}; - -uint16_t fully_connect_input_3[256] = { - 0xfc2f, 0x012a, 0xfc60, 0x02cb, 0x018b, 0xfe4e, 0xfe2a, 0x0249, 0xffdd, 0xfc25, 0x0025, 0x03aa, 0xfd9f, 0xfd83, 0x02db, 0xfce3, - 0xfdfd, 0xfea4, 0x0209, 0xff46, 0xfcdb, 0x00e8, 0x028c, 0x0051, 0xfd52, 0x03bc, 0x0022, 0x028c, 0x024c, 0x00bb, 0xffea, 0xfd4b, - 0xff6f, 0xfeaf, 0xff79, 0x0380, 0x0226, 0x00ea, 0xff05, 0x03dc, 0x01f9, 0xff01, 0x001e, 0xfc9d, 0xff22, 0x03bc, 0x0295, 0x0162, - 0xff8a, 0xff96, 0xffa7, 0x002e, 0x01a0, 0xfcc7, 0x0069, 0x0256, 0x000c, 0xffbf, 0x0352, 0x02fe, 0xfca4, 0x0143, 0xfd55, 0x0158, - 0x02fc, 0xfcc3, 0x01bc, 0xfc5f, 0x02be, 0x03af, 0xfe35, 0x0016, 0xfcf2, 0xfced, 0x01d4, 0x002d, 0xfdca, 0x010a, 0xfebb, 0xfd37, - 0xfd37, 0xfc4d, 0x03ae, 0x00f4, 0x0395, 0xfcb6, 0xff81, 0x03c5, 0x03b7, 0x03de, 0xff3f, 0xfe9c, 0x03da, 0xfeee, 0xfeae, 0xff73, - 0xfee4, 0x037c, 0xfd31, 0xfe64, 0x0040, 0xfda6, 0x0068, 0x00f5, 0x0362, 0x02e9, 0xfc8c, 0xfe89, 0xff75, 0xfe05, 0xffc8, 0x002e, - 0xfed9, 0xff4c, 0x01cc, 0x03a4, 0xfdc6, 0xfcdb, 0x02db, 0x0312, 0xff54, 0xfc80, 0x00cc, 0xfc95, 0x0205, 0x010d, 0x0283, 0xfc64, - 0x00cc, 0x00a9, 0xff0c, 0xff41, 0x0325, 0xfcdc, 0xff01, 0x0271, 0x00f4, 0xfdb8, 0x00ba, 0xfc85, 0x0329, 0xfe22, 0x03df, 0x0283, - 0x022d, 0xfc42, 0xff53, 0x0318, 0x0105, 0x015b, 0x037c, 0x01ca, 0x00b4, 0x0010, 0x00df, 0x0384, 0xfe42, 0x00fd, 0xff22, 0xfe5f, - 0xfc8e, 0xfdbe, 0xfc35, 0x0318, 0x012e, 0xfffe, 0x01da, 0xfd2d, 0xfd41, 0x014b, 0xfdb9, 0x01fc, 0xffba, 0xff33, 0x021c, 0xfe47, - 0xfe11, 0x0146, 0x030c, 0xfc8b, 0xfdab, 0x007f, 0xfc86, 0xfda9, 0x002b, 0x013e, 0x01a9, 0x03c2, 0x0217, 0xfe6c, 0x01e7, 0x0345, - 0xfebd, 0x0292, 0x01f3, 0x01d4, 0x0294, 0x003a, 0xfd4a, 0x01e5, 0xfc90, 0xfd0d, 0xfffe, 0x031a, 0xff0b, 0xfe16, 0x03e2, 0xfeb4, - 0x0022, 0x01b8, 0x00b8, 0x0360, 0xfe10, 0x03c0, 0x00a6, 0xfdeb, 0x01ca, 0x036a, 0xfc3a, 0x02ad, 0xfc30, 0xfd82, 0xfe0f, 0x0203, - 0x033f, 0x003b, 0xffad, 0x033f, 0x03b0, 0xfd15, 0x0212, 0x0387, 0xfd4e, 0x00ba, 0x0322, 0xfd40, 0x0143, 0xfde3, 0x002b, 0x0316, - 0x00b9, 0x0267, 0x03ca, 0x007b, 0xfe9a, 0xfe41, 0x0203, 0x00d7, 0x00e0, 0x038d, 0xff92, 0x0098, 0xff01, 0x0122, 0xfebd, 0x018d, -}; - - -uint16_t fully_connect_input_4[256] = { - 0xfeaf, 0x01ef, 0x0324, 0x00c8, 0x0384, 0xff15, 0xfd41, 0xff61, 0x031b, 0x03e7, 0x038e, 0xfeb4, 0x0380, 0xff30, 0x032e, 0xfe04, - 0x0093, 0x0022, 0xfc89, 0x03b0, 0xfe9f, 0xff20, 0x0064, 0x0300, 0x011c, 0x002c, 0x0164, 0xfc7c, 0x02f2, 0xfce3, 0x00a3, 0x0146, - 0xfcd4, 0x006e, 0xfdf9, 0xfce2, 0xfe46, 0xfd8b, 0x021a, 0x0136, 0xfcb9, 0xff27, 0xfeac, 0xfcfb, 0x02e1, 0x0251, 0xfd29, 0x0230, - 0xfe33, 0xfe1c, 0xfdcf, 0xff81, 0x0063, 0xff02, 0x0287, 0xffba, 0x0220, 0x00fe, 0xfdf1, 0x00d9, 0xfc63, 0xfea9, 0x021b, 0xffdd, - 0xffbd, 0x0172, 0x03a4, 0xff46, 0xfc97, 0xfd06, 0xff3d, 0x0118, 0xfd0b, 0xfcf2, 0x02dd, 0xffaa, 0xfcfd, 0x0127, 0xfe99, 0x020e, - 0xfd4a, 0x000f, 0xfd33, 0xfc7b, 0x0175, 0xff2c, 0xfddb, 0x0282, 0x025b, 0x02ba, 0x00b3, 0xfe7e, 0xfef2, 0xfd0e, 0xfcb7, 0x0000, - 0xfdae, 0xfcb3, 0xfd36, 0x0042, 0x003b, 0xfd26, 0x01c4, 0xfee9, 0x012e, 0xfe6f, 0xfcfb, 0x014a, 0x00f3, 0x032a, 0xfcfb, 0xfce9, - 0xfcfd, 0xfd5a, 0x0301, 0xffbd, 0xfce4, 0x034c, 0xff54, 0x031e, 0x00e4, 0xfda9, 0x006b, 0x0254, 0x032d, 0x010a, 0x01cc, 0xfede, - 0x0033, 0xfc70, 0x018a, 0xff5b, 0x00af, 0x00e7, 0x0331, 0xfc26, 0x01d7, 0xffca, 0x02a9, 0xfcc5, 0xfd4c, 0xfc1a, 0x0026, 0xfca4, - 0x00a7, 0xfce6, 0xff73, 0xfda9, 0xfcf9, 0x00ec, 0xfdd7, 0x00a9, 0x006e, 0x000c, 0x0331, 0xfeac, 0x02be, 0x00a9, 0x0031, 0x0026, - 0xfca7, 0x01cb, 0xffbe, 0xfdcd, 0x03be, 0x03bd, 0xfe02, 0xfc6c, 0xff83, 0x02fc, 0x0036, 0x002e, 0x01c9, 0xfd6f, 0x0192, 0xffd9, - 0xfc25, 0xfd3e, 0x02e4, 0x001c, 0xff9d, 0xfd53, 0x00ee, 0xff5a, 0xfc58, 0xff06, 0x0052, 0xfdee, 0x00da, 0xfd7c, 0xfd29, 0x03b1, - 0x019f, 0xffef, 0x0097, 0x0135, 0xfd03, 0x035b, 0xffc7, 0x03bc, 0xfd03, 0xff0b, 0x017e, 0x00bc, 0x01fe, 0x0105, 0xff0b, 0xff80, - 0xff95, 0x0311, 0xfd38, 0xff3f, 0x027c, 0xfca4, 0x0175, 0x027f, 0x0130, 0x01b9, 0xfced, 0x031b, 0xfc6b, 0x0154, 0xfc9f, 0x03bd, - 0xfdea, 0xff44, 0xfefe, 0x03e1, 0xffda, 0xfe55, 0xfdc6, 0x0225, 0xffd3, 0x015a, 0x02e5, 0x01a7, 0xfe8f, 0x007f, 0x031c, 0x03d6, - 0x016e, 0xfdfa, 0x01d8, 0x0079, 0xfeab, 0xfc93, 0xff3c, 0x00ca, 0x033b, 0xfd75, 0xfe92, 0x03c1, 0xfee6, 0xfe3a, 0x023f, 0xfc38, -}; - -uint16_t fully_connect_input_5[128] = { - 0xfef6, 0x00a0, 0xfecb, 0x02ea, 0x02ee, 0xff4c, 0xfdd5, 0x0026, 0xfd44, 0xfe05, 0xfda9, 0x034a, 0xffde, 0xfe1b, 0xfcb3, 0xfe8b, - 0x0205, 0x02c5, 0x0019, 0x0035, 0x02a2, 0xfc38, 0xfdf0, 0xffd9, 0x0277, 0x0172, 0xfd85, 0x020a, 0xfd52, 0x0244, 0xfe3a, 0xfcc6, - 0xfd08, 0x0244, 0x02ec, 0xff9e, 0x0151, 0xffa6, 0x0374, 0xfe87, 0x031e, 0x01ba, 0xfe66, 0xfd3c, 0x0256, 0xfee4, 0x01ee, 0x00c9, - 0x0296, 0x0174, 0xfde8, 0x0054, 0x0063, 0x03b9, 0x00e3, 0xfe4b, 0x020f, 0xfc60, 0xff49, 0xfffd, 0xff30, 0xfdbe, 0x020a, 0xfe03, - 0xfebb, 0x00df, 0xfc1e, 0x010c, 0xfcd2, 0xffbc, 0xfdcc, 0x010e, 0xfd33, 0xfffa, 0x032c, 0xfd25, 0x00aa, 0x03ab, 0x025d, 0x03d7, - 0x02c0, 0xfcfa, 0xff3c, 0x030b, 0x033d, 0xff3a, 0xfc23, 0xfc46, 0x0355, 0xfcc3, 0x0353, 0x0077, 0x0357, 0x02cc, 0xfe8d, 0xffbd, - 0xfd27, 0xffd4, 0x016c, 0xfe8b, 0xfef0, 0xffa9, 0xfd43, 0xfe86, 0x015b, 0xfd35, 0xfe78, 0x0058, 0x024b, 0xfcb7, 0x00cf, 0x03df, - 0x03d6, 0xfe70, 0x00a0, 0xff05, 0xfce7, 0x0347, 0xfe25, 0xfff5, 0x00a5, 0x0113, 0x02a8, 0x0007, 0x0389, 0xfff3, 0x035f, 0x00f8, -}; - -uint8_t fully_connect_bias_3[128] = { - 0x04, 0x05, 0xfc, 0xf6, 0xf7, 0x07, 0x06, 0x05, 0xfa, 0xf8, 0x01, 0x08, 0x04, 0x04, 0x04, 0xf7, 0x07, 0x03, 0x06, 0x09, 0x08, 0x04, 0xfe, 0x06, 0x09, 0x07, 0xfb, 0xfd, 0x05, 0xfc, 0xfb, 0x03, - 0x06, 0x07, 0x03, 0xfb, 0xf6, 0x08, 0x06, 0xf7, 0xfb, 0xf7, 0xf6, 0xf8, 0xfb, 0x00, 0xf7, 0x02, 0x04, 0x00, 0x00, 0x08, 0x02, 0xf7, 0xf8, 0xf6, 0x08, 0xfe, 0xfd, 0xfd, 0x00, 0x01, 0x00, 0xfa, - 0xff, 0x09, 0x04, 0x02, 0x04, 0xf6, 0xfb, 0xf8, 0xfc, 0x01, 0x04, 0x02, 0x06, 0x00, 0x04, 0xf7, 0x01, 0x00, 0x00, 0xf8, 0x01, 0x07, 0xff, 0x08, 0x09, 0xfe, 0x06, 0x05, 0xf6, 0xff, 0x08, 0xf8, - 0xff, 0xf6, 0xfd, 0xf8, 0xfe, 0x04, 0xf9, 0xf6, 0xfe, 0x05, 0xfa, 0x02, 0x03, 0x06, 0x08, 0x09, 0xfa, 0xf6, 0xf7, 0x07, 0x05, 0x00, 0xf8, 0xff, 0x02, 0x04, 0x05, 0x01, 0x09, 0xf9, 0x08, 0xfe, -}; - - -uint8_t fully_connect_bias_4[64] = { - 0xf8, 0xfb, 0xfb, 0xfb, 0xf9, 0xf8, 0xfb, 0x03, 0xfe, 0xfd, 0x01, 0xf8, 0xfe, 0x01, 0x01, 0x00, 0x03, 0x03, 0xf8, 0xfc, 0x06, 0x03, 0xfb, 0x07, 0x03, 0xfb, 0x09, 0xfd, 0x07, 0xf9, 0x09, 0x04, - 0x08, 0x04, 0x00, 0xfd, 0x02, 0x08, 0xfd, 0xfe, 0x07, 0xf8, 0xfc, 0x01, 0x00, 0xfa, 0xfe, 0x01, 0xfd, 0xfd, 0x00, 0x08, 0xfc, 0xfb, 0x09, 0xf9, 0x02, 0x02, 0xfd, 0x07, 0xfd, 0x01, 0x00, 0x06, -}; - -uint8_t fully_connect_bias_5[128] = { - 0x01, 0x03, 0x08, 0xfa, 0x09, 0xfd, 0xfe, 0x09, 0xfa, 0xfe, 0x00, 0x08, 0x07, 0x00, 0xfc, 0x07, 0xf7, 0xf9, 0xfc, 0x07, 0x06, 0x02, 0x07, 0x02, 0xff, 0x08, 0xfe, 0x03, 0xf8, 0x06, 0xf8, 0x02, - 0xff, 0x07, 0xf6, 0x00, 0x07, 0xf7, 0xf6, 0xf9, 0x01, 0xf9, 0xfd, 0xff, 0xfc, 0x05, 0xfd, 0xff, 0x05, 0xfc, 0x03, 0x02, 0xf7, 0x08, 0x06, 0x05, 0xf6, 0xff, 0x05, 0xfb, 0xfb, 0xfe, 0x00, 0xff, - 0x00, 0x01, 0xfb, 0x03, 0x04, 0x01, 0xff, 0xf6, 0x04, 0x04, 0x02, 0xfe, 0xf8, 0xfd, 0x03, 0x01, 0xfe, 0xf6, 0xfa, 0x00, 0x05, 0x09, 0xfd, 0xf8, 0x07, 0xfe, 0x01, 0x05, 0xf9, 0xf7, 0xf6, 0xfb, - 0x02, 0xff, 0xf7, 0x00, 0x08, 0x01, 0x09, 0x03, 0x06, 0x03, 0xfd, 0x06, 0xfb, 0x01, 0xfd, 0x06, 0xf7, 0xfa, 0xfd, 0x08, 0xfa, 0x02, 0xfc, 0x05, 0x07, 0xfe, 0xf8, 0xfe, 0x03, 0xf9, 0x03, 0x09, -}; - -uint8_t fully_connect_weight_3[128*256] = { - 0xbe, 0xcc, 0x3b, 0x5c, 0x3e, 0xf9, 0xd7, 0x5c, 0xf6, 0x20, 0x3d, 0xde, 0xeb, 0xf4, 0x2e, 0xba, 0xbb, 0xde, 0x18, 0xe5, 0x54, 0x4f, 0x4f, 0xa7, 0xa7, 0xb5, 0x52, 0xab, 0x41, 0xa0, 0x5d, 0xeb, - 0xae, 0x9e, 0x3e, 0xbf, 0x50, 0x2b, 0xa4, 0x1e, 0xc4, 0xca, 0xe8, 0xc4, 0x26, 0x0c, 0x35, 0x26, 0xd4, 0xf6, 0xd9, 0x50, 0x59, 0xc1, 0x1d, 0x37, 0x33, 0xbe, 0x29, 0xa6, 0x07, 0xf3, 0x4e, 0xa4, - 0x05, 0xfa, 0x3e, 0x0c, 0x3f, 0xb9, 0xcc, 0x4f, 0x4e, 0xfe, 0x1d, 0x2b, 0xd9, 0x0b, 0x46, 0xfc, 0xf2, 0xb8, 0x11, 0xe7, 0xf4, 0xa0, 0x48, 0xb7, 0x9c, 0x3b, 0x11, 0xdd, 0x5c, 0xcc, 0x3e, 0x51, - 0xc6, 0xfd, 0x21, 0x14, 0x37, 0xd4, 0x39, 0x07, 0xc4, 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0x08, 0xe7, 0x16, 0x63, 0xda, 0xab, 0xbd, 0x00, 0x33, 0x9d, 0x4e, 0x56, 0xa1, 0x4a, 0x09, 0xd5, 0x47, 0xc9, 0x57, 0xda, 0x56, 0xe2, 0x05, -}; - - -uint8_t fully_connect_weight_4[64*256] = { - 0xb1, 0xbf, 0xa7, 0xfc, 0xca, 0xaa, 0x61, 0x14, 0xdf, 0xf4, 0xa0, 0x46, 0xb7, 0xd1, 0xf4, 0x49, 0x2e, 0xde, 0x47, 0x5d, 0xb5, 0x4d, 0xea, 0x10, 0x12, 0x4e, 0x39, 0xd1, 0x9f, 0x43, 0x62, 0x38, - 0x05, 0xb9, 0x27, 0x38, 0xa2, 0x11, 0x02, 0x60, 0x0a, 0x46, 0xc7, 0xa0, 0x45, 0xfc, 0xec, 0xef, 0xd1, 0xaf, 0x5b, 0x13, 0x53, 0xb7, 0xf8, 0xd8, 0x52, 0xd4, 0x1c, 0x4e, 0x22, 0x45, 0xef, 0x40, - 0xfb, 0x2d, 0xfe, 0xf0, 0xfa, 0xc3, 0x34, 0xf5, 0x4d, 0x29, 0xa5, 0xab, 0xae, 0xe3, 0x5d, 0x0b, 0x19, 0xdb, 0xfb, 0x1d, 0xd3, 0xb8, 0x23, 0xab, 0x9e, 0x1b, 0xb7, 0x09, 0x40, 0x03, 0x34, 0xc9, - 0x11, 0x2f, 0xd3, 0x56, 0x36, 0x2c, 0x3b, 0xd0, 0xa2, 0x42, 0xa2, 0x43, 0xa9, 0xb3, 0xe5, 0xb7, 0x1c, 0xc4, 0x50, 0x52, 0x03, 0x3b, 0x0c, 0x27, 0x30, 0x1d, 0x5e, 0xc5, 0x0c, 0x38, 0x32, 0x4f, - 0x2d, 0x63, 0x2a, 0x60, 0x9c, 0xa1, 0xf3, 0x5c, 0xfa, 0x0a, 0xba, 0xac, 0x59, 0xb6, 0x13, 0xcc, 0x11, 0xd4, 0xa7, 0xbf, 0x5b, 0xf6, 0x0d, 0xe1, 0x19, 0xa9, 0xa2, 0xcf, 0x08, 0xf7, 0xc3, 0x13, - 0xd0, 0x1e, 0x06, 0xd8, 0xc9, 0x0c, 0x59, 0x04, 0xda, 0xf3, 0xb5, 0xf4, 0x54, 0x41, 0x4a, 0xa4, 0x2d, 0x39, 0x05, 0x5c, 0xb3, 0x34, 0x43, 0xd1, 0x02, 0x24, 0xc5, 0xd6, 0xf5, 0xa4, 0xff, 0x1f, - 0x0e, 0xc5, 0x60, 0xe5, 0xdb, 0xcf, 0x03, 0xe8, 0xbb, 0xfc, 0xf1, 0xe4, 0x16, 0x14, 0xe4, 0x24, 0xd1, 0x57, 0x38, 0x51, 0xd7, 0x46, 0xc4, 0x37, 0x05, 0x9f, 0x3d, 0x04, 0xa5, 0x5a, 0xb1, 0xbe, - 0x59, 0xf4, 0xde, 0xc1, 0x3d, 0x03, 0x5e, 0xbf, 0x10, 0xb5, 0xcc, 0x49, 0xd0, 0xfa, 0x3d, 0xeb, 0xdd, 0xc9, 0xcc, 0x3a, 0x3f, 0x54, 0x30, 0xc9, 0x2f, 0x43, 0xc7, 0x9f, 0xa6, 0xa3, 0xda, 0x08, - 0x9d, 0xeb, 0x2a, 0x23, 0xff, 0xaa, 0xf9, 0x5c, 0xf1, 0x07, 0xcd, 0xbc, 0x13, 0xb9, 0xe2, 0xe5, 0x11, 0xba, 0x0a, 0x10, 0xd6, 0x04, 0xd7, 0x60, 0x46, 0x3c, 0xa2, 0xc1, 0x9d, 0x9d, 0x2b, 0x4f, - 0x1a, 0xf2, 0xeb, 0xe7, 0xef, 0x4b, 0xf4, 0xd3, 0x5a, 0x20, 0x18, 0xa0, 0x5b, 0x30, 0xe4, 0xf7, 0xf4, 0xf0, 0xa7, 0xf3, 0x46, 0xb9, 0xaf, 0xad, 0x10, 0xf6, 0x59, 0xda, 0xc4, 0xd7, 0x3a, 0x57, - 0xc1, 0x42, 0xa2, 0xfb, 0xe0, 0xfd, 0xc7, 0xd5, 0x5e, 0xd3, 0x4f, 0xeb, 0x0c, 0xfe, 0x5d, 0xa4, 0xd4, 0xbe, 0xed, 0xfe, 0xba, 0xd2, 0x2b, 0xab, 0x3a, 0x0b, 0x00, 0x4e, 0xf8, 0xc8, 0xce, 0xe7, - 0x2b, 0xfc, 0xba, 0xf9, 0xd9, 0xc3, 0x57, 0x5c, 0x28, 0xb4, 0xfe, 0xb4, 0x10, 0xf2, 0xc3, 0xbf, 0xf0, 0xd9, 0x12, 0x40, 0xc7, 0x29, 0xe5, 0xd6, 0xd7, 0xc3, 0xba, 0x22, 0xdd, 0xd8, 0x0b, 0x9e, - 0xb7, 0xf1, 0xb8, 0xe5, 0x2a, 0x3e, 0xcc, 0x5d, 0xf7, 0x0b, 0xc4, 0x29, 0x19, 0xd2, 0xc8, 0x06, 0xed, 0xa5, 0xae, 0x38, 0x2c, 0xc9, 0x4c, 0xf6, 0xaa, 0x30, 0xb4, 0xfb, 0x35, 0xb5, 0x9d, 0xd5, - 0x24, 0x2d, 0x26, 0xf2, 0xfe, 0xf9, 0xbc, 0xea, 0x5c, 0xbc, 0x58, 0x9f, 0xed, 0x5e, 0x35, 0xc9, 0x46, 0xf7, 0x25, 0x62, 0xd3, 0xd3, 0x1a, 0xca, 0xb4, 0x49, 0x34, 0x22, 0xaa, 0x4f, 0x0d, 0xc4, - 0x2f, 0xf9, 0xb9, 0xb9, 0xba, 0x39, 0xed, 0xd0, 0xb2, 0x1a, 0xb7, 0x1b, 0x42, 0x1a, 0xd8, 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0xda, 0xb7, 0xaf, 0x36, 0xc0, 0x37, 0x43, - 0xd9, 0x31, 0x40, 0x50, 0xe3, 0xb8, 0x4b, 0xbb, 0x5d, 0x5e, 0x08, 0xb4, 0x62, 0x42, 0x2e, 0x12, 0x5c, 0x30, 0x37, 0x36, 0x9c, 0xa4, 0xfe, 0xfe, 0xab, 0x5e, 0xee, 0xde, 0x35, 0x15, 0x35, 0x42, - 0x63, 0x0c, 0x60, 0xd1, 0xe8, 0x62, 0x3b, 0x18, 0x9d, 0x48, 0x40, 0x04, 0x1d, 0xed, 0xb2, 0xe9, 0x0e, 0xe2, 0xa5, 0xff, 0x0a, 0xe2, 0x60, 0x12, 0x2c, 0xf9, 0xa9, 0x5c, 0x52, 0xf0, 0xda, 0x2f, - 0x39, 0x45, 0xe5, 0xa4, 0x20, 0x14, 0x30, 0x05, 0xac, 0x44, 0x30, 0xf6, 0xfa, 0xdf, 0xe3, 0x61, 0xfb, 0x00, 0xb8, 0x9f, 0xb6, 0xba, 0x4d, 0xc3, 0x0f, 0xb1, 0x31, 0xa5, 0xf8, 0x5b, 0x51, 0x2c, - 0xf3, 0x5f, 0x5c, 0xd4, 0xca, 0x1f, 0xcf, 0x06, 0x31, 0x10, 0x36, 0xd6, 0x58, 0x1e, 0x20, 0x08, 0xf3, 0xb7, 0xe9, 0x4a, 0x31, 0xc8, 0xeb, 0x06, 0xec, 0xf2, 0x13, 0x9f, 0xe2, 0x49, 0x0b, 0xd5, - 0xec, 0x3b, 0x4a, 0xbb, 0x0f, 0xef, 0x35, 0x1e, 0xcb, 0xbb, 0x45, 0x15, 0xfb, 0x58, 0xde, 0x0c, 0xd6, 0x1e, 0xa5, 0x44, 0xba, 0xc4, 0x0d, 0x5a, 0x19, 0x40, 0x19, 0xeb, 0x22, 0x0a, 0xc4, 0x50, - 0x50, 0xff, 0xa6, 0x06, 0xc2, 0x14, 0xb9, 0x06, 0xf6, 0x20, 0x2f, 0x25, 0xa9, 0xa1, 0x24, 0xb8, 0xf0, 0xfb, 0xcc, 0x1a, 0x9d, 0xd9, 0xf3, 0x35, 0xd5, 0xad, 0x5d, 0x55, 0xfd, 0xd3, 0xe8, 0x05, - 0x20, 0xe2, 0xd8, 0xc3, 0xde, 0x2d, 0x38, 0x3b, 0x4a, 0xa6, 0xca, 0x41, 0xc4, 0x2f, 0xe2, 0x56, 0x53, 0xf6, 0xf0, 0xb0, 0x1e, 0xb5, 0x11, 0xdf, 0x4c, 0x56, 0xaa, 0x22, 0x08, 0x2f, 0x37, 0xcd, - 0xaf, 0x43, 0xb8, 0x11, 0xaf, 0x0c, 0x5c, 0xf5, 0x53, 0xdf, 0xc3, 0xe4, 0xea, 0x3f, 0x50, 0xe7, 0x13, 0x2d, 0x62, 0x31, 0x4c, 0x47, 0xea, 0xb2, 0x24, 0x9d, 0x3f, 0xe8, 0x32, 0x13, 0x22, 0xf2, - 0x36, 0x01, 0x4e, 0x0b, 0xa8, 0xcc, 0xf7, 0xdd, 0x08, 0xe2, 0xf4, 0x10, 0xca, 0xd8, 0xbd, 0x1d, 0x43, 0x41, 0xbc, 0x53, 0xa6, 0xca, 0xd5, 0xbc, 0x0a, 0xc7, 0xa4, 0xc2, 0x41, 0xd9, 0x29, 0x3d, - 0xf9, 0xfc, 0x24, 0xc9, 0xef, 0x2d, 0x47, 0x26, 0x22, 0x1f, 0xee, 0xe5, 0x50, 0x1d, 0xb3, 0x51, 0xbe, 0x26, 0xe2, 0x24, 0x55, 0x11, 0x46, 0xec, 0xdc, 0xce, 0xe1, 0xf0, 0x48, 0x5a, 0x22, 0x9f, - 0xbf, 0x10, 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0x2a, 0x2f, 0xa8, 0xed, 0xa6, 0xfe, 0x5f, 0x5d, 0x1d, 0x09, 0x63, 0xc1, 0xf9, 0xdd, 0x2d, 0x17, 0x3b, 0xc4, 0xf4, 0x1c, 0xbf, 0x38, 0x45, 0xc2, 0x16, 0x9c, 0xd7, 0xfd, 0xfe, 0xfb, 0x9e, 0xf9, - 0x01, 0x13, 0xd6, 0xb8, 0x17, 0xab, 0xf8, 0x1e, 0xd1, 0xba, 0x43, 0xcd, 0xb2, 0xad, 0xce, 0xcd, 0x02, 0x2c, 0x5f, 0x9d, 0xb2, 0x46, 0xfd, 0x15, 0x1e, 0xca, 0xbd, 0xc7, 0xdb, 0xcf, 0xc4, 0x53, - 0xdb, 0x5e, 0x05, 0x32, 0xc8, 0xea, 0xfd, 0xd9, 0xe9, 0x62, 0xa2, 0x2f, 0x2d, 0xa2, 0x18, 0xc6, 0xcd, 0xa7, 0x03, 0x46, 0x4e, 0xc8, 0x4c, 0xfb, 0x32, 0x4e, 0xc9, 0xf7, 0x27, 0x0b, 0xe3, 0xba, -}; - - -uint8_t fully_connect_weight_5[128*128] = { - 0x35, 0x28, 0xf2, 0x58, 0x25, 0x4b, 0xae, 0x33, 0x46, 0x1b, 0xdc, 0x1f, 0xac, 0xad, 0xc9, 0xac, 0xc8, 0xce, 0x47, 0x21, 0x32, 0x44, 0x43, 0x3e, 0xdc, 0xfb, 0xde, 0xb4, 0x9c, 0x42, 0xd4, 0xd4, - 0x1f, 0x13, 0x9c, 0xc1, 0xc7, 0x08, 0x5f, 0xe2, 0xfb, 0x3c, 0xf5, 0xd5, 0xa1, 0x24, 0x17, 0x23, 0xb9, 0x30, 0x60, 0x3a, 0x0f, 0xf9, 0xf4, 0xb1, 0x0a, 0x12, 0xb7, 0xda, 0xf4, 0xe0, 0x3e, 0x53, - 0xfb, 0x5e, 0x2d, 0x4d, 0xe0, 0x3d, 0xf0, 0x57, 0xba, 0xbb, 0x52, 0x41, 0xbd, 0xac, 0x20, 0xf8, 0xc4, 0xf1, 0xf9, 0x3b, 0x53, 0xfb, 0x62, 0x3e, 0x12, 0x5b, 0x26, 0x2f, 0xfe, 0x42, 0x37, 0x41, - 0xc2, 0x3e, 0xa0, 0xc4, 0xdc, 0x04, 0x44, 0xbe, 0x4d, 0xff, 0x12, 0x40, 0xbe, 0x12, 0x25, 0xcc, 0xbb, 0xf2, 0x35, 0xb4, 0xfa, 0x5a, 0x09, 0x31, 0x07, 0xa9, 0xb6, 0x18, 0x5a, 0xc0, 0x16, 0x17, - 0xcb, 0xae, 0x3c, 0xd9, 0x44, 0xc2, 0xd1, 0xf6, 0x41, 0x2c, 0x59, 0xcc, 0x4a, 0xd8, 0x4b, 0x0b, 0xdb, 0x00, 0x02, 0xa3, 0xa3, 0x4c, 0x50, 0x61, 0x0c, 0xda, 0x55, 0x62, 0xd5, 0x04, 0xb3, 0xa2, - 0x19, 0xa3, 0xf0, 0x18, 0x24, 0xa8, 0xc6, 0xe6, 0x13, 0xf0, 0xb7, 0x44, 0x28, 0xf8, 0x4a, 0x23, 0xe9, 0x2e, 0x04, 0xfe, 0xc8, 0x5b, 0x04, 0xb3, 0xb0, 0xe1, 0xc8, 0x0f, 0xf5, 0xb9, 0xbd, 0x35, - 0x32, 0xc9, 0xf5, 0x1a, 0xda, 0xf5, 0xa9, 0xa5, 0x10, 0x58, 0x22, 0x41, 0x41, 0xbe, 0xf1, 0x46, 0xdc, 0x3b, 0x62, 0x4f, 0x20, 0x21, 0xed, 0xc0, 0xde, 0xc8, 0xc1, 0x00, 0x1b, 0xdd, 0x1d, 0x45, - 0x16, 0xc1, 0x44, 0xa7, 0x2c, 0x5d, 0xe1, 0xfc, 0xae, 0x5e, 0xac, 0xd6, 0xd1, 0xc0, 0x09, 0xb0, 0xb0, 0xc7, 0x5b, 0xee, 0xb7, 0x17, 0xa2, 0x14, 0xf7, 0x51, 0xa7, 0xb9, 0x4c, 0xc6, 0x5b, 0x0f, - 0x26, 0xe5, 0x3b, 0x46, 0xc6, 0x53, 0x2e, 0xed, 0x0a, 0xa8, 0xec, 0xf9, 0x15, 0x0a, 0xbd, 0x4a, 0xe5, 0xbe, 0xab, 0xb6, 0x06, 0xcc, 0x40, 0xd5, 0x39, 0x2b, 0x2b, 0xb7, 0xbf, 0xda, 0x3a, 0x0c, - 0x1c, 0x08, 0xb2, 0x25, 0x9f, 0x3b, 0x9d, 0xa9, 0xd2, 0x52, 0xfe, 0xbf, 0x33, 0x22, 0xff, 0x27, 0xd4, 0x06, 0xd8, 0x1a, 0x30, 0xd4, 0xc3, 0x07, 0xfc, 0xb6, 0x42, 0xde, 0x0c, 0x03, 0x0d, 0xa4, - 0xb2, 0xee, 0x01, 0x45, 0xb4, 0xb7, 0x4e, 0x13, 0x4a, 0xd7, 0x00, 0xfa, 0xbe, 0xdf, 0xc0, 0x23, 0xd9, 0xe4, 0x4a, 0x4b, 0xb0, 0x33, 0x44, 0x2f, 0x58, 0x2c, 0x4f, 0xd7, 0xc0, 0x04, 0x0e, 0xd8, - 0x34, 0xa4, 0x0c, 0x56, 0x20, 0x3b, 0x40, 0x3d, 0xe3, 0x0f, 0xc6, 0xd1, 0x61, 0xeb, 0xff, 0xed, 0xc6, 0x3b, 0xc7, 0xa8, 0xf5, 0x50, 0x59, 0x33, 0x0d, 0x44, 0xce, 0x20, 0xc6, 0xcc, 0xd1, 0xa2, - 0x9c, 0xb6, 0xad, 0x4a, 0x0e, 0xbc, 0xbb, 0xad, 0x17, 0xa0, 0x57, 0xa2, 0xd5, 0x10, 0xfa, 0xfc, 0x15, 0x03, 0x13, 0x34, 0xe4, 0xfc, 0xf0, 0x26, 0xb7, 0xec, 0x18, 0x06, 0xfc, 0xbb, 0xf3, 0x23, - 0xb1, 0x11, 0x0c, 0xab, 0xd7, 0xd6, 0x33, 0xc2, 0xe4, 0x2b, 0xe7, 0x1d, 0x07, 0xfa, 0x9f, 0xff, 0x13, 0xaf, 0xc2, 0x03, 0x3a, 0x5d, 0x27, 0x4f, 0xcf, 0x19, 0xec, 0xd9, 0x10, 0xd9, 0xc9, 0x9f, - 0x09, 0xb0, 0xc1, 0x49, 0x46, 0xac, 0xc3, 0xca, 0xc0, 0xe6, 0x3a, 0x5b, 0x0b, 0xcb, 0xfd, 0x51, 0x1e, 0xb2, 0xb6, 0x16, 0x55, 0xe8, 0x5a, 0x18, 0xe2, 0x23, 0xaf, 0xeb, 0xd5, 0xf5, 0x14, 0x13, - 0xe0, 0xc0, 0x5b, 0x3a, 0x04, 0x1f, 0x1b, 0xad, 0x5a, 0xf2, 0xff, 0x46, 0xc0, 0xa6, 0x4e, 0xef, 0x13, 0xe7, 0xfe, 0xf1, 0xab, 0xe8, 0xea, 0xa8, 0x4a, 0xe4, 0xdd, 0x21, 0x3c, 0x2a, 0x19, 0xa2, - 0xb6, 0xe3, 0x2f, 0xdb, 0xab, 0xb4, 0x00, 0x2e, 0x37, 0xa6, 0x2b, 0x3d, 0xef, 0x45, 0x52, 0xa8, 0xce, 0xc4, 0xa6, 0x26, 0xdf, 0x19, 0x3c, 0xb6, 0xd5, 0x4c, 0x52, 0x56, 0x2f, 0x08, 0x15, 0xc9, - 0xdb, 0xd4, 0xad, 0xbe, 0xd6, 0x16, 0x1a, 0xc5, 0x63, 0xb5, 0xcf, 0x0f, 0xb8, 0x3f, 0x17, 0x49, 0xa7, 0x17, 0xa6, 0xff, 0xb9, 0x1a, 0xc0, 0xab, 0x5d, 0xe5, 0xef, 0xf9, 0x27, 0x52, 0x20, 0xbb, - 0x11, 0xe2, 0xec, 0xa2, 0xa6, 0x59, 0xb6, 0xf6, 0x27, 0x01, 0x23, 0x46, 0x2b, 0x01, 0xe4, 0xfe, 0x3f, 0xa2, 0x37, 0x2e, 0x3c, 0x44, 0x0c, 0x22, 0x48, 0xf0, 0xfd, 0xf7, 0x29, 0x06, 0x02, 0x43, - 0x9f, 0x06, 0xf2, 0x2c, 0x3d, 0xc4, 0x61, 0xdf, 0x0d, 0xec, 0x46, 0x3a, 0x24, 0xd5, 0x11, 0xfe, 0x06, 0x00, 0x5b, 0xf1, 0xd5, 0x4a, 0x48, 0xcd, 0xa7, 0x31, 0xb7, 0x5d, 0xee, 0x11, 0x17, 0x40, - 0xac, 0xd2, 0xa2, 0xe2, 0x45, 0xea, 0x1e, 0x05, 0x15, 0x4a, 0xc5, 0x0c, 0x1b, 0xf4, 0x1f, 0x00, 0xa9, 0x24, 0x38, 0x0c, 0x32, 0x2a, 0x32, 0x12, 0x25, 0xe1, 0xb8, 0x1a, 0x30, 0x39, 0x31, 0xd5, - 0xe1, 0xa0, 0x4b, 0xe3, 0xc8, 0x2b, 0x57, 0xcf, 0x34, 0x32, 0x34, 0x20, 0x11, 0xfc, 0x07, 0xe3, 0xb7, 0x2f, 0xc4, 0x58, 0x4a, 0x2e, 0x2b, 0xfd, 0xee, 0x05, 0xa2, 0x26, 0xae, 0x31, 0xbb, 0x17, - 0x33, 0xd3, 0x0a, 0x14, 0x09, 0x0f, 0xd9, 0x5a, 0xbc, 0x0c, 0x1b, 0x1a, 0x48, 0xbf, 0xb0, 0xdf, 0x2b, 0x17, 0x4e, 0xa2, 0xe1, 0x63, 0x3f, 0x02, 0xbb, 0xb0, 0xe1, 0x61, 0x4e, 0x4c, 0xd6, 0xb9, - 0xc3, 0x36, 0xe2, 0x61, 0xaf, 0xcd, 0xb3, 0x59, 0x14, 0xcb, 0xce, 0x11, 0x21, 0x4c, 0xa3, 0xaa, 0x21, 0xc3, 0xf4, 0xaa, 0x20, 0xe6, 0xe6, 0x49, 0xe6, 0xc3, 0x11, 0x9d, 0xe1, 0xdd, 0xe7, 0x08, - 0x3d, 0xaf, 0xf1, 0xd6, 0x1e, 0x18, 0xe5, 0x0c, 0xdc, 0x38, 0xa1, 0xf1, 0x4e, 0xa0, 0xda, 0x3a, 0x2e, 0xbd, 0x10, 0x1b, 0xaf, 0x46, 0xf7, 0xb9, 0x08, 0xe5, 0xcb, 0xdc, 0xbb, 0xc6, 0xcd, 0x3c, - 0x15, 0x2e, 0x58, 0xb6, 0xa8, 0x18, 0x4d, 0x06, 0x4d, 0x00, 0x50, 0x2e, 0x9d, 0xe9, 0x3d, 0x04, 0xd4, 0x9e, 0x29, 0xa8, 0x41, 0xe1, 0x1f, 0xa6, 0xed, 0xef, 0xe2, 0x30, 0xf9, 0xd3, 0x22, 0xdd, - 0xfb, 0xea, 0x9d, 0xa0, 0xba, 0x16, 0x48, 0x3f, 0xc1, 0x10, 0x61, 0x23, 0x18, 0xc5, 0x35, 0x19, 0x38, 0xc2, 0x22, 0xdf, 0xc4, 0x1a, 0xf1, 0xf0, 0xbf, 0xc2, 0x33, 0x56, 0x1d, 0xf3, 0xe0, 0x44, - 0x0b, 0xfa, 0x1c, 0xbd, 0x4a, 0xfb, 0xf3, 0x63, 0xdf, 0xd4, 0xe4, 0xff, 0x18, 0xbb, 0x5c, 0x21, 0x3d, 0x5b, 0x05, 0x32, 0xf2, 0xae, 0x03, 0xb6, 0x4c, 0xc3, 0x36, 0x15, 0x21, 0xf3, 0xe8, 0xbf, - 0xf0, 0xaf, 0xb8, 0x21, 0xd9, 0xfb, 0xc9, 0x17, 0xee, 0x27, 0x21, 0x22, 0xfe, 0x34, 0xa6, 0x9c, 0x04, 0xcf, 0x5e, 0x19, 0x02, 0xe6, 0xe4, 0xd8, 0x39, 0x30, 0x25, 0x1a, 0xc0, 0x9d, 0x5d, 0x30, - 0xa2, 0xd8, 0x55, 0xaa, 0xc1, 0x0a, 0x46, 0xd0, 0xc4, 0x3a, 0x56, 0x33, 0x52, 0x40, 0x17, 0xc9, 0xd7, 0x22, 0x56, 0xa5, 0xcb, 0xe1, 0x1c, 0xb2, 0x1d, 0x62, 0x2e, 0x28, 0x07, 0x03, 0x0f, 0x12, - 0x2e, 0xba, 0x19, 0x41, 0x51, 0x3e, 0x9f, 0xc6, 0xd7, 0xa1, 0x0f, 0x37, 0xd4, 0x32, 0xff, 0xf6, 0xa4, 0xf1, 0x43, 0x9e, 0x30, 0x40, 0x4f, 0xfe, 0xcb, 0xa6, 0xa0, 0x37, 0x0e, 0x14, 0x36, 0xcd, - 0x4b, 0xb5, 0x01, 0xbc, 0xa2, 0x33, 0x0c, 0x4b, 0xaf, 0x28, 0xa8, 0x1b, 0x01, 0x37, 0xf6, 0x37, 0x52, 0x1a, 0x30, 0xea, 0x5c, 0xcb, 0xb4, 0xcb, 0xc8, 0x34, 0x0b, 0xc0, 0xb2, 0x5b, 0xb3, 0x0d, - 0xe8, 0x4b, 0xbc, 0xf7, 0x08, 0xe8, 0xa2, 0x4d, 0xca, 0x49, 0x23, 0x32, 0x21, 0x63, 0x28, 0x30, 0xcd, 0x3f, 0x39, 0x4f, 0x09, 0x18, 0x26, 0x50, 0xea, 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0xdf, 0xb8, 0xc3, 0xde, 0xf6, 0x07, 0x39, 0xe2, 0x00, - 0x3e, 0x2f, 0x11, 0x48, 0xf5, 0xad, 0x11, 0xa5, 0x50, 0xe1, 0xea, 0xf6, 0xdd, 0x19, 0xef, 0x48, 0xa4, 0x3d, 0x40, 0x4a, 0xd7, 0x48, 0x23, 0x4b, 0xb6, 0xed, 0x2a, 0x57, 0x13, 0xe6, 0xb9, 0x9f, - 0xc9, 0x49, 0xbf, 0xf0, 0x5a, 0x1f, 0xb1, 0xd8, 0x5b, 0x2b, 0x56, 0x0c, 0x47, 0x38, 0x10, 0x4d, 0x2c, 0xbb, 0x34, 0x08, 0xb4, 0x1e, 0xb7, 0xd0, 0xf6, 0x5a, 0xf7, 0x07, 0xfd, 0xb2, 0x22, 0x56, - 0x5e, 0x5c, 0x58, 0x63, 0x56, 0xa7, 0xf8, 0xf2, 0x22, 0xc5, 0x29, 0x2b, 0xbc, 0x08, 0xae, 0xab, 0xdd, 0x30, 0x13, 0xcf, 0x05, 0xdd, 0xaf, 0xe5, 0x2e, 0xa3, 0x3f, 0xbb, 0x9c, 0x5f, 0xfd, 0x43, - 0x25, 0xc8, 0xfc, 0xb5, 0xe8, 0xe7, 0x09, 0xb6, 0xaf, 0xd4, 0xb0, 0x43, 0xe8, 0x27, 0xfe, 0x2b, 0x30, 0x0a, 0xea, 0x5e, 0x1b, 0x5b, 0xde, 0x47, 0xe6, 0x18, 0xe5, 0x9e, 0x24, 0xc6, 0x9f, 0x21, - 0xb6, 0x31, 0x57, 0x5f, 0xb3, 0x2b, 0xf6, 0x5b, 0x1f, 0x1c, 0xfd, 0x1d, 0x56, 0xca, 0xb0, 0xdd, 0x01, 0x9d, 0xd6, 0xe5, 0x38, 0xbf, 0xd2, 0xd3, 0x20, 0xcb, 0xee, 0x13, 0x5a, 0xa8, 0x9d, 0xc6, -}; - -uint16_t fully_connect_result_6[128] = { - 0x0657, 0x0483, 0xfa32, 0xf733, 0x0019, 0x07b7, 0xfd60, 0xfbf5, 0xf2d3, 0xf88c, 0x0131, 0xffee, 0xf4dc, 0x0093, 0xf736, 0x0894, - 0xfc79, 0xfe1f, 0xec21, 0x0619, 0xfc7c, 0xf62c, 0xf28c, 0xff29, 0x00b2, 0x016c, 0xfb4d, 0x059e, 0xfd48, 0x033a, 0xf584, 0xea6a, - 0xfd2d, 0x03d8, 0xf9a5, 0xf9d1, 0x0cf7, 0xfdf3, 0xf9bf, 0x08b6, 0x05c4, 0x060c, 0xf12a, 0x048f, 0x02e4, 0x0ba0, 0x0691, 0xff0f, - 0xe556, 0x05a6, 0x0dd3, 0x062f, 0x01fa, 0x0251, 0x04df, 0x013a, 0xffcd, 0x0c77, 0xfc65, 0x03c8, 0xfdaf, 0x05c4, 0xfb7a, 0xf9c0, - 0xfe3b, 0xfc30, 0x0ce9, 0x007b, 0x11a0, 0xf9a4, 0x0189, 0xf197, 0xf76a, 0xfdab, 0x0cad, 0xfe75, 0xf8c2, 0x05b3, 0x0601, 0xf1fc, - 0x0c25, 0xff5e, 0xfd94, 0x0dbb, 0xf723, 0xfe00, 0x0813, 0x0507, 0xf8e7, 0xfbcb, 0x10ba, 0x0113, 0x0845, 0xfb65, 0xff45, 0xf7a7, - 0x0157, 0xf542, 0x037f, 0x0239, 0xfacc, 0xfcaa, 0xf69e, 0xfd16, 0xf0dd, 0xfd28, 0x0512, 0x0370, 0x01f4, 0x044a, 0xf5a8, 0xfa4e, - 0xfc4b, 0xf301, 0xf3a1, 0x10f5, 0xff59, 0x029c, 0x067d, 0xfd59, 0xfd9d, 0xff6f, 0x0260, 0xfbc2, 0xf9a9, 0xf8bd, 0x03d6, 0x102f, -}; - -uint16_t fully_connect_result_7[64] = { - 0xfc79, 0xffdc, 0xffbe, 0xff2c, 0xfdf8, 0x0233, 0xfa86, 0xffb1, 0x00ec, 0x0174, 0x01c0, 0xff3a, 0xfdcc, 0x0127, 0xfc7f, 0x010c, - 0x0316, 0xfdb6, 0x00bd, 0x00bd, 0x01c9, 0x0089, 0x01ee, 0x0044, 0xfe63, 0x0207, 0xfd2d, 0xffd2, 0xff3c, 0xff26, 0xfe36, 0xff4c, - 0xfe06, 0x02b6, 0x00a3, 0xfd93, 0xfe84, 0xfdf4, 0xfd86, 0xffe0, 0xffbf, 0xff71, 0x0191, 0x026d, 0xfef9, 0xff1a, 0xff99, 0xfea2, - 0x01ee, 0xfc71, 0xffb5, 0xfed0, 0xffa2, 0x013c, 0xfb75, 0x0233, 0x0252, 0x0261, 0xfe70, 0xfd82, 0x0090, 0xffaa, 0xfdd7, 0x0127, -}; - -uint16_t fully_connect_result_8[128] = { - 0x002c, 0xfff8, 0xff85, 0x0054, 0x0034, 0x0007, 0x006e, 0xffa3, 0x004f, 0x0045, 0x0002, 0xffec, 0xffc5, 0xffce, 0x0092, 0x0051, - 0xffaa, 0x003a, 0xff72, 0xff80, 0xff8f, 0x0011, 0xffd8, 0xffa5, 0xfffb, 0xff86, 0x00a0, 0xffc5, 0xffea, 0x0018, 0x0033, 0x00a0, - 0x0013, 0xffc5, 0xffd9, 0xff88, 0x003d, 0x002f, 0xffab, 0xfffa, 0x002f, 0xff82, 0xff7d, 0x0041, 0x0087, 0x0035, 0x000d, 0xff92, - 0x0055, 0x003a, 0xfff1, 0xffb8, 0x0019, 0x0005, 0x0091, 0xffd1, 0xffe9, 0xffeb, 0xffda, 0x0071, 0x0080, 0xff86, 0xffe6, 0x000e, - 0x0019, 0xffac, 0x001d, 0xffbf, 0xffba, 0xff9b, 0xffde, 0x0063, 0x005b, 0xffc4, 0xffea, 0xfef4, 0xffbb, 0xffe0, 0xffa4, 0xffd0, - 0x001d, 0x0055, 0xffe7, 0x0096, 0xffba, 0x0053, 0x0005, 0x0014, 0x0087, 0x0079, 0x0012, 0xffd9, 0xffb3, 0xffc9, 0x0038, 0x000b, - 0x006a, 0xff7a, 0x0020, 0xff9e, 0xffff, 0xffb6, 0x002b, 0x0070, 0x001d, 0x0098, 0x002b, 0x003d, 0x0060, 0xffff, 0xff86, 0x0048, - 0xff6c, 0x0065, 0xffd7, 0xffa7, 0x003d, 0xff62, 0xfffe, 0x0010, 0x0021, 0xff50, 0x0070, 0xffc0, 0xff91, 0xff63, 0xffd1, 0xffb1, -}; - -uint16_t fully_connect_result_9[127] = { - 0x0606, 0xfdac, 0xff08, 0xffbf, 0x020b, 0xff6f, 0x006a, 0x0509, 0x0db6, 0xfa46, 0x040c, 0xf9f5, 0x03cd, 0xfb2f, 0xfd7d, 0xfdbd, - 0xf19b, 0x08a7, 0x0697, 0x0237, 0x09fa, 0xfe1d, 0xfb7a, 0x04a4, 0x0455, 0xfc5f, 0x06c6, 0xf9e5, 0x0eb3, 0x0949, 0x04e8, 0xf1c2, - 0xfda7, 0xf36b, 0x0e3d, 0xf985, 0x0247, 0x03d0, 0xfcd7, 0xfd06, 0x016f, 0xf3f8, 0xf13d, 0x03b2, 0xf9ff, 0x0914, 0xfc73, 0x0a4a, - 0x0794, 0x0d86, 0x0ba6, 0xf85b, 0xee39, 0xfc7e, 0x0169, 0xfc04, 0x05ea, 0xfce9, 0xf246, 0xff27, 0xf605, 0xf7d6, 0x0569, 0x042e, - 0x06f1, 0xf9a6, 0xf205, 0xfe36, 0xf9f4, 0xffde, 0x02d2, 0x0685, 0xff5d, 0x0ec2, 0xf569, 0xfe6a, 0xf2dd, 0xfa0a, 0x05ed, 0xfdf9, - 0xfd41, 0xf244, 0xfb26, 0x00f6, 0x0599, 0x0b53, 0x028d, 0x027a, 0x036b, 0x038a, 0x0168, 0x033a, 0x02ae, 0xfeca, 0x02bc, 0x049c, - 0x0994, 0xf566, 0xf7e1, 0x010d, 0x0e84, 0xfc38, 0xfa99, 0xfea7, 0x0315, 0x01df, 0xf2b2, 0xf7a0, 0xfdb4, 0xfec5, 0xfeda, 0x09c5, - 0x000c, 0xebcd, 0x058c, 0x021e, 0x0218, 0x0267, 0x06cb, 0xef0e, 0xf755, 0x004b, 0x0013, 0x04d4, 0xfa13, 0x0b28, 0x0088, -}; - -uint16_t fully_connect_result_10[63] = { - 0xfc80, 0x03cb, 0x00a3, 0x0020, 0x0041, 0xfe29, 0xffed, 0x0042, 0xff0a, 0xffb5, 0xfd1d, 0xfe91, 0xffe8, 0xffc1, 0x0096, 0xffd3, - 0x005a, 0xfce0, 0xfa23, 0x01e6, 0xfdac, 0xfffa, 0xff3d, 0x0102, 0x0033, 0x0329, 0xfed0, 0x0051, 0x0115, 0x01a4, 0xfc78, 0x0475, - 0x009a, 0xfbf6, 0x00c9, 0x00e2, 0x03ea, 0xff57, 0x0282, 0x0088, 0x031a, 0x0056, 0x00fa, 0xfeea, 0x0244, 0x0328, 0xff73, 0x002b, - 0x0357, 0x0043, 0x015c, 0xfee3, 0xfb4b, 0xfd7a, 0xff47, 0x0202, 0x0026, 0xfd56, 0xff10, 0x00ac, 0xfdf0, 0x01c5, 0xfde8, -}; - -uint16_t fully_connect_result_11[127] = { - 0x002a, 0x001f, 0xffca, 0xffd2, 0xfff6, 0xfffa, 0x002f, 0x001c, 0xff9b, 0xffda, 0xff9b, 0xffed, 0xffe3, 0x00d2, 0xffa6, 0x002a, - 0x0026, 0xfff7, 0xffdc, 0xff90, 0xfff3, 0x003d, 0x008a, 0x0099, 0xffe7, 0xffaf, 0x001c, 0x001b, 0xffae, 0x0020, 0x0054, 0x0016, - 0x0075, 0xfff5, 0x0051, 0xffed, 0xff75, 0xffb0, 0x0012, 0x002d, 0x0078, 0xffb3, 0x0156, 0x00ab, 0xff59, 0x0040, 0xffd5, 0xfffd, - 0x0015, 0xffe2, 0x00ca, 0xffbd, 0xfff4, 0x0017, 0xff60, 0x0059, 0xfff7, 0xff5b, 0xffd0, 0xffc0, 0x0038, 0xff97, 0xffc8, 0xffb0, - 0x0041, 0xff63, 0xff79, 0x0047, 0x004e, 0xffb5, 0xfff8, 0xfff1, 0xffdb, 0xffff, 0x0064, 0x0041, 0xfff9, 0xffb7, 0xffe4, 0xffac, - 0x006b, 0x0077, 0xffd2, 0x002e, 0xff7c, 0x008f, 0xff5c, 0x00e1, 0xffc0, 0xffe8, 0xffba, 0xffd3, 0x00f2, 0xffdb, 0xffce, 0xffad, - 0xff66, 0x000d, 0x0086, 0x0068, 0xffd7, 0x006f, 0x0002, 0x0052, 0x007a, 0xff87, 0x0066, 0x0077, 0x004d, 0xffee, 0x00a5, 0xfffb, - 0x004e, 0x006f, 0x005f, 0xffed, 0xff86, 0xffc7, 0xffa9, 0xfff0, 0xffa2, 0xffa3, 0xffd2, 0x0058, 0x0064, 0x0024, 0x0098, -}; - diff --git a/tests/validation_xt800/valid_data/fullyconnected_u8.dat b/tests/validation_xt800/valid_data/fullyconnected_u8.dat deleted file mode 100644 index 587a0acb..00000000 --- a/tests/validation_xt800/valid_data/fullyconnected_u8.dat +++ /dev/null @@ -1,131 +0,0 @@ -// 192, 224, 196, 251, 57, 87, 249, 13, 127, 226, 32, 107, 200, 167, 116, 41, 206, 136, 253, 223, 246, 5, 138, 163, 97, 232, 76, 187, 114, 111, 184, 75, 13, 181, 48, 49, 90, 145, 74, 97, 63, 33, 137, 47, 125, 255, 142, 163, 0, 239, 36, 151, 239, 222, 13, 236, 242, 106, 167, 85, 65, 128, 114, 145, -float fc_input_0[64] = { -1.2383735, 1.6033119, 1.2858092, 1.915486, -0.29109925, 0.04407964, 1.8864902, -0.79592, 0.49721208, 1.6275147, -0.58206964, 0.26897964, 1.3297127, 0.95133394, 0.3804507, -0.47702, 1.4028358, 0.59771293, 1.9351586, 1.5974857, 1.8563147, -0.8896021, 0.6205509, 0.90716434, 0.16056503, 1.6950693, -0.0779145, 1.1856561, 0.35602477, 0.32405713, 1.1522963, -0.09129387, -0.80087197, 1.1140803, -0.40315807, -0.38789165, 0.07521909, 0.70666456, -0.105974995, 0.15585607, -0.22560368, -0.5634325, 0.61518043, -0.40846974, 0.47799858, 1.9622521, 0.67414457, 0.91492254, -0.93904436, 1.771283, -0.5302814, 0.77419245, 1.7718959, 1.582366, -0.80099547, 1.7404705, 1.8081802, 0.26115808, 0.95820993, 0.017950466, -0.20632878, 0.5165568, 0.3564446, 0.70701194 -}; - -float fc_weights_0[32*64] = { -// 92, 254, 57, 115, 216, 184, 159, 179, 184, 62, 197, 52, 170, 245, 7, 247, 81, 168, 224, 87, 99, 85, 139, 222, 221, 102, 232, 146, 207, 97, 199, 108, 13, 79, 193, 176, 14, 153, 207, 242, 193, 132, 77, 132, 152, 218, 148, 236, 139, 214, 20, 249, 139, 215, 70, 235, 31, 73, 167, 79, 203, 211, 129, 249 --0.5520392060279846, 1.9936378002166748, -1.0887515544891357, -0.18110322952270508, 1.39601731300354, 0.8937420845031738, 0.502414882183075, 0.8195801377296448, 0.8863519430160522, -1.014970064163208, 1.1006449460983276, -1.1679896116256714, 0.672239363193512, 1.8483994007110596, -1.8831589221954346, 1.8747467994689941, -0.7153397798538208, 0.6499441862106323, 1.519238829612732, -0.6197264790534973, -0.4424855411052704, -0.6525838375091553, 0.18716725707054138, 1.494838833808899, 1.4731762409210205, -0.3838442265987396, 1.6460000276565552, 0.29187488555908203, 1.2562206983566284, -0.4671754539012909, 1.1346937417984009, -0.29259365797042847, -1.7886072397232056, -0.7440912127494812, 1.0398075580596924, 0.7629493474960327, -1.7689162492752075, 0.4110737442970276, 1.2484626770019531, 1.805296778678894, 1.0329158306121826, 0.08563858270645142, -0.7798359394073486, 0.07153603434562683, 0.3898825943470001, 1.4178344011306763, 0.3363257348537445, 1.7040598392486572, 0.18582679331302643, 1.3570324182510376, -1.6808794736862183, 1.917722225189209, 0.1831444352865219, 1.3759278059005737, -0.8939197659492493, 1.696426510810852, -1.5052616596221924, -0.8440436124801636, 0.6247337460517883, -0.7490206360816956, 1.193546175956726, 1.321271538734436, 0.034024421125650406, 1.9141184091567993, --1.263540267944336, -1.7898838520050049, 0.7789431214332581, -0.6256435513496399, 1.5005916357040405, -1.2452633380889893, -0.6249824166297913, 0.14648962020874023, 0.46345052123069763, 1.184247612953186, -0.7330193519592285, 1.11875581741333, 1.2785532474517822, 0.37246233224868774, -1.9735904932022095, 0.18433630466461182, 0.8153110146522522, -0.004570843186229467, 1.0500102043151855, 1.4061278104782104, -1.4753752946853638, 0.3334827125072479, -0.4121212065219879, -1.8906885385513306, 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-0.48226824402809143, -0.08649073541164398, -1.2133119106292725, -0.9771245121955872, 1.1451416015625, -0.303301066160202, 0.49424460530281067, -1.699002981185913, -1.7032899856567383, 0.14853829145431519, 0.9573319554328918, -1.3636218309402466, -1.0311931371688843, 0.05780598893761635, -1.809952735900879, 1.5488826036453247, 1.7087191343307495, -0.8922836184501648, -1.2929896116256714, -1.2527199983596802, 0.6908860206604004, -1.5806903839111328, -1.3950036764144897, -1.6455423831939697, 0.5273871421813965, 1.7495319843292236, -1.2175689935684204, 0.4551686942577362, 0.5515903234481812, 1.3966060876846313, -1.7482610940933228, --0.0717393234372139, 1.487845540046692, 1.578909993171692, 1.2030138969421387, -1.9050118923187256, -0.7254616022109985, -0.7336146235466003, -0.8451402187347412, 1.2398548126220703, -0.10287417471408844, 0.8744475841522217, -1.0700024366378784, 0.8890103101730347, 1.8870521783828735, 1.013581395149231, -1.702934980392456, -1.582046627998352, 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0.5554419159889221, 0.338359534740448, -0.11747884750366211, -1.6873610019683838, -1.317604660987854, -1.6150354146957397, 1.0328150987625122, 0.5138933658599854, 0.26023516058921814, -1.9760717153549194, -0.355646550655365, 0.5011417269706726, 1.1583528518676758, --0.25513944029808044, 1.558042287826538, -1.8821643590927124, 1.223708152770996, 1.847774624824524, 0.6347448229789734, -0.49388056993484497, -1.7327343225479126, -1.55012047290802, 1.5613338947296143, -0.047501612454652786, -1.8325859308242798, -0.8754728436470032, 1.5354889631271362, 1.9531821012496948, 0.4038096070289612, 1.5751733779907227, 0.8653750419616699, 1.1325700283050537, -0.17603984475135803, -0.5162897706031799, -1.812430739402771, 0.4055081009864807, 1.9517086744308472, 0.3430485129356384, -1.7349380254745483, -1.7779895067214966, 1.637200117111206, 0.5856401920318604, -0.4266928732395172, 0.45367541909217834, 0.7637228965759277, -0.115684375166893, 1.500511884689331, 1.9504036903381348, 1.8578813076019287, -0.08439857512712479, -1.5194681882858276, -0.2182474434375763, -1.0597262382507324, 0.902519702911377, -0.5562463998794556, -1.3928099870681763, -0.8385859131813049, 0.2431097775697708, -0.4531135559082031, 0.21824580430984497, -0.35202956199645996, 1.1505463123321533, 1.4853838682174683, -0.05723816901445389, -0.6484653949737549, -0.6027513742446899, 1.258225917816162, -0.9333354830741882, -0.574892520904541, -0.21786446869373322, 0.73464435338974, -0.05885329842567444, 0.356783002614975, -0.5568793416023254, 1.5669289827346802, -0.6435511112213135, 1.4731709957122803, 0.5268498063087463, -0.9676363468170166, 0.5391164422035217, -1.1319541931152344, 1.375674843788147, -1.7409934997558594, -0.4864085018634796, -1.3946114778518677, 0.1924976110458374, -0.9863193035125732, 1.8556158542633057, 1.1219509840011597, 0.44141730666160583, -0.29900550842285156, 1.3721331357955933, -}; - -// -6355, 1531, -27082, 43706, 54166, -26545, -6433, -28588, -20787, -9265, -11921, -583, -11918, 38383, -25569, 8333, 35508, 14560, 53844, 47317, 20059, 8924, 21873, 33297, 20886, 34900, -7401, -4517, -25984, 33571, 35480, 8217, 5102, 23687, -27773, 3214, 7868, 44474, -25688, 9876, 9770, 4691, 50360, 24571, -21757, 19478, -6693, 30011, -21531, 54259, -5478, 23096, -4066, 51694, -11649, 16405, 36064, 42201, 49768, 16386, -10814, 7704, 38964, -float fc_bias_1[63] = { --1.1386861, 0.27431744, -4.8524675, 7.83094, 9.705239, -4.756287, -1.1527426, -5.122278, -3.724577, -1.6600543, -2.136037, -0.10456848, -2.1354287, 6.877244, -4.581334, 1.4931993, 6.362148, 2.6088593, 9.647401, 8.478063, 3.5941854, 1.5990324, 3.919074, 5.965935, 3.742273, 6.253304, -1.3261093, -0.80937845, -4.65566, 6.0150795, 6.3570614, 1.4724232, 0.9142761, 4.244169, -4.9762936, 0.5758712, 1.4098082, 7.968672, -4.602612, 1.7696569, 1.7506298, 0.8405429, 9.023264, 4.4025674, -3.898376, 3.4900959, -1.199292, 5.377255, -3.857878, 9.721894, -0.98162895, 4.1383476, -0.7285937, 9.262202, -2.0873199, 2.939445, 6.4617963, 7.561289, 8.917231, 2.9359334, -1.9377469, 1.380439, 6.981306 -}; - -// -float fc_output_1[63] = { -1.7804967, -0.79102236, -21.16346, 1.2949009, 10.477217, -3.4791512, 7.3165646, 7.859185, 5.128167, -9.070457, 15.918431, -2.6288025, 2.1160219, 15.342929, -1.8083527, -2.1301003, 9.725113, -7.912984, -0.25688934, 20.576809, 2.7412558, -24.768997, 22.463783, 3.2299168, 8.74695, 8.912285, -12.231364, 5.12452, 14.034328, 12.449942, -3.1166363, 1.631872, -1.087295, 5.976646, -1.1512022, -11.385038, -12.901281, -2.5009317, 14.54693, -4.364007, -5.8575826, 20.248615, 29.861279, -5.681208, 15.280327, 12.095305, -8.4768095, -10.753244, -5.4683604, -7.3421907, -10.939469, -14.905113, 15.369247, 2.7932606, 9.134567, -14.565897, 8.161326, 33.483906, 7.945767, 18.802876, -3.461825, 23.456772, 15.918331 -}; \ No newline at end of file diff --git a/tests/validation_xt800/valid_data/pool_data.dat b/tests/validation_xt800/valid_data/pool_data.dat deleted file mode 100644 index 3c69c400..00000000 --- a/tests/validation_xt800/valid_data/pool_data.dat +++ /dev/null @@ -1,4296 +0,0 @@ -/* --------------------------------------------------------------------------- - * Copyright (C) 2016 CSKY Limited. All rights reserved. - * - * Redistribution and use of this software in source and binary forms, - * with or without modification, are permitted provided that the following - * conditions are met: - * * Redistributions of source code must retain the above copyright notice, - * this list of conditions and the following disclaimer. - * * Redistributions in binary form must reproduce the above copyright notice, - * this list of conditions and the following disclaimer in the documentation - * and/or other materials provided with the distribution. - * * Neither the name of CSKY Ltd. nor the names of CSKY's contributors may - * be used to endorse or promote products derived from this software without - * specific prior written permission of CSKY Ltd. - * - * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" - * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, - * THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR - * PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS - * BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, - * OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF - * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS - * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN - * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) - * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF - * THE POSSIBILITY OF SUCH DAMAGE. - * -------------------------------------------------------------------------- */ - -/* the dim of input data is ch_im_in * dim_im_in * dim_im_in */ - -uint8_t pooling_input_00[4*32*32] = { - 0x17, 0x34, 0x52, 0x3e, 0x43, 0x09, 0x35, 0x50, 0x36, 0x63, 0x50, 0x5b, 0x28, 0x59, 0x56, 0x57, 0x02, 0x61, 0x60, 0x10, 0x23, 0x3a, 0x40, 0x11, 0x3d, 0x2a, 0x58, 0x2e, 0x16, 0x28, 0x13, 0x48, - 0x14, 0x5c, 0x60, 0x5b, 0x09, 0x0b, 0x54, 0x00, 0x35, 0x10, 0x37, 0x26, 0x36, 0x3f, 0x22, 0x62, 0x0f, 0x4c, 0x40, 0x0e, 0x55, 0x17, 0x08, 0x5e, 0x43, 0x16, 0x41, 0x51, 0x54, 0x5e, 0x52, 0x5e, - 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-uint8_t pooling_input_01[4*32*32] = { - 0x17, 0x34, 0x52, 0x3e, 0x43, 0x09, 0x35, 0x50, 0x36, 0x63, 0x50, 0x5b, 0x28, 0x59, 0x56, 0x57, 0x02, 0x61, 0x60, 0x10, 0x23, 0x3a, 0x40, 0x11, 0x3d, 0x2a, 0x58, 0x2e, 0x16, 0x28, 0x13, 0x48, - 0x14, 0x5c, 0x60, 0x5b, 0x09, 0x0b, 0x54, 0x00, 0x35, 0x10, 0x37, 0x26, 0x36, 0x3f, 0x22, 0x62, 0x0f, 0x4c, 0x40, 0x0e, 0x55, 0x17, 0x08, 0x5e, 0x43, 0x16, 0x41, 0x51, 0x54, 0x5e, 0x52, 0x5e, - 0x21, 0x0c, 0x1b, 0x01, 0x1b, 0x02, 0x4b, 0x5d, 0x5c, 0x12, 0x05, 0x40, 0x32, 0x1e, 0x38, 0x45, 0x02, 0x2d, 0x0c, 0x5b, 0x39, 0x37, 0x29, 0x15, 0x61, 0x0d, 0x08, 0x5d, 0x63, 0x41, 0x3f, 0x44, - 0x0b, 0x31, 0x35, 0x0a, 0x4f, 0x05, 0x43, 0x32, 0x3f, 0x0e, 0x49, 0x4c, 0x10, 0x0b, 0x37, 0x38, 0x3d, 0x58, 0x14, 0x5a, 0x18, 0x46, 0x0e, 0x1c, 0x54, 0x57, 0x4b, 0x58, 0x60, 0x48, 0x5a, 0x5c, - 0x35, 0x55, 0x0b, 0x33, 0x3b, 0x1e, 0x1b, 0x5f, 0x2e, 0x27, 0x03, 0x28, 0x13, 0x00, 0x0f, 0x0f, 0x04, 0x23, 0x3f, 0x35, 0x5d, 0x00, 0x06, 0x5b, 0x47, 0x23, 0x20, 0x60, 0x54, 0x45, 0x04, 0x0c, - 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- -uint8_t pooling_input_10[1*64*64] = { - 0x03, 0x2b, 0x45, 0x2c, 0x61, 0x5a, 0x2e, 0x18, 0x1c, 0x26, 0x0b, 0x00, 0x4e, 0x33, 0x50, 0x3f, 0x03, 0x14, 0x45, 0x03, 0x2d, 0x5d, 0x00, 0x63, 0x57, 0x33, 0x2f, 0x5e, 0x3f, 0x5a, 0x3d, 0x61, - 0x03, 0x29, 0x50, 0x4e, 0x46, 0x09, 0x2f, 0x06, 0x0b, 0x59, 0x03, 0x58, 0x48, 0x30, 0x25, 0x19, 0x14, 0x23, 0x00, 0x29, 0x61, 0x1a, 0x46, 0x2a, 0x62, 0x05, 0x58, 0x01, 0x3d, 0x59, 0x08, 0x63, - 0x40, 0x22, 0x5b, 0x19, 0x14, 0x07, 0x58, 0x5c, 0x11, 0x32, 0x5f, 0x47, 0x2e, 0x53, 0x13, 0x14, 0x19, 0x33, 0x19, 0x28, 0x52, 0x2a, 0x2d, 0x2d, 0x3f, 0x29, 0x32, 0x5d, 0x46, 0x2c, 0x48, 0x2f, - 0x59, 0x1a, 0x53, 0x4f, 0x12, 0x24, 0x13, 0x23, 0x50, 0x2d, 0x3d, 0x25, 0x1b, 0x10, 0x2f, 0x57, 0x12, 0x23, 0x33, 0x24, 0x46, 0x2f, 0x5c, 0x14, 0x1a, 0x4f, 0x62, 0x60, 0x01, 0x0f, 0x4b, 0x33, - 0x1f, 0x40, 0x4b, 0x37, 0x2b, 0x5a, 0x27, 0x27, 0x3a, 0x10, 0x0b, 0x3a, 0x4c, 0x0b, 0x22, 0x05, 0x2f, 0x5e, 0x45, 0x2e, 0x5d, 0x02, 0x03, 0x2d, 0x46, 0x0d, 0x2d, 0x05, 0x2c, 0x14, 0x61, 0x22, - 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-uint8_t pooling_input_21[16*16*16] = { - 0x33, 0x1f, 0x1d, 0x4f, 0x21, 0x2e, 0x38, 0x44, 0x12, 0x35, 0x36, 0x35, 0x22, 0x41, 0x42, 0x06, 0x41, 0x12, 0x48, 0x20, 0x0c, 0x60, 0x02, 0x02, 0x4c, 0x1a, 0x4f, 0x1e, 0x0c, 0x4d, 0x1d, 0x4d, - 0x14, 0x1c, 0x37, 0x12, 0x28, 0x29, 0x35, 0x50, 0x41, 0x1e, 0x08, 0x0b, 0x33, 0x13, 0x0b, 0x4e, 0x5c, 0x44, 0x20, 0x16, 0x29, 0x5a, 0x0b, 0x61, 0x4c, 0x03, 0x30, 0x4e, 0x1f, 0x56, 0x4b, 0x2f, - 0x5d, 0x0d, 0x32, 0x1f, 0x11, 0x36, 0x03, 0x2f, 0x56, 0x4d, 0x04, 0x38, 0x09, 0x01, 0x40, 0x2f, 0x42, 0x03, 0x54, 0x5e, 0x00, 0x4f, 0x2a, 0x3a, 0x4e, 0x52, 0x39, 0x56, 0x3d, 0x28, 0x25, 0x21, - 0x21, 0x31, 0x25, 0x37, 0x41, 0x3d, 0x03, 0x52, 0x4c, 0x28, 0x15, 0x1a, 0x08, 0x3e, 0x0a, 0x49, 0x3e, 0x27, 0x0c, 0x57, 0x23, 0x2c, 0x63, 0x20, 0x22, 0x32, 0x4e, 0x05, 0x22, 0x5f, 0x4a, 0x1d, - 0x51, 0x26, 0x2c, 0x62, 0x22, 0x18, 0x26, 0x44, 0x55, 0x3a, 0x18, 0x37, 0x00, 0x5f, 0x43, 0x04, 0x16, 0x2a, 0x32, 0x0a, 0x00, 0x06, 0x09, 0x34, 0x36, 0x30, 0x26, 0x46, 0x5b, 0x01, 0x2c, 0x14, - 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- -uint8_t maxpool2d_result_0[4*30*30] = { - 0x43, 0x63, 0x52, 0x5f, 0x43, 0x63, 0x56, 0x5f, 0x50, 0x63, 0x60, 0x5e, 0x5d, 0x61, 0x60, 0x5b, 0x5d, 0x61, 0x60, 0x60, 0x5d, 0x51, 0x58, 0x60, 0x54, 0x5f, 0x60, 0x60, 0x59, 0x5f, 0x60, 0x5b, - 0x59, 0x5f, 0x60, 0x5e, 0x59, 0x3f, 0x5b, 0x62, 0x4d, 0x4c, 0x5b, 0x63, 0x55, 0x4c, 0x5b, 0x63, 0x55, 0x4c, 0x53, 0x63, 0x55, 0x5e, 0x52, 0x5e, 0x54, 0x5e, 0x52, 0x5e, 0x54, 0x60, 0x52, 0x5e, - 0x5c, 0x60, 0x51, 0x5d, 0x5c, 0x60, 0x60, 0x5d, 0x5c, 0x5f, 0x60, 0x5b, 0x57, 0x63, 0x60, 0x5b, 0x61, 0x63, 0x60, 0x5d, 0x63, 0x63, 0x60, 0x5d, 0x63, 0x5a, 0x60, 0x5d, 0x63, 0x4c, 0x58, 0x5b, - 0x5f, 0x63, 0x58, 0x5b, 0x5f, 0x63, 0x58, 0x5b, 0x5f, 0x63, 0x55, 0x5a, 0x63, 0x61, 0x61, 0x5a, 0x63, 0x61, 0x61, 0x5a, 0x63, 0x61, 0x61, 0x5c, 0x40, 0x57, 0x5f, 0x5f, 0x54, 0x57, 0x5d, 0x5f, - 0x54, 0x61, 0x5d, 0x5e, 0x61, 0x61, 0x5d, 0x5b, 0x61, 0x61, 0x4f, 0x60, 0x61, 0x5b, 0x4b, 0x60, 0x5f, 0x5f, 0x52, 0x60, 0x5b, 0x5f, 0x52, 0x4b, 0x59, 0x5f, 0x52, 0x5e, 0x59, 0x50, 0x5b, 0x5e, - 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-uint8_t maxpool2d_result_1[4*16*16] = { - 0x43, 0x55, 0x52, 0x5f, 0x36, 0x63, 0x56, 0x5b, 0x5d, 0x61, 0x60, 0x5b, 0x54, 0x45, 0x58, 0x60, 0x59, 0x5d, 0x60, 0x5b, 0x4d, 0x3f, 0x5b, 0x62, 0x55, 0x4c, 0x46, 0x5e, 0x54, 0x5e, 0x52, 0x5e, - 0x44, 0x60, 0x4b, 0x5d, 0x5c, 0x5f, 0x47, 0x55, 0x57, 0x5b, 0x29, 0x5b, 0x63, 0x47, 0x3f, 0x5d, 0x5d, 0x38, 0x43, 0x5b, 0x5f, 0x5e, 0x55, 0x4c, 0x40, 0x61, 0x61, 0x5a, 0x60, 0x57, 0x5a, 0x5c, - 0x40, 0x57, 0x5f, 0x55, 0x54, 0x53, 0x5d, 0x5e, 0x61, 0x61, 0x4f, 0x4e, 0x5f, 0x5b, 0x43, 0x39, 0x38, 0x5f, 0x52, 0x4b, 0x50, 0x50, 0x5b, 0x52, 0x53, 0x4a, 0x59, 0x63, 0x46, 0x36, 0x40, 0x37, - 0x40, 0x5b, 0x51, 0x61, 0x4e, 0x45, 0x60, 0x4a, 0x4c, 0x63, 0x4d, 0x3e, 0x41, 0x5a, 0x60, 0x48, 0x48, 0x4c, 0x58, 0x56, 0x59, 0x63, 0x4d, 0x49, 0x63, 0x3a, 0x3c, 0x58, 0x5f, 0x5e, 0x48, 0x27, - 0x62, 0x4d, 0x5a, 0x58, 0x42, 0x57, 0x5c, 0x54, 0x5c, 0x45, 0x59, 0x38, 0x60, 0x3c, 0x3e, 0x3f, 0x58, 0x5d, 0x1e, 0x3d, 0x5a, 0x50, 0x44, 0x55, 0x4c, 0x50, 0x4c, 0x62, 0x32, 0x51, 0x34, 0x52, - 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-uint8_t maxpool2d_result_4[1*32*32] = { - 0x40, 0x5b, 0x61, 0x5c, 0x32, 0x5f, 0x53, 0x50, 0x33, 0x45, 0x5d, 0x63, 0x57, 0x5e, 0x5a, 0x61, 0x59, 0x53, 0x46, 0x2f, 0x59, 0x58, 0x48, 0x57, 0x23, 0x33, 0x61, 0x5c, 0x62, 0x62, 0x59, 0x63, - 0x46, 0x55, 0x5f, 0x27, 0x45, 0x3a, 0x4c, 0x5a, 0x5e, 0x59, 0x5f, 0x4c, 0x56, 0x4b, 0x3d, 0x61, 0x5d, 0x2d, 0x5f, 0x35, 0x5c, 0x2a, 0x43, 0x5f, 0x4a, 0x4d, 0x58, 0x62, 0x58, 0x4a, 0x54, 0x31, - 0x4d, 0x52, 0x4a, 0x62, 0x5c, 0x5b, 0x2f, 0x5c, 0x46, 0x58, 0x44, 0x61, 0x62, 0x4b, 0x43, 0x56, 0x2e, 0x46, 0x5c, 0x4e, 0x3e, 0x5e, 0x28, 0x32, 0x4c, 0x57, 0x49, 0x55, 0x51, 0x63, 0x2f, 0x4f, - 0x62, 0x5d, 0x5c, 0x36, 0x28, 0x53, 0x53, 0x41, 0x54, 0x33, 0x3f, 0x63, 0x5e, 0x3b, 0x60, 0x58, 0x5b, 0x52, 0x53, 0x40, 0x5e, 0x2f, 0x43, 0x5f, 0x4d, 0x43, 0x55, 0x5a, 0x58, 0x51, 0x59, 0x56, - 0x4a, 0x1f, 0x47, 0x60, 0x3e, 0x43, 0x5e, 0x42, 0x62, 0x5c, 0x63, 0x5b, 0x53, 0x5c, 0x55, 0x42, 0x41, 0x61, 0x59, 0x51, 0x5c, 0x61, 0x53, 0x54, 0x5c, 0x5b, 0x48, 0x48, 0x60, 0x58, 0x60, 0x4b, - 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0x43, 0x56, 0x56, 0x2d, 0x55, 0x56, 0x62, 0x5b, 0x5f, 0x43, 0x54, 0x42, 0x61, 0x5b, 0x62, 0x4b, 0x5b, 0x3f, 0x5a, 0x5d, 0x63, 0x5b, 0x49, 0x3b, 0x4c, 0x3a, 0x36, 0x37, 0x51, 0x57, 0x50, 0x56, - 0x45, 0x5b, 0x44, 0x5f, 0x59, 0x4e, 0x46, 0x4b, 0x4e, 0x52, 0x57, 0x55, 0x50, 0x5e, 0x5d, 0x2c, 0x5d, 0x62, 0x42, 0x57, 0x24, 0x63, 0x5f, 0x5f, 0x4c, 0x54, 0x4f, 0x60, 0x5b, 0x4e, 0x5d, 0x4c, - 0x4b, 0x63, 0x58, 0x63, 0x48, 0x5d, 0x55, 0x4e, 0x26, 0x63, 0x3e, 0x34, 0x4e, 0x5c, 0x49, 0x41, 0x63, 0x3c, 0x58, 0x63, 0x39, 0x5b, 0x25, 0x49, 0x45, 0x50, 0x5c, 0x4a, 0x59, 0x32, 0x3b, 0x5f, -}; - - -uint8_t maxpool2d_result_5[1*33*33] = { - 0x03, 0x45, 0x61, 0x5a, 0x1c, 0x26, 0x4e, 0x50, 0x3f, 0x45, 0x2d, 0x5d, 0x63, 0x33, 0x5e, 0x5a, 0x61, 0x50, 0x4e, 0x2f, 0x0b, 0x59, 0x58, 0x30, 0x19, 0x23, 0x61, 0x46, 0x62, 0x58, 0x3d, 0x59, - 0x63, 0x40, 0x5b, 0x37, 0x5a, 0x5c, 0x5f, 0x4c, 0x53, 0x2f, 0x5e, 0x5d, 0x2d, 0x46, 0x32, 0x5d, 0x61, 0x5d, 0x53, 0x4f, 0x5f, 0x50, 0x48, 0x25, 0x5a, 0x57, 0x33, 0x4d, 0x5c, 0x1c, 0x62, 0x60, - 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-uint8_t maxpool2d_result_10[4*15*15] = { - 0x60, 0x63, 0x5a, 0x5f, 0x3b, 0x63, 0x60, 0x5f, 0x5d, 0x61, 0x60, 0x5e, 0x5d, 0x61, 0x60, 0x60, 0x59, 0x5f, 0x60, 0x5b, 0x59, 0x5f, 0x5b, 0x62, 0x55, 0x4c, 0x5b, 0x63, 0x54, 0x5e, 0x53, 0x63, - 0x5c, 0x60, 0x51, 0x5d, 0x5c, 0x60, 0x51, 0x5b, 0x61, 0x5b, 0x60, 0x5d, 0x63, 0x63, 0x60, 0x5d, 0x5d, 0x5a, 0x60, 0x5b, 0x5f, 0x63, 0x58, 0x5b, 0x59, 0x63, 0x61, 0x5a, 0x63, 0x56, 0x48, 0x58, - 0x62, 0x5e, 0x5f, 0x5e, 0x62, 0x61, 0x5d, 0x5e, 0x61, 0x61, 0x5d, 0x4e, 0x61, 0x5f, 0x51, 0x39, 0x5b, 0x5f, 0x52, 0x4b, 0x5a, 0x5d, 0x5b, 0x63, 0x5a, 0x50, 0x5b, 0x63, 0x46, 0x59, 0x59, 0x52, - 0x62, 0x5b, 0x51, 0x62, 0x62, 0x45, 0x60, 0x62, 0x63, 0x63, 0x60, 0x4c, 0x63, 0x5a, 0x60, 0x4c, 0x63, 0x63, 0x58, 0x58, 0x5b, 0x63, 0x55, 0x61, 0x4f, 0x57, 0x5b, 0x5f, 0x62, 0x5e, 0x60, 0x47, - 0x62, 0x5e, 0x60, 0x58, 0x56, 0x57, 0x5c, 0x58, 0x5c, 0x45, 0x5d, 0x54, 0x60, 0x5d, 0x4a, 0x50, 0x5a, 0x5d, 0x5c, 0x4f, 0x5a, 0x50, 0x5c, 0x5a, 0x4f, 0x50, 0x62, 0x62, 0x62, 0x51, 0x62, 0x62, - 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-uint8_t maxpool2d_result_11[4*16*16] = { - 0x60, 0x55, 0x5a, 0x5c, 0x43, 0x63, 0x56, 0x5f, 0x2e, 0x61, 0x60, 0x57, 0x5d, 0x3a, 0x58, 0x60, 0x54, 0x5d, 0x60, 0x60, 0x59, 0x5d, 0x54, 0x62, 0x55, 0x4c, 0x5b, 0x62, 0x55, 0x5e, 0x52, 0x5e, - 0x54, 0x5e, 0x52, 0x5e, 0x5c, 0x60, 0x4b, 0x5d, 0x57, 0x5f, 0x47, 0x5b, 0x63, 0x5b, 0x3f, 0x5d, 0x63, 0x47, 0x43, 0x44, 0x5f, 0x5e, 0x55, 0x5b, 0x5f, 0x5e, 0x55, 0x5a, 0x54, 0x61, 0x61, 0x58, - 0x63, 0x55, 0x5a, 0x5c, 0x5f, 0x57, 0x5f, 0x5f, 0x40, 0x57, 0x5f, 0x5e, 0x5d, 0x61, 0x5d, 0x60, 0x61, 0x5d, 0x4b, 0x60, 0x5f, 0x5f, 0x52, 0x5e, 0x4d, 0x3f, 0x5b, 0x5e, 0x53, 0x50, 0x5b, 0x63, - 0x53, 0x49, 0x59, 0x56, 0x46, 0x60, 0x51, 0x61, 0x57, 0x5f, 0x60, 0x61, 0x57, 0x63, 0x60, 0x43, 0x50, 0x63, 0x60, 0x48, 0x5f, 0x5e, 0x58, 0x5b, 0x5f, 0x63, 0x58, 0x56, 0x59, 0x61, 0x61, 0x49, - 0x63, 0x3a, 0x48, 0x58, 0x5f, 0x5e, 0x5f, 0x55, 0x62, 0x5e, 0x60, 0x55, 0x54, 0x57, 0x5d, 0x58, 0x61, 0x57, 0x5c, 0x54, 0x60, 0x5b, 0x59, 0x4b, 0x60, 0x5d, 0x52, 0x4b, 0x5a, 0x59, 0x5b, 0x55, - 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-uint8_t maxpool2d_result_16[16*7*7] = { - 0x41, 0x5c, 0x4b, 0x59, 0x5e, 0x60, 0x5d, 0x60, 0x4c, 0x5e, 0x5d, 0x5d, 0x55, 0x62, 0x51, 0x4e, 0x5d, 0x5e, 0x5f, 0x44, 0x5c, 0x61, 0x57, 0x61, 0x56, 0x4d, 0x58, 0x54, 0x5f, 0x56, 0x51, 0x4e, - 0x5d, 0x62, 0x5f, 0x5e, 0x5f, 0x61, 0x5d, 0x52, 0x56, 0x52, 0x58, 0x5f, 0x5f, 0x4b, 0x51, 0x49, 0x5a, 0x62, 0x5d, 0x62, 0x49, 0x48, 0x63, 0x5f, 0x55, 0x3a, 0x60, 0x5f, 0x5e, 0x63, 0x52, 0x49, - 0x62, 0x60, 0x59, 0x62, 0x62, 0x5d, 0x28, 0x5f, 0x55, 0x55, 0x54, 0x5f, 0x60, 0x63, 0x54, 0x48, 0x62, 0x60, 0x5a, 0x60, 0x62, 0x5f, 0x3a, 0x5f, 0x47, 0x60, 0x50, 0x51, 0x57, 0x60, 0x48, 0x5e, - 0x3a, 0x5d, 0x5a, 0x63, 0x51, 0x5b, 0x5f, 0x5f, 0x5d, 0x5f, 0x58, 0x5f, 0x57, 0x60, 0x63, 0x58, 0x4d, 0x5c, 0x60, 0x5d, 0x49, 0x55, 0x5d, 0x58, 0x4f, 0x63, 0x54, 0x54, 0x62, 0x53, 0x48, 0x62, - 0x58, 0x5e, 0x4b, 0x54, 0x5d, 0x63, 0x57, 0x58, 0x4f, 0x55, 0x60, 0x54, 0x63, 0x53, 0x51, 0x61, 0x59, 0x5e, 0x63, 0x5c, 0x5f, 0x5a, 0x61, 0x63, 0x5c, 0x5a, 0x51, 0x5f, 0x63, 0x4b, 0x63, 0x5e, - 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-uint8_t avepool_nonsquare_result_1[4*6*29] = { - 0x55, 0x62, 0x5a, 0x7d, 0x57, 0x69, 0x5b, 0x70, 0x61, 0x65, 0x63, 0x5b, 0x6b, 0x66, 0x62, 0x55, 0x60, 0x5d, 0x6b, 0x58, 0x6a, 0x5d, 0x75, 0x5f, 0x52, 0x64, 0x5a, 0x79, 0x59, 0x5f, 0x55, 0x6c, - 0x6f, 0x60, 0x5f, 0x5a, 0x73, 0x66, 0x59, 0x5b, 0x67, 0x60, 0x67, 0x59, 0x68, 0x60, 0x76, 0x63, 0x59, 0x6b, 0x6a, 0x70, 0x5b, 0x67, 0x5f, 0x5c, 0x6b, 0x63, 0x6c, 0x4d, 0x65, 0x6e, 0x59, 0x54, - 0x66, 0x69, 0x61, 0x56, 0x6c, 0x6a, 0x76, 0x59, 0x69, 0x61, 0x66, 0x6d, 0x64, 0x60, 0x5f, 0x54, 0x6d, 0x5f, 0x71, 0x4e, 0x5e, 0x6b, 0x5e, 0x51, 0x5f, 0x6e, 0x64, 0x58, 0x6c, 0x65, 0x6d, 0x5b, - 0x67, 0x5d, 0x64, 0x66, 0x64, 0x61, 0x68, 0x52, 0x63, 0x5c, 0x70, 0x55, 0x5c, 0x61, 0x5b, 0x60, 0x61, 0x62, 0x63, 0x65, 0x62, 0x5d, 0x69, 0x60, 0x64, 0x56, 0x53, 0x65, 0x62, 0x62, 0x59, 0x59, - 0x63, 0x6b, 0x65, 0x5d, 0x5d, 0x65, 0x62, 0x72, 0x5c, 0x69, 0x67, 0x72, 0x5b, 0x5a, 0x62, 0x65, 0x55, 0x57, 0x54, 0x62, 0x59, 0x66, 0x5f, 0x65, 0x57, 0x70, 0x68, 0x6f, 0x5c, 0x60, 0x6a, 0x7a, - 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-uint8_t avepool_nonsquare_result_13[1*13*26] = { - 0x37, 0x34, 0x2e, 0x22, 0x2b, 0x2e, 0x31, 0x22, 0x22, 0x32, 0x39, 0x37, 0x3e, 0x2f, 0x31, 0x30, 0x2f, 0x2f, 0x2d, 0x27, 0x26, 0x2a, 0x34, 0x33, 0x2f, 0x34, 0x35, 0x34, 0x27, 0x23, 0x26, 0x29, - 0x2d, 0x2f, 0x30, 0x2c, 0x29, 0x2e, 0x32, 0x28, 0x2e, 0x2f, 0x32, 0x33, 0x38, 0x37, 0x34, 0x2f, 0x2c, 0x2f, 0x30, 0x30, 0x30, 0x34, 0x30, 0x32, 0x36, 0x34, 0x33, 0x2e, 0x2c, 0x31, 0x35, 0x2e, - 0x30, 0x34, 0x32, 0x35, 0x35, 0x37, 0x32, 0x2d, 0x2e, 0x29, 0x2e, 0x2e, 0x2b, 0x2f, 0x30, 0x2e, 0x2b, 0x2e, 0x2f, 0x35, 0x3a, 0x34, 0x32, 0x29, 0x1f, 0x26, 0x28, 0x29, 0x2b, 0x2d, 0x30, 0x33, - 0x31, 0x31, 0x32, 0x2b, 0x2a, 0x28, 0x2a, 0x27, 0x36, 0x34, 0x2c, 0x2a, 0x2c, 0x2f, 0x2f, 0x32, 0x2e, 0x36, 0x30, 0x2f, 0x31, 0x34, 0x2f, 0x32, 0x31, 0x31, 0x2a, 0x29, 0x2a, 0x2b, 0x2f, 0x2f, - 0x2e, 0x30, 0x32, 0x2e, 0x2e, 0x2d, 0x2d, 0x31, 0x35, 0x37, 0x33, 0x2c, 0x28, 0x29, 0x2c, 0x31, 0x2e, 0x2f, 0x34, 0x35, 0x36, 0x32, 0x2f, 0x32, 0x30, 0x31, 0x30, 0x2f, 0x32, 0x36, 0x36, 0x36, - 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-uint8_t avepool_nonsquare_result_14[1*30*29] = { - 0x30, 0x2b, 0x30, 0x2b, 0x2f, 0x2e, 0x2d, 0x29, 0x29, 0x32, 0x35, 0x34, 0x37, 0x3b, 0x3c, 0x38, 0x36, 0x2c, 0x2a, 0x27, 0x2f, 0x2d, 0x30, 0x2c, 0x2d, 0x2d, 0x34, 0x32, 0x31, 0x2b, 0x30, 0x29, - 0x31, 0x2b, 0x32, 0x2e, 0x2d, 0x29, 0x2b, 0x31, 0x2f, 0x2d, 0x30, 0x36, 0x39, 0x35, 0x34, 0x2d, 0x30, 0x2b, 0x30, 0x2c, 0x32, 0x2e, 0x2e, 0x2d, 0x31, 0x30, 0x30, 0x2b, 0x2d, 0x2e, 0x32, 0x2c, - 0x2c, 0x2b, 0x2f, 0x2c, 0x2e, 0x2f, 0x31, 0x2e, 0x31, 0x35, 0x3a, 0x36, 0x33, 0x2d, 0x2f, 0x2d, 0x30, 0x30, 0x32, 0x2d, 0x2d, 0x2d, 0x35, 0x32, 0x32, 0x2e, 0x30, 0x30, 0x2e, 0x2a, 0x2a, 0x2d, - 0x31, 0x2f, 0x30, 0x31, 0x2f, 0x2c, 0x2d, 0x35, 0x38, 0x36, 0x32, 0x32, 0x33, 0x30, 0x31, 0x30, 0x32, 0x29, 0x2c, 0x2c, 0x37, 0x30, 0x33, 0x2f, 0x34, 0x34, 0x32, 0x2b, 0x26, 0x2b, 0x2e, 0x33, - 0x33, 0x33, 0x2e, 0x2c, 0x2a, 0x31, 0x31, 0x34, 0x30, 0x32, 0x2e, 0x2c, 0x2b, 0x2e, 0x2e, 0x29, 0x2d, 0x2d, 0x35, 0x30, 0x35, 0x32, 0x35, 0x35, 0x30, 0x2a, 0x26, 0x2c, 0x2e, 0x33, 0x31, 0x35, - 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0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x70, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x71, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x78, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x69, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x77, 0x7f, 0x7f, 0x7e, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, - 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7e, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, 0x7f, -}; - diff --git a/tests/validation_xt800/valid_data/q15_conv_basic.dat b/tests/validation_xt800/valid_data/q15_conv_basic.dat deleted file mode 100644 index 7e4a4c69..00000000 --- a/tests/validation_xt800/valid_data/q15_conv_basic.dat +++ /dev/null @@ -1,21423 +0,0 @@ - /* --------------------------------------------------------------------------- - * Copyright (C) 2016 CSKY Limited. All rights reserved. - * - * Redistribution and use of this software in source and binary forms, - * with or without modification, are permitted provided that the following - * conditions are met: - * * Redistributions of source code must retain the above copyright notice, - * this list of conditions and the following disclaimer. - * * Redistributions in binary form must reproduce the above copyright notice, - * this list of conditions and the following disclaimer in the documentation - * and/or other materials provided with the distribution. - * * Neither the name of CSKY Ltd. nor the names of CSKY's contributors may - * be used to endorse or promote products derived from this software without - * specific prior written permission of CSKY Ltd. - * - * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" - * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, - * THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR - * PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS - * BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, - * OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF - * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS - * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN - * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) - * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF - * THE POSSIBILITY OF SUCH DAMAGE. - * -------------------------------------------------------------------------- */ - - /* for input data, the dim is ch_im_in*dim_im_in*dim_im_in */ - -uint16_t q15_conv_input_0[16*32*32] = { - 0x0393, 0x0306, 0x015d, 0xfe84, 0x002a, 0x036a, 0xffa3, 0xfe3d, 0xff77, 0xfd33, 0xfee4, 0x0308, 0x0176, 0xfc4b, 0xfee2, 0xfc82, - 0xfc9c, 0x0345, 0x036a, 0xfc3c, 0xffb1, 0xfd5d, 0xfccf, 0xfd3c, 0x0237, 0xfe65, 0x0389, 0x002b, 0xfd7c, 0xfe4a, 0x014d, 0x036b, - 0x0110, 0x0391, 0x0352, 0x0130, 0xfea1, 0x01bd, 0xff4a, 0xfd87, 0x03ba, 0xfcc4, 0xfd89, 0x037b, 0xff86, 0xfe79, 0xfd72, 0x03ce, - 0xff3e, 0x00d3, 0x0194, 0x036d, 0xfe0d, 0x0077, 0xfe85, 0x0182, 0xff79, 0x0146, 0x02e8, 0xfc4e, 0xff3b, 0xfee9, 0x027a, 0x018c, - 0x039a, 0xfd20, 0x00be, 0xfe7b, 0x0368, 0x01af, 0x0142, 0xfddb, 0x031c, 0xfc27, 0x0203, 0x004d, 0x01bc, 0xfd85, 0x035a, 0x0235, - 0x0010, 0xfedb, 0x00d7, 0xfd68, 0xfdcb, 0xff5a, 0x0006, 0xfdbb, 0xffe4, 0xff89, 0xff23, 0xfe0b, 0x032b, 0x005d, 0xfc30, 0xfdac, - 0x027e, 0x0303, 0xfcdd, 0x0185, 0xfe1c, 0xfeb5, 0xff8d, 0xff62, 0xfc89, 0x01b0, 0x0113, 0x0175, 0x02c3, 0xfe4a, 0xfe82, 0xfdfd, - 0xffce, 0x01e1, 0xfce1, 0xfe37, 0xfcc6, 0xffb0, 0xfd48, 0x02e5, 0x02f3, 0x0168, 0xfe31, 0xfc37, 0xfdc0, 0xfd63, 0xff87, 0x0209, - 0xff6b, 0xfff4, 0xfec4, 0x0153, 0x03d3, 0xfe73, 0xfd4f, 0xffb5, 0xfefd, 0xfd7e, 0x0352, 0xfe2d, 0x012f, 0xfe52, 0x014a, 0xfc26, - 0xff7d, 0xffaa, 0x0327, 0x0233, 0xfc9d, 0xfd7d, 0xfe86, 0xffd3, 0x0188, 0x0212, 0xfe95, 0xff54, 0x001e, 0x0102, 0x0091, 0x0108, - 0xfd7b, 0xfcc8, 0xff2e, 0x03a1, 0x03a3, 0xff62, 0x0011, 0x03c6, 0xfcc1, 0x032d, 0x003e, 0xfeca, 0xfdef, 0x00ea, 0x0123, 0x0063, - 0xfedb, 0x0075, 0x0074, 0xfecb, 0xfda8, 0xfe76, 0x011f, 0xfc1c, 0xfd3a, 0xfc8f, 0x00f8, 0xfd19, 0xfec6, 0xfd92, 0xfd52, 0xfeb4, - 0xfe8d, 0x01f4, 0x01f5, 0xfd56, 0x00da, 0x02e8, 0xfe81, 0xfe88, 0xfc1b, 0x0393, 0xff9e, 0x0287, 0xfd02, 0xfe2a, 0x005e, 0x0173, - 0x01bd, 0xffba, 0xfe2e, 0x007e, 0x0176, 0xfef9, 0xff5d, 0xfeb2, 0xfcd4, 0x00f1, 0x0269, 0xfdae, 0xff80, 0xfc5d, 0xff39, 0xfec8, - 0x011d, 0xff5e, 0xff8b, 0xfce3, 0xfe07, 0x0009, 0xffd6, 0x0037, 0x01a4, 0xfe2f, 0x0357, 0xfeab, 0x02ff, 0x03d8, 0xfd76, 0xfd09, - 0xfe29, 0xfd5e, 0xff86, 0xfda9, 0x00c8, 0xfeb7, 0xff2b, 0x021a, 0x0284, 0x0338, 0xfd20, 0xfe32, 0x00f8, 0xfcb7, 0xfdd0, 0x0353, - 0xfe2e, 0x00d0, 0xfc84, 0x0377, 0x0191, 0x039c, 0x0334, 0x0060, 0xfc9b, 0xfdc2, 0x0292, 0xfdb4, 0xfca2, 0xfeb3, 0xfc95, 0x0247, - 0x036a, 0xff1c, 0x028d, 0xfc61, 0xfe36, 0x0205, 0x0213, 0x03ba, 0x03dd, 0x0255, 0x0089, 0xfd8d, 0x0240, 0x0168, 0xff68, 0x00dc, - 0x0360, 0x0235, 0x0191, 0x01dd, 0xfc52, 0x00e3, 0x0014, 0xffb9, 0x0108, 0xfcad, 0x019f, 0x00fd, 0x0302, 0xfed4, 0x0152, 0xfdbf, - 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0xfcab, 0x012c, 0xfdcf, 0x023c, 0xfca1, 0xfde8, 0x00a6, 0x015a, 0x03c1, 0x00fc, 0xff5a, 0xffa2, 0x00e5, 0x02f7, 0xfca0, 0x0234, - 0x0394, 0x00d5, 0xfee8, 0xfc57, 0xfca6, 0x011b, 0x0110, 0xfd04, 0xfc97, 0x0183, 0xfcbf, 0xff5e, 0x02ea, 0x03e0, 0xfc20, 0xff8a, - 0xfc5d, 0xfcdf, 0x01e3, 0xffd2, 0xfeae, 0x031d, 0x022b, 0xfd4b, 0xfd28, 0x0343, 0xfd95, 0x0078, 0xfd8e, 0x0082, 0xfe70, 0xfcb1, - 0xffa6, 0xfc81, 0x0318, 0xfdf7, 0x01aa, 0x023e, 0x0068, 0xfcd3, 0x028a, 0x0017, 0xfe71, 0xff9b, 0xfd30, 0x026d, 0xfd61, 0x0063, - 0x01bb, 0xffd9, 0xfca1, 0xfebc, 0xfe7d, 0xfe87, 0xfd7d, 0xfcba, 0x03de, 0xff97, 0xfc7b, 0x026b, 0x0354, 0xfe4f, 0xfe2f, 0x035f, - 0x0170, 0x00d6, 0xfcf8, 0x02c0, 0x018b, 0x02a2, 0xfda3, 0x005d, 0xfcc1, 0xfc18, 0xfe04, 0x01e4, 0xfecf, 0x038e, 0x0274, 0xfe22, - 0x0127, 0x006a, 0xfc78, 0x039b, 0xfedb, 0x02dd, 0x01d3, 0xfd0e, 0xfc48, 0xff2b, 0xff21, 0x0390, 0x019b, 0xfc73, 0x026a, 0xfe49, - 0xffb7, 0x006a, 0xfcb2, 0x0020, 0x0142, 0xfe04, 0xfccc, 0x007c, 0xfc5c, 0xffd1, 0x02fa, 0x01f9, 0x0379, 0xfc50, 0xfec7, 0xfce4, - 0x0346, 0x02c9, 0xfe66, 0x00fc, 0xfd32, 0x01c0, 0xfc4b, 0xffe5, 0xfd5e, 0x027c, 0x0319, 0x02e6, 0x0112, 0xfffc, 0xfd31, 0xfd50, - 0xff4e, 0x0234, 0xfde9, 0x0099, 0xfed6, 0x006c, 0xff92, 0xfddb, 0x012a, 0xfe41, 0xff23, 0x0053, 0xff74, 0x01c2, 0x0359, 0xfc5e, - 0x0159, 0x0349, 0x0171, 0x0222, 0x007c, 0x03c4, 0xfcdf, 0xfd33, 0xfc9f, 0x00b5, 0x00c9, 0x03e1, 0xfece, 0x0119, 0xff5e, 0x021a, - 0xfda8, 0x022a, 0xfc7c, 0x012d, 0x030b, 0xfd97, 0xffbe, 0xfd5b, 0xff10, 0x0133, 0xfe54, 0xffa9, 0xffe2, 0x02e8, 0xfe06, 0x036b, - 0xfe17, 0xfda0, 0x03ce, 0x01f5, 0xfc25, 0xfd5d, 0x018e, 0xff4a, 0xffe5, 0x0202, 0xfe0c, 0x0219, 0xfdd5, 0xfcf2, 0x02a0, 0xff7f, - 0x0205, 0xfd71, 0x0097, 0xfe38, 0xfe77, 0xffb1, 0xfd81, 0x00a5, 0x0288, 0x0164, 0x02b6, 0x0036, 0xfd50, 0xff53, 0x030c, 0xfd01, - 0xfde7, 0xfd39, 0xff18, 0xfeaf, 0xfd8b, 0xfd19, 0x0399, 0x02b8, 0x021c, 0x0398, 0xfffe, 0x00c7, 0xfddb, 0x00b9, 0xfe91, 0x0150, - 0xffbd, 0x0150, 0xfcb9, 0x0343, 0xfe8b, 0x038a, 0x00b2, 0xfccb, 0x0388, 0x01f2, 0x027b, 0xfddf, 0x01be, 0xfc95, 0x01cf, 0x0018, - 0x03b2, 0xfcdc, 0x01d5, 0x002f, 0x032e, 0x03be, 0xfcc7, 0xfd3b, 0x02c2, 0x0207, 0x0271, 0x00ef, 0x02d6, 0xfe84, 0xff8a, 0xff01, - 0xfd43, 0xffb4, 0xfd4b, 0xffeb, 0xfe7d, 0x0290, 0x0113, 0x000d, 0x005c, 0xfc8b, 0xfe79, 0x011f, 0xfc34, 0x011c, 0xfd47, 0xfefe, - 0xfd96, 0xfcf3, 0x0156, 0xfdb5, 0xfd43, 0xfcfc, 0xfd46, 0xfdbf, 0x0053, 0x01ae, 0x027f, 0xfe25, 0x0209, 0x0105, 0xfe65, 0xfcd6, - 0xfd7a, 0xfdfb, 0xfe87, 0xfd20, 0x03d2, 0x0377, 0xffc2, 0x03d8, 0x00a3, 0xfe04, 0x02b3, 0xfcbe, 0xfdcd, 0xff6b, 0xfdb3, 0x025b, - 0xfda5, 0x03a8, 0x0390, 0x0092, 0x0227, 0xfd51, 0x0221, 0x008a, 0x0005, 0xfda4, 0x004a, 0x0016, 0xfd5a, 0xfe78, 0x0157, 0x01c0, - 0x0019, 0xfc2f, 0x03c1, 0xfc22, 0x0365, 0x03da, 0x0151, 0xff03, 0xfe9e, 0x0038, 0xffc6, 0x03c8, 0x00a2, 0xfeca, 0xfed2, 0x00c7, - 0x019c, 0x0399, 0xfebd, 0xfc86, 0xfe27, 0xfe4d, 0x0351, 0x0189, 0xff01, 0xfe81, 0x0285, 0xfe7f, 0xfce2, 0xfea9, 0xfcdf, 0xfd11, - 0xfc79, 0xfd7a, 0x01c6, 0xfe3e, 0x0070, 0xfd27, 0xfc52, 0x0140, 0xff28, 0x02a4, 0x0232, 0x003b, 0xfd3a, 0x01fd, 0xff80, 0xfe9c, - 0xfcc4, 0xfd42, 0xff4a, 0x0191, 0x0108, 0x0396, 0x011b, 0x02fc, 0xfe68, 0xfe3b, 0xfff3, 0x02f6, 0xfc9f, 0x0084, 0xfeb5, 0xfd14, - 0xfd65, 0xfcab, 0xfe8f, 0x00d3, 0xfd89, 0x018e, 0x018d, 0x0037, 0x0028, 0x0059, 0xff2f, 0x0053, 0x0343, 0x00c0, 0xfc23, 0xfe83, - 0x0167, 0xfdfb, 0xfe2c, 0xfda7, 0xfc66, 0x00fd, 0xfed1, 0xfe75, 0x020f, 0xfc1a, 0xfeb9, 0xfc84, 0x0002, 0x014f, 0x033c, 0xfecd, - 0xfdd2, 0xff40, 0xfe8c, 0xfc89, 0x00aa, 0x0053, 0x02a8, 0x03c4, 0x0119, 0xff1a, 0xfdf5, 0x0020, 0xfd39, 0xffef, 0x024d, 0x008a, - 0xfce8, 0xff62, 0xff81, 0x01f1, 0xfe3c, 0xfc68, 0x00b3, 0xfc3a, 0xffd0, 0x03df, 0x0082, 0x02cf, 0x025a, 0x0026, 0xfd53, 0x019a, -}; - -uint16_t q15_conv_input_1[16*32*32] = { - 0xffeb, 0xfc48, 0xfe4f, 0x02cc, 0xff21, 0xfeb4, 0xfe74, 0xfdf2, 0x0379, 0xfd15, 0xfe1d, 0x0203, 0xff19, 0x0386, 0x03a5, 0xfdd8, - 0xfc7a, 0xfff3, 0x01dc, 0xfe7c, 0xffd2, 0xfc42, 0x00ba, 0x00a5, 0xfce4, 0x01b5, 0xfc7d, 0x013f, 0xfdf8, 0xfd7e, 0x0033, 0xfd41, - 0x03da, 0xfd7a, 0xfce6, 0x0187, 0xfc8e, 0x036c, 0x00f7, 0xffef, 0xffbc, 0x00b1, 0x0300, 0x0315, 0x0363, 0xfc26, 0x001b, 0x02d0, - 0x0193, 0x036d, 0x03d7, 0xfd23, 0x0220, 0x02f2, 0xfed9, 0x023d, 0xfc5e, 0x0146, 0x0364, 0xfda5, 0xfd5e, 0x014a, 0x019e, 0xff3b, - 0x035b, 0x03aa, 0xfc2e, 0x0062, 0x01f8, 0xfef4, 0xfcca, 0xff0a, 0xffdc, 0xff1a, 0xff9c, 0x00b9, 0x0181, 0x00ec, 0xff98, 0x01db, - 0xff07, 0xfe64, 0x020c, 0x015b, 0xff00, 0xff9b, 0x030d, 0x03cb, 0x022c, 0xff57, 0x03ce, 0xfe8c, 0x0187, 0xfe51, 0x018b, 0x0304, - 0x0141, 0xff58, 0xfe50, 0x00eb, 0xfc78, 0x0228, 0x0336, 0x0186, 0xfd23, 0xfde2, 0xfda3, 0xfd7e, 0xff28, 0xfdf5, 0x02a3, 0xfe6e, - 0xff20, 0xfec4, 0xfefe, 0xfe1e, 0xff66, 0xfe6f, 0x01d1, 0xfcb9, 0x01e6, 0x0270, 0xfc7e, 0x03d5, 0x0334, 0xfd74, 0xfed4, 0xfd0e, - 0xfd0a, 0x0245, 0xffd1, 0x0198, 0xfe48, 0xfdb3, 0x00be, 0x0365, 0xff6c, 0xfe6b, 0xfff7, 0x03e6, 0xfff3, 0xfcf0, 0x01af, 0xfe94, - 0x0186, 0x014e, 0xfc38, 0x002f, 0xff96, 0x02a6, 0x032f, 0x0136, 0xff88, 0x0386, 0xfcda, 0xff00, 0xfeb8, 0x030a, 0xfc93, 0x0344, - 0x017a, 0x029d, 0x0075, 0x0376, 0x0132, 0x0147, 0xffff, 0x026b, 0xff81, 0x0140, 0xff2c, 0x02f5, 0xfe4b, 0x03df, 0xff33, 0x0382, - 0xffe1, 0xff97, 0x0025, 0x012e, 0xfee0, 0xfe12, 0x0297, 0x00b6, 0xfd74, 0xfd56, 0x026b, 0x01cc, 0x025d, 0x00cf, 0x0046, 0xff00, - 0x02e8, 0xfda6, 0x022a, 0x029c, 0xfd0c, 0x0382, 0x0238, 0xfe69, 0xff1d, 0x0135, 0x0189, 0x0257, 0xffee, 0x003f, 0xff02, 0x01a2, - 0x0139, 0xffeb, 0xfd65, 0xfe42, 0xfdf4, 0xfefd, 0xfe27, 0xfc98, 0x021f, 0x0104, 0x025b, 0xfc96, 0x02f6, 0x0182, 0x0092, 0xfe7b, - 0xfefc, 0xff45, 0x0125, 0xfeb1, 0x005e, 0xfe73, 0x0311, 0x002d, 0xff99, 0x03c2, 0xffdf, 0xfe33, 0x0362, 0xffe9, 0xffe0, 0x02b1, - 0x00e6, 0x01bd, 0xfc1d, 0xfe28, 0xfcba, 0xfc84, 0xfc4f, 0xff2c, 0xfe3d, 0x0020, 0xff46, 0xfda4, 0x02d6, 0xfe2a, 0xfc51, 0x03d9, - 0x0120, 0xffd2, 0xff44, 0xfc5f, 0xffe5, 0x00b0, 0x0328, 0xfebe, 0xfca1, 0xfdf4, 0xfc6a, 0xfc1c, 0x02b0, 0xff88, 0xffbe, 0xffff, - 0xfc4e, 0xffd0, 0xfd4c, 0x0130, 0x0281, 0x0355, 0xfed7, 0xfcaf, 0xfcff, 0xfca1, 0xff0f, 0xff8d, 0xfff0, 0x004d, 0x020a, 0xffa2, - 0xfe6a, 0xfc53, 0x0118, 0x023e, 0x0046, 0xfed4, 0x01a6, 0x030f, 0xff9c, 0xffa6, 0xfe6b, 0xfdd3, 0xfc4d, 0xfc41, 0xfc3a, 0x0247, - 0x0381, 0xfca2, 0x0207, 0x0183, 0xfe6c, 0x0270, 0xfce3, 0x0004, 0x0189, 0x0272, 0x00cc, 0x03b5, 0x02b6, 0x0007, 0x03ae, 0x02ac, - 0xff76, 0x01a7, 0x0080, 0xfe40, 0xfc98, 0xfd4f, 0xfff2, 0xfd21, 0xfd9b, 0x0113, 0xfd75, 0x039b, 0xfd3c, 0x02e5, 0xffcd, 0xfff2, - 0x0040, 0xfd36, 0x008d, 0x004c, 0xfca5, 0x0238, 0xfd70, 0xffac, 0x0065, 0x00c2, 0xfd55, 0x0002, 0x007b, 0xffef, 0xfe08, 0x0308, - 0xfe74, 0x0351, 0x021a, 0x0242, 0xfe76, 0x002d, 0x004f, 0xff87, 0xfea4, 0x02bd, 0xfd4e, 0xfcd4, 0x0124, 0x01d1, 0xfc63, 0x00c0, - 0xfcc8, 0x004a, 0x019c, 0x0083, 0xff50, 0xfc3a, 0x0086, 0xfee5, 0x028c, 0x0187, 0x022e, 0x027c, 0xfc2e, 0xffbc, 0x0037, 0xfe8e, - 0xfee2, 0xfc84, 0xfce0, 0x01ba, 0x0073, 0x0176, 0x0306, 0x0279, 0xfcb7, 0x014e, 0x02ab, 0x0310, 0x02dd, 0xff20, 0xfdad, 0xfc21, - 0xfd18, 0xff02, 0xfe45, 0xff39, 0xfe39, 0xfe90, 0x0199, 0x03dc, 0xfece, 0xfc45, 0xfd9b, 0xfc35, 0x01ce, 0x00fc, 0xffb9, 0x0279, - 0xffa0, 0xfd44, 0x00e2, 0x02a9, 0x02a1, 0xffb7, 0xfdc6, 0x027c, 0x0058, 0xfdab, 0x0124, 0xfed5, 0x0291, 0xfddf, 0xff59, 0xfc30, - 0x0392, 0xfe59, 0x0202, 0xfde0, 0xfce4, 0x0053, 0xfee3, 0xfc2d, 0x02a4, 0xfd2a, 0x0052, 0xfcd5, 0x0310, 0xfd79, 0x0037, 0xfd69, - 0x0382, 0x0167, 0x0114, 0x039b, 0x01ad, 0x0195, 0xff6a, 0x03b0, 0x004d, 0xfc1a, 0x0050, 0x00f8, 0xfed7, 0xfc4b, 0xff2f, 0xff34, - 0x0007, 0xfdf8, 0x0275, 0xfdbf, 0x009f, 0xfdad, 0xfc96, 0xfdc9, 0xffe7, 0x0323, 0xff9a, 0xfc5f, 0x0328, 0xfe00, 0xfc90, 0x0273, - 0xfe79, 0xff7f, 0x00e4, 0xfe50, 0x01db, 0x023f, 0x03dc, 0x0033, 0xfd50, 0xfc9f, 0x0260, 0xfd25, 0x0231, 0xfdd5, 0x0381, 0x023e, - 0xffc0, 0xfc6c, 0xfc97, 0xfe26, 0x030d, 0x005a, 0xfc6b, 0x0091, 0xfc58, 0x01f3, 0xfc98, 0xfe59, 0x000a, 0xffd1, 0xfc27, 0x0084, - 0x03b6, 0xffc1, 0xfe77, 0xfd65, 0xfe82, 0xffdd, 0x02b2, 0xfc64, 0xffca, 0x01cd, 0x01ab, 0x031a, 0xfc42, 0x02cb, 0x0055, 0x01ca, - 0xfd70, 0x017b, 0xfebe, 0xfdbb, 0xfd8d, 0xfd77, 0xfe14, 0x03a6, 0xfedf, 0x030c, 0x03bf, 0xfd08, 0x0115, 0xfedf, 0xfdcf, 0x03af, - 0x0371, 0x03d7, 0x0027, 0x02c5, 0xfcc4, 0xfc62, 0x026e, 0xfdaa, 0x01b3, 0xfdee, 0xffc4, 0xfcc9, 0x0231, 0xfc57, 0x001e, 0x0163, - 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0x00da, 0xfc57, 0xfc3a, 0xfcec, 0x03c6, 0xff8b, 0xfe41, 0xff86, 0x0332, 0x03b5, 0x00d9, 0x0207, 0x004c, 0xfe2e, 0x02de, 0x0277, - 0x0124, 0x0376, 0x0251, 0xfd99, 0x0128, 0x0008, 0x0093, 0x033b, 0x031e, 0x0297, 0xff78, 0xfda6, 0xfe9d, 0x0119, 0xfda3, 0x02f1, - 0xff5d, 0xfcb5, 0x018e, 0xfd35, 0x0232, 0x034b, 0xfdef, 0x01e1, 0xfc35, 0x00d1, 0xfdb6, 0xffd7, 0x00b7, 0x013a, 0x03a4, 0xff83, - 0xff27, 0xff32, 0xfef0, 0xfe0d, 0x029b, 0xfe05, 0x022c, 0x0157, 0x0070, 0x003b, 0xff06, 0x02fe, 0x000a, 0x01a6, 0xfdec, 0xff5b, - 0xfc2f, 0xfdd2, 0x008d, 0x01b5, 0x0152, 0x00b7, 0x0381, 0x001b, 0xfdf7, 0x0363, 0xfd03, 0x0279, 0x00ef, 0xff0d, 0xfede, 0xfe3b, - 0x027f, 0xfea1, 0xff07, 0xfcdc, 0xfdbc, 0xfccf, 0xfcab, 0xffa6, 0x0241, 0xfd7c, 0xfd59, 0x00dc, 0x035a, 0x0027, 0xfdf3, 0x0031, - 0xfd6c, 0x01a4, 0x01f7, 0xfccc, 0x0061, 0x0187, 0x0303, 0xff90, 0xffa3, 0xffd3, 0xfd72, 0xff32, 0x00b1, 0x0163, 0xfc7f, 0x0019, - 0x00fc, 0x0220, 0xff78, 0xfdc5, 0x0317, 0xfe05, 0x0194, 0xfc26, 0xfd73, 0x020d, 0x025e, 0x03c7, 0xffb3, 0x0038, 0x01e2, 0xfe0a, - 0xfd94, 0x00d6, 0xff82, 0x021b, 0xfe51, 0x0089, 0xffb1, 0x0261, 0x02b5, 0x0103, 0xfd3e, 0xfce0, 0xfe6e, 0xfca4, 0x03a2, 0xfcd8, - 0xfeda, 0xfc5e, 0x00da, 0xff4d, 0xfee9, 0x0128, 0xffeb, 0xff44, 0xfe43, 0xfcc4, 0x0080, 0x03d5, 0xfef5, 0xfedd, 0x03a0, 0xff7e, - 0x003b, 0x0229, 0xfd37, 0xfc4a, 0xff98, 0x0315, 0xfea0, 0xfec3, 0x020c, 0x020e, 0x02e7, 0xfd2a, 0x01f7, 0xfdf6, 0x0305, 0x0015, - 0x027c, 0x02a8, 0xffd9, 0x005c, 0x02dc, 0x0005, 0xff18, 0x0156, 0x036d, 0x01fc, 0xfeb3, 0xfe54, 0xfe45, 0xfd5c, 0xff1a, 0xffff, - 0xfcfb, 0xffcd, 0x02a6, 0x0290, 0x0292, 0xff8f, 0xfdc2, 0xfe1d, 0xfce3, 0x0174, 0x02cf, 0xfeb9, 0x0239, 0x01d2, 0x0382, 0x03d5, -}; - -uint16_t q15_conv_input_2[16*32*32] = { - 0x0119, 0xfd05, 0xfc4c, 0x03e6, 0x01ae, 0xff7c, 0xff22, 0xfe48, 0x0258, 0x012f, 0x0374, 0x0081, 0xfe45, 0xfe59, 0x0006, 0x00b5, - 0x021f, 0x02da, 0x0049, 0xffaf, 0xfe9c, 0x00b3, 0xff21, 0x0314, 0xfd5a, 0x0009, 0xfc2a, 0x0319, 0x0346, 0x02be, 0x0008, 0x03c8, - 0xfe8a, 0x02d4, 0xff5f, 0x027a, 0xffa8, 0xfcbf, 0x01aa, 0xfd5a, 0x03bc, 0x00de, 0x028b, 0x014f, 0x0290, 0x02b0, 0x02ee, 0x00cc, - 0x005e, 0x0397, 0xfef6, 0xfdb4, 0x0063, 0xfd4e, 0xffdb, 0xff92, 0x006c, 0x02f7, 0xfd62, 0x01b5, 0x0291, 0xfcd6, 0xfe75, 0x038f, - 0x0243, 0x0002, 0x039d, 0xfc87, 0xffbb, 0xff89, 0x0265, 0xfd11, 0xfcbb, 0x034c, 0xfd0a, 0xfe7f, 0xfe4b, 0xfdd8, 0xfefe, 0xfeb8, - 0xfdf8, 0xffaf, 0x01d8, 0x01b9, 0x017c, 0xfc2e, 0xfe48, 0x0057, 0xfd55, 0xfecf, 0x01e1, 0xfe6c, 0x01f1, 0xff9b, 0xfc87, 0xfe6a, - 0xfcaa, 0x0061, 0x02d9, 0x017e, 0x0224, 0x00b6, 0x0163, 0x0027, 0xfdd7, 0xff46, 0x02cf, 0x0019, 0x03ab, 0x0031, 0x031f, 0xfc92, - 0x0380, 0x0372, 0x02c3, 0x002c, 0x03c6, 0x009c, 0xfd39, 0xfe8a, 0x03a3, 0xfcc9, 0xfcd7, 0x023b, 0x00fe, 0x0182, 0xfc45, 0x03ce, - 0x023b, 0xffd9, 0xfeae, 0xff6b, 0xfd25, 0x0273, 0x0339, 0x0362, 0x025c, 0x02a3, 0xfe99, 0x0005, 0xfe0a, 0xff60, 0x035f, 0x0309, - 0x00c9, 0xff1a, 0xfffb, 0xfd16, 0x00ff, 0xff91, 0x0344, 0xff54, 0xfea2, 0xfe90, 0xfcc8, 0x032a, 0xfe8b, 0x003f, 0xfc7c, 0x0387, - 0xfd78, 0x0228, 0xffde, 0x03b1, 0xfc66, 0x01dd, 0x0164, 0x0064, 0xfef5, 0x0011, 0xff50, 0xfe30, 0xfd99, 0x0209, 0xfcd7, 0x0305, - 0xffd0, 0x032d, 0x0071, 0xfcfd, 0x035a, 0xfca6, 0xfed4, 0xfd42, 0x00ba, 0xfd2c, 0xfd87, 0x0300, 0xfe0f, 0x02a3, 0xfcdb, 0x0285, - 0xfe8f, 0xfe43, 0x028b, 0xfc3b, 0xfe05, 0xfe2b, 0xff92, 0x01ff, 0xfc6f, 0x0194, 0x02f6, 0x02a6, 0x0314, 0x013b, 0x01a3, 0xfe78, - 0xfec4, 0x02c5, 0xfe9b, 0x03ac, 0x01c2, 0x02fa, 0xfd09, 0x0363, 0xffab, 0x01ca, 0xfebb, 0xfc52, 0xfebe, 0xfd45, 0x01fe, 0x0214, - 0x0177, 0x0063, 0xfef6, 0xfe6f, 0x02c6, 0x02ab, 0xfe17, 0x0045, 0xfcc9, 0xfea7, 0x0054, 0x0041, 0xfe9a, 0xfd90, 0x00d5, 0xfcef, - 0xfe17, 0xfeb3, 0xff77, 0x0211, 0x00ab, 0x0073, 0x00bf, 0x0036, 0x00e6, 0x0068, 0xfe70, 0xfde1, 0xfcd8, 0x034c, 0x0082, 0xfcf7, - 0xfff3, 0x00ef, 0xfe10, 0x0162, 0x0195, 0xfca7, 0xfc52, 0x0086, 0xfd90, 0x01cd, 0x00fc, 0x0020, 0xfcb6, 0xfd2f, 0x02e9, 0x0179, - 0x028f, 0xfd55, 0xffbc, 0x021d, 0x0315, 0x0194, 0x01b5, 0xfe2a, 0x0027, 0xfe26, 0xfe0d, 0xfc79, 0xfdab, 0x03a9, 0xffa4, 0x0175, - 0x02d3, 0xfcd8, 0xfed0, 0x01c8, 0xff73, 0xfe0a, 0x00f3, 0x03d3, 0xff84, 0xfe03, 0xfd92, 0x020c, 0x030e, 0xfdc1, 0x030f, 0xfe13, - 0x0055, 0xfc2a, 0x02eb, 0x0380, 0x0152, 0xfe8e, 0xfc90, 0xfdb6, 0xfe0c, 0xffab, 0xff84, 0xfe97, 0xfd1e, 0x0121, 0x02d7, 0xffe8, - 0xfc70, 0x0337, 0xfc2b, 0xff77, 0xfd92, 0xffa1, 0xfc8b, 0xfed0, 0xffbd, 0xfdd4, 0xffbb, 0xfffe, 0x02b9, 0xfd23, 0xfe04, 0x00b1, - 0xfd0d, 0x034c, 0x037f, 0xffff, 0x00e0, 0x029f, 0xfd39, 0x0001, 0xfec1, 0xfe5c, 0xfeb5, 0x03d2, 0xfc9e, 0x013c, 0xfcba, 0x0008, - 0x010b, 0x02c1, 0xfedc, 0x005d, 0xfe1e, 0xfe35, 0xfd25, 0xfd64, 0xffcf, 0x03df, 0xfe14, 0xfd91, 0xff69, 0x029b, 0x00b1, 0xfff8, - 0x005b, 0xfcaa, 0x002d, 0x0271, 0x0111, 0xfe1f, 0xfc6e, 0x009b, 0xff15, 0x0154, 0xfc92, 0x0338, 0xffb1, 0x0045, 0x0017, 0x010c, - 0xfee3, 0xfd63, 0xfca0, 0x0191, 0x03cc, 0x02cb, 0x0324, 0x0354, 0x02ca, 0xfeb0, 0xff5d, 0x0284, 0x018f, 0xfe8c, 0x005d, 0xfc3f, - 0x0057, 0xfc9c, 0xff29, 0xfda7, 0x0396, 0x03a0, 0xfecf, 0xff38, 0x0031, 0xffdd, 0xff5d, 0xffb1, 0xffe6, 0x00ef, 0xfcd4, 0xfcd7, - 0x0374, 0x00ba, 0xfcec, 0x0083, 0xfd98, 0xff0d, 0x03d1, 0x0335, 0x0240, 0x027e, 0xff3e, 0x03c1, 0xfcff, 0x021f, 0xff63, 0x0305, - 0x0248, 0xfc79, 0x0021, 0x0305, 0x023b, 0xfe0f, 0x0060, 0xffcd, 0x03b8, 0xfd02, 0xffb6, 0xff28, 0xfe91, 0xfca0, 0x011b, 0xfc66, - 0xfd46, 0xfd12, 0x0189, 0x019f, 0xfd49, 0x01c2, 0x007a, 0xff60, 0x0140, 0xffbe, 0xff6b, 0x00f9, 0xfec9, 0x028d, 0x0131, 0x02ac, - 0xfe8a, 0xfe7e, 0x03b0, 0xfee2, 0x02ca, 0xffac, 0xff0c, 0xfd7d, 0xfc60, 0x02bd, 0xffe5, 0x01c0, 0xfffd, 0x027f, 0x0223, 0x0012, - 0x0398, 0x0289, 0x00eb, 0x0283, 0xff99, 0xffef, 0x0291, 0x031e, 0xfd5c, 0x02d2, 0xfd9e, 0x0013, 0xfe5e, 0xff8e, 0x0342, 0x013c, - 0x03c6, 0xfd50, 0x0310, 0x021a, 0x00d4, 0x0114, 0x02bb, 0xfd4b, 0x0101, 0x02fa, 0x02d1, 0x01e7, 0xffd5, 0xff9e, 0x0372, 0x03d6, - 0x00aa, 0x034c, 0xfc5d, 0xfdf1, 0x014a, 0xffa3, 0x01fa, 0xffb6, 0xff16, 0x024c, 0xff4c, 0x019c, 0x02c8, 0x03af, 0xffcb, 0xfeed, - 0xfebb, 0xfe9a, 0x02c4, 0xfc45, 0x014b, 0xff3a, 0xfd6c, 0x028f, 0x02c7, 0x00d4, 0xfe59, 0xfd8e, 0x01b9, 0x0243, 0x00cc, 0x0088, - 0x01ad, 0x00bd, 0x0191, 0x0003, 0x0333, 0xfc22, 0xfe2b, 0xfe2a, 0x0018, 0xfd72, 0x0299, 0x0141, 0x009a, 0xfc4f, 0xfc95, 0x0111, - 0xfcce, 0x013d, 0x0029, 0x0244, 0xfc3e, 0x0018, 0x0001, 0x0050, 0x01c5, 0x0082, 0x03e7, 0x019f, 0xff50, 0x0321, 0x0162, 0xfd88, - 0x0379, 0xfd4d, 0x01dc, 0x0120, 0x0056, 0xfd12, 0x00e0, 0x00bc, 0xfc85, 0x003c, 0x009b, 0x0379, 0xfdfb, 0x01b6, 0x01ad, 0xfe66, - 0x000f, 0x02bb, 0xfc43, 0x0309, 0x0089, 0xfdef, 0x01e3, 0xffca, 0x0145, 0xfcf3, 0x032f, 0xff4a, 0x01e3, 0xfe5b, 0x008b, 0xfe2b, - 0x022a, 0xfe7f, 0xfd30, 0xfd51, 0xfef7, 0x007f, 0xfd4a, 0x024f, 0xff6b, 0xfc36, 0xff03, 0x0222, 0xfcf6, 0xfefc, 0x011a, 0x0013, - 0x012f, 0xfcec, 0x022b, 0xfda7, 0xffd4, 0xff54, 0xfdd4, 0xfd20, 0xfec6, 0x00d4, 0xffa1, 0xfd28, 0x036b, 0x022f, 0x0055, 0xfe48, - 0xfd35, 0xfdd3, 0xfe79, 0x0176, 0xfec9, 0x0322, 0xfe6a, 0x0253, 0x01cf, 0x01ba, 0xffa9, 0x011f, 0x009f, 0xfe23, 0xff11, 0xfeaa, - 0x0122, 0x0112, 0x02b1, 0x0254, 0x013b, 0x039c, 0xff4a, 0xfecb, 0x0097, 0x00b8, 0x0303, 0x0064, 0xff9c, 0x0322, 0x0096, 0x02d7, - 0x03ba, 0x02f4, 0x0280, 0x030e, 0xfeb3, 0x02eb, 0xfff6, 0x03a1, 0xfcba, 0x0041, 0x0242, 0x027f, 0x0172, 0x0145, 0x03e7, 0xfff6, - 0x00dd, 0x00d8, 0xff78, 0xfdd6, 0x00b3, 0xfc23, 0x01be, 0x0223, 0xff90, 0x0120, 0x01b6, 0x0188, 0x01c5, 0x008b, 0x0044, 0xfef8, - 0xfe92, 0xfe11, 0xfe0d, 0x036f, 0x0105, 0xfe9e, 0x0215, 0xfdd5, 0x0180, 0x0174, 0xfd29, 0xfc90, 0xff15, 0x0285, 0x0052, 0xfd12, - 0x0041, 0xffc6, 0x02b6, 0x03a8, 0x02fc, 0x0203, 0xfc9e, 0xff00, 0x038e, 0x00af, 0x016a, 0xff39, 0xfc25, 0x026a, 0x01b6, 0x008e, - 0xff3d, 0x03c3, 0xfddc, 0x024f, 0xfd70, 0x0111, 0xfefd, 0xfe04, 0x03a1, 0x00cc, 0x02b1, 0x0284, 0x018a, 0x01da, 0xfc2d, 0xffc5, - 0xfd87, 0xfd7b, 0xfd4c, 0x0194, 0x02a2, 0x0038, 0xfe17, 0x01ac, 0xffdb, 0x00c5, 0x0008, 0xfd92, 0xfd4d, 0xfec2, 0x0098, 0x00e1, - 0x0078, 0xff9e, 0x00b7, 0xffb4, 0x00ab, 0x03aa, 0x033e, 0xff0c, 0xfdfb, 0xfd84, 0x03bc, 0xfe56, 0x0119, 0x01ab, 0x00c6, 0x0232, - 0x02f9, 0xfe0f, 0x015f, 0xfde4, 0x0155, 0x03a3, 0xfc4c, 0x0226, 0x03b7, 0xfcb2, 0xfcc3, 0x0071, 0x03c5, 0xfed2, 0x02ce, 0x0063, - 0x0023, 0xfce1, 0x01f5, 0xff23, 0xfed2, 0xfc44, 0xffba, 0x0104, 0x0083, 0x0192, 0xfdc7, 0xfd53, 0x028c, 0xfc27, 0xfdcd, 0x02e0, - 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0x02b7, 0xfc4f, 0x0112, 0xfd90, 0xfddf, 0x02ba, 0x015b, 0x01e3, 0x00df, 0x002e, 0xfdb1, 0xffa9, 0xfc93, 0x039c, 0x0369, 0x038c, - 0x031b, 0xfe1d, 0xff12, 0x0341, 0xff0a, 0xfeec, 0xfc42, 0xfd2e, 0x0312, 0x0242, 0xfd70, 0x02e0, 0x0162, 0xfc92, 0xfce7, 0xffe0, - 0x0221, 0x01a3, 0xff95, 0x03a9, 0xfdd1, 0xff23, 0xfd23, 0xfdf9, 0x037b, 0xfe9b, 0x01ae, 0xfef6, 0xfd46, 0xfd5d, 0xfe4a, 0x02ee, - 0x00ed, 0x01f6, 0x0312, 0xfd02, 0x0008, 0x01c0, 0xffa1, 0xff2d, 0x00ca, 0x0251, 0xfde1, 0xfd0f, 0xfc54, 0x013f, 0x02e5, 0xff6c, - 0x01cf, 0x0018, 0x0150, 0xfe8b, 0x029c, 0x0142, 0x0395, 0xfcea, 0x0083, 0x0244, 0xff8e, 0xfce5, 0xfe55, 0xfc42, 0xfdcc, 0x03b4, - 0x0101, 0xfd51, 0x0085, 0x03c1, 0xfe2f, 0xfc78, 0x035e, 0x02ed, 0x0041, 0x0164, 0x01b5, 0x03a4, 0xfe55, 0xff5f, 0x0232, 0xffe9, - 0x0340, 0x0305, 0x027b, 0xfe59, 0x0252, 0xfda6, 0x022b, 0xffc4, 0x03b4, 0x0108, 0x0287, 0x013f, 0x0164, 0x010e, 0xfdaa, 0xff97, - 0x0000, 0xff92, 0x01d2, 0x00c4, 0xfd65, 0x0372, 0x0363, 0x01a2, 0x0102, 0xfda8, 0xfd6f, 0x0015, 0x001c, 0x002f, 0xfe2c, 0x035c, - 0x00b2, 0xfccd, 0xfdf9, 0xfcaa, 0xff25, 0x0088, 0xfc42, 0xffd0, 0xfe9b, 0xff3d, 0xffe4, 0xfc60, 0x034d, 0xffcf, 0x00ea, 0xfe25, - 0x038d, 0xfdab, 0x019e, 0xfc45, 0x0344, 0xfe0f, 0x02d6, 0x0024, 0x0232, 0x03e0, 0xfdb0, 0xfe93, 0xfefd, 0x0051, 0xfd66, 0x02b4, - 0xfec5, 0x0054, 0xfccb, 0xfe28, 0x0025, 0xff92, 0x0101, 0x033e, 0xfdfa, 0xfdae, 0xfc27, 0xfdbb, 0x0304, 0xff31, 0x01f3, 0x02ff, - 0xfe0e, 0xfc92, 0xffd9, 0xfca3, 0x0095, 0xfcb3, 0xfc1a, 0x0139, 0x00ed, 0x0092, 0xfc28, 0xfe51, 0xff47, 0xff15, 0xfd86, 0x03c5, - 0x0220, 0xffa5, 0xfcad, 0xfe2e, 0xfd06, 0xff91, 0xfd49, 0x02d4, 0x0231, 0x02d6, 0xfff3, 0x018b, 0x0320, 0x010b, 0x02a6, 0xffa9, - 0x004a, 0xff39, 0xfc3f, 0xff4c, 0x008f, 0xff45, 0x0135, 0xfd26, 0x037d, 0xfd3e, 0x00f8, 0x01d6, 0x014d, 0x0396, 0x0166, 0x0148, - 0xffab, 0x0227, 0xfd54, 0xfd06, 0x012b, 0xfe42, 0x0210, 0xfc42, 0xfc65, 0xfc81, 0x027d, 0x0306, 0xfd0e, 0xfc1c, 0x00d6, 0x026a, - 0xfefe, 0x0197, 0xfdf6, 0x0299, 0xfc38, 0xfdbf, 0xfd02, 0xff27, 0x0219, 0xfeb5, 0xfda9, 0x0288, 0x013d, 0x0360, 0xff64, 0x0146, - 0xfd5c, 0x02c2, 0x010e, 0x004e, 0xfdea, 0xfc21, 0x03d9, 0x0290, 0xffcf, 0x00ea, 0xff40, 0xffc6, 0xfff9, 0xfdda, 0xfc50, 0xfe94, - 0xfccf, 0x028e, 0x01ff, 0x0036, 0x0010, 0xfe98, 0x016d, 0x02d4, 0xffa5, 0xfeb8, 0x0330, 0x000d, 0x01e3, 0xfe25, 0xffed, 0xfecc, - 0x02f7, 0x0222, 0xffcf, 0x0153, 0xfca7, 0xfd23, 0x0072, 0x00fc, 0x0294, 0x0182, 0xff11, 0x021e, 0xfcff, 0xfe6e, 0xffa1, 0x0324, - 0xfdfc, 0xfe57, 0x02cf, 0x01d6, 0xff4a, 0xfcf2, 0xfdc8, 0xfea5, 0x0011, 0x0363, 0x0196, 0x037c, 0xffa4, 0x0224, 0x01a7, 0x0142, - 0xfc28, 0x01c1, 0x02a0, 0xfef5, 0xfdd2, 0x007e, 0x02d3, 0x01cf, 0xfdaf, 0x039b, 0xfd1c, 0xffd3, 0xfe6e, 0xff61, 0xfe14, 0xfec3, - 0x0085, 0x036d, 0xffd8, 0xfc83, 0x0322, 0xfdb9, 0x01e1, 0xfda6, 0xfd78, 0x036c, 0x0093, 0xff04, 0x00a6, 0xfdbe, 0x0013, 0xfe8b, - 0xff31, 0x02bc, 0xff48, 0xfd3c, 0x02f4, 0xfee4, 0x007f, 0x014f, 0x0300, 0xfeaf, 0x0286, 0x0154, 0xfce7, 0xfcf9, 0x00af, 0x0235, - 0x0031, 0x0340, 0x020a, 0x031b, 0xff75, 0x021e, 0x0240, 0x01ad, 0x0289, 0xff15, 0x0276, 0x00e0, 0x003e, 0x0052, 0xfe8c, 0x0255, - 0xfcca, 0x005d, 0xfc3c, 0x0156, 0xfed5, 0xfe9b, 0x02c6, 0xfdce, 0x01ef, 0x03c2, 0xfde0, 0x0368, 0x0007, 0x0286, 0x0340, 0xff1c, - 0x0298, 0x0199, 0x01df, 0x035d, 0x0098, 0xfcc4, 0xfff3, 0xfea5, 0x01f2, 0xfca6, 0x0319, 0xfdd6, 0xfd1d, 0xff23, 0xff11, 0xfdbb, - 0x01a8, 0xff79, 0x0159, 0x0100, 0x0308, 0x0210, 0x023a, 0x009a, 0xfdc1, 0xffbf, 0xfcb7, 0x01aa, 0x0358, 0xfd09, 0xfc30, 0xfdbf, - 0xfd91, 0x00d8, 0xfe38, 0xfefb, 0x0004, 0x01e9, 0x01c5, 0x0184, 0x0203, 0x01f8, 0x02f2, 0x034b, 0xff8f, 0x011a, 0x025e, 0xfdc3, - 0x036e, 0x00ec, 0x0025, 0xfe27, 0xfc9e, 0xff83, 0x0346, 0xfc8e, 0x023d, 0x0380, 0xfdc0, 0xfd07, 0xfc1b, 0x0297, 0xfeaf, 0x0233, - 0x029f, 0xfce2, 0x02fa, 0xff75, 0xfd13, 0xfd0d, 0xfd3c, 0xff0a, 0xfec9, 0x00e1, 0xff33, 0x01e8, 0xffea, 0x02df, 0xfc93, 0x0380, - 0xfd96, 0xff80, 0x00b1, 0xfd05, 0xff96, 0x01a2, 0xff4e, 0xfdc8, 0xfe72, 0xff9c, 0x016a, 0x0177, 0x038a, 0x0306, 0x00ac, 0xff71, - 0x0257, 0x01de, 0x01c7, 0x039a, 0xfeab, 0xffa2, 0xfe86, 0x0285, 0xfc2c, 0x0360, 0x0248, 0xfe34, 0x03c1, 0x0386, 0xff6b, 0xfcf2, - 0xfeb6, 0x001c, 0xfe8f, 0x03a7, 0xfcef, 0x0038, 0x0167, 0xff4c, 0xfed2, 0xfdc0, 0x00e2, 0xfc4e, 0xfcfa, 0xfd73, 0xfec7, 0x0288, - 0x0106, 0x0372, 0xff2a, 0x00bc, 0x00e7, 0x0127, 0x031e, 0xfde1, 0x02d7, 0x007d, 0xff72, 0x02f6, 0xff2f, 0x029f, 0xfca5, 0xfc68, - 0xfc77, 0xfd38, 0xff45, 0xff58, 0x012c, 0xfd57, 0x00da, 0x0171, 0xfd84, 0x00dc, 0x0291, 0xfd5b, 0xff9e, 0x037c, 0x0137, 0xfdc2, - 0x0082, 0xfdb1, 0xfcbf, 0xff4d, 0xfdd6, 0xffdd, 0x012d, 0x038f, 0xffb4, 0xfe13, 0x009f, 0xffc5, 0xfe66, 0xfe48, 0xfffc, 0x026a, - 0x02cd, 0xfdac, 0xff87, 0xff20, 0x01cf, 0xfd8c, 0xff16, 0xfe5b, 0x005a, 0xfd51, 0x020a, 0xfed9, 0x00e1, 0x0006, 0xff74, 0xfc86, - 0xfc3d, 0x03a5, 0x00a2, 0x00e9, 0x020a, 0x0378, 0xfdde, 0x00e1, 0x01ff, 0xff60, 0xfce5, 0xff7d, 0x010f, 0x0262, 0x0178, 0xffb2, - 0x0145, 0x00c8, 0x00ab, 0x0299, 0xff53, 0xfd66, 0x02d0, 0x01f5, 0x039a, 0x01cd, 0xfc8d, 0xff8b, 0xfcb9, 0xff10, 0x0233, 0x018e, - 0x0317, 0x0067, 0x00d3, 0x0009, 0xfee2, 0xfe9e, 0x00ae, 0xffa4, 0x01e2, 0x037f, 0xffbf, 0x03c6, 0xfe6d, 0x03b3, 0x03bf, 0x030e, - 0x02c3, 0x01d7, 0xff66, 0x03b3, 0xfdd5, 0x0161, 0x0293, 0x0082, 0x0016, 0xfe00, 0xff07, 0x01ce, 0x000c, 0x03af, 0xfcb1, 0x00ad, - 0xfd32, 0xfc5d, 0x0052, 0xfd17, 0xfc34, 0xfc72, 0xfec9, 0xfe36, 0xfef9, 0xfc48, 0x0369, 0x0296, 0x01c4, 0x039d, 0x018c, 0x0229, - 0xfd64, 0x002c, 0xfd78, 0xfc7c, 0xfee3, 0x0302, 0x02a4, 0xfe23, 0x023e, 0xffb0, 0x0138, 0x00cf, 0xfff7, 0xfd18, 0x0162, 0x03a3, - 0xff80, 0x01c6, 0x002b, 0xfc49, 0xfdec, 0x0158, 0x025c, 0x0316, 0xfc6e, 0xff75, 0xff5b, 0xfee3, 0x03c8, 0xfcca, 0xfe78, 0xfcef, - 0x0095, 0x0302, 0xfd93, 0x006a, 0xfd3a, 0x02c9, 0x02bd, 0x0322, 0x03d3, 0x0246, 0x00a9, 0x0181, 0x015c, 0xfd02, 0xfc25, 0x0330, - 0xfe12, 0x0242, 0xfe62, 0x00ca, 0xfcde, 0x0391, 0xfdad, 0x0387, 0xffb8, 0x02fa, 0xfce2, 0xfe3b, 0x0215, 0xff6a, 0x0349, 0xfcd4, - 0xfd05, 0x03d4, 0x01a3, 0x01ca, 0x02d0, 0x00af, 0x0249, 0x0095, 0xfff6, 0xffe5, 0x0209, 0xfefd, 0x0013, 0x0198, 0x02d2, 0xff9f, - 0x0196, 0xfc1a, 0x024e, 0x03c1, 0x0334, 0xfeb8, 0xfe33, 0xfdd0, 0x02c0, 0xfd10, 0xfcd7, 0x01eb, 0xfcec, 0x0392, 0xfeb0, 0xfe08, - 0xfded, 0x0109, 0x01cc, 0xff2b, 0xff02, 0xff57, 0x0180, 0x011f, 0xfdbe, 0xfdc8, 0x009b, 0xffdb, 0xfcc7, 0x031b, 0xfd37, 0xfeb4, - 0x0358, 0x005e, 0xff63, 0xfe41, 0xfcd9, 0x027a, 0x0293, 0xfc4d, 0x0276, 0x02a6, 0x02c7, 0xfd80, 0xfe43, 0xfed2, 0x0177, 0x014b, - 0xfe44, 0xfda8, 0xfe42, 0xffad, 0xff29, 0x03a4, 0x01dd, 0x03d7, 0xfc7d, 0x01bd, 0xfe96, 0x0014, 0x03a9, 0x0080, 0xfde2, 0x039c, - 0x0120, 0x037f, 0x0204, 0xfcce, 0x01a4, 0xfd32, 0xfcce, 0xff7c, 0x013d, 0xfff1, 0x0031, 0x0281, 0x011e, 0xfd23, 0xffb1, 0xfd4d, - 0xffde, 0x02dd, 0x0019, 0xfe40, 0xfdb3, 0xff1a, 0xfd89, 0xfee2, 0x0365, 0x01d9, 0x0057, 0x0284, 0x0126, 0xfe96, 0xfe9c, 0x00b9, - 0xfd87, 0xff8e, 0xfd4c, 0xffbc, 0xfc1b, 0xff2b, 0x00b0, 0x00be, 0xfcdd, 0xfe83, 0xfd75, 0xfc36, 0xfe80, 0x019d, 0x02ee, 0x0132, - 0xffe0, 0x01de, 0xfc56, 0x02c7, 0x0203, 0xfdee, 0x02f0, 0xfed8, 0x01db, 0xfddf, 0x0269, 0x006e, 0xfc29, 0xffe2, 0x016f, 0xfe19, - 0xfdbc, 0xfcbd, 0xfe95, 0x02da, 0xfda1, 0x0132, 0xfd30, 0xfe36, 0xfe1c, 0x019a, 0xfe18, 0x0305, 0x00a3, 0x03e7, 0x0373, 0x0284, - 0xfd43, 0x01c7, 0x03e1, 0xfdb4, 0xfee9, 0xfd6b, 0xff2c, 0x022a, 0xfc5c, 0x03bd, 0x02f7, 0xfe69, 0x03ca, 0xffd4, 0x0349, 0xfd7c, - 0x0273, 0xfc5c, 0xfcee, 0xfe6b, 0xffbf, 0xfcb5, 0xffa1, 0xfecf, 0xfdbc, 0xfee3, 0x0282, 0x0219, 0xfd21, 0x017f, 0xfdb5, 0xff52, - 0x01f3, 0xfc56, 0x036b, 0xfcb6, 0xfde5, 0x03ce, 0xfcd0, 0x017f, 0x0006, 0x0038, 0xfcb5, 0xff41, 0xfec4, 0x00d8, 0xfdcc, 0xfd5d, - 0xfe8a, 0xfe0e, 0xff27, 0x0036, 0x00a0, 0x013d, 0xfc2a, 0xfe76, 0x0021, 0xff88, 0x0038, 0x02b7, 0x0191, 0xfc58, 0x0285, 0x03ab, - 0x00a2, 0x01d0, 0x0021, 0x006c, 0xfc50, 0x0291, 0xff36, 0x0067, 0x0390, 0x004b, 0x02e8, 0xfdc1, 0x03d7, 0xfc25, 0xfed6, 0xff77, - 0xfcbf, 0x01b5, 0x0153, 0x02ff, 0x0124, 0x02ee, 0xffe3, 0xfe99, 0x0213, 0x00ef, 0xfe08, 0x0065, 0xff9a, 0xfd7b, 0xffb2, 0x002d, - 0xfef5, 0xfce0, 0xfc64, 0xfd27, 0xffdf, 0x0022, 0x010c, 0xfd82, 0x0105, 0x020b, 0x01e6, 0xfef5, 0x031e, 0xfc67, 0x0355, 0x00c0, - 0x006e, 0xff5e, 0x0137, 0x0372, 0xfd48, 0x0059, 0xffb3, 0xfd2d, 0x004d, 0x0105, 0xfced, 0xfda0, 0x0254, 0xfd47, 0x0326, 0x0296, - 0xfc26, 0x0337, 0xfdf7, 0x035a, 0xfcd2, 0x02ac, 0x0008, 0x02cd, 0xff74, 0xfc84, 0x0349, 0x009c, 0xfd8c, 0xffa6, 0xfff3, 0xfca3, - 0xfdbb, 0x0148, 0xfece, 0xffe1, 0x008c, 0x01c5, 0x02e9, 0xfeae, 0x01fc, 0xfe5d, 0xfefd, 0xfea3, 0x02a4, 0x0398, 0x0100, 0x0024, - 0xfe5d, 0xfc3d, 0xfe8e, 0xff44, 0x0121, 0xfc7a, 0x0202, 0x01ab, 0xffe8, 0xfeda, 0x025c, 0xff9d, 0xffc9, 0x0284, 0x0108, 0xff6b, - 0xfccc, 0x0370, 0xffb0, 0xfeda, 0x0116, 0xfe35, 0xfebd, 0xfc21, 0xfed0, 0x0145, 0xfdc1, 0x0323, 0x00ec, 0x0383, 0xfd24, 0xfeff, - 0xff1f, 0xfe74, 0x03a4, 0x0028, 0x0123, 0xfec5, 0xfcc3, 0xfe09, 0xfd36, 0x0107, 0xfd32, 0xfe16, 0xfff9, 0x0171, 0x0398, 0x004e, - 0xfe4d, 0x000e, 0xfd53, 0xff9c, 0xfefb, 0xff5f, 0x0088, 0xfd4c, 0x0207, 0xfd1f, 0x007f, 0x03a2, 0xffba, 0x00f5, 0xfee9, 0x0053, - 0x02d8, 0xfc5f, 0x00ed, 0xfe24, 0x030a, 0x03c3, 0xfda9, 0x0076, 0xfddb, 0x0061, 0xfcc0, 0x0058, 0xfe03, 0x0376, 0x00b6, 0xfc1f, - 0xfe57, 0x00d0, 0xfed7, 0xfd0f, 0x00a1, 0xfe54, 0x007b, 0x0387, 0x031e, 0x02e3, 0xfe78, 0x02d0, 0xfde4, 0xfd7c, 0xfc4f, 0x01e2, - 0xfdb3, 0x01f8, 0xfcd3, 0xfe0c, 0xfef3, 0xff85, 0xfc63, 0x01fd, 0xff4d, 0x03a1, 0x026a, 0xfe87, 0x02b1, 0xfdc3, 0x0101, 0x0394, - 0x0178, 0xffdf, 0x00ed, 0xfc98, 0x0011, 0x0163, 0x0102, 0x0336, 0x023f, 0xff01, 0x003d, 0x02d1, 0xfcfe, 0xfe1a, 0xfdb2, 0x029f, - 0xfd1d, 0x007c, 0x0153, 0xfcde, 0xfcf6, 0xfe04, 0xfcb9, 0x01cf, 0xff77, 0xff0e, 0x0251, 0x033c, 0x039a, 0xffb3, 0xfca8, 0x0079, - 0xfdbc, 0xfc41, 0xfc3f, 0x038b, 0x0164, 0xfe45, 0xfc21, 0xfc7d, 0x0379, 0x0151, 0x0031, 0x0107, 0x0357, 0xfd9c, 0xfd5b, 0x0084, - 0x0072, 0xfe72, 0xffbf, 0xfe90, 0x01c0, 0x0088, 0x033a, 0x021d, 0x00b6, 0xfe6d, 0xfd6a, 0x0369, 0x01d1, 0x01b8, 0x02b0, 0x006f, -}; - - /* the dim of weight is ch_im_out*ch_im_in*kernel_length */ - -uint16_t q15_conv_weight_0[32*16*9] = { - 0x03d6, 0xfe58, 0xfc44, 0x0296, 0xffe1, 0xffb1, 0xfdf9, 0x0009, 0x0163, 0x0396, 0x0163, 0x036a, 0xfe72, 0x007a, 0x0336, 0xfd6f, - 0xfc22, 0x008a, 0xfd96, 0x0340, 0xff2f, 0xff28, 0xfef3, 0xfe80, 0x0187, 0xfea3, 0x02d9, 0xfcf5, 0xffd7, 0xfc73, 0xfcdf, 0xfc44, - 0xff17, 0xfda7, 0xfd3d, 0xffc7, 0xfdbc, 0xfee2, 0xffe2, 0x0281, 0x0055, 0xfeb8, 0xfcc4, 0x0004, 0xfef8, 0xff9f, 0x02a0, 0xffc6, - 0xfd3b, 0xfdac, 0x01d6, 0x03ca, 0xfe06, 0x01ff, 0xfd01, 0x03bb, 0xfc31, 0x026b, 0xfe21, 0xffaa, 0x0020, 0x00f3, 0x022d, 0xfc81, - 0x0353, 0xff99, 0x014e, 0x0051, 0x0020, 0x0018, 0xffa3, 0xfd46, 0xff6b, 0xfe56, 0xfef0, 0xffb5, 0xfd45, 0xfc71, 0x00c8, 0x0005, - 0xfe3b, 0xfe2c, 0xff2e, 0x03e0, 0x023f, 0xff49, 0xfc88, 0xfe78, 0xfc81, 0x0043, 0xffc2, 0xff01, 0x0203, 0x0072, 0xfce4, 0xfef7, - 0x025c, 0xfd84, 0xfd95, 0x02ce, 0xfcd9, 0x02bd, 0xfee8, 0xff93, 0xfead, 0x03b9, 0xfc38, 0xfd8f, 0x0278, 0xff56, 0xffec, 0xfefe, - 0xffbe, 0x02c2, 0x012b, 0xfd4c, 0xffd5, 0x005e, 0xffd4, 0x0303, 0xfd50, 0xfd45, 0x0099, 0xfd9b, 0x02de, 0x017c, 0x02e5, 0xfd16, - 0xfc8a, 0xfd94, 0xfde7, 0x0295, 0xfd42, 0x0292, 0x027e, 0x009a, 0xffea, 0xff61, 0x01b4, 0x0302, 0xfec7, 0xff26, 0x0045, 0xffcf, - 0x03d6, 0x005a, 0x0381, 0x0308, 0xfd8b, 0x01c7, 0x02fb, 0x024d, 0xfc9b, 0xfee6, 0x0261, 0xfe6e, 0xff9b, 0x0203, 0x004a, 0xff66, - 0x0125, 0x012e, 0xff7b, 0xfef1, 0xfe08, 0xfd93, 0xfe65, 0xff2b, 0x0328, 0x01cd, 0xfcbc, 0xff4a, 0x02d3, 0xfcd5, 0xfc48, 0xfca2, - 0xfd02, 0xfce9, 0x00c8, 0x02c0, 0xfe65, 0x0224, 0x02c0, 0xffdf, 0x0306, 0xfdba, 0xff22, 0xff20, 0x02cc, 0xfea0, 0xfed5, 0xff8d, - 0xfcff, 0xfd7d, 0xfc69, 0xfe3e, 0x024e, 0xfee2, 0xfc26, 0x0355, 0xfd51, 0xff0e, 0xfd53, 0xfd8e, 0xfe5f, 0xfdf7, 0x0135, 0x01a4, - 0xfdde, 0x02c8, 0x008d, 0x0326, 0x0377, 0x0159, 0x018c, 0x02aa, 0xfc65, 0x026a, 0x0358, 0xffea, 0xfd41, 0x0015, 0x0017, 0x00a9, - 0xfd5e, 0x02c0, 0x0028, 0xfd2c, 0xfc5e, 0xfe1f, 0xfc3c, 0xfeee, 0x0291, 0xfc71, 0x00c8, 0x0168, 0x0240, 0x032a, 0x016e, 0x02a3, - 0x0172, 0xfc31, 0xff34, 0x00e0, 0x00a3, 0x0319, 0x03b9, 0x0031, 0xfeec, 0x0177, 0x0282, 0x01ee, 0xfe47, 0xff91, 0x027c, 0x02a6, - 0xfc18, 0x00f1, 0x02e5, 0x0291, 0x019e, 0xfe14, 0x00ea, 0x0064, 0xfe82, 0x0164, 0xffb7, 0xfcb8, 0xff38, 0x0378, 0xff1b, 0xfd09, - 0x0334, 0xfff8, 0xfedc, 0x02c1, 0xfcdc, 0xfd2b, 0x02e1, 0x02b6, 0x0353, 0xfd98, 0xfcf6, 0x0174, 0xfc6a, 0xfd60, 0xfc87, 0xfe67, - 0xfe48, 0x000d, 0x03cd, 0x020e, 0xff54, 0x0185, 0xff24, 0xfd29, 0x0091, 0xfd29, 0xfc8d, 0xff17, 0x03bb, 0x02aa, 0xff23, 0x025f, - 0x0067, 0x02b5, 0x01fc, 0x0137, 0x0157, 0xfd35, 0xfdb9, 0xfea6, 0x0087, 0xfced, 0xfc88, 0x0313, 0xfd4d, 0xfcde, 0x00b1, 0x02ed, - 0xfd4a, 0x0042, 0xfee6, 0x0398, 0x01fa, 0xfca7, 0x00a5, 0xfc71, 0xfd10, 0xffbc, 0xfe13, 0x0302, 0x0011, 0x02d1, 0xfeb5, 0xfc42, - 0x00d9, 0x02be, 0x0133, 0xff70, 0xfe74, 0xfed1, 0xfc5d, 0xfe7d, 0x015b, 0x027b, 0xfd05, 0x0021, 0x0237, 0x0207, 0x00f9, 0xff3d, - 0x01f2, 0xff4d, 0x0125, 0xffc4, 0x03ac, 0x02ae, 0xfe1a, 0x024d, 0xfd6d, 0x015f, 0xfe95, 0x02ae, 0xfde2, 0x02d1, 0xfe73, 0x008b, - 0xffbb, 0xff57, 0xfdc6, 0x0299, 0xff0f, 0x0116, 0x0280, 0xfca9, 0xfc3c, 0x000e, 0xfc99, 0x0157, 0xfc29, 0xfcc8, 0xffb1, 0x0062, - 0xffc1, 0x016a, 0x01b1, 0x03b7, 0x001a, 0xfc41, 0xfc58, 0x02cc, 0xfc49, 0xfe33, 0x01cc, 0xfc68, 0xfc9f, 0x0190, 0x013a, 0xfe39, - 0xff9e, 0xfe2f, 0x0337, 0xff91, 0x01fc, 0xfca6, 0xfd95, 0x0349, 0xfd59, 0x014a, 0x0135, 0xfd45, 0x002e, 0xfd7c, 0x00d6, 0x031c, - 0x0043, 0xfff1, 0xfda2, 0x035a, 0xfd07, 0x0088, 0x01e1, 0xfe6a, 0xfea4, 0xff4b, 0x032b, 0x01e0, 0x0023, 0xffa9, 0xff4f, 0x01c0, - 0xfcd9, 0xfcfa, 0xff36, 0x035d, 0x004b, 0x0022, 0xff93, 0xfcd6, 0x0211, 0xfdf1, 0x0196, 0xfd12, 0x020a, 0xfff3, 0x0177, 0x0302, - 0x02aa, 0xfc69, 0xfedf, 0xffd1, 0xfefb, 0xfecb, 0x03db, 0x02bf, 0xff7d, 0xfc43, 0x00d1, 0x005c, 0xff94, 0x01b3, 0x00b6, 0xfeb2, - 0x010e, 0x02d8, 0x0182, 0xfd22, 0x0383, 0x00bc, 0x02c7, 0xfee3, 0xfe49, 0x008c, 0x025d, 0xfdaf, 0xffd3, 0x014d, 0xfc92, 0xfe81, - 0xfc4e, 0x0026, 0x00c3, 0xfca9, 0x0013, 0xfcfa, 0xfd2e, 0xfe63, 0x03b7, 0xfd12, 0xfce7, 0x027e, 0x039d, 0xfcf4, 0x0135, 0xff53, - 0x0059, 0xfd83, 0xff43, 0x0128, 0xff80, 0xfcf2, 0x0238, 0xfcb6, 0xfd80, 0xfee4, 0xfea5, 0xfd02, 0x01af, 0xfdf8, 0xfc43, 0xfde4, - 0xff85, 0x0133, 0xffbe, 0xfccb, 0xfe5a, 0x001a, 0x02bb, 0x0394, 0x00d7, 0xfc45, 0xffe6, 0x0107, 0xfdca, 0x0329, 0xfe74, 0xff61, - 0xfcc6, 0xfe7e, 0xfeda, 0xfcb4, 0x02d5, 0x0348, 0x0128, 0xff76, 0x0149, 0xff21, 0x0100, 0x01dd, 0x0243, 0xfc71, 0xff5f, 0x020b, - 0x0032, 0xfd86, 0xffa9, 0xfcc1, 0x0073, 0x0240, 0xfe35, 0x029c, 0xfe66, 0xfc82, 0x0398, 0xfd7f, 0xfd21, 0x0077, 0x01c1, 0xffec, - 0x0222, 0xfdf0, 0x00e7, 0xfd83, 0xfc1b, 0x039a, 0x01c8, 0x01a7, 0x01e1, 0x02a7, 0x0270, 0xfdb2, 0xfed5, 0x0090, 0x0172, 0x00ad, - 0xffb6, 0xfca0, 0xfe62, 0x009e, 0x0084, 0xfd4e, 0xfd86, 0xfc70, 0x01e1, 0xfc33, 0x0127, 0x0344, 0xfeff, 0xfc67, 0x0366, 0x021c, - 0x034e, 0x0288, 0x0048, 0x034d, 0x02f5, 0x02b0, 0xfd79, 0xfd6e, 0x0390, 0xfe23, 0x024c, 0xff7a, 0x0176, 0x0074, 0xffc9, 0x0230, - 0x008c, 0xfe5d, 0xfe83, 0xff6f, 0xfd1a, 0x0291, 0xffc6, 0x0119, 0x0291, 0x01b9, 0x00f4, 0x0194, 0xfd8d, 0xfdff, 0xffda, 0x02db, - 0xfe90, 0xff41, 0xfc5b, 0xfde1, 0xff3c, 0xff8e, 0x03e6, 0x00e2, 0xfc2e, 0x0062, 0xfda4, 0xfded, 0x0072, 0xfc9f, 0x0351, 0xffde, - 0xfcd4, 0x018a, 0xfc4f, 0xff23, 0x0185, 0x02c3, 0x0121, 0x01d6, 0x0372, 0x00c9, 0xfd5e, 0xfd72, 0xfd33, 0x0236, 0xff85, 0xff06, - 0x0312, 0x023f, 0xffa7, 0xfdcc, 0xffdc, 0xfdbb, 0x0148, 0x01ab, 0x032f, 0xfcd2, 0x019a, 0x01a4, 0x027e, 0xfc8a, 0x01a4, 0xfc7c, - 0x00f5, 0xfe33, 0x0293, 0x01e4, 0x0254, 0xff83, 0x0243, 0x0058, 0xfeb3, 0x03a9, 0xfe89, 0xfcfb, 0xfe6b, 0x032b, 0xfe00, 0x03bf, - 0x035b, 0x0025, 0x03ba, 0xfc51, 0x00fb, 0xff23, 0xffef, 0xfce9, 0xfebb, 0xfecb, 0xfe17, 0x00c8, 0xfcb2, 0x0013, 0x02a7, 0x03e2, - 0xfebf, 0xfedb, 0x0112, 0x0385, 0xfc76, 0xfe69, 0x0170, 0xfd80, 0x0358, 0x0147, 0x00a3, 0x0025, 0xffdd, 0xfeb3, 0x038d, 0x018f, - 0xffd4, 0xfe7c, 0x02a7, 0x0396, 0xfd39, 0x023a, 0x0245, 0xfc4e, 0xff89, 0x003c, 0x0291, 0x003b, 0x0212, 0x027d, 0xfc24, 0xfd72, - 0xfe2c, 0xfd83, 0xff08, 0xfc1c, 0xfd23, 0x019e, 0xfeca, 0x017f, 0x010e, 0x0206, 0x0097, 0x0048, 0xfddc, 0x0013, 0x0328, 0xfdca, - 0x0240, 0xff6e, 0xfd64, 0xfde4, 0x0328, 0xfd92, 0x023a, 0x0055, 0xfcfa, 0x0144, 0xfd9b, 0xfea3, 0xff4b, 0x00d5, 0xfe0e, 0x0111, - 0x026d, 0xffd4, 0x036e, 0xfc9a, 0x0335, 0xff13, 0xff49, 0xfc64, 0x005f, 0x030e, 0xfcc2, 0xfef1, 0x01d5, 0x01a4, 0xfdc1, 0x03bb, - 0xfd7e, 0x03b6, 0xfd2c, 0x000c, 0xfee5, 0x0285, 0xfd7c, 0xfe37, 0x0374, 0x0264, 0x033b, 0xfeac, 0xfe46, 0x0134, 0x012e, 0x01b9, - 0x03b2, 0x03e2, 0xfd75, 0x0329, 0x0399, 0x03e3, 0x02dc, 0x00c3, 0x0334, 0x0006, 0x0395, 0xffc5, 0x00b1, 0xfcb4, 0x01a7, 0x007a, - 0xfef5, 0xfcc3, 0x00d6, 0xfc3b, 0xfd28, 0x037f, 0x0164, 0xfc45, 0x00e5, 0xfd15, 0x0206, 0xfe11, 0xfd8b, 0x00d9, 0x0277, 0x02b4, - 0x00c0, 0xfc4f, 0xfe5d, 0x0207, 0xfea0, 0xfefb, 0xff46, 0x0363, 0xfc88, 0x02cb, 0x0194, 0x006b, 0x0012, 0xfff4, 0xff13, 0xffd5, - 0x01d5, 0x0288, 0x0041, 0xfebe, 0x02d1, 0xfe81, 0x03bd, 0x03b4, 0xfe49, 0x025b, 0x00e5, 0xfe85, 0x01b4, 0xfe8e, 0xffab, 0xfe3b, - 0x0372, 0x0005, 0xffba, 0x0247, 0x03c7, 0x0134, 0x0017, 0xfea3, 0x0078, 0x02b6, 0x0142, 0x0147, 0xff64, 0xff3b, 0xfcb2, 0x0376, - 0xffe3, 0xfcc9, 0xfc38, 0x019e, 0xfc42, 0x0359, 0x03d5, 0xfc84, 0x024e, 0xfcd8, 0xff1f, 0x0059, 0xfded, 0x032b, 0x007d, 0xff7e, - 0x0051, 0xfd5c, 0xff88, 0xff2f, 0xff55, 0xff5b, 0xfcbf, 0x005e, 0xfe4b, 0xfe68, 0x01cf, 0xfea2, 0x02c1, 0x0198, 0xfd47, 0x0313, - 0x02f1, 0xfc1c, 0x0114, 0xfdc9, 0xfe8f, 0x0379, 0x037b, 0x0167, 0xfc2a, 0x004a, 0x026d, 0x0375, 0x0219, 0xfe9a, 0xfe50, 0xfeb0, - 0xfc40, 0x01b2, 0xfc3b, 0xfe00, 0xfc76, 0x022e, 0x0329, 0xff74, 0x0251, 0xff25, 0x0083, 0x0183, 0x0149, 0xfcb1, 0x0176, 0x022e, - 0x0375, 0x0356, 0x0324, 0x037b, 0xfdba, 0xfeff, 0x01b0, 0x02a1, 0xfd53, 0xfd18, 0xffc9, 0xff2d, 0x0383, 0xffb8, 0xfdfd, 0xfed2, - 0x030e, 0x0263, 0x00f4, 0xff78, 0xfc23, 0x019c, 0xfc23, 0x0166, 0xfd10, 0xfc63, 0x0189, 0xff58, 0x0347, 0xfecb, 0x0216, 0x021a, - 0xffdf, 0xff09, 0x0296, 0xff3e, 0xfcf6, 0xfe44, 0xfdbb, 0xfdc2, 0x02de, 0xfc70, 0x01e7, 0x02da, 0x0204, 0xfe49, 0xfc44, 0x0043, - 0x035f, 0x026b, 0x03c5, 0x015b, 0x010e, 0x038f, 0x01c8, 0xff58, 0x003f, 0x015a, 0x0180, 0xfcad, 0xff2a, 0x0161, 0xfec2, 0x00e4, - 0x0216, 0xfd2d, 0xfcdd, 0x0370, 0x0143, 0xff4d, 0xff03, 0x03b3, 0xfff9, 0x0330, 0x0049, 0x03cf, 0x00e2, 0x0046, 0xfec4, 0xff68, - 0x033d, 0x006b, 0xfe40, 0xfceb, 0xfe29, 0xff6b, 0xffde, 0xfe6b, 0xffd2, 0x02d3, 0x0121, 0xfe25, 0xfe17, 0x020a, 0x02d2, 0xfe34, - 0xfef4, 0x0380, 0x021c, 0x032d, 0x028a, 0xfc4f, 0xfc6b, 0x0267, 0x0388, 0xfca3, 0xfee7, 0xfddb, 0x0091, 0xff09, 0xfcc1, 0xfcf3, - 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0x00a7, 0x014e, 0xfeae, 0x01ae, 0xfc50, 0xfd08, 0xfeaf, 0x02f2, 0x0299, 0x02f9, 0x034a, 0x0238, 0x0387, 0x0138, 0xffcd, 0x03ba, - 0x0330, 0xfda5, 0xfc1c, 0x010a, 0xff10, 0x03d4, 0xfc70, 0xfe6e, 0xffcc, 0xfe8e, 0x02af, 0x03ce, 0xfcd3, 0x01b5, 0x028c, 0x00f7, - 0xfde3, 0x00c5, 0x00b6, 0xfd97, 0xfde1, 0xfd89, 0x00a7, 0x01f3, 0xff66, 0x0222, 0x000f, 0x0071, 0x0008, 0xfe4f, 0xfdb5, 0xfe75, - 0x0357, 0xfd61, 0xff10, 0x0166, 0xfc86, 0xfeff, 0xffe1, 0x0039, 0x00ef, 0x0294, 0xfc52, 0xfd32, 0xff18, 0xfce1, 0x02e2, 0xfff4, - 0x02ab, 0xfe2d, 0x0099, 0xfd9c, 0x03d1, 0x015f, 0xfccc, 0x006b, 0x03a8, 0x0160, 0xfc99, 0xfd11, 0x0200, 0x00bd, 0x007f, 0x0183, - 0x026b, 0xfca8, 0xfc6a, 0x0141, 0x0285, 0xfc4c, 0x03c9, 0xff2a, 0xff2c, 0xff64, 0xfef1, 0xfedf, 0x01c8, 0x03b3, 0xfe0e, 0x0230, - 0x0026, 0x00c9, 0x0369, 0x0251, 0x024a, 0xff17, 0xfe20, 0xff7b, 0xfe6e, 0x03e2, 0x01b5, 0xff98, 0xfe86, 0xffad, 0x0105, 0xfcf7, - 0x01df, 0x02e7, 0x03d0, 0x018e, 0x0082, 0x019e, 0x0271, 0x0288, 0xffa2, 0xfd83, 0xfe33, 0x0120, 0x038c, 0x0056, 0xfe7b, 0x03d6, - 0xfd01, 0xfcd4, 0x03b3, 0xfdcc, 0xfd97, 0x025a, 0xff50, 0x013c, 0xfce2, 0xfeb8, 0xfd49, 0xfd65, 0xfe7b, 0xfdaf, 0xfce9, 0xfcfd, - 0xff9a, 0x02d7, 0x007c, 0x002b, 0x0216, 0x0319, 0xfda4, 0xfe90, 0xfc97, 0x01ab, 0xfdd8, 0x0125, 0x002b, 0x0048, 0x00dc, 0xfc41, - 0xfec5, 0x02b2, 0x02e3, 0xfd6c, 0x0145, 0x01de, 0xfdd1, 0x027e, 0x0089, 0xfdd5, 0x0149, 0x0331, 0x0127, 0x0052, 0x0380, 0xfdee, - 0x01e4, 0xff0e, 0x0070, 0x03a9, 0x00c4, 0xfd23, 0x03c0, 0x0270, 0x0200, 0x0210, 0x01bf, 0x0375, 0x039f, 0xfed0, 0xfd63, 0x025c, - 0xfe27, 0xff40, 0xfe62, 0xff20, 0x00c8, 0xff29, 0x032a, 0x0247, 0xfc9b, 0xfd49, 0xfd5c, 0xfd14, 0xfef8, 0xff2a, 0x0373, 0x0118, - 0x0185, 0xfc62, 0x023b, 0xfe2e, 0xfc51, 0x03e7, 0xff83, 0xfdbd, 0x0316, 0x02f0, 0x027f, 0xfe00, 0xfce9, 0x0084, 0xfd19, 0xff50, - 0xffbb, 0x01c1, 0xfe4a, 0x00de, 0xfc5e, 0x021c, 0xfe34, 0x0305, 0xfc84, 0xffd4, 0xfcfe, 0xfcaa, 0x0013, 0x002a, 0xfd1d, 0x0244, - 0x03a5, 0x0270, 0xff5e, 0x0158, 0x0298, 0xff6d, 0xfeb2, 0xfda3, 0xff8c, 0x0372, 0x00b8, 0x0062, 0x0137, 0xff88, 0xfc6e, 0xfd07, - 0x0151, 0xfd59, 0x024e, 0x012a, 0xfccb, 0xfe6a, 0xfdca, 0x00a7, 0xfcc9, 0xffcf, 0x027b, 0x0168, 0x0345, 0x00b9, 0x0110, 0x02a1, - 0xfef8, 0xfef3, 0xfe3a, 0xfd97, 0xfd41, 0xfdff, 0x00fd, 0x013e, 0x02eb, 0xfe6f, 0x0201, 0x0046, 0x0139, 0xff06, 0xfcf9, 0x02b5, - 0x03cb, 0xfd9d, 0xfd26, 0xfe32, 0x002d, 0xfc5a, 0xfd19, 0x02f9, 0x01d7, 0x03db, 0x03db, 0xffa3, 0x01b2, 0x012b, 0xffc4, 0x02bb, - 0xfd3f, 0x0169, 0x0209, 0xff0c, 0x021a, 0x00a6, 0xfc8b, 0xfd7b, 0x0322, 0xfe50, 0x02d0, 0x0258, 0x0215, 0x02e0, 0xfd4e, 0x01a0, - 0x0265, 0xfeea, 0x034d, 0x02dc, 0x02fe, 0x0059, 0xfe68, 0xfcd0, 0x0057, 0xfed5, 0x00b5, 0xfcd3, 0x033d, 0x0368, 0x0259, 0x00d3, - 0x0308, 0x02d1, 0xffb5, 0x0074, 0xfdc3, 0x0047, 0xfc46, 0xff2f, 0x000c, 0x0105, 0xfdf7, 0xfcec, 0xff1f, 0xfe39, 0x0001, 0xff6c, - 0xfd11, 0x00cb, 0x01aa, 0xfc66, 0x0133, 0x014d, 0x0342, 0x02e3, 0x026b, 0xfcac, 0x0244, 0x0173, 0x00cd, 0xfdda, 0x0225, 0x0224, - 0x00aa, 0xfd87, 0x00f3, 0x011a, 0x01c4, 0x0393, 0x00f8, 0xfdab, 0xfd5d, 0xfd6f, 0x01bc, 0x0007, 0xfcf1, 0x00ab, 0x02d2, 0x0172, - 0xfe90, 0x0337, 0x0270, 0xfd68, 0xfd10, 0x01ff, 0xff57, 0xfe4c, 0xff6d, 0x0367, 0xfc87, 0x0138, 0x01ce, 0x008f, 0xff47, 0xff22, - 0xffec, 0xfc49, 0xfd8b, 0xfc70, 0x03df, 0xff7b, 0x0000, 0x020a, 0x03b1, 0x0312, 0xfe89, 0x033b, 0xff11, 0x0077, 0xff19, 0x00f6, - 0xff8b, 0x001c, 0x0362, 0x00c4, 0x0045, 0x01c3, 0x00f5, 0xfecc, 0x03ca, 0xfffa, 0xfec3, 0x0323, 0xfc65, 0xff31, 0x01ab, 0x012d, - 0xfc7d, 0xfe9c, 0x03e7, 0xff93, 0xffeb, 0xfca8, 0xff4b, 0xff0f, 0x0359, 0xfe04, 0xfff8, 0xff51, 0x03d1, 0x0061, 0x00c8, 0x00b5, - 0xff54, 0xfe5c, 0xfe90, 0xfe65, 0x01fa, 0xff1b, 0x0201, 0xffda, 0xfdd0, 0xfdb0, 0x03a5, 0xfd63, 0x0127, 0xfcb8, 0xfdcb, 0x0350, - 0xffcd, 0xff47, 0x0039, 0xffee, 0x0015, 0xffbd, 0xfe58, 0x00f0, 0xfe6a, 0x0189, 0x0190, 0x000f, 0x02af, 0xfe08, 0xfffb, 0xfc68, - 0xff64, 0x00ee, 0xfe80, 0x0225, 0xfee7, 0x0395, 0xfdaa, 0xfc74, 0x0230, 0xfd97, 0xfd37, 0xfd90, 0xfd26, 0x0182, 0x0040, 0xfeef, - 0xfe4c, 0xfebf, 0x02fc, 0x0307, 0xfd6f, 0x01f3, 0x0336, 0xffee, 0xfe87, 0xfe1b, 0xfe7b, 0x0000, 0xfd4e, 0x02da, 0xfd90, 0x0107, - 0xfdfb, 0xfcdc, 0x0031, 0xffc3, 0x03b0, 0x01e1, 0xfd5e, 0xfde1, 0x03a5, 0x014b, 0xfffa, 0xfd0a, 0x0090, 0xfd95, 0x03b4, 0xffb0, - 0x037e, 0x02ad, 0x02d3, 0x0064, 0xfeb9, 0xfe36, 0x0315, 0xfcda, 0x02ed, 0xfebb, 0x00c1, 0x0092, 0x034f, 0x00a6, 0xfde1, 0xfe20, - 0x02f3, 0x00f6, 0xfd26, 0xfeb8, 0xfd21, 0x012e, 0xfc20, 0x0346, 0x01bb, 0xfc67, 0xfd67, 0xfd4a, 0xfeaa, 0xfcd1, 0x0115, 0x0252, - 0xffb8, 0xff49, 0xff38, 0x032d, 0x00ef, 0x0028, 0xfea7, 0xfe99, 0x0231, 0x0359, 0x0069, 0xfc8e, 0x03c7, 0x0393, 0xfdb1, 0x0050, - 0x016f, 0xff28, 0xffe2, 0xfd5d, 0x0245, 0x002a, 0x03d8, 0x0004, 0xfde7, 0xfe7d, 0xfefe, 0x00c0, 0xfe5c, 0x01a3, 0x00a3, 0xfe6e, - 0xfc52, 0xfd26, 0x007d, 0xff52, 0x0136, 0xff26, 0xff9d, 0x0034, 0x00a4, 0x017b, 0xfd58, 0x0327, 0x0093, 0x00e9, 0xfe88, 0xffd7, - 0x0089, 0x0349, 0x015c, 0xfe64, 0xfdd0, 0xfc78, 0x0248, 0x0109, 0xfdea, 0x01e5, 0xffc4, 0x03da, 0x033b, 0xfe67, 0x001f, 0xff31, - 0xfc8c, 0x0346, 0xfc86, 0x0288, 0x006b, 0x0256, 0x02dd, 0xff07, 0xff49, 0xfea2, 0xffb4, 0xfe54, 0x011d, 0xfec6, 0xfe2c, 0x014f, - 0x0041, 0xff49, 0x0386, 0x03a2, 0xfcfd, 0x03b0, 0xfc76, 0xfdd4, 0x01f7, 0x037b, 0x035e, 0x0119, 0xfe2a, 0xff13, 0xfe49, 0x01a3, - 0xfe9a, 0x004e, 0xff56, 0xffb1, 0x016d, 0xfd9e, 0xfdae, 0x02c1, 0x03b2, 0x013e, 0xfc45, 0x02b7, 0x00b3, 0xfd18, 0x0066, 0x009a, - 0x0093, 0xfde0, 0xff90, 0xfc28, 0x0138, 0xfc43, 0xfd6e, 0x03b7, 0xfcfb, 0x0122, 0xfe95, 0x0062, 0x005c, 0x0339, 0x02b6, 0xfce6, - 0x00d2, 0xfec5, 0x01ef, 0xfd9c, 0xff26, 0x0068, 0xfe9d, 0xfcb7, 0xfccf, 0xfd1f, 0xfecf, 0xfdf3, 0x01ae, 0x0243, 0x00f3, 0x0163, - 0xfd9a, 0x0104, 0x0126, 0xfc38, 0x017c, 0x030a, 0xfca0, 0xfe7c, 0x0238, 0x0377, 0x0284, 0x03e5, 0x0250, 0x0015, 0xfcf6, 0x03c4, - 0x0240, 0xff19, 0xfdce, 0xfccb, 0xfd64, 0xfd3c, 0xfdb8, 0x0103, 0xfff9, 0x0197, 0x003e, 0x0163, 0x0072, 0x03b1, 0x020e, 0x00bc, -}; - -uint16_t q15_conv_weight_1[16*16*25] = { - 0xfd92, 0xfc96, 0xfe14, 0x02c8, 0xff46, 0xff72, 0xfff8, 0x005a, 0x03d0, 0x01ef, 0xfe01, 0x00e5, 0x024a, 0xfcbf, 0xfc3d, 0xff34, - 0xff5d, 0x0350, 0xfe24, 0xff02, 0x0111, 0xfc6a, 0xfe05, 0x0390, 0x0165, 0x02ee, 0x0258, 0x0238, 0xfd55, 0x01f0, 0x027e, 0xfeb9, - 0xff45, 0x03d8, 0xfe8a, 0x0222, 0xfdac, 0xfec1, 0xff09, 0x013b, 0xfd24, 0xffa0, 0x0182, 0x027b, 0x0300, 0xfc84, 0xfd15, 0xfc95, - 0x0154, 0x00e2, 0xfe8d, 0x0071, 0x013a, 0xfdab, 0xfcd9, 0xfc83, 0x0116, 0x01a7, 0xfebd, 0xfc43, 0xfc22, 0xffaf, 0x019c, 0x00af, - 0x014e, 0xfc6e, 0x007f, 0xfe72, 0x0338, 0xfc7e, 0x0055, 0xfcf4, 0x00f5, 0xfc7f, 0xfdc2, 0xfcd9, 0x0078, 0xfc82, 0x0071, 0xffe8, - 0x0365, 0x0099, 0xff55, 0x02ba, 0xfe53, 0x0374, 0xfee8, 0x00a5, 0x0317, 0xfcf9, 0xffdc, 0xffb0, 0xff65, 0xfc92, 0xfd82, 0xfc66, - 0x00e8, 0x01f2, 0x01fe, 0x03e5, 0x020a, 0xfee7, 0x0186, 0xfd08, 0x009f, 0x01ce, 0x0233, 0x00a9, 0x0337, 0x020a, 0xfc58, 0xfe04, - 0xff8d, 0xffe7, 0xfdbe, 0xfe77, 0xff66, 0xfefd, 0xfca4, 0xfe57, 0xfd7c, 0x037c, 0x0340, 0xfdeb, 0xfef6, 0x0336, 0x00aa, 0x01a8, - 0xfc75, 0xfd0c, 0xfe12, 0x0396, 0x00ea, 0x00f5, 0x03d2, 0xff6c, 0x0355, 0xfe5a, 0x0121, 0xfefc, 0xfccb, 0xfe00, 0xfe76, 0xfe9a, - 0xfc2e, 0x002a, 0x01fa, 0x0357, 0x0075, 0x035c, 0xfc49, 0xff4c, 0xffa6, 0x030c, 0xfc32, 0xfe48, 0xfccc, 0xfc4e, 0x01c4, 0x02f7, - 0xfd4f, 0xfee6, 0xfd54, 0x01fa, 0xfcaf, 0xfed6, 0xfe9e, 0xfcf9, 0xfcf4, 0xfe65, 0x01a9, 0xfc35, 0x0284, 0x0295, 0xfef0, 0x0020, - 0x0010, 0x03d7, 0xfc78, 0x01ae, 0x0211, 0xff53, 0x038e, 0x016e, 0xfec0, 0x0175, 0x0188, 0xfcfd, 0x01b0, 0x0104, 0x0347, 0xfe0a, - 0xff32, 0xfeb3, 0x020b, 0xfff9, 0xfefc, 0x002c, 0x01db, 0xfeb3, 0x0164, 0x0369, 0x03b8, 0x022e, 0xff47, 0x01df, 0x03a7, 0x0388, - 0xfe8c, 0xfd9e, 0x0027, 0xfcfe, 0x039a, 0x02dd, 0xffbd, 0x036b, 0x0295, 0x0272, 0x00e0, 0x0077, 0xff2f, 0x006a, 0xfc84, 0xffaf, - 0xff2d, 0xff27, 0xfec5, 0x01e3, 0x0057, 0xfdf3, 0xfd52, 0x01fa, 0x0203, 0x022b, 0x0009, 0xfc80, 0xfd32, 0x023c, 0x01da, 0xfd36, - 0xfe61, 0x0382, 0xfdfb, 0xfe24, 0x00fd, 0x01b5, 0x0082, 0x00e1, 0xfd2a, 0x033e, 0x03d0, 0x0327, 0x0099, 0x025e, 0x02e0, 0xfc8a, - 0x01fc, 0x0211, 0xfee2, 0x0226, 0x00a3, 0xfd38, 0x009a, 0xfdaa, 0xfd3d, 0xfd18, 0x0192, 0xfe08, 0xff8a, 0x0001, 0xfcdd, 0x003d, - 0x00fa, 0x0153, 0x02b7, 0xff1f, 0xfe58, 0x0206, 0xfdb1, 0xfd00, 0x018d, 0xff23, 0xfc70, 0xffed, 0x025e, 0xfef6, 0x01a8, 0xfe6b, - 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0x01db, 0x0284, 0x008d, 0x029b, 0x0236, 0xfd6d, 0x03d1, 0xfe55, 0xff70, 0xfdfa, 0xfc9b, 0x0363, 0x0113, 0xff4e, 0xfce9, 0xfd39, - 0xff73, 0x00a6, 0xfc57, 0x01de, 0x03c1, 0xfefb, 0xfc6f, 0x01a1, 0x0238, 0x004f, 0x0356, 0x038f, 0x009e, 0xfe83, 0xfc2e, 0xfe99, - 0xfcda, 0xfdf0, 0x02e0, 0xfd90, 0xff74, 0x0000, 0xfd1e, 0x0118, 0xfe21, 0x0234, 0x00e7, 0x0295, 0x0349, 0xff6a, 0xfed4, 0x01ee, - 0x01df, 0xfd49, 0xfcb9, 0x0055, 0x0333, 0xfe76, 0x0089, 0x0202, 0x006d, 0xfecb, 0xfee7, 0x03e5, 0x01ea, 0x0055, 0xff76, 0xfebb, - 0x0314, 0x0245, 0xff6f, 0x005a, 0xff1e, 0xfde9, 0xfd35, 0xfe0b, 0xfe9a, 0x00c0, 0x005a, 0x010e, 0x02f8, 0xfd9b, 0x036b, 0x006b, - 0xffc9, 0x03a3, 0xfc43, 0xfcba, 0x006a, 0xfc7c, 0xfc2d, 0x030a, 0x015d, 0x02da, 0x00cc, 0xfe35, 0xffd5, 0x0221, 0xff6c, 0xfc20, - 0xfd01, 0xffd0, 0xfee2, 0x0376, 0x018a, 0xfe3c, 0x0324, 0x0091, 0xff85, 0x03b1, 0x02a6, 0xffad, 0xfdef, 0x0254, 0xfe7e, 0x0304, - 0xff3d, 0xff7e, 0x00cd, 0x0259, 0xfdb2, 0xfe74, 0x033a, 0xffbf, 0xff2a, 0xffc7, 0xfc81, 0x0257, 0x00b6, 0xfcad, 0x0336, 0x02fa, - 0xff04, 0x0353, 0x03b6, 0x01fe, 0xff67, 0xfc7f, 0xfedc, 0x0270, 0xfe33, 0xfccd, 0x0135, 0x0307, 0xfc5a, 0xfd11, 0xfd18, 0xff0d, - 0xfe74, 0x03e0, 0xfea7, 0x01c5, 0x01cc, 0x003c, 0xfe0b, 0xffca, 0xfcfd, 0x001f, 0xfff1, 0x0242, 0x02ec, 0x01f8, 0x032d, 0xfcb7, - 0x0144, 0xfc6f, 0xfc54, 0x02c0, 0x027c, 0xfe8b, 0x01f9, 0xfe7d, 0x0164, 0xfc21, 0x0024, 0xfe6c, 0xfe5b, 0x00f9, 0x024c, 0x038f, - 0x015f, 0x0311, 0xfca3, 0x0268, 0x016b, 0x0092, 0x0178, 0x0178, 0x0125, 0x0275, 0xfc75, 0xfc78, 0x036b, 0x00d8, 0x034f, 0xfebd, - 0xfe31, 0xfd09, 0x0303, 0xfea3, 0x0366, 0x03d0, 0xffc3, 0x0115, 0x030a, 0x0226, 0xfe21, 0xffcd, 0xfdfc, 0x031e, 0xfe6c, 0xfe35, - 0xfd97, 0x008a, 0x03a2, 0x0177, 0xfcf9, 0x02ff, 0x009c, 0x0357, 0x0116, 0x00fe, 0xff40, 0xfe6c, 0x038e, 0xff0e, 0x011a, 0x017e, - 0xfc38, 0x005f, 0xff30, 0x0095, 0x0150, 0xfee4, 0x0235, 0x0365, 0xfea7, 0xfc79, 0xfe98, 0x00f9, 0x01dd, 0x0110, 0xfdae, 0xfdd2, - 0xff48, 0x01c8, 0x002b, 0xfc6c, 0xff43, 0x011a, 0x008c, 0x0362, 0x036c, 0xfebd, 0xff7f, 0x03bd, 0x0040, 0x023b, 0xfc4d, 0xfd5e, - 0xfe5b, 0xfdc1, 0xfe29, 0xfeb7, 0x0251, 0xfdbd, 0xfee2, 0x03cc, 0xff22, 0x027d, 0x00a8, 0xfd5d, 0xfdc6, 0x01a1, 0xff71, 0x0169, - 0x0331, 0x0377, 0xfe67, 0x0130, 0x00f7, 0xff45, 0x03e3, 0x023e, 0xfdcf, 0xffd5, 0xfcf6, 0x02f9, 0x01e7, 0x01dd, 0xfcef, 0x0102, - 0xfee6, 0xffd2, 0xfd9a, 0x0109, 0xfee0, 0x006e, 0x0169, 0x007d, 0xfcb8, 0x02cb, 0xfe12, 0x0363, 0xff2b, 0x00ed, 0x0162, 0x0222, - 0x02c6, 0xfde6, 0xfcfb, 0x013d, 0x03a9, 0x0121, 0x01ac, 0xffeb, 0xfd5a, 0xff2c, 0xfe03, 0x023f, 0xfc2d, 0xfd34, 0x03b9, 0x0182, - 0xfeb7, 0xfc57, 0x011d, 0xfd5a, 0x01f0, 0xffdd, 0x0043, 0xff4f, 0x0326, 0x0271, 0x01f7, 0xfe43, 0x005a, 0x0346, 0x00b2, 0xff42, - 0x01ab, 0x023d, 0x00dd, 0x02c5, 0x018d, 0xffca, 0xfd55, 0xfccd, 0xfd52, 0xff06, 0xfcbf, 0xff9f, 0xfd59, 0x033d, 0xfc51, 0xfdf7, - 0x0178, 0xfc67, 0x00a1, 0xfce0, 0xff2b, 0x001b, 0x03a8, 0x0386, 0x0183, 0xfcf3, 0xfdfd, 0xfd99, 0xfe0e, 0xfc1f, 0xfca9, 0xfffc, - 0x00f4, 0x0320, 0xfcda, 0xfc96, 0xffeb, 0xfe0b, 0xfce9, 0x029b, 0xfedd, 0x01ca, 0x02b4, 0xfcc1, 0x01c0, 0x00d5, 0x0143, 0x00cf, - 0x0353, 0xfc8d, 0xfd3c, 0x00ae, 0xfead, 0x0111, 0xfc86, 0x03d0, 0xfd99, 0xffa8, 0xfea8, 0xff30, 0x029c, 0x02d0, 0xfc40, 0xfdd6, - 0xfdc4, 0x0228, 0xffe0, 0x02db, 0xfda5, 0xffc5, 0xfc5b, 0xff9c, 0xfc4b, 0xff37, 0xff01, 0xfdb1, 0xff0d, 0x026a, 0x02ed, 0xff1a, - 0x021c, 0x0167, 0x0025, 0x023f, 0xff9d, 0x0155, 0x0299, 0x0139, 0x00fb, 0x024d, 0x00a7, 0x03bf, 0x0153, 0x0058, 0x0047, 0xffba, - 0xfc76, 0x013b, 0xfda1, 0xfd55, 0xfebd, 0x00c4, 0xfd5e, 0x00f4, 0x02d1, 0x00a1, 0xfed6, 0x038f, 0x000f, 0x01b0, 0xfe51, 0x0011, - 0xfcae, 0x02be, 0x007a, 0xfd1d, 0x0182, 0x00f4, 0x02d2, 0x0239, 0x01ff, 0xfc3d, 0x021e, 0x0050, 0x02db, 0x028b, 0x02bf, 0x013f, - 0x01fb, 0x029f, 0x0347, 0xfdcb, 0xff09, 0x020d, 0x0377, 0xfe8f, 0xfdd1, 0x01d0, 0xfca0, 0xfef3, 0x0246, 0xffa0, 0x00a2, 0x01b3, - 0x0108, 0x0259, 0x0220, 0xfe6a, 0x0196, 0x0267, 0xfff0, 0x0299, 0x0057, 0x030f, 0x038c, 0x0160, 0x01ee, 0x00d7, 0x03ba, 0xff40, - 0x0104, 0x0255, 0xfd95, 0x0191, 0x0020, 0xfc18, 0xfeff, 0x00eb, 0x02cd, 0xfe1a, 0xfe9f, 0x01d3, 0x014e, 0xfcdd, 0x03c4, 0x00d1, - 0xfe94, 0xfc3c, 0xfd1c, 0x0227, 0xffe3, 0xfe64, 0x00b9, 0xfe04, 0xff1d, 0xfcb4, 0x014a, 0xfec8, 0x0353, 0xfd15, 0x03bc, 0xfcc6, - 0x02e6, 0x031d, 0x03a3, 0x0138, 0xfe09, 0xfcdb, 0x00b1, 0xfd99, 0xff13, 0xfe2a, 0xfc76, 0xfc49, 0xfef7, 0xff14, 0x00df, 0x0301, - 0xfc64, 0xffad, 0xfc35, 0x0279, 0x0124, 0x0100, 0x01ef, 0xfc27, 0x021f, 0x03e5, 0x0148, 0x00c2, 0x0255, 0x0030, 0xfce7, 0xfe08, - 0x033d, 0xfd78, 0xfdf6, 0xffba, 0xfd4a, 0x00ff, 0xfd02, 0x0198, 0xff5a, 0xfff5, 0x0185, 0xfef3, 0xfc19, 0xfe72, 0x006d, 0x028a, - 0x0252, 0xfd27, 0xfd44, 0xfc97, 0xfc65, 0x01f5, 0x01eb, 0x01cb, 0x01a3, 0xfde8, 0x01d3, 0xfd9b, 0x0235, 0x0077, 0x029b, 0xfdb8, - 0xfd88, 0xfce1, 0xfee6, 0x01b0, 0x0052, 0x0122, 0x034a, 0xfdd2, 0x0108, 0xfcf5, 0xfc1c, 0x0351, 0x0117, 0xfe12, 0x0052, 0x03df, - 0x0050, 0x0386, 0xfc85, 0xfded, 0x03ca, 0x01ae, 0xfde1, 0xfd86, 0xfdd3, 0xfdf4, 0x01a8, 0x035d, 0x0245, 0xfdac, 0xfc4a, 0x0213, - 0x02e1, 0xfcf8, 0xfc8e, 0xff50, 0x028d, 0x026c, 0x0205, 0xfd61, 0xfda4, 0xfc93, 0x019b, 0x03bd, 0xffd5, 0xfc21, 0xff5e, 0xfd60, - 0x02b0, 0x021e, 0x01fc, 0xfd82, 0x0399, 0xfebd, 0x00c4, 0xfef7, 0xfc50, 0xfce8, 0xfffd, 0xfef5, 0x0297, 0xfd09, 0xfe6b, 0xfda4, - 0xfd45, 0x0207, 0x01a3, 0x0045, 0x036e, 0xff30, 0xff73, 0x021c, 0xfef7, 0x02fb, 0x02ef, 0x0030, 0x0300, 0x0028, 0xfe13, 0x0212, - 0xfe7d, 0x018d, 0x01c0, 0xfd35, 0xfe32, 0xfcc3, 0x026c, 0xfed4, 0xfe3b, 0x01dd, 0x03df, 0x02d8, 0x00d6, 0x039c, 0x00cb, 0xfda2, - 0xfd75, 0x02f1, 0xfc19, 0x016d, 0xfe61, 0xff7d, 0xff15, 0xfed9, 0xff7a, 0xfdf6, 0x006b, 0xfcf8, 0x0066, 0x03b1, 0xfce9, 0xfe37, - 0x02b9, 0x03d1, 0xfde9, 0xfceb, 0xfe93, 0xffd4, 0x0276, 0xfc94, 0xfe06, 0x0110, 0x0301, 0xfcc2, 0xfcfb, 0x0044, 0x0226, 0x02a9, - 0xffc4, 0x030c, 0x0301, 0xfdb7, 0x03b7, 0xff97, 0x0310, 0x0256, 0x02bb, 0xffef, 0x017f, 0xfdf6, 0xfdd3, 0xfdab, 0x0243, 0xfeb3, -}; - -uint16_t q15_conv_weight_2[16*16*49] = { - 0x0117, 0xffcb, 0xfd68, 0xfeb6, 0xfe48, 0xfcba, 0x009f, 0xfd7a, 0xfdca, 0x00d0, 0xff38, 0x0161, 0x007e, 0xfdb6, 0x00d1, 0xfc2b, - 0x0196, 0xffda, 0x002b, 0x0201, 0x01cf, 0x03d5, 0x03c3, 0xff6f, 0x00ce, 0xff26, 0x036d, 0xfc75, 0xfd51, 0x00c6, 0x036d, 0xfd90, - 0x02fe, 0xfc35, 0xfcf0, 0x020f, 0x0365, 0xff21, 0x0090, 0xffac, 0xfcb4, 0x00eb, 0xfee7, 0x0169, 0xfeb7, 0x024a, 0xfd08, 0x02a2, - 0xfe86, 0x03d5, 0x0135, 0x03af, 0x0284, 0xfd99, 0xfec1, 0xfd53, 0x00c5, 0x023a, 0x02c3, 0x0254, 0xffcf, 0xfde5, 0xff78, 0x0030, - 0xff1c, 0xfd0b, 0x03be, 0xfc2e, 0xfd3d, 0x038e, 0x0096, 0xfc94, 0x00d6, 0x01bb, 0xff7b, 0xff79, 0x0239, 0x0218, 0xfcc2, 0x00b5, - 0x0233, 0xff90, 0xfffc, 0x0282, 0x0112, 0xff2d, 0xfc3d, 0xfc61, 0x015b, 0xfc40, 0xff17, 0xfde4, 0xfffa, 0xfe48, 0x01ce, 0x010a, - 0x028a, 0x010f, 0xfd24, 0x02dc, 0xffc1, 0xffa4, 0x0035, 0x0271, 0xfe98, 0x0319, 0xfe86, 0xfc2c, 0x013c, 0xfcf1, 0xfefa, 0x022b, - 0xfcb6, 0x0112, 0xffc1, 0xfd80, 0x031a, 0x004b, 0xfe5f, 0x006c, 0x00af, 0xfc2e, 0x0232, 0x03bc, 0x02c0, 0xfd1f, 0xffd9, 0xfcfa, - 0xfdbd, 0x0397, 0x015b, 0x033d, 0xff5d, 0x0348, 0x01c2, 0x0082, 0xfea4, 0xffbb, 0x01c3, 0x029d, 0xfd7f, 0xfdab, 0x00d4, 0xfc28, - 0xfca1, 0xfe8a, 0xfca4, 0xffe6, 0xfcb3, 0xff05, 0x028a, 0x03dd, 0xfdac, 0xff3f, 0xfd69, 0x034c, 0xffd4, 0x0200, 0x003b, 0x01fb, - 0x025d, 0xff4f, 0x017d, 0xfece, 0xfcec, 0x03c6, 0xffcb, 0xff0d, 0xff23, 0xfdce, 0x0245, 0x0100, 0xfc6f, 0x0225, 0xfea9, 0xfe97, - 0x01e0, 0x0343, 0xfd75, 0x03db, 0x0060, 0x009e, 0xfe5a, 0xffd4, 0x0025, 0x0362, 0xfc43, 0xfe3f, 0xfc92, 0xfd9e, 0x002b, 0xfd44, - 0xff8d, 0x03ad, 0x0003, 0x0377, 0xfdbb, 0x01ae, 0x0272, 0xfcdc, 0x0093, 0xfe02, 0xfda1, 0x02bd, 0x03c2, 0xfc36, 0xff63, 0x03c5, - 0xfd1c, 0xfc81, 0xfe62, 0x0356, 0xfc23, 0x0100, 0xfc53, 0xfce1, 0xfe8b, 0xfcc9, 0x03d9, 0xfdfa, 0x004b, 0xfcdf, 0xfcfb, 0xfeb5, - 0x022a, 0xfdd2, 0xfead, 0xfdd9, 0x03d7, 0xfd78, 0xfecf, 0x01f9, 0xff2b, 0xfee6, 0x01cb, 0xfdea, 0x03d0, 0xfc74, 0x03bf, 0xfd9b, - 0xfcfd, 0x0196, 0x0058, 0xff88, 0xfd71, 0xfc5f, 0x006b, 0xffe2, 0x02e2, 0x01dd, 0xfd5b, 0x02e9, 0x002e, 0x03bf, 0x0285, 0x00c1, - 0x00ba, 0x00cf, 0x0117, 0x006f, 0xff5f, 0x0288, 0xfe53, 0x034d, 0x01d4, 0xfe79, 0x01aa, 0xffee, 0x0023, 0xffc2, 0xfdfb, 0x03bc, - 0x0133, 0x00b7, 0x0189, 0xff7c, 0x01d9, 0xfeda, 0xff18, 0xfe8b, 0x0225, 0x0086, 0x0196, 0xfda9, 0x020e, 0xff03, 0xfc54, 0x03d9, - 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0x02e7, 0xfcc4, 0xff5a, 0x028b, 0x0209, 0x01b4, 0x0272, 0xfdd4, 0xfc63, 0x011f, 0x02fb, 0x0205, 0x034b, 0x0007, 0x02e3, 0x01db, - 0x01f3, 0xfc79, 0x0141, 0x03b5, 0xfd95, 0x02bb, 0xff0e, 0xfdbb, 0x01d9, 0xfd0c, 0x017c, 0xfd27, 0xfdda, 0xfe0c, 0xff40, 0xfd1d, - 0xfcb9, 0x03b1, 0xff65, 0x0033, 0x01a7, 0xfd57, 0x0066, 0x0036, 0x0001, 0x00ef, 0xff8c, 0xfe03, 0x0288, 0xff90, 0x035f, 0xfcbf, - 0xff2d, 0x034f, 0x032f, 0xfc73, 0x03a1, 0xfd38, 0x02a0, 0xfda8, 0xfc66, 0x00e0, 0x02dd, 0x0223, 0xfcbf, 0x03e4, 0xfc1e, 0x017f, - 0x0344, 0xffb5, 0xfce1, 0xfd94, 0x00b0, 0x02d4, 0xfd4c, 0x0116, 0x02b3, 0xfdc3, 0x01a0, 0xfe37, 0xffdf, 0x0153, 0xfc22, 0xfdf5, - 0x02a7, 0x034f, 0xfd7e, 0x01fb, 0xfd39, 0x03a2, 0xfd79, 0x01c9, 0xfd0e, 0x00fa, 0x0242, 0xfd26, 0xfe4e, 0xff7a, 0x01ff, 0x035d, - 0x00fe, 0xfea6, 0x0180, 0xfdfa, 0x00cd, 0x0104, 0x01cb, 0xffdd, 0xfee0, 0x0075, 0xff0d, 0x02e1, 0xfd4c, 0x0186, 0xfcbd, 0x02ec, - 0xfd20, 0x01bb, 0x0212, 0xfca6, 0x0146, 0x0100, 0xfe32, 0xfd5a, 0x003f, 0xfd4e, 0x0257, 0x009e, 0x0081, 0xffa6, 0x03cb, 0xfd8e, - 0xff69, 0xfcf7, 0xff6a, 0x002b, 0x03cc, 0xff16, 0x0250, 0x020e, 0x02e5, 0xff08, 0x02cb, 0x00c2, 0x00be, 0x02ab, 0xfd37, 0x00dc, - 0xfe24, 0x01fd, 0xfd66, 0xffa1, 0xfc4a, 0xfd80, 0x033c, 0x0254, 0x00f8, 0xfe2a, 0xfcdf, 0xffbf, 0xfd86, 0x0159, 0xfcc1, 0xfee2, - 0x0227, 0x007b, 0xffe7, 0xfe77, 0xfd0c, 0x01f4, 0xff97, 0xff36, 0xfff8, 0xfe9d, 0xff88, 0xff05, 0x0344, 0xff76, 0xfc21, 0xfcd5, - 0x035e, 0xfd78, 0xfc52, 0xfe48, 0x02c4, 0x00a6, 0xfc3b, 0x034a, 0x032a, 0x02a6, 0xfc39, 0x000e, 0xfe0b, 0x0284, 0x00b2, 0x00be, - 0x0105, 0xfebf, 0x0016, 0x0388, 0xffa6, 0xfde7, 0xff0c, 0xfef7, 0x007a, 0xff25, 0xfdcd, 0x012e, 0x0102, 0x033d, 0x013f, 0x0268, - 0xfcd1, 0x0267, 0x02b5, 0xff84, 0xfce3, 0x02ab, 0xfd22, 0x001a, 0x023a, 0x0162, 0xfc82, 0x01a0, 0xff82, 0x0364, 0xfe0b, 0x02c2, - 0x01bb, 0xff5f, 0xfd97, 0xfd87, 0xfcef, 0x03b7, 0x031b, 0xfe29, 0xfcd6, 0xfeb4, 0x03d1, 0xfefd, 0xffa9, 0xfea7, 0x02b0, 0xfcf1, - 0x01bc, 0xfc79, 0xfe52, 0xfef5, 0xff07, 0xfe84, 0xff61, 0xfe50, 0x0301, 0xfeab, 0x02da, 0x0014, 0x01e7, 0xfe86, 0xfe4b, 0xfe7c, - 0x017f, 0xfe7d, 0x0250, 0xfdda, 0xffeb, 0xffae, 0x038c, 0x0345, 0xfe37, 0xfda7, 0xfcc7, 0xfe33, 0xfcb7, 0x0342, 0xfd3a, 0xfe47, - 0xfe0b, 0x025c, 0x0238, 0x012f, 0xfc8d, 0xff3e, 0xfe81, 0x03cb, 0xffc2, 0xff55, 0xfce4, 0x01c8, 0x00a4, 0x02f7, 0x03ce, 0xff7d, - 0x0366, 0x021f, 0xfdd2, 0xfc19, 0xfce0, 0x038b, 0xfc8a, 0xfe38, 0xff45, 0xfca2, 0x0006, 0x0126, 0x0192, 0xffcd, 0xfdd7, 0x0009, - 0xfe84, 0xfe6a, 0x02f0, 0xfe4c, 0x00ef, 0xfcca, 0xfc3a, 0xfd33, 0x033e, 0x031c, 0xfd8b, 0x0104, 0x006b, 0xff8f, 0x018a, 0xff39, - 0xfd08, 0x0042, 0xfdef, 0xfc27, 0xff9c, 0x01cd, 0x001c, 0x01ac, 0xff50, 0xff03, 0x0325, 0xfd40, 0x031b, 0x00ec, 0x0228, 0x01ab, - 0x0379, 0xfe8f, 0x027d, 0x0123, 0xfcb9, 0xfe5f, 0xfd92, 0x0207, 0xffff, 0x016a, 0xfe87, 0x003f, 0x0215, 0xff38, 0xfeed, 0x0205, - 0x02ef, 0x0303, 0x003d, 0xfd11, 0x01e4, 0xfee8, 0xfee1, 0xff1d, 0xff57, 0x0063, 0x008b, 0xfc76, 0x001d, 0x036f, 0x023e, 0x01b0, - 0xfd14, 0xfee5, 0x00dd, 0x0380, 0xfd6a, 0x020c, 0xff78, 0x0241, 0xfdaf, 0x01b8, 0x000e, 0x0120, 0x03ad, 0x0328, 0xfc5a, 0x03c6, - 0xfd88, 0x022f, 0xfc37, 0x0291, 0xfc79, 0x0342, 0x0086, 0x039f, 0xff1a, 0x03b2, 0x01c2, 0xfed7, 0xffe3, 0x036c, 0xfc9f, 0x00d3, - 0xff74, 0x0004, 0xfeab, 0x0148, 0xff36, 0xfd98, 0x03cb, 0xfecd, 0xfe5d, 0x03dc, 0xfcb0, 0xfdf6, 0xfc2b, 0xffa4, 0x0071, 0x0384, - 0x0213, 0x0114, 0xfcee, 0xfda3, 0x0272, 0x00d5, 0x03d0, 0xff9f, 0xfec4, 0x038d, 0x01dd, 0x018c, 0x0072, 0xfe7a, 0xfd3b, 0x0075, - 0x03e7, 0xfeee, 0xfdac, 0x0071, 0xfde1, 0x037b, 0xfebd, 0x0083, 0xfca5, 0x0227, 0xffd6, 0x03a5, 0x0187, 0x00d7, 0x0071, 0x00ac, - 0xfc33, 0xfd33, 0xfc9a, 0xffeb, 0x0395, 0xfc61, 0xfdb4, 0xfcf5, 0xff75, 0xfedf, 0x0376, 0x011d, 0x00d5, 0x03d4, 0xfd4e, 0xfe2d, - 0x0031, 0xfd62, 0x0159, 0xfd38, 0x0263, 0xfc40, 0x03ae, 0x005d, 0x0244, 0x03b7, 0xfe50, 0x00f6, 0x011a, 0xfe7d, 0x0255, 0x0107, -}; - - /* the dim of bias is ch_im_out. */ - -uint16_t q15_conv_bias_0[32] = { - 0xffe5, 0xffe0, 0x004f, 0xffb6, 0x000a, 0xffd6, 0x0026, 0x0055, 0xffac, 0x0042, 0x002f, 0xffa5, 0xffc1, 0x0030, 0x0059, 0x0020, - 0x000d, 0x0010, 0xff9d, 0xffea, 0x0044, 0x001f, 0x0003, 0xffb9, 0xffea, 0xffe8, 0x0033, 0xffc1, 0x0045, 0x0004, 0xffe1, 0xffe7, -}; - -uint16_t q15_conv_bias_1[16] = { - 0x0036, 0x0011, 0x0012, 0xffa9, 0x0022, 0xffe4, 0xffc7, 0xfff3, 0xfff7, 0xffd4, 0x004e, 0x005b, 0xffb2, 0x000c, 0x0028, 0xffc0, -}; - -uint16_t q15_conv_bias_2[16] = { - 0xffe2, 0x0013, 0xffda, 0x0063, 0x0024, 0x001e, 0x0054, 0xffc2, 0x0046, 0xffa6, 0xffb3, 0xfff9, 0x001a, 0xffa7, 0x0029, 0x0050, -}; - - /* the dim of result is ch_im_out * dim_im_out * dim_im_out. */ - -uint16_t q15_conv_result_0[32*30*30] = { - 0x0249, 0x0748, 0xfbd5, 0xf5ad, 0x0a2e, 0x03a1, 0xfd88, 0x0b80, 0x04ff, 0xf0ae, 0xff7c, 0x060c, 0xfe57, 0xf1e5, 0xf4bd, 0x006a, - 0x08ef, 0xfda0, 0xfdd1, 0x10c6, 0x064c, 0xf6c7, 0xe982, 0xedde, 0x0934, 0xf95c, 0x0043, 0x03fc, 0xfba7, 0x0571, 0x0449, 0xfad3, - 0xfb6a, 0x0415, 0x0f09, 0xf4a6, 0x0e20, 0xf9e6, 0xf39d, 0xfa8a, 0x01e0, 0xf849, 0x049e, 0xfe55, 0xfe92, 0xf735, 0xf518, 0xf96a, - 0x0b21, 0xfcc3, 0xfb21, 0xfa42, 0x0b27, 0xf708, 0x0d9e, 0xf43a, 0xfd9a, 0x14f5, 0xfe65, 0xfefb, 0x07b7, 0x05ff, 0x005b, 0xfe9d, - 0x02e2, 0x03dd, 0x0371, 0xfd03, 0x0d0c, 0x053f, 0xf89a, 0xfed8, 0x0f59, 0xfd72, 0x0b55, 0xf5b2, 0x0120, 0x0616, 0x027c, 0x0097, - 0x0727, 0xf994, 0xf999, 0xff16, 0x0ba7, 0xfda1, 0x1059, 0xffc5, 0x0934, 0xff95, 0x0129, 0xfce7, 0xfc60, 0xfdb4, 0xfa84, 0x0adc, - 0xf611, 0x06b6, 0xfb3c, 0x111e, 0x0efa, 0xfdad, 0xff21, 0x03b0, 0xf9a4, 0xfd9c, 0xfffd, 0x0767, 0xfe67, 0x0619, 0xffb7, 0x0618, - 0x01b3, 0xf406, 0x0579, 0xf6d7, 0xf8a0, 0x0433, 0xfb87, 0x0254, 0xfdbe, 0xf6d0, 0xfa45, 0xf7b0, 0xfe23, 0x099d, 0xf775, 0xf5ec, - 0x0473, 0x03bc, 0x0053, 0x076d, 0x026b, 0xef59, 0x0480, 0xfdfd, 0x0269, 0x03f7, 0x0798, 0xfde2, 0xfd30, 0x03d9, 0xf96d, 0x05f4, - 0xf452, 0xfbd8, 0xfde7, 0xfa02, 0x003e, 0x0184, 0xfb51, 0xff9e, 0xf91a, 0x02f3, 0x030e, 0x0af3, 0xfc24, 0x050d, 0xfb26, 0x003e, - 0xfc2d, 0xf7ff, 0x017e, 0x00f1, 0xf3ba, 0x0771, 0xff81, 0xf844, 0x0616, 0x06f1, 0xfa83, 0x02ab, 0x0ab1, 0xf479, 0x03ea, 0x0018, - 0xf731, 0x0e41, 0xfb62, 0x018c, 0x037b, 0xfd68, 0x049d, 0xf8d6, 0xf2ff, 0xfd1a, 0x0780, 0x0481, 0x063a, 0x0026, 0x0823, 0x0cd1, - 0x091b, 0x0c9d, 0x0519, 0x00b1, 0xf6e7, 0xff86, 0xfe0f, 0x02e9, 0xf887, 0x05a8, 0x04f3, 0xfa99, 0xffb0, 0x07e8, 0xff6f, 0xf910, - 0xfc10, 0xf2c3, 0x036b, 0x0064, 0xf60d, 0xe783, 0x06f4, 0x0e12, 0x0e5d, 0x0559, 0x0352, 0xff5f, 0x013d, 0xf9b1, 0x03b7, 0x0525, - 0x1128, 0xfcbd, 0xf72c, 0xfe77, 0xfca5, 0xf694, 0xf617, 0x0710, 0x03b8, 0x04e8, 0x04b0, 0x080a, 0x09fe, 0xf472, 0xfddc, 0xfe19, - 0x0884, 0xfcd7, 0x00ec, 0x0336, 0xf698, 0x0c00, 0xede3, 0x023d, 0xff05, 0x040a, 0x07b9, 0x0463, 0x02cb, 0xfaf6, 0xff31, 0xf633, - 0x06ef, 0x039c, 0x0008, 0xfc47, 0xff13, 0xfca6, 0xfdd2, 0xff46, 0x03ac, 0x0c54, 0x152d, 0x01f1, 0xef79, 0x054f, 0xf398, 0xfcf4, - 0xf69a, 0xf6ea, 0x0bea, 0x0def, 0xfc2b, 0xeef7, 0x0c28, 0x0493, 0x05d6, 0xf69e, 0xff31, 0xf69b, 0xff6e, 0x072a, 0x0960, 0x0312, - 0xf60c, 0xfad0, 0xfe9f, 0xfe53, 0xf1d2, 0x0989, 0xffb7, 0x00b5, 0x0123, 0x0650, 0x0d28, 0x054d, 0x0719, 0xf8ff, 0x0c93, 0xfbfd, - 0x138b, 0x1382, 0x0d9f, 0xf4ed, 0xf823, 0xff89, 0xfda0, 0x0785, 0xfdd7, 0xf733, 0x058a, 0xf8f8, 0x087b, 0x02f8, 0x00a5, 0x0519, - 0x1137, 0xf330, 0xfd83, 0x0316, 0xf3c2, 0xfc4a, 0xfecd, 0x0b54, 0xf6be, 0xff69, 0x01a5, 0xf982, 0x0740, 0xfe6b, 0xf4ff, 0xfcfa, - 0x05c3, 0x012c, 0x0b1e, 0x08c9, 0xfc19, 0x004b, 0xfa6e, 0xf8de, 0xfd99, 0x0101, 0x0182, 0xfd4b, 0xf7d8, 0xfd89, 0x03f2, 0x03dd, - 0xf9e6, 0xf34d, 0x087d, 0x0475, 0xfadb, 0xfca3, 0x048a, 0xfea9, 0xfbd7, 0xfc81, 0xffbe, 0xf38f, 0xf5ee, 0x05df, 0xfa15, 0x044e, - 0x12a5, 0xf7c3, 0x09ad, 0x0198, 0xfaff, 0xf7a6, 0xf7af, 0xfcb5, 0x0f6f, 0x01a5, 0x00a0, 0xf5f8, 0xf9c7, 0xfeac, 0x0a71, 0x09e9, - 0xfeff, 0xf3be, 0xfd47, 0x0753, 0xf641, 0xf7de, 0x01bb, 0xfed4, 0x0a17, 0x0833, 0xfb54, 0x00c5, 0xfea7, 0x0053, 0x02e8, 0x0106, - 0x02a6, 0xfdf9, 0xfa53, 0xfc78, 0xff1e, 0xf930, 0xf595, 0x0431, 0x081e, 0x0867, 0x0264, 0xfb80, 0x0898, 0x0523, 0xf5dc, 0x0414, - 0x0cbb, 0x02a3, 0x047e, 0xf699, 0x007d, 0x01b5, 0x01bd, 0xfd29, 0x0525, 0x07b8, 0xfb49, 0x0008, 0xfa4b, 0x068e, 0xfc7b, 0xf822, - 0xeda2, 0xfa06, 0xf544, 0x0cbb, 0xfd77, 0x00af, 0x0414, 0x01d4, 0x01cc, 0x00ae, 0x05bb, 0x02dc, 0x03e2, 0x00a1, 0x09a5, 0x03af, - 0xff13, 0x15d6, 0xf9ae, 0xf62d, 0xfe03, 0x1143, 0x0253, 0x084e, 0xf6dc, 0x0682, 0x0577, 0x06d9, 0xfb8a, 0x00c2, 0x0a5f, 0xf822, - 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0x0185, 0xf922, 0x037d, 0xf771, 0x05f5, 0xf581, 0x02b5, 0x0434, 0xffa6, 0x070f, 0x08ac, 0x0483, 0xff15, 0x02b6, 0xfd2e, 0x0164, - 0x01b7, 0xfab5, 0x0da0, 0x061c, 0xf7d8, 0x042b, 0xf553, 0xf7e7, 0xfd8c, 0xf5a8, 0xf86d, 0x06f4, 0xf2ec, 0x05d9, 0x073e, 0x074b, - 0x0c11, 0xfd7b, 0xfb2d, 0x0f39, 0x089d, 0x00fd, 0xf8f8, 0xf641, 0x0d5f, 0x08af, 0x00af, 0xf290, 0x0896, 0x022d, 0x00bb, 0xfecc, - 0xfda5, 0xfe78, 0x0489, 0x0194, 0x02ae, 0x0354, 0x0961, 0xff5d, 0xff5c, 0xf3fc, 0x0f64, 0x027a, 0xf71b, 0x0463, 0x0660, 0x06c6, - 0x013a, 0xfec4, 0x04db, 0xf5d5, 0xf1a7, 0x0d20, 0xff89, 0x0206, 0x00b9, 0x04ee, 0xf7a2, 0xfe1c, 0x10eb, 0x1446, 0x0076, 0x06c8, - 0xf8cb, 0x0a9a, 0xff49, 0xf9f3, 0x02be, 0xf9ff, 0x052b, 0x0142, 0xfa39, 0xf1d4, 0xfdea, 0xf380, 0x0b98, 0x0114, 0xf149, 0x04e2, - 0x01a5, 0xfb8f, 0x0111, 0xfe4c, 0xf963, 0xfcd8, 0xfd36, 0x07e9, 0xf868, 0x03f8, 0xfccb, 0x01d4, 0xf991, 0xfe0d, 0x074c, 0x042f, - 0xf0da, 0x0285, 0x0863, 0xfcf3, 0x0d68, 0xf633, 0xfd0d, 0xfc1e, 0x0169, 0x0437, 0xfe9d, 0xf037, 0xfb87, 0x0d9c, 0xfbbd, 0x09b0, - 0xf920, 0xff8e, 0xf6ca, 0x07ef, 0x081e, 0xfcf2, 0xfcb6, 0x0596, 0x0747, 0xfc78, 0x06ff, 0xfcfb, 0xfe60, 0x09a9, 0xfc21, 0x0453, - 0x019a, 0xfd15, 0x0bda, 0x045a, 0x086c, 0xfec2, 0x03e8, 0xfb32, 0x000e, 0xfcdf, 0x03f4, 0xff3a, 0xfe87, 0xfe72, 0xfc50, 0x01ec, - 0x06f1, 0xf855, 0xe52d, 0x00c3, 0xf8de, 0x0884, 0x0920, 0xfb20, 0x075c, 0x0b0e, 0xff5f, 0x04b5, 0xfecd, 0x12e1, 0xef2b, 0xfa53, - 0xff2f, 0xf67b, 0x0349, 0xf9b9, 0xff05, 0x010f, 0x0378, 0x0d84, 0x07b0, 0x0f5e, 0xff20, 0x0591, 0xf839, 0x0564, 0xf259, 0xffa7, - 0xfd0e, 0xf0db, 0x01a0, 0x059e, 0xfa17, 0x10fe, 0xfa7d, 0x0268, 0x0093, 0x04f4, 0xf793, 0x08c3, 0x0114, 0xfd96, 0x0c34, 0x0607, - 0x04ff, 0xfdc3, 0xf69c, 0xf5be, 0x0623, 0xfbbb, 0xfc26, 0x0151, 0x0067, 0xfacc, 0xfe29, 0x032a, 0x06c3, 0xfb00, 0x0409, 0xf80a, - 0xf351, 0x0a07, 0xfca8, 0x09b1, 0x009f, 0xfe2d, 0x0048, 0xfd67, 0x07ee, 0xffd6, 0xf2d3, 0x09a6, 0xfda2, 0xfec6, 0x0562, 0xf909, - 0xfebe, 0xfdd1, 0xfa89, 0xfdc5, 0x021f, 0x0619, 0xf88d, 0xf3ac, 0x0018, 0x038d, 0x07fe, 0x0735, 0x05de, 0xfd08, 0x05a7, 0x0e07, - 0x05d0, 0x00cc, 0xfe8f, 0x00bc, 0xedad, 0x03b5, 0x0110, 0xf993, 0xfe62, 0x0246, 0xf354, 0x03be, 0xfd77, 0xfb2b, 0xfbca, 0xfc95, - 0x0413, 0xffef, 0xfd44, 0x01a3, 0x02bd, 0xf514, 0x0be9, 0xfb7b, 0xfae0, 0x0516, 0x0730, 0xf770, 0x04be, 0x097e, 0x0005, 0x0fe3, - 0x06a3, 0x0771, 0xf9ce, 0xf72e, 0x03ee, 0xfa31, 0x08ae, 0x0924, 0xfeac, 0xf4e8, 0x11b4, 0x032a, 0xf63b, 0x0328, 0x00cd, 0x0439, - 0xfa9d, 0x065c, 0xfd95, 0x03d6, 0xf7dc, 0xfc29, 0xf6cf, 0xf9dd, 0xfb40, 0x093c, 0x09bc, 0x02a0, 0x031c, 0x07b0, 0x10e6, 0x1461, - 0x02ab, 0xee45, 0xf835, 0x00d1, 0xf48f, 0xf7d2, 0xff08, 0x0319, 0x00a0, 0x069e, 0xf832, 0x00ba, 0x0798, 0xff13, 0xff32, 0x0848, - 0x02db, 0xfac6, 0xf71d, 0xfbd0, 0x0a77, 0xfad6, 0xffd2, 0xff00, 0x045c, 0xf65b, 0xfe1d, 0x075c, 0xf99c, 0xf31c, 0xe9fa, 0xfab5, - 0xfe17, 0x0bad, 0x0224, 0x044f, 0xf430, 0xf42a, 0xf78f, 0xf996, 0x0e31, 0x06cb, 0xf98d, 0x0e3e, 0xf233, 0xfa3b, 0x080e, 0xf353, - 0x02f7, 0xfbba, 0xf985, 0x00ab, 0x001b, 0xfc17, 0x030f, 0xfbcc, 0x0558, 0xfc04, 0x0194, 0x01f5, 0xfeef, 0xfedf, 0xf33c, 0xf9a5, - 0x0c3e, 0x0762, 0x0630, 0x0206, 0x0be2, 0xfb2d, 0x16db, 0x0180, 0x02a2, 0x0885, 0xfec4, 0x0a01, 0xf2cd, 0xfee8, 0xfd00, 0x09ec, - 0xf97c, 0xffd5, 0x0366, 0xfc24, 0x0fe9, 0x07d6, 0xfa77, 0x0b3b, 0xecc2, 0xfdd4, 0x0321, 0xfc18, 0x00f0, 0xffb3, 0x07c7, 0x0f7c, - 0x00cc, 0xffc9, 0xffd4, 0xf97f, 0x0b1e, 0xff77, 0xf952, 0x041f, 0x0784, 0x0326, 0x0e3b, 0x0163, 0xfd86, 0x0a32, 0x00fd, 0xfe01, - 0x05ab, 0x05e4, 0xef09, 0xf8be, 0xff61, 0xfa74, 0x0157, 0x1140, 0xfbbf, 0x08c8, 0xf1ec, 0x01c6, 0x0a86, 0xfb93, 0x03eb, 0x0676, - 0x0b29, 0xfdaf, 0xfe2b, 0x0261, 0xfe2a, 0x07e0, 0xeff2, 0xfd95, 0x00a6, 0x095d, 0xfdc8, 0x12bb, 0x052f, 0x0376, 0x00bb, 0x08d8, - 0x0804, 0xfae0, 0xf5e4, 0xff97, 0xf5e4, 0x0606, 0x092a, 0x0089, 0x1092, 0x0755, 0x032a, 0xee22, 0x01cf, 0xfa0b, 0xf228, 0xffaf, - 0xff7d, 0xfcef, 0x12bc, 0x03cd, 0x04dc, 0x073a, 0xfa42, 0xf869, 0x04fe, 0xfe4d, 0xfdbb, 0xf514, 0xe7db, 0x00d9, 0x04fb, 0x0133, - 0x0366, 0xff19, 0x0c17, 0xf8fc, 0xffb8, 0x0de8, 0xf6cb, 0xfdec, 0x0983, 0xf33f, 0xf5d2, 0x01ba, 0x0195, 0x06f8, 0xff1e, 0xfc44, - 0x06c3, 0x07a2, 0x027d, 0x041f, 0xfee1, 0x1002, 0xffd6, 0xf95b, 0xffe0, 0xf1cd, 0x0bf2, 0x03c3, 0xf98b, 0xf9ed, 0xf91d, 0xf90d, - 0x0a61, 0x001a, 0x0622, 0x0807, 0xf76a, 0x046e, 0x0659, 0xfcbf, 0x0a4d, 0x0076, 0x0bbb, 0xfd18, 0xff6a, 0x01fa, 0x0812, 0xff4d, - 0x010a, 0xff06, 0x0666, 0x060e, 0x0554, 0xf221, 0xfe9e, 0xfbb8, 0xfad9, 0xf809, 0xfc6b, 0x0995, 0x00ac, 0xef1e, 0xfc03, 0x08fa, - 0xfdbf, 0x05ef, 0xfa30, 0xfd98, 0xfe3d, 0xf45b, 0x0824, 0xfea5, 0x0733, 0xfec8, 0xef31, 0xf464, 0xff35, 0x0259, 0xfe95, 0xfa93, - 0x00e4, 0xf78e, 0x1018, 0xfa6c, 0xfe06, 0xf543, 0xf1e8, 0x0068, 0xff63, 0xf4f4, 0x0642, 0xf910, 0xfd75, 0xfccd, 0x0448, 0x04dc, - 0x13fd, 0xffd9, 0xfe14, 0xf683, 0xf938, 0xf231, 0x0b02, 0x0683, 0x01c6, 0xf97f, 0x0c64, 0x00c2, 0x0809, 0x0aa4, 0x0c56, 0x0554, - 0x0058, 0xfb39, 0xfefa, 0xfaa2, 0x0ba1, 0xfbc6, 0xfda4, 0xf6a2, 0xf8d5, 0x05d1, 0x0693, 0x078a, 0x0099, 0xf6ca, 0xfaff, 0xfeae, - 0xef1a, 0x0284, 0xfdae, 0x0867, 0x012d, 0x0630, 0xfbf2, 0xfd43, 0xfdef, 0xfe95, 0x03ac, 0x0847, 0xf91d, 0x00dd, 0x056e, 0xf5f9, - 0xef0b, 0xfcdb, 0xfee5, 0x0147, 0x0335, 0xfa5d, 0xf87c, 0x0918, 0x016b, 0xf642, 0x0006, 0xf991, 0xfdbe, 0x0632, 0x00b3, 0x0269, - 0x0248, 0x037e, 0x024d, 0xfccc, 0xfe60, 0xfa62, 0xfe4f, 0x014c, 0xfae9, 0x04b8, 0x046f, 0xffbe, 0xfc43, 0xff98, 0x06cd, 0x054c, - 0xfff4, 0x01ec, 0x07a3, 0xffbd, 0x0307, 0x01ef, 0xfc0b, 0x04d8, 0x008f, 0x06b5, 0x0c57, 0xfa5d, 0xf8d9, 0xf781, 0xfc1d, 0x012f, - 0xf866, 0xfbcf, 0x093c, 0x02b4, 0xff9a, 0x0066, 0x04df, 0xf9be, 0xfc42, 0xf9b0, 0x04ce, 0xf46d, 0xf85b, 0xfae0, 0xfd9c, 0x0531, - 0x0264, 0xfafc, 0x0ede, 0x040e, 0x064d, 0x09a9, 0x0d23, 0xf3f1, 0xfd5a, 0xfcf9, 0x04d1, 0x0152, 0x0468, 0x0d36, 0xf674, 0xfeca, - 0x0380, 0x046f, 0x0e5c, 0x07ee, 0x078e, 0xfc86, 0x06bd, 0xfd8d, 0x055f, 0x0ded, 0x0750, 0x01c9, 0xf97d, 0x07aa, 0xf9f8, 0x02e1, - 0xf587, 0xf8ac, 0xfb21, 0x0b6d, 0xfbc7, 0x0247, 0xfad4, 0x093c, 0x0cf6, 0x0996, 0x07f5, 0x00a4, 0x01d7, 0xffdf, 0xf8e3, 0x085e, - 0x00a5, 0x0ac7, 0x0d0f, 0xfc06, 0xfaad, 0x0dcb, 0xfb89, 0x028c, 0xfc7a, 0xfb54, 0x0a62, 0xfdbc, 0x01bb, 0x023b, 0x0ce7, 0x0871, - 0x0a98, 0x0a0b, 0x0882, 0x01e1, 0x09b8, 0x0221, 0xffe9, 0xf375, 0x017c, 0xf4ee, 0xf8df, 0x0271, 0x0593, 0xfa28, 0xfecc, 0xef1e, - 0x0033, 0x02cc, 0xee74, 0x0128, 0x025c, 0xf973, 0x0383, 0x0d38, 0xf993, 0x05cd, 0xf790, 0xfc8b, 0xfc64, 0xfd57, 0xfaf1, 0xfdcb, - 0x048c, 0x00b6, 0x0de7, 0xf3fd, 0x07e3, 0xfb08, 0x03fd, 0x048d, 0x0ee1, 0x0086, 0xfc6a, 0xf05b, 0x05cd, 0x0b29, 0x043e, 0x0164, - 0xffcd, 0xfb14, 0x0425, 0x0a5c, 0xf348, 0x01aa, 0xf854, 0xf890, 0x058e, 0x0a9f, 0xff43, 0x08ac, 0xf3a7, 0xf366, 0x0b84, 0x0272, - 0x076c, 0x0591, 0x050c, 0xfc96, 0x0d96, 0x0187, 0x0680, 0xf9aa, 0x00c2, 0xfbce, 0x087e, 0xf0d4, 0xfb90, 0xf0ae, 0xf5f3, 0x0f8e, - 0xfe1c, 0x003c, 0xfc75, 0x03eb, 0xff9b, 0x0093, 0x0232, 0xf8a1, 0xedb6, 0x0125, 0x065f, 0x02f2, 0x06b3, 0x0e4c, 0x00f8, 0xfbad, - 0x02f9, 0xf710, 0xfdad, 0xf4b7, 0xfa63, 0x0116, 0x029d, 0xf11f, 0xedf9, 0xff5c, 0x026c, 0x0878, 0x06b3, 0x045c, 0xf78f, 0x0226, - 0x0009, 0xfb4c, 0xfd96, 0x0a56, 0xfeeb, 0x0887, 0xfb71, 0xffbc, 0x03a3, 0xf6ab, 0x02c2, 0x01f5, 0x03b4, 0x0295, 0xfc45, 0x0932, - 0x0468, 0x0c44, 0x09ee, 0x01ff, 0x1005, 0xfaf9, 0x0bec, 0x0937, 0xfa75, 0xfa6e, 0xfaf3, 0x031e, 0x0948, 0xfeaf, 0x0b84, 0xfae8, - 0x0866, 0xf9c4, 0xfcdb, 0x0379, 0xff19, 0xf8df, 0x032b, 0x13d0, 0x035f, 0x0507, 0x004f, 0xf377, 0xf2ba, 0x078b, 0xf94f, 0x0773, - 0xfc95, 0x079e, 0x06fa, 0xf52c, 0x043e, 0xf8fd, 0x0611, 0xfb30, 0x0387, 0xffea, 0x0102, 0xfe42, 0xfa24, 0xff20, 0xf8f3, 0xfa14, - 0xf7bd, 0xf3ce, 0xfb6e, 0x0d40, 0x00ac, 0xfec4, 0xf8f4, 0xf461, 0xf8e6, 0xf8c1, 0xfcce, 0xf9b7, 0x07f0, 0x0271, 0xf204, 0x0384, - 0x0b00, 0xf706, 0xf91c, 0x09af, 0xef7d, 0xff25, 0x0592, 0xfd40, 0xfc6c, 0xfede, 0xf0ed, 0x02ec, 0x00ad, 0x03e5, 0xfc1e, 0x01af, - 0xeb57, 0xfedc, 0x0d48, 0x0b5f, 0xffff, 0x0a48, 0xfbb8, 0xef7d, 0xf736, 0x018c, 0x08bc, 0x07e4, 0xf3f2, 0xfc3f, 0x0807, 0xfe69, - 0xfd36, 0x018b, 0x05eb, 0xfc2f, 0x0470, 0x0e44, 0x066d, 0x16fe, 0xf921, 0xffd6, 0xfe86, 0x0671, 0x00df, 0xf65c, 0x03b1, 0x0733, - 0xfc90, 0x042d, 0xfc32, 0x0513, 0x0293, 0xfe8d, 0x0034, 0x00bb, 0xeb5b, 0xf494, 0x014e, 0x01ed, 0xffd4, 0x064d, 0x0e2f, 0xfda8, - 0xff84, 0x00d6, 0xfb65, 0xffb2, 0xf67b, 0x04b3, 0x04c6, 0xfea7, 0xfb4e, 0x06b7, 0xfff4, 0x05b2, 0x0b58, 0x01ee, 0xeaea, 0xfe93, - 0xfe9f, 0xfaf4, 0x043b, 0xff4b, 0xf6ff, 0xfb62, 0x088f, 0x01ac, 0x05f8, 0x08ab, 0x033b, 0xf2d4, 0xf787, 0x02d6, 0xfd74, 0xfbcb, - 0xf781, 0x03c3, 0xfc0a, 0x0237, 0x0570, 0xf6b9, 0xf06f, 0x046e, 0xfad2, 0xffc3, 0xff09, 0x0aac, 0xfbd6, 0xfc95, 0x0311, 0x02f6, - 0xf90d, 0x0ce6, 0x04fe, 0x0c5d, 0xfccb, 0xfff7, 0xfb07, 0xed76, 0xfd9e, 0x02d9, 0x0774, 0x0309, 0x0655, 0x0221, 0xfe47, 0x0620, - 0x030e, 0x0b70, 0x021c, 0x007c, 0x0240, 0xffea, 0xff7d, 0x0083, 0xfe2c, 0x065a, 0xf9bd, 0xfa1d, 0xf8b8, 0x03f4, 0xfbd1, 0xf923, - 0xfdca, 0x00cd, 0xed84, 0xf8df, 0xfbba, 0xfdce, 0x064d, 0x0ff5, 0xfc25, 0xff3e, 0x0b96, 0x03fd, 0x0ba2, 0xffde, 0xfda0, 0xfd06, - 0x0aa8, 0x0465, 0x00ed, 0xfc66, 0x0074, 0x065e, 0xfceb, 0x05aa, 0x0024, 0x0c36, 0x011c, 0x01f4, 0x0478, 0x0553, 0x02d3, 0x069c, - 0x08aa, 0xfb75, 0xf58f, 0x0821, 0xfc22, 0x0493, 0xf17b, 0xf75a, 0xf865, 0xfc4c, 0xf74f, 0x15d9, 0x01cf, 0x067a, 0xffe8, 0xfcd0, - 0x099c, 0xf8d0, 0x03ec, 0xff47, 0x01fc, 0x066c, 0xfbe9, 0x02f2, 0xfb63, 0xf2fe, 0xf1fa, 0x0650, 0xffbd, 0x056c, 0x074f, 0x0029, - 0x03ab, 0xffe7, 0x0395, 0xfedf, 0x047e, 0xff03, 0xf8f6, 0xf9ae, 0x070b, 0xf8b1, 0xf260, 0xfeac, 0xfa57, 0xf539, 0xfd86, 0x0a79, - 0xfb3b, 0x0a48, 0xfe6d, 0x065c, 0xfcc4, 0x00d8, 0x1030, 0x01a9, 0xfdc5, 0xf6b2, 0x10f2, 0xfd49, 0xf98c, 0xfd9c, 0xfa35, 0x02ab, -}; - -uint16_t q15_conv_result_1[32*32*32] = { - 0x0265, 0x0431, 0x0126, 0x0059, 0x0027, 0xfdd7, 0xfc21, 0xfe29, 0xfd87, 0xfe57, 0x001a, 0xfc2c, 0xff6c, 0x02c4, 0x02af, 0x0456, - 0x055b, 0x0290, 0xfd78, 0x02a1, 0xfd47, 0x0516, 0xfed0, 0x001e, 0x0195, 0x01d0, 0x0254, 0xfede, 0xff96, 0x0143, 0xfbb3, 0xfdf4, - 0xfc74, 0x006a, 0xff23, 0xfe31, 0xfbe8, 0x03a2, 0x0246, 0x0463, 0x0117, 0x0120, 0x00fb, 0xfdd6, 0xffb1, 0x00a0, 0xfe09, 0x02fc, - 0xfe9b, 0x0071, 0x02cc, 0xfc49, 0xfa25, 0x01b9, 0xff49, 0xfc6c, 0xfd4f, 0xfea5, 0x0308, 0xfdfc, 0xfd85, 0x01ab, 0x02c5, 0xfb25, - 0xfe14, 0xffae, 0x01aa, 0xfbc0, 0xfb5c, 0x018c, 0xfc78, 0x0121, 0x023a, 0x021d, 0x015f, 0xff89, 0x0274, 0xff93, 0xfc87, 0xfef6, - 0x0055, 0xffae, 0x04a8, 0xfb7b, 0x0133, 0x002a, 0xff8a, 0xfee7, 0x05b1, 0x0425, 0xfdaf, 0xfd1f, 0xfc0d, 0xffe3, 0xfe59, 0x010b, - 0xfc66, 0xfef2, 0xfec2, 0x0120, 0xff60, 0x034c, 0xfb63, 0xfc60, 0xfc22, 0xfdfd, 0xfa89, 0xfe91, 0xfa96, 0x005a, 0xfdf3, 0xfbf8, - 0x060b, 0x059e, 0x01f6, 0x0021, 0x0103, 0x01ce, 0xfad1, 0xff09, 0x017e, 0xfc7f, 0x0005, 0xfde4, 0x0280, 0xff3f, 0x00a4, 0x0143, - 0x0527, 0x0038, 0xfe58, 0x004a, 0xfbb4, 0xfcd4, 0xfd12, 0xfaff, 0xfdaa, 0x00fa, 0xfe6c, 0xfac4, 0x01f7, 0xff1c, 0x006d, 0x00d1, - 0x04a3, 0x017f, 0x06c3, 0x007a, 0xffda, 0xfda2, 0x021a, 0x044e, 0xfdf8, 0xfded, 0xff84, 0xfc0b, 0xfea2, 0x0346, 0x0731, 0x0080, - 0xfd6a, 0xfa45, 0x0055, 0x01d1, 0x01a3, 0x0048, 0x049a, 0x0355, 0x0360, 0xfefb, 0xf965, 0xfe5a, 0x0030, 0x0763, 0x029f, 0x0546, - 0xff21, 0xfd65, 0xfdd2, 0xff7d, 0xfc59, 0x00ee, 0xfcab, 0xfc2a, 0x0718, 0x0243, 0xfe90, 0xff95, 0x0428, 0x03d1, 0xff29, 0xff62, - 0xfe8b, 0x0147, 0xfd82, 0x0270, 0xfda1, 0x0109, 0xfec0, 0x0376, 0x026c, 0xfec2, 0x065e, 0x012d, 0xff7f, 0xfc89, 0xfd64, 0xfc19, - 0xfcb8, 0xfd20, 0xfdf6, 0x01ad, 0xfee0, 0x02e1, 0x0584, 0xff01, 0xfdf8, 0xff67, 0xf9ad, 0x0108, 0xff70, 0x015b, 0xfd4a, 0xff14, - 0x0308, 0x00f8, 0xfd94, 0xfd06, 0x05c5, 0x0519, 0x03c5, 0xff48, 0xff3e, 0x01be, 0xfaf8, 0x006d, 0x0253, 0xfe8b, 0xfd7a, 0xfb9d, - 0xfe94, 0x0044, 0x04cb, 0x0144, 0x0470, 0x0901, 0xff59, 0xfe8b, 0xfe8c, 0xff2a, 0xffb3, 0x0338, 0x028b, 0xfaa5, 0xfe12, 0x02a2, - 0x01f6, 0x0282, 0x029b, 0xffd5, 0x0058, 0xfc8a, 0xfa5f, 0x02cc, 0xfdee, 0xf7e4, 0x0002, 0x00ee, 0xfdad, 0x0321, 0xfbc9, 0xfea4, - 0x034d, 0x0368, 0x0265, 0xfdfb, 0xff94, 0xfc0f, 0xfe96, 0x005e, 0xfd14, 0x029f, 0xfef8, 0x055f, 0xff51, 0x021b, 0xfd31, 0xfc44, - 0x019e, 0xfbc6, 0x040f, 0x01dd, 0xfc66, 0xff5f, 0xff70, 0x0061, 0x0509, 0x0950, 0x02fd, 0xff67, 0xfe2c, 0xfea8, 0xff3a, 0x05f3, - 0xfc1c, 0xfb34, 0xffc6, 0x01d2, 0x0394, 0xfcc9, 0xffd1, 0xfc1d, 0x0194, 0x02ba, 0x04ae, 0x0140, 0xfe01, 0xfaf1, 0xfa28, 0x055d, - 0x02f2, 0x054f, 0x0867, 0x041b, 0x0247, 0xfd66, 0xfddb, 0xff1a, 0xfb59, 0xfc77, 0xfece, 0xfebb, 0xff9e, 0x00a2, 0x035e, 0x002c, - 0x0351, 0x0205, 0x02f1, 0x0161, 0x011c, 0xfedb, 0x0218, 0x0436, 0x01be, 0x00ef, 0xffe9, 0x0075, 0x0460, 0xffa6, 0xff7e, 0x0251, - 0x042a, 0xfee0, 0xfd63, 0x002f, 0x007a, 0xfd63, 0x03ad, 0x0236, 0x040a, 0x0044, 0x0284, 0x03f8, 0xfec7, 0xfd91, 0x02a9, 0x04be, - 0xfc8d, 0xfd69, 0xff0c, 0x03a1, 0x0154, 0x035c, 0xfc16, 0x00e4, 0x03dc, 0x05ed, 0x036d, 0xffb1, 0x017b, 0x058b, 0xfb63, 0xfbca, - 0xfdf1, 0x0280, 0x0441, 0xfe7c, 0x00a2, 0x0491, 0x064d, 0xffe2, 0x0474, 0x0037, 0x0209, 0xfe00, 0x017e, 0xff94, 0x00d7, 0x0002, - 0xfb3b, 0xfe2c, 0xfc69, 0x0037, 0x02dd, 0x01e5, 0x049f, 0xffa4, 0x020e, 0x026c, 0xfe98, 0xfb50, 0x0629, 0x0039, 0x00dd, 0xffbe, - 0x028a, 0x0555, 0xfe6e, 0x068a, 0x022b, 0x01d0, 0x039a, 0xffe6, 0xffd0, 0xff2b, 0xfc73, 0x0001, 0x01fb, 0xfe36, 0xff32, 0xfde8, - 0x007c, 0x01ab, 0x0203, 0x03f8, 0xf9ec, 0x02a1, 0xffb4, 0x0541, 0x01ed, 0xfefa, 0xf6b7, 0x018c, 0x0222, 0xfdec, 0x05b0, 0x0133, - 0x0047, 0xfe24, 0x00a8, 0xfd80, 0x04a8, 0xfe6c, 0xfcf2, 0xfeae, 0x00c9, 0x01b9, 0x0221, 0x0397, 0xfcac, 0xf840, 0xfe2b, 0xfec1, - 0xfb98, 0xfc88, 0x0195, 0x0155, 0xfc10, 0x0255, 0xf9c7, 0xfdb7, 0xfbec, 0x01ae, 0x017b, 0x0547, 0xfe1f, 0xfac5, 0xfd13, 0xfdaf, - 0xfe80, 0xfa2d, 0x0170, 0xfe8a, 0x0130, 0x03f7, 0x0102, 0x05c9, 0xfc56, 0x0058, 0x0126, 0x04d2, 0x0369, 0x0400, 0x045f, 0xfcb9, - 0xffaf, 0x019a, 0x0162, 0xfeb8, 0x060a, 0xff36, 0x0426, 0xffc5, 0x0018, 0x02aa, 0x0359, 0x009a, 0x046e, 0xfdb0, 0xfd7f, 0x0485, - 0xfe17, 0x0685, 0xfc49, 0x072f, 0x0750, 0x0244, 0x032e, 0xfed7, 0xfd3b, 0x00a5, 0x04ae, 0xfdeb, 0xfddc, 0xff12, 0x0150, 0x01a8, - 0xfde6, 0xfe0c, 0xfa9c, 0x03e8, 0x0422, 0xfa38, 0xfe6b, 0x0375, 0x0044, 0xff92, 0xfe70, 0xfcdd, 0x0415, 0x049f, 0xfe63, 0x00ae, - 0xfb45, 0x0348, 0xfcfd, 0xfbc6, 0x03cd, 0x0395, 0x065e, 0x070b, 0x0137, 0x007f, 0x0093, 0xfcbd, 0xffdf, 0x0078, 0xfc77, 0xff21, - 0xfda3, 0x00b1, 0xfcb3, 0x04c3, 0x03a9, 0x00fc, 0x01ae, 0xffde, 0x01ff, 0xfbac, 0x021f, 0xfbfe, 0x00ff, 0x0017, 0x063d, 0xfdcb, - 0xfe23, 0xfd8b, 0x01da, 0xfaa1, 0xfef8, 0x04c2, 0x0397, 0xfce6, 0x00c4, 0x0202, 0xfce8, 0x002c, 0xfe67, 0xff7f, 0x03c7, 0xfd90, - 0xff85, 0xfeb5, 0xfee0, 0xfad1, 0xfa96, 0x06e7, 0xff8c, 0xfed5, 0x0026, 0xfe2d, 0xfbdc, 0xffc3, 0x05e1, 0xfc7f, 0xff86, 0x0259, - 0xffd2, 0xfd8a, 0xffb6, 0x013a, 0x04ce, 0xfa83, 0xfd32, 0xfd13, 0xfc42, 0xfe48, 0xfde5, 0x025e, 0xfcba, 0xff65, 0xfaf7, 0xfac4, - 0xfe5d, 0xffc4, 0x04e5, 0xff60, 0xf97e, 0xfbc3, 0x0080, 0xfedd, 0xfc6d, 0x0010, 0xfcb5, 0x03de, 0xff13, 0xfdcb, 0xfc93, 0xfdd1, - 0xfd4e, 0x0129, 0xff2a, 0xfd34, 0x0159, 0xf85f, 0x0142, 0xffbf, 0x017e, 0xfe99, 0x0214, 0xfd02, 0xfcd0, 0xff0f, 0x05bb, 0xfd2f, - 0xfb42, 0xff0a, 0x0272, 0x009a, 0x021f, 0xff56, 0xf969, 0x04a2, 0xfdfb, 0xfea9, 0x0047, 0xfecc, 0xfc27, 0x0225, 0xff84, 0xfd3e, - 0xffba, 0x03fe, 0x03ef, 0x004e, 0x0230, 0xfd4b, 0x0192, 0x03b5, 0xfdb4, 0xf851, 0xfd1f, 0x00b2, 0x026e, 0xfd63, 0x015e, 0x025e, - 0xfe4d, 0xfda7, 0xf891, 0x0001, 0x024d, 0x00b3, 0x0049, 0xf997, 0xfede, 0x014a, 0x0584, 0xfe7e, 0xfe5d, 0x03de, 0xfa2f, 0xf734, - 0xfee0, 0xfa00, 0x029e, 0xfe9b, 0xfe47, 0x0375, 0x0455, 0xfcbc, 0x07bf, 0x02da, 0x0482, 0xfdf9, 0x02e6, 0xfff7, 0x0077, 0xfd7b, - 0xff74, 0xfed1, 0xfae9, 0x026b, 0x0300, 0x0326, 0xffd2, 0x021a, 0xfebb, 0xfe4f, 0xff6f, 0xfd3d, 0x00e4, 0xfc06, 0x0054, 0x0549, - 0xffc8, 0x0635, 0x011c, 0xfee7, 0x0408, 0xffc2, 0xff3f, 0x01d9, 0xfeae, 0xfe02, 0x009c, 0xfc6f, 0xff4d, 0xfea6, 0xfbcf, 0xfc4d, - 0xfd6e, 0xf755, 0x0649, 0x0460, 0x0648, 0xfd60, 0x02d2, 0x003a, 0xfee3, 0x00c4, 0x00bb, 0x0311, 0xff81, 0xfd4d, 0x05c0, 0x02f8, - 0x04c5, 0x0124, 0x0377, 0xfec3, 0x0092, 0xfc5c, 0xff1e, 0x0135, 0xff5e, 0xff88, 0x00bc, 0x08fc, 0xfeb0, 0x02dd, 0x0879, 0x022b, - 0x036d, 0xff9c, 0x0096, 0x00aa, 0xffcb, 0x021b, 0xfa55, 0xfb29, 0xfde2, 0x0192, 0x05af, 0xff23, 0x02d9, 0xfe97, 0xfb44, 0xfd8e, - 0xffd1, 0xfcbd, 0xfffa, 0xffdb, 0xfbca, 0x01c9, 0x030d, 0xff75, 0x02bf, 0x00ba, 0xfde1, 0xfe44, 0x00e8, 0x068e, 0x0438, 0xff6f, - 0xfe5c, 0x042a, 0xfddb, 0x01d6, 0x02c9, 0x0308, 0x019c, 0x025d, 0xfd58, 0x009a, 0xfe40, 0x0392, 0x00b5, 0xff7b, 0x0260, 0xff77, - 0xfeb2, 0x07ae, 0xfdde, 0xfc99, 0x004b, 0x069c, 0xfc91, 0x01f9, 0xfecd, 0xfd2d, 0xff20, 0xffbe, 0x0487, 0xfc3e, 0xfe88, 0xfd04, - 0xfc34, 0xfa27, 0xfe81, 0xfc30, 0x0176, 0xff3e, 0x00f4, 0xfc81, 0xfb89, 0xfd6b, 0xfcfd, 0xffec, 0xfcf9, 0xfc43, 0x023b, 0xfd30, - 0xfec5, 0x029a, 0x01bd, 0xfcf0, 0x001b, 0x006b, 0x0084, 0xff0c, 0xfbf6, 0x0230, 0xfe9d, 0xfd4a, 0x01d1, 0x02e3, 0x0200, 0xfe8d, - 0x0054, 0x045c, 0xfe38, 0x0296, 0xfea8, 0x01a0, 0xfdab, 0xfeb1, 0xfeca, 0xfc8a, 0x04ba, 0x0199, 0xfc37, 0xf9aa, 0xfcc0, 0x01a6, - 0xfd99, 0x0176, 0xfe7a, 0xfd5d, 0xfd9e, 0xfd4f, 0x00c3, 0xfc78, 0x02bd, 0x00b5, 0x0081, 0xfc1b, 0x0078, 0xfd2d, 0xff20, 0xfd7b, - 0xfdb0, 0x00f6, 0xfd60, 0xffba, 0x0161, 0x091c, 0xfbdd, 0x0479, 0xfcae, 0xfd00, 0xff80, 0x03bb, 0xf8c0, 0xffd6, 0x01d2, 0xfca4, - 0xfcfc, 0x029f, 0x0053, 0xfd85, 0xfbc2, 0xfe25, 0xfdf5, 0xfc8c, 0x023c, 0xf6a6, 0x01b4, 0xfffe, 0x0059, 0xfeb0, 0x01b9, 0x048f, - 0xfdd1, 0xfed2, 0xfbe8, 0xfa2b, 0x0418, 0xf98f, 0xfcba, 0x01e0, 0x029d, 0x0418, 0x0154, 0x0623, 0x009e, 0x019c, 0xfc22, 0xfceb, - 0xff61, 0xfc4d, 0x04d3, 0xfdb5, 0xff2e, 0xfdbd, 0x00af, 0x0464, 0x03f1, 0xfe8a, 0x014f, 0xfd1e, 0xfe5e, 0xfed6, 0x042b, 0xfec9, - 0xfeda, 0x0327, 0x0607, 0x052c, 0x02b6, 0xfa84, 0x022f, 0xff85, 0xffa7, 0x0393, 0x0394, 0xfc01, 0xfa70, 0xfe06, 0x0180, 0x03af, - 0xfee7, 0x0345, 0xfff3, 0x0540, 0x0588, 0xfd1c, 0xfc7d, 0xff06, 0xfc2b, 0xff17, 0x0469, 0x008c, 0xfe7e, 0xff18, 0xfde6, 0x04de, - 0xfd7d, 0xfb7a, 0x02cd, 0xff7f, 0xfe91, 0x00b9, 0xfa74, 0x0197, 0x00d2, 0x0125, 0xfdd8, 0xffb9, 0xfcfe, 0x0469, 0xfc83, 0xff89, - 0xfd78, 0x01c9, 0xfe8f, 0x012b, 0x024c, 0xf89a, 0x0179, 0xfa12, 0x0427, 0x04b1, 0x033a, 0xff9e, 0x04b9, 0xfe0e, 0x02ce, 0x00dc, - 0xf9fb, 0x02be, 0x0157, 0x0077, 0x01d7, 0x00c0, 0x02db, 0x022c, 0xfdda, 0x030f, 0xfcdd, 0xfd38, 0x0002, 0x0039, 0x01a4, 0x0651, - 0x0124, 0x03a4, 0xfdeb, 0xfad7, 0x0517, 0x01d0, 0xfec4, 0x05c0, 0x0280, 0xf857, 0xffbe, 0x0306, 0xff2c, 0xf8f3, 0xfa5e, 0x0035, - 0x0477, 0xfed0, 0xfee8, 0x0863, 0x0326, 0xfb64, 0xf4c1, 0xf6ef, 0x049a, 0xfcae, 0x0022, 0x01fe, 0xfdd4, 0x02b8, 0x0224, 0xfd69, - 0xfdb5, 0x020b, 0x0784, 0xfa53, 0x0710, 0xfcf3, 0xf9ce, 0xfd45, 0x00f0, 0xfc24, 0x024f, 0xff2b, 0xff49, 0xfb9a, 0xfa8c, 0xfcb5, - 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0xfd70, 0xfba7, 0x03c4, 0xfcda, 0xfc6c, 0x017e, 0x017a, 0xff92, 0xfd34, 0x0256, 0xfda1, 0xfbce, 0x018a, 0xff27, 0x01bb, 0xfeca, - 0x011a, 0x00ab, 0xff6c, 0x05a9, 0x039a, 0x034b, 0x00d4, 0x061d, 0x0105, 0xff87, 0x01d6, 0x033e, 0xfdec, 0xf99e, 0x014b, 0xfe8c, - 0xfe48, 0x02b7, 0x0233, 0x045e, 0xfdb2, 0x0104, 0xfd52, 0xfdd0, 0x019f, 0xfc3c, 0xff94, 0xfd06, 0xfe3b, 0xff99, 0xfb5b, 0xfc7b, - 0x0364, 0xfc9f, 0x0336, 0xfd0e, 0xfc00, 0x0114, 0xff2c, 0x0024, 0xfe1b, 0x019b, 0xfa13, 0x02da, 0xfe90, 0xff45, 0xfd99, 0xfe6c, - 0x00fc, 0xff84, 0x053c, 0x0033, 0xfafa, 0x079c, 0x02a1, 0xfbf0, 0x0034, 0x0120, 0x0467, 0x0105, 0x05e9, 0xfec8, 0xfdf9, 0x02ed, - 0x00fa, 0xffe3, 0x06a1, 0xfda6, 0xfa12, 0xfbd3, 0xfb6f, 0x00ca, 0xfe30, 0xfc8c, 0xfd6f, 0x0104, 0x0126, 0xfe67, 0xfe9f, 0x04f8, - 0x0564, 0xff74, 0xff08, 0xfaf8, 0x018d, 0x00fb, 0x0139, 0xf906, 0x01d1, 0x04fb, 0x0612, 0xfb00, 0x013b, 0x00c3, 0xfd5a, 0xff0c, - 0xfd5c, 0xfd98, 0x01c1, 0xfbf4, 0x01ee, 0xfdd3, 0x0267, 0xfc61, 0x01c3, 0x01d0, 0xff67, 0x00b7, 0x054b, 0x0214, 0x0035, 0xfc0a, - 0xfe99, 0xfb6b, 0x013f, 0xfbe9, 0xff1f, 0x01ed, 0xfdb1, 0x07a4, 0xff9c, 0x051c, 0x00a7, 0x02a9, 0xffad, 0x0069, 0xff95, 0x0386, - 0xfaf4, 0x004d, 0xffcc, 0x01cd, 0xfe7f, 0x03b6, 0xfe94, 0x0251, 0x04c4, 0xfe9b, 0x0804, 0x0258, 0x02e0, 0xfeb7, 0x02dc, 0x00df, - 0xfebb, 0x0406, 0x012f, 0x04ff, 0x01e9, 0xfb11, 0x0845, 0x0089, 0x03ef, 0x0174, 0xfca8, 0xfef0, 0xff18, 0xfd7d, 0xfcff, 0xff9c, - 0x02ae, 0xfef4, 0xff1a, 0xfef8, 0xffb6, 0xfa02, 0xfd15, 0xfe63, 0xff6b, 0xfc96, 0xfe25, 0xff74, 0x0123, 0xfc4d, 0xfe32, 0xff5a, - 0x036c, 0x034d, 0x068b, 0xfb71, 0xf83c, 0xfcd6, 0xfca1, 0xfe33, 0x0166, 0xfecc, 0xfd7d, 0x00b9, 0xff61, 0x02fb, 0x018d, 0x017b, - 0xf920, 0x0010, 0x0389, 0xfeb0, 0x02a6, 0x0050, 0x001e, 0x0581, 0xffd6, 0xfe90, 0x043f, 0x016b, 0x02f7, 0x017f, 0x01f8, 0xfcd8, - 0x0437, 0x0250, 0xffce, 0xfd1b, 0x0215, 0x007e, 0x03b3, 0xfd70, 0x0208, 0xfd03, 0x008d, 0xffba, 0xffb5, 0xff66, 0x0154, 0x00e8, - 0x02c3, 0x01bc, 0xfaa3, 0xf82e, 0x0702, 0x0067, 0x015b, 0x0873, 0x003f, 0xfd00, 0xfb5a, 0xfa6f, 0x0424, 0xff80, 0x0058, 0xfdce, - 0x02ab, 0x02b3, 0xf972, 0xfe2b, 0x025c, 0xff99, 0xfd5a, 0xfbf7, 0x046f, 0xfc00, 0xff58, 0xfea0, 0x03e7, 0x0126, 0x0402, 0xfb55, - 0x023e, 0xff50, 0x035e, 0x0311, 0xff42, 0xff3b, 0x000f, 0xfcc9, 0x00e9, 0x02b9, 0xfd4d, 0xfc6d, 0xfdd6, 0x016a, 0xfdff, 0xfefd, - 0x011f, 0x01da, 0x01ae, 0xfe76, 0xfcdb, 0xfaff, 0x0155, 0xfc8b, 0xfcc6, 0x00bc, 0x002b, 0xfdaa, 0xff48, 0x00f8, 0x0071, 0x004c, - 0xffaa, 0x0087, 0x0176, 0xfef8, 0xfdcb, 0x01db, 0x018d, 0xfee2, 0xfea7, 0x00a7, 0xfdbb, 0x0063, 0x01eb, 0x0298, 0x0157, 0x00e7, - 0x03c0, 0xff2b, 0x0101, 0xfe1b, 0xf9a3, 0xfe4f, 0x0356, 0x0277, 0x023d, 0xfc35, 0xfe8c, 0x0522, 0x076e, 0x0357, 0xfd03, 0x0543, - 0xff53, 0xfd80, 0xfe78, 0x01b4, 0xfeef, 0xfa1e, 0xfe7a, 0x0372, 0xffb2, 0x027f, 0xfd7e, 0x0147, 0x012d, 0xfebb, 0xff22, 0xfee3, - 0x0061, 0x0100, 0xfbd6, 0x029d, 0x0046, 0xfcbe, 0xff29, 0x0325, 0x006b, 0xfd0d, 0x0154, 0xfc33, 0xfb46, 0xfda0, 0x0152, 0xfedf, - 0xfd42, 0x00ec, 0x04c6, 0x03b0, 0x05b2, 0xffc6, 0x04d6, 0xfb8a, 0x0088, 0xffd3, 0x0337, 0x00e0, 0x00c0, 0x0110, 0x0576, 0xff04, - 0xffc5, 0xffdc, 0x01b3, 0x020c, 0x03f4, 0x023f, 0x006e, 0x05dc, 0x030a, 0xfe56, 0xffdc, 0xfece, 0xff0e, 0x00da, 0x0373, 0xfcb6, - 0x02f1, 0x03be, 0xfb7f, 0xfc24, 0x0189, 0x0222, 0x018c, 0x0142, 0x01fd, 0x003f, 0x00c3, 0xff1c, 0xfaef, 0xff22, 0x00f6, 0x0013, - 0xfc13, 0x0215, 0xfbc9, 0xff1f, 0x0494, 0x00bc, 0xfeb3, 0xff1e, 0xff02, 0xfe4b, 0x02f7, 0x0647, 0xff6d, 0x06fb, 0xfbbf, 0xfc62, - 0xfb80, 0xff47, 0xfe66, 0x0487, 0x001a, 0x01c0, 0xfeb1, 0xff0f, 0xff49, 0xfe37, 0x003e, 0xfdee, 0xff3b, 0xfee3, 0x0382, 0xfbba, - 0xfeff, 0x0235, 0xff44, 0x0422, 0x00e4, 0xfc0e, 0x024a, 0x00cb, 0xfeaf, 0xfc08, 0xfbec, 0xfd67, 0xfa42, 0x0315, 0x0161, 0xfe69, - 0x0014, 0xfe8c, 0xfbae, 0x0505, 0xfcd8, 0xfe1a, 0x03d9, 0x01a3, 0x0013, 0x036e, 0x0166, 0x0097, 0xfb38, 0x000c, 0x02f8, 0x03f5, - 0x04b8, 0x00da, 0x02ed, 0x0424, 0xfdcf, 0xfd3a, 0xfb64, 0x058c, 0x05e1, 0xfe8d, 0x0078, 0x023f, 0x01e9, 0xfcbb, 0xf8e7, 0x0211, - 0xfedd, 0x01d2, 0x01df, 0xfe5a, 0xfee4, 0xff73, 0xfc0d, 0xfeb6, 0xfcab, 0x0505, 0x029e, 0x05b5, 0x0235, 0xfc46, 0x00ca, 0xfd74, - 0xfa9e, 0xfbad, 0xff09, 0x05d5, 0x00ea, 0xff24, 0xfe22, 0xffb1, 0xfa43, 0xfecd, 0x03f1, 0xff4b, 0x01bd, 0xff2d, 0xff14, 0xff05, - 0x03c2, 0x0262, 0x00c3, 0xff41, 0xfcc5, 0xfe30, 0x0065, 0x0075, 0xfcc5, 0x003a, 0x0824, 0x0278, 0x0008, 0x025d, 0x026e, 0xfe7f, - 0xfc8c, 0x0447, 0x0402, 0x058e, 0xfd33, 0xfc4a, 0x0212, 0x0117, 0xfef8, 0x00c8, 0xfec3, 0xfd96, 0x0155, 0x01c3, 0xffa9, 0xff6c, - 0xfdb9, 0x035a, 0xfd9d, 0xff22, 0xff1a, 0xf9f0, 0x0123, 0x01f2, 0xfd1f, 0xfe2f, 0x00dc, 0x0387, 0x0141, 0xffae, 0xfa81, 0xfaf6, - 0x0763, 0x005b, 0x008e, 0x03d7, 0xfc25, 0x00f8, 0x00a7, 0x0134, 0xfd4e, 0xfc84, 0xfcbb, 0xff76, 0xff1d, 0xff1b, 0x0221, 0x03d0, - 0xfdf9, 0xfd8a, 0x036d, 0x025c, 0x03c7, 0xfe12, 0xfcb1, 0xf841, 0x026f, 0x007a, 0xfaed, 0x0295, 0x010e, 0x018e, 0x019a, 0xff3d, - 0xfce3, 0xffac, 0xf9f8, 0xf986, 0xfee9, 0x01a0, 0x0199, 0xfd21, 0x012f, 0x0051, 0xfd52, 0xfa41, 0x00b5, 0xffe0, 0xfe2f, 0x01b0, - 0x0087, 0x009d, 0x0446, 0xff28, 0xfffc, 0xfeae, 0xff10, 0x016a, 0x00ca, 0x016d, 0xfdf0, 0x029f, 0xfcd6, 0x0799, 0x02b2, 0x0475, - 0x02f3, 0x00af, 0xfe4f, 0xf91c, 0xfcb1, 0xfc71, 0xfeec, 0xfe23, 0x017b, 0xfdaa, 0x00a6, 0x00b7, 0x03fb, 0xff53, 0x011f, 0x0038, - 0x006e, 0xffae, 0xff23, 0xff95, 0x0133, 0xfd0e, 0xff62, 0x057b, 0xff72, 0xfe6a, 0x0185, 0x030a, 0x0201, 0xfd44, 0xfe39, 0x008d, - 0xff35, 0x024d, 0xfaf6, 0x00d3, 0x01c7, 0xff64, 0x02e5, 0x001e, 0xffb3, 0x00d8, 0x0212, 0x00ad, 0xfe08, 0x0050, 0xfcd3, 0xfea5, -}; - -uint16_t q15_conv_result_2[16*28*28] = { - 0xff63, 0xff04, 0xfa95, 0x09cc, 0xee2d, 0xfd87, 0xf940, 0xfa0c, 0x0546, 0x0365, 0xfc8b, 0xfbca, 0x0500, 0xfb05, 0xf87b, 0x067f, - 0xfcf7, 0x03db, 0xfedd, 0xfbd2, 0x02bb, 0xf8b0, 0x0318, 0xf1e5, 0x05cf, 0x080b, 0xfc84, 0x0055, 0x02d3, 0xfa08, 0xfc09, 0x03f9, - 0x01db, 0xfb81, 0x025c, 0xfbc3, 0xf779, 0x024e, 0xf88d, 0x10ee, 0x010e, 0x0035, 0xfce0, 0x01c9, 0xf849, 0xf8fc, 0xfde5, 0x0a0f, - 0x03b0, 0x0122, 0xfb9b, 0xfbb0, 0x045c, 0xf81a, 0xff96, 0x00e2, 0xf137, 0xfec1, 0x0179, 0xfe37, 0x04f3, 0x0047, 0x0f97, 0x06ab, - 0xf8b4, 0x014f, 0x0324, 0xfbeb, 0xfea3, 0x024d, 0xf8e5, 0xfbfd, 0xfe3d, 0xff2f, 0x008c, 0x06cb, 0x0253, 0x07df, 0x0a42, 0x05bc, - 0x0020, 0xfe40, 0xfc0b, 0xf677, 0x05a2, 0x00c4, 0xff88, 0x0480, 0xff4a, 0xfe84, 0x0325, 0x0464, 0x0951, 0x03dc, 0x0684, 0xf91a, - 0xfa54, 0xfdea, 0xf241, 0xfcdd, 0xfdf3, 0xf4e5, 0x056c, 0xf66d, 0xfc1e, 0x08a1, 0x0196, 0x02d3, 0xfe90, 0xff54, 0x0c1e, 0xf99e, - 0x0234, 0xfd0c, 0xf405, 0xf91e, 0xfc15, 0x02c4, 0xfd7e, 0xf9e3, 0x0479, 0x0736, 0x02b4, 0xf2d6, 0x07dd, 0xfe85, 0xfd03, 0xf9f9, - 0x03c4, 0xfbed, 0xfc89, 0xfe4f, 0xf64b, 0xfbfa, 0xfa9f, 0x0624, 0x0471, 0xfdf7, 0x0a99, 0xf789, 0xfec8, 0xeee4, 0x028e, 0x0572, - 0xfe7c, 0x01f5, 0xf57f, 0x0104, 0x03ba, 0x010b, 0xfc60, 0xf73c, 0x0390, 0x0102, 0x04cc, 0xfab5, 0x0754, 0x067a, 0x0606, 0x0829, - 0x03c3, 0x019e, 0xfc94, 0x04b5, 0xf8f4, 0xfc83, 0x0358, 0x0620, 0xfcd1, 0x03a0, 0x0106, 0x01a6, 0x0758, 0xf8c1, 0xfcc5, 0x0261, - 0xf897, 0x0882, 0x0729, 0xfc10, 0xfc95, 0x0ddf, 0xfecb, 0x0151, 0x0178, 0xfb24, 0xf972, 0xf9b6, 0x01a3, 0x096f, 0x0370, 0x0d0b, - 0x040f, 0x04c9, 0xfe44, 0xfa9e, 0x0913, 0x02da, 0xfe97, 0x03b7, 0xfff6, 0xfebf, 0x0209, 0x0834, 0x0abf, 0xff3b, 0x05ff, 0xf97b, - 0x06cf, 0xfa9e, 0x03bf, 0xfee2, 0xfe2d, 0x0356, 0xfd5c, 0xf7d3, 0x0a9f, 0x061c, 0xfea6, 0xfd25, 0xff89, 0x0061, 0x0886, 0x0271, - 0x0157, 0xfee6, 0x05c7, 0xfaf8, 0xfefa, 0x04e4, 0xfa25, 0x028f, 0xfa58, 0xf960, 0x079e, 0x04a5, 0x0aa4, 0xf7d2, 0xfd22, 0xf406, - 0xf85c, 0x0778, 0xf66e, 0x0681, 0x0093, 0x071a, 0xf928, 0xf7e3, 0x04dd, 0x0360, 0xfb72, 0xf800, 0xf14e, 0x07eb, 0xfb61, 0xfdfd, - 0xff15, 0xfadd, 0x095b, 0x038a, 0x016e, 0xf638, 0x1153, 0xf7ff, 0x0d74, 0xf9c2, 0xfefb, 0x054a, 0xf964, 0xfde6, 0xfcb8, 0x00fe, - 0xfd59, 0x0325, 0xfcf5, 0xfed7, 0xf689, 0x0345, 0xf5db, 0x04e0, 0xfe34, 0x0738, 0xf903, 0xfa52, 0xff2b, 0x0133, 0xfa9d, 0x0b62, - 0x04eb, 0x0313, 0x026d, 0x031b, 0xff86, 0xfde6, 0x01e7, 0x0572, 0xfc39, 0xfb1d, 0x0038, 0x03cf, 0x01a0, 0xfb78, 0x09bd, 0xff4b, - 0xf31a, 0x0896, 0xfe83, 0xf23c, 0x033d, 0xff92, 0x08b7, 0x036f, 0x013a, 0x0685, 0x0528, 0xff04, 0x0aee, 0xfb84, 0xfd73, 0xf8ca, - 0xf7a3, 0xf903, 0x0b14, 0xf994, 0x086e, 0xfd90, 0x0175, 0x0902, 0x05af, 0xfb77, 0xfe9e, 0x0713, 0x0f13, 0x054d, 0x035f, 0xf83b, - 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0xf6b7, 0x02d7, 0x005a, 0xf0bb, 0x015e, 0xfea4, 0xfd5c, 0x03a2, 0xfc18, 0xff12, 0xff9b, 0xfab1, 0xfa68, 0xf3ad, 0x0619, 0xf31e, - 0x001c, 0x08fd, 0xfb12, 0xfc0c, 0x0348, 0x0263, 0x0508, 0xf520, 0x0c45, 0xfe65, 0xfd3c, 0x037e, 0x0c64, 0x025d, 0x0085, 0x0107, - 0xf7ae, 0x0596, 0xffd6, 0xfdd7, 0xf8e2, 0x02ad, 0xf8b3, 0xfc24, 0x0324, 0x023b, 0x0185, 0x0209, 0x0208, 0xfe18, 0x0494, 0xfbce, - 0x025d, 0xf40a, 0xfe60, 0x02d3, 0xfc3f, 0xff09, 0xfe31, 0xf8d1, 0x057b, 0xfb39, 0x0192, 0x07b6, 0x03bf, 0x0b0d, 0x0564, 0x0ac5, - 0x07cf, 0x04d3, 0xfdb5, 0x0195, 0xfcbf, 0x03fe, 0xf4de, 0xffd3, 0xfd29, 0xf677, 0x0a83, 0x0246, 0xf78d, 0x07eb, 0xf523, 0x00f1, - 0xffa5, 0xfc39, 0x0a10, 0xfd5f, 0x028f, 0x056e, 0x0955, 0x05e9, 0xfec3, 0xf889, 0xffec, 0x03ce, 0x0168, 0xfbcc, 0xfd8b, 0xffb9, - 0x01eb, 0x06b0, 0x0866, 0xfef4, 0x0463, 0xf9b6, 0xf5d3, 0xfcef, 0x02b2, 0x0399, 0xfa5b, 0x03be, 0x060b, 0xfdec, 0x031c, 0xfe53, - 0xfdca, 0xfd62, 0xf7a5, 0xfb50, 0x0a03, 0x036f, 0xf95b, 0xfc84, 0xf9f7, 0xff18, 0xfbfe, 0x082e, 0xf85b, 0xfb9e, 0xfc3f, 0xf4c0, - 0xf68e, 0xfa01, 0x02e7, 0x14cd, 0xffb0, 0x04c5, 0xfef1, 0xf7ac, 0x05ca, 0xfa49, 0x0216, 0xfcc1, 0x0161, 0x018d, 0x04df, 0x002d, - 0x025b, 0x01a1, 0xff32, 0x04b9, 0x02ac, 0xf8e5, 0xfde7, 0xfb2f, 0xfb58, 0xfed8, 0xffbe, 0xfb0f, 0x0243, 0xf55c, 0x0588, 0xfdb9, - 0xfe85, 0x0621, 0xf569, 0x046b, 0x04af, 0xfa87, 0xf385, 0x0203, 0xff7b, 0xfc13, 0xf6a1, 0x03f6, 0xfab8, 0x1173, 0x0a91, 0x0aed, - 0xff28, 0xeed2, 0x02be, 0x0218, 0xfd10, 0x082f, 0x0550, 0x057d, 0x01d5, 0xfc05, 0x0886, 0x0826, 0xfd4c, 0x0680, 0x04c5, 0x0462, - 0x03c9, 0x0460, 0xfd89, 0x0719, 0xf933, 0x04d9, 0xfec4, 0x0522, 0xf5b2, 0x08ed, 0xf67e, 0x0086, 0xf39a, 0x04de, 0xfc88, 0xfc19, - 0x0817, 0xf240, 0x0003, 0x05c7, 0x0145, 0xfff3, 0x051a, 0x034e, 0xff61, 0x00fd, 0xffd1, 0x02f8, 0x00f6, 0x05b8, 0xfd7a, 0x0771, - 0x00a0, 0xfdec, 0x12a0, 0xf30e, 0x06fa, 0xfc61, 0xfce0, 0x07f2, 0xfabd, 0x0148, 0xf490, 0x0e92, 0x0101, 0xff76, 0x04fe, 0xf533, - 0xf7be, 0xfec2, 0xfce5, 0x0af4, 0x0241, 0x0a63, 0x0b94, 0x004a, 0x01ef, 0xfeab, 0x0642, 0x025f, 0xfee7, 0xf745, 0xfa96, 0xfc08, - 0xfc35, 0xfcb0, 0xfd61, 0xf1bc, 0x111b, 0xfd7d, 0xffdc, 0x0213, 0x02ac, 0xfa24, 0xf6dc, 0x01b8, 0x0014, 0xffbd, 0xfa96, 0xef92, - 0xf586, 0x021c, 0xfad9, 0x0006, 0xff29, 0x01c2, 0x04bc, 0x0657, 0x020e, 0xfd5b, 0xfef7, 0xfc15, 0x0466, 0x0105, 0xffac, 0xfd63, - 0xffcd, 0x0457, 0xfa11, 0xf75a, 0xfebb, 0x00ba, 0x01a4, 0xffea, 0xf9b7, 0xfbef, 0xf9ad, 0xfb78, 0xf4d4, 0xf8eb, 0xf8e1, 0xf4d5, - 0xf60f, 0xf9e7, 0x048b, 0x0444, 0x0627, 0xffe6, 0xf66f, 0x0181, 0x03f9, 0x0100, 0xfc57, 0xfe2a, 0x065e, 0x0957, 0x0114, 0xfa70, - 0x0760, 0xf00a, 0x00c5, 0xf60b, 0xf2c9, 0x03d3, 0x0696, 0x02ae, 0xfc49, 0xfda3, 0x009d, 0xef95, 0xfdf9, 0xfbe2, 0xff43, 0x01c1, - 0x0199, 0x109f, 0xf7d8, 0x09d2, 0xfb92, 0xffc8, 0xfc22, 0xf5f9, 0xfcfe, 0x025a, 0x00e5, 0xf3e4, 0x09a2, 0x01a3, 0xff86, 0x0470, - 0x0a06, 0x0119, 0x009b, 0xfe93, 0xf8d1, 0xfe2f, 0x0873, 0xffdf, 0xf885, 0xf955, 0x05f4, 0xfcbd, 0xfac7, 0x0221, 0xfb7c, 0xff94, - 0xfa02, 0x087c, 0x0687, 0x005c, 0x01b0, 0xf694, 0xf58b, 0x030e, 0xf9ef, 0x0824, 0x0498, 0xf76f, 0xff4d, 0x046c, 0xfc9a, 0x07d6, - 0x042b, 0x011d, 0x0c1e, 0x016a, 0x0646, 0xf8f4, 0x0113, 0xfb30, 0x00c8, 0xfb92, 0xf6af, 0x0c07, 0x047a, 0x06f2, 0x0323, 0x00aa, - 0x0b85, 0x04f1, 0x0a36, 0x070c, 0xfca1, 0xfd54, 0xfa8b, 0x07cb, 0xf6ae, 0xfb9f, 0x0039, 0x0952, 0x08c2, 0x0010, 0x0078, 0xfe11, - 0xf7f8, 0xffab, 0xfd82, 0x0055, 0xfbb2, 0x05fb, 0xfe32, 0xf367, 0xfe44, 0xffa3, 0x0bce, 0xf954, 0xf8b5, 0x041f, 0xfb7e, 0xff6c, -}; - -uint16_t q15_conv_result_3[16*32*32] = { - 0xff4a, 0xfc3e, 0x009a, 0x045a, 0x02d0, 0x07ee, 0x0615, 0xfec4, 0x080a, 0xffdc, 0xfe9c, 0xfb62, 0x04a3, 0x0451, 0xf908, 0xff47, - 0xfd9a, 0xfea8, 0xf87b, 0xfeec, 0xfdd4, 0x03e8, 0x006d, 0xf9a7, 0xfe29, 0x026e, 0x0138, 0x078a, 0xfeb6, 0x0451, 0xfe76, 0xfe8c, - 0x0a4e, 0xfa6f, 0xfd86, 0x0a06, 0x0062, 0x016f, 0xf61c, 0x000d, 0x0431, 0x016e, 0x0172, 0xff30, 0xf9d9, 0xfd93, 0xfe56, 0xf7d6, - 0x0297, 0x0780, 0x009c, 0xfb44, 0x063d, 0xfe73, 0x08c9, 0xfe27, 0xfdcf, 0xfd48, 0x0391, 0x07f9, 0x0230, 0xf7cf, 0x02eb, 0x023f, - 0xf81d, 0x0642, 0x00d5, 0x07fb, 0x0279, 0x0238, 0xf74a, 0xfc43, 0x0155, 0xfa6b, 0x032d, 0xff87, 0xffdb, 0x028a, 0xfd36, 0xfd7b, - 0xfa3e, 0xf9b4, 0x04ac, 0x0a97, 0x04c6, 0xfb7d, 0x0377, 0xfb57, 0x0691, 0x0547, 0xf212, 0x06de, 0xfee5, 0x026f, 0xf979, 0xf536, - 0x007b, 0xffc2, 0xfca6, 0x02bd, 0xfa9a, 0x0438, 0xfa22, 0xfd68, 0x04df, 0xff85, 0xfcad, 0xfe1b, 0x0036, 0x0032, 0xfa1f, 0x05a6, - 0x03f0, 0x0411, 0x02cd, 0xff19, 0x0046, 0xfd29, 0xfbeb, 0x00ec, 0xfdc6, 0x0740, 0xfa66, 0xf83b, 0x02d3, 0x003e, 0x08fd, 0x0844, - 0xffee, 0x0066, 0xfcef, 0xfc67, 0xfcbf, 0x0665, 0x02c7, 0xfd46, 0xfe3d, 0xfa84, 0xffe7, 0x06bf, 0xfe2b, 0x0282, 0x0429, 0x0136, - 0xfc05, 0x0417, 0xfb12, 0xfd59, 0xf94f, 0xfe31, 0xfd16, 0xfd46, 0x0133, 0x0426, 0x0b06, 0x0158, 0xff4c, 0x0085, 0xfa07, 0x03e4, - 0xfe88, 0x039c, 0x0709, 0xfe14, 0x0104, 0x021d, 0xfe07, 0xf707, 0xfe17, 0x03ef, 0x0195, 0xf850, 0xf46b, 0x0584, 0x0313, 0xfb7a, - 0xffbb, 0xfbab, 0xff3b, 0x0b2e, 0xfc6c, 0xff9d, 0x0682, 0xf775, 0x017b, 0xfc8c, 0xfd32, 0xff40, 0x0312, 0xfca4, 0x004c, 0x0162, - 0xfb67, 0x027f, 0x0033, 0x00ad, 0xfc93, 0xfa6d, 0xfe70, 0xfa14, 0xfccc, 0x03ce, 0x038e, 0xff1e, 0xfcd6, 0xfe67, 0x002e, 0xfded, - 0xff7b, 0xfff0, 0x048f, 0xfa6d, 0xffe8, 0xfe01, 0xfa87, 0xfd56, 0x0158, 0x038b, 0x00c9, 0xfaa1, 0xff33, 0xfdf4, 0xff0a, 0xfe29, - 0xff44, 0x077c, 0x038c, 0x05c9, 0xfe73, 0xf774, 0x036c, 0x02ea, 0x0189, 0xfd8f, 0xf9b4, 0x0406, 0x0060, 0xfd7a, 0xfe76, 0x04fa, - 0xfa20, 0x0300, 0x0087, 0xfd74, 0xfa18, 0x05b5, 0xfbd9, 0x0515, 0xfe7c, 0x056f, 0x04ee, 0x0080, 0x00dd, 0xfe40, 0x0266, 0xfd83, - 0x00b1, 0xfdb7, 0x0372, 0x0114, 0x04e1, 0xfd85, 0x00e1, 0x008f, 0x0080, 0x05c6, 0x02b9, 0xfe05, 0x08c9, 0xfd9a, 0x0631, 0x004c, - 0x0087, 0xfe4e, 0x0945, 0x0464, 0xf6b9, 0x0468, 0xfee3, 0xfcbb, 0x0457, 0xf729, 0x04ff, 0x0153, 0xfa10, 0xfebe, 0x00c0, 0x0040, - 0xfcea, 0x017f, 0x011a, 0x0258, 0xfc95, 0xff71, 0xfd76, 0xfcd4, 0x00ed, 0x00f7, 0xfece, 0x068c, 0x02aa, 0xfd92, 0xf72a, 0x0457, - 0xf8f3, 0x00a9, 0xfe47, 0xfde6, 0x0220, 0xf982, 0xfd1e, 0xfecb, 0xfadd, 0xfc08, 0xf77e, 0xf734, 0xffba, 0x01e7, 0xf5b1, 0xfb0c, - 0xff0b, 0xfa33, 0xff3f, 0xf91c, 0x012c, 0xfd83, 0x0839, 0x0535, 0xfb4d, 0xf8fb, 0xf73a, 0x064c, 0xfdc3, 0xfa44, 0xff99, 0x0917, - 0xf9fb, 0x0548, 0x04b2, 0x0282, 0x05a2, 0x07c6, 0xf93f, 0xfee3, 0x0416, 0xfed7, 0xfd63, 0xfa80, 0x0745, 0x02d2, 0xffd0, 0x015e, - 0x0102, 0x05f9, 0x02e0, 0x012f, 0xfabf, 0xf692, 0xf91b, 0x0d63, 0x040a, 0x0238, 0x05f3, 0xf5b2, 0xfe34, 0xfbc2, 0x032b, 0x0826, - 0x0378, 0x031b, 0x00a5, 0x05c5, 0xfc8c, 0xfea4, 0x0146, 0xfe5c, 0xf69e, 0x00c9, 0x0154, 0xfaab, 0xffc3, 0x00de, 0x02cb, 0x04ad, - 0xfc61, 0xf98e, 0x0255, 0x0816, 0xfdbc, 0xfc17, 0x0402, 0xfdc6, 0x039d, 0xff36, 0x0b60, 0xfa59, 0x090e, 0xfd76, 0x0244, 0xf906, - 0x00c0, 0xf2ec, 0xff2f, 0xf714, 0xfd74, 0x009c, 0x08b1, 0xff73, 0x0192, 0x038f, 0x05c3, 0x03a6, 0x039d, 0xfae9, 0x03aa, 0x00ba, - 0x00e8, 0xfdfc, 0x006e, 0xfc7c, 0xfbdd, 0x0484, 0xf9af, 0x0789, 0x0711, 0xf952, 0x04f1, 0xf7ec, 0x043e, 0xff55, 0x002d, 0xf768, - 0x06cc, 0xfb6d, 0xfa0d, 0x0549, 0xfb37, 0xfda3, 0x0646, 0xfe28, 0xf952, 0x0062, 0x0240, 0x05fb, 0x0323, 0x016a, 0x0093, 0x0338, - 0x0241, 0x00d0, 0xfa46, 0xffb4, 0xfa71, 0xf897, 0xffc5, 0xfd26, 0x05fc, 0xfef9, 0xfb3d, 0xfea3, 0x0289, 0x0245, 0xff85, 0x0002, - 0xfb5f, 0x02c9, 0x03ce, 0x08c6, 0xff7b, 0x03a9, 0xfdb2, 0x001a, 0xfdbe, 0x0120, 0x0142, 0xf795, 0x0058, 0x0958, 0xfaf5, 0x00f1, - 0x02dd, 0xffc9, 0xfea6, 0x0a50, 0xfb02, 0xf6d7, 0xfdc5, 0xfe8d, 0x00f4, 0x0444, 0xfa0c, 0x0545, 0x0335, 0x02bd, 0xfb89, 0x07a4, - 0x033f, 0xfe18, 0x0351, 0x00f9, 0xfdf4, 0xff78, 0x045e, 0x007d, 0x008a, 0x0035, 0x028d, 0xfbd9, 0xfc79, 0x0447, 0x023a, 0xfe11, - 0x0427, 0xfffb, 0xfc9d, 0x0169, 0x034e, 0xfd78, 0x0347, 0xfe43, 0x05b0, 0xfceb, 0xfde9, 0x0363, 0x0477, 0xfac5, 0xffd5, 0x0350, - 0x01bc, 0xfdab, 0xfb5b, 0xfdb0, 0xfb1f, 0x027d, 0xfce6, 0x0178, 0xf62c, 0x01e7, 0x0287, 0x02e7, 0xfc40, 0xfc31, 0x0669, 0x0266, - 0xf69f, 0x00ed, 0x03d0, 0x0603, 0xf788, 0xff7b, 0x0165, 0x0fd0, 0xff73, 0xfca0, 0xf726, 0x0146, 0xf8d3, 0x01e4, 0x0378, 0x0523, - 0x00b3, 0x0b8b, 0xfa4f, 0xfd2f, 0x024d, 0xf1e3, 0x008f, 0xfb28, 0x042f, 0xff82, 0xf99a, 0x05ea, 0xfc53, 0x004f, 0x0150, 0xfff5, - 0x0287, 0xfcf4, 0x0553, 0x031b, 0x0b55, 0xfef3, 0xf4c2, 0xfd16, 0x023b, 0x08da, 0xfeb8, 0x0791, 0xf392, 0xfa70, 0x03ac, 0xf54e, - 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0x05ec, 0x0b8c, 0x067c, 0xfc6f, 0x0598, 0x07af, 0xfa1b, 0x04df, 0xfb9a, 0xff15, 0xfa48, 0xfd21, 0x0025, 0x04e7, 0xf8c8, 0xf488, - 0x0064, 0xfb99, 0x011f, 0xfd95, 0xf8e1, 0x00c3, 0xfa99, 0xfd30, 0x007f, 0x0886, 0x049c, 0xfddd, 0xfb8d, 0x0239, 0x0720, 0x0030, - 0xfc06, 0xfcbe, 0xfb7d, 0xf568, 0xf270, 0xfa74, 0xf746, 0x05c2, 0xf9d4, 0x0335, 0xf13a, 0x0130, 0xfc59, 0x09ab, 0xf5a2, 0xf9e4, - 0xfb2f, 0xfce7, 0xfc81, 0x03d0, 0x01a7, 0x08ff, 0xfd49, 0x076b, 0x0164, 0xffa9, 0x0813, 0x0019, 0xffc4, 0xfae8, 0x0114, 0x0245, - 0xf754, 0xfee1, 0x01e3, 0xfa0b, 0x033e, 0xfed5, 0x00ae, 0x0457, 0xf8f5, 0x04a2, 0xfe22, 0xf844, 0x0420, 0x059e, 0x011e, 0x03fa, - 0x083f, 0x0962, 0xff8e, 0xff6c, 0xfbc8, 0x082e, 0xfbe6, 0x0006, 0x005b, 0xf7ae, 0x05f0, 0xfc58, 0xff17, 0x049e, 0x0047, 0xfff4, - 0xfbff, 0x048b, 0xfa72, 0xff50, 0xfea6, 0x058c, 0x02a6, 0x019a, 0xfe95, 0xf85a, 0xfed7, 0xfe81, 0xfcb3, 0x03c7, 0x069c, 0xfad3, - 0x047d, 0x07ef, 0x00b9, 0xffaf, 0xfde1, 0x00b3, 0x0430, 0xfbad, 0x02f6, 0x0306, 0xffca, 0xfc67, 0x0314, 0x011e, 0x03fb, 0xfbdd, - 0x01ee, 0xfb4f, 0xf83d, 0x00aa, 0x0600, 0x0161, 0xf81f, 0x06fa, 0xf883, 0xfe3d, 0x0500, 0x041b, 0xfa3f, 0x03eb, 0x0179, 0x0256, - 0x0017, 0x0c80, 0xff99, 0xfcaf, 0x0058, 0xf7fa, 0x0159, 0xfe58, 0x0449, 0xfed2, 0x042e, 0xfb85, 0x0353, 0x0278, 0xfee6, 0xfb07, - 0x02ce, 0x005e, 0xfbc7, 0x01c0, 0xfe21, 0xfaa2, 0x011e, 0x033d, 0xfdf1, 0x0490, 0xf8fb, 0x0296, 0xfdf3, 0xffe0, 0xfb9b, 0xf83f, -}; - -uint16_t q15_conv_result_4[16*12*12] = { - 0xff11, 0xffa2, 0x0331, 0x01fe, 0x0313, 0xfb90, 0xfca0, 0x0133, 0x0121, 0x00b0, 0xfd56, 0x0455, 0xfe62, 0xfe4b, 0x01da, 0x04f7, - 0xffb7, 0x043e, 0xfd81, 0xf8c3, 0x0549, 0xffec, 0x03d7, 0x01f8, 0xffa4, 0xfb0b, 0xfa96, 0x03d5, 0x00c9, 0xfc9f, 0xfe18, 0x0486, - 0x01a4, 0x0225, 0x01a7, 0xfde8, 0xfe06, 0xfe6e, 0xfee0, 0x0196, 0xfcb3, 0xff60, 0xfd82, 0xfef6, 0x00b8, 0x0017, 0x0439, 0xfdda, - 0xfbab, 0x0089, 0x0586, 0xfb50, 0xfeb7, 0x076e, 0xff7d, 0xf823, 0xfca2, 0x0568, 0x0502, 0xfb94, 0xff82, 0xfbcf, 0x0373, 0x0171, - 0xfb97, 0xfde1, 0x04ed, 0xfe11, 0xfd58, 0xfc91, 0xfec8, 0xfebd, 0x0169, 0x055e, 0x00a3, 0x0339, 0x00b9, 0x0064, 0x032d, 0x0435, - 0xffb7, 0xfc34, 0x04fa, 0x00b3, 0xff3b, 0x037e, 0xff62, 0xf8d8, 0xfe28, 0x0079, 0x01ff, 0xfc29, 0x0236, 0x0078, 0xffd0, 0xfdd4, - 0x008d, 0xfa01, 0x0450, 0x00d6, 0xfc9f, 0xfb43, 0x0214, 0xfa65, 0x01db, 0x076e, 0x067c, 0x0486, 0xfbe9, 0x0175, 0xff5e, 0x028b, - 0xf4e8, 0xf751, 0xffc4, 0x056d, 0x04c4, 0x0543, 0xfad0, 0x0003, 0xfaa8, 0x05af, 0x0091, 0xfc42, 0x085a, 0xfec6, 0xfb3c, 0xff0f, - 0xfdf7, 0x00b2, 0x0850, 0xfd93, 0x022d, 0x04a0, 0xfd59, 0xfc65, 0x00eb, 0x021c, 0x007e, 0xfa5b, 0x002a, 0xff96, 0x018d, 0xfeaf, - 0x0428, 0x0409, 0xfb67, 0xf975, 0xfe21, 0xffe7, 0xff22, 0x01fe, 0x01eb, 0x01b5, 0x0447, 0xfdcd, 0x0500, 0xf8d5, 0xfb94, 0x0b15, - 0x0398, 0xfeb8, 0xfe68, 0xfe1f, 0x029c, 0x07a0, 0xfee9, 0x060f, 0xf899, 0xfe86, 0xfc7b, 0xf93b, 0x0121, 0xfe0e, 0xfe17, 0x084c, - 0x018c, 0x000f, 0xfe29, 0xff27, 0xff11, 0xff46, 0x01df, 0x043c, 0x00a9, 0xfebe, 0x0167, 0xfff2, 0x01c4, 0x033f, 0x0331, 0x034f, - 0x08fc, 0xfe0b, 0xffeb, 0xfc4d, 0xf9e9, 0x02b7, 0x0193, 0xfdc0, 0xf847, 0xffbd, 0x027b, 0x05bf, 0xfb11, 0xfdf7, 0x0602, 0xff0c, - 0xff63, 0xff04, 0xfa95, 0x09cc, 0xee2d, 0xfd87, 0xf940, 0xfa0c, 0x0546, 0x0365, 0xfc8b, 0xfbca, 0x0500, 0xfb05, 0xf87b, 0x067f, - 0x03b0, 0x0122, 0xfb9b, 0xfbb0, 0x045c, 0xf81a, 0xff96, 0x00e2, 0xf137, 0xfec1, 0x0179, 0xfe37, 0x04f3, 0x0047, 0x0f97, 0x06ab, - 0xfa54, 0xfdea, 0xf241, 0xfcdd, 0xfdf3, 0xf4e5, 0x056c, 0xf66d, 0xfc1e, 0x08a1, 0x0196, 0x02d3, 0xfe90, 0xff54, 0x0c1e, 0xf99e, - 0xfe7c, 0x01f5, 0xf57f, 0x0104, 0x03ba, 0x010b, 0xfc60, 0xf73c, 0x0390, 0x0102, 0x04cc, 0xfab5, 0x0754, 0x067a, 0x0606, 0x0829, - 0x040f, 0x04c9, 0xfe44, 0xfa9e, 0x0913, 0x02da, 0xfe97, 0x03b7, 0xfff6, 0xfebf, 0x0209, 0x0834, 0x0abf, 0xff3b, 0x05ff, 0xf97b, - 0xf85c, 0x0778, 0xf66e, 0x0681, 0x0093, 0x071a, 0xf928, 0xf7e3, 0x04dd, 0x0360, 0xfb72, 0xf800, 0xf14e, 0x07eb, 0xfb61, 0xfdfd, - 0x04eb, 0x0313, 0x026d, 0x031b, 0xff86, 0xfde6, 0x01e7, 0x0572, 0xfc39, 0xfb1d, 0x0038, 0x03cf, 0x01a0, 0xfb78, 0x09bd, 0xff4b, - 0xfd5e, 0xfb18, 0xf8b7, 0xfddf, 0x0912, 0x0790, 0xece2, 0xf831, 0x0e03, 0xfe52, 0x0ea5, 0xff69, 0x02f4, 0xfa1a, 0xf724, 0xfd8f, - 0x0337, 0xf85e, 0xec2d, 0xf7cf, 0x03b9, 0xf782, 0x0704, 0xf91d, 0x0777, 0x00bf, 0x06af, 0xf73b, 0x021a, 0xfb39, 0xf642, 0x04aa, - 0x0124, 0xfccf, 0x029d, 0xfe73, 0x02f9, 0x0b7c, 0xfa86, 0x047b, 0x0431, 0xfc12, 0xffef, 0xee4d, 0xfdfe, 0x0190, 0xf66a, 0x080f, - 0xfcfe, 0xf9ac, 0x0188, 0xfbf3, 0x0150, 0x01c6, 0xffc8, 0x005d, 0x07ff, 0xfc4e, 0x015b, 0xfe0e, 0xffec, 0xfbb4, 0x02bf, 0x0319, - 0xf57b, 0x0050, 0xf7f3, 0xfe79, 0x0085, 0x0522, 0xf74a, 0xfca3, 0xfb7f, 0xfd6c, 0x05ed, 0x061d, 0xfbbc, 0x0069, 0x021d, 0xffee, - 0xf685, 0x0458, 0x06d3, 0xfd41, 0xf2e6, 0xff9c, 0xffb0, 0x0676, 0xfd40, 0xffbd, 0xf6a3, 0x0476, 0xfdf7, 0x10ea, 0x046d, 0x069b, - 0x0276, 0x0680, 0xfc56, 0x09bf, 0x0008, 0xfc6b, 0x002a, 0xf592, 0xf79c, 0x0417, 0x03df, 0xfe43, 0xfd2a, 0x02ea, 0xff88, 0x1656, - 0x0bc6, 0xfcc1, 0x0b60, 0x015a, 0xf965, 0x082f, 0x0380, 0xf412, 0xfd81, 0x0659, 0xffdb, 0x01e7, 0x0351, 0xf8c1, 0x05dd, 0xfe55, - 0x0242, 0xf8d8, 0x084a, 0xf67c, 0x02e7, 0x04be, 0x02f5, 0xfd84, 0x0589, 0xff96, 0xf47b, 0x08d3, 0xf3e3, 0x03c4, 0x08d9, 0xf9a3, - 0xf887, 0xfb3d, 0xf38c, 0xf92a, 0x00c4, 0x057a, 0xfb30, 0x04fc, 0xffbf, 0x0c0f, 0x0597, 0x080d, 0xff9f, 0xfaa5, 0xfdb6, 0xffab, - 0xf5bb, 0x00f9, 0x0909, 0xf9ec, 0xfbd1, 0xfa01, 0x0a03, 0xf79e, 0x04a3, 0x04e9, 0xf8f8, 0x0bdd, 0x0175, 0xffb0, 0xf0df, 0xfe71, - 0xfe4e, 0x0417, 0x0b07, 0xf98e, 0x0129, 0x022d, 0x0ddf, 0x03a8, 0x0923, 0x00a3, 0x10a1, 0xf9c7, 0xfe58, 0x06d8, 0x0285, 0x0076, - 0xfc39, 0x07fa, 0x03c5, 0x093a, 0xfe5e, 0x034c, 0xff4e, 0xf5ce, 0xf943, 0xffa6, 0x07bc, 0xf477, 0x0153, 0xfd45, 0x0409, 0x0785, - 0xfe41, 0x05e6, 0x0bea, 0xfda3, 0x0118, 0xf5c4, 0xf650, 0xf6bd, 0x057d, 0x0769, 0xf9b9, 0x05bc, 0xfa69, 0xfd66, 0xf58e, 0xf697, - 0xfbd8, 0x068b, 0x02c1, 0xfeb7, 0x0419, 0xfe58, 0xfebd, 0x00a4, 0xfb71, 0xf7f9, 0xfbfa, 0xfa2a, 0xfc6b, 0xf7ce, 0xf725, 0xf849, - 0x059b, 0xfbb9, 0xff59, 0x0219, 0xfd49, 0x0043, 0x0213, 0x031e, 0xfc22, 0xff9c, 0xfe98, 0x001d, 0x030f, 0x031a, 0xfe05, 0xff68, - 0xffe8, 0x038c, 0x0413, 0x03d3, 0xfc1e, 0x00cf, 0xff09, 0x04fe, 0x010a, 0xfa64, 0xfe65, 0xff22, 0x0453, 0xfa77, 0xfe36, 0x03b9, - 0xfdde, 0xff5c, 0xf59b, 0x0c4d, 0x0796, 0xfe36, 0x0332, 0x0263, 0xf97c, 0x07c1, 0xff6c, 0x009e, 0x0405, 0xf7f8, 0xfc78, 0x008d, - 0xffb3, 0x042e, 0x085d, 0xfe42, 0x0389, 0xfd64, 0x09ea, 0xf897, 0x0088, 0xf87e, 0x045b, 0x0187, 0xfb90, 0x04da, 0x031a, 0xff59, - 0xf77e, 0x05af, 0xefa3, 0x0265, 0xff52, 0x0493, 0xf917, 0xfb73, 0x0083, 0x019c, 0x0a85, 0x048d, 0xfef4, 0xfdd5, 0x03d7, 0xfe3e, - 0xfe3b, 0x07e8, 0xfbf3, 0x0535, 0x084b, 0xf96d, 0x0029, 0x0902, 0x09df, 0xfdf4, 0x05f7, 0xfb2c, 0x0190, 0x0692, 0x0710, 0xfe44, - 0x0550, 0xf96a, 0x02bc, 0x0443, 0xfff8, 0x03f4, 0x050d, 0x0521, 0xfacf, 0xfe2b, 0x08c5, 0x0a82, 0xf579, 0xef98, 0xf29a, 0xfc48, - 0xf70b, 0xf72d, 0xf2c1, 0x072d, 0xf838, 0xfbac, 0x026e, 0x0110, 0xfb27, 0x0903, 0x0413, 0x0129, 0xfabb, 0x07a3, 0xf9ef, 0x094e, - 0xf72f, 0x03eb, 0xf943, 0x057e, 0xff51, 0x000a, 0xf8db, 0x01a5, 0xf7c9, 0xfd35, 0xfd26, 0xfc5e, 0x033b, 0x01b8, 0xf856, 0x0057, - 0xfa5d, 0x063d, 0xf81b, 0xfc72, 0xfd19, 0xfaa7, 0xf146, 0xfdc2, 0xfa86, 0x08d7, 0x05f5, 0xfeb2, 0xf996, 0xfe4a, 0xfba7, 0xfce9, - 0xf4fd, 0xff7c, 0xff61, 0xfe65, 0xf8b5, 0xfb68, 0xfb5e, 0xf586, 0x04c2, 0xfaf1, 0xfb49, 0x0256, 0x0168, 0xfbdd, 0xff9d, 0xffa3, - 0x08a5, 0x02a6, 0x017f, 0xf50a, 0xfafb, 0x0416, 0x006c, 0x01b7, 0xfffa, 0x08f9, 0x0210, 0xf438, 0xfe10, 0xf49d, 0x013b, 0x0521, - 0xfe25, 0xffa5, 0x03f2, 0x0030, 0xf8b3, 0x0104, 0xfd57, 0x037c, 0xfe43, 0x0048, 0x00eb, 0xff64, 0xfaf6, 0x01ab, 0x03b2, 0xffe9, - 0x003d, 0xfeb2, 0xffad, 0xfa17, 0x02bf, 0xf923, 0xfcf3, 0xfe68, 0xf924, 0xfe42, 0xfe8f, 0x01c7, 0x01b0, 0xfac2, 0x0088, 0xfe76, - 0x01cb, 0x0252, 0x0596, 0x0322, 0xf979, 0xfde9, 0xff3f, 0xef3e, 0x00c5, 0x0921, 0x0363, 0x0545, 0xfe92, 0xfe80, 0xff0a, 0x06b8, - 0x018c, 0x04ee, 0x0542, 0x0d7e, 0xfe05, 0x00fc, 0x0fc2, 0x0298, 0xf907, 0x0266, 0xfcd0, 0x01b8, 0xf7ed, 0xfecd, 0x034a, 0xf04f, - 0x0795, 0xf0b4, 0x0284, 0xfc3a, 0xef35, 0xf94f, 0x02da, 0xfdd5, 0x00df, 0xeddb, 0x02cf, 0x08a7, 0x0467, 0xfc00, 0xfeb1, 0x0051, - 0x04e5, 0xfa79, 0xff1b, 0x009f, 0x040b, 0x0286, 0xffad, 0x074e, 0xfed8, 0xfdf4, 0x08cd, 0x02c5, 0x0117, 0x0618, 0x0225, 0x0a21, - 0x01bc, 0xfa03, 0xfab1, 0xfeab, 0xfd57, 0x067b, 0x04ec, 0x04a2, 0xfeff, 0x0178, 0x0122, 0xfafd, 0xfb69, 0xf9aa, 0xf8e3, 0x024d, - 0x08e7, 0xfa4b, 0xfbc7, 0x0685, 0xf98f, 0xfbef, 0xf92b, 0x053a, 0x0524, 0x09e1, 0xfd8f, 0xff7c, 0x041a, 0x04cf, 0xffc6, 0xfab8, - 0xfddd, 0xff74, 0x038c, 0x068e, 0xf6a9, 0xf754, 0x00e7, 0xf995, 0xfeb9, 0xf685, 0xfa59, 0x0711, 0xfe1c, 0xfcff, 0xfc57, 0x02d7, - 0xf335, 0x082e, 0xfd0b, 0xff66, 0xfef6, 0x0359, 0xfc90, 0xff09, 0xfe13, 0xf64a, 0xfb5c, 0xf9de, 0xff4c, 0xf6e8, 0x05bb, 0xf84a, - 0xfda7, 0x04d2, 0xfbab, 0xf6de, 0xf9d9, 0xfc7d, 0xff91, 0xffef, 0xfab0, 0x0a41, 0x0327, 0xf98d, 0x0285, 0x0435, 0xff7f, 0x0222, - 0x0821, 0x095e, 0xfff9, 0x071d, 0x015c, 0xfc42, 0x0173, 0xff67, 0x0094, 0xfcc0, 0xf970, 0x017b, 0x05bc, 0xf5c4, 0xf610, 0x0633, - 0x0354, 0xf919, 0x0485, 0xf8da, 0x0279, 0x0225, 0xfd47, 0xfd4f, 0x0337, 0xf99e, 0xffd8, 0x0226, 0xfa34, 0xfa1f, 0x0286, 0x0172, - 0x0023, 0xff28, 0xfcc5, 0xfc18, 0xfec4, 0x0099, 0xfcae, 0xfeb1, 0x0459, 0x05da, 0x0263, 0xffd4, 0x0033, 0x0267, 0x01c2, 0xf875, - 0xfcac, 0xfd62, 0xfdce, 0xfa73, 0xff1e, 0x0013, 0x055d, 0x02bf, 0x0259, 0x0097, 0x0702, 0xff85, 0x071f, 0xfcf1, 0x0329, 0xfc99, - 0xfd85, 0x01b1, 0xf8c1, 0x068b, 0x053e, 0x0f34, 0xff8c, 0x07d5, 0xfa4d, 0xfc2b, 0x00fb, 0x05dd, 0x036b, 0xf831, 0xfd5d, 0x0852, - 0xfbc8, 0x006a, 0x0024, 0x0231, 0xfe0d, 0xfe9b, 0xff71, 0xf391, 0xfc3b, 0x04ac, 0xf8b3, 0x08d6, 0x024e, 0xfbe6, 0xf8cc, 0x09a7, - 0x0134, 0xfea8, 0x023b, 0xf1f8, 0xf41b, 0xf92b, 0xfb63, 0x04df, 0xfd7c, 0xf91e, 0x0329, 0xffd5, 0x014b, 0xf88c, 0x00c1, 0xf3e6, - 0xffe6, 0x091f, 0x0746, 0xf2d1, 0xfaed, 0xfdc5, 0xf8a0, 0x0326, 0x11ec, 0x0241, 0x03f2, 0x0247, 0xf997, 0x0818, 0xf9af, 0x0cae, - 0xfa63, 0xff6e, 0x077c, 0xfff0, 0xf870, 0x03d6, 0x025c, 0x063d, 0x0316, 0x091b, 0x0ba3, 0xfc9b, 0xfbda, 0xfe01, 0xf718, 0xf39a, - 0xfe34, 0xfe39, 0x0d55, 0x0aa4, 0xfaf0, 0xfb22, 0xfeed, 0xf72c, 0x06be, 0xfd1a, 0xf5b8, 0x06f1, 0xfa3a, 0xf92b, 0x02ae, 0x05f3, - 0xffd4, 0x0910, 0x042b, 0xfbb9, 0xef81, 0x01b6, 0xff37, 0xf9c3, 0x045c, 0xfe50, 0xfb6d, 0x0041, 0x07b8, 0xf658, 0xf54b, 0xf850, - 0xfb77, 0xfc25, 0xfbb3, 0xf71a, 0x056b, 0x0b23, 0xfcf9, 0x0489, 0x0471, 0xfac5, 0x03e3, 0x048c, 0xffaf, 0x0753, 0xf219, 0xf6fc, - 0xf6e3, 0xfa6a, 0x027c, 0xf6e6, 0xfcd8, 0xf83f, 0xfc66, 0xfc48, 0xfec6, 0x06c7, 0x04f8, 0xfff7, 0x0004, 0x01a1, 0xf9c5, 0xfd08, - 0x0751, 0xfcb5, 0x0536, 0x0671, 0xfc7d, 0xff45, 0x08bd, 0xfc60, 0xfddf, 0x01a7, 0x08c7, 0xfd92, 0x00a9, 0xfe16, 0x02b6, 0xf815, - 0x01ac, 0xf1a6, 0xff02, 0x023c, 0xfef7, 0x047d, 0x00a1, 0x014f, 0x01a3, 0xfe1c, 0x0575, 0x01d8, 0xfc77, 0x00a0, 0xfecd, 0x0014, - 0x0148, 0xff43, 0xf982, 0xfeb3, 0x0861, 0x0a07, 0xfa48, 0x0923, 0xfcf1, 0x03c7, 0x01cf, 0xf9a5, 0xfc10, 0x0c23, 0xf952, 0x0039, - 0x08c2, 0x04fa, 0x080b, 0xf3b8, 0x0600, 0xf4ec, 0x0110, 0x08ca, 0x00bf, 0xff42, 0xfe3d, 0xf903, 0xf64a, 0xfaf2, 0xf75c, 0x0040, - 0xf706, 0xfe6a, 0xfe75, 0x001f, 0xf7e8, 0xfdb3, 0x0988, 0x088f, 0xfb90, 0x006b, 0xfc99, 0xfe61, 0xfd59, 0xfc50, 0xff21, 0xf7a9, - 0x04d1, 0xff79, 0x0009, 0x0047, 0xf9fc, 0xfe64, 0xf817, 0x0cc0, 0xf459, 0xfdd1, 0xfef5, 0x072f, 0xf471, 0xf80f, 0xfbcd, 0x0355, - 0xf758, 0x0194, 0xffd1, 0xfeb0, 0xf7df, 0xfd3b, 0xfdd6, 0xee0b, 0x09e3, 0xfcf7, 0x03f5, 0xfae8, 0xf502, 0xfc16, 0x0228, 0xf760, - 0xfff9, 0xf774, 0x09ae, 0x0722, 0x0193, 0x05e8, 0xf7bd, 0xf6a9, 0x0028, 0xf9ec, 0xfd00, 0xf932, 0xf866, 0xfb5e, 0xf912, 0xffa3, - 0xfdb9, 0xffa0, 0x017f, 0xfd70, 0x0a1a, 0xfc8f, 0x05df, 0xf15e, 0xfe27, 0xfd34, 0xf5e1, 0xfe4e, 0xfdbf, 0xf290, 0x0cd1, 0xfc2e, - 0xfa64, 0xfe6b, 0x08dc, 0xfec3, 0x053d, 0xfa39, 0xfb69, 0xf6ec, 0xfed2, 0x05a3, 0xfda9, 0x00dc, 0xfda3, 0x0d41, 0xf678, 0xf7f6, - 0xf891, 0xfdac, 0x0df8, 0x0e9a, 0xf354, 0xfd6a, 0x025f, 0x04c6, 0x0ca1, 0x04dc, 0x0681, 0xf887, 0xffa9, 0xf447, 0x0ac9, 0xfc64, - 0xff29, 0xf9c9, 0x0462, 0xf73a, 0x0110, 0x044e, 0x062d, 0x06a3, 0x0278, 0x0435, 0xfb34, 0xfde9, 0x0632, 0xffa0, 0x0619, 0x00b0, - 0xfe28, 0xffbf, 0x0616, 0x045c, 0xfd53, 0x0182, 0xff9f, 0x027d, 0x08de, 0x0830, 0x01d5, 0xf9cd, 0xfb4e, 0xff32, 0x077d, 0xfe86, - 0xfcfe, 0x03f6, 0xfca6, 0xfdf0, 0xfc4c, 0xfc46, 0x05cb, 0xfe28, 0xfd63, 0xfd4e, 0xf92d, 0xfe36, 0x0017, 0xff82, 0x0248, 0x0880, - 0x0565, 0x0346, 0xfb82, 0xf86b, 0x0984, 0x058c, 0xf72d, 0x0627, 0x013b, 0x000b, 0x03fc, 0x007d, 0x0c5d, 0x0414, 0xf8a7, 0x0c7f, - 0x03fd, 0xfd82, 0xf858, 0x002e, 0x0b46, 0x0d3f, 0xf5bd, 0xfb0b, 0xfd9c, 0x05e0, 0xfdd3, 0x0b86, 0xf808, 0x06a1, 0xf7f3, 0xf939, - 0x0b66, 0xf7a4, 0xfea4, 0x07fc, 0xfd9f, 0x044e, 0x0acd, 0xf6de, 0x0526, 0xfa1d, 0xfffd, 0x0126, 0xfe42, 0x0170, 0xf84b, 0xfda1, - 0x0116, 0xfd7f, 0xfa05, 0xfbd8, 0x072e, 0x08a3, 0xffae, 0xf28c, 0xf8e4, 0xfdbf, 0xfffe, 0x00db, 0x00cc, 0xf6db, 0xf732, 0xf786, - 0xff20, 0x01e8, 0x03c4, 0x00ba, 0xf64f, 0x0713, 0xfe05, 0x04f1, 0x0769, 0xfa2e, 0x0a6b, 0x020c, 0xfca9, 0xf2b8, 0xfae9, 0xff3b, - 0x0069, 0x03a2, 0xfd3a, 0x0261, 0x0677, 0xf5a4, 0xfd5d, 0x0e90, 0xf247, 0x01b8, 0xfcb5, 0xfa1b, 0xfa29, 0xff4b, 0xfec0, 0x0668, - 0xfbcb, 0x039f, 0xf704, 0xfb5a, 0xfdd0, 0x034d, 0xffe3, 0xf8ab, 0x01af, 0xfcc6, 0xfcf7, 0xfe72, 0x00ed, 0x0778, 0x013b, 0x0962, - 0x038c, 0xfa99, 0x00ed, 0xf073, 0x02cf, 0x06bf, 0x031d, 0xf39c, 0xfade, 0xff41, 0xff86, 0xf94c, 0x06e9, 0xfa36, 0xfcc1, 0x0123, - 0xfd40, 0xff61, 0x05da, 0xfa41, 0xf152, 0xfaec, 0xf9dd, 0x0152, 0x022a, 0xfe0a, 0xfeee, 0xfe65, 0xfffc, 0xfa6d, 0xf827, 0x00a8, - 0x039e, 0xf9fd, 0xf69e, 0xfeb0, 0x024b, 0xfbcf, 0x00e9, 0x041d, 0x0ac0, 0x0168, 0x02ce, 0x0323, 0xfec6, 0xff29, 0x0714, 0x02c0, - 0xfd8a, 0xfdb7, 0x056a, 0xfe73, 0x0582, 0xff0c, 0x029c, 0xfb84, 0xfd86, 0xfe4b, 0xff52, 0x02aa, 0xfda6, 0xff2c, 0xfe6b, 0xfacf, - 0x0203, 0x05df, 0x0025, 0x0486, 0xffea, 0x0060, 0xfd44, 0x00af, 0xfc84, 0xff65, 0xfc29, 0xfb5d, 0xf9e2, 0x0423, 0x0303, 0x0530, - 0xf903, 0xff7d, 0xf801, 0xf95e, 0x0275, 0xf739, 0xfde5, 0xfe65, 0x0a7c, 0x0930, 0xf70c, 0xfc8a, 0xf851, 0x0081, 0xfe2a, 0x05dd, - 0x05aa, 0xf807, 0xfe88, 0x0480, 0xffe4, 0xfc2c, 0x039f, 0x02da, 0xfbdd, 0xfd1e, 0xf94a, 0x0041, 0xff1b, 0xf86a, 0xfeb1, 0xffa3, - 0x0883, 0xf6e8, 0xf777, 0x0339, 0xf108, 0x035c, 0x00d1, 0xfff5, 0xffd7, 0xfba8, 0xf278, 0x0171, 0x0061, 0x002f, 0x0886, 0xf5c0, - 0x0461, 0xff03, 0xf869, 0x0a10, 0x00df, 0xff4d, 0xfca1, 0xf912, 0x0178, 0xffcf, 0xfe51, 0x0747, 0xedbd, 0x034e, 0x007e, 0xfe7a, - 0x083b, 0xf80f, 0xfc16, 0x0016, 0xf578, 0x043a, 0xfbbe, 0xff33, 0xfa30, 0xfe48, 0xfdca, 0xfdc2, 0xfec7, 0xffbe, 0xf8d9, 0xff0e, - 0xfdf3, 0x01f4, 0xff4e, 0x00af, 0x014d, 0x027d, 0xfc5c, 0xff55, 0x0422, 0xfd05, 0x01c4, 0x0554, 0x01f2, 0xfe13, 0x0602, 0x0251, - 0x0176, 0x06e3, 0xf8cc, 0x0798, 0xf9d2, 0xf5e7, 0xfabd, 0xfb65, 0x0505, 0xff98, 0xfb84, 0xff97, 0x0597, 0xfce7, 0x03d9, 0x05be, - 0xfe71, 0xf5f7, 0x0afe, 0xfe08, 0x0c4d, 0x0974, 0xff58, 0x0698, 0x0430, 0xf909, 0x05e8, 0xfa71, 0xff64, 0xf6c2, 0xfb19, 0xf6c6, - 0x02cd, 0xf403, 0xfce3, 0x0218, 0x0590, 0x07b5, 0x0242, 0x0f57, 0x089d, 0x013b, 0xfb3c, 0x056f, 0x0944, 0xffb0, 0xfe1c, 0xf61b, - 0xf47d, 0x0986, 0x0016, 0x0242, 0xf354, 0x0663, 0x0047, 0xfc01, 0xf410, 0xfbfa, 0xfedb, 0xfc3f, 0xfa32, 0xfffb, 0xff9a, 0x09e1, - 0x0656, 0x0176, 0x03c6, 0xfbda, 0x03df, 0x03fe, 0xfe45, 0x011a, 0xfa98, 0x0417, 0x015c, 0xf767, 0xff4b, 0x01ac, 0xfea9, 0xffdc, - 0x03dc, 0xff87, 0x0080, 0x067f, 0x0300, 0xf6ec, 0x0ae4, 0xf985, 0x01b0, 0x0486, 0xff84, 0x0094, 0x0142, 0x05f9, 0x06b8, 0xfe6a, - 0x0873, 0xf31a, 0xff2c, 0xfceb, 0xfbfe, 0xf5e1, 0x0820, 0xf9ad, 0x0605, 0x0d4a, 0xffbc, 0x03c6, 0x012c, 0xfe7d, 0xf9db, 0xfa3b, - 0xf3bf, 0xfd53, 0xf6e0, 0xfd0b, 0x0816, 0xf554, 0xfd84, 0x0332, 0x0521, 0xfd75, 0x009e, 0x0c1a, 0x0034, 0xfc55, 0x0979, 0x0087, - 0x0465, 0x001c, 0x02d0, 0xffdb, 0x02b1, 0xf9fd, 0xfedc, 0x07c7, 0xff39, 0x018b, 0xf5f5, 0x03b2, 0xfef5, 0xf8c4, 0x0218, 0xff63, - 0x085e, 0xf88a, 0x086e, 0xf920, 0xf0b1, 0xfc33, 0xfbe7, 0x018b, 0xffc5, 0x0282, 0xf832, 0x0377, 0xf93b, 0xfe78, 0x0b42, 0x06ce, - 0x07bf, 0x05f1, 0xff87, 0x0447, 0x0271, 0xfe69, 0x0710, 0x0696, 0xf9a4, 0x062e, 0xfea8, 0xff1e, 0xfa24, 0x01fe, 0x03e8, 0xfb36, - 0x0459, 0xfec3, 0xfc8f, 0xfa28, 0xfe14, 0x049b, 0x00a6, 0xf6f1, 0x0174, 0xfd6d, 0x0108, 0x0209, 0xf8be, 0xfd8b, 0x014f, 0x0960, - 0xf440, 0x02ae, 0x070e, 0x01f4, 0xf7f4, 0x1063, 0x0118, 0xf9c7, 0x00fe, 0xf10b, 0xff36, 0x06a7, 0x0058, 0xf886, 0xf8b3, 0x0597, - 0x0447, 0x0115, 0xfee8, 0xfce4, 0x0346, 0x0161, 0x0bc1, 0xfdb5, 0x0445, 0x0021, 0x0a05, 0x04e1, 0x024d, 0x020b, 0xfe0d, 0x022d, - 0xfbeb, 0xf8f4, 0xf7cb, 0xfeae, 0xfc0f, 0x0378, 0xf8ac, 0x09c2, 0x03e8, 0xf9da, 0x00b6, 0x04c2, 0x04f1, 0xfa2f, 0x0513, 0x06c1, - 0x05ec, 0x077f, 0xfbce, 0xfa11, 0xf83b, 0xfd47, 0xfd1c, 0xff81, 0x002e, 0x0bf2, 0x0590, 0x00c8, 0x0eab, 0xfd4a, 0xfbb8, 0x0da7, - 0x001e, 0x034b, 0x0096, 0xfad9, 0x00d4, 0xfed8, 0xfd6a, 0x0156, 0x012a, 0xfc26, 0xff6d, 0xfcbf, 0xff76, 0x002c, 0xfc6f, 0x0381, - 0x0179, 0x0513, 0xfa70, 0xfb3c, 0xfc52, 0xffae, 0xf9f1, 0xfaf8, 0xfef9, 0xffec, 0xfaca, 0xfe79, 0x038b, 0xfc0d, 0x04b7, 0xfdf1, - 0xf967, 0x0243, 0xfdc7, 0xfc4e, 0xfc28, 0xfc86, 0xfafd, 0xf553, 0x037c, 0x0415, 0xffcd, 0x011b, 0x09e3, 0x06cb, 0x047a, 0x051f, - 0xf7ae, 0x0596, 0xffd6, 0xfdd7, 0xf8e2, 0x02ad, 0xf8b3, 0xfc24, 0x0324, 0x023b, 0x0185, 0x0209, 0x0208, 0xfe18, 0x0494, 0xfbce, - 0xffa5, 0xfc39, 0x0a10, 0xfd5f, 0x028f, 0x056e, 0x0955, 0x05e9, 0xfec3, 0xf889, 0xffec, 0x03ce, 0x0168, 0xfbcc, 0xfd8b, 0xffb9, - 0xf68e, 0xfa01, 0x02e7, 0x14cd, 0xffb0, 0x04c5, 0xfef1, 0xf7ac, 0x05ca, 0xfa49, 0x0216, 0xfcc1, 0x0161, 0x018d, 0x04df, 0x002d, - 0xff28, 0xeed2, 0x02be, 0x0218, 0xfd10, 0x082f, 0x0550, 0x057d, 0x01d5, 0xfc05, 0x0886, 0x0826, 0xfd4c, 0x0680, 0x04c5, 0x0462, - 0x00a0, 0xfdec, 0x12a0, 0xf30e, 0x06fa, 0xfc61, 0xfce0, 0x07f2, 0xfabd, 0x0148, 0xf490, 0x0e92, 0x0101, 0xff76, 0x04fe, 0xf533, - 0xf586, 0x021c, 0xfad9, 0x0006, 0xff29, 0x01c2, 0x04bc, 0x0657, 0x020e, 0xfd5b, 0xfef7, 0xfc15, 0x0466, 0x0105, 0xffac, 0xfd63, - 0x0760, 0xf00a, 0x00c5, 0xf60b, 0xf2c9, 0x03d3, 0x0696, 0x02ae, 0xfc49, 0xfda3, 0x009d, 0xef95, 0xfdf9, 0xfbe2, 0xff43, 0x01c1, - 0xfa02, 0x087c, 0x0687, 0x005c, 0x01b0, 0xf694, 0xf58b, 0x030e, 0xf9ef, 0x0824, 0x0498, 0xf76f, 0xff4d, 0x046c, 0xfc9a, 0x07d6, - 0xf7f8, 0xffab, 0xfd82, 0x0055, 0xfbb2, 0x05fb, 0xfe32, 0xf367, 0xfe44, 0xffa3, 0x0bce, 0xf954, 0xf8b5, 0x041f, 0xfb7e, 0xff6c, - 0xfda2, 0x00da, 0x03ea, 0x041b, 0x02d3, 0xfb22, 0x0652, 0xf5ed, 0x0014, 0xfedc, 0x0599, 0x043d, 0x02ae, 0x00dd, 0x0941, 0x007f, - 0x05b4, 0x00b5, 0xfff1, 0x03de, 0x04b5, 0xfe52, 0x0337, 0x008a, 0x0081, 0xffa3, 0xfd5e, 0x0207, 0xfb81, 0x008d, 0x01c5, 0xfc1f, - 0xfc33, 0x036e, 0xfd3e, 0xfe1a, 0x0054, 0xfd35, 0xffe1, 0xfe46, 0x0392, 0xfc53, 0xf7ab, 0xff93, 0xfcec, 0xfffa, 0x06cf, 0x0399, - 0xff9e, 0xff1c, 0xfc27, 0x0270, 0x02c3, 0xfddd, 0xfc71, 0x00a4, 0xf877, 0xffcc, 0x0259, 0x01ab, 0xfdcd, 0xfdcc, 0x04c7, 0xff1b, - 0xfbda, 0x000c, 0x0043, 0x0172, 0xfd8b, 0x029e, 0xfc94, 0x005a, 0xffdc, 0x03d8, 0x03a9, 0x02b6, 0x0154, 0xfd43, 0x0297, 0xf9c3, - 0xff64, 0xfc33, 0x04d0, 0xfd19, 0xfe11, 0x0671, 0x0188, 0xfaa9, 0x0220, 0xfcb8, 0xfa25, 0xfbc7, 0x03d6, 0x03ab, 0xfba2, 0xf837, - 0x025c, 0xfe44, 0xffb7, 0xfb9b, 0xfba9, 0xf9b4, 0x0049, 0x04eb, 0xff6a, 0x0506, 0x0081, 0xfcc8, 0x01f9, 0xfecf, 0xffd1, 0xfbc6, - 0x0064, 0x06f8, 0xf924, 0x0336, 0xfed5, 0xffb1, 0xfaf0, 0xfda1, 0xff76, 0x0505, 0x005b, 0x062f, 0x00fe, 0xfc45, 0xfef7, 0x0015, - 0xfa73, 0xfb34, 0xf9be, 0xff72, 0x00c1, 0xfac2, 0x037a, 0xfdab, 0x0541, 0x0156, 0x04b0, 0x0016, 0x0346, 0xfac9, 0xfe80, 0xff46, - 0xff14, 0xfb76, 0xfc45, 0x0134, 0xfbd2, 0xfc7f, 0x0789, 0xfd1f, 0xf973, 0x055e, 0xfb4a, 0xf9ea, 0x0111, 0x0322, 0xff1d, 0x05b6, - 0x004a, 0xfe80, 0x0511, 0xf86c, 0xfff9, 0xfbac, 0xfdda, 0x00b1, 0xffee, 0xfd05, 0xfbe2, 0xfca8, 0xfaaf, 0xfb28, 0xfd1f, 0x0362, - 0x05c3, 0xfe34, 0xfdcb, 0x03f6, 0xfed7, 0xfb2a, 0x0663, 0x0324, 0xffbf, 0xfb7b, 0xfd8d, 0xfd80, 0xfc72, 0xffe2, 0xf8df, 0xfe08, - 0x03de, 0xfef6, 0xfde7, 0xfcfb, 0x0248, 0x010c, 0x013b, 0x02ee, 0xffd7, 0xff49, 0x0195, 0x01a0, 0xfe70, 0xfd94, 0xffaa, 0x0038, -}; - -uint16_t q15_conv_result_5[16*26*26] = { - 0xfd56, 0xf6c2, 0xfc98, 0x0978, 0xfaa8, 0x0ac2, 0xfa5f, 0xee58, 0xf7e4, 0x0e16, 0xf2f6, 0xffc9, 0x01b2, 0xf89a, 0x0127, 0x076d, - 0xf559, 0x0126, 0x011b, 0xf9aa, 0xfb5b, 0x0411, 0xf597, 0x06f9, 0xf723, 0x0123, 0x108c, 0xf8b1, 0x08f6, 0xfea9, 0xf9d0, 0x0363, - 0x012c, 0x0d14, 0x0dc1, 0x0913, 0xf8bd, 0xfae0, 0x095b, 0xfe49, 0x085c, 0x120d, 0xfd97, 0xfa45, 0x017a, 0xf412, 0x0283, 0x040e, - 0xebc4, 0xfa2a, 0x068b, 0xf4e8, 0xf605, 0x01b7, 0xff86, 0x030f, 0x03f5, 0x0039, 0x0471, 0xfc72, 0xfe0b, 0x02d8, 0xfe4d, 0x070e, - 0x007e, 0xfd7f, 0xf6e1, 0x0004, 0x015d, 0x02a5, 0x08f4, 0x0011, 0x0d9a, 0xf999, 0xfed9, 0xfd69, 0xfbaa, 0xff92, 0xf9f4, 0xfa8b, - 0xfafe, 0xfd7c, 0x05bd, 0x0212, 0x012c, 0x056b, 0xfd13, 0x04a5, 0xf99c, 0xf843, 0x0844, 0xf9cc, 0x06eb, 0xf234, 0x04df, 0x08e9, - 0xfc24, 0xfd24, 0xfd53, 0xf437, 0xf652, 0xf86a, 0x1583, 0xfe12, 0x0026, 0xf69c, 0x0d48, 0xfdd0, 0x1143, 0x0033, 0xf60f, 0x00e6, - 0x072c, 0xfbeb, 0x0399, 0x00a6, 0x0171, 0xfcae, 0xec6c, 0x01c2, 0xfc24, 0xfc3f, 0xfae4, 0x04d9, 0x06bd, 0xf6c2, 0x0753, 0x07d0, - 0x07e6, 0x11a6, 0xf488, 0xf885, 0xf188, 0xffe9, 0x040a, 0xfa09, 0xf794, 0x062f, 0x029b, 0xf439, 0xf4ab, 0x0414, 0xf7f6, 0xfb7e, - 0x0774, 0x0835, 0x0f26, 0x0718, 0xff3f, 0xf1a9, 0x02f8, 0xf0db, 0x054e, 0x14f3, 0x038b, 0x18f5, 0xf50a, 0xfa72, 0xf4c5, 0xfafa, - 0x0186, 0x01a8, 0xfb57, 0xf008, 0xfe96, 0xfb6f, 0x03be, 0x1209, 0xf8f2, 0x0426, 0xeebd, 0x04ed, 0x008f, 0xfdb8, 0xfc5c, 0x01c7, - 0x0584, 0x0562, 0x0d23, 0xff51, 0x0084, 0xf223, 0xff84, 0xfccd, 0xfc94, 0x08a3, 0xfa1f, 0xfd06, 0x0c57, 0x0e16, 0xf69b, 0xfd2e, - 0x037a, 0xfaf2, 0xfe28, 0xf61c, 0x07b3, 0x0707, 0x0d92, 0x0061, 0xf15b, 0x064f, 0x0c35, 0xf6b9, 0x047c, 0x0a79, 0xf3f5, 0x09e8, - 0xfd81, 0x01d7, 0x0791, 0xfb24, 0x0044, 0x0652, 0x0319, 0x02f1, 0x0225, 0xecd9, 0x03c2, 0xfeea, 0xf2a2, 0x055c, 0x0b11, 0xf920, - 0x09aa, 0xfd8a, 0x046b, 0xfcc5, 0xfd9a, 0x06f9, 0xffec, 0x0369, 0x0416, 0x06cb, 0x00a8, 0xf9b1, 0x0226, 0xffd4, 0xf5c6, 0xfbaa, - 0x0559, 0xf044, 0xfd78, 0x06f8, 0xf9d3, 0x0e9b, 0xfb4e, 0xf95b, 0x0263, 0xfec4, 0x02a8, 0xfb8f, 0xf069, 0x09fd, 0x0362, 0xff36, - 0x01e5, 0x0bbe, 0xfe11, 0x03f3, 0x016c, 0xfa40, 0xef5a, 0xffa8, 0x018d, 0xf8aa, 0xf5a6, 0x01c9, 0x0eb5, 0x0884, 0x079e, 0x0dd2, - 0x06d1, 0x06d2, 0x00b9, 0xf6ef, 0xfa4f, 0xf2fd, 0xf6f3, 0x00df, 0xfbff, 0xf428, 0x00d1, 0x02a8, 0xf7de, 0xefce, 0x0601, 0x062a, - 0xf407, 0x0243, 0x1264, 0xffc6, 0xf61e, 0x0082, 0xfcfd, 0x10aa, 0xfabd, 0xfbfa, 0xf8af, 0x0bec, 0x0ca5, 0x0eaa, 0xfbae, 0xfa64, - 0x0531, 0xfc0c, 0x0788, 0x01bd, 0x0521, 0x0b29, 0xf4f6, 0xea7d, 0xf095, 0x0d34, 0x0d25, 0xfa89, 0xf161, 0x02cc, 0x0473, 0x040b, - 0x0026, 0x0554, 0xf6b6, 0x0076, 0x01f8, 0x16ab, 0x0a06, 0x05a5, 0xf4e7, 0xef1a, 0xfc0e, 0xfd51, 0xfb5b, 0xfa04, 0x096a, 0xf8c1, - 0xfdf4, 0x0488, 0xfa31, 0x115e, 0x0c63, 0x0492, 0x0018, 0xfa7f, 0xee9c, 0xe9a8, 0xf695, 0xf218, 0x0780, 0x0b17, 0x044b, 0x01cb, - 0xf10d, 0x07cb, 0x00bf, 0x0178, 0xff4c, 0x07c7, 0x10ce, 0x01d7, 0xf80d, 0x05fa, 0x0cf1, 0xfbd8, 0x0be2, 0x0e5f, 0xfe2e, 0xffda, - 0x0141, 0xf514, 0x0654, 0x06d6, 0x0289, 0xf5b6, 0xfb8d, 0xfcb2, 0x0574, 0xfebf, 0xf802, 0xf60d, 0x0e33, 0x0dad, 0xf8e2, 0xfac7, - 0x0235, 0xf5d0, 0xed27, 0xf53e, 0xfc7d, 0xfa8e, 0xfec4, 0xffb4, 0xfa16, 0xfc52, 0x0090, 0x0546, 0xfcc5, 0xfd1d, 0xfaf7, 0xf980, - 0x0a6b, 0x0197, 0x0e9c, 0x0ae3, 0x05f6, 0x0406, 0x10a4, 0xf6b1, 0xf224, 0xfb8d, 0xf92b, 0x00f3, 0xf39f, 0xfaf0, 0xfd0e, 0xee56, - 0x0812, 0xfa97, 0x053a, 0x0213, 0x0688, 0x00ef, 0xf8fb, 0x0218, 0x0a28, 0x026b, 0x0578, 0xfb4f, 0x0a19, 0x0a16, 0x0717, 0x071a, - 0x01e6, 0x02db, 0xfb39, 0x0465, 0x0741, 0xf329, 0x02fc, 0x0879, 0x04e9, 0xf592, 0x0729, 0x04d3, 0x0e94, 0xecfd, 0x0375, 0x0c47, - 0x020c, 0xf8a8, 0x045f, 0xfd58, 0x008c, 0xf0e7, 0xf688, 0xf749, 0x02e1, 0xfc45, 0xfef1, 0x1052, 0xfc85, 0xf321, 0xfbc0, 0x0c16, - 0xfa00, 0xffcb, 0x072d, 0x0313, 0x0e9a, 0x0184, 0x0610, 0xffcf, 0x0bfe, 0xfb4d, 0xf807, 0xf755, 0xf4b5, 0x0028, 0x051a, 0xfe6c, - 0x053f, 0x03eb, 0x0326, 0xfcff, 0x078f, 0x0b6b, 0xfde3, 0xfcc9, 0x0226, 0x1c16, 0xfbf0, 0xfeaa, 0x093d, 0xfc79, 0xfc46, 0xf3b7, - 0x02fa, 0xf6b0, 0xed4d, 0x0a3c, 0xf7e2, 0x058f, 0xf6a8, 0xf706, 0x04d1, 0x0c26, 0xfd63, 0x0953, 0x0937, 0xf4ef, 0x03f0, 0x105f, - 0xfd81, 0xf8c4, 0x00ea, 0x0131, 0x03f7, 0xf1b9, 0x05ab, 0xf7dd, 0x0871, 0xf6a9, 0x082b, 0xf117, 0x09f9, 0xf023, 0xfe4e, 0x093c, - 0x0879, 0x07e3, 0x05e9, 0x0ce5, 0x029b, 0xf8f2, 0x0155, 0x0628, 0x07c0, 0xf188, 0xfd8c, 0xfbc8, 0x14ab, 0xfbb4, 0xfe0a, 0xfea8, - 0x0868, 0x04fb, 0x064a, 0x018f, 0xf8c6, 0xf967, 0x0048, 0x04c1, 0xf5ee, 0xf886, 0xf6e1, 0xf96f, 0xefb5, 0xfbf0, 0x0b8a, 0x0275, - 0xf11d, 0x0274, 0xfe21, 0x0439, 0xfdce, 0xfcf3, 0xf839, 0xfa02, 0xfde0, 0x0d84, 0xf5bb, 0xf9a8, 0x0e95, 0xfab1, 0xfcf5, 0xfd86, - 0xfa97, 0x0058, 0xfce1, 0xf6e2, 0xfc43, 0x029a, 0xffc4, 0x0116, 0x08c0, 0xfde8, 0x1628, 0xfba9, 0x0255, 0xf84e, 0x0159, 0xf950, - 0xfb88, 0xf998, 0x0c38, 0x02b8, 0xffbd, 0x0679, 0xf7a4, 0x0560, 0x0c17, 0xfde3, 0x12a1, 0xff5e, 0xf623, 0xfa3e, 0xf11b, 0xfa7d, - 0x0c64, 0xfbb7, 0xf032, 0x0e78, 0x0109, 0x00ab, 0x027d, 0xf7bc, 0x0ae9, 0xf900, 0xee9a, 0xeac3, 0xfecd, 0xfe3b, 0x0857, 0x052e, - 0x0279, 0xfad4, 0x042c, 0x0b9c, 0xf3d1, 0xfc9a, 0x0c1e, 0x0001, 0xfc0d, 0xfebf, 0x05b6, 0xf03f, 0xfd7f, 0x07b0, 0x0c74, 0x0c4f, - 0xfdc3, 0xfe24, 0xfe28, 0x060a, 0x05aa, 0x0e52, 0x0b1d, 0x0e40, 0x0f20, 0x01b1, 0x032c, 0x014e, 0xeb29, 0x0e89, 0xfc50, 0x0371, - 0x0695, 0xf777, 0x0c05, 0xf9d8, 0xfcbf, 0xfe8c, 0xfcca, 0xf5a1, 0x10c4, 0x020f, 0x03cd, 0x1719, 0xfdec, 0xf685, 0xf33c, 0xfeea, - 0xff77, 0xf3ea, 0xf9a5, 0xfa5f, 0x083b, 0xfa01, 0xfcc3, 0xf3d7, 0x06f0, 0x076d, 0x06e0, 0xf6f5, 0xf99b, 0xf5ff, 0x0018, 0x0285, - 0xf841, 0x08ce, 0xf50b, 0xf51f, 0xfe26, 0xfb75, 0x0878, 0x03eb, 0x0855, 0x0d61, 0xf39e, 0xf961, 0xfe9b, 0xef56, 0xf5ae, 0x140e, - 0xf45b, 0xf8c7, 0xfb4e, 0xf9d3, 0xf374, 0xfe76, 0xf814, 0xee46, 0x0179, 0xe2e1, 0x05f7, 0xf669, 0x0521, 0x009b, 0xfff5, 0x0a42, - 0xffe0, 0xec32, 0xf961, 0x100a, 0xeb51, 0xffa8, 0x029d, 0xf478, 0x027c, 0xfbdb, 0x092e, 0x0506, 0xef51, 0xf49e, 0xfb47, 0x0f21, - 0xf189, 0x13f4, 0xf69d, 0x0123, 0xfe4e, 0x0b15, 0x00ac, 0xfea8, 0x05a3, 0x0388, 0xfc55, 0x04c0, 0xf8d5, 0xf111, 0x0cd3, 0x09b4, - 0xfd28, 0x0cc8, 0xf525, 0x073e, 0x06a7, 0xfdad, 0xfe4a, 0x15d5, 0x0043, 0x0772, 0x0441, 0xe704, 0xfc46, 0x03bf, 0xf123, 0xf75a, - 0xf979, 0x0998, 0xedae, 0xe871, 0xff05, 0xfa15, 0x0063, 0xfc02, 0x0261, 0xfc21, 0x0472, 0x019a, 0xf5ab, 0xfe12, 0xfafd, 0xf689, - 0x073e, 0x0482, 0xff52, 0x03fe, 0xe7be, 0xf55f, 0x05a2, 0x07f2, 0xfc45, 0x0aa8, 0x0743, 0xeed1, 0x0cba, 0x0076, 0x0144, 0x0adb, - 0x00d7, 0xffb4, 0xfd32, 0x0127, 0x0022, 0x0055, 0x0df5, 0x02a0, 0xfc32, 0xf247, 0xf9b7, 0xefe0, 0x00ea, 0x0014, 0xffc3, 0xfb7a, - 0x0174, 0xfe7b, 0xff12, 0x0718, 0xf4a4, 0xfc13, 0x0346, 0xfeb3, 0x0022, 0xf303, 0x000e, 0xffeb, 0xf438, 0xff70, 0x02c2, 0x0002, - 0xf4a5, 0xfeaa, 0xff89, 0x026c, 0xfd3f, 0xfc6d, 0xf548, 0xf443, 0x0feb, 0xf83b, 0xfeaa, 0xfa15, 0x0661, 0xf2b2, 0xfa3d, 0x070d, - 0x1013, 0xfa60, 0xf0c7, 0xf22a, 0x0ac7, 0x0814, 0x02c9, 0x02d7, 0xee35, 0x065c, 0x0b8a, 0xfbc3, 0xf56a, 0x064b, 0x0476, 0xed82, - 0xfc08, 0xfa70, 0x062d, 0x0249, 0x01d6, 0x0772, 0x03df, 0xfdd1, 0xf694, 0x011a, 0x010c, 0x0064, 0xf406, 0xf5af, 0xfaee, 0x0ab0, - 0xfb19, 0xee0f, 0xfaf9, 0x06b8, 0x04da, 0x095a, 0xfffe, 0xfaf6, 0x0976, 0xf4ce, 0xf7a5, 0x0d43, 0xef55, 0x01bf, 0xfc23, 0xf9fb, - 0xf58f, 0x0d3b, 0x017d, 0xfc59, 0xf889, 0xfe1d, 0x075b, 0x0796, 0xf94a, 0x02e8, 0x0cee, 0x189a, 0xeee4, 0xfc5a, 0x01ec, 0xfc4b, - 0x0b4c, 0x0527, 0x0803, 0x0c02, 0x0bd6, 0xfa8f, 0x000e, 0x0254, 0xf612, 0xfc57, 0xf88a, 0xfed6, 0xfd16, 0xf2c1, 0x0003, 0xfab3, - 0x06aa, 0x0356, 0xfcd4, 0x028a, 0x0334, 0xf8f2, 0x08a7, 0x0b40, 0xfa22, 0xf856, 0xfd1b, 0xfed8, 0x06d0, 0xf3ed, 0xf475, 0xfa55, - 0xfa00, 0x0e53, 0x0336, 0xfeba, 0x02e0, 0x0435, 0x0570, 0xfc46, 0x04c9, 0x05c6, 0x067b, 0x055b, 0x0225, 0xfbde, 0xfa60, 0x0c48, - 0xf42c, 0xfd91, 0xf5a9, 0x079b, 0xfca0, 0x0166, 0xef49, 0xfada, 0x01df, 0x01a2, 0x0348, 0xf628, 0xfb5a, 0xefad, 0xf492, 0x05e5, - 0xf486, 0x1352, 0xf971, 0xf7f7, 0x0245, 0xe9da, 0xf6dd, 0x0e66, 0x0728, 0x02a7, 0xf4a8, 0x0125, 0xf1f6, 0xfec9, 0x0a1a, 0x05b8, - 0x0abe, 0xf8c1, 0xfaae, 0x0224, 0xfc37, 0xfa4a, 0xf80b, 0xf7a6, 0xf7a6, 0x013c, 0x0b5a, 0xfb02, 0xf84e, 0x0829, 0xff56, 0xfb24, - 0xeec6, 0x009b, 0x01e5, 0xf735, 0xf988, 0x090b, 0xf185, 0xf1e5, 0xf429, 0xf91f, 0xf7fd, 0x0baa, 0x002f, 0xfc83, 0xfe9f, 0xefc9, - 0xffd9, 0x0879, 0x000b, 0xf71f, 0x0792, 0x0c3f, 0x07e7, 0xf5da, 0xe6ad, 0xf48e, 0xfc24, 0x0210, 0x01f2, 0x0b19, 0x0569, 0xffee, - 0x02e5, 0xecf0, 0x022e, 0x0c3c, 0xed4a, 0x0088, 0x0e0d, 0x02c6, 0x168a, 0xfac0, 0xf4d4, 0xfd51, 0xfc5a, 0x0315, 0x0719, 0xf839, - 0xf6e6, 0xfaea, 0xf83f, 0x0aeb, 0xffab, 0x068e, 0x131e, 0x02f8, 0xf4e0, 0x0409, 0x0002, 0xf957, 0x0bb0, 0x0361, 0xf78c, 0x0f32, - 0x071e, 0xfbea, 0x01e8, 0x0157, 0xf966, 0xfe4d, 0x0f16, 0xf6af, 0x06b4, 0xfff8, 0x0a33, 0x0045, 0xfa7b, 0xfc58, 0xed7d, 0xfc79, - 0x035f, 0xec75, 0x05b7, 0x0ad6, 0x03e9, 0x09f5, 0xf6a0, 0x0339, 0x02ed, 0xf7e9, 0xfde9, 0x053e, 0x051a, 0x0b65, 0x00b7, 0x0652, - 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0xf32c, 0xf49f, 0xfc5b, 0x0064, 0x16fd, 0x0045, 0x0507, 0xf2d3, 0x06e8, 0xff06, 0x03f6, 0x0df6, 0xf947, 0xfc58, 0xefb2, 0xf30f, - 0xfed1, 0xeccd, 0x01f8, 0x0208, 0xfc67, 0xfc65, 0xf1d3, 0xfc15, 0xf8e0, 0xfb52, 0x0583, 0xf9d5, 0x0748, 0xfa12, 0x03ea, 0xfd52, - 0x0882, 0xfd64, 0x144a, 0xfd32, 0xffc7, 0x0aef, 0x0065, 0x0ecb, 0x01fc, 0xfb5b, 0xfa8f, 0x001d, 0x0a42, 0xf2ff, 0xfc06, 0x065d, - 0x01c0, 0x056a, 0xf125, 0xfb3a, 0xfde6, 0xf0eb, 0x017d, 0xf6a8, 0x06fa, 0xffe3, 0x0444, 0x01de, 0xf538, 0xf3f6, 0x112c, 0xf24a, - 0xfb3b, 0xfdef, 0xfa4a, 0xf02c, 0xf33e, 0x0914, 0xff40, 0x0117, 0x0b06, 0xfc78, 0xfa42, 0x0808, 0xfd78, 0x09fb, 0x0cab, 0xfebb, - 0x0f7d, 0x0fa3, 0xfedb, 0xf3db, 0xf0e9, 0x0d91, 0x045c, 0xfe2a, 0x1217, 0x0827, 0xf246, 0xf422, 0x077a, 0x03ee, 0x0aee, 0xfedd, - 0xf72e, 0xf95e, 0x0746, 0xf5ae, 0x0804, 0x064c, 0x06bb, 0x151c, 0xffa5, 0xfc6f, 0xf945, 0x0211, 0xff22, 0xfdbd, 0xf2ff, 0xf4ba, - 0x00cc, 0xfdbb, 0x00e9, 0x105b, 0x121d, 0x0831, 0xfabd, 0x060b, 0x0e7f, 0xf7a1, 0xef12, 0x0039, 0xf1af, 0xef17, 0xfd88, 0xf6a6, - 0x0329, 0x119e, 0x03d2, 0x0019, 0xf945, 0xf939, 0xf434, 0xffe2, 0x09a2, 0xfb44, 0xf6c1, 0xfaab, 0xfce2, 0x0835, 0xfd00, 0x08e6, - 0x0d19, 0xf415, 0x0181, 0x013f, 0x01cd, 0xfb0d, 0x01c1, 0x16d3, 0xf582, 0x03f3, 0xfe69, 0xedb2, 0x0713, 0xf9e6, 0xf502, 0xfcc7, - 0x0e1d, 0xfbdc, 0x064e, 0x0356, 0x021f, 0x0030, 0xf8ff, 0xf148, 0xfc45, 0x0321, 0xf358, 0xf02e, 0x053b, 0x09ba, 0xff7a, 0x05b6, - 0x01ce, 0xf5ce, 0x1cd3, 0x0e8d, 0x03af, 0xf353, 0x0514, 0xf54b, 0xfe01, 0x062f, 0xf576, 0xf315, 0xfa99, 0x049a, 0x08c1, 0x0c5d, - 0xf09d, 0xf798, 0xfe8b, 0x0b17, 0xf1bd, 0x062e, 0xf665, 0x01b8, 0xf8a1, 0xf77b, 0xf40f, 0xfafb, 0x02c7, 0xf528, 0xf9fc, 0x0573, - 0x00d4, 0x0134, 0x0485, 0xff33, 0xfa69, 0x00ea, 0x05f8, 0x0186, 0x09f5, 0x0167, 0x069f, 0xf9bb, 0xf57c, 0xffe4, 0xfadf, 0xf5fb, - 0xf1ee, 0xf56d, 0xfdab, 0x0817, 0xf7aa, 0x0b3a, 0x0ac2, 0x0324, 0x03c9, 0x00ac, 0x01c9, 0x07a9, 0xf6a8, 0x1829, 0xf08f, 0x0b2a, - 0x0bfd, 0xf8cc, 0xf5b3, 0x069f, 0x01ac, 0xfd5e, 0xfd84, 0xfbf6, 0x023f, 0x0547, 0xeb70, 0xfbab, 0x1160, 0xf6c2, 0x0bd7, 0x0fab, - 0x03a4, 0x1481, 0x0655, 0x0758, 0xfba5, 0xf666, 0xff2a, 0x01ae, 0xeea4, 0xffaf, 0xefe8, 0x0b17, 0xfcb2, 0xfc04, 0x0976, 0xfdbf, - 0xf588, 0x0d58, 0xf614, 0x0a7d, 0x0a06, 0x0bc5, 0xfc8e, 0xf732, 0xf221, 0xffcc, 0x0746, 0x0344, 0xf643, 0x059d, 0x12d1, 0xdf79, - 0xffda, 0x0500, 0xf739, 0x0173, 0x0d53, 0xfe99, 0xfe09, 0xfb33, 0x017e, 0xf641, 0xf6b0, 0xf407, 0xfaae, 0x025b, 0x062e, 0xf640, - 0x073c, 0xeada, 0x04a3, 0xeb9d, 0x01d2, 0x00e1, 0x044d, 0x0faa, 0xfb7b, 0xfe05, 0xf566, 0x03f7, 0x152c, 0xf295, 0xf75c, 0xfda3, - 0xff77, 0xf919, 0xf51c, 0x02a4, 0x00ae, 0xfb96, 0x001d, 0xfe99, 0x04c5, 0xfe62, 0xf6b2, 0x0613, 0x139a, 0xf8b9, 0x041b, 0xfe5d, - 0xf5d1, 0xfdc4, 0x0020, 0x0977, 0x0435, 0x0097, 0xf910, 0xfec6, 0xfaef, 0xfe50, 0x0241, 0xf55a, 0xff92, 0x0067, 0xf9d0, 0xf47d, - 0x016c, 0x0588, 0x0499, 0xf9a6, 0xff83, 0xf570, 0x0565, 0x05aa, 0xfdbf, 0x0374, 0xffb7, 0xf790, 0x03e0, 0x0aa7, 0x0ac9, 0x0f2a, - 0xf9d1, 0x10f7, 0xfdc3, 0xf70d, 0x03f4, 0xf2c1, 0x01df, 0xfd3b, 0x0cd7, 0x1076, 0x1347, 0x0c48, 0xfe6b, 0xf44d, 0x014b, 0x0aab, - 0xfff3, 0x13d8, 0x0558, 0x0c63, 0x071f, 0xf889, 0x130d, 0xfd16, 0xf4b7, 0xfddc, 0xf7f8, 0x000e, 0x0a26, 0x0b23, 0x01c4, 0xf505, - 0x006e, 0xf837, 0x09de, 0x075b, 0x0399, 0x064f, 0xfc43, 0x04e0, 0xeacd, 0xee13, 0x09f0, 0xfbad, 0xf69c, 0xfecc, 0x0338, 0xfe02, - 0x0539, 0xfcae, 0x0b64, 0x03a7, 0x07e3, 0xf98e, 0xfe40, 0x13ca, 0x02f5, 0xfee4, 0x085a, 0x0b16, 0x1197, 0x0426, 0xfa12, 0x058d, - 0x0109, 0x0129, 0x0ddd, 0xfdf6, 0x0683, 0xf1a5, 0xff50, 0xfa13, 0xf8d1, 0xfc35, 0x0391, 0xfb25, 0x0173, 0x0150, 0xf880, 0xfc6e, - 0xf60a, 0x1213, 0xff75, 0xf4f4, 0xfd2f, 0xfc0c, 0xefd1, 0x0061, 0xeba6, 0xfd5c, 0x001a, 0x0fbc, 0xf836, 0x0b4d, 0xf29e, 0xf49b, - 0xf48e, 0x020d, 0x14f7, 0x0376, 0xf9f6, 0xf629, 0xe5f9, 0xfe07, 0xf81c, 0x0ba8, 0xf0e2, 0x065c, 0xfe44, 0xf642, 0x07c4, 0x00f5, - 0xf492, 0x07ea, 0x003d, 0xfbf1, 0x0392, 0x0095, 0x078d, 0x030e, 0x0b5d, 0x0837, 0xf9c2, 0x0128, 0xf266, 0xf7e4, 0xfec2, 0x170b, -}; - -uint16_t q15_conv_result_6[16*32*32] = { - 0xf64b, 0xf57f, 0xfb38, 0x0164, 0x03b9, 0xfd0c, 0x0845, 0x02af, 0x012a, 0xfc23, 0xfd25, 0x03de, 0xf71c, 0x02ed, 0xff57, 0xfa25, - 0x04bf, 0x05d4, 0x0012, 0x0510, 0xfcd4, 0x0d46, 0x0a05, 0x01ae, 0xf903, 0xfa99, 0x0313, 0xfed6, 0x027f, 0x0d43, 0xffb9, 0xfe65, - 0xf8b2, 0x02bd, 0xfdc3, 0x03f5, 0xfd1f, 0x06be, 0x08dd, 0x0044, 0xf985, 0xf401, 0xffbd, 0xf20b, 0xfe25, 0x030e, 0x0492, 0x0439, - 0xfd57, 0x02dd, 0xf140, 0xfcde, 0x0e86, 0x081b, 0x02b1, 0x011e, 0xfedb, 0x05d3, 0x01c7, 0x049e, 0x05a5, 0x0692, 0x099c, 0xfb8a, - 0xf743, 0x0bc3, 0xff76, 0x0715, 0xfc62, 0x001f, 0x0413, 0x04e5, 0x0289, 0x0bc1, 0x05e6, 0xfc19, 0x0082, 0xfe77, 0xffa1, 0xfdbd, - 0x0df9, 0xfa50, 0x06a0, 0x0c8b, 0x05ed, 0x0ac0, 0xfbdc, 0x005b, 0xed25, 0xfef1, 0xfa10, 0x07bf, 0x0245, 0x0171, 0xfc12, 0xfc9e, - 0xfd14, 0x0885, 0xfcd3, 0x067f, 0x07e3, 0xfcca, 0xf877, 0xfa4d, 0x0231, 0xf81a, 0x02a6, 0xf934, 0xfdb1, 0x0366, 0x00d0, 0x037e, - 0xfe32, 0xfec7, 0x087b, 0xfdb4, 0xf41e, 0x008f, 0x0bb9, 0xfab4, 0xfaf7, 0xff4b, 0x0d56, 0x07e8, 0xf0b6, 0xfa1d, 0xfedf, 0xf583, - 0xf9f6, 0x0a19, 0xf949, 0xfc70, 0x04b8, 0x0aa8, 0x0582, 0x0265, 0x008c, 0xfcd0, 0xfd99, 0x018e, 0xfde6, 0x08ec, 0x0b42, 0x10ea, - 0xfabf, 0x08f3, 0x0241, 0x0e8d, 0x02a5, 0x003c, 0xfabd, 0xfb17, 0xf682, 0x03ae, 0xf24f, 0x03f7, 0xfb57, 0x00d5, 0xffdb, 0xfd73, - 0x0f78, 0xfd6b, 0x0248, 0x03a0, 0xfbb8, 0xfea6, 0xff8a, 0x0903, 0xfd24, 0x02bb, 0xff66, 0x0080, 0xfee5, 0x0a2f, 0xfb69, 0xf5ca, - 0xf9e2, 0x0614, 0x0d5e, 0xfd2a, 0x02e7, 0xf925, 0x0323, 0x02fd, 0x0477, 0x0202, 0xfe90, 0xffc1, 0xfd81, 0xfddc, 0xf4d4, 0xf77c, - 0xfe17, 0xfc87, 0x01fa, 0x0669, 0x04b8, 0x044d, 0x0907, 0x008f, 0x07e3, 0x02aa, 0xfdff, 0x0535, 0xfbd4, 0xf75e, 0x0707, 0xfd83, - 0xfb85, 0x012b, 0xfbbd, 0x04dd, 0x00bc, 0x025b, 0xfe71, 0x0845, 0x09a7, 0xee8d, 0x0032, 0xf595, 0x0844, 0x0592, 0x03a8, 0x03a3, - 0xfe54, 0x045e, 0xf811, 0xf6dd, 0xfe3a, 0xfcff, 0xfe96, 0xfbf7, 0xfa10, 0x06a5, 0xff24, 0x02ae, 0xf5ed, 0xf7c9, 0xf628, 0x06f3, - 0xf584, 0xfe1a, 0x0758, 0xfca2, 0xff13, 0xf95c, 0xfd59, 0xf2eb, 0xfa87, 0xf78e, 0x0a79, 0x019b, 0x00d4, 0xf896, 0x15fd, 0xfd6f, - 0x0279, 0x0550, 0x0b2b, 0xf926, 0xf969, 0xf52a, 0x01cb, 0x08f1, 0xfc5b, 0x06f0, 0x0839, 0xfec0, 0xfe2e, 0x0242, 0xfd97, 0x052f, - 0xfe21, 0x0350, 0x0141, 0xfa0c, 0xf734, 0xffb0, 0xf84f, 0xf6f8, 0x09e5, 0x0d59, 0x05ed, 0x05dc, 0xfbba, 0xf955, 0x0736, 0x00be, - 0xfef9, 0x0f2d, 0x0561, 0x00cf, 0x00ce, 0x0351, 0xf983, 0xfdf7, 0x04ec, 0xfb12, 0xfa0f, 0x02f9, 0xfbe4, 0xfef6, 0x0358, 0x0045, - 0x0201, 0xf419, 0x0ad5, 0x0143, 0xfb47, 0xffce, 0x0399, 0xf5d5, 0x09ae, 0x026b, 0x0912, 0x0607, 0x0325, 0x04b7, 0x0380, 0xfa3d, - 0x0102, 0x0272, 0x005c, 0xfd1e, 0x0145, 0x01bf, 0xfe09, 0xfe81, 0xfa6a, 0x109b, 0x0543, 0x0431, 0x08cd, 0xffea, 0xf63b, 0xfee7, - 0x0c54, 0xfaa7, 0x03e2, 0x02e5, 0xfd8f, 0x00a1, 0xfb7f, 0xfa18, 0xfb5c, 0x117f, 0xfc99, 0x036f, 0xf867, 0x008d, 0x0cca, 0x04dc, - 0xfa28, 0x0033, 0xfd02, 0x025e, 0x019d, 0xfc06, 0x07ef, 0xfc73, 0xfe05, 0x02f5, 0x078f, 0xfc60, 0xfece, 0x0bef, 0x015b, 0x00ff, - 0x02ec, 0xfa19, 0xfdf8, 0xfd3b, 0x0103, 0x09d8, 0x0eea, 0x0431, 0xff00, 0xfee3, 0xfea1, 0xf91d, 0x0695, 0x0628, 0xfe18, 0xfe8b, - 0x0372, 0xf0ff, 0x0a37, 0xffd2, 0xfea2, 0xf606, 0xf6e7, 0x05b8, 0xf79e, 0x00cf, 0x0639, 0xfeec, 0x0133, 0x0301, 0x049d, 0x015a, - 0xf570, 0xff6d, 0xfe80, 0xfe62, 0x06b7, 0xf879, 0xfb9f, 0x0651, 0xf8ab, 0xfc68, 0x04dc, 0x0067, 0x054a, 0xfd8a, 0x0465, 0x0462, - 0x001e, 0x03e7, 0xf24a, 0xf9c5, 0xf3d1, 0x07e7, 0x0161, 0xfd15, 0x0335, 0xfda7, 0x07cd, 0xf8a7, 0x04cc, 0xfec1, 0x00e2, 0xf698, - 0x048a, 0x02d2, 0x00b4, 0xf8c3, 0xf4db, 0xfe89, 0xff87, 0x002f, 0xf87b, 0xfd41, 0xfbda, 0x054c, 0x03e8, 0x08ee, 0x04e9, 0xf4fe, - 0xff80, 0xfa99, 0xfe19, 0xf994, 0xf7e6, 0x09fd, 0x075b, 0xfffa, 0x03c3, 0xfc30, 0x0165, 0x0606, 0xfcc9, 0xfdb7, 0xf835, 0x0153, - 0xf90a, 0x00e9, 0xff7b, 0xffba, 0xfe77, 0x034b, 0x0156, 0x04aa, 0xfe27, 0xf4db, 0x0379, 0x04e1, 0xf556, 0x0372, 0x0685, 0xfae7, - 0xf836, 0x0545, 0xf474, 0xfb6d, 0xfbc2, 0xfca7, 0x0112, 0x0018, 0xfd02, 0xffc2, 0x06e0, 0x02bd, 0xfae6, 0x043a, 0xff36, 0x03f9, - 0xfd81, 0xfcaf, 0x01f6, 0xffec, 0xfcf2, 0x01b9, 0xfd32, 0x052b, 0xfee7, 0xfc49, 0x02a1, 0x09ea, 0xf317, 0xfcbc, 0x0646, 0x0358, - 0x0286, 0xff7a, 0x08ae, 0xfdcf, 0x09b5, 0xf563, 0xfc07, 0x00db, 0xff5b, 0x09cd, 0xff64, 0x0200, 0xf98a, 0xf666, 0xf58f, 0xfd3a, - 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0x05e9, 0xecce, 0x0064, 0xf830, 0xfdf2, 0xfc0f, 0x0bf4, 0xfd77, 0x05c3, 0xfc24, 0xfe8a, 0x0761, 0xf97e, 0xfae4, 0xfdfe, 0xfab4, - 0x0474, 0xf668, 0x0869, 0xfa19, 0x05b6, 0x04ba, 0xff4c, 0xf871, 0x105b, 0xff14, 0xf8cb, 0xfe7d, 0xffee, 0xfe19, 0xff4c, 0xfc7e, - 0x0bc9, 0x010b, 0xfb06, 0xff54, 0x0673, 0xf73d, 0x1393, 0x01f9, 0x082c, 0x0304, 0xfe86, 0xf4b0, 0x0048, 0x04ae, 0xf360, 0xfe4d, - 0xff6e, 0x0176, 0xffa8, 0xfaa2, 0xfe19, 0xf1f4, 0x007e, 0x063c, 0xf70f, 0xfb11, 0x034d, 0x0457, 0x06a0, 0xf826, 0x058f, 0x00bb, - 0x010e, 0x03da, 0x0247, 0x05d3, 0x06bb, 0xffe7, 0x00ab, 0xf843, 0xf938, 0x0120, 0xf3ac, 0xf7b1, 0x0867, 0xfe87, 0x0225, 0x07f2, - 0xf0a1, 0x08e4, 0x05d7, 0x0451, 0xff23, 0x0669, 0x02fb, 0x06f9, 0x01b6, 0x07ac, 0x0624, 0x002e, 0xfaaf, 0x099e, 0x053e, 0xfa5c, - 0xf438, 0xfcd9, 0xf552, 0x0984, 0xf8fe, 0xfb4b, 0xf9e0, 0xfc9c, 0x00d0, 0xfc69, 0xf9b2, 0xf6f0, 0x00e4, 0x0099, 0xfcbf, 0xfc40, - 0x0459, 0x02b9, 0x0104, 0x0493, 0xfd77, 0xfdea, 0x0870, 0xfe07, 0x02f1, 0xf8ae, 0xf69a, 0x03e4, 0x002d, 0x0522, 0xfcf4, 0x06ee, - 0xf58e, 0x11a1, 0xffca, 0xfc54, 0xf8dd, 0xf815, 0x0172, 0x014d, 0xf556, 0xfe85, 0x0933, 0xfd87, 0xfb35, 0x05af, 0x0055, 0x0eab, - 0x02b3, 0xf794, 0x0889, 0xfc7b, 0xfee6, 0xf62e, 0x006e, 0x0353, 0x0812, 0xfc68, 0x01a4, 0xfd7a, 0xf553, 0xff89, 0xfac6, 0x0241, - 0x007b, 0x08c9, 0x01c9, 0xf6f4, 0xf910, 0xfa92, 0xffa9, 0xfc50, 0xfa53, 0x0859, 0xfc8b, 0x01c1, 0xf47d, 0x065f, 0x0148, 0x01ff, - 0xfff6, 0x10f7, 0x0b51, 0x026e, 0xfe7f, 0xfc19, 0x054c, 0x034e, 0x0331, 0x0aa6, 0xfa17, 0x040b, 0xf511, 0xf7e1, 0xfb95, 0xf41c, - 0xfd8a, 0x019a, 0x07cf, 0x12ab, 0xfcb4, 0xf8d2, 0x0c6b, 0x0a23, 0x070e, 0x07db, 0xfc63, 0xfd6f, 0xfae4, 0xf9f0, 0xff62, 0xffb2, - 0xfec8, 0xf969, 0xff37, 0x012a, 0x0425, 0xffc2, 0x09cd, 0xfc9f, 0x005b, 0xf209, 0xf9c6, 0xfcd4, 0x00b9, 0xf16a, 0x026e, 0x0433, - 0xfabf, 0x042e, 0xfe0a, 0x060d, 0x069c, 0xfa60, 0x0243, 0xf922, 0x0619, 0xffff, 0xf84e, 0x0433, 0xfc9f, 0x025c, 0xfb13, 0xf9b6, -}; - -uint16_t q15_conv_result_7[16*10*10] = { - 0x0156, 0x0888, 0xf4dc, 0x0249, 0xfef7, 0x0974, 0x1346, 0xfca6, 0xffb1, 0xff09, 0xf5a5, 0x0728, 0x028f, 0x01eb, 0xf680, 0xfc9c, - 0xfbd5, 0x0a0d, 0xf2f4, 0xef94, 0x0c6d, 0x00ff, 0xfbee, 0x054d, 0x00c2, 0xee35, 0x0874, 0xfb47, 0xf710, 0xfece, 0xff1f, 0x04e7, - 0xfe9f, 0xf9aa, 0x04cc, 0x021f, 0xfbe7, 0x07f9, 0x07c4, 0xfe5d, 0xfca4, 0xf561, 0x0a24, 0x0081, 0x04c3, 0x03b3, 0xfab9, 0xf86d, - 0xf8cf, 0xf8b7, 0x07cd, 0xefb9, 0x00e9, 0x06fd, 0x04f5, 0x03cf, 0xfe8c, 0xfaae, 0xf52e, 0x0174, 0x0caf, 0x08ee, 0xffa7, 0x0a20, - 0x0446, 0xfc6e, 0x0466, 0x092e, 0xfc5f, 0x05ae, 0xf685, 0xf0fd, 0x0951, 0xfd32, 0xf8f7, 0xfe52, 0xf80f, 0x0de9, 0xffc0, 0xff1a, - 0x03e7, 0xf879, 0x026d, 0x062c, 0x0002, 0xf780, 0xfb5d, 0x079e, 0x03ea, 0xfd6f, 0xf836, 0xfb5a, 0xf75f, 0xee4c, 0xf951, 0xf72e, - 0x043f, 0xf50e, 0x06db, 0xf8c8, 0x019a, 0x03fc, 0xf3c8, 0xf96c, 0xefd4, 0xfb76, 0x02b3, 0x07c2, 0x0008, 0xeef4, 0x0925, 0xfc77, - 0x0b33, 0xf985, 0x03eb, 0x00d5, 0xf5fa, 0x0483, 0x0359, 0xfd38, 0x0471, 0xfa6c, 0x0857, 0x0283, 0xfcc5, 0xf6ac, 0xf860, 0x04c3, - 0xfd32, 0x0e81, 0x03c9, 0x0560, 0xfdf3, 0xfb69, 0xffaf, 0x02f3, 0xfc66, 0xfe8f, 0x0032, 0x086b, 0x03f5, 0xfaa4, 0xfa06, 0xf9b3, - 0xf836, 0x06ac, 0xf6da, 0xf6fd, 0xfed4, 0xff88, 0xf7de, 0x0298, 0xfcc1, 0xfcae, 0x001d, 0x05c8, 0xe75d, 0xf1fc, 0xfe86, 0xf200, - 0xfa6a, 0x07f9, 0x09b7, 0xfcd3, 0xf7b5, 0xfd52, 0x0375, 0x06b2, 0xf66f, 0x0ff3, 0xfbc8, 0xecef, 0xf4b6, 0xfc2d, 0x0457, 0xf9d1, - 0xfc08, 0xfa70, 0x062d, 0x0249, 0x01d6, 0x0772, 0x03df, 0xfdd1, 0xf694, 0x011a, 0x010c, 0x0064, 0xf406, 0xf5af, 0xfaee, 0x0ab0, - 0x0b4c, 0x0527, 0x0803, 0x0c02, 0x0bd6, 0xfa8f, 0x000e, 0x0254, 0xf612, 0xfc57, 0xf88a, 0xfed6, 0xfd16, 0xf2c1, 0x0003, 0xfab3, - 0xf42c, 0xfd91, 0xf5a9, 0x079b, 0xfca0, 0x0166, 0xef49, 0xfada, 0x01df, 0x01a2, 0x0348, 0xf628, 0xfb5a, 0xefad, 0xf492, 0x05e5, - 0xeec6, 0x009b, 0x01e5, 0xf735, 0xf988, 0x090b, 0xf185, 0xf1e5, 0xf429, 0xf91f, 0xf7fd, 0x0baa, 0x002f, 0xfc83, 0xfe9f, 0xefc9, - 0xf6e6, 0xfaea, 0xf83f, 0x0aeb, 0xffab, 0x068e, 0x131e, 0x02f8, 0xf4e0, 0x0409, 0x0002, 0xf957, 0x0bb0, 0x0361, 0xf78c, 0x0f32, - 0xf979, 0xfdda, 0xfe1e, 0xf3fb, 0xf0e2, 0x021f, 0x0689, 0x050c, 0x07be, 0xfbb7, 0x0228, 0x02e0, 0x01ec, 0x01e9, 0x004e, 0xf971, - 0x0dff, 0x00bf, 0x0021, 0x0632, 0xfedf, 0x016c, 0x0457, 0xfd3c, 0x02d9, 0x01fd, 0xeca3, 0xfba9, 0x01cb, 0xfe20, 0xff4f, 0xfd16, - 0xf722, 0xf381, 0x05d7, 0xfdbb, 0x025b, 0x069e, 0xfec2, 0xff14, 0x0589, 0xf5eb, 0xff61, 0xf917, 0x058d, 0xf7f9, 0x0d2d, 0x030f, - 0x046b, 0xf6ef, 0xf6e0, 0x0242, 0xfedd, 0xfaa1, 0xf88c, 0xffed, 0xf947, 0xfd03, 0xffbe, 0xface, 0x00ed, 0xfa5c, 0xfbb8, 0x0490, - 0xfd59, 0x056c, 0xf931, 0x0290, 0x0152, 0xff15, 0xfce6, 0x00e6, 0xff00, 0xfa5d, 0xf737, 0x0b8b, 0xfcf5, 0xf6be, 0xfd2c, 0x0b78, - 0x0275, 0xed18, 0x07da, 0xf4bd, 0xf243, 0xf1c4, 0xfe39, 0x0b01, 0xf376, 0xf96f, 0x18f5, 0x018f, 0x0306, 0xf1e6, 0xef46, 0x0493, - 0x0173, 0x02c4, 0xfc09, 0x0191, 0xf979, 0x09f8, 0x00f8, 0xff3d, 0xf8cc, 0xf4b6, 0xfea0, 0xfbf9, 0xf61b, 0xfe67, 0x01ce, 0xf98e, - 0xfa5c, 0x0912, 0x0627, 0xf970, 0x0f47, 0xf601, 0xf55b, 0xf59e, 0xfe25, 0x027c, 0xed7b, 0x07b8, 0x0240, 0xfb18, 0xfb5c, 0x04ee, - 0xfd89, 0xfcbd, 0x0407, 0xee80, 0x0246, 0x0b44, 0xfef7, 0x01e4, 0xfddb, 0xfb69, 0x07b9, 0xf771, 0x06b1, 0x02e5, 0xfccc, 0x0df9, - 0x01e3, 0xff22, 0xe7cd, 0x065d, 0x04a3, 0x0638, 0xf938, 0x088b, 0xf6ce, 0x0379, 0xf5a8, 0x00f4, 0x02b7, 0xfd93, 0xf1b9, 0xf3ed, - 0x06af, 0xeaf9, 0xfb33, 0x0086, 0xeeda, 0xfb2b, 0xfbcd, 0xff0e, 0xfb87, 0xf66b, 0x048b, 0x0a8a, 0xfd18, 0xf8df, 0x1165, 0x01ed, - 0xf3ae, 0xff39, 0x0072, 0xfe16, 0xf93a, 0xffd5, 0xf6b4, 0x0146, 0x0c83, 0x0318, 0x0749, 0x0f64, 0x08cc, 0x0619, 0x0796, 0xfc04, - 0xeef8, 0x0ec3, 0xfe78, 0x045b, 0x070c, 0xf4df, 0xfa78, 0xfe19, 0x0b72, 0x0c50, 0x081b, 0xfb0f, 0xfd3c, 0xfdab, 0xff94, 0x00ff, - 0x0323, 0x04fe, 0xf822, 0x023f, 0xfad9, 0xff8e, 0xeefc, 0xffd5, 0xf3f9, 0x094f, 0x00ef, 0x0028, 0xf3a8, 0x0eb8, 0x019c, 0xfbda, - 0xf999, 0xfd28, 0xfc73, 0x056e, 0x1258, 0xffbc, 0xf473, 0x0635, 0x04c3, 0xfef5, 0x00ff, 0xfb55, 0xf8d1, 0x074e, 0xf1a0, 0x02f6, - 0x116d, 0xf34b, 0xf7d1, 0x0235, 0xf902, 0x04d2, 0xfe1a, 0x0b1b, 0x07b8, 0xf5d8, 0x09ab, 0xf516, 0x099d, 0x0bb2, 0x05ad, 0x0772, - 0x0886, 0xf9c2, 0xfde4, 0x0b36, 0xe698, 0x00af, 0xfbbe, 0xf485, 0x0a68, 0xf2d6, 0xf810, 0xecd9, 0xf68e, 0xf2e3, 0xf69f, 0x04e9, - 0x0525, 0xf801, 0xff6c, 0xfd0e, 0xf604, 0x05e8, 0x01bd, 0x0702, 0x0097, 0xfc51, 0x0c00, 0xf380, 0x0301, 0xfcde, 0x0092, 0x0185, - 0xfc16, 0xf9c2, 0xfc6b, 0xf9c2, 0xed15, 0xfa9d, 0x1734, 0x03fd, 0xf1f8, 0xfc90, 0x0500, 0x05f4, 0xf109, 0x0cfd, 0xf7b9, 0xf87d, - 0xf1fc, 0x0668, 0x03c9, 0x0006, 0xf15e, 0xf7d3, 0x0714, 0xfab3, 0xf956, 0x01c7, 0x1341, 0x0fda, 0x09ce, 0x0b45, 0xf6dc, 0xfa0c, - 0x00f8, 0xfa4c, 0xf86a, 0xf353, 0x059b, 0x06eb, 0x0171, 0xfdbe, 0x013a, 0xf12c, 0x0462, 0x04e4, 0xf60c, 0x0b1a, 0xf742, 0xf508, - 0x083a, 0x045d, 0x126e, 0xfcd7, 0x05a1, 0x0764, 0xf42f, 0xfe66, 0x003c, 0x03c8, 0x033a, 0x014e, 0x0622, 0xf55e, 0x04ff, 0xfe37, - 0x0629, 0xea3f, 0xfb3d, 0x09ed, 0x0449, 0x00cf, 0xee82, 0xf817, 0x0295, 0xfc13, 0xfdbb, 0x11a7, 0x0ae8, 0xff6d, 0xfd38, 0x0f18, - 0x085d, 0x03ba, 0xfb17, 0xf8dc, 0xff67, 0x04ad, 0xf313, 0xfe04, 0xfd0f, 0x0566, 0xfdef, 0xfd1b, 0xf741, 0xfe97, 0x017e, 0x02fc, - 0x0181, 0x013d, 0xff69, 0x04cd, 0xffa1, 0x086c, 0x01d1, 0x02f1, 0xfb79, 0xfba9, 0xee3c, 0x0347, 0xfe43, 0xf4a7, 0xf650, 0xfbcb, - 0x05d4, 0xff47, 0x0b01, 0x0064, 0x021e, 0xf9ec, 0x03cd, 0xfa01, 0xff6d, 0xfa74, 0xfdef, 0xeff1, 0xf9fb, 0xfeda, 0xf866, 0xf29c, - 0x0854, 0xfc30, 0x03f5, 0xf9af, 0x066c, 0x09b1, 0x0bf8, 0xfd1e, 0xfe9c, 0xf45a, 0x0c88, 0xf572, 0xf07c, 0x0bf1, 0xf9a8, 0x1257, - 0xfba8, 0xfe35, 0x00dd, 0x0798, 0xebce, 0x08f2, 0xf53e, 0xeb0f, 0x01d2, 0xfb70, 0x0a5b, 0x030d, 0xf91d, 0xff90, 0xf7bf, 0xfe19, - 0x068f, 0x00c0, 0xf71d, 0x0ae9, 0xf3c5, 0xf9e5, 0x0141, 0x012a, 0x099a, 0xfabc, 0x06f5, 0x09cc, 0xf37d, 0x007c, 0xfcdc, 0x0863, - 0x0b36, 0xf00a, 0x080c, 0xfaed, 0xfe7a, 0xffba, 0x052e, 0x092b, 0x0111, 0x0005, 0xfa85, 0xfea1, 0x0779, 0xfb13, 0x13c6, 0x0704, - 0x00bd, 0x06a5, 0xef04, 0xf78c, 0xfb4d, 0x022c, 0xf26f, 0x0b6e, 0xfb17, 0xfbb4, 0xfff6, 0xf5ed, 0xfc8b, 0x0b5e, 0xf298, 0x022f, - 0xf86f, 0x01d7, 0xff15, 0x0553, 0xff37, 0x01f2, 0xf1cd, 0xf616, 0xe975, 0xf84f, 0x0c97, 0xede1, 0x042c, 0x05e6, 0xfa33, 0xf4bd, - 0x0460, 0xee53, 0x05ea, 0xff52, 0xf002, 0xf8b4, 0xf750, 0xfa57, 0x05b8, 0x08ab, 0x02ca, 0xf517, 0xf9de, 0x127e, 0xf811, 0x07c0, - 0x07e6, 0xf852, 0xff56, 0xfdcf, 0xfa1e, 0x02ae, 0x0cef, 0xe8fa, 0x01f0, 0xfb3c, 0xefde, 0xf9c1, 0x0ab1, 0xf0ae, 0x0418, 0xf58f, - 0xf072, 0xfffe, 0x14de, 0xf0fa, 0xfe0b, 0xff17, 0x01e2, 0x0551, 0x069b, 0xed39, 0xfe3c, 0xff29, 0xfb7e, 0xf103, 0x0026, 0xf86e, - 0x0553, 0xfde7, 0xf080, 0x0d2e, 0x0686, 0x00c7, 0xf6fc, 0x0d80, 0x14a5, 0xfb4b, 0xf9ae, 0x0257, 0x0953, 0xf878, 0x07c6, 0x0167, - 0xf1d8, 0x00c5, 0xfcd8, 0xf372, 0xfde0, 0xf9d2, 0x022a, 0x041f, 0xffc8, 0xfa58, 0x00a1, 0x0511, 0x0582, 0xf9ba, 0xff96, 0xfd49, - 0x0018, 0xfbe7, 0x044d, 0x0c97, 0xfa5e, 0x0562, 0xfd14, 0x0713, 0x06db, 0xf634, 0xf89d, 0xf20e, 0xf591, 0xf59a, 0xf775, 0xfb9c, - 0xf725, 0xf828, 0xf13c, 0xf852, 0x0d7e, 0xf96c, 0x0474, 0xfb51, 0x0bb9, 0x0804, 0xfad0, 0x08c8, 0x0bd0, 0xf9a8, 0x06a2, 0xffc9, - 0xfb0e, 0xf711, 0x1044, 0xf50c, 0xf3cb, 0xecfe, 0xed8e, 0xf659, 0x0cf8, 0x0048, 0xfca9, 0x0b25, 0xff5a, 0x0720, 0xfdcf, 0x014a, - 0xfbdf, 0xf6c3, 0xfc5b, 0xf828, 0x0142, 0x0ad3, 0x098a, 0xe548, 0x0397, 0xeec9, 0x03f5, 0x0ae4, 0xfb0c, 0xf7dc, 0xf45d, 0xff40, - 0x072c, 0x0bc5, 0xfea5, 0x117b, 0x11cb, 0xfafb, 0xf17e, 0x0b45, 0xfc4d, 0x078f, 0xfbd1, 0xef09, 0x0638, 0xf978, 0xfab3, 0xfc25, - 0xffe4, 0x0c4d, 0xf363, 0xeb2a, 0xfd74, 0x0a2d, 0xffb0, 0xff8c, 0xfee9, 0x0a5e, 0xfab5, 0xf87b, 0xf4ac, 0x0085, 0xf607, 0x0192, - 0x0423, 0xfd85, 0x090c, 0x0070, 0x0a94, 0xfaff, 0xf643, 0xf85c, 0x02b7, 0xfb6e, 0x0be0, 0x0763, 0x0047, 0x08d5, 0xfdb8, 0xfc06, - 0xfae1, 0xfe3e, 0x0069, 0xfd8a, 0xf41c, 0x0ad3, 0x0395, 0x0275, 0xff30, 0xf6a2, 0x0dca, 0xf7f1, 0xfb58, 0xf6fd, 0x0c4d, 0x12d2, - 0x017d, 0x0657, 0x0314, 0x0769, 0x0186, 0xfb60, 0x0108, 0x0352, 0xf26a, 0xf8eb, 0x056a, 0xfd46, 0x04d1, 0xf4dc, 0x0a77, 0x04dd, - 0x09d4, 0x0184, 0x0146, 0xf4b1, 0x073f, 0xfb56, 0x07a9, 0xf9e5, 0x02a7, 0xed99, 0x0994, 0xf2e4, 0xffce, 0xfef9, 0xf8bb, 0xed13, - 0x120b, 0x086e, 0xf1c5, 0x04e8, 0xffef, 0xf3c6, 0x026f, 0x02d2, 0x0baf, 0x0494, 0x080f, 0x0431, 0xfc24, 0xfbb9, 0x1184, 0xfb9d, - 0xe60f, 0x04c9, 0x08cc, 0x0119, 0x075b, 0xfd2b, 0x0140, 0xfc88, 0x0b39, 0x1194, 0x0760, 0x0f8f, 0xfd1f, 0xf77c, 0xfae9, 0x1185, - 0x0a90, 0x02c7, 0xf411, 0xf598, 0x102c, 0x084b, 0xec58, 0xf7a3, 0xfc82, 0xfcfa, 0x07ae, 0x0ad6, 0xf418, 0x0168, 0xf567, 0xfff4, - 0xf8e1, 0xfe4e, 0xf6e4, 0x00e7, 0xef9f, 0x040d, 0x1544, 0x0e69, 0x0372, 0xfd30, 0x060e, 0xf77c, 0x0909, 0xff15, 0x07a5, 0xf68b, - 0xf9af, 0x05dd, 0xfde2, 0x08de, 0x0356, 0xfa4d, 0xfe5d, 0xf49c, 0x04f6, 0xf69a, 0x09c4, 0xfb09, 0xffff, 0x02e4, 0xf4f0, 0xfc71, - 0x09bc, 0x0287, 0x0b18, 0x022b, 0x05f1, 0xf271, 0xff9e, 0xf6ab, 0xfabc, 0xefb9, 0xf9cd, 0x0497, 0x0766, 0xf821, 0xf5cb, 0xfe17, - 0xf6b1, 0x0fb4, 0xefd4, 0x0b09, 0x0667, 0xfd95, 0xf8bf, 0xf658, 0x0779, 0x0463, 0xfbdf, 0x041a, 0x0529, 0x00ff, 0x0077, 0xfc8b, - 0xf6a9, 0x0cd0, 0xff15, 0xfc6e, 0xfbd5, 0x00c9, 0x00f3, 0x0f98, 0xf48e, 0xfb9c, 0xf2fd, 0x0274, 0xf0d2, 0x059c, 0x04e4, 0x001c, - 0xf376, 0xf942, 0x0372, 0x06b6, 0xfe36, 0xfbb6, 0x0bf0, 0xfd24, 0xf90b, 0xeb27, 0xf55b, 0x1782, 0xee50, 0xf3ef, 0xefe3, 0xfd6d, - 0x0578, 0xf4f0, 0xfcdf, 0x02a7, 0x0c24, 0x04ea, 0xfd65, 0x0d8d, 0xf2ec, 0xf8af, 0xf40e, 0x09af, 0xfeb9, 0xfe25, 0x041b, 0x042d, - 0x02ed, 0xf712, 0x00e1, 0x0f5b, 0x031a, 0xfe30, 0x0c16, 0x074f, 0xfc68, 0x03f1, 0xfd66, 0x05ac, 0xfb32, 0x0a3d, 0x034a, 0x0204, - 0xfacd, 0xf2a5, 0x0e69, 0xfb42, 0xf2bc, 0x0d11, 0xfb5d, 0xf6a0, 0xf6ae, 0xfcb4, 0xffcf, 0xf6e1, 0xfb32, 0xed07, 0x01d7, 0xfe56, - 0xfa13, 0x024a, 0xfd48, 0x0a35, 0x0131, 0xf756, 0x0282, 0x0350, 0xef7d, 0x077b, 0xf112, 0x04c1, 0xfe68, 0x12e6, 0x0729, 0xf9a0, - 0xfebc, 0xf85a, 0xf6b8, 0x0683, 0x09cd, 0xff9c, 0xf541, 0xf3b0, 0x0382, 0x0399, 0xfd81, 0xf9bc, 0x0cbe, 0xf63a, 0x0180, 0xf22f, - 0x06b6, 0x06a2, 0xf6d6, 0x03ac, 0x012e, 0xffbb, 0x0619, 0x0e23, 0xfffe, 0x0117, 0x01b5, 0x0431, 0xfd47, 0x0fcf, 0x0586, 0x0028, - 0xf17a, 0x02ec, 0xf67c, 0xee4f, 0xfbc5, 0x0345, 0x0248, 0xf0ff, 0xf07e, 0x056c, 0x048f, 0xff73, 0xfc80, 0x009f, 0xfc6a, 0xfecc, - 0xf683, 0xfd5a, 0xf22f, 0xfa94, 0x02bc, 0x02c2, 0x0842, 0xf882, 0x0cb8, 0xf34e, 0xf404, 0xfc2d, 0xffaf, 0x02c8, 0x0562, 0x09d9, - 0x0b6f, 0x083f, 0xf66d, 0xf7e5, 0xfc22, 0xf0b4, 0xfc5e, 0x07e0, 0x0313, 0x0492, 0xe8a8, 0xf4b8, 0x0951, 0x00a6, 0xfbbf, 0xecb9, - 0xf6a6, 0xf987, 0x0648, 0x0017, 0xf81f, 0x0987, 0x0d3c, 0xfd7d, 0x0dbf, 0x05bf, 0xf5d0, 0xfe83, 0x0e3c, 0x05cf, 0x0256, 0xfa7b, - 0x0163, 0xf9a7, 0x09e0, 0xf81a, 0xfc6e, 0xf170, 0x0ac6, 0xf5cf, 0x0d0e, 0x0e86, 0x0ec9, 0xf354, 0x092a, 0xf7be, 0x037d, 0x007b, - 0x0087, 0xff98, 0xf7eb, 0xf577, 0x0ccc, 0xf6bf, 0x10e8, 0x02c1, 0x0ad0, 0x065b, 0x1439, 0x08c3, 0x0d7f, 0x01c6, 0x07b4, 0xf456, - 0xfdfd, 0xfd40, 0x0276, 0x02b7, 0x05f6, 0xfcb0, 0xf3f6, 0xf95d, 0xf5f8, 0xf79d, 0xf90e, 0x067c, 0x0c22, 0xf8b0, 0x0003, 0x0989, - 0x00b5, 0x032e, 0xf926, 0xfd05, 0x056d, 0x0611, 0x05dc, 0xf000, 0xfe0a, 0xfc89, 0x0548, 0xfb9d, 0x097f, 0xfd95, 0xf28d, 0xfd13, - 0x08ca, 0xfa4d, 0x0e6c, 0xfeb5, 0x0f52, 0x0326, 0xfd64, 0xf062, 0xf660, 0xfa4d, 0xfe9d, 0x05f0, 0xf503, 0xf8e8, 0x0f30, 0x00fc, - 0xfe8a, 0xf98b, 0xf83f, 0xf971, 0xef80, 0xfa42, 0xfb75, 0x067f, 0x05eb, 0xffa7, 0x0081, 0x06de, 0xff71, 0xffb4, 0x0641, 0x0961, - 0xfcf3, 0xfc4d, 0xe32a, 0x10ba, 0xf84e, 0x020a, 0x133c, 0xfadd, 0xf6b3, 0xef31, 0x033f, 0xf4a7, 0xec75, 0xf60f, 0xffb0, 0x0831, - 0xfd27, 0x070a, 0xf925, 0xffa1, 0xfa56, 0xfff9, 0xf937, 0x01dd, 0x059d, 0x1057, 0x0453, 0x0908, 0xfab2, 0xff49, 0x0495, 0xf971, - 0xfa17, 0x02ab, 0x0707, 0xfe58, 0xfad5, 0x071c, 0xfa85, 0x0525, 0xf47f, 0xf80b, 0xfd96, 0xf1c2, 0x037c, 0x106b, 0x0815, 0x027a, - 0xfbe7, 0xfc54, 0xfc49, 0x0678, 0xfcb8, 0xfac0, 0xf8cf, 0xfb8a, 0xf3bf, 0x09f1, 0xf85e, 0xfbea, 0x044f, 0x009d, 0x072d, 0xfec2, - 0xfeab, 0x0b0d, 0xffff, 0xfbce, 0x08d8, 0xf903, 0xf51e, 0x0330, 0x02ad, 0xf6f6, 0x00a4, 0x0782, 0xfdae, 0x0525, 0x0614, 0xf91a, - 0xfc6e, 0xfe85, 0xfe63, 0xf899, 0xf253, 0x04ca, 0x0836, 0x103f, 0xf8ba, 0xfdb0, 0x1508, 0x1072, 0xf7e9, 0xfd20, 0x0482, 0xf618, - 0x11ca, 0x09ce, 0x013a, 0x0f3a, 0xfe57, 0x041d, 0xf28f, 0xfa9c, 0xf515, 0xffd0, 0xf390, 0x0580, 0xff4e, 0xfddf, 0xf69a, 0x0c04, - 0xfebc, 0x027a, 0x088b, 0xf7f7, 0xfab0, 0xffa3, 0x035b, 0x0b0c, 0x02a4, 0xf8eb, 0x0337, 0xfb32, 0xfcd2, 0xf564, 0xf7ac, 0xff77, - 0xfcf4, 0xf491, 0xf130, 0x027f, 0xf1e3, 0xff57, 0x06b3, 0xfecc, 0x0179, 0xef29, 0x022c, 0x033b, 0x0675, 0x045d, 0xf71d, 0x01b7, - 0x0a66, 0xf64e, 0xf2d8, 0xf5f1, 0x0098, 0xfdf7, 0xfa4e, 0x07f1, 0x082b, 0x089f, 0x0fc0, 0x103e, 0xf98f, 0xf88a, 0x04db, 0x089e, - 0xffa8, 0xfe96, 0x0459, 0x01df, 0x02eb, 0xfebe, 0x08d1, 0xefad, 0x08e6, 0x0a53, 0xf134, 0xfa18, 0xfe66, 0x001c, 0x06ca, 0x056e, - 0x0317, 0x05bc, 0x0d92, 0xf176, 0x011a, 0x07d3, 0x02ba, 0x0bf7, 0xf4d6, 0x0a41, 0xf114, 0xfb51, 0xfe51, 0x0251, 0xf695, 0x0053, -}; - -uint16_t q15_conv_result_8[30*29*29] = { - 0x0194, 0x0874, 0xf43e, 0x0095, 0x038b, 0x0583, 0xff12, 0xfb44, 0x04cb, 0xfa07, 0x1049, 0x017b, 0x02dc, 0x1227, 0x0768, 0xf87e, - 0x03e8, 0xf981, 0xffb9, 0x04b3, 0x06ab, 0xfab1, 0x0533, 0xfffa, 0xf63a, 0x0264, 0x075d, 0xf8e6, 0xf6da, 0x08bd, 0xfbf9, 0x01ad, - 0xff98, 0x054d, 0x0ddd, 0xeed5, 0xff52, 0x07c3, 0x04ae, 0x096b, 0x05aa, 0xfd0a, 0xfacd, 0x0457, 0x076f, 0xf8a7, 0x0ae2, 0xfbe9, - 0x0182, 0xf826, 0x081a, 0x020e, 0xf528, 0x0106, 0x025e, 0xfc25, 0xfd06, 0x03fe, 0xfe9a, 0xff2a, 0xfa71, 0xe9ef, 0x097f, 0xfb14, - 0xfb84, 0x0d85, 0x00eb, 0xf8c5, 0x086b, 0x0973, 0x0b6d, 0x01a0, 0xfac4, 0xf7dc, 0x072e, 0x02e0, 0xf870, 0xf8d5, 0xf625, 0x0650, - 0x0093, 0xfcff, 0xf7ef, 0x0cf8, 0x068c, 0xff4c, 0x045b, 0x08c5, 0xf521, 0xf866, 0xf7a2, 0x136d, 0x0bcf, 0x0560, 0xff15, 0xff52, - 0xfc89, 0xfe37, 0xfddf, 0xf96e, 0xf5db, 0xfde0, 0x0487, 0xfb4d, 0x0d94, 0x0c94, 0x0ec1, 0xf70b, 0x05e5, 0xf7ef, 0xfbed, 0x0520, - 0xf908, 0x0603, 0xfca8, 0x062f, 0x0038, 0x08d2, 0xf4d1, 0x048a, 0x0629, 0x0132, 0xfd29, 0xfb14, 0xff1a, 0x02f8, 0x0ba8, 0xf833, - 0x0a43, 0xfeef, 0xfbeb, 0xfd11, 0x001e, 0xf5cf, 0xf23e, 0x0451, 0xfaee, 0x0c97, 0x08d1, 0x00e4, 0xfab4, 0xf2b2, 0xf5be, 0xff68, - 0x0d2f, 0xf9c9, 0x0351, 0xfa9d, 0x0ef0, 0xf82c, 0xfdc2, 0xf9ac, 0x0311, 0x00bf, 0xfbf8, 0x0272, 0xfbab, 0x0598, 0xfd4e, 0xffe9, - 0xffab, 0xf41d, 0x06a4, 0x0bba, 0x023a, 0xfd21, 0x07a6, 0x00f4, 0x029e, 0x0112, 0xff84, 0xf764, 0xff30, 0x029d, 0x08c5, 0x0406, - 0xf2e4, 0x0e35, 0xec51, 0xf92b, 0xf00a, 0xfddc, 0xff63, 0xf697, 0xefab, 0x0292, 0xf7ec, 0x103d, 0x0690, 0x04ba, 0xfc64, 0xfd0c, - 0xf3d3, 0x01dd, 0xf33e, 0x0127, 0xfaed, 0xf300, 0x0b6e, 0xfdb0, 0x02d3, 0xfc04, 0xf46c, 0x0ad7, 0x080d, 0x098c, 0xfddd, 0x0246, - 0x01e9, 0xe988, 0x014d, 0x0476, 0x0312, 0x061a, 0xfa3e, 0x010d, 0xfab5, 0xf55a, 0x007f, 0x11f6, 0xeb4c, 0xf96a, 0x035d, 0x05d4, - 0x0277, 0xfddf, 0xf710, 0x0c7c, 0x0111, 0x0f25, 0x0d84, 0xfc0e, 0xffc3, 0x0247, 0xfc89, 0x076a, 0xfb58, 0x0245, 0x02b7, 0xf985, - 0xf67a, 0x08d2, 0x0461, 0xfa72, 0x078c, 0x0060, 0x0290, 0x0909, 0x0860, 0x029b, 0x0c6b, 0xffe0, 0xf41d, 0xfe85, 0x0704, 0xfa08, - 0x04ee, 0x0851, 0x044d, 0xfc49, 0xffcc, 0x0285, 0x0f8a, 0xff32, 0x0716, 0xf4a8, 0x0834, 0x023e, 0xf6bf, 0xfbeb, 0x020e, 0x0383, - 0xfce8, 0x0146, 0x042a, 0xfb8a, 0x0638, 0xfa5b, 0x0561, 0xf7a1, 0x02c9, 0x00ac, 0xf96a, 0xffae, 0x02c3, 0xff89, 0xf512, 0x06c7, - 0x00ce, 0xf3b2, 0xfa1d, 0x0329, 0x041d, 0x04ce, 0x0ad6, 0xf997, 0xfd5f, 0x00d3, 0x0954, 0xf9ed, 0x02f8, 0x0258, 0xf5dc, 0x0009, - 0x0152, 0xfeaf, 0xfac4, 0xfb92, 0x0405, 0x081d, 0xf5db, 0x029b, 0x0447, 0x05fe, 0x081d, 0xfd3f, 0xffb7, 0xfdcf, 0xfd58, 0xfe1c, - 0x0cf0, 0xfeb1, 0x00cc, 0xf512, 0x0a8e, 0x015b, 0xffb8, 0x03bf, 0xfb9d, 0x03e1, 0xf8d0, 0x027a, 0x040b, 0x00e7, 0xff74, 0xf1c9, - 0x08dd, 0xf6e1, 0x085b, 0xe882, 0x0b06, 0x0357, 0x09be, 0xff6e, 0x0509, 0x052c, 0xf975, 0x0094, 0xfba7, 0x025b, 0x0010, 0xfd89, - 0xffac, 0x035f, 0x002d, 0xf6b0, 0x0264, 0xfde7, 0xfed1, 0x0040, 0xf64a, 0xf6cf, 0xf1b2, 0xfcc5, 0xfa1f, 0xfffe, 0xf919, 0xfbed, - 0xfb48, 0x08ad, 0x02f0, 0x0a8f, 0x02ec, 0xf646, 0xfdd9, 0xf677, 0xf2a1, 0xfbc7, 0x0136, 0x049f, 0x062c, 0xff14, 0xf995, 0x055a, - 0xf5d3, 0xfa44, 0xf6f1, 0x0163, 0xfd79, 0xfb82, 0x041e, 0xeffe, 0xf919, 0xfd21, 0x03d3, 0x003f, 0x0857, 0x0258, 0x0b28, 0xfede, - 0xfae2, 0xff9c, 0x0550, 0xfa83, 0xf46a, 0x0182, 0xf7e4, 0xf824, 0x0420, 0xfa42, 0x0812, 0x0163, 0xf1a0, 0xfb95, 0xff4e, 0x034f, - 0xfb0a, 0x051e, 0xf5a5, 0x043a, 0xf8e5, 0x01d4, 0x0699, 0x04eb, 0xf845, 0x040c, 0xfea4, 0x0593, 0xfc80, 0x053e, 0xf464, 0xf9f4, - 0x0b96, 0xfd2b, 0xf933, 0xfda0, 0xff4f, 0x08ca, 0x0a19, 0x0d52, 0xf487, 0x044d, 0xfb72, 0xff97, 0x0bfe, 0x06c9, 0x09d3, 0x01bb, - 0xff1a, 0xf50d, 0x04c5, 0x098d, 0x0e62, 0xff5e, 0x037d, 0xfa82, 0xffb5, 0xef19, 0xfa4f, 0xf080, 0xedeb, 0x05c2, 0xfcbc, 0x0083, - 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0xf2e1, 0x052e, 0xf5c2, 0xfe38, 0xfb3b, 0xfef3, 0xfb03, 0xf889, 0x0456, 0xfd96, 0xf9ff, 0x0147, 0xf6fd, 0x0629, 0x07c4, 0x0880, - 0xf860, 0xfbe2, 0xe723, 0x0704, 0xf795, 0x0338, 0xf7a9, 0xefb1, 0x07d2, 0xffce, 0x06d6, 0x14ca, 0x05d4, 0xf63f, 0xf276, 0xfe35, - 0xffbf, 0x01b0, 0x1516, 0xf9ae, 0x09bf, 0xfe30, 0xfe8d, 0xf573, 0x08f6, 0xfc04, 0xfed4, 0x0045, 0xff98, 0x0db1, 0x0d4c, 0xfa45, - 0xffa1, 0xfbd8, 0xfd06, 0x02fd, 0xec29, 0xf9c9, 0xf7b4, 0x01aa, 0x13a1, 0xfb78, 0xf273, 0x0575, 0xfe41, 0x052c, 0x13a5, 0x0865, - 0xfb80, 0x051e, 0xf669, 0xfe10, 0x0af2, 0x043f, 0x0939, 0x084d, 0x015e, 0xfcc4, 0x0c73, 0xf99d, 0x0348, 0x05c4, 0xffbf, 0xfcef, - 0xf98e, 0xfd9b, 0xfcd0, 0xfed6, 0x005c, 0x0c6f, 0x0714, 0xffb9, 0x0f2b, 0xffeb, 0xfd5a, 0xfb2c, 0x0148, 0xfe2d, 0xffb9, 0xfea5, - 0x0b3e, 0xfdb9, 0x0403, 0xf30f, 0xfbe9, 0xfc57, 0x042a, 0xfd60, 0xee22, 0x006c, 0x03c6, 0xfbbc, 0x053d, 0x03e7, 0x0715, 0xf80c, - 0xffe7, 0xfc5c, 0x01e0, 0x069d, 0xf1df, 0xff34, 0x0517, 0xf87a, 0xff76, 0xf50b, 0xfa5c, 0x089e, 0x09ce, 0x091e, 0x048b, 0x0d88, - 0xfd30, 0x0136, 0xef87, 0xfa54, 0xfa51, 0x0377, 0xfd24, 0x071f, 0x048d, 0x13ce, 0xef2e, 0xfa89, 0x0b0c, 0x047c, 0x0401, 0x0945, - 0xf57b, 0x0680, 0xf836, 0xfe99, 0xfcd8, 0xfc85, 0xfe19, 0x110c, 0xfa88, 0x05eb, 0x0405, 0x0001, 0xf184, 0x068c, 0xf747, 0xff96, - 0xfd70, 0xf527, 0xf8b3, 0xf650, 0xf47d, 0x13a5, 0x023f, 0xfce1, 0x0d2e, 0xf67f, 0x07e0, 0x0bc1, 0xf344, 0xf87d, 0x06f2, 0x0c7e, - 0xfac7, 0x0326, 0x056e, 0x05c6, 0xf4ff, 0xf9f2, 0xfc79, 0x06e0, 0x010f, 0x09fd, 0x10de, 0x02ea, 0x0775, 0x0c04, -}; - -uint16_t q15_conv_result_9[30*31*31] = { - 0x0147, 0x03ba, 0xfef6, 0x028c, 0xfecc, 0x00f8, 0xfb85, 0xfd85, 0xfdb9, 0x017c, 0xf937, 0x025f, 0xfd6a, 0x019e, 0xffa5, 0xfe42, - 0x01d3, 0x0026, 0x0049, 0x0404, 0xfe47, 0x04e3, 0xfdde, 0xfdd6, 0x028a, 0x02e8, 0xfdc6, 0xff08, 0x00a7, 0x00ab, 0x00e8, 0x0348, - 0x0096, 0xfdf9, 0x022a, 0xfce4, 0x0594, 0xff36, 0xfaf1, 0xfd30, 0xfcb5, 0x025c, 0xff5f, 0x0231, 0xfe3a, 0xfb6b, 0x0016, 0x0685, - 0x023f, 0x026a, 0xfe71, 0xff93, 0x00b1, 0x0034, 0x02e2, 0xfe6f, 0xff6c, 0x00c7, 0x01a2, 0x004f, 0xfe1f, 0xfc66, 0x037f, 0xffe0, - 0x00de, 0x012a, 0x03fe, 0xff07, 0xfe17, 0xf954, 0x07ae, 0xfddd, 0xfdcb, 0xfef3, 0xfd56, 0xffc7, 0xfb99, 0x07c8, 0x02a1, 0xfbc6, - 0x028b, 0x038f, 0xfc53, 0xfe77, 0xfebf, 0x00c8, 0x01be, 0xff76, 0x0130, 0xfee3, 0x0508, 0xfcc2, 0xff0c, 0x02b3, 0x00bd, 0x0179, - 0x01f3, 0x001c, 0xfde6, 0xfa14, 0xfd71, 0x0095, 0x0185, 0xfb9b, 0xfbce, 0x038e, 0x024d, 0x0133, 0xfc26, 0x0335, 0x012c, 0x0043, - 0x00b8, 0xff59, 0x031b, 0x001d, 0xfb66, 0x0474, 0x0406, 0x00fa, 0xffcb, 0xfe04, 0x00a8, 0x00a7, 0x0175, 0xfd16, 0xfe30, 0x076a, - 0xff52, 0x005c, 0xfaec, 0x02ae, 0x0234, 0xff2f, 0xfd50, 0xfd23, 0x00ec, 0xfeea, 0x051c, 0xfff7, 0xfd19, 0xffe6, 0xfef6, 0xf97e, - 0x0191, 0xffd9, 0x036e, 0x02f3, 0xfe62, 0xff46, 0xff6a, 0x01a4, 0xfe7f, 0x0178, 0xfef1, 0xfd72, 0xfd93, 0xfdf8, 0x02db, 0xfdfe, - 0xfe6a, 0x016a, 0xfd07, 0xfe8e, 0x0045, 0x035d, 0x00be, 0xfca0, 0xfd94, 0xfe66, 0x0238, 0x04e2, 0xfece, 0xfe0e, 0xff23, 0x007a, - 0xff27, 0xffa7, 0xff9f, 0x0397, 0x035b, 0xfe3e, 0x01d2, 0xfffc, 0x0241, 0x0064, 0x0387, 0x0411, 0x01c4, 0x0244, 0xff32, 0x0369, - 0x00ac, 0x005a, 0xfef6, 0xff44, 0x0184, 0xfe45, 0xfc87, 0x04a6, 0x0152, 0x00d7, 0x03d9, 0x009c, 0xff53, 0x015f, 0xfef2, 0x01b8, - 0x0093, 0x000f, 0xff63, 0xff8f, 0x02a4, 0xff92, 0xfdb2, 0xfc4e, 0xfc00, 0x0187, 0xff25, 0xfff2, 0x04cb, 0x0215, 0x0470, 0x0488, - 0xfdf5, 0x05cb, 0x0284, 0x0006, 0x07f4, 0xfe70, 0x01aa, 0xfee3, 0x0353, 0xff86, 0xff4c, 0x01d5, 0xfdd9, 0xfcbe, 0xfa9a, 0x02b8, - 0xffa9, 0x036c, 0x0165, 0x0070, 0xfc84, 0xfc96, 0xfb29, 0xfce8, 0x05f9, 0xfeee, 0xfc53, 0xfd4c, 0xfbd3, 0xff8d, 0xfe6f, 0xfc2a, - 0xffeb, 0x0232, 0xff71, 0x0186, 0x0148, 0x044a, 0x0508, 0x04a9, 0xfcf7, 0xfb54, 0xfbb5, 0x01ce, 0x01bb, 0x0118, 0xffa9, 0x01ae, - 0x0049, 0x0551, 0x028a, 0x0012, 0xfdc3, 0xfe17, 0x029d, 0x004a, 0xfd0a, 0xffa5, 0x0222, 0x0722, 0x0702, 0xfee1, 0x0382, 0xfea6, - 0xfeca, 0x0112, 0x0221, 0x02db, 0xfbc4, 0xfec9, 0xffc0, 0xfb37, 0xffe3, 0x00b8, 0xfa20, 0x03ca, 0xfb85, 0xff6f, 0x00b5, 0xff1f, - 0x0074, 0xfba0, 0xf9f9, 0xfe7f, 0xfe2a, 0xfe5a, 0x0453, 0x00f6, 0x0395, 0x07ca, 0xfc36, 0x0444, 0xfb39, 0xfffa, 0x0122, 0xfbdf, - 0x02d9, 0xfb3f, 0x005f, 0xfe21, 0xfed6, 0xff4e, 0x0094, 0xfead, 0x0167, 0x00a9, 0x0141, 0xfc48, 0xfc59, 0xfe77, 0xfeb2, 0x013a, - 0xfeda, 0xfdda, 0x0028, 0x0194, 0xff17, 0xfd32, 0x0180, 0xfdb9, 0x01f9, 0x0133, 0xffe8, 0xff86, 0x0433, 0xff4d, 0xfe9e, 0x00d0, - 0xfadc, 0x0027, 0x0196, 0x047f, 0x0143, 0x03b0, 0xfa5d, 0xff87, 0xfe21, 0x0265, 0xff99, 0x0481, 0xff51, 0x073e, 0xfdce, 0x009a, - 0xfd19, 0xf8fe, 0xfc9f, 0x0089, 0x043a, 0x0248, 0xfe0a, 0x030b, 0x05c9, 0x02cd, 0xfc4b, 0x0a9d, 0x0531, 0xfe61, 0xfe8d, 0x0212, - 0xfa73, 0x002c, 0xfd72, 0x03df, 0xfccd, 0x0200, 0x05a3, 0x03f4, 0xfcbe, 0xfe1a, 0xfea6, 0x031d, 0xfa0a, 0xfce0, 0xff76, 0x01a0, - 0xfde8, 0x0268, 0xfcda, 0xfb49, 0x02a3, 0xfce2, 0x0356, 0x0047, 0x034a, 0x00d9, 0x00b2, 0x01e8, 0xfc0d, 0x00df, 0xfa76, 0x05ab, - 0x02ca, 0x0112, 0x01b1, 0x0148, 0xff28, 0x02f2, 0x051c, 0x0092, 0x00b5, 0xfdf9, 0x008a, 0xff97, 0xff92, 0x00b7, 0xfe8c, 0xfbd8, - 0x012b, 0xfdb8, 0xfdfc, 0x0653, 0x01f8, 0x0169, 0x0235, 0xfd5a, 0xfe74, 0x02ef, 0x06a9, 0xfeb0, 0xfd76, 0xff3a, 0xff3e, 0xfe46, - 0xfca0, 0xfc48, 0x06ed, 0x013f, 0xfd74, 0x0350, 0xfdad, 0x00c0, 0xfca4, 0xfe9c, 0x01d8, 0x0222, 0x0012, 0x0427, 0xfe3f, 0xfbbb, - 0xfbc5, 0xfebc, 0x03c1, 0xfc42, 0xff13, 0xfda7, 0xfd94, 0x02d0, 0xffd3, 0x03af, 0x02b3, 0x01c9, 0x01f2, 0xfff7, 0x0423, 0x02c7, - 0xfc22, 0xff2e, 0xfe49, 0xffbf, 0x02da, 0xff5d, 0x011d, 0xfda7, 0x00b9, 0x010f, 0xff41, 0x00b7, 0xfcaa, 0xff24, 0xfc05, 0x0603, - 0x0099, 0xffa4, 0xff76, 0xfd16, 0x00d7, 0xf9d3, 0x0178, 0x0176, 0xff25, 0xfb78, 0x016c, 0x00c1, 0xfd75, 0xffb8, 0xffde, 0x0307, - 0x0378, 0x02ad, 0x05f0, 0xfa9f, 0xfd7d, 0x0294, 0xfca1, 0x0526, 0xfc47, 0xfd8d, 0xfe29, 0x0011, 0xfcf2, 0xfea4, 0x023d, 0xff0e, - 0xfef6, 0x04a8, 0x030b, 0x040f, 0xf8d4, 0xfe2d, 0xffc7, 0xfdc4, 0x0095, 0x005e, 0xfaa5, 0xfb74, 0x01e3, 0x03a0, 0xfff6, 0xfd90, - 0xfbe9, 0xffb9, 0xfc0d, 0x0285, 0x0139, 0x0408, 0x018a, 0x043b, 0xfe80, 0x02a3, 0x012e, 0x03f1, 0xff15, 0xfca2, 0x050c, 0xfb4e, - 0x03af, 0xfc79, 0x02f2, 0xfcac, 0xfd66, 0x008d, 0xffb3, 0xfced, 0xfd85, 0x040c, 0xff7f, 0x0085, 0x00a1, 0x0206, 0x088e, 0xfd11, - 0xff7d, 0xffae, 0xfbaa, 0x0280, 0xfe31, 0xfb70, 0x0129, 0x054e, 0x028e, 0xfe60, 0x0166, 0x009a, 0xff82, 0xfdcc, 0xfddd, 0x03b0, - 0xf8e8, 0xfdf5, 0x002b, 0xfee1, 0x00bb, 0x024c, 0xff80, 0xfebe, 0x0133, 0x02cb, 0x02fd, 0x017b, 0x0374, 0x0192, 0xfe1f, 0x0231, - 0x0210, 0xfc75, 0xfbeb, 0x03c7, 0xfc34, 0x03d0, 0xfff1, 0x0030, 0x025f, 0x049d, 0xfe8d, 0x0373, 0x0334, 0x01e9, 0x0304, 0xfc43, - 0x0069, 0xf961, 0xffaf, 0xfdf1, 0x0100, 0x003c, 0x01c3, 0x052a, 0xfad9, 0x0142, 0x0197, 0x020a, 0x005f, 0xfd12, 0x0066, 0xfee8, - 0xfd2c, 0xff8a, 0x018b, 0x016a, 0x001c, 0x019e, 0x0100, 0x0498, 0x03b3, 0x0022, 0xff9f, 0xfe19, 0xff1f, 0x0369, 0x0113, 0x0015, - 0x0090, 0xfe0c, 0x040d, 0x04b1, 0x0117, 0x02fc, 0xfd9a, 0x02a1, 0xffdb, 0x0291, 0xfef4, 0xfb2d, 0x016a, 0xfecc, 0xfd3d, 0x0349, - 0x0284, 0xfe40, 0xfc8e, 0x05e5, 0xfb78, 0xfe9f, 0x0597, 0xf921, 0xffff, 0xfca8, 0xfd25, 0xfbba, 0x031d, 0xfb9e, 0x0136, 0xfde7, - 0xfeca, 0xfe6a, 0xffa2, 0x0295, 0xff2a, 0xff6a, 0xfc66, 0x0145, 0xfcd8, 0x00ea, 0xfaec, 0xffd6, 0xfec3, 0xfd41, 0xfe24, 0xfdf1, - 0xfc00, 0x0194, 0x010e, 0xfdcd, 0x0162, 0x019b, 0xfb06, 0xfea6, 0xfbef, 0x02a4, 0xfff5, 0x049b, 0xfcd8, 0x02ca, 0xfdc3, 0xfd98, - 0xfcf0, 0x01d2, 0x0570, 0xfffc, 0xfc41, 0x0411, 0xf899, 0x02eb, 0x017f, 0x00fd, 0x031d, 0x0171, 0x0152, 0xfff9, 0xfeee, 0x02cc, - 0x0058, 0xfdde, 0x0068, 0xfdef, 0xfe73, 0x045c, 0x0016, 0x0033, 0xfd4e, 0x00e7, 0x003c, 0xffe3, 0xfb73, 0x00aa, 0x0079, 0xff6b, - 0x01c6, 0xffcf, 0x00c8, 0x0053, 0x0056, 0xfe19, 0x0372, 0x053b, 0xfea7, 0x02bf, 0xff46, 0xffa7, 0xfe41, 0x0260, 0x04b8, 0xfd7e, - 0xff0b, 0x03a8, 0x0038, 0x0511, 0x029f, 0x0519, 0x0080, 0x0247, 0xfca6, 0x010d, 0xfffd, 0x01b6, 0x00e8, 0xfb8d, 0x0188, 0xfe55, - 0x00b4, 0x03b3, 0x04b4, 0x01f5, 0xfe43, 0x022c, 0xffbf, 0xfe78, 0xfc14, 0x0333, 0xfb5e, 0x0374, 0xff30, 0xfb93, 0x0091, 0x001e, - 0xfd25, 0xfed2, 0xfa65, 0xfa40, 0xffec, 0x036b, 0x020e, 0x0099, 0xfad0, 0xffbe, 0xfb02, 0x09c7, 0x04d2, 0xff53, 0xfc27, 0x0059, - 0xf896, 0x0535, 0xff84, 0xf991, 0x01db, 0xfea9, 0x0198, 0x0522, 0xff18, 0x03b7, 0x01cb, 0x0520, 0xfe06, 0xffe6, 0x0366, 0xfd3f, - 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0xfcf9, 0x02a2, 0x062a, 0x0030, 0xfeb9, 0x02b8, 0x00ad, 0x00f8, 0xff36, 0x0410, 0xfc30, 0x01ad, 0xff48, 0xff2b, 0x0404, 0x017e, - 0xff8e, 0xffa4, 0x021a, 0xfcfe, 0xfed6, 0xfdf0, 0xfccb, 0xfce3, 0xfcea, 0xfe29, 0xfd12, 0x02a4, 0x0469, 0x01c7, 0xff6b, 0xfc32, - 0x041f, 0x0010, 0xfcd5, 0xfb65, 0xff64, 0x0025, 0x039a, 0xffaa, 0x001b, 0xfd3b, 0xf880, 0x04b0, 0x028f, 0x0150, 0x0652, 0x0220, - 0xfae1, 0x0137, 0xfe62, 0xff4c, 0xfe16, 0x0075, 0x01b7, 0xff92, 0x0066, 0xfdac, 0xfd2d, 0xfe24, 0xfd0d, 0x0224, 0xff77, 0xfdce, - 0x01fc, 0xfe4c, 0x0164, 0xfd47, 0xfcf3, 0x038d, 0xff04, 0xfe09, 0x0086, 0x0156, 0xfbd3, 0x0248, 0xfc07, 0xfe30, 0xfcd5, 0x0277, - 0xff54, 0x0048, 0xfe9f, 0xfcca, 0x0568, 0xfede, 0x0031, 0x0097, 0xf9f9, 0x000a, 0x01a7, 0x0326, 0xfff2, 0xfe55, 0xfe81, 0x0275, - 0xfe41, 0x02cb, 0x0070, 0xfd5a, 0xfec9, 0x0175, 0x00bd, 0xffce, 0x01a3, 0xfeb1, 0x02b0, 0x0172, 0x027c, 0xffd2, 0xfa8d, 0x0115, - 0xff1d, 0x0465, 0xf921, 0xfd3b, 0xfee4, 0x03ec, 0x0061, 0x050d, 0xffb6, 0xfc8b, 0xffc4, 0x0036, 0xfef1, 0x0013, 0xfe66, 0xff53, - 0xffb7, 0xfc89, 0x025a, 0xff4e, 0x0152, 0xfdf2, 0x0179, 0x0100, 0x0139, 0xfc07, 0xfef6, 0xfdd2, 0x0314, 0x0692, 0x052c, 0x00c1, - 0xf98f, 0x01aa, 0x0350, 0x0264, 0x00d8, 0xfdc3, 0xfc91, 0x0864, 0x02b4, 0xfe0c, 0x00ba, 0x009e, 0xfb33, 0x0139, 0x0531, 0x026f, - 0xfe63, 0x016d, 0x00d3, 0xf9e3, 0xffb1, 0xfe59, 0x0361, 0x02e8, 0xff60, 0xfe51, 0xffa0, 0x00e0, 0x01f8, 0x00af, 0x03fe, 0x0475, - 0x005f, 0xfc79, 0xfe6f, 0xfd46, 0xfb7b, 0x000b, 0xff53, 0x0070, 0x0346, 0x050e, 0xffac, 0x0453, 0xfd25, 0xfc8f, 0xfb08, 0x01ad, - 0x04ff, 0xfbb3, 0xfcde, 0x00a0, 0x002d, 0xff75, 0x0107, 0xffbf, 0x033f, 0xfe8f, 0x01f1, 0x0902, 0x042b, 0x00fa, 0x005c, 0xfe3a, - 0xf82d, 0xfdf2, 0xfdcf, 0x0142, 0xfb88, 0xfe02, 0x00ee, 0xff26, 0x0254, 0x0185, 0x0509, 0xfc68, 0xfe47, 0x0297, 0x02e4, 0x018c, - 0xfcb5, 0x035b, 0x00ce, 0x00b2, 0x00d9, 0xfe87, 0xfd77, 0xff42, 0xffaf, 0x01c2, 0x027e, 0x0329, 0x0094, 0xfe4c, 0x018f, 0x011b, - 0xfffd, 0x00f2, 0x0141, 0x0223, 0xfea6, 0xfcef, 0xfbac, 0xfbd3, 0x02b1, 0x000c, 0xfdc9, 0xfea4, 0x0255, 0x048c, 0xfd94, 0xfd9b, - 0x02fe, 0x0017, 0x00a1, 0x0016, 0x0419, 0xff09, 0xfd7a, 0x025f, 0xfe88, 0x009b, 0xfee3, 0xfe4c, 0x0220, 0x019b, 0xff39, 0x02a4, - 0x03e7, 0xfd01, 0x0556, 0x0390, 0x022e, 0xfff2, 0x00b5, 0x00e5, 0xfcf1, 0xfe6e, 0xfe78, 0xfd03, 0x019d, 0x0221, 0x03ee, 0x00cd, - 0xfcef, 0x00de, 0x0056, 0x00f2, 0xfaa7, 0xfdee, 0x0223, 0x0583, 0xfbbd, 0xff53, 0x0270, 0x0228, 0x048f, 0xfe63, 0xfcf8, 0xffc5, - 0xfba3, 0xff85, 0x0479, 0xffc0, 0x00a8, 0x01b2, 0xfefb, 0x01a9, 0xf7b2, 0x033c, 0x01f6, 0xffcf, 0x032f, 0xfe78, 0xfa71, 0x0012, - 0x02c1, 0xfcc6, 0xfca2, 0xfbc1, 0xfe51, 0xfe2f, 0xfb90, 0x0271, 0xfcae, 0x000c, 0x02a4, 0x01da, 0xfc99, 0xfdd4, 0xfd16, 0x0168, - 0x0637, 0xfce4, 0x020e, 0xff5e, 0x01e2, 0xff08, 0xfcba, 0x0032, 0xffe7, 0x0016, 0x05ff, 0xfd08, 0x018a, 0x017d, 0xf818, 0xfd4a, - 0xfbbb, 0xfe93, 0x0257, 0x0014, 0xfb6f, 0x0193, 0x025f, 0xfcd9, 0x00c3, 0xfc1e, 0xfff7, 0x01a9, 0xfd68, 0x02b6, 0x0396, 0xff9e, - 0xf963, 0x01c5, 0xfd38, 0xff28, 0x00dd, 0x0047, 0xfd8a, 0xfbe6, 0xfdc4, 0x023d, 0x0113, 0x0247, 0x0279, 0xfd7b, 0xfd72, 0x00f7, - 0xfa75, 0xf920, 0xfe52, 0x04a8, 0xfdde, 0xfcf6, 0x0274, 0xfe23, 0x02c7, 0x0169, 0xfb94, 0xfb42, 0x01de, 0xff41, 0x00ed, 0x033b, - 0x02aa, 0xfd75, 0x0242, 0xff03, 0x01b5, 0xfff3, 0xfe8d, 0xfc2e, 0x0319, 0x002d, 0xffbc, 0xff99, 0xfe51, 0xfc53, 0x0014, 0x02dc, - 0x007d, 0x00f9, 0x029f, 0xfa26, 0x0444, 0x0165, 0x027d, 0xfe8f, 0x043c, 0xfc6f, 0xfe9d, 0xffad, 0xfb93, 0xfb53, 0x017c, 0x0235, - 0xfe16, 0x008f, 0xfa07, 0x045c, 0xfb6e, 0x0432, 0x0420, 0x02f4, 0x0185, 0x036a, 0xffdd, 0x05be, 0xfb2f, 0xfdfe, 0x0029, 0x0385, - 0xfec9, 0x028b, 0x0075, 0x0036, 0x0160, 0xfd31, 0xfb34, 0x020b, 0x041a, 0x00db, 0xff48, 0xffc0, 0xfd3e, 0xfe65, 0xfeff, 0xfdc9, - 0x010f, 0x092c, 0xff02, 0x0042, 0xff1c, 0x0406, 0xfc45, 0x009f, 0x026d, 0xf9cb, 0xfa7a, 0xfcc8, 0x000f, 0x02e3, 0xf9d5, 0xfee4, - 0x043d, 0x05d2, 0xfda9, 0xfd5d, 0x00dc, 0x016d, 0xfc3d, 0x011f, 0x05a3, 0x0449, 0x0000, 0x0127, 0xffa3, 0x01b1, 0xfc45, 0xfc95, - 0x062f, 0x033b, 0x00c4, 0xfc04, 0xf862, 0xfcda, 0x02c8, 0x0488, 0xfddf, 0xfab2, 0x02ec, 0x0055, 0x03f5, 0xfdb4, 0xfe75, 0x00f2, - 0x0383, 0xfc5d, 0x0043, 0xfdc9, 0x00fa, 0xfc7e, 0xfb38, 0x0158, 0x0179, 0x01ec, 0x03d9, 0xfa20, 0xfdbf, 0x00e4, 0xff5d, 0x023d, - 0xfc35, 0x03b0, 0x0081, 0xfc01, 0x00ae, 0xfb07, 0x0179, 0xfd06, 0xfdac, 0x0047, 0x0015, 0xfbcf, 0x0107, 0xfbe1, 0x01df, 0xfff2, - 0xfe97, 0xfe00, 0x02bd, 0x00f8, 0xfffa, 0xff03, 0x01f4, 0xfc53, 0xfc06, 0xff1a, 0xfbe1, 0xfd5b, 0x0719, 0x047e, 0x048b, 0xfefc, - 0xff28, 0xfdce, 0xfd96, 0xfff2, 0xfe24, 0x0085, 0x031d, 0xfca8, 0xfeb1, 0x0113, 0xfb31, 0x0119, 0xfcbd, 0xfc95, 0x0146, 0xfe2b, - 0xffd7, 0xfb87, 0xff4d, 0xfe4e, 0xfc71, 0xfe1f, 0x00e2, 0x0361, 0xfad7, 0xfdfd, 0xff7c, 0xfc87, 0xfcfc, 0xfffd, 0xfe64, 0x0056, - 0x00c6, 0xfec1, 0x05f8, 0x0088, 0x0168, 0x0064, 0x0090, 0xfef4, 0xfbe0, 0xfd82, 0x0177, 0xfdb5, 0x0423, 0xf956, 0x04d1, 0x0059, - 0x0100, 0x0096, 0x032f, 0x004b, 0xff76, 0x0361, 0xfde4, 0xffe1, 0xff1d, 0xfa83, 0x0418, 0xfefa, 0x0398, 0xfe39, 0x00dc, 0x0095, - 0x001a, 0x05f8, 0xff20, 0xff91, 0x03a4, 0x0484, 0xfe14, 0xfdba, 0x0016, 0x0421, 0x02b0, 0xfcbf, 0xfdb6, 0x0229, 0xfe10, 0xfd49, - 0x003f, 0x0020, 0xfb66, 0x02c4, 0x0839, 0x001c, 0xfbaa, 0xfdf9, 0xfe03, 0xfbe5, 0x054a, 0xfdc1, 0xfe3c, 0x0001, 0xff74, 0x025f, - 0xff4c, 0xfe41, 0x029a, 0x003a, 0x03ce, 0xf9c6, 0x010b, 0x01f7, 0x00bc, 0x03eb, 0x0462, 0x03ff, 0xffe6, 0xf99c, 0xfca0, 0xffcd, - 0xffad, 0x042c, 0x00cc, 0x0340, 0xf938, 0x01bf, 0x0127, 0xfd98, 0xfe0d, 0x005c, 0x002d, 0xfbc9, 0x030b, 0x0223, 0x004b, 0x019d, - 0xfd32, 0x017c, 0x00db, 0xfd9d, 0x00f6, 0xfe3a, 0x02b9, 0xfe94, 0x02a5, 0xfe6f, 0xffe5, 0xfe90, 0x0164, 0xfecb, 0x0591, 0xfc4e, - 0xfeae, 0x007e, 0xfb89, 0xfe27, 0xffe0, 0xfe11, 0xfb3b, 0xff55, 0xfe04, 0x0134, 0x0626, 0xfa2a, 0xfd61, 0xfd9e, 0xfced, 0x00bc, - 0x00ba, 0x00d1, 0x0342, 0xfd58, 0xfd9a, 0xfe8f, 0xfea1, 0x00f1, 0x05f2, 0x0230, 0xfe9b, 0xfbc6, 0xfdb5, 0x0500, 0xfff5, 0xff43, - 0xfd5d, 0x02e0, 0x014f, 0x009e, 0xfefb, 0x001b, 0xff4a, 0x01c8, 0x01e4, 0x03cf, 0xff66, 0xf8e3, 0x0112, 0x00e1, 0x0078, 0xfe38, - 0xfee8, 0x0066, 0xffff, 0xfe0b, 0xfc3f, 0xfffc, 0xfe0a, 0xffe0, 0xfac1, 0xfa5c, 0xfe56, 0x032d, 0xff9d, 0xfc95, 0xffcf, 0x0290, - 0xfba3, 0xfe1b, 0xffa9, 0x0274, 0xff03, 0xfbf9, 0xfd10, 0xfe77, 0xfeb9, 0xfec2, 0xfcee, 0x012e, 0x01cc, 0xff44, 0x01bb, 0x009c, - 0x009e, 0xfd55, 0x0384, 0x03b0, 0x026d, 0x00d9, 0xfec6, 0xfb1d, 0xfdc0, 0x0159, 0x0280, 0x00e4, 0x068a, 0xfe8a, 0x044e, 0xfdc9, - 0x0033, 0x0037, 0x0267, 0xfecd, 0x0024, 0x012f, 0x01cb, 0x0230, 0xfb69, 0xf8c4, 0x0120, 0xfe8a, 0xfed4, 0xfd3d, 0x0272, 0xff47, - 0x01c4, 0x026a, 0x0126, 0xfb5a, 0x0082, 0x01c5, 0x01d7, 0xfff2, 0x005d, 0x01d4, 0xfff0, 0x03c6, 0x0039, 0x0077, 0xfde9, 0x01a2, - 0x00fd, 0x0190, 0x028a, 0xff2d, 0xfe80, 0xfbee, 0x0057, 0xfdc3, 0xff9d, 0xfd13, 0x014a, 0x0279, 0x0068, 0xfed0, 0x00a6, 0xfdf2, - 0xfe4d, 0xfb19, 0xfe16, 0x0285, 0x058e, 0x008f, 0x001d, 0x0173, 0xfe0c, 0xfe60, 0x0301, 0x052a, 0x0339, 0x0355, -}; - - -uint16_t q15_conv_result_10[15*27*27] = { - 0x009b, 0xf889, 0x03f6, 0x0b61, 0xfb9a, 0xfd08, 0xffa2, 0xf409, 0xff67, 0x0263, 0x0612, 0x0c6e, 0x0027, 0xf189, 0x0438, 0x0235, - 0x04a9, 0x080a, 0xfd59, 0xfca4, 0x03b6, 0x026a, 0x0f33, 0xf7dd, 0xff7b, 0xfc4e, 0x086c, 0x0327, 0x037d, 0x0384, 0x042a, 0xf8c4, - 0x0393, 0xf78d, 0x00cc, 0xf9e7, 0x0158, 0x0abc, 0xf8c7, 0x04df, 0x08d9, 0x0564, 0x0934, 0x0b49, 0x0996, 0x03b2, 0x04be, 0xfef8, - 0xfbbd, 0x0867, 0x070b, 0x0612, 0xf8a8, 0xfdf9, 0xfcc5, 0xf760, 0x063e, 0xfe40, 0xfc7a, 0xf40e, 0xfcbb, 0xfeed, 0x0882, 0xf982, - 0x005e, 0x0843, 0xf92f, 0x0669, 0xfa68, 0xf97a, 0x0271, 0x02df, 0x00b6, 0xf872, 0xfd2f, 0xfe27, 0xfefc, 0xfdc9, 0x034c, 0x05f8, - 0xfff1, 0xfe0c, 0x0585, 0xf953, 0x013c, 0x0ad4, 0xfbde, 0xfa97, 0x0b4e, 0x0bff, 0xfc89, 0x05ca, 0xfb7f, 0x00e3, 0x039d, 0xfc02, - 0x011f, 0x0028, 0x0c6b, 0x082f, 0x022f, 0xfc16, 0x113e, 0xfc60, 0x051a, 0xfebd, 0x0770, 0xfe18, 0x01b4, 0xfce4, 0xfcd0, 0x01d9, - 0xf622, 0x00c6, 0xfc76, 0xfd2c, 0xfc38, 0xfca0, 0x0b76, 0x0074, 0x0871, 0x01c6, 0xfe29, 0x0396, 0x02c3, 0xf9b0, 0x044f, 0x0641, - 0x000c, 0xf524, 0x05e3, 0xfe15, 0x0013, 0xf6fe, 0x0702, 0x0630, 0x0234, 0xf122, 0x0215, 0xfaff, 0x07ab, 0xfd11, 0xfc9d, 0x017d, - 0xfedf, 0xfd0a, 0xfbc4, 0xfe3a, 0x033c, 0xfe7e, 0xfa76, 0xff03, 0xfb06, 0xffad, 0xf89e, 0xfdd3, 0x06ed, 0xf553, 0x074c, 0x044a, - 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0x0210, 0x0036, 0x0251, 0x06ac, 0xfd59, 0x0430, 0x00ea, 0xf67c, 0x04ec, 0xf846, 0xfa7d, 0xfe11, 0x024e, 0xfb50, 0x0398, 0xf803, - 0x0222, 0x0986, 0xf7e4, 0xfb40, 0x01aa, 0x0271, 0x048e, 0x0551, 0x0567, 0x0297, 0xf803, 0x0b79, 0xf77f, 0x12f8, 0x04d0, 0xfabd, - 0x0933, 0x0391, 0xf9a5, 0x074c, 0x0c29, 0xfa4c, 0xff39, 0x048b, 0x02f3, 0x0098, 0xfd30, 0x0508, 0xff1c, 0x07d8, 0x0272, 0x0677, - 0xffb5, 0xf94a, 0x0211, 0xfe80, 0x0167, 0xf857, 0x02b7, 0x05e1, 0x00d6, 0x0449, 0xfdbe, 0x051f, 0xfc4f, 0xfe44, 0x05bf, 0x0723, - 0xfa28, 0xfba2, 0x0286, 0x00c3, 0x05d6, 0xfcbc, 0xf9e1, 0xfe43, 0xfd75, 0xfc91, 0x0592, 0x011a, 0xfd71, 0x07ca, 0x02f1, 0xfcd4, - 0xff31, 0x052c, 0xfb52, 0xfeaa, 0x0467, 0x0251, 0x02a5, 0xfa24, 0x041f, 0xf859, 0xf9a1, 0x0329, 0xfd89, 0x0660, 0xfea1, 0x0454, - 0x0688, 0x044b, 0xf9a1, 0x048e, 0x039b, 0xfc27, 0xf6cd, 0xfd32, 0x006c, 0xfc75, 0xfea6, 0x0517, 0xfaf1, 0xfe4b, 0xfbb6, 0x078d, - 0x0340, 0x08f1, 0xfa85, 0xfb8a, 0x0076, 0x04a5, 0xffca, 0x0617, 0xff7e, 0xfcc2, 0xfb45, 0x00d9, 0xfea0, 0xff7c, 0x08a6, 0x003b, - 0xf9ae, 0x0930, 0x0765, 0xfbff, 0x0663, 0xfab6, 0xfc67, 0x007d, 0x00b2, 0x0e22, 0xfc40, 0x004e, 0x0177, 0x0633, 0xfd38, 0xfd09, - 0xf71e, 0xf834, 0x0464, 0x0617, 0xfbbc, 0x0683, 0xff33, 0xf232, 0xfb2c, 0xfb9c, 0xfdb4, 0x02f9, 0xfde5, 0x0420, 0xf6c9, 0x07ce, - 0x0556, 0xffa8, 0xf9e7, 0x0412, 0x0318, 0xf619, 0x06b9, 0x0496, 0x07ba, 0x0737, 0x00ad, 0xff7a, 0xf8ff, 0x0f71, 0xffcc, 0x0716, - 0xf954, 0xfb5e, 0x02c2, 0x0b55, 0x04f1, 0xf5c1, 0xf9b2, 0xf92d, 0xf4dd, 0x0565, 0xf950, 0x0465, 0x014b, 0xfe3a, 0xf892, 0xf656, - 0xfacc, 0x02ef, 0xfb45, 0xfd8e, 0xf9f2, 0x00e5, 0x004a, 0xf6b3, 0x07cc, 0x0096, 0xf6e2, 0xfdd3, 0x08d2, 0xfb69, 0x08ac, 0xff15, - 0xfe5b, 0xfcd1, 0xf54e, 0xfad1, 0xf7fa, 0xffb3, 0xf5e3, 0xfeb2, 0x08fa, 0xfac2, 0xfe38, 0xfbcf, 0x04aa, 0xf68a, 0xfca3, 0x13a1, - 0xfdfe, 0xf7cb, 0x0219, 0xf9ee, 0x011a, 0xff46, 0xfa74, 0xef8c, 0x010d, 0x0748, 0x150e, 0xffb1, 0x0e06, 0x0a04, 0x00f1, 0xf9bb, - 0xf8d8, 0x0399, 0x024b, 0xfd89, 0xf595, 0xfa9e, 0xfac0, 0xfe3e, 0xff4c, 0xfe51, 0xffd0, 0xf6bf, 0x0084, 0x0306, 0xfbff, 0xffda, - 0x03c6, 0xf987, 0x010d, 0x0367, 0x03e4, 0x0084, 0xfd6f, 0x0cd7, 0xf828, 0xff15, 0xf7ee, 0x0f85, 0xf3b8, 0xfed3, 0x0385, 0xfdb1, - 0x0005, 0xffe7, 0xfc00, 0xfaa6, 0xfcb6, 0xfda6, 0x075b, -}; - - -uint16_t q15_conv_result_11[15*31*31] = { - 0xffcc, 0xfc0d, 0x02c9, 0x02f7, 0x0374, 0xfe02, 0xffdd, 0x004d, 0xfdbd, 0xfcf4, 0xfe95, 0x045d, 0xfc64, 0x0008, 0x02fb, 0xfdec, - 0x01eb, 0xf23c, 0x012c, 0xfc97, 0x000a, 0x0372, 0xfa3d, 0xff3f, 0xff79, 0xfe76, 0xfd7e, 0xfb15, 0xfd82, 0x024d, 0x0692, 0xfbaa, - 0x02ad, 0x03d2, 0xf605, 0x0519, 0xfd2e, 0xfdef, 0xf98c, 0xfb62, 0x0245, 0xff97, 0x036e, 0x020d, 0xf678, 0x02ce, 0xf844, 0xfc2c, - 0xfd92, 0x0028, 0xf9f4, 0x0bf4, 0x056c, 0xfc07, 0xfb92, 0x0223, 0x0350, 0x07d0, 0x0381, 0x0a3d, 0xfd79, 0xfacc, 0xfc5a, 0xfa0e, - 0xfcc6, 0x014e, 0x0024, 0xfd15, 0xfd42, 0x02b1, 0x05f5, 0x0a05, 0x0268, 0xff8a, 0x0231, 0x0967, 0x007a, 0xff07, 0xffb0, 0xf9fa, - 0x011a, 0x0232, 0x0033, 0xff6e, 0x0820, 0xfde8, 0xfc17, 0x0644, 0x0130, 0xf96d, 0xfc02, 0xfd59, 0xfee2, 0xff01, 0xff72, 0xfc5e, - 0x024c, 0xfc37, 0xfee7, 0xfe82, 0x0138, 0xfb4b, 0x004f, 0xfd45, 0xfcd7, 0xf9a2, 0xfacc, 0xfac0, 0xfe7f, 0x0375, 0x0126, 0x006e, - 0xf1be, 0xfc85, 0x0937, 0x096b, 0xfe65, 0xff02, 0x016c, 0x007d, 0xfa40, 0xff78, 0x0acb, 0xfdfb, 0x03ec, 0xfc0e, 0x05f5, 0x0438, - 0x0361, 0x05e3, 0xfd31, 0x00ab, 0xfeb7, 0xf3fa, 0x0504, 0x0279, 0x01ae, 0x07f6, 0xfcf2, 0x0383, 0xff5a, 0xfbe2, 0x0163, 0x0086, - 0x01ba, 0xfa04, 0x02f9, 0x025b, 0xfb10, 0xfebc, 0x048a, 0xffb1, 0x02ff, 0xfd3b, 0x0282, 0xff20, 0xfe4b, 0x0524, 0xff1f, 0x01ab, - 0xfb4a, 0xfda2, 0x02d3, 0xfc3a, 0xff06, 0x0039, 0xfa11, 0x0710, 0x02e1, 0xfc2c, 0x0139, 0x08f9, 0xfe3a, 0xf800, 0xf8b9, 0x02a0, - 0xfcc7, 0xfcff, 0xff23, 0x10a6, 0x01dc, 0x0237, 0xfedd, 0x003a, 0xfe4b, 0xfd22, 0x047c, 0xfaba, 0xfb09, 0x023f, 0xfca1, 0xfa56, - 0x065c, 0xff79, 0xfc30, 0xffe1, 0x05f7, 0x0059, 0x05f1, 0xf1c1, 0xfec5, 0xfe7a, 0x0250, 0x00a8, 0x0143, 0x0c41, 0xf90a, 0x0312, - 0x01a9, 0xfbea, 0xff7e, 0xfb54, 0xfccb, 0xfd32, 0xf5c4, 0xf87c, 0x0287, 0x03e1, 0xfcf6, 0x0146, 0xfbaf, 0xfefe, 0x041a, 0xfdbb, - 0x0164, 0x055b, 0xfe26, 0xf745, 0xff16, 0xfc46, 0x0297, 0x00f0, 0xfb3a, 0xfdbc, 0x06b6, 0xf957, 0x01df, 0x00f5, 0xff36, 0x0343, - 0xfbf6, 0x03a2, 0xfc2a, 0x014c, 0xfe37, 0x07bd, 0x06eb, 0x0642, 0x004c, 0xfef0, 0x0104, 0x00e3, 0x0353, 0xfa82, 0x04ea, 0x0169, - 0xf828, 0x06b8, 0x021b, 0xfcc9, 0xfd8a, 0x046c, 0xff80, 0xffe6, 0xffb7, 0xfa9c, 0x02ec, 0xfd1e, 0xf81b, 0xfdbd, 0xffb3, 0x04fb, - 0xffd4, 0x007e, 0xfdf5, 0x01c5, 0xfe09, 0xfd96, 0x04b7, 0x0735, 0x077f, 0xfd57, 0x00d3, 0xfacd, 0x0b9c, 0x024d, 0x0556, 0xfa23, - 0xfd0a, 0xfffc, 0xf907, 0x07b7, 0x04a8, 0xf100, 0xfa3c, 0xfc47, 0x0609, 0xf786, 0x0498, 0xfde0, 0x018d, 0xf766, 0x03c3, 0xfebf, - 0xffea, 0x03c4, 0x0598, 0x02c7, 0x05bc, 0xfc2a, 0xf85c, 0xff3b, 0x0604, 0xfd5c, 0x0012, 0xf429, 0x0918, 0xfc2c, 0xfe7c, 0x011a, - 0x04ea, 0xfc18, 0xf8bd, 0xfd97, 0x0391, 0xfc9a, 0x0b44, 0xf8e8, 0x0727, 0x01ca, 0x0007, 0x0259, 0xf800, 0xfbd9, 0xfbf1, 0xffae, - 0xf10d, 0x0734, 0x02aa, 0x029a, 0x0007, 0x0089, 0x08b2, 0xf9b7, 0xfe57, 0xf6d3, 0xfd30, 0x0bec, 0xff08, 0xfd44, 0xfad2, 0x0c1f, - 0x01e4, 0xff2c, 0xfc86, 0xfb58, 0x01c5, 0xfed0, 0x0532, 0x01b6, 0xf632, 0x02c6, 0xfe11, 0x0745, 0x0778, 0x0515, 0xfb89, 0x045b, - 0x04bf, 0x0672, 0xfe18, 0xfb49, 0xfd9b, 0x0206, 0x0200, 0x00b2, 0x06be, 0xfbdf, 0xfe68, 0x0366, 0xffb1, 0xfdf4, 0xff5f, 0xfe5a, - 0xfaeb, 0xf878, 0x07ee, 0xfe1a, 0xfaaa, 0xfe5c, 0xfbf5, 0x07c9, 0xfd00, 0xfee8, 0x0186, 0xfdb9, 0xfd66, 0x06a5, 0x0263, 0x0030, - 0x054e, 0x02ca, 0x003a, 0x0692, 0x09ea, 0x070c, 0xfbfe, 0x0390, 0x0592, 0xfba4, 0x02aa, 0x051e, 0x0364, 0xfcf5, 0x01c9, 0xfaf5, - 0x061e, 0x0476, 0xfd9c, 0xf67e, 0xfdc7, 0xff18, 0xfeb4, 0xfdef, 0x0566, 0xff10, 0xf8a5, 0x0621, 0xfca2, 0x0a47, 0x01af, 0x0016, - 0x08d8, 0xfab2, 0xfad0, 0xfdbe, 0x095b, 0xfa27, 0xfaaa, 0x0487, 0xff60, 0x01b4, 0xf882, 0x00ab, 0x0261, 0xffa4, 0x0516, 0x05ca, - 0x0086, 0xfb7b, 0x0197, 0x0694, 0xfc65, 0x037c, 0x03ee, 0xf93d, 0xff98, 0x0a8d, 0xfd6c, 0x0420, 0x0143, 0x04b8, 0xfc50, 0x025d, - 0xff82, 0xf87f, 0x09e2, 0x0009, 0xfbd9, 0xfe3b, 0x09aa, 0xfb4a, 0x0520, 0x01b0, 0xff7a, 0xf8f3, 0xfa46, 0x0016, 0x0014, 0x02ec, - 0x0139, 0xf9a7, 0x008a, 0x06a0, 0xff3d, 0x02fb, 0x06e0, 0xfb95, 0x03d1, 0x024a, 0xf4b1, 0x04d4, 0xfd88, 0xfd30, 0xfebd, 0xfe06, - 0xfc83, 0x060d, 0x09f3, 0x02a8, 0x0041, 0xfce9, 0xfbd2, 0x0250, 0x00b8, 0xfd28, 0xfd17, 0xfbce, 0x07a1, 0x07d4, 0xfcfe, 0x017b, - 0x01f4, 0x0471, 0xfc4d, 0x02b9, 0x0aaf, 0x06cf, 0xf9ed, 0x08dc, 0xfb3d, 0xf92e, 0x0452, 0x031a, 0x054e, 0x0380, 0x01c4, 0xff88, - 0xffc8, 0xf687, 0xf829, 0x037a, 0x0477, 0x02d8, 0x0097, 0xfde8, 0x03ac, 0xff06, 0xff42, 0x0ad4, 0xffb1, 0x09be, 0xf6df, 0x1088, - 0xfbf6, 0xfe33, 0xf77e, 0xfe65, 0x07e3, 0x0849, 0x07ca, 0xfe75, 0x013b, 0x04d3, 0xf8dd, 0x0394, 0x0109, 0x045c, 0xf62d, 0x01ef, - 0xfe52, 0x0858, 0x03ab, 0xfca2, 0xfe2f, 0x026f, 0xfa58, 0x0070, 0xfc8d, 0xf81a, 0xf7c6, 0x08ec, 0x0105, 0xfbb8, 0x0611, 0x0b93, - 0x0b5a, 0x052a, 0xf959, 0x0b64, 0x0b47, 0xff53, 0xfc3b, 0xfe78, 0xfe1a, 0x05ea, 0x09ff, 0xf8c9, 0xfdfb, 0xfea8, 0x0342, 0x036c, - 0xff22, 0xfda7, 0x025d, 0xf8d1, 0xfb8a, 0xfe0c, 0xfb42, 0x0194, 0x0785, 0xf9a2, 0x01e8, 0xf8ca, 0x0323, 0xfd12, 0x0250, 0x00c4, - 0xf20a, 0x04d3, 0xfa77, 0x01b1, 0x0b2a, 0x0014, 0x0346, 0xfa0f, 0xf75f, 0xff41, 0xf48b, 0x0e00, 0x0a1c, 0xf833, 0xf3eb, 0xf9fc, - 0x031e, 0x02a9, 0xfcae, 0x05b6, 0xfdc9, 0x042a, 0x00f2, 0xfe82, 0x00a5, 0x081a, 0x031b, 0x0506, 0xf96d, 0xff79, 0x0c11, 0xf676, - 0xfb1c, 0x089a, 0x015b, 0xfa12, 0x022f, 0xfbc3, 0xfcdc, 0x02e5, 0xfe0d, 0xf9e8, 0xf724, 0xf83f, 0xfb1d, 0x0ae1, 0x01aa, 0xfba1, - 0xf6b5, 0x057b, 0xf982, 0xfd6a, 0x041a, 0x007f, 0x0333, 0x068d, 0xffd1, 0xf93c, 0xf5e8, 0xfeb2, 0x0213, 0x0399, 0xfc79, 0xf573, - 0x04ff, 0xfb47, 0xffff, 0x03ee, 0x01ef, 0x00f0, 0xfb88, 0xf8ea, 0xfcce, 0x0543, 0x009a, 0x051e, 0xfd05, 0xfec7, 0xfc89, 0xfbe2, - 0xfe6f, 0xfdf4, 0x01ec, 0x06bc, 0xfb91, 0xfab0, 0xf8ca, 0xffd4, 0xfb88, 0x028e, 0x01a3, 0xfeca, 0xfafc, 0xfa73, 0xf957, 0xfdf3, - 0x07da, 0x028d, 0x0d5c, 0xf3ff, 0x0687, 0xf7ad, 0xfda0, 0x02f0, 0x02ba, 0xf128, 0xfd53, 0xf840, 0xf63b, 0x03df, 0xfce7, 0x0374, - 0x0c80, 0x0371, 0xf78b, 0x0975, 0x0585, 0xfb5f, 0x001b, 0x0882, 0xfc7f, 0x02ae, 0x02ad, 0xff5a, 0xfd90, 0xfdd5, 0x0143, 0xff42, - 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0xfe3f, 0x0639, 0x028c, 0xff74, 0x0d5a, 0x05fa, 0x0587, 0x051a, 0x065d, 0xfe5a, 0xf8ba, 0xff96, 0x05f9, 0x01fc, 0xfb70, 0x054b, - 0x069a, 0x0885, 0xf824, 0xfaab, 0x053a, 0x02f3, 0x04fb, 0x028c, 0x012c, 0x021a, 0xffb8, 0xfffa, 0x08ab, 0x06d2, 0xfd82, 0x0402, - 0xfc54, 0x029c, 0xfd6b, 0x029e, 0xf7c9, 0x0520, 0x05b5, 0x0ad8, 0xfe19, 0xfe81, 0xfe69, 0xf70c, 0x0797, 0xfe7a, 0x02a8, 0x02ff, - 0xf723, 0xf4cd, 0xf973, 0x013d, 0xfaff, 0x069f, 0xfdac, 0xf748, 0xff5a, 0xfe94, 0x0796, 0x030c, 0x04a9, 0xff53, 0xfb5a, 0xfa92, - 0x08c8, 0xfe5f, 0xfe0e, 0x010a, 0x03c8, 0x01b1, 0x0d0a, 0xfbd3, 0x0452, 0x0235, 0xfbb2, 0x0154, 0xfd91, 0xf7c1, 0xfc77, 0xfe0a, - 0x0306, 0xf718, 0xfbc5, 0xf9c5, 0xf8d6, 0xfe62, 0x014a, 0x09c3, 0x0447, 0x0a2a, 0xf8d5, 0xfa0a, 0x0677, 0x0628, 0x0aaf, 0xfeb3, - 0xf82f, 0xf24f, 0xfca6, 0x01ab, 0x0259, 0xfe0f, 0x03b3, 0x0109, 0xf99e, 0x0299, 0x0243, 0x0396, 0x09fa, 0xfedb, 0x017d, 0xfbbd, - 0xfd50, 0xf700, 0xf531, 0xfd18, 0xffca, 0xfaf9, 0x089e, 0x1082, 0xfd0e, 0x00c3, 0x0096, 0xfce4, 0x091b, 0xfaeb, 0x0354, 0x0041, - 0xfe0b, 0x0493, 0x00bc, 0x041d, 0x034d, 0x0a08, 0x075d, 0x027f, 0xfb8e, 0x053e, 0xf4ad, 0xfc40, 0xf676, 0x0429, 0xfa2c, 0xfddd, - 0xfbc7, 0x010f, 0xffe5, 0xfde8, 0xfecb, 0xfaaa, 0x0054, 0xf905, 0x06f8, 0x008b, 0x07d6, 0x004c, 0x0174, 0x040b, 0x017e, 0xffbd, - 0x02dd, 0x07d8, 0x07c3, 0xfc80, 0x03a1, 0x02a9, 0xfbe7, 0x01fd, 0x05f8, 0xffec, 0x016d, 0xf9d9, 0x06b9, 0xffc3, 0xfebd, 0xff89, - 0xfb0a, 0xf899, 0x038b, 0x00ee, 0xff9c, 0x023e, 0x0160, 0xfa1f, 0xfc24, 0x01cb, 0xfa6f, 0x0176, 0xfd6f, 0x0581, 0x0100, 0xfca8, - 0x014d, 0xf969, 0xfcea, 0x0655, 0x02f3, 0xff7d, 0x019d, 0x0036, 0x037f, 0xf752, 0xfc8c, 0x05b1, 0xf933, 0xfa9e, 0x0c09, 0xfed5, - 0x027f, 0xfa17, 0xfa98, 0xff8d, 0xfab8, 0x00d4, 0xfbe1, 0x013f, 0x0027, 0x00be, 0x032f, 0x0277, 0xfbbf, 0xfeac, 0x0158, 0x01ef, - 0xff3d, 0x005b, 0x04f3, 0x0282, 0x03e2, 0x008a, 0xffba, 0xf849, 0xfc9c, 0xff8f, 0x029e, 0xfcd0, 0xfc7b, 0xf906, 0xf988, 0x0152, - 0x027e, 0x0649, 0x05aa, 0x001d, 0x0344, 0x0093, 0x0424, 0x040d, 0x0168, 0xff32, 0x0681, 0xfccd, 0x0109, 0xfc50, 0xfa95, 0xfad0, - 0x0104, 0xfff4, 0x03ab, 0x0263, 0xfd04, 0x012f, 0xfae0, 0xfa30, 0xfc43, 0x0387, 0xfb43, 0x0612, 0xfd9c, 0xfcbf, 0xf5c1, 0xfcb7, - 0x0147, 0xfc35, 0xfb0f, 0x023c, 0xfb9c, 0xf97c, 0x0904, 0xf9e9, 0x0231, 0x01d8, 0x00c7, 0xfe37, 0xf9ed, 0xf92e, 0x0085, 0xfa0d, - 0x019a, 0xfe3e, 0x02e4, 0x005f, 0x011a, 0x04b7, 0xfc7e, 0x0c13, 0xfda8, 0x03d5, 0xfd99, 0x04ac, 0x0141, 0x01cc, 0xfd15, 0x0585, - 0xf6ad, 0x01d8, 0x0638, 0x055e, 0x01a9, 0xfebd, 0xfac4, 0x0970, 0x00dc, 0x0267, 0x008f, 0xffb3, 0xfdca, 0x01f0, 0x067e, 0xfce1, - 0x0006, 0x00ba, 0xfa7a, 0x03ac, 0xff0f, 0xff44, 0xfd21, 0x00c0, 0xfa62, 0xfc3e, 0x0a4a, 0x0177, 0x0023, 0x0502, 0x04f5, 0x00bc, - 0xff66, 0x0078, 0x0859, 0xf811, 0x0156, 0xfd11, 0x07a4, 0xf6ad, 0x02ec, 0xf56f, 0xfec7, 0x017a, 0xff22, 0xfca6, 0xf785, 0xf88e, - 0x0062, 0x07e7, 0x016e, 0xfc63, 0xfb72, 0x0b2d, 0x044e, 0xf727, 0x0280, 0xfaa9, 0xf70b, 0xfcf2, 0xfc24, 0x097c, 0x0079, 0x03c9, - 0x02f2, 0x04c4, 0xfa45, 0xffbc, 0x02b4, 0x0af7, 0x04f7, 0x00eb, 0x0117, 0xf9b5, 0xff0b, 0x0a8e, 0x055c, 0x0923, 0x07d1, 0x0078, - 0x02c5, 0xfbfd, 0x0060, 0x02a6, 0x031b, 0x0c7d, 0xfc78, 0xfb3e, 0xfeb7, 0xf9b1, 0xfe59, 0xfcc4, 0x053d, 0xfa0f, 0x01ef, 0xfb9c, - 0xfe45, 0xfe77, 0x022c, 0x06e8, 0x0374, 0x0304, 0xfc85, 0xfde4, 0xfee5, 0x01ff, 0x0089, 0xfc47, 0xfe63, 0x08a8, 0x06d7, 0xff5e, - 0xfd0c, 0xfbe0, 0x09fc, 0xfa88, 0x086e, 0xfedd, 0x004f, 0xfc62, 0xfb3c, 0x0426, 0x0723, 0xfc6b, 0xff12, 0xfa53, 0xfc3a, 0x072c, - 0xffea, 0xf992, 0x0481, 0x032a, 0xfc2b, 0x02a2, 0x0891, 0x0463, 0xfb47, 0xf8b7, 0x03d1, 0x00e7, 0xf83d, 0xfe73, 0xefd7, 0xfe07, - 0xfb5b, 0x0704, 0xfb48, 0xf874, 0x049c, 0x002d, 0x015b, 0xfd99, 0x0481, 0xfdbc, 0x0140, 0xfea9, 0xf1af, 0xfece, 0xf924, 0x09a4, - 0x04c2, 0xfc26, 0x00f1, 0xfe33, 0x069a, 0x063e, 0xfcd9, 0xfd7d, 0xff72, 0xfb16, 0x03c3, 0x0400, 0xfd95, 0xff05, 0xff95, 0xfe52, - 0x086b, 0x0050, 0x00f1, 0x00b3, 0x054e, 0x018b, 0x0361, 0x033c, 0x00ca, 0xfe38, 0xfe7a, 0x01b7, 0x0438, 0x02fc, 0xfcce, 0x0a8e, - 0xfec1, 0x0609, 0x0097, 0x01cd, 0xfab2, 0xfa69, 0x0a3a, 0xffbe, 0x01fc, 0x0254, 0x055c, 0x0315, 0x00ef, 0x02b7, 0x02b2, 0xfef8, - 0x037b, 0x0964, 0x0e84, 0x02fd, 0xff55, 0x0962, 0x0233, 0xfa5b, 0x0285, 0xfc3e, 0x0475, 0xff12, 0xfd7c, 0xfa6f, 0xfb85, 0x009a, - 0xfacd, 0xfc72, 0x0801, 0x0589, 0x0508, 0xfe30, 0x09e4, 0xfd86, 0x019b, 0x0088, 0x0275, 0x046a, 0x02e6, 0x0428, 0x01bd, 0x03d1, - 0x025d, 0x0274, 0x026f, 0x060e, 0xfbcd, 0xf9ee, 0xffe6, 0xfea6, 0xfd3e, 0xfd94, 0x04ec, 0xffcd, 0xfa04, 0xfe56, 0x0346, 0x04b1, - 0x021e, 0xf61e, 0x003e, 0x002d, 0xfd71, 0x0096, 0xf9b8, 0x01cd, 0x0423, 0x068f, 0xfd05, 0x0ad1, 0x01be, 0xf989, 0x02ed, 0x0767, - 0xfde6, 0x016d, 0xfa0b, 0xfd73, 0x0526, 0x00eb, 0xf9af, 0xff8e, 0x02bb, 0xf829, 0xfca1, 0x02e4, 0x0514, 0xffb8, 0xfd51, 0xfdf7, - 0xfabf, 0x0083, 0xff45, 0x0424, 0x011e, 0xf948, 0xf8cb, 0xfe45, 0xf8ec, 0x05cf, 0x0619, 0x0242, 0xfc5e, 0x0309, 0xfea7, 0x01b6, - 0x070b, 0xfec7, 0x03c4, 0xf770, 0x02ed, 0x0077, 0x0353, 0x05f3, 0x016b, 0xf96e, 0xfc58, 0x047a, 0x061a, 0x019f, 0x04ba, -}; - - -uint16_t q15_conv_result_12[15*11*11] = { - 0xffcc, 0xfc0d, 0x02c9, 0x02f7, 0x0374, 0xfe02, 0xffdd, 0x004d, 0xfdbd, 0xfcf4, 0xfe95, 0x045d, 0xfc64, 0x0008, 0x02fb, 0x02ce, - 0xf844, 0xfc2c, 0xfd92, 0x0028, 0xf9f4, 0x0bf4, 0x056c, 0xfc07, 0xfb92, 0x0223, 0x0350, 0x07d0, 0x0381, 0x0a3d, 0xfc02, 0xfd59, - 0xfee2, 0xff01, 0xff72, 0xfc5e, 0x024c, 0xfc37, 0xfee7, 0xfe82, 0x0138, 0xfb4b, 0x004f, 0xfd45, 0xfcd7, 0x0279, 0x01ae, 0x07f6, - 0xfcf2, 0x0383, 0xff5a, 0xfbe2, 0x0163, 0x0086, 0x01ba, 0xfa04, 0x02f9, 0x025b, 0xfb10, 0xfebc, 0x01dc, 0x0237, 0xfedd, 0x003a, - 0xfe4b, 0xfd22, 0x047c, 0xfaba, 0xfb09, 0x023f, 0xfca1, 0xfa56, 0x065c, 0xff79, 0xfc30, 0x055b, 0xfe26, 0xf745, 0xff16, 0xfc46, - 0x0297, 0x00f0, 0xfb3a, 0xfdbc, 0x06b6, 0xf957, 0x01df, 0x00f5, 0xff36, 0x0343, 0xffb3, 0x04fb, 0xffd4, 0x007e, 0xfdf5, 0x01c5, - 0xfe09, 0xfd96, 0x04b7, 0x0735, 0x077f, 0xfd57, 0x00d3, 0xfacd, 0x0b9c, 0xf429, 0x0918, 0xfc2c, 0xfe7c, 0x011a, 0x04ea, 0xfc18, - 0xf8bd, 0xfd97, 0x0391, 0xfc9a, 0x0b44, 0xf8e8, 0x0727, 0x01ca, 0xf632, 0x02c6, 0xfe11, 0x0745, 0x0778, 0x0515, 0xfb89, 0x045b, - 0x04bf, 0x0672, 0xfe18, 0xfb49, 0xfd9b, 0x0206, 0x0200, 0x070c, 0xfbfe, 0x0390, 0x0592, 0xfba4, 0x02aa, 0x051e, 0x0364, 0xfcf5, - 0x01c9, 0xfaf5, 0x061e, 0x0476, 0xfd9c, 0xf67e, 0x0197, 0x0694, 0xfc65, 0x037c, 0x03ee, 0xf93d, 0xff98, 0x0a8d, 0xfd6c, 0x0420, - 0x0143, 0x04b8, 0xfc50, 0x025d, 0xff82, 0x0711, 0x0235, 0xfd3f, 0xf83e, 0xff7a, 0xf8d0, 0x000a, 0x0b1f, 0x0237, 0x0464, 0xfe8c, - 0xfa8e, 0x0c26, 0xf74d, 0xfde3, 0xf2a9, 0xf200, 0x0ad3, 0x08ce, 0xff45, 0x07fb, 0x081b, 0xf68f, 0x00a0, 0xfb44, 0x03f9, 0x0700, - 0x004a, 0x08d4, 0xf612, 0xf818, 0xff2a, 0x0eff, 0x080d, 0xf5b4, 0xfe0c, 0xf9d9, 0x090d, 0x06c1, 0xf11f, 0x0280, 0xffe9, 0xf9fd, - 0xfdce, 0xf89e, 0xfc5f, 0x0a42, 0xfbe8, 0xffb0, 0x01f0, 0x0d58, 0x030c, 0xff20, 0xfcf9, 0x0920, 0x0865, 0xfe9d, 0x076d, 0x0517, - 0x0401, 0x0054, 0xf850, 0xf872, 0xfbb3, 0x08c0, 0xfa52, 0x035d, 0xf88d, 0x0105, 0xfb57, 0xf973, 0x0bef, 0x04f0, 0xfb95, 0x058f, - 0x0b5c, 0x002e, 0x01b2, 0xf46f, 0x0bb3, 0xfa11, 0xfaaa, 0x002b, 0x0579, 0x0041, 0xf7fb, 0x09f3, 0x0a03, 0x058f, 0x0530, 0x08fe, - 0x0b53, 0xff87, 0xf863, 0xf7c3, 0xf6f9, 0xf58f, 0x0107, 0xfca4, 0x0b91, 0xfbe5, 0xfe3f, 0x098d, 0xffa3, 0xfebe, 0x0281, 0x09c2, - 0x0098, 0x04c7, 0x028a, 0x0697, 0xfb42, 0x09e9, 0xfbe5, 0xf5ee, 0xf816, 0xfe7c, 0x074b, 0x069c, 0x0573, 0x0055, 0xfc9c, 0xf58d, - 0x01c9, 0x009b, 0x0c03, 0x0a09, 0x039e, 0xffc2, 0xff14, 0xfbfc, 0xfb9c, 0xffe1, 0x0c6b, 0x03b8, 0xfdda, 0xfb42, 0x03b4, 0xfb58, - 0x085c, 0xf6a3, 0x014e, 0x0c24, 0xfdab, 0x0036, 0xfe04, 0x02d9, 0x0a60, 0x01c7, 0x00e1, 0x04c4, 0x0821, 0xfe8d, 0xfff8, 0x02bd, - 0xf6c2, 0x0662, 0x0514, 0x03e7, 0x0184, 0x0503, 0xfbd0, 0xff46, 0xf77b, 0xfd98, 0x018d, 0xfc2a, 0xfc4b, 0xf96f, 0xfb22, 0xfe49, - 0xfb66, 0xf838, 0x005c, 0x032c, 0x06a4, 0x026a, 0x019c, 0x071f, 0x082c, 0xff98, 0x00d6, 0xfe7f, 0x0842, 0xfced, 0x0bbc, 0xfb63, - 0x02bc, 0xf9d9, 0xfd6f, 0xfdee, 0x090a, 0xff76, 0x00df, 0x020f, 0xfe35, 0x0c1a, 0x050a, 0x0867, 0x0209, 0xf9f6, 0xfe58, 0xfdc3, - 0xfd4d, 0xf801, 0x018a, 0xfb44, 0x0063, 0xf156, 0xf2e6, 0xff08, 0xff61, 0xfc67, 0x004b, 0xfa34, 0x0586, 0x04a6, 0xf348, 0x0165, - 0xfd97, 0x053b, 0xfe72, 0xfd7a, 0x0711, 0xf54b, 0xf972, 0x0015, 0x0024, 0x02b9, 0xfa14, 0xf66d, 0xfc54, 0x0a3e, 0xfc5d, 0x0410, - 0xff23, 0xfbbb, 0xf6e9, 0x01c3, 0x0096, 0xfe2b, 0x04f5, 0xf335, 0x01d3, 0xfecf, 0x0445, 0xfb4e, 0x04d9, 0x06d0, 0xfc01, 0xfea2, - 0x06e6, 0x0086, 0x0211, 0x053f, 0x0664, 0xfd53, 0x04b3, 0xf9d9, 0x04b7, 0xfa1e, 0x05c9, 0xf6ea, 0x0311, 0xf60a, 0x0032, 0x06ee, - 0x09a1, 0xfdeb, 0x10ed, 0xfd61, 0x0037, 0xffd7, 0xfdc1, 0xfdf2, 0xf9b3, 0x03e9, 0xfd96, 0xfc73, 0xfca9, 0x06e1, 0x0245, 0xf672, - 0xf850, 0xf415, 0x0bc4, 0xfea1, 0xfc33, 0x0dd1, 0xfde2, 0xfe46, 0x002f, 0xfcee, 0xf8af, 0xf3bf, 0x0546, 0x06f6, 0x0438, 0xfdb8, - 0x05c9, 0x01e3, 0x0696, 0xf522, 0xf2ef, 0x032d, 0x00f2, 0x0e8b, 0x042b, 0xfea6, 0x0424, 0x04e5, 0xffb3, 0x01f6, 0x03c3, 0x0ac5, - 0xfbf0, 0xfd9d, 0xff54, 0x0001, 0x004f, 0xfb18, 0xfd8d, 0xfba5, 0x0039, 0x0079, 0x0418, 0xfc8b, 0x09ae, 0x0736, 0x0086, 0x0249, - 0x01eb, 0x0845, 0x0502, 0xf8a1, 0xfa39, 0xfb48, 0xf799, 0xfff0, 0x0184, 0x0744, 0xfa28, 0x02e3, 0xfed1, 0xf45e, 0xf90c, 0x0011, - 0x038f, 0xf60d, 0x0833, 0x06b5, 0x0292, 0xf8d8, 0xf006, 0x0208, 0xfa33, 0x0041, 0xfcd4, 0xf8d1, 0x0c2d, 0xfdd0, 0x055b, 0x02bf, - 0x00f8, 0xf967, 0x012c, 0x11da, 0x00cc, 0xf55f, 0x00d1, 0x0015, 0x0925, 0xf847, 0x0516, 0xf5af, 0xf904, 0xfcec, 0xf825, 0x043b, - 0xf493, 0x0c27, 0x0578, 0x01fd, 0x083a, 0xf7c0, 0x030d, 0x05df, 0x003a, 0xfcf5, 0x0426, 0x03f3, 0xfe25, 0x0222, 0xfb69, 0xff6e, - 0xfc94, 0xfe66, 0xfd5a, 0xfa39, 0x02b4, 0x0391, 0xf3f3, 0xf87e, 0xf475, 0x04a9, 0xfb16, 0xfdb1, 0xf36e, 0x09a9, 0xfebc, 0xff3f, - 0x07ab, 0x0270, 0xfcf3, 0x000c, 0xf512, 0x045e, 0x003c, 0xfb8b, 0xfcae, 0xfae0, 0x09aa, 0xfc80, 0x073d, 0x0139, 0xfd55, 0xf8f7, - 0xf4d0, 0xfbe7, 0xff41, 0x0873, 0x06ca, 0x021a, 0x05e2, 0x0296, 0xfa45, 0xfaca, 0xf20e, 0x02f2, 0x051c, 0xf84d, 0x06c2, 0xfcd4, - 0xf4fe, 0xfa04, 0xf683, 0x07f9, 0x0915, 0xfdbb, 0xf82c, 0x0700, 0x0278, 0xfe1e, 0xfb67, 0xfd5f, 0x00e4, 0xfd58, 0x00d1, 0x04a9, - 0x0c3c, 0xff42, 0xfbe4, 0x0643, 0xf5eb, 0xffe3, 0xfbd2, 0x0cf3, 0xf720, 0xff7c, 0x0a3f, 0x0727, 0xf8f7, 0xfba3, 0xf71d, 0x017f, - 0xfcc1, 0xfbd3, 0xf182, 0x0469, 0x00ca, 0xf8d6, 0x0091, 0x049c, 0x053a, 0x0017, 0xfbc7, 0x03c1, 0x029f, 0x002a, 0x043c, 0xfda0, - 0xf546, 0xf90a, 0xff79, 0xfde6, 0x095f, 0x04f8, 0x019a, 0xfe4f, 0xf4e2, 0xff4b, 0x0170, 0x072c, 0x007a, 0xffdb, 0x0826, 0x0003, - 0x0385, 0xfd3d, 0xfcf7, 0xffd5, 0x0a6c, 0xff62, 0x0878, 0xfb82, 0x00e1, 0x0cc2, 0x0931, 0x0453, 0x06e3, 0xfbaf, 0xfd15, 0x0205, - 0x01e3, 0xfc5b, 0xf8c9, 0xf28c, 0x05c7, 0x01a9, 0x0398, 0xf955, 0x0975, 0x0a9a, 0xf2e2, 0xfe82, 0xff4c, 0x064d, 0xfa2f, 0xff51, - 0x009d, 0x0766, 0xf801, 0x013a, 0xfb17, 0xfd82, 0x022c, 0x0509, 0xfdb2, 0x0231, 0x0196, 0x04d7, 0x07ca, 0xfa26, 0x013e, 0xfec9, - 0x010a, 0x0511, 0xf976, 0x0099, 0xf74c, 0x0197, 0x0814, 0xfa7e, 0x06eb, 0xf400, 0x0091, 0x02e8, 0xf0e6, 0x06b5, 0x09b3, 0x0bb6, - 0xfac5, 0xff42, 0x03c1, 0x0251, 0x079d, 0x0342, 0x06ed, 0xfd0e, 0x05ba, 0x09f9, 0x01fa, 0xf4d8, 0x0685, 0x01af, 0x078e, 0xfefb, - 0xf959, 0xfbf1, 0x086a, 0xfde3, 0xfefa, 0x01e0, 0x036e, 0xfdd3, 0xfa8c, 0x033b, 0xfeee, 0x049e, 0xfb3f, 0xff74, 0x0158, 0x04f3, - 0xf7a8, 0x0498, 0x0cbc, 0x0054, 0xf760, 0x0a4b, 0xf7f4, 0xfbde, 0xffbb, 0xf365, 0x08c6, 0xfa90, 0xfc0f, 0x0741, 0x0632, 0xfe36, - 0xff30, 0xfb50, 0xfbc1, 0x0509, 0xf130, 0xfca6, 0x01ad, 0xfe8c, 0xff0b, 0xfb9f, 0xff3a, 0xfc1e, 0x0216, 0xf6f9, 0x0148, 0xfb40, - 0xfd54, 0x0224, 0xfb6b, 0x0105, 0x0315, 0x059b, 0xfb45, 0x0651, 0xf842, 0x04ba, 0xff41, 0x013e, 0xfc95, 0x01db, 0xfd45, 0x0a18, - 0x03a4, 0xfa2b, 0x0372, 0xfbcf, 0x02f2, 0x0893, 0xfb2a, 0xf8bf, 0x023e, 0xfc61, 0xff96, 0xff3a, 0xfb75, 0x05bc, 0x09db, 0x02b8, - 0x011d, 0x064b, 0xff46, 0xfdcb, 0xfea5, 0x05ca, 0xfdc9, 0x0743, 0x0372, 0xfcb0, 0x0626, 0x04c8, 0xf8d9, 0x0628, 0x0937, 0xf633, - 0x025a, 0x09bb, 0x03b6, 0x0c4e, 0xfbf2, 0xf7b1, 0xf9ff, 0xf875, 0x067b, 0x0149, 0x03d6, 0x033f, 0xfd1e, 0x0532, 0xf86d, 0xfbff, - 0xf3fb, 0xfb7b, 0x09dd, 0xff3c, 0x0a24, 0x0811, 0xfc31, 0x04ba, 0xf7f7, 0xf78b, 0xfdba, 0x02f4, 0xf029, 0xfd9d, 0x06a2, 0xfbd1, - 0xefde, 0x07f6, 0x0445, 0x130e, 0x0229, 0x00cb, 0xfe29, 0x097e, 0xf341, 0x02a8, 0x06ce, 0xfce7, 0xfd81, 0xfa83, 0x0321, 0x028e, - 0xfe64, 0xff07, 0xf9ba, 0xffdf, 0x0131, 0xfc01, 0x066f, 0x01dd, 0xf747, 0x01e1, 0x0447, 0xfdc3, 0x072f, 0x0a6f, 0x0418, 0xfe5b, - 0xfdc6, 0xfb6f, 0xfc7e, 0x0892, 0x000b, 0xf526, 0xf96b, 0x0614, 0x0204, 0x00a7, 0x0285, 0x00db, 0x0815, 0xf6f7, 0x0096, 0xff21, - 0xf7ba, 0x000f, 0xfcf0, 0xfb4c, 0x0339, 0x01e1, 0x0809, 0x06c5, 0x0864, 0x024c, 0x071f, 0xfc47, 0xf8a9, 0x0227, 0x004e, 0xfed7, - 0x0348, 0x09e2, 0x08f0, 0xfa68, 0xfc51, 0x0362, 0x0285, 0x04ca, 0x0549, 0x0533, 0xfd12, 0x0590, 0xfa9e, 0xfeda, 0xfcb5, 0x09c7, - 0x03e1, 0x0084, 0x0333, 0xfe36, 0xfca4, 0xfc4a, 0x09cb, 0x0278, 0xff8f, 0x02b1, 0xfcf5, 0xfa1c, 0xffdd, 0xfe81, 0xffc8, 0xfb8b, - 0xfb33, 0xfc1c, 0xfa36, 0x02d2, 0x0269, 0x05c1, 0xfad7, 0xff4d, 0x03d4, 0xff29, 0x00b7, 0xfea8, 0xfbc1, 0xfb87, 0xfc83, 0x006c, - 0x024e, 0xfc54, 0x0a84, 0xfdb8, 0x0847, 0x0003, 0x047e, 0x0216, 0xf944, 0xfea1, 0x0097, 0xfe57, 0xff2b, 0xf7df, 0x017c, 0x0327, - 0x0dfc, 0x0b39, 0x0846, 0x00c8, 0xfffe, 0x06fd, 0x0512, 0x001c, 0x055a, 0xffc4, 0x01aa, 0x0066, 0xf7e0, 0x06a5, 0xf91f, 0xfb68, - 0x0b5a, 0x02f3, 0xfbd6, 0x057e, 0x05f3, 0xfc6f, 0xfc3b, 0xfdff, 0x0b9e, 0xff7c, 0x0727, 0xf84f, 0x0495, 0x0902, 0xf35a, 0x00b0, - 0xfb05, 0xfc4e, 0xf14b, 0x0cd9, 0xfda5, 0xfff0, 0x0311, 0xfe02, 0xf906, 0x04f5, 0x055e, 0xfd93, 0xfc22, 0xfc5d, 0x00cb, 0x059c, - 0xfe06, 0x072a, 0x03bd, 0x0343, 0xfbb6, 0xf70d, 0xf6e5, 0x0263, 0xfc42, 0x0a86, 0x0040, 0xfda9, 0xfcd1, 0x09d1, 0xf9b8, 0xfb5b, - 0x0385, 0xf9dd, 0x0aaf, 0x07a8, 0x0720, 0x050f, 0x0433, 0x0118, 0x0381, 0x075f, 0x0a9f, 0xff39, 0x06a8, 0xfe82, 0xf09b, 0x02f5, - 0x0001, 0x02e4, 0x0346, 0xff0b, 0xfcaa, 0x0480, 0xf658, 0x0125, 0x039e, 0xfe9d, 0xfc52, 0x0487, 0x0200, 0xfb9b, 0x024c, 0xffc5, - 0x0003, 0xfec3, 0xfbce, 0x0758, 0xf499, 0xfdb9, 0xff5f, 0xfdc8, 0x015a, 0x0178, 0xf9b3, 0x06a0, 0xfbfd, 0xfa42, 0xf588, 0xfc99, - 0xf611, 0x06d5, 0x03e6, 0xfdf5, 0xf58a, 0x03c7, 0xfcb0, 0x02be, 0xfdf7, 0xf83e, 0xff63, 0xf89a, 0xf9c0, 0xff69, 0xf9a6, 0xf908, - 0x00ea, 0x006f, 0x03ba, 0xfee8, 0xfecd, 0xff77, 0xfb1d, 0x028b, 0x04ae, 0x00d1, 0xf9e2, 0x0331, 0x002c, 0xf8eb, 0xfda9, 0x02e0, - 0xfdfd, 0xfa29, 0xfee9, 0x068b, 0x0120, 0x0257, 0xfd2a, 0x0080, 0x0717, 0xfc37, 0x0adf, 0xfb0a, 0x094f, 0xfcc2, 0x05da, 0x0a10, - 0x0a8c, 0xfeb4, 0xff16, 0xff6d, 0xfc13, 0x0098, 0x0551, 0xffc9, 0xf538, 0x001e, 0xfb59, 0x049e, 0x0278, 0x07b6, 0x02d1, 0xf7f6, - 0xfe53, 0x047d, 0x02dd, 0xfec0, 0x03db, 0x0119, 0x0159, 0xfef8, 0x0667, 0x0110, 0xff05, 0x07f2, 0x05b4, 0xff67, 0xfae8, 0x0446, - 0xfed3, 0x0507, 0xfa9e, 0x0570, 0x06b1, 0x014b, 0xf95f, 0xf2fb, 0x0550, 0xfaab, 0xfe1c, 0xfdca, 0x0739, 0xfff0, 0x0335, 0xfcd7, - 0xfd4b, 0x0371, 0xfee4, 0xfc52, 0x0149, 0x141b, 0xfcfd, 0x04dd, 0xfef0, 0xf546, 0xf7a9, 0xf7a1, 0x04b0, 0xfd0f, 0xfa00, 0xfe59, - 0xf8cf, 0x02a4, 0xf9c8, 0x03a2, 0x0549, 0xf9df, 0x039f, 0xff17, 0x025c, 0x09f1, 0x0285, 0xfbf7, 0xfd6c, 0xf747, 0x021a, 0x011d, - 0x0625, 0x0266, 0x0bf9, 0xfa5a, 0x014a, 0x018c, 0xffc4, 0x05e1, 0xfdf6, 0x01e0, 0xfc0f, 0x0a37, 0x0794, 0xfdbe, 0xfd4d, 0x099b, - 0x049b, 0xff45, 0xfa07, 0xf792, 0x04ce, 0x0003, 0x01b2, 0x0012, 0x0349, 0x05aa, 0xfd51, 0xfd68, 0x0402, 0xfd83, 0x06bd, 0xf670, - 0xf9c3, 0x07d1, 0xff6d, 0x0015, 0x013f, 0xfc9a, 0xf98b, 0xfc04, 0xfb6b, 0xffa2, 0x0096, 0xfe4a, 0xfeea, 0xffea, 0x007d, 0x024f, - 0xfada, 0xfc87, 0x0752, 0xfa68, 0x0079, 0x043f, 0xfbd2, 0xf7ec, 0x05b8, 0xfdce, 0xff4b, 0x046a, 0x0553, 0x04ca, 0xfe0f, 0x04b1, - 0x00b7, 0x003c, 0xfcc2, 0xf8e5, 0x011b, 0xf623, 0xfe73, 0xfd25, 0x04c9, 0x0de8, 0xf9ac, 0x046a, 0x017c, 0x0113, 0x0679, 0xfadd, - 0xfb35, 0x04a3, 0x0939, 0x04c7, 0x054e, 0x03e2, 0x0258, 0xf354, 0xf4d0, 0xf984, 0xf9b5, 0xf8bd, 0x099b, 0xfd92, 0x019b, 0xfad2, - 0xfc14, 0x0659, 0x00cf, 0x044e, 0x041b, 0x06a7, 0x0253, 0x0447, 0xf8df, 0xfd44, 0x06e2, 0xf303, 0xfad2, 0xfc89, 0x0865, 0xfbc6, - 0xfbc9, 0x03e5, 0xfb93, 0xfe8e, 0x0405, 0xfbc7, 0x0737, 0x0049, 0xff9f, 0xf898, 0x0fd4, 0xfa63, 0xf9f4, 0xfe04, 0x010c, 0x046a, - 0xfdec, 0x051c, 0x0b4e, 0xfbe8, 0x085f, 0xfb5b, 0x06c9, 0xfe5f, 0x054d, 0x0140, 0xfa54, 0xf6a7, 0x0607, 0x0303, 0x00c9, 0x02ca, - 0x0305, 0xfb4f, 0x00a9, 0x06cf, 0x0514, 0xfd70, 0x0140, 0x037d, 0x06f6, 0x032c, 0xfa43, 0x0437, 0x02d0, 0xf5d2, 0xfde0, 0xffec, - 0x0020, 0xfe58, 0xf93b, 0x0893, 0xf843, 0xfdf3, 0xfed4, 0xfcd4, 0xff4f, 0xf830, 0x0aee, 0xfe78, 0xfd70, 0x09da, 0x0068, 0xff3a, - 0xf716, 0x147f, 0xfab0, 0x012a, 0xf499, 0x0032, 0x0175, 0xfaa0, 0xffb6, 0xf701, 0xfca1, 0x0868, 0xf7eb, 0xfede, 0xfe40, 0x0d1d, - 0x006c, 0xfd29, 0xfda4, 0xff94, 0x0014, 0xfb1b, 0x00c4, 0xf8d4, 0xf6ef, 0xffa3, 0x0513, 0x0992, 0xfd7a, 0x02f7, 0xfb64, 0xf35e, - 0x0260, 0x015e, 0x03b1, 0x0380, 0xfd3f, 0xfbbf, 0x0317, 0xffff, 0xfc3b, 0xfb8d, 0x0138, 0xfe1e, 0xfe1e, 0xfced, 0x0334, 0xfc9d, - 0x0c6f, 0xfed4, 0xf600, 0xfc51, 0x0ad3, 0x0118, 0x02e3, 0xfd5a, 0x04f1, 0xf9c5, 0xfe0d, 0xff29, 0xffe5, 0x0432, 0xfe8d, 0x00b6, - 0x04f4, 0x015a, 0xfcc0, 0xfa73, 0xfcd1, 0x03c7, 0xff81, 0x038e, 0x02ba, 0x05c6, 0x040a, 0x0178, 0x0529, 0xfac9, 0x000a, 0xfed3, - 0xfc56, 0xfa00, 0xf20d, 0x0e6b, 0x00b3, 0x0543, 0x0409, 0x0072, 0xfddf, 0x02f5, 0xfeb5, 0x0486, 0x0a76, 0xf6b0, 0x03c5, 0x06e4, - 0xfadc, 0xfccf, 0x053e, 0xfe29, 0x0433, 0x0576, 0x05d5, 0x0322, 0x0858, 0xfa0d, 0x0335, 0xfbda, 0x04fa, 0x03f8, 0x04fe, 0x0178, - 0xfaf1, 0x0140, 0x07fe, 0xf6c0, 0x098d, 0xfb7d, 0x08b2, 0x0999, 0x0648, 0x08f1, 0x02f6, 0xfddb, 0x00ae, 0xfc2e, 0xf747, 0x07de, - 0xfb4b, 0xff11, 0xf9eb, 0xf5e8, 0x058e, 0x0610, 0xfbe4, 0x002a, 0xfce0, 0xfad1, 0xf6a8, 0xfd68, 0xfd05, 0xfb3a, 0xfc91, 0xf952, - 0x01a5, 0x0074, 0xfd54, 0xfe2d, 0xf734, 0x0a61, 0x054f, 0xfe1b, 0x0255, 0x0130, 0xffae, 0x0981, 0x0620, 0xf8cd, 0xfc50, 0x0463, - 0x03de, 0xfa65, 0xfa0e, 0xf7a3, 0x01a6, 0x006c, 0xff06, 0x0103, 0xfcff, 0xfb21, 0x0bac, 0xf5fa, 0x051a, 0x00f0, 0x01f4, 0xf59d, - 0xfd85, 0xf801, 0x046a, 0xf245, 0xf938, 0xf888, 0x111c, 0xfadd, 0xf692, 0xff7d, 0xf1d9, 0xfe77, 0xf83a, 0x10d3, 0x0ad6, 0xfb7c, - 0xfcbf, 0xf330, 0x01f0, 0x043d, 0xf7ad, 0x0159, 0xfd8b, 0x000a, 0xfb0b, 0x00a8, 0xfd95, 0xfca8, 0x03be, 0xf783, 0x0007, 0x00a6, - 0x0bbb, 0x01d9, 0xf89e, 0xfbc2, 0xfc32, 0xfb29, 0x05e1, 0x000c, 0x0b41, 0x079a, 0xfb42, 0x009f, 0xf8ee, 0xfff3, 0x0458, 0x03df, - 0x043c, 0x020e, 0x017e, 0xffbd, 0x02dd, 0x07d8, 0x07c3, 0xfc80, 0x03a1, 0x02a9, 0xfbe7, 0x01fd, 0x05f8, 0xffec, 0x016d, 0xf9d9, - 0x06b9, 0x05b1, 0xf933, 0xfa9e, 0x0c09, 0xfed5, 0x027f, 0xfa17, 0xfa98, 0xff8d, 0xfab8, 0x00d4, 0xfbe1, 0x013f, 0x0027, 0x00be, - 0x0168, 0xff32, 0x0681, 0xfccd, 0x0109, 0xfc50, 0xfa95, 0xfad0, 0x0104, 0xfff4, 0x03ab, 0x0263, 0xfd04, 0x012f, 0xfae0, 0x04b7, - 0xfc7e, 0x0c13, 0xfda8, 0x03d5, 0xfd99, 0x04ac, 0x0141, 0x01cc, 0xfd15, 0x0585, 0xf6ad, 0x01d8, 0x0638, 0x055e, 0x0859, 0xf811, - 0x0156, 0xfd11, 0x07a4, 0xf6ad, 0x02ec, 0xf56f, 0xfec7, 0x017a, 0xff22, 0xfca6, 0xf785, 0xf88e, 0x0062, 0x0078, 0x02c5, 0xfbfd, - 0x0060, 0x02a6, 0x031b, 0x0c7d, 0xfc78, 0xfb3e, 0xfeb7, 0xf9b1, 0xfe59, 0xfcc4, 0x053d, 0xfa0f, 0xff12, 0xfa53, 0xfc3a, 0x072c, - 0xffea, 0xf992, 0x0481, 0x032a, 0xfc2b, 0x02a2, 0x0891, 0x0463, 0xfb47, 0xf8b7, 0x03d1, 0xfb16, 0x03c3, 0x0400, 0xfd95, 0xff05, - 0xff95, 0xfe52, 0x086b, 0x0050, 0x00f1, 0x00b3, 0x054e, 0x018b, 0x0361, 0x033c, 0x0233, 0xfa5b, 0x0285, 0xfc3e, 0x0475, 0xff12, - 0xfd7c, 0xfa6f, 0xfb85, 0x009a, 0xfacd, 0xfc72, 0x0801, 0x0589, 0x0508, 0x002d, 0xfd71, 0x0096, 0xf9b8, 0x01cd, 0x0423, 0x068f, - 0xfd05, 0x0ad1, 0x01be, 0xf989, 0x02ed, 0x0767, 0xfde6, 0x016d, 0x070b, 0xfec7, 0x03c4, 0xf770, 0x02ed, 0x0077, 0x0353, 0x05f3, - 0x016b, 0xf96e, 0xfc58, 0x047a, 0x061a, 0x019f, 0x04ba, -}; - - -uint16_t q15_conv_result_13[15*25*25] = { - 0x02a9, 0x01be, 0xfa13, 0x0f6c, 0x044b, 0x0420, 0xf851, 0xed02, 0xf675, 0xf808, 0xfee8, 0x021b, 0x01f9, 0xfb43, 0x02f9, 0x007f, - 0x0b41, 0xfdc9, 0x0a31, 0x0278, 0x0309, 0xfa8c, 0x077e, 0xfaae, 0x0ae0, 0x0a2f, 0xffb6, 0xfdb5, 0x0042, 0x015b, 0xf5a4, 0xf757, - 0xf417, 0xf98f, 0xf3a9, 0x06d9, 0x0699, 0xf4dc, 0x042d, 0x0280, 0xfac4, 0xecbe, 0x0a10, 0x045e, 0xf103, 0x02f4, 0x0a59, 0xfa4d, - 0xfa40, 0x0442, 0x1288, 0xf66f, 0xff99, 0x0806, 0xfbe7, 0x0071, 0x00c3, 0x0e51, 0xfc24, 0x0c31, 0xf9a1, 0x0a9b, 0x08ab, 0xfcc3, - 0x00eb, 0x029f, 0x07c9, 0xee95, 0x0b24, 0x0519, 0x0a1d, 0x0b70, 0xfb9c, 0x1271, 0xf647, 0xf40a, 0xeb9c, 0xffc2, 0xfcf3, 0xf806, - 0xf974, 0x04cf, 0x159d, 0xf7bd, 0x00b0, 0xfc70, 0xfa92, 0xf57c, 0xf49c, 0xff63, 0xfdae, 0xf8ee, 0x089d, 0xf7f4, 0xf9a7, 0x02da, - 0xff74, 0xf03b, 0x011b, 0xf1b9, 0x04e3, 0xe7ed, 0x058c, 0x044e, 0xf9be, 0xfbbf, 0xfcf1, 0xfd6d, 0x08a7, 0x11d0, 0xfbbd, 0xfb1c, - 0xf8df, 0x0607, 0xf7e1, 0xf12a, 0xfcbf, 0x0d16, 0xf7e7, 0x0b36, 0xf8c7, 0xfa8f, 0x06e4, 0xf597, 0xfd8f, 0xee6d, 0x06be, 0xf388, - 0x02b6, 0x0b03, 0xfbe5, 0x0371, 0xf9a2, 0xfb03, 0xfbf5, 0x005f, 0x0135, 0xeeb9, 0xf5e7, 0xfc40, 0x08fc, 0x06fe, 0x0488, 0x0a73, - 0x1765, 0x01e9, 0x0bdf, 0xf850, 0x084c, 0xfce2, 0xf5ec, 0x01c3, 0x0492, 0x08c3, 0x0525, 0xfe29, 0xf57e, 0xf597, 0xf103, 0x01b9, - 0x0e5f, 0x0143, 0x0adb, 0x0d0f, 0x0128, 0x02f2, 0xf66b, 0x01b0, 0x09b3, 0x0cf7, 0x048f, 0x0291, 0x00ac, 0x065e, 0xf998, 0x06ba, - 0xfac6, 0x05be, 0x0e72, 0x040b, 0x0167, 0xf937, 0x00a0, 0x005a, 0x0564, 0xfae0, 0xf535, 0x02af, 0xfa65, 0x04e0, 0x0c3e, 0xfd0d, - 0xe93b, 0x078f, 0xfc93, 0xf7b8, 0xffe9, 0xe9a6, 0x0378, 0x059c, 0x074c, 0x0021, 0xfaae, 0x0813, 0x112f, 0xf771, 0xfd4f, 0xfd1f, - 0x0318, 0xfca3, 0xece7, 0xffc3, 0x08aa, 0xfd00, 0xf134, 0xfc49, 0x0324, 0x0cb9, 0x0367, 0xfa2d, 0x0933, 0x0342, 0x00ea, 0xf714, - 0x0200, 0x0777, 0x01fb, 0x03f7, 0x0377, 0x0a85, 0x089f, 0x0676, 0xfa1c, 0x0099, 0xf98e, 0xf90a, 0xfc7c, 0x1132, 0x02b2, 0x0475, - 0xf5f4, 0xeaed, 0x077d, 0x0813, 0x0293, 0xf5fc, 0x0ce9, 0xf3a2, 0xfe28, 0xf982, 0xe4ee, 0x0914, 0xee31, 0x00db, 0x11ab, 0x1a88, - 0x07c9, 0x158a, 0xfc19, 0x039b, 0x0bd3, 0x05d9, 0x0fe3, 0x0207, 0x00a4, 0xfe71, 0x0047, 0xfef0, 0x0fed, 0xfe83, 0xfd3b, 0xf834, - 0xfcf9, 0x0429, 0x045b, 0x068b, 0x0247, 0xf8cf, 0x0282, 0x036e, 0x07f6, 0xfac0, 0xf9cb, 0xfbe4, 0xfb8d, 0xfcc7, 0x0b23, 0xfcb5, - 0x0d3e, 0xf59b, 0x0af0, 0x0121, 0xfb5c, 0xf2d6, 0x0417, 0xf5ed, 0x0577, 0xf8b7, 0x0b47, 0xef3c, 0x0542, 0x061f, 0x06dc, 0xfdc3, - 0x03a4, 0xfb04, 0x0115, 0xf99b, 0xfb80, 0xffb3, 0x0bfe, 0xf90f, 0x0254, 0x0749, 0x017f, 0x036a, 0xe6fc, 0xef0c, 0x0546, 0x0128, - 0xfad5, 0x045d, 0x02a7, 0xfbcb, 0xfb76, 0xf6ed, 0x0df2, 0xfa83, 0xfe0b, 0x08f1, 0xf901, 0xfea6, 0x0181, 0xf56f, 0xf9e9, 0xfad7, - 0x00b1, 0x0763, 0xf860, 0x0100, 0xf5ff, 0xfbb3, 0xf432, 0xf604, 0xfd1a, 0xf90f, 0x00ef, 0x0695, 0x0860, 0xfab1, 0x1501, 0x05b4, - 0xfe82, 0x0569, 0x0123, 0x0867, 0xf244, 0x035f, 0x0072, 0x02bb, 0x0469, 0xfd89, 0x116c, 0xff68, 0xf4c9, 0x06af, 0xfe96, 0xf4ee, - 0xfb62, 0xeff3, 0x0b8d, 0xefed, 0xf999, 0xf872, 0x01f6, 0xf1a7, 0xfb21, 0xf48a, 0x0ad5, 0xf472, 0xffd0, 0x0b3f, 0xfa15, 0x02dc, - 0x082b, 0x04a6, 0x0be3, 0x0b1a, 0xf9e6, 0xff57, 0x069c, 0xfe02, 0x0f64, 0x03f4, 0xff4e, 0xffdb, 0xf3c1, 0xf5a7, 0xf921, 0x0ce4, - 0xed76, 0x03cd, 0xfa4a, 0x06d8, 0xfc37, 0x00e3, 0x0db5, 0x0980, 0xfab4, 0x0965, 0xf472, 0x0006, 0x0a61, 0xfcd9, 0xfc91, 0x0881, - 0x04e0, 0x0bfb, 0x075e, 0x01ff, 0xfb4e, 0xf843, 0xffc8, 0xfeb0, 0x039c, 0xf07f, 0x04d0, 0xf5ba, 0xfbf9, 0x0842, 0x0a5b, 0x047e, - 0x032b, 0xfcf3, 0x0b67, 0x050b, 0x036e, 0xf473, 0x08b3, 0x1b3c, 0xfa83, 0xfc5f, 0xf5cd, 0x053b, 0xf892, 0x02f1, 0x07ad, 0xfb8a, - 0xfe1c, 0x007e, 0xedba, 0x0c29, 0x107d, 0xf790, 0xf52a, 0x095c, 0xfea9, 0xfafa, 0xea86, 0x0d7c, 0xf813, 0x0fdf, 0x02d2, 0x018a, - 0xf4d0, 0xf9a3, 0x04b4, 0x075d, 0x0bcf, 0x067c, 0x0515, 0x09b9, 0xfb24, 0xfa9d, 0xfe91, 0xfc88, 0xfe63, 0x0646, 0xfb02, 0x0416, - 0x065b, 0xf6ec, 0xfc8f, 0x04ee, 0xfcff, 0x0092, 0xf90a, 0xfea0, 0xf3e7, 0x02f0, 0xf97b, 0x082c, 0xfcfb, 0xfd6b, 0xf15f, 0xfddf, - 0xfebf, 0xfe27, 0xfab9, 0xfd30, 0xff06, 0x0d3b, 0xfbe6, 0x02b4, 0x08dc, 0x18c4, 0x0370, 0x05d1, 0x109f, 0x0c09, 0x061e, 0xeffe, - 0xfee8, 0xf61d, 0x0b92, 0xfa12, 0x02bc, 0xede9, 0xffd5, 0xfa39, 0x05fc, 0x0864, 0xf99b, 0xfb78, 0xf128, 0x0625, 0x0883, 0x151e, - 0xf887, 0xf628, 0x02b3, 0x065a, 0x018a, 0x02a1, 0x0946, 0xfad8, 0x0695, 0xf523, 0xfd7f, 0xfbac, 0x0152, 0xf942, 0xffb6, 0xf944, - 0xfe11, 0x03ed, 0xf716, 0xfed1, 0xfe97, 0xf64b, 0x029a, 0xfbee, 0x084e, 0xfd10, 0x01a1, 0x0cd5, 0x06f3, 0x034a, 0x08b7, 0xf5db, - 0xee29, 0xfd8f, 0xfa6b, 0xf812, 0x0cbd, 0x0361, 0x020b, 0xf9da, 0x120d, 0xfc86, 0x088e, 0xf355, 0xf1fc, 0x09cd, 0x0219, 0xfd1b, - 0x0d4b, 0x0734, 0x04eb, 0x0381, 0xfdc2, 0xf642, 0x104f, 0x0bd2, 0x0274, 0x03c9, 0xf712, 0x0af7, 0xf6e0, 0x0234, 0x069c, 0xf532, - 0x0248, 0x07d0, 0xf19e, 0xfd0f, 0xff93, 0xf701, 0xf58b, 0xff2e, 0x0b72, 0xfcc1, 0x0543, 0xee04, 0x0786, 0x02d0, 0xeaee, 0xe756, - 0x0290, 0xfa3e, 0x028a, 0x05a9, 0x0b76, 0xfb31, 0x037f, 0xf849, 0xf88b, 0xf2b5, 0xf73d, 0xfcad, 0xf0c4, 0xf5d0, 0xf686, 0x1048, - 0xfc6f, 0xf4a5, 0xf297, 0xf407, 0x01cc, 0x070e, 0xfdd1, 0x038b, 0xfa50, 0x092b, 0xfa19, 0x0230, 0x01d3, 0xf9cb, 0xff60, 0x0414, - 0xf8e0, 0xf043, 0xfcae, 0xff48, 0xf86b, 0x0657, 0x0789, 0xf6f8, 0x0cd8, 0x13b7, 0xf8db, 0xfc8d, 0x07a8, 0x0b7d, 0xf9cd, 0xfb6e, - 0x0603, 0x022c, 0x114a, 0x0168, 0x0013, 0xfcdc, 0xfca6, 0x08c0, 0xfe9f, 0xf41c, 0xf682, 0xfbd9, 0xfa4f, 0xea92, 0x0be6, 0x0fcd, - 0xef7f, 0x0135, 0x025b, 0xfd14, 0x0c9e, 0x03aa, 0xf204, 0xfd84, 0x0788, 0xfaf3, 0x0bf6, 0x0966, 0x061a, 0x022d, 0xf06f, 0x0267, - 0xf87d, 0xfd93, 0x03f0, 0x019a, 0xf41c, 0x13e9, 0x09c1, 0x037f, 0x01b3, 0xf8e3, 0x07cc, 0xfd54, 0x024d, 0xfdcb, 0xfa18, 0xf874, - 0xf519, 0xf5e5, 0xfb51, 0xfe94, 0x059e, 0xf9b1, 0x0f59, 0x0229, 0xe87f, 0xf8ca, 0x082e, 0xf627, 0xfed6, 0x0a5c, 0x0c3f, 0x02fe, - 0x0349, 0x0569, 0x06ea, 0x095f, 0xfdb1, 0xf729, 0xfbf8, 0xf39e, 0x0362, 0xfacb, 0x0676, 0xf106, 0xf65b, 0xfd4b, 0x001a, 0x0d9b, - 0xf773, 0xf3c1, 0xfe3e, 0xfff2, 0xfaab, 0x08c9, 0x08d8, 0x0ca4, 0xf096, 0x07b9, 0xfd3e, 0x066a, 0x0333, 0x022a, 0x0067, 0x02be, - 0xedf5, 0xf2a8, 0xfa8c, 0xf355, 0xfc85, 0x027d, 0x0a3f, 0x00de, 0x04c0, 0x02fd, 0x0b8d, 0xfdbd, 0xff28, 0xfe15, 0xf0f1, 0x11e5, - 0x0667, 0xfc45, 0xf049, 0x0310, 0x02a1, 0x0528, 0xefe9, 0xefdc, 0xf953, 0x0b0c, 0xf3e2, 0x001e, 0x0253, 0x0b30, 0x09b1, 0x0290, - 0xf584, 0x0bf9, 0xf8b5, 0xf21a, 0x041f, 0x064d, 0x0411, 0xf3c5, 0x0199, 0xf1d9, 0xf796, 0xef4a, 0xfdc8, 0x122f, 0xfbab, 0xfaa3, - 0xff8f, 0xf891, 0x002a, 0xfa9a, 0xf692, 0x05e6, 0x0daf, 0xf987, 0x0a2b, 0xfcdd, 0x0448, 0x049c, 0xf9a0, 0x0893, 0xf94d, 0x04b2, - 0xf8e6, 0x111b, 0xf2fb, 0xff29, 0x0994, 0xfeac, 0xf8ce, 0xfca1, 0xfc1d, 0xf16b, 0xf66c, 0x055e, 0xfa79, 0x0463, 0xf68f, 0xf6d6, - 0xf32c, 0x0add, 0xfd69, 0xf0d5, 0xfa07, 0x020a, 0x003a, 0xfd26, 0x0430, 0x0cab, 0xf743, 0xff91, 0x0582, 0x0425, 0xf2be, 0x0a0e, - 0x03ad, 0xfc6b, 0x0295, 0x0447, 0x0c39, 0x033c, 0x08d5, 0x02a8, 0xf70a, 0xedeb, 0x0409, 0x05ac, 0x0200, 0xfba3, 0xfe4f, 0xffe9, - 0x0663, 0x09e5, 0xfdc1, 0x0244, 0xfc33, 0x000e, 0xfd7a, 0x0a95, 0xfb16, 0x022e, 0x0361, 0x0b96, 0xfc6a, 0x014a, 0xfd17, 0xfd16, - 0x08db, 0xf622, 0xfd1b, 0xfea1, 0x0767, 0x0037, 0xf5d7, 0x0c4c, 0xfd4e, 0x0b3d, 0xf832, 0xfd1e, 0xff0e, 0xedf8, 0x0b11, 0x0ef9, - 0xf912, 0xf981, 0x00d9, 0xeda6, 0x003d, 0x0167, 0xfdfa, 0x003a, 0x085c, 0x00dd, 0xf935, 0x00ae, 0x04f8, 0xf799, 0x0086, 0xf3c9, - 0xf869, 0x05c4, 0xfbe8, 0xf45e, 0xf857, 0xf81c, 0xffca, 0xffec, 0x03f9, 0x07d0, 0x084d, 0xf69e, 0x02ef, 0xf96d, 0xffc6, 0xfa1a, - 0x0d7d, 0x0325, 0xf17a, 0xf5de, 0xfe7a, 0xff07, 0x0baa, 0x15a5, 0x0801, 0xf8b1, 0x01c3, 0x02c6, 0xf90d, 0x0f39, 0xfa5f, 0xee8b, - 0xfde2, 0x09f6, 0xe819, 0x084f, 0xfc5b, 0x0375, 0x064a, 0x126b, 0xfc3d, 0xff97, 0x0081, 0x006b, 0xfae1, 0x1317, 0x041e, 0x0103, - 0x03f9, 0x11aa, 0xf989, 0x1252, 0xff79, 0x019a, 0xf69f, 0xfc1f, 0xfddc, 0x0670, 0xf4bf, 0xf5c5, 0x003e, 0x1704, 0xf9a3, 0x0376, - 0x0697, 0x09b3, 0xfa13, 0xfa5c, 0xefc4, 0x09ae, 0xfed8, 0x0d83, 0x0fdf, 0xfc8e, 0xff87, 0xf33f, 0xf8e9, 0xfe23, 0xf86d, 0xf78d, - 0x09e8, 0x0519, 0xfbd9, 0xf776, 0xf426, 0xfe5f, 0xe9ae, 0x051e, 0x006a, 0x0bc5, 0xfb64, 0xf30e, 0xfe4d, 0x01e0, 0xf394, 0xf635, - 0xf9e7, 0xfc0b, 0xfd23, 0x076a, 0xf756, 0xf09a, 0xf38a, 0xfe32, 0x0516, 0x06cc, 0xf999, 0x0166, 0xff07, 0x041c, 0x0db0, 0x0733, - 0xf1f6, 0x04ad, 0x050d, 0x061a, 0xefdc, 0xfdc1, 0x03f0, 0xf267, 0xf11c, 0x0961, 0x0cd4, 0xffcb, 0x0947, 0xf760, 0x095d, 0xfad0, - 0xf3da, 0x0308, 0x0308, 0xfae9, 0xf846, 0x18ba, 0xf8ed, 0x0a25, 0x058c, 0xfcf5, 0x0067, 0x0086, 0xfd78, 0xfc8c, 0x0037, 0xf924, - 0xfd1e, 0x057c, 0x005a, 0x0ea5, 0xfead, 0xf35d, 0xfca0, 0xf799, 0x0688, 0xfd53, 0xfd00, 0xfd95, 0xf6a6, 0xf89d, 0x02f8, 0xf8f3, - 0x02a0, 0x056d, 0x1a67, 0x018c, 0xfe8e, 0xfa71, 0x0e10, 0x055e, 0x0e73, 0xfec5, 0x0c36, 0x048a, 0x042e, 0x0275, 0x01e1, 0xf565, - 0xfd51, 0x08ba, 0x0494, 0xfc2c, 0x05d0, 0x080f, 0xf35c, 0xf1ca, 0xff44, 0xff6e, 0x0087, 0x07f0, 0x0298, 0x0841, 0xffa3, 0x0097, - 0xf06c, 0xf060, 0x0251, 0xfc8b, 0xfcba, 0x0cde, 0xf874, 0xfb86, 0x05bb, 0xfcf9, 0xf354, 0xfabf, 0x0889, 0xf942, 0xf03b, 0x0640, - 0xeb7a, 0xfa05, 0x0c6a, 0x0964, 0xf31a, 0xfd69, 0xfd29, 0x00b5, 0xfe06, 0x043e, 0xf843, 0xffe1, 0xffc5, 0xfd95, 0x0111, 0xfecd, - 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0x10a3, 0x0234, 0xf186, 0xfd2a, 0xf808, 0x174d, 0x090f, 0xfcc0, 0xfd9c, 0xfce3, 0x02ec, 0x02e0, 0x0429, 0x0059, 0x081a, 0xfcdd, - 0xf075, 0xfc45, 0xfb11, 0x05c5, 0x0512, 0x0158, 0xfec2, 0xf564, 0xfdd1, 0xfdf6, 0xf984, 0x02bc, 0x04e4, 0xfbc2, 0xfdb1, 0xf2e4, - 0xfe4b, 0xf3f0, 0xfd30, 0x0fad, 0x097b, 0xf5f2, 0x0240, 0xfbfe, 0xfc63, 0xf857, 0x03b7, 0x07b0, 0xf5d3, 0xfbee, 0xfbdd, 0x047d, - 0xf998, 0xf520, 0xfe99, 0x0199, 0x01e5, 0xdef9, 0xf7e8, 0x01d9, 0x052b, 0xeebd, 0xff9a, 0x0478, 0x03fc, 0xfb4b, 0xfbc2, 0xfd50, - 0x0e75, 0xf6b1, 0xfb4a, 0x0fa3, 0xfce7, 0xf90c, 0xf552, 0xfed0, 0x010d, 0xf657, 0xfe40, 0x0173, 0x0e9b, 0x002a, 0x1b2d, 0xff4a, - 0x0277, 0x0362, 0x0914, 0xfe5d, 0xf54e, 0xfe46, 0xff73, 0x08b9, 0x0d40, 0x0e45, 0xfe8e, 0xfb95, 0xf41e, 0xf3e1, 0xfa2d, 0xfad7, - 0x0112, 0xfa29, 0x0568, 0xfdf2, 0xfd2d, 0x0be7, 0x0f21, 0x125d, 0x1343, 0x0894, 0xf756, 0xff4c, 0xfee2, 0x0317, 0x058a, 0x0145, - 0x084a, 0xfe72, 0x0499, 0x0b09, 0xf45e, 0x1242, 0xff59, 0x00af, 0xfcd2, 0x0f41, 0x01a8, 0x01e4, 0x041b, 0x158c, 0x0d73, 0xf8c1, - 0x0270, 0xf5db, 0xfc8a, 0x0412, 0x01f2, 0xfa28, 0xf93b, 0xfaaa, 0xfa3b, 0x03bf, 0x0048, 0xff57, 0xf80d, 0xe4b5, 0x0e1b, 0xf71c, - 0x0e7f, 0xfb02, 0x0388, 0x037a, 0x0391, 0x0acd, 0x0443, 0xfd3b, 0x01aa, 0x0ad1, 0x0ce8, 0xfe1a, 0xf45f, 0x040d, 0x06fd, 0xf2cf, - 0x055d, 0x04d9, 0x0a4e, 0xefae, 0x0144, 0x0156, 0x0997, 0xfc1c, 0x00d3, 0xfbf9, 0xf519, 0xf63e, 0xf573, 0xfde8, 0xf312, 0xfd7f, - 0x0c65, 0xfc42, 0x0306, 0x0013, 0x0a11, 0x023c, 0xf6a1, 0x013a, 0xfce4, 0x0a58, 0x046b, 0xfdc1, 0xfd3f, 0xfdf4, 0xfdf8, 0x0253, - 0x0cdf, 0xff3b, 0xf77d, 0xfe00, 0x0df3, 0x03e8, 0xffba, 0xf5a6, 0x09cb, 0xfb86, 0xfb47, 0xf4dd, 0xefde, 0xfd89, 0xff82, 0xf033, - 0xf797, 0x0180, 0xf7d6, 0x16ed, 0x0b9b, 0xffda, 0xf282, 0xefcc, 0xfde1, 0xee74, 0x0169, 0x07e4, 0xf6a0, 0xfe67, 0xff66, 0x08fb, - 0xfb78, 0xfc85, 0x0d0b, 0x00e7, 0x028e, 0x08e3, 0x073b, 0xf533, 0xfd49, 0x0357, 0x0ab7, 0xf474, 0xf5e6, 0xfa2b, 0x0a26, 0xf76e, - 0xf81c, 0x01f0, 0x0260, 0xfea7, 0xfa48, 0x097c, 0x008c, 0xf389, 0xfbca, 0x0e38, 0x00eb, 0xf0ff, 0x0007, 0xf936, 0x0934, 0xf7c5, - 0xfafe, 0xf76b, 0x0237, 0xfac8, 0xfa04, 0x0937, 0xf467, 0xfc2d, 0xf6af, 0x0d24, 0xfaf2, 0x092b, 0xf79b, 0xf885, 0x068f, 0x0ab6, - 0x0b64, 0xff41, 0x005b, 0xff81, 0x0abf, 0x0c59, 0x010b, 0x0684, 0x045d, 0xfe99, 0xfc70, 0x0678, 0x007b, 0xf7fe, 0x01cf, 0x0665, - 0x07d5, 0x04de, 0x0c5a, 0x0045, 0x03b2, 0xfdc9, 0x041f, 0x06fb, 0xfb7d, 0x0696, 0xfbc4, 0x028b, 0x0223, 0xf8b9, 0xfc04, -}; - -uint16_t q15_conv_result_14[15*31*31] = { - 0xfb8a, 0x08b4, 0x020c, 0xfc62, 0x01e5, 0x0169, 0xfca5, 0xf850, 0xf469, 0xffe7, 0x03fe, 0x0450, 0x042e, 0xff70, 0xfca4, 0x034b, - 0xfc2a, 0xfd2b, 0x0108, 0x0287, 0x0067, 0xf8a7, 0xff01, 0xfd8a, 0xff2d, 0xf15c, 0xfc7f, 0x013a, 0xf989, 0x013a, 0xff48, 0x04a6, - 0x0199, 0x04bd, 0x006d, 0x0253, 0x02fb, 0x0077, 0x02f7, 0xfb58, 0x060e, 0xf59d, 0x02e6, 0x00e1, 0xfa81, 0x003c, 0xfe4c, 0xf40c, - 0xfec5, 0x0991, 0xff87, 0xff08, 0xfd4c, 0xf8a6, 0xf989, 0xfe4e, 0xfcdc, 0xfe90, 0xf79e, 0x0845, 0x013b, 0x0719, 0xf6ae, 0xfebc, - 0x028f, 0x07bc, 0x0630, 0xff65, 0xf553, 0xfddb, 0x02d7, 0x0299, 0xfb69, 0xfea3, 0x04d5, 0xf8ad, 0x0368, 0x0230, 0xf9e2, 0xf7ea, - 0x01fe, 0xf722, 0x0572, 0xf865, 0x0732, 0x0462, 0x026b, 0xf71e, 0xf39a, 0x027e, 0x034d, 0x0bb2, 0x06a4, 0x08ab, 0xfa25, 0x0657, - 0x01c7, 0x0a86, 0xfd18, 0x0751, 0x0b3a, 0xf958, 0x0713, 0x08ca, 0x03d4, 0xf4ae, 0x0106, 0x0a3c, 0xfb2e, 0xfe61, 0xffdd, 0x04ad, - 0xfc6b, 0xf731, 0x0394, 0x044d, 0x0482, 0x0d9d, 0xfb90, 0xef35, 0x02e1, 0xf79e, 0xfdbc, 0xfe7f, 0xfc2d, 0xf72a, 0x0b3f, 0xff23, - 0x0157, 0xfbb2, 0x0499, 0xff47, 0xfe70, 0x0954, 0x0940, 0xfae5, 0x0e55, 0x049b, 0xfb6f, 0x08c7, 0xfe3d, 0xfd83, 0xfac0, 0xfc71, - 0x03b1, 0x0667, 0x097a, 0xfd9f, 0xf706, 0x081e, 0xff1b, 0xf6fa, 0x0291, 0xfc48, 0xf9fd, 0xfc7e, 0x07db, 0xf7aa, 0x015a, 0x0773, - 0xfd4e, 0xfff2, 0xfa89, 0x0ae2, 0x0421, 0xf9dd, 0x0359, 0xfb9b, 0xeee7, 0xfdbd, 0xfdb9, 0xf95b, 0x0dbe, 0x0eb8, 0xf807, 0xf9ab, - 0x017f, 0x09cd, 0xff10, 0x0bed, 0xfced, 0x02f2, 0x0413, 0x0b9d, 0x00b9, 0x034e, 0xfca9, 0x09fb, 0x01fc, 0x1441, 0x059d, 0x0465, - 0xfd83, 0x023c, 0xf9cc, 0x0ac1, 0xfc65, 0x0d23, 0xfc81, 0xfec9, 0xf4b1, 0xf53e, 0xfce3, 0x01b0, 0xf61c, 0xfff0, 0x05e9, 0x07b5, - 0xf7d4, 0xfeae, 0x04b3, 0x0063, 0x0843, 0x0649, 0x06ff, 0xfb44, 0x0689, 0x04fa, 0x0919, 0x0541, 0xfe37, 0xf84e, 0x003c, 0xf961, - 0x06f3, 0x0182, 0x03d8, 0x0047, 0x0949, 0x0268, 0xfa68, 0x03f0, 0xfdf7, 0xff49, 0xff06, 0xf783, 0xf9a2, 0xfe5a, 0xfbe4, 0xfdb9, - 0x05cd, 0xf3ae, 0x0278, 0x0be4, 0xfb86, 0xf665, 0x038d, 0x06ba, 0xf2aa, 0x0165, 0x047a, 0x07f9, 0x0097, 0x01b7, 0x0534, 0xfe1a, - 0x0a1e, 0xff29, 0x06e0, 0x036b, 0xfd78, 0x0374, 0xfed6, 0xff69, 0xffad, 0x042f, 0xfc0a, 0x04f4, 0xfa77, 0x0be7, 0x0503, 0xfcc6, - 0xfa10, 0x067c, 0xf3a3, 0x0459, 0x021d, 0x070a, 0x018c, 0x08ac, 0xfb0e, 0x0eeb, 0x0337, 0xfc1f, 0x0145, 0xffe7, 0xff0c, 0x022a, - 0xfaff, 0x0483, 0xfe47, 0xfcb8, 0x03cf, 0x078a, 0xfecd, 0xfbf8, 0xfc71, 0xfb28, 0x0689, 0x07c4, 0x0c17, 0x05bd, 0xff96, 0x0bb6, - 0xfd85, 0xf78a, 0x02b4, 0x0914, 0x035c, 0xf806, 0xfd17, 0x06fd, 0xfb05, 0xf45b, 0x044d, 0xf9a9, 0x06e3, 0x0b0a, 0x00de, 0x01d0, - 0x025c, 0x017b, 0xff51, 0xfab8, 0x04ab, 0xf891, 0xfb0a, 0xfbd8, 0x06c6, 0xf708, 0x0195, 0x00d1, 0xfb09, 0x03f7, 0x036e, 0x018a, - 0x01e8, 0xfd77, 0x0861, 0x00b2, 0xf1d5, 0xfc1d, 0xfcd5, 0xfaf3, 0x014b, 0xfe66, 0x04d4, 0xffb4, 0x0873, 0xff75, 0x0a57, 0x0420, - 0xfc45, 0x000c, 0x08ee, 0xfa88, 0x05f1, 0x07db, 0x02c9, 0x0407, 0x0322, 0x0038, 0x0414, 0x03b7, 0x054d, 0xff35, 0x0409, 0xfc56, - 0x0485, 0x0e2b, 0x00e7, 0x001d, 0x00b3, 0xf5a0, 0x01cb, 0xfdf7, 0xf28f, 0x0383, 0xf72b, 0x024c, 0xf352, 0x0990, 0x0136, 0xffdb, - 0xf797, 0xfc09, 0xf34f, 0xfbad, 0x0315, 0x0494, 0x068a, 0x0251, 0x0406, 0x0b83, 0xfd61, 0x01c9, 0x0a32, 0xf488, 0xf131, 0x0520, - 0x00e2, 0x0b18, 0xfa30, 0xf92d, 0xfef1, 0xfd64, 0xf37b, 0x0f68, 0x0431, 0x053d, 0xfb00, 0xfae5, 0xf618, 0x000a, 0x05e8, 0xf5d0, - 0xfaa7, 0xfcb2, 0x0184, 0xfdd6, 0xf6b3, 0xfeee, 0xfcfc, 0xf794, 0xf603, 0x013f, 0x00e5, 0x0688, 0xfa32, 0xfac5, 0xfd10, 0x10f2, - 0xfccd, 0x0830, 0x03d4, 0xfc3c, 0x06d5, 0x030f, 0xfe06, 0x0972, 0xfc1f, 0x00b1, 0x08e5, 0x055c, 0x02ef, 0xfbe1, 0xfea9, 0x0006, - 0xfc15, 0x0a2f, 0xfd22, 0xfc61, 0xfb6a, 0x041f, 0xfb93, 0xfc57, 0xfdaf, 0xfe8e, 0x032c, 0xfdc9, 0x00e3, 0xfd04, 0xf2f0, 0xfb9f, - 0x0912, 0xfed6, 0xfc78, 0x01fe, 0xfa7f, 0x03b1, 0x0545, 0xfa2c, 0x0534, 0xff89, 0xff08, 0x028f, 0x0569, 0xfc2f, 0x0735, 0x099e, - 0xf962, 0xfd9a, 0x026e, 0x02a4, 0x071e, 0xfb47, 0x01d0, 0x06b6, 0xf994, 0x00ca, 0x021b, 0xffff, 0x0130, 0x02c1, 0xfaff, 0x0938, - 0x0c12, 0xfd50, 0xf520, 0xf527, 0x046e, 0x02c0, 0x01a0, 0xfbb2, 0xfb5d, 0xfc29, 0x04c9, 0xfe32, 0x00a0, 0x01ea, 0xf4e7, 0xf6ba, - 0x065b, 0xfee0, 0x044e, 0xfd48, 0x0079, 0x0cf8, 0x02ce, 0x017b, 0x06f2, 0xf62a, 0xfa12, 0x01d9, 0xf672, 0x00f3, 0xfa03, 0x0414, - 0xfda9, 0x0db3, 0x04d9, 0x002a, 0xfb84, 0x028d, 0xf2bc, 0x04aa, 0x0127, 0x0923, 0x02ba, 0x03ba, 0xef65, 0xf1b2, 0xfc46, 0xfe6c, - 0x070c, 0xf317, 0x0159, 0x035a, 0xfbcd, 0x0719, 0x0a99, 0x0440, 0xfe35, 0xfb1c, 0xfecb, 0x04bb, 0x0507, 0xf168, 0x138d, 0xf3c3, - 0x092a, 0xf601, 0x04ba, 0xfd73, 0x081b, 0xf53f, 0xffdb, 0xfa55, 0x018d, 0xfe8d, 0x013e, 0x0d6d, 0x013b, 0xf691, 0x022e, 0xff03, - 0xfc24, 0xf423, 0xffb6, 0xfbbc, 0x05bd, 0x0271, 0x0908, 0xfc06, 0xfdd0, 0xff2d, 0x04f6, 0xf672, 0x1304, 0xfed4, 0x00bf, 0xfbdb, - 0x06bb, 0xfe41, 0x0f26, 0xffcd, 0xf68f, 0xfef4, 0xe9e9, 0x110a, 0xfc3b, 0xf501, 0x06dc, 0xf860, 0xfd25, 0x0164, 0xf8a0, 0xffce, - 0x07a1, 0x00ca, 0xff11, 0xfb02, 0x0c3d, 0xfc43, 0xeda0, 0x1059, 0x07af, 0x06ca, 0x0134, 0x04ed, 0xfed9, 0x0678, 0x0412, 0x0799, - 0xff2b, 0x0b14, 0xf413, 0x11e0, 0xfca7, 0x014b, 0xfaaf, 0x0d31, 0xfc29, 0xff6a, 0xf8e1, 0xf4f9, 0x0643, 0xfcc7, 0xffb7, 0xfeb3, - 0x01c8, 0x0bf4, 0x00eb, 0x0d5b, 0xfb9e, 0xfcc4, 0xff6b, 0x0857, 0xfccd, 0xfadf, 0xfa78, 0x0695, 0xfe43, 0x0322, 0x024e, 0x026e, - 0x0388, 0x0475, 0x0815, 0x06a3, 0xfa8f, 0xf4c6, 0xf9cd, 0xfe74, 0x00c4, 0x0363, 0x0610, 0xfc10, 0xfc03, 0xff28, 0xf8c9, 0x037f, - 0xfc88, 0xfc1b, 0x17db, 0xfb2c, 0xf723, 0xff81, 0xffab, 0xfbcc, 0xfa69, 0xfbe8, 0x0577, 0xf7b0, 0x01d8, 0x03df, 0xfdd2, 0xf91c, - 0x0036, 0x0aa6, 0x04a4, 0x04a4, 0x0634, 0x0294, 0xf88b, 0x02b9, 0x0448, 0xfa74, 0x0140, 0xf5a9, 0x0801, 0xff40, 0x045f, 0xf9db, - 0x039c, 0x022d, 0xfc87, 0x0e95, 0x0054, 0xfecd, 0xfb18, 0x0923, 0x01c9, 0x02a4, 0x012e, 0x070b, 0xf54b, 0xf7b2, 0x034e, 0xfeef, - 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0xf65a, 0x050c, 0xf8b9, 0xfdb9, 0xf1c7, 0xffa3, 0x0273, 0x00c6, 0xf5a1, 0x019e, 0x0a03, 0xf795, 0x06d2, 0x0431, 0xff04, 0xf6af, - 0xf5bb, 0x00a8, 0xfcc2, 0xfc50, 0x0495, 0x04c5, 0xff53, 0x054b, 0x00ae, 0x02ce, 0x0159, 0xf265, 0x001c, 0xf9cc, 0xf612, 0x05bc, - 0x0789, 0x06e4, 0x0031, 0x0277, 0x0a4d, 0x03d2, 0xfead, 0x08c3, 0xf718, 0xfdad, 0x0590, 0x041f, 0x094b, 0x0bce, 0x0042, 0x0538, - 0xf5ea, 0x0e73, 0xfe16, 0x0525, 0xf4b7, 0x000e, 0x0093, 0xfae4, 0x0906, 0xfa3e, 0x06a3, 0x0423, 0xff42, 0xf7f9, 0xfdf8, 0xff52, - 0xf7a6, 0xfa6d, 0x0d3e, 0x012e, 0x04a6, 0x0bad, 0xf051, 0x07eb, 0xfe3a, 0x04b9, 0x0351, 0x06a5, 0xf874, 0x048f, 0xfd93, 0x0386, - 0xf678, 0x06fe, 0xff27, 0x05d8, 0xf885, 0xfdfd, 0x09b1, 0x0114, 0xf465, 0xfd5b, 0x0231, 0xf4a9, 0x058f, 0xfbf1, 0x0bf4, 0x02b2, - 0x088e, 0x169b, 0xf951, 0x079a, 0x0222, 0xfff1, 0xf974, 0x0bb9, 0xfe7d, 0x05a1, 0x0b9c, 0x00aa, 0xf40d, 0xf505, 0xff3a, 0x0f7c, - 0x0a44, 0xf897, 0xf9b2, 0xf97e, 0xef69, 0xfb35, 0x0791, 0xffb8, 0x0576, 0xf375, 0x0dcf, 0x01c7, 0x0613, 0x065e, 0x041d, 0xfd15, - 0xfee8, 0x06cc, 0x00d1, 0xfa05, 0xfdcc, 0x0d7e, 0xfbfa, 0xfe99, 0xfa13, 0x06d8, 0x0175, 0x08ec, 0xfe70, 0x0be7, 0x0a20, 0x06a9, - 0x031e, 0x05e1, 0x02cd, 0xfbb4, 0xfbc6, 0xfaa0, 0x022d, 0xf943, 0x047e, 0xfb03, 0xfa6f, 0x030b, 0xfd90, 0x06b3, 0x032f, 0xfa6b, - 0xf7df, 0xf3ff, 0xfce0, 0xf60f, 0x004f, 0x02b1, 0xfe86, 0xfa69, 0xf970, 0xff9d, 0x02df, 0x04ae, 0xff26, 0x0d06, 0xfe75, 0xfe8f, - 0x02e3, 0xff01, 0x0145, 0xf7d0, 0xf81a, 0xfdb5, 0xfb14, 0x055b, 0xf9b2, 0xfbbb, 0xfddd, 0x090e, 0xf93a, 0x0238, 0xffe8, 0xff4d, - 0xfd07, 0xfebd, 0xfa9e, 0xfb0b, 0x0196, 0xfbc3, 0xfd26, 0x004b, 0xfeee, 0x0195, 0xfd55, 0x02f5, 0x0edd, 0xff6d, 0x03f1, 0x0c9a, - 0x0030, 0xff4d, 0x016f, 0x02fd, 0x081a, 0x0511, 0x02cf, 0xf6d1, 0x0687, 0xfdfb, 0xfde7, 0xf16e, 0x071c, 0x082a, 0x0526, 0x0035, - 0xfaf7, 0xff5b, 0x05ce, 0xfc9e, 0xfdd2, 0xff0c, 0x0508, 0x02fd, 0x0d3d, 0xfbc1, 0xfb08, 0xfeff, 0xf5e6, 0xf70c, 0xf7a0, 0x0e89, - 0xfb20, 0xfe39, 0xfdd2, 0x0936, 0x057f, 0x08a7, 0x05af, 0xf704, 0x0478, 0xfc65, 0xfe52, 0x049b, 0xfc58, 0x08ab, 0xfe3b, 0x03f2, - 0x0328, 0xfa37, 0x0e38, 0xff71, 0xecaa, 0x039c, 0x0268, 0xfbfd, 0x0a8f, 0xfb9b, 0xf983, 0x03f4, 0x0059, 0xf34d, 0xfd95, 0xfcbc, - 0x077e, 0x0957, 0xfadb, 0x0bb5, 0xfa2a, 0x0213, 0xfc15, 0xf90b, 0xfa46, 0x07b8, 0xf781, 0xfea1, 0xf966, 0x03cd, 0x03be, 0xffa6, - 0x0831, 0xfe45, 0xf9b0, 0x02ad, 0xf9ff, 0x01ba, 0xf384, 0xfe6f, 0xf4e0, 0x012d, 0xfe5c, 0xf79c, 0x062a, 0x0462, 0xfd92, 0xf9a2, - 0xf850, 0xff57, 0x04c5, 0x03d3, 0xfd63, 0x0305, 0xf7d8, 0xfdc5, 0xf63c, 0x039a, 0xf996, 0xf83c, 0xfc72, 0xf43c, 0xfbf1, 0xff4f, - 0x0000, 0xfb6b, 0xfff9, 0x0287, 0x070c, 0xfc65, 0xfe06, 0x0cbf, 0xfd35, 0xff2a, 0x00f5, 0xfd7f, 0x065c, 0xfb27, 0xfb78, 0x025b, - 0x023e, 0x07f8, 0xff08, 0x051b, 0x009e, 0xfe55, 0x07f0, 0x045f, 0x02a0, 0x034f, 0xf5af, 0x02ec, 0x07a4, 0xf41c, 0xf8de, 0xfffb, - 0xf7b4, 0x02b2, 0x0248, 0xfd99, 0x0efc, 0x0322, 0xfc43, 0x0076, 0x0698, 0xffdc, 0x0163, 0x03c2, 0xfe68, 0xfb84, 0xff36, 0xfbc2, - 0x051f, 0xff28, 0xfefc, 0x0280, 0xf6ea, 0xfcef, 0xf687, 0xff90, 0xf44b, 0x0ad0, 0xfd36, 0x0035, 0xf4a1, 0x02a7, 0xfb34, 0x02d2, - 0xfc6a, 0xf3ac, 0xf9da, 0xf5a0, 0x03b9, 0xf2f7, 0xfb58, 0x04a2, 0x027e, 0x007c, 0x033e, 0x05a3, 0x04eb, 0xecc7, 0x026f, 0xf253, - 0x068d, 0xf596, 0x097f, 0x00a1, 0x06af, 0x081d, 0xfb1b, 0xff2a, 0xf4ff, 0xfd60, 0x03c7, 0x0a3e, 0x1122, 0xfb57, 0x098f, 0xfe51, - 0xfe84, 0xfe06, 0x00d5, 0xfd43, 0x0845, 0xfcea, 0x084a, 0xfd76, 0x05e6, 0xf96c, 0x0559, 0xf7ab, 0x0dd2, 0xfcb8, 0xfb10, 0xfdcd, - 0x0a6a, 0xfde1, 0x031e, 0xf97f, 0x0c8f, 0x0475, 0x0372, 0x0385, 0x052a, 0x0280, 0x0d21, 0xfe45, 0x0119, 0xfbf0, 0xf45e, 0xfbcf, - 0x0a3f, 0xfba3, 0xfe42, 0x09cb, 0xfc4a, 0xf9be, 0x07b2, 0x02fb, 0x0275, 0xfa3b, 0xfa12, 0x0a71, 0x00d1, 0x0182, 0xf524, 0x0305, - 0x0659, 0xf911, 0x035b, 0xfbf9, 0x0395, 0xefd7, 0xf9e2, 0x0870, 0xfe99, 0x05ef, 0xfee1, 0x09d9, 0xf7f5, 0xff15, 0xfdef, 0x0b72, - 0xfeee, 0x0a2f, 0x00d9, 0x01bb, 0x022f, 0x01de, 0xfbbd, 0xfdd8, 0x0a08, 0xf812, 0xf90e, 0xffec, 0x09a5, 0x0526, 0xf9ea, 0x0962, - 0x0338, 0xf837, 0x03c5, 0xf0ba, 0x028e, 0x051e, 0xfdbb, 0x0267, 0x07c7, 0x09bb, 0xfa93, 0xf31d, 0x0599, 0xff06, 0x093a, 0xf2c5, - 0x0163, 0xfadb, 0xfa56, 0x067d, 0x0301, 0xfded, 0x0262, 0x0662, 0x00e4, 0x004d, 0xff89, 0xfdde, 0xfce0, 0xfcf9, 0xfc47, 0x05ad, - 0x006a, 0x066e, 0x00d7, 0xff75, 0x046e, 0xf6c1, 0xfa7a, 0xfc1b, 0x01c3, 0xfa15, 0x042b, 0x0271, 0xf37d, 0xfed9, 0x0573, 0xfdd8, - 0xf91d, 0x0b4f, 0xffa4, 0x009e, 0x0286, 0xff4a, 0xf742, 0x0373, 0xfddc, 0xf408, 0x005e, 0xfe7f, 0xfc08, 0x01e7, 0xfa8f, 0xfb91, - 0xfce8, 0xffb2, 0x0c36, 0x046e, 0x0696, 0xff80, 0x0b8a, 0xffcd, 0x0259, 0x0b85, 0x0c59, 0xfa40, 0x01c9, 0xfcee, 0x0294, 0xf3c4, - 0x0bbb, 0x0d59, 0xf4b0, 0xf43f, 0xff27, 0x0526, 0xfb8b, 0x042b, 0xf505, 0xffb0, 0x01fc, 0x05de, 0x00e1, 0x00b0, 0xf823, 0xf99c, - 0xfacf, 0x0a45, 0xfa17, 0x03dc, 0xfc33, 0xfccb, 0xfed6, 0xf5a4, 0xfe60, 0xf660, 0xfc51, 0xfaf7, 0xf4d4, 0xfa98, 0xf8cc, 0x0f29, - 0x0356, 0x0190, 0x0584, 0xf735, 0x0860, 0xfffb, 0x00a1, 0xfd67, 0x09f7, 0x03b3, 0xfe16, 0x045f, 0xfb91, 0xfac6, 0x08f3, 0xfcf7, - 0xfea4, 0x06fb, 0x006c, 0x0371, 0xfdc0, 0xfb98, 0xfdde, 0xf936, 0xfd5a, 0xff67, 0xfbcb, 0xff7b, 0x0216, 0x01d3, 0xfeb3, -}; - - -uint16_t q15_conv_result_15[15*9*9] = { - 0x02a9, 0x01be, 0xfa13, 0x0f6c, 0x044b, 0x0420, 0xf851, 0xed02, 0xf675, 0xf808, 0xfee8, 0x021b, 0x01f9, 0xfb43, 0x02f9, 0x02f4, - 0x0a59, 0xfa4d, 0xfa40, 0x0442, 0x1288, 0xf66f, 0xff99, 0x0806, 0xfbe7, 0x0071, 0x00c3, 0x0e51, 0xfc24, 0x0c31, 0xfdae, 0xf8ee, - 0x089d, 0xf7f4, 0xf9a7, 0x02da, 0xff74, 0xf03b, 0x011b, 0xf1b9, 0x04e3, 0xe7ed, 0x058c, 0x044e, 0xf9be, 0x005f, 0x0135, 0xeeb9, - 0xf5e7, 0xfc40, 0x08fc, 0x06fe, 0x0488, 0x0a73, 0x1765, 0x01e9, 0x0bdf, 0xf850, 0x084c, 0xfce2, 0x0167, 0xf937, 0x00a0, 0x005a, - 0x0564, 0xfae0, 0xf535, 0x02af, 0xfa65, 0x04e0, 0x0c3e, 0xfd0d, 0xe93b, 0x078f, 0xfc93, 0x0777, 0x01fb, 0x03f7, 0x0377, 0x0a85, - 0x089f, 0x0676, 0xfa1c, 0x0099, 0xf98e, 0xf90a, 0xfc7c, 0x1132, 0x02b2, 0x0475, 0xfd3b, 0xf834, 0xfcf9, 0x0429, 0x045b, 0x068b, - 0x0247, 0xf8cf, 0x0282, 0x036e, 0x07f6, 0xfac0, 0xf9cb, 0xfbe4, 0xfb8d, 0x036a, 0xe6fc, 0xef0c, 0x0546, 0x0128, 0xfad5, 0x045d, - 0x02a7, 0xfbcb, 0xfb76, 0xf6ed, 0x0df2, 0xfa83, 0xfe0b, 0x08f1, 0x0469, 0xfd89, 0x116c, 0xff68, 0xf4c9, 0x06af, 0xfe96, 0xf4ee, - 0xfb62, 0xeff3, 0x0b8d, 0xefed, 0xf999, 0xf872, 0x01f6, 0xfd69, 0xfd29, 0x00b5, 0xfe06, 0x043e, 0xf843, 0xffe1, 0xffc5, 0xfd95, - 0x0111, 0xfecd, 0x0a88, 0xff3d, 0xfddc, 0xfded, 0xef79, 0xf75c, 0x046a, 0xfe5f, 0xf5ee, 0xf6db, 0x030c, 0xfc54, 0xf03c, 0x03b7, - 0x0a45, 0xf2f2, 0xff87, 0xf84a, 0xfc3e, 0xfc12, 0x00b0, 0xff8f, 0xfb3f, 0xf628, 0x0b18, 0xffab, 0xff34, 0x082e, 0xff30, 0xfc08, - 0xf9d0, 0xfb8f, 0xfe2b, 0x0e2f, 0x004f, 0xe92e, 0x0d5e, 0xfd40, 0x03cf, 0xf882, 0xf305, 0xf8e2, 0xf134, 0x0657, 0xf8a0, 0x04fb, - 0xfa82, 0xf0f3, 0x0a64, 0xf1fc, 0xfcff, 0xf06f, 0xf30a, 0xebb4, 0xeef5, 0x07b5, 0xf56a, 0x0598, 0x07e2, 0xfde9, 0x0fec, 0x038e, - 0xf79a, 0x0299, 0x0a4f, 0xf920, 0x04db, 0x0646, 0x0627, 0xfebc, 0xfe84, 0xff91, 0xf6bc, 0x03e0, 0xf735, 0xeefb, 0x03c2, 0xf4b7, - 0x0272, 0xf9e0, 0x0b7b, 0x07b7, 0x05ab, 0x0017, 0x02a7, 0x08b6, 0xfa02, 0x0c03, 0x1002, 0xf2fe, 0xf1c3, 0xe968, 0xf8d4, 0x0832, - 0x0e46, 0x08af, 0x0b7f, 0x0628, 0xfaef, 0xf210, 0xf25d, 0xf83a, 0x0cf3, 0x06fa, 0xf91d, 0xf1dd, 0xfc4f, 0x0794, 0xfe73, 0x0c47, - 0xfaff, 0x15ac, 0xf2aa, 0xfd3e, 0xffcb, 0xfaca, 0xf51f, 0xfab3, 0x01e0, 0xee7f, 0x0bff, 0xff23, 0xef30, 0x0209, 0x052e, 0x06cf, - 0xf258, 0x07b7, 0x05f0, 0x0b3c, 0xf2e5, 0x0464, 0xfbdf, 0xf775, 0x0b01, 0x0800, 0xf929, 0x07ae, 0xfdb6, 0x0340, 0x0bb4, 0x1429, - 0xfbff, 0xfbc6, 0xfc1e, 0x00df, 0x0953, 0x057f, 0x03b9, 0x0582, 0x0179, 0xf1a8, 0x0252, 0x0119, 0xee4e, 0x06df, 0x0b55, 0x019c, - 0xfd09, 0xf88c, 0xfb87, 0xfae8, 0x050a, 0x01c5, 0x00bf, 0xfffb, 0xfbf8, 0xfd41, 0xfa0e, 0xecd8, 0x02bc, 0xf824, 0xf3f7, 0xfbab, - 0xf73f, 0x0a7d, 0xf3d8, 0xfb6a, 0x01ed, 0x01ff, 0x118c, 0x06c4, 0xfc95, 0x039a, 0xee95, 0xfc54, 0x0067, 0x05f9, 0x0233, 0xffdb, - 0xfddd, 0x0161, 0x015c, 0x0017, 0xf1fc, 0xfc24, 0x11dc, 0x017d, 0x051b, 0xf2d1, 0xf658, 0x00b2, 0x0758, 0xfd5a, 0xfd90, 0x0547, - 0xfc89, 0xfdf0, 0x06b9, 0xf8ff, 0x011d, 0xf99f, 0x058b, 0x0112, 0xfca0, 0xf4fd, 0x075a, 0xf4a4, 0xf39e, 0xf68c, 0xef0b, 0x00d3, - 0xfc95, 0xf22d, 0xff73, 0x0553, 0xf57b, 0xf0e8, 0x05a7, 0x0b90, 0xfd36, 0x028f, 0xf9ca, 0x00ed, 0xfefa, 0xfa8e, 0xf311, 0xf8f6, - 0xf7f1, 0xefbe, 0xf0d8, 0xedff, 0x0142, 0xff3d, 0xffc6, 0x030c, 0xf486, 0xf669, 0x049c, 0x0301, 0xfe5e, 0x0235, 0x0778, 0x00d6, - 0x0a79, 0xfdc5, 0xf69f, 0x09c3, 0x01d3, 0xffd2, 0x04f8, 0x033f, 0xff80, 0x0239, 0x0f60, 0x06b5, 0xfd4d, 0x0354, 0xffc4, 0x09d3, - 0x01ad, 0x068a, 0xfa4e, 0xf92d, 0x0bef, 0xfebb, 0xfd3a, 0xfce7, 0x0143, 0x0843, 0xff76, 0xf9f8, 0xf6e3, 0xf506, 0x03dd, 0xf9ec, - 0xfc20, 0xf0fb, 0xf2ba, 0xef42, 0x06d7, 0x0d09, 0x0a1c, 0xfcbe, 0xf400, 0x09ac, 0xf065, 0xf316, 0xfc57, 0xfc69, 0x00d0, 0xf610, - 0xedbc, 0xfc5f, 0xecd7, 0x02bf, 0xfc4a, 0x076a, 0xfd11, 0x093f, 0x0376, 0x018c, 0xfc48, 0x09d9, 0xfbc4, 0x00be, 0x038b, 0x0032, - 0xf86b, 0x056e, 0xfbb3, 0x01d9, 0xfcb1, 0x052b, 0x12f9, 0xfbc9, 0xfc69, 0x0669, 0x0d3a, 0x08b9, 0xfde2, 0x0b96, 0xf88d, 0xf40b, - 0x00ab, 0x00ca, 0x0a40, 0x025b, 0xfae8, 0xfcd3, 0xff26, 0xf0dc, 0x0a23, 0xfb41, 0xf024, 0x01e9, 0x0d46, 0xfbe5, 0xf4b5, 0x0b1d, - 0x0621, 0xf724, 0x13e0, 0x0b66, 0x0e89, 0x06cd, 0xfed3, 0xff9b, 0xdf47, 0xf257, 0x07a9, 0xff16, 0x062d, 0x0602, 0x05b8, 0x0bd9, - 0x07c6, 0x046e, 0x01af, 0xfe1c, 0xfbe1, 0xfb81, 0xeca1, 0xfc6d, 0xfbd4, 0xf5b1, 0xfca0, 0x0015, 0x0946, 0x0ee2, 0xf69e, 0xfbd5, - 0xf2d2, 0x0150, 0xfd6b, 0x0c64, 0xff46, 0x029e, 0xf9a9, 0xfbc9, 0xfe9e, 0x05b3, 0x046d, 0xf9da, 0x0c5f, 0xf9d6, 0xfe4a, 0x078f, - 0x0467, 0x0d91, 0x085e, 0x076e, 0xf4ff, 0x08c5, 0xff10, 0x049c, 0x0906, 0x08d4, 0x0a32, 0x03c5, 0xf605, 0x09e4, 0x02d5, 0x133f, - 0xfc2e, 0x01a1, 0xfe57, 0x02eb, 0x005b, 0xf8dd, 0x0545, 0xfa26, 0x1352, 0xfa51, 0xe68e, 0xfe79, 0x0444, 0x07ba, 0xf810, 0xeedf, - 0x1091, 0xfc0d, 0x09cf, 0xf68a, 0x0014, 0x1078, 0x0f33, 0xf65c, 0xff43, 0xf4bd, 0xef05, 0x0c6a, 0x1095, 0x0711, 0xfa4b, 0x0abd, - 0xfc16, 0xfc27, 0xf678, 0xf8c6, 0xfeeb, 0xfbf2, 0xf47c, 0x0c4c, 0xffa2, 0xf285, 0xfea3, 0x0654, 0xf567, 0x01e8, 0x059a, 0x090c, - 0x0081, 0xf0a1, 0xfb93, 0x054b, 0x0345, 0x10d6, 0xfc95, 0x0c50, 0xf35a, 0x04d4, 0x017e, 0x0a07, 0x144a, 0x018a, 0xefdc, 0xfdc8, - 0xf9c5, 0x05e8, 0x04ec, 0x101b, 0x0581, 0x09e7, 0xfc0d, 0xf89e, 0xfbe6, 0xed1e, 0x05f9, 0xfd58, 0xffc3, 0x026b, 0x069c, 0xfcf7, - 0x0469, 0x0615, 0xebd4, 0x003f, 0xf50d, 0xfe40, 0x02a9, 0xfdf5, 0xfa5a, 0x024b, 0x0ac4, 0xf871, 0xfd19, 0xfafd, 0x0082, 0x0551, - 0xfc0a, 0x0b2a, 0x0675, 0xfc92, 0x05cb, 0x0723, 0xf503, 0x039b, 0xf805, 0x0918, 0xfb67, 0x03ec, 0x07ba, 0xfe40, 0x0ca3, 0x0553, - 0xfd10, 0xf77c, 0xf372, 0xf487, 0xf134, 0x0468, 0x0b6b, 0xf2e5, 0x05a2, 0x0b7f, 0xf9c4, 0x0ab4, 0xfcc3, 0x02dd, 0xee2a, 0x09dc, - 0x00d9, 0x02a0, 0xfa7e, 0x04f6, 0xf562, 0x08e5, 0x08a1, 0xff16, 0xff5c, 0x0017, 0x0364, 0x09b5, 0xfa9d, 0x0c1a, 0xf8fa, 0xfe2a, - 0x022b, 0x092b, 0x13ed, 0xfa42, 0x03ad, 0xf2d9, 0xf414, 0x07cd, 0xea5b, 0xf487, 0xf305, 0xef89, 0xf007, 0xf98e, 0x037f, 0x01e7, - 0x0172, 0x0272, 0x08bd, 0xfb7d, 0xfbbf, 0x01bf, 0x10e7, 0x0bc7, 0x0b4b, 0x1511, 0xfd50, 0xf23b, 0xf249, 0xf7c4, 0xf579, 0x0d58, - 0xfd49, 0x0e92, 0x0272, 0xf80f, 0x07fb, 0x0f4f, 0xfe52, 0xfafe, 0x04f2, 0xfdf9, 0xf4e3, 0x01cf, 0x0f46, 0xfd83, 0xfa5a, 0x0e4e, - 0xfef6, 0xf3c5, 0x00c1, 0xf428, 0x00c7, 0x131a, 0x0ba6, 0x0a9f, 0xf36e, 0xf04e, 0xef12, 0xfa69, 0x0615, 0x01cf, 0xfe0f, 0xfdb7, - 0xf7ff, 0xfa27, 0x0c75, 0xff40, 0xf68c, 0xfa23, 0x0016, 0x0594, 0x036e, 0x0002, 0xfe0d, 0x0149, 0x1d6b, 0xeb68, 0xfe5e, 0xfd4b, - 0x0293, 0xf74f, 0x02b1, 0x0a06, 0xeb13, 0x0135, 0x06f3, 0x0fda, 0xf415, 0x1160, 0xf4d4, 0x05ed, 0x0387, 0xff4e, 0x078c, 0x02b5, - 0x08b6, 0x03df, 0x07b9, 0xf99b, 0x0228, 0x0b81, 0x084c, 0xee8b, 0xf6a8, 0x00dc, 0x0068, 0xfd3e, 0xf70b, 0x0c55, 0x0485, 0x040d, - 0x03dc, 0x00dd, 0x040e, 0xfe9f, 0xfce5, 0x06f4, 0x0ce9, 0x05ae, 0x02fa, 0x0c99, 0xf8d3, 0xf879, 0xf5f1, 0xf7ad, 0xfa3a, 0x02d7, - 0x0f91, 0xf8b4, 0xf07d, 0x03c4, 0x0d0b, 0xff3a, 0xf431, 0xf9ea, 0xff3f, 0x05e4, 0xf9ce, 0x0743, 0x0109, 0xfe11, 0xf92b, 0x01e2, - 0x08f3, 0xf848, 0x01b5, 0xf382, 0x0a5a, 0x050e, 0x0501, 0xfd24, 0xf8ca, 0xfe3e, 0xfa58, 0xf68b, 0xed5a, 0x01b8, 0xff64, 0x0ec9, - 0xf0da, 0x0aaf, 0xfb5e, 0xfae9, 0x00ac, 0xfcfd, 0x02b1, 0x0248, 0x00ed, 0x1043, 0xf76c, 0xf400, 0xf7fe, 0xf556, 0xeadf, 0xf7ec, - 0x0217, 0x054d, 0x0f47, 0xfecf, 0xfa11, 0x0113, 0x00a9, 0xfee5, 0xef8f, 0xf868, 0x00c2, 0xffee, 0xf900, 0xffa6, 0x0053, 0x03cb, - 0x0bbf, 0x07bd, 0xfb3b, 0x0d63, 0x0375, 0xfce1, 0xf673, 0xfdbc, 0x0549, 0x06fd, 0x0709, 0x058a, 0x0526, 0x0e4b, 0xf86d, 0x0511, - 0xfffe, 0xffb0, 0x0789, 0xfa46, 0x0d1d, 0x04ce, 0xf1ef, 0x02bf, 0x107d, 0x01f2, 0x0444, 0xfff0, 0xfab9, 0xfd21, 0xff4d, 0x1145, - 0xfc11, 0x0324, 0xfec7, 0xfb25, 0x073c, 0x0af7, 0x0262, 0x08ff, 0xf96f, 0xff76, 0xf3b6, 0x0969, 0x0193, 0xffe7, 0xf2fb, 0x1141, - 0x0f5b, 0xf2ba, 0xf45d, 0xf058, 0x019e, 0x005d, 0x06bd, 0x06f7, 0x04bc, 0xffd4, 0x1119, 0xf50c, 0xfaf5, 0xf4c6, 0xf40c, 0xf21d, - 0x094b, 0x0e57, 0x0457, 0x0ba0, 0xfe39, 0xedb5, 0x078c, 0xfdfb, 0x0e62, 0x0018, 0xf5cc, 0x0594, 0xf0fe, 0x046b, 0x0189, 0x18ed, - 0x048e, 0x056e, 0x02f5, 0xf4ac, 0x0e54, 0x076f, 0xf0ac, 0xfea2, 0xfc23, 0x1161, 0x0654, 0x01f9, 0x0665, 0x03de, 0x0e54, 0x0487, - 0x068b, 0xf8c2, 0xfe52, 0x04f0, 0xf1ed, 0x0898, 0xff28, 0x0518, 0x01ee, 0x0db6, 0x0b83, 0xf61f, 0xffce, 0xf86e, 0xffed, 0x1786, - 0x1733, 0x095a, 0xf912, 0xfdb7, 0xf63e, 0x036e, 0x0343, 0xfd70, 0x1276, 0x11b8, 0xee72, 0xfba1, 0x05a6, 0x0d3c, 0x004f, 0x0115, - 0xf1dc, 0xfbbc, 0xfb84, 0x0966, 0x0360, 0x056c, 0xff60, 0x09e2, 0x07cb, 0x0c61, 0xfacc, 0x16fe, 0xf69e, 0xfa6f, 0xf7a1, 0x0fc4, - 0x028d, 0xfd0c, 0x0171, 0xff91, 0x00f6, 0x086e, 0xfd76, 0xf112, 0xf3f7, 0x0dae, 0x112f, 0x0322, 0xfaf4, 0x03cd, 0xf8d0, 0x02ba, - 0x04c9, 0x01eb, 0xfc3c, 0x15b4, 0xf656, 0xfdf8, 0xf45b, 0xf7c0, 0x0077, 0xffa6, 0xf531, 0xf8df, 0x0ce4, 0xf8aa, 0x13f7, 0x042a, - 0xf6bc, 0x181b, 0xfc51, 0xf31a, 0xff89, 0x0564, 0x0ded, 0xf3cc, 0x0625, 0xf640, 0x006e, 0x00b2, 0x071b, 0x0352, 0x0565, 0x0678, - 0xfc8e, 0xfa4e, 0xfc2f, 0x053d, 0x0a84, 0xff6c, 0x11c1, 0x0455, 0xfe1e, 0xf908, 0x0394, 0xf96b, 0xfb9d, 0x05e7, 0x0210, 0x05a6, - 0xf8ca, 0x007b, 0xfcc6, 0x0ea9, 0xf7a6, 0x0347, 0xfb11, 0x05c5, 0x0512, 0x0158, 0xfec2, 0xf564, 0xfdd1, 0xfdf6, 0xf984, 0x02bc, - 0x04e4, 0xfbc2, 0xfdb1, 0xf2e4, 0xfe4b, 0xfd50, 0x0e75, 0xf6b1, 0xfb4a, 0x0fa3, 0xfce7, 0xf90c, 0xf552, 0xfed0, 0x010d, 0xf657, - 0xfe40, 0x0173, 0x0e9b, 0x002a, 0xfee2, 0x0317, 0x058a, 0x0145, 0x084a, 0xfe72, 0x0499, 0x0b09, 0xf45e, 0x1242, 0xff59, 0x00af, - 0xfcd2, 0x0f41, 0x01a8, 0x0ad1, 0x0ce8, 0xfe1a, 0xf45f, 0x040d, 0x06fd, 0xf2cf, 0x055d, 0x04d9, 0x0a4e, 0xefae, 0x0144, 0x0156, - 0x0997, 0xfc1c, 0xffba, 0xf5a6, 0x09cb, 0xfb86, 0xfb47, 0xf4dd, 0xefde, 0xfd89, 0xff82, 0xf033, 0xf797, 0x0180, 0xf7d6, 0x16ed, - 0x0b9b, 0xfea7, 0xfa48, 0x097c, 0x008c, 0xf389, 0xfbca, 0x0e38, 0x00eb, 0xf0ff, 0x0007, 0xf936, 0x0934, 0xf7c5, 0xfafe, 0xf76b, - 0x07d5, 0x04de, 0x0c5a, 0x0045, 0x03b2, 0xfdc9, 0x041f, 0x06fb, 0xfb7d, 0x0696, 0xfbc4, 0x028b, 0x0223, 0xf8b9, 0xfc04, -}; - - -uint16_t q15_conv_bias_3[8] = { - 0x0006, 0x0008, 0x002d, 0x001d, 0x0015, 0xfffc, 0x0001, 0xfff7, -}; - -uint16_t q15_conv_bias_4[16] = { - 0x0004, 0x0021, 0xffd0, 0xffd3, 0x0000, 0x0027, 0xffdd, 0x000a, 0x0022, 0xffdc, 0xfff9, 0x0003, 0x0004, 0x0013, 0x0023, 0xffde, -}; - -uint16_t q15_conv_bias_5[24] = { - 0x0006, 0x0001, 0x0004, 0xffff, 0xfffc, 0xfff6, 0xfff7, 0x0003, 0x0008, 0xfffc, 0xffff, 0xfff8, 0xfffa, 0xfff7, 0x0006, 0xfff7, - 0xfff8, 0x0007, 0xfffa, 0x0003, 0xfffb, 0x0005, 0x0004, 0x0005, -}; - -uint16_t q15_conv_input_3[8*16*16] = { - 0xff04, 0xfe6d, 0x00ee, 0xfdbe, 0x00d2, 0x03c0, 0xfd5d, 0xff7e, 0xfd02, 0xff15, 0x0279, 0xfdb7, 0x0376, 0x0306, 0xffc8, 0xff83, - 0x010f, 0x0244, 0x0399, 0x01c0, 0x01bf, 0x01ba, 0xfe25, 0x035d, 0xfd3d, 0x03c9, 0x0364, 0xffc7, 0xfc1f, 0x01c5, 0x017d, 0x00bd, - 0x0085, 0xfdb8, 0xff35, 0x0141, 0x0250, 0x0084, 0xff61, 0x03c1, 0x0273, 0x0111, 0x0304, 0x02c6, 0x0183, 0x0259, 0xfd38, 0xfc8d, - 0xfd2a, 0xfffd, 0x01cc, 0x0231, 0x0309, 0xfe7d, 0x039f, 0x0268, 0x02c4, 0xfd83, 0xfd8c, 0xfe9c, 0xfe93, 0xfdb2, 0x01b3, 0xfec4, - 0xfe33, 0xfd8d, 0x0252, 0xfe48, 0x0013, 0xfe59, 0x0090, 0xfeeb, 0xfe18, 0x02c6, 0xfe63, 0x005d, 0x00c1, 0x0012, 0xffe3, 0x01ec, - 0x0268, 0xff6b, 0xfc40, 0x021b, 0xff37, 0xfd8d, 0x004d, 0x01a2, 0x0349, 0xff8f, 0xfead, 0xffe0, 0x0169, 0xff13, 0x006c, 0xff2e, - 0x021d, 0xfd76, 0xfdb7, 0xfc38, 0x02a8, 0x014b, 0xffa3, 0x02fa, 0xfe91, 0x01ce, 0x0139, 0xfd0c, 0x022e, 0xfcbc, 0xfc52, 0xfd2e, - 0xfe7c, 0x0249, 0x02d0, 0xfd2c, 0x0201, 0x0067, 0xfecd, 0x029c, 0xfed8, 0x03e0, 0x03d2, 0xfc30, 0x0110, 0xffc2, 0x01f6, 0x01a5, - 0x0256, 0xfc22, 0x02b7, 0xfd60, 0x0024, 0x037f, 0x01fc, 0xfe63, 0xff11, 0x03c1, 0x02aa, 0xfd62, 0xffe2, 0xffa9, 0x0347, 0xfe45, - 0x02bb, 0x02b3, 0x01d9, 0xfe39, 0x01be, 0xff7b, 0x01a8, 0x0305, 0x027d, 0xfe98, 0xff7b, 0x02a1, 0x0172, 0x00a7, 0xfe94, 0xfd6c, - 0xfff0, 0x03d2, 0xfda1, 0x03ac, 0xff61, 0x02fa, 0xfe39, 0x0091, 0xff47, 0x02ed, 0xfe03, 0xfe7e, 0xfc4d, 0xfea9, 0xfce3, 0xfd14, - 0x01c9, 0xff32, 0xfce6, 0x028c, 0x0233, 0x0060, 0xfe45, 0x03a5, 0x007f, 0x004c, 0xfec2, 0xffe7, 0xff77, 0xfd28, 0xfc68, 0xfeb9, - 0x00f7, 0x03b7, 0xfd59, 0x0004, 0xfe05, 0xfc39, 0x00c6, 0x01a8, 0xff91, 0xfdbc, 0x0267, 0xfc71, 0xfec1, 0x003e, 0x00ee, 0xfd72, - 0x0353, 0x01ff, 0xfef8, 0x00a5, 0x0047, 0x038c, 0x03ab, 0xfcfa, 0x0067, 0xfecf, 0x0380, 0x0090, 0xfd2f, 0xfdfc, 0xfe22, 0x0048, - 0x00aa, 0xffa0, 0xff9f, 0xffc3, 0xfd76, 0xfe58, 0xfd71, 0x0304, 0x0174, 0x01c9, 0x0037, 0x006f, 0x032e, 0xff9c, 0xff7b, 0x01f9, - 0xfe5e, 0x0352, 0x02d3, 0x020f, 0xff40, 0x0365, 0x00a5, 0x003e, 0x017a, 0xffae, 0x009b, 0xfeaf, 0x0093, 0x01fb, 0x0082, 0x0066, - 0xfe97, 0xfca5, 0x001b, 0xfde1, 0xfdc8, 0x009b, 0x0390, 0x014c, 0x0260, 0x008a, 0x019a, 0x036d, 0x0062, 0xfd55, 0x0039, 0x02bd, - 0x0369, 0x0127, 0xfd00, 0x00ee, 0x00d5, 0x0124, 0x01f6, 0x027d, 0x0295, 0xfce6, 0x0239, 0x0329, 0xfe4d, 0x035b, 0x0357, 0xff3f, - 0xfd99, 0x0171, 0x038f, 0xfcf8, 0x01b2, 0xfff5, 0xffdc, 0x0042, 0xfcbb, 0x0108, 0x0039, 0x00e6, 0xfff3, 0xfe18, 0xfd3f, 0x0291, - 0x0078, 0x0290, 0x020e, 0x009f, 0xfedb, 0x0186, 0xfcd8, 0xfefa, 0x00ed, 0x0397, 0xfce7, 0xfe8f, 0x037e, 0x0029, 0x01c0, 0x0390, - 0xfd1b, 0x01a8, 0x0148, 0x03ab, 0xfef2, 0xff40, 0xffa9, 0x021e, 0xff06, 0x02d0, 0x0157, 0x0191, 0x010b, 0xff86, 0xfe3a, 0x00c1, - 0x0267, 0x02ce, 0x0075, 0x02e7, 0xfc43, 0xfc76, 0xfd67, 0x00b4, 0x016c, 0xfe6e, 0x02a0, 0xffe8, 0xfc9d, 0xff02, 0x024b, 0x023e, - 0xffbb, 0xfeee, 0x018c, 0xfe9a, 0xfe28, 0x03a6, 0xfe63, 0x0324, 0xfd21, 0xff5e, 0xfd86, 0x02bc, 0xfdd8, 0xfe58, 0xffb0, 0x0296, - 0x02e4, 0x0114, 0xfcff, 0xff0c, 0xfd8e, 0xfede, 0x000f, 0xfe20, 0xfcc1, 0x02d7, 0x0337, 0x0089, 0xfd40, 0xff17, 0x0239, 0xffb4, - 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0x02e8, 0x01ca, 0xff80, 0xfd12, 0x01d9, 0xfe6f, 0x0238, 0xfdb6, 0xfd19, 0x03d8, 0x017b, 0x033e, 0x015b, 0x0345, 0xfddf, 0xff64, - 0x0105, 0xfc9d, 0xfcd6, 0x0218, 0xfdf0, 0xff19, 0xfed4, 0x02f8, 0xfece, 0x0164, 0xfea7, 0xfe04, 0x0059, 0x029d, 0xfedb, 0xff83, - 0x0090, 0x00c3, 0xffd0, 0xfec6, 0x02da, 0xfc80, 0x0132, 0xfe3e, 0xfee2, 0xfe3f, 0xfd0a, 0x021e, 0xfcfa, 0xfc32, 0xff01, 0xfe53, - 0x02bf, 0xfde7, 0xfc19, 0xfd31, 0x00e9, 0x033c, 0xfc22, 0xff46, 0x01f2, 0x0213, 0xfd4e, 0x0163, 0x00d7, 0xfc5e, 0x03db, 0x035a, - 0x02a6, 0x0326, 0x02ae, 0x0007, 0xff1c, 0x0234, 0x0163, 0x0148, 0x021a, 0xfe75, 0xff06, 0xfd2b, 0xfd95, 0x009b, 0xff58, 0xfd4e, - 0x005f, 0xfdf1, 0xfeed, 0x0261, 0x01a7, 0xfe59, 0x0020, 0x01bc, 0x002c, 0xfd36, 0x02a5, 0xfd3d, 0xfd30, 0x031c, 0x011f, 0xfcb5, - 0xffba, 0x0335, 0x0070, 0x01b2, 0xfcbb, 0x01f5, 0xfc7b, 0xff39, 0xfde3, 0xfd26, 0x0277, 0x029b, 0xfdc6, 0x0375, 0xfcf4, 0x027e, - 0x02ee, 0x0133, 0x0107, 0x0282, 0x0128, 0x01b3, 0xff51, 0xff77, 0x00b9, 0x011d, 0x0062, 0xfd5b, 0xfc6d, 0xfdb8, 0xfc4e, 0x02c2, -}; - - -uint16_t q15_conv_input_4[8*16*16] = { - 0xff45, 0xff45, 0x002e, 0xfda0, 0x031f, 0xfdb9, 0x0058, 0x0097, 0x0069, 0x025a, 0x030b, 0x0019, 0xfe6d, 0x02d7, 0xfe23, 0x0075, - 0xffb2, 0x031f, 0x037a, 0xfe56, 0xfd50, 0xfd98, 0xfe45, 0xfe1f, 0xfd06, 0xfc8f, 0x022f, 0x00ba, 0xfcb9, 0x0179, 0x02ed, 0xfd53, - 0x006d, 0xfc1a, 0x00bf, 0x032b, 0x0277, 0xfcc5, 0xfed3, 0xfc73, 0xfd78, 0xfcaf, 0x013e, 0x0378, 0x02ed, 0x024c, 0xfca2, 0xfd62, - 0xfd0f, 0xfd0b, 0x0187, 0xfe2e, 0xfc71, 0xff0e, 0xfe50, 0xfe53, 0x0219, 0xfee6, 0xfd72, 0xfcee, 0x038d, 0xff98, 0xfca1, 0xfefe, - 0x0277, 0xff25, 0x01f5, 0x0263, 0xfc79, 0x0186, 0xfd6f, 0x0296, 0xfe9b, 0x0315, 0xfef6, 0xfe27, 0x0326, 0x0288, 0x023b, 0xfee5, - 0xfded, 0xffb5, 0xffa6, 0x031d, 0x022d, 0x0143, 0x02ab, 0xfcf9, 0xfdc6, 0x03b9, 0xfceb, 0x03d2, 0x0285, 0x022b, 0xffd3, 0xfc64, - 0x0151, 0x0036, 0xfe2f, 0x0221, 0xffec, 0xfd22, 0xfda9, 0x0005, 0xfeb5, 0xfc1a, 0xfdc1, 0xfd11, 0x0324, 0x0370, 0xfd22, 0x02bf, - 0x034c, 0x0088, 0x028d, 0xff31, 0xff3e, 0x01c9, 0xfc52, 0xfdc7, 0x034b, 0xfcc4, 0xff27, 0xffd8, 0x0052, 0x000a, 0xfed5, 0x02fe, - 0x0394, 0xff87, 0x038f, 0xfce4, 0x0070, 0x031b, 0x0063, 0xff77, 0xfe9c, 0xfd9c, 0x0384, 0x0100, 0x012e, 0x02c8, 0x0305, 0xfd52, - 0x02a1, 0xff01, 0xfc9b, 0xfdbb, 0xff54, 0x0101, 0x02c3, 0xfcb1, 0xfedf, 0x0340, 0xfef2, 0xfc3b, 0x034e, 0x006f, 0x02ef, 0xfdda, - 0x021e, 0xfd33, 0x01ee, 0x01af, 0x0037, 0xfeda, 0x01a0, 0xfcf3, 0x032b, 0xfe2b, 0x00b1, 0xfe13, 0xfd9c, 0x0025, 0xfdf7, 0xfdcb, - 0xfd2f, 0x015e, 0xfcea, 0x0382, 0xff82, 0x029e, 0xfd9f, 0xfd34, 0xfe97, 0xfd52, 0x02ba, 0xfc2d, 0xfc2f, 0x0107, 0x0242, 0x039d, - 0xfdcc, 0x01f1, 0xfd1a, 0x0287, 0x02e3, 0x0356, 0x01f7, 0x0126, 0xfeb8, 0x0044, 0x0364, 0x037d, 0x019c, 0x0054, 0xff07, 0xfcfe, - 0xfc7d, 0xffe9, 0xfe6e, 0xfcff, 0x0071, 0xfd60, 0x015f, 0xfd8f, 0xfc4c, 0x0011, 0xfcb3, 0x0128, 0x030e, 0x02cc, 0xfe04, 0x00b9, - 0xfe29, 0xfc9b, 0x02e7, 0xfcc7, 0x033d, 0xfe73, 0xfd70, 0x02ac, 0xff72, 0xfeec, 0xfead, 0xfe33, 0xfcf1, 0x0315, 0x00ad, 0xfc54, - 0xff18, 0x0106, 0x0190, 0x0196, 0x0050, 0x03c7, 0x0228, 0x01ba, 0xfe48, 0xff6f, 0x001a, 0xfdd3, 0x013f, 0xfd82, 0x03de, 0x0336, - 0xff59, 0x0365, 0xfdfa, 0x0050, 0xffc3, 0xfcb4, 0x01bc, 0x02c8, 0xff3b, 0xfe98, 0xfcd3, 0xfed4, 0x0284, 0xfd62, 0x0180, 0xff35, - 0xfed3, 0xff48, 0xffe5, 0xfebd, 0x0247, 0xfceb, 0x03cc, 0xfceb, 0xfd56, 0x0159, 0xfffe, 0x0304, 0xff14, 0x02b1, 0x0069, 0xfcb4, - 0xfca3, 0xfe99, 0xffc0, 0x0230, 0x0183, 0xfd67, 0x02e3, 0xffd8, 0xfd63, 0x03de, 0xfc52, 0x01f2, 0xfee9, 0xfcbe, 0xfedc, 0xffb2, - 0x00b5, 0xfe5b, 0x0232, 0xfdd5, 0x00a8, 0xff17, 0xfd60, 0x0111, 0xfc41, 0x02f7, 0xff04, 0x01b7, 0xff3b, 0x0022, 0x0225, 0x00a3, - 0xfd15, 0xfc54, 0xfd18, 0x03a7, 0xfcc5, 0xfec1, 0x0250, 0x033d, 0xfd02, 0x0313, 0x03b4, 0x0199, 0x0228, 0xfc45, 0xff9e, 0xfd2a, - 0x00ad, 0x0018, 0x01fc, 0xffbd, 0xfe58, 0xff84, 0x01d3, 0xff47, 0x0249, 0xffa0, 0x039b, 0x033b, 0xfcb1, 0xfc9a, 0x0215, 0x0175, - 0xfdaf, 0x0257, 0xfd33, 0xfec9, 0x00d0, 0xfd8c, 0x0097, 0xfe2a, 0xff88, 0xff0a, 0x01dd, 0xffcb, 0x031a, 0xfeef, 0x039d, 0xffa0, - 0x0065, 0x00d4, 0xff80, 0x00b9, 0xffe4, 0xfd99, 0x0082, 0xfeca, 0x00ed, 0x0161, 0x039a, 0x0290, 0xfeec, 0x034a, 0x01af, 0x00ca, - 0xfc9a, 0x017d, 0xfd9a, 0xffbe, 0xfee3, 0xfc41, 0x02ca, 0x037c, 0xfe5d, 0xfc89, 0x019e, 0x0084, 0x02c9, 0xfed2, 0x01c9, 0x03d9, - 0xfe01, 0xfccf, 0x017b, 0x0262, 0x001c, 0xfc30, 0xfc5a, 0xfd56, 0xfd55, 0xfc58, 0x01c3, 0x029e, 0xfc3e, 0xff22, 0x01f6, 0xfcb3, - 0xfead, 0xfff6, 0x007d, 0xfc6c, 0xfe3b, 0xfd16, 0xfcb8, 0x02a4, 0x0270, 0xffda, 0x017f, 0xfc5f, 0x0180, 0xfe95, 0x030e, 0xfefe, - 0xfcf0, 0xfd4f, 0xfccc, 0x0355, 0x0342, 0xff93, 0x03ab, 0xfda4, 0xfc72, 0xfc3e, 0x0038, 0xff27, 0x011a, 0x00d7, 0xfcae, 0x0363, - 0xfe90, 0xff45, 0xfd6a, 0x02c6, 0x02ee, 0x035e, 0x026d, 0xfe9b, 0xff17, 0xfef2, 0x020a, 0xff09, 0xff9b, 0xfee9, 0x03df, 0xfc46, - 0xfe7a, 0xff0b, 0x0379, 0x0240, 0x03d9, 0x0078, 0xfee5, 0x0001, 0xffc6, 0xfd2d, 0x0001, 0xfec4, 0xfd61, 0xffca, 0xff78, 0x0098, - 0x016d, 0xfe07, 0x01b3, 0x02bc, 0x0044, 0x039e, 0xfd47, 0x010a, 0xfd9f, 0x016e, 0x036f, 0xffb8, 0xfda4, 0x038d, 0x0397, 0x01ff, - 0x03b6, 0x0219, 0xff4e, 0xfee2, 0x03ba, 0xfd7e, 0xfcc3, 0xfc92, 0x03a8, 0xfdc7, 0x0348, 0xfd53, 0x01a6, 0x0138, 0xfda1, 0xfc59, - 0xff07, 0x03e6, 0xfd2b, 0xfd34, 0xfcf6, 0xfeec, 0xff1f, 0x0185, 0xfddb, 0x012c, 0xffc3, 0xfd44, 0x0005, 0x0097, 0x01e4, 0xfe29, - 0x0229, 0x0065, 0xfc8b, 0xfe85, 0x03a2, 0x014a, 0xffca, 0xffaf, 0x007a, 0x0081, 0x00cd, 0xffae, 0x00ed, 0xfdb7, 0x0018, 0xff7a, - 0x01aa, 0x022e, 0xfc95, 0x019d, 0xff3f, 0xffc7, 0x00c8, 0xfe60, 0xffca, 0x0234, 0xfe38, 0x0211, 0x0254, 0x0039, 0xfeea, 0xfe85, - 0xfe1e, 0x014f, 0xfce6, 0xfffe, 0xfd0e, 0x03c0, 0x0142, 0x0192, 0xfcc4, 0x02fa, 0xff26, 0xff4c, 0xfec5, 0xffda, 0x00cd, 0x019c, - 0xfef7, 0x030d, 0xfe37, 0xfc44, 0x004f, 0xfc4a, 0x0037, 0x01b6, 0x01a3, 0x0012, 0x029b, 0xffd3, 0xfc68, 0x00a3, 0x01a8, 0xff1d, - 0xfcaa, 0xfe86, 0xfca7, 0xfdf2, 0xfff9, 0x036a, 0xfc9d, 0x0266, 0xfc94, 0x025c, 0x02fc, 0xffa8, 0xfc73, 0x0156, 0x03ac, 0xff65, - 0x0252, 0x0156, 0xffa1, 0xfded, 0x0017, 0xfe3f, 0x02da, 0x01ab, 0xfd6d, 0xfea5, 0xfcc9, 0x0301, 0x0079, 0x025e, 0x032c, 0xfe84, - 0xfe50, 0x00de, 0xfe8b, 0xfd0c, 0x02fa, 0xfd97, 0x0285, 0x031e, 0x02f6, 0x03cb, 0xfcef, 0x036a, 0x036e, 0x02da, 0x012e, 0x024f, - 0x033a, 0x0022, 0x0083, 0x001a, 0xfe37, 0xfdf1, 0xfff7, 0x0057, 0xfdd8, 0x0255, 0xfe9f, 0x001d, 0x026d, 0xfce5, 0xfc8c, 0x02c7, - 0xfdb1, 0x01bd, 0x01eb, 0x00c7, 0xfebf, 0x0046, 0x009b, 0x034d, 0xfde8, 0xff22, 0x0028, 0x03d2, 0x004d, 0x0089, 0x0373, 0x004d, - 0xfc19, 0xfff2, 0xfd8f, 0x02a9, 0xff2d, 0x0218, 0xfd93, 0x0161, 0x025a, 0xfd34, 0xff59, 0xfca3, 0xff1f, 0x0275, 0xfcad, 0x005b, - 0x0153, 0x004e, 0xff9d, 0xfc94, 0x0055, 0x0160, 0x0140, 0xffcf, 0xfd0d, 0xfec7, 0xff6a, 0x0347, 0x03bf, 0xfefa, 0xfe2e, 0x0334, - 0xfe95, 0x0351, 0xff98, 0xffa1, 0x023d, 0x0347, 0xff23, 0x0200, 0xff0d, 0x0060, 0x00d5, 0xfde0, 0xfe02, 0xfce8, 0xfd5f, 0x0245, - 0x03df, 0x00a3, 0x0376, 0x02c0, 0xfefa, 0x007a, 0xfe1f, 0x022e, 0x0246, 0x0350, 0x0252, 0xff1d, 0xfe88, 0x0049, 0xfe77, 0x0197, - 0x009e, 0x01f1, 0xfd20, 0xff4c, 0x01ec, 0xffbe, 0xfc9c, 0xffe3, 0xff20, 0x0202, 0xfd59, 0x008c, 0x0052, 0xff6d, 0x004b, 0x0171, - 0x007f, 0x0043, 0x0016, 0xfc82, 0xfe0e, 0xff3e, 0xfc29, 0x02f7, 0x02ea, 0xfdd5, 0xfe3f, 0xfd86, 0x00ed, 0x008b, 0xff46, 0x02ed, - 0xfe2a, 0xfdc2, 0x0070, 0xfd9b, 0xfdb4, 0x019e, 0x03e6, 0xfcc4, 0xfdb1, 0x0009, 0xfd0f, 0x020b, 0x0150, 0xfd7c, 0x01cc, 0x0121, - 0xff17, 0xfca7, 0x031d, 0xff81, 0xff96, 0x0253, 0x0295, 0x01a8, 0x00a6, 0x020c, 0xfcc4, 0x00cb, 0x0099, 0x0258, 0xfd9e, 0x0321, - 0xff3a, 0x01ae, 0xfdb2, 0xfee5, 0x02d8, 0xffa3, 0x0357, 0xffee, 0x02a6, 0xfcaf, 0x035f, 0x00ab, 0xfe79, 0xfc86, 0xfef6, 0xfd60, - 0x01b4, 0xff25, 0x001b, 0x0080, 0x010d, 0xff03, 0xffc5, 0xff19, 0xfe10, 0x034b, 0x02f4, 0xfd90, 0xfe23, 0xfe6b, 0x038d, 0x0144, - 0x017f, 0xfc7c, 0x03bb, 0xfcb2, 0xfe3a, 0x01b4, 0x0193, 0x01ac, 0xfeaa, 0xfd5e, 0x02ec, 0xfdcc, 0xfca2, 0xfe87, 0xff79, 0xfdad, - 0x00af, 0xfed4, 0x01f0, 0xfcb7, 0xffb4, 0xfec3, 0x02fc, 0xfd6d, 0xfd82, 0xfcae, 0xfdde, 0x0022, 0xfe34, 0xfd62, 0x01b3, 0xffd9, - 0xff04, 0xffa7, 0xfdc1, 0x0065, 0x0338, 0x01b4, 0x01c7, 0x032c, 0x01f9, 0x01a0, 0x00e2, 0x0393, 0x02fc, 0x0148, 0x0029, 0x0268, - 0xfc8f, 0xfc45, 0xfe56, 0x034d, 0x00c6, 0xffaa, 0x0062, 0xfe8a, 0xfdbd, 0xfee1, 0xfd4f, 0xffe3, 0xfd83, 0xff2a, 0x015e, 0xfce8, - 0xfda3, 0xfdfe, 0xffa7, 0x030e, 0x0006, 0x0366, 0x0225, 0x027e, 0xff1a, 0x0050, 0x012d, 0xfff7, 0x0088, 0xfc85, 0x0209, 0x0362, - 0xffa2, 0x0112, 0xff77, 0xff1a, 0xfc75, 0x03c7, 0xff7e, 0x0352, 0xffb2, 0xfdc1, 0xfcb1, 0xfcd6, 0x0138, 0x03ab, 0xfece, 0xfce6, - 0xff15, 0x0382, 0xfc57, 0x00fc, 0xfd6f, 0x0267, 0x01d2, 0xfe70, 0x0240, 0xfcd1, 0xfe74, 0xfc82, 0x0288, 0xfc4c, 0xfd72, 0xff34, - 0x00d6, 0xfce4, 0x007d, 0x00e0, 0xfe02, 0xfca0, 0xfe26, 0xffd1, 0x0178, 0xfef0, 0xfd03, 0xff2a, 0x03df, 0xffbf, 0x03d8, 0xfd28, - 0x03d1, 0x000e, 0x0319, 0xfcdc, 0x008a, 0x0379, 0x0154, 0xfc40, 0xfc73, 0x004f, 0xfd38, 0x00ff, 0x02cd, 0x011d, 0x035e, 0x0065, - 0x0300, 0x02e0, 0x035a, 0x0013, 0x01e7, 0xfe31, 0x014a, 0x0294, 0xfc8d, 0xfe4e, 0xfd9e, 0xfe14, 0x031c, 0xfffc, 0xff31, 0x0073, - 0xffbe, 0xfe2e, 0x0049, 0x0233, 0x016d, 0x0269, 0x031c, 0x02f4, 0xfe68, 0xff4c, 0x02a6, 0x0139, 0xfee8, 0x0273, 0x0327, 0x02a9, - 0xfc4a, 0xfc78, 0x0216, 0x03b7, 0x00bb, 0x03db, 0xfe2c, 0x0148, 0x02ec, 0xffdb, 0xfec6, 0xfd39, 0x014e, 0xfcb4, 0x0054, 0x025d, - 0xfe5c, 0x00d4, 0x015a, 0x0282, 0x0074, 0x0308, 0xfc20, 0xff0b, 0xfe48, 0x0333, 0xfe98, 0x031c, 0xfe87, 0x0236, 0x0351, 0x018d, - 0xfe97, 0xfe3a, 0x0345, 0x03c7, 0xfc40, 0x019f, 0x03bd, 0xff90, 0xfef3, 0x023f, 0x0184, 0xfc44, 0xfc33, 0x02f3, 0x00a8, 0xffef, - 0x0086, 0x02ca, 0xfcd3, 0xff71, 0x01cc, 0x017a, 0xfd2f, 0x01e5, 0x0329, 0xfcde, 0xfef2, 0xfd05, 0xfcd5, 0x0327, 0x0023, 0x036d, - 0x003e, 0x03a3, 0x00cd, 0xff87, 0x02f7, 0x0094, 0x0178, 0xfdea, 0x0140, 0x0208, 0x0058, 0x0202, 0xfea2, 0xfcb8, 0xfc70, 0xfc78, - 0xfca8, 0xfc65, 0xfd89, 0x0227, 0xffeb, 0x039b, 0x0058, 0x03c5, 0xfca5, 0xff73, 0xffbc, 0x01ca, 0x016a, 0xfd82, 0x008f, 0x02d7, - 0xfe5d, 0x03e0, 0xfe9e, 0x00f2, 0xfdb0, 0xff19, 0x01f9, 0xfcf0, 0xfe41, 0xfe80, 0xfc9e, 0x00bd, 0xff40, 0x02c4, 0xfd46, 0x00f6, - 0x0109, 0xfd85, 0xfe14, 0x006a, 0xfe36, 0x01ab, 0x0158, 0x033d, 0x0317, 0x016b, 0xfcb3, 0xfc96, 0x00eb, 0xfd25, 0x02f3, 0xfd05, - 0x0254, 0xff7a, 0x01df, 0x01b3, 0x0226, 0x015d, 0x01f3, 0xffc8, 0x016f, 0xfcce, 0xfcb2, 0xfc72, 0x006b, 0x005a, 0x0256, 0x000f, - 0x00cf, 0xfd40, 0x027f, 0xff02, 0x013d, 0xff75, 0xff57, 0xfc27, 0xfcb5, 0x0013, 0x01da, 0x0088, 0xfec2, 0xfc60, 0xfd24, 0xffc1, - 0x0040, 0x036f, 0xfe29, 0xfdd2, 0x0107, 0x03e2, 0x0257, 0xff9c, 0x022c, 0x0293, 0xffcf, 0xfd07, 0x03b5, 0xfc35, 0x02bd, 0xfe2d, - 0xfd5d, 0xfe41, 0xfe73, 0x0222, 0xfeea, 0xfdee, 0x0169, 0xff29, 0xfc3a, 0x0153, 0xfd2b, 0x011c, 0xff7b, 0x0188, 0x01c8, 0x01d4, - 0xfe09, 0x023a, 0x02a6, 0xff7c, 0x00a4, 0x02b4, 0xfc1e, 0x0037, 0xfd21, 0xfc77, 0xfdaf, 0xffb3, 0x01c8, 0xfdfb, 0xfc44, 0x0009, - 0x0140, 0x01aa, 0x0176, 0x0356, 0xff40, 0x029a, 0x01a6, 0xfc56, 0xfd47, 0xffbe, 0x0134, 0xfde5, 0xfcc8, 0xfff6, 0x0023, 0x0301, - 0xfe03, 0xff5a, 0xfd86, 0xfe7e, 0xfe4c, 0x0113, 0xff3b, 0x0217, 0xff9c, 0x0121, 0xfecb, 0x0275, 0xfe55, 0xfd35, 0xfe7c, 0x00a8, - 0xff4f, 0xfec5, 0xfd0a, 0x0287, 0xfcaf, 0x02c4, 0xfe5e, 0x006a, 0xfe66, 0xfd72, 0xff46, 0xfda6, 0x009e, 0xffa5, 0xfcff, 0x0223, - 0x02fa, 0x0079, 0x006c, 0x0142, 0xfde0, 0x01a3, 0x0321, 0x03a5, 0xfe66, 0xfcb1, 0x0029, 0x0024, 0xfe39, 0x0025, 0x00bd, 0xfd4a, - 0x011a, 0xff24, 0xff54, 0x0101, 0xfc9e, 0x00ec, 0x01d9, 0xfd93, 0xffd6, 0x0016, 0xffdd, 0x020d, 0x031c, 0xfd7f, 0x0016, 0x0151, - 0x002a, 0xffe3, 0xfc19, 0x0365, 0xfded, 0xfd39, 0xfcd3, 0xfc33, 0xfe45, 0x02de, 0x03c1, 0xfe1b, 0xfdad, 0xfe01, 0x03b6, 0xfd0a, - 0x033a, 0xff79, 0x02f4, 0xfcdf, 0xfebf, 0xfe35, 0xffdc, 0xfc45, 0xfcd7, 0x006c, 0xfcc4, 0x0095, 0xfcda, 0xfedf, 0xff22, 0xfd41, - 0x0272, 0x0150, 0xff43, 0xff83, 0xff32, 0xfc4a, 0xff47, 0x0271, 0xfd59, 0x022d, 0xfd59, 0x00c7, 0x03e1, 0x02a3, 0xfc69, 0xfc4c, - 0x00aa, 0xfe17, 0x03a2, 0x0164, 0xfd0d, 0xfe98, 0x0384, 0x0141, 0x037b, 0xffac, 0xfce7, 0x027a, 0xfc40, 0x02f0, 0x020a, 0xffce, - 0x03c9, 0xfe25, 0xfe55, 0x03a1, 0xff45, 0x0281, 0x017d, 0x0251, 0x0359, 0xff0a, 0x018d, 0xfc33, 0x02b4, 0x0117, 0x0173, 0xfda3, - 0x0318, 0xfec4, 0xfcd6, 0x0325, 0x0370, 0x03a5, 0xffa6, 0x03a6, 0x0168, 0xfee4, 0x02db, 0xffd3, 0x0345, 0xfde1, 0x01c9, 0x01e9, - 0x0349, 0x0182, 0x00a6, 0xfc76, 0x039b, 0x0305, 0x02b4, 0x0348, 0xfe3d, 0x01ca, 0x01a8, 0x006e, 0xfe01, 0x03ac, 0x0365, 0xfe86, - 0xfd2e, 0x00b5, 0xfe3e, 0x00cb, 0x02c8, 0x0085, 0x0360, 0xfd03, 0xfde2, 0x01b4, 0x017f, 0xff7d, 0x03d4, 0xffde, 0xfe80, 0xff54, - 0xfd2a, 0x01f0, 0x019f, 0xfd8b, 0x025d, 0xfd5e, 0xfe3e, 0x0300, 0x008d, 0x01e4, 0x0141, 0xfd5c, 0xff9b, 0xfe17, 0xffc4, 0x01f4, - 0x0108, 0x0260, 0x01cd, 0xfd66, 0x0313, 0xfebd, 0x02ae, 0xfef5, 0xfc4a, 0xfeee, 0x0024, 0x01b9, 0xfe06, 0xfd84, 0xfd60, 0xfd3c, - 0xfeac, 0xfd56, 0xfde3, 0x0014, 0xfeb3, 0x0316, 0xfcbe, 0x02b9, 0xfe12, 0xff3b, 0x01c9, 0xfc4e, 0x00dd, 0x019d, 0x0079, 0xfccf, - 0xfc3e, 0xffae, 0x0378, 0xfe42, 0x008a, 0xfc42, 0xfe94, 0x0381, 0xff14, 0xfced, 0x0075, 0x03db, 0xfcbf, 0xfe30, 0x032d, 0x02a1, - 0x0118, 0x0036, 0xff4d, 0xfdc9, 0x025c, 0xfc76, 0xffdf, 0xfe0d, 0x0394, 0x00f1, 0x01b1, 0xfda5, 0x00bd, 0x01ea, 0x03db, 0xfea6, - 0xfdd0, 0x0273, 0xfdf4, 0x011f, 0xff00, 0x0300, 0xfe47, 0x0057, 0x037f, 0x0141, 0xfc79, 0x03a7, 0x0223, 0x00f3, 0x0046, 0xfe49, - 0xff80, 0xffe6, 0xfe0b, 0xfcb1, 0x0214, 0xff46, 0xfef8, 0xfcc7, 0x02aa, 0xfc35, 0xfcdb, 0x0368, 0xffe9, 0xffad, 0x0238, 0xfc85, - 0x0155, 0xfea0, 0xfd24, 0x014c, 0x0199, 0x01e7, 0x00f8, 0xfd57, 0x0007, 0x033f, 0x0302, 0x02ac, 0x022a, 0xfc2d, 0x0396, 0xfcfd, - 0xffdd, 0x001d, 0xff6e, 0xff8b, 0x0023, 0xfefc, 0xffa9, 0xfc29, 0xfc85, 0xfd27, 0xfd0b, 0x00c1, 0x0033, 0xfe69, 0x0166, 0x0100, - 0xfd50, 0x00e0, 0x0208, 0xfc90, 0xfed9, 0xfcd9, 0xff26, 0xfcd2, 0x01be, 0xfc2d, 0x0180, 0x0337, 0x034c, 0xfc6c, 0x01be, 0x000f, - 0x035a, 0x014c, 0x03a9, 0xff1c, 0x029b, 0x0047, 0xfff4, 0x03d2, 0xfc72, 0x01cc, 0x0064, 0x0166, 0x02fd, 0x0023, 0xffb7, 0xfddd, - 0x037a, 0x0296, 0x0241, 0x02d9, 0xffad, 0x03b3, 0xfcb4, 0xfff1, 0x03c0, 0x0246, 0xfe1c, 0xffcf, 0xfcd6, 0x01a7, 0x019a, 0xfd05, - 0xfdc4, 0xffdb, 0xfe05, 0x032f, 0xffe3, 0x0063, 0x01d3, 0xfe17, 0x02c9, 0xff17, 0x028d, 0xffa7, 0xffa0, 0xfe88, 0x0273, 0x021a, - 0xfd7e, 0xfd59, 0xfffb, 0x0053, 0x0039, 0x010c, 0xfd5b, 0x027f, 0xfdc6, 0xfd46, 0x017c, 0x004b, 0xfd74, 0xfee9, 0xfc5f, 0x0372, - 0x00d9, 0x0010, 0x031a, 0x019a, 0x009f, 0x0299, 0x0166, 0x01e0, 0xfc42, 0xfd8d, 0xfc40, 0x0056, 0xfdd5, 0xfea4, 0xfeb6, 0xfe71, - 0xffb0, 0xfce6, 0xffd4, 0xfd9e, 0xfeeb, 0x0029, 0xff54, 0x01f7, 0x0070, 0x0133, 0x0304, 0x0228, 0xfe3c, 0x0160, 0x03c4, 0xfc28, - 0xffe1, 0x0080, 0x0267, 0xfd33, 0xfd94, 0xffbd, 0xfd21, 0x0123, 0x014a, 0x0124, 0x0121, 0x01eb, 0x027e, 0xfdc1, 0x0262, 0x0025, - 0x015e, 0xfddc, 0x0183, 0x0343, 0x02ef, 0x00e9, 0xfded, 0xfdea, 0xfd7b, 0xfffb, 0xfeb4, 0xff21, 0x005a, 0xfd9a, 0x0181, 0x031d, - 0xfe11, 0x00d1, 0xfd9c, 0xfec8, 0xfc40, 0xfc56, 0xfcb2, 0xff85, 0xfe65, 0x02b0, 0x0293, 0xff6d, 0xff92, 0x02c1, 0x0101, 0x004a, - 0xfcf6, 0x0019, 0xfdfb, 0x0191, 0x02f8, 0x00bd, 0x02e6, 0x024c, 0xfd38, 0xfdc0, 0xfd36, 0x01b5, 0xfe72, 0x017d, 0x0365, 0x03c1, - 0x03e0, 0x0193, 0x0265, 0x03d2, 0x026b, 0x01c1, 0x0283, 0xff78, 0x01ca, 0xffbc, 0x0299, 0x0145, 0x010b, 0xfda8, 0x0396, 0xff90, - 0x00b0, 0xfddf, 0x0025, 0xffdc, 0x0203, 0x021d, 0x0237, 0xfc74, 0xff52, 0x0398, 0x001d, 0xff10, 0x01f8, 0x0088, 0xffbe, 0x025f, - 0x0030, 0x009c, 0xfe3b, 0x0350, 0xff68, 0x0083, 0xfd34, 0xff08, 0x0250, 0x02bb, 0xfeff, 0xfd72, 0xff77, 0xff3a, 0x0141, 0x007a, - 0x004d, 0x0384, 0xfdd4, 0xfe2f, 0x0282, 0xfd77, 0x0274, 0xff3a, 0xfc6f, 0xffeb, 0x0291, 0x0137, 0xfdfb, 0xfcda, 0x018f, 0x02db, - 0xfea4, 0xfd80, 0xfdf7, 0xfdff, 0x0125, 0xff8e, 0xfdeb, 0xffcb, 0xfd61, 0x01b2, 0x0036, 0xfe89, 0xffac, 0xfff0, 0xfcfb, 0xfcca, - 0x02ab, 0xffe2, 0x0349, 0xfec3, 0xfe8a, 0xfdea, 0xfc92, 0x0351, 0xfcfe, 0x03e6, 0xfd5a, 0x01c3, 0xfdd0, 0xff2f, 0xfe8e, 0xfe15, - 0x018d, 0x012e, 0xfd5e, 0x01fc, 0x0339, 0x00bf, 0x0239, 0x0372, 0x0159, 0x0070, 0xfea7, 0x00f0, 0x0226, 0x0353, 0x0348, 0x0113, - 0xfdc5, 0x01b4, 0x03d9, 0x02f6, 0xfca1, 0x00e4, 0xfdb7, 0x030d, 0xff0f, 0xfda6, 0xff45, 0x00f4, 0xfc8c, 0xfe16, 0x031b, 0x0090, - 0x038d, 0x026c, 0x00ba, 0xff29, 0x020d, 0x035f, 0xffc5, 0xfd53, 0x00e0, 0xfe5a, 0x020c, 0x0172, 0xfd91, 0xfe12, 0x001f, 0xfdc5, - 0x03cf, 0xfda6, 0x02c3, 0xff3e, 0xfd49, 0xffde, 0x029f, 0xfdc7, 0xff3c, 0xff70, 0xffe3, 0x0263, 0x02f0, 0xffec, 0xfd6d, 0x0224, - 0x00d5, 0x0156, 0x007b, 0x02a4, 0xfd70, 0xfecc, 0xffa0, 0x004e, 0x02d7, 0x01ec, 0xfca6, 0xfc3c, 0x0292, 0xfe3d, 0x006a, 0xfdfb, - 0xfe59, 0x0215, 0x0247, 0x0067, 0xfdf3, 0xfd31, 0x0045, 0xfe1b, 0xff79, 0x02fd, 0x02a0, 0xfde9, 0xfd17, 0xfef5, 0xffe9, 0xff04, - 0xfd79, 0x0232, 0xfda8, 0xffc6, 0xffbc, 0xfd79, 0x0039, 0x021b, 0xfee9, 0x0216, 0xfcdc, 0x00bc, 0x03b2, 0x0176, 0xfd5d, 0x03c4, - 0xfe82, 0x00da, 0x03b7, 0xfef1, 0xfeba, 0x02ee, 0xfd0c, 0xffed, 0x02f1, 0xffea, 0x016e, 0x00c5, 0xfe09, 0xfe17, 0xfe7b, 0xfece, - 0x00e4, 0x03ad, 0xfc82, 0x00ab, 0x015f, 0x029b, 0x02eb, 0xff8f, 0xfd52, 0x0147, 0xfffa, 0xfec5, 0x0228, 0x019d, 0xfda4, 0x02a4, - 0x02ad, 0xfd6d, 0xff6f, 0x007f, 0xfc48, 0xff96, 0xfff8, 0xfe30, 0xfe1c, 0x039c, 0xfc8e, 0xfdc6, 0x008d, 0xfcc6, 0x00a9, 0x0336, - 0x00ac, 0xfdf2, 0xfc5c, 0x03cd, 0xfde0, 0x018d, 0xfdff, 0x0297, 0x02f7, 0x0309, 0x02c8, 0x0306, 0x00e9, 0xffa2, 0xfe03, 0x0072, - 0xfdd5, 0xfdbb, 0xfd83, 0x0075, 0x023b, 0x015a, 0xfc93, 0xfe85, 0x0278, 0xfcf5, 0xfc1e, 0x004e, 0xfe04, 0x01bc, 0xfff0, 0xfcc5, - 0x030d, 0x02b0, 0xfd81, 0xfcff, 0x0086, 0x0319, 0xfc19, 0xfc3c, 0x035e, 0xff75, 0x0118, 0xfd84, 0x0054, 0xfe1d, 0x019a, 0x033e, -}; - - -uint16_t q15_conv_input_5[8*16*16] = { - 0xfc27, 0xff33, 0x02c4, 0x0214, 0x0135, 0x004a, 0x0199, 0x0092, 0xff7b, 0x037b, 0x01fe, 0xfdec, 0x038a, 0x0304, 0xfd3f, 0xff03, - 0x0061, 0xffdf, 0x00c1, 0x0007, 0x000a, 0x0329, 0xfcc6, 0xfc39, 0x006e, 0x03d6, 0xfe7b, 0xfdf8, 0x01cc, 0x01a7, 0x0318, 0xfd95, - 0x0083, 0xfe0b, 0xfd76, 0xfebe, 0x00de, 0x0334, 0xfc3a, 0x03c4, 0x01f9, 0x0012, 0x004d, 0xfd5c, 0xfc23, 0xfee2, 0xfc82, 0xfd34, - 0xfe95, 0xfc27, 0xfcc5, 0x005c, 0xffe5, 0x0074, 0xfdc8, 0xfc5b, 0xfcc0, 0x025d, 0xff0d, 0x0308, 0xfc55, 0x0045, 0xfcaf, 0x013c, - 0x017f, 0x00dd, 0xfdfa, 0x00f1, 0x0337, 0xfdf2, 0xfea9, 0xfdc0, 0xfd48, 0x03d7, 0x019e, 0xfd9f, 0xfc42, 0x0290, 0x003d, 0x00f9, - 0xfe0e, 0x0347, 0x03a8, 0xffa9, 0x032f, 0xfdca, 0xfc18, 0xff8d, 0x01d1, 0xfc8d, 0xfd7f, 0x00ec, 0xfdd6, 0x0205, 0xfc45, 0x0353, - 0xfd75, 0xff93, 0xfd14, 0x02b7, 0x0025, 0x0046, 0xfc41, 0xfdc1, 0xffcc, 0xff9e, 0x02b3, 0xfdb6, 0xfee6, 0xfd2a, 0x00d4, 0x00ae, - 0x003b, 0x025c, 0xfcb3, 0xff24, 0xfe8c, 0x0041, 0x0312, 0xfd17, 0xff85, 0xff20, 0xfdcb, 0x03b9, 0xfebb, 0x0283, 0xffd1, 0xfc8e, - 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0x037d, 0xfd5b, 0x0309, 0xff78, 0xffa0, 0xfdfb, 0x03ae, 0xfccf, 0x014d, 0x00e3, 0x0118, 0x035c, 0x0358, 0xfd42, 0x0124, 0x0031, - 0x00a8, 0x00dc, 0xfe30, 0x026c, 0xfd11, 0x00e7, 0xfe47, 0xfdc7, 0x02c8, 0x02f3, 0xfccf, 0x0156, 0x0210, 0xffd6, 0x030e, 0xfefd, - 0x00dd, 0x03b2, 0xfedb, 0xfe69, 0x01d9, 0xfdb9, 0x036b, 0xfe31, 0xfd4e, 0x03c2, 0x025e, 0x0033, 0xfcd1, 0x01a3, 0x00ff, 0x0186, - 0x0388, 0xfcde, 0xff0e, 0x0194, 0x002c, 0xfd2d, 0x02f3, 0xfc5f, 0x01ad, 0x0000, 0xfdf5, 0xfd89, 0xfea9, 0x019d, 0xff7d, 0x013b, - 0x02d8, 0xff40, 0x01d4, 0x0097, 0x018a, 0x0220, 0xfed7, 0x0234, 0x02c9, 0x03a8, 0xff30, 0xfe4f, 0xff47, 0x0037, 0xfd64, 0x00ec, - 0xfc49, 0xfe97, 0xfe85, 0xfca4, 0xfc4c, 0xfd27, 0xfff9, 0xfed6, 0xffcd, 0xfee1, 0xfd48, 0xfdcc, 0x011f, 0xfd39, 0xfea0, 0x02ec, - 0x026d, 0x01f0, 0x00c7, 0xfeae, 0x01b7, 0x02a8, 0xfd80, 0x01e9, 0x0123, 0xfce8, 0x0280, 0xfc6f, 0x01f2, 0x00c8, 0xfd48, 0xfc2a, - 0x018b, 0xff9a, 0x0132, 0xfc1e, 0xfc68, 0xfc71, 0x0096, 0x0092, 0x020f, 0x0150, 0xfde7, 0x000e, 0x02e1, 0x0356, 0xfead, 0x0122, - 0xfd1b, 0x03bd, 0xfca5, 0xffa7, 0xfecc, 0xfe9c, 0x0319, 0x01e9, 0xfc65, 0xfd29, 0xfd14, 0x02cd, 0xfe83, 0xff7f, 0x028b, 0xfcfe, - 0xfc79, 0xfc20, 0xfed8, 0x0010, 0xffe7, 0x00a3, 0x01d7, 0x0013, 0xfc4e, 0x0118, 0x01db, 0xfe58, 0x03c4, 0x01f8, 0x0087, 0x00b4, - 0x019a, 0x0132, 0xfe0f, 0x0388, 0xfea8, 0x0028, 0x00f3, 0x035b, 0xffec, 0x035f, 0x008e, 0xfd3f, 0x0324, 0x021e, 0x031e, 0xff9d, - 0xfedd, 0xfc64, 0xfd94, 0xfc83, 0x00ae, 0x01d1, 0xfe09, 0xfd92, 0x0347, 0x02e9, 0xff7a, 0xfefd, 0x0063, 0xfe26, 0x0133, 0xfe82, - 0xffd6, 0xffdb, 0xfe09, 0xffd1, 0x0235, 0x0335, 0x0005, 0xfc74, 0xfff9, 0x01a5, 0x0313, 0x01bd, 0x01b9, 0xfc7c, 0xfe59, 0x0222, - 0xfe7d, 0xfd9c, 0x0199, 0x032f, 0xfd20, 0xfd79, 0xfe1c, 0x00cd, 0x0304, 0xfe23, 0xfcff, 0xfee9, 0x016b, 0x022c, 0x01a0, 0xfe9c, - 0x015a, 0xfd11, 0xfee2, 0x03e2, 0x0296, 0xff9a, 0x0278, 0xff78, 0x03d2, 0x038c, 0xfefb, 0xfe91, 0x01fd, 0xfdf9, 0xfe11, 0x03a4, - 0xfe67, 0xfe0a, 0x0339, 0xfd06, 0x014d, 0xfdfd, 0xfda3, 0x0044, 0xfc76, 0x0380, 0x02eb, 0xff69, 0x001a, 0xfc87, 0x03cc, 0xff29, - 0x01bb, 0xfd5b, 0x0115, 0x030d, 0x00cf, 0xff21, 0xfce1, 0x03d8, 0x0057, 0x00da, 0xfd8c, 0x0266, 0xfc54, 0x035a, 0xfcdb, 0x000e, - 0x0312, 0xffdd, 0x0114, 0x0159, 0x0091, 0x03b7, 0x0256, 0xfcbc, 0x013c, 0x00a8, 0x02fe, 0xfe59, 0x03aa, 0xfc3b, 0x024e, 0x0176, - 0x013c, 0x03b6, 0xfd4f, 0x0283, 0x03de, 0x0222, 0xfd0e, 0x0179, 0xfc62, 0x0188, 0xfec9, 0xfeb9, 0xfe68, 0xfcd7, 0x03d9, 0x00e5, - 0x00c4, 0xfec4, 0x0094, 0xfd6a, 0xff5a, 0x0133, 0x00e5, 0x03a9, 0xfddb, 0xffc6, 0x02df, 0xfde9, 0x0099, 0xfd4d, 0xffaf, 0xfedf, - 0xfcd6, 0x0217, 0xffe1, 0x035c, 0xfd80, 0x033a, 0xfe8a, 0xfd6a, 0x0139, 0x000e, 0x0002, 0xfd57, 0x005a, 0xfe3c, 0xffa4, 0xff11, - 0xffad, 0x038a, 0x0233, 0x03b5, 0xfe78, 0x010a, 0x0393, 0xfd5f, 0x0351, 0xfc2d, 0x003d, 0xff0b, 0xff3c, 0xffc0, 0xfe37, 0xff45, - 0xff20, 0xfc63, 0xfd61, 0x002b, 0x0135, 0x03bc, 0x0058, 0x00da, 0x00b9, 0xfdb3, 0x03b4, 0xfd1a, 0xfcda, 0xfd69, 0xfd63, 0xff28, - 0xfce0, 0x03ce, 0x01b7, 0xfc83, 0xfc24, 0xfccf, 0xff03, 0x0023, 0xfcd7, 0xfffa, 0xff1e, 0x001e, 0x0275, 0x02f7, 0xfc87, 0x03ca, -}; - -uint16_t q15_conv_weight_3[8*8*9] = { - 0x0066, 0x021d, 0x02b8, 0xffe4, 0xff40, 0xff3c, 0x004b, 0xfd4c, 0x005e, 0xffda, 0x03e2, 0x03df, 0x03db, 0xfe2f, 0x02b6, 0xff13, - 0x0321, 0xfd46, 0x0098, 0x0040, 0x026b, 0x0070, 0x0301, 0xfe7d, 0xfda6, 0xfc50, 0x02df, 0xffb7, 0xffa1, 0xfd7c, 0x0214, 0xfe17, - 0xfe25, 0x028b, 0xffba, 0x038a, 0xffed, 0xfea0, 0x018a, 0x003b, 0xff8f, 0x0377, 0xfdfc, 0x0309, 0x0084, 0x01d7, 0x01f7, 0x004a, - 0x0052, 0x03ce, 0x03e6, 0xfdb0, 0xfce9, 0x0169, 0xfdd5, 0xfd6f, 0x01cd, 0xfc71, 0xff63, 0xffb4, 0xfc6e, 0x028d, 0x00c9, 0xfeb3, - 0x002b, 0x01f0, 0x00e6, 0xfcea, 0xfff5, 0x02f2, 0x00c3, 0xff28, 0xfef8, 0xfe70, 0x0235, 0x00af, 0x00a6, 0xfee2, 0xfc49, 0xfd9d, - 0x0043, 0xfdaf, 0x02a6, 0xfe1b, 0x0029, 0xfdaf, 0xfc1d, 0x03a8, 0xfd27, 0xfefa, 0xfea3, 0xffd1, 0xfda3, 0x006b, 0x0299, 0x0062, - 0x01fa, 0x0329, 0x0194, 0xfd3f, 0x036c, 0xfdc3, 0x00c4, 0xfc77, 0x0259, 0xfd0d, 0x01c3, 0xfd51, 0xfd87, 0x014a, 0xff4e, 0xfdd2, - 0xfdc6, 0xfd27, 0x02b3, 0x0363, 0xfde2, 0xfe40, 0x02db, 0xfd06, 0x0201, 0x038d, 0x01ac, 0xfc46, 0xfc82, 0xfcac, 0x01ae, 0x033b, - 0xfe21, 0x0176, 0x00da, 0x0218, 0x0305, 0xfd03, 0xfdb1, 0xfed4, 0xfd5c, 0x0381, 0x0298, 0xff2e, 0x015d, 0xfce3, 0xfc4f, 0xfc84, - 0xff2f, 0xffe0, 0xffb7, 0x0365, 0x03a5, 0xfc43, 0x03d8, 0x0006, 0xfde5, 0xfe82, 0x035a, 0x033a, 0x0360, 0xfc81, 0xfdcd, 0xfcef, - 0xfd36, 0x01a4, 0x03a0, 0x0049, 0xfcf1, 0x0058, 0x0094, 0xfd9f, 0xff76, 0xfcee, 0xfe5f, 0x0332, 0xfd4c, 0x016b, 0xfc72, 0x01a7, - 0x0300, 0x02d5, 0xfebc, 0xff11, 0xfc93, 0xfe89, 0x037e, 0x037a, 0x00f9, 0x019e, 0xfd5e, 0xff44, 0xfcc6, 0xfd4e, 0x00fa, 0xfd96, - 0x01c3, 0xff54, 0x02c6, 0x0011, 0x00fb, 0x02fc, 0xfd3c, 0xff59, 0xfe44, 0x0382, 0xfdac, 0xfe9a, 0x0305, 0xfde3, 0xfc1a, 0xff1b, - 0x0079, 0x0161, 0x0114, 0xfd11, 0x02b5, 0x00d1, 0x02af, 0x0012, 0xffcc, 0x03ce, 0xfdb9, 0x00ca, 0xff23, 0x00d1, 0xfce5, 0x02d0, - 0x0238, 0x007c, 0xff03, 0x0264, 0xfeee, 0x039e, 0xfc5b, 0x0268, 0x037d, 0xff3c, 0xfdb6, 0x011b, 0xff77, 0x01d0, 0x03c8, 0xfda5, - 0xff0c, 0x015d, 0x00c1, 0x03c7, 0xfffd, 0xff0a, 0x01d0, 0x00ac, 0xfdf0, 0xfe26, 0xfcd3, 0x02e3, 0xfd52, 0x0025, 0xff88, 0x0019, - 0xfca4, 0x011b, 0xfca5, 0x0228, 0x003e, 0x0267, 0x0079, 0x02cb, 0x010c, 0xfe81, 0x004f, 0xffac, 0x0300, 0x0274, 0x0248, 0x03c9, - 0xfedb, 0xfe25, 0xfddd, 0x00cb, 0x016e, 0x0335, 0x02d6, 0x0162, 0x0242, 0xfcfa, 0x037c, 0xfd80, 0x00c0, 0xfe80, 0xfd0c, 0x02c5, - 0x039d, 0xfda9, 0x0330, 0xfcc4, 0x03c9, 0x0183, 0x0310, 0x0043, 0xfdf8, 0xffdb, 0x029c, 0x01e8, 0x017f, 0xfeb0, 0x00d5, 0x010a, - 0xfe75, 0x01b5, 0xfd9b, 0xff6b, 0x019c, 0x01b4, 0x00b0, 0xfd91, 0xfd1b, 0x01fa, 0xfeb2, 0x034c, 0xfc33, 0xfc49, 0x036c, 0x0293, - 0x0150, 0x0325, 0xfdeb, 0xfd2c, 0xfd43, 0x001d, 0xfc19, 0x0267, 0x00ff, 0x010e, 0x025f, 0x03d5, 0x0357, 0x019f, 0xfcf8, 0x03cb, - 0x0074, 0xfe5c, 0xfd33, 0xfeef, 0x0300, 0x002d, 0xfec2, 0x0081, 0xfee0, 0xfdfa, 0x0326, 0xfec5, 0x01d0, 0xfef6, 0xfee0, 0x008f, - 0xfe42, 0x01f0, 0xff69, 0xfc7e, 0xfe7e, 0xfe36, 0xfdf8, 0xfcbd, 0xfd28, 0x0387, 0x02c8, 0xff79, 0x0005, 0xfc54, 0x01a7, 0xff00, - 0x006c, 0xfea0, 0x0320, 0x000b, 0x018c, 0xfcab, 0xfc3d, 0x004e, 0xffa2, 0xfd43, 0x0013, 0xff1b, 0xffdc, 0xfdbe, 0x01e3, 0x016b, - 0xfc7e, 0xfdad, 0x01e5, 0x035c, 0x009e, 0x0313, 0x0014, 0xffa9, 0x01d3, 0x0336, 0xfe01, 0xfc95, 0x01a6, 0x01c1, 0xffd7, 0x0304, - 0x0086, 0x0300, 0xfd70, 0x02af, 0xfdb1, 0x02a7, 0x0044, 0xfc3d, 0xfeec, 0x01b7, 0xfe6f, 0x0139, 0xfdea, 0xfd24, 0x00be, 0x0234, - 0xfdc6, 0x03ce, 0x01ca, 0x0261, 0xfc21, 0xfe6d, 0x0060, 0xfccd, 0x0062, 0xff55, 0x037a, 0x028e, 0xfe16, 0x02bc, 0xfef2, 0x0353, - 0x02fe, 0xfd82, 0x0103, 0x0204, 0xff85, 0xfd00, 0x02bc, 0xfeef, 0xfdcf, 0xfd31, 0xff3b, 0xfead, 0x03db, 0xfe2a, 0xff5b, 0x007f, - 0x024e, 0xfc53, 0xfd13, 0xfef5, 0x0256, 0xfd30, 0x000f, 0x03af, 0x02c5, 0xfcc9, 0x0126, 0x0162, 0xfc48, 0xfedf, 0x0339, 0x0105, - 0xfd99, 0x03d4, 0xfd68, 0xfd3f, 0xfca5, 0x00d3, 0x0072, 0xfdea, 0xff62, 0x008b, 0x0322, 0x0325, 0x00de, 0x0098, 0x038b, 0x0264, - 0x00b4, 0x0309, 0xfce5, 0xfee6, 0xfd76, 0x02be, 0xfdc1, 0x0341, 0xff92, 0x0125, 0xfd33, 0x00e8, 0x014e, 0x028b, 0xfd3c, 0xfefd, - 0x0222, 0xfdcb, 0x0184, 0xff71, 0x0262, 0x023c, 0x028e, 0xfe4b, 0x03d3, 0xfed6, 0x03b5, 0xfcb4, 0x01a8, 0x0226, 0xfcb8, 0xff2c, - 0xfe64, 0xfc78, 0x0221, 0x006c, 0xfd4d, 0xfe54, 0x0008, 0xffca, 0xfe55, 0xff9b, 0x01bb, 0x0283, 0xff0a, 0x027e, 0x00f3, 0x02e4, - 0x02b1, 0x01f4, 0x00a5, 0xfe73, 0xff0a, 0xfca6, 0xfff1, 0xfe6b, 0x029e, 0xfce8, 0xfe91, 0xfcec, 0x005d, 0x00e8, 0x0041, 0xfcbd, - 0xff03, 0x03e3, 0xffc6, 0xff4c, 0x02ba, 0x01c0, 0x02ab, 0xff34, 0x03d6, 0xfd5e, 0x0143, 0x02ae, 0x0075, 0x0115, 0x014a, 0x0096, - 0x0327, 0xfc50, 0xfd3f, 0x0322, 0xfc74, 0x0374, 0x01c3, 0x01dc, 0xfddc, 0x0269, 0x00a2, 0x024d, 0xfc64, 0xffae, 0xfc83, 0x0107, -}; - - -uint16_t q15_conv_weight_4[16*8*25] = { - 0xff4b, 0xffa2, 0xfdaa, 0xfe92, 0xfc8f, 0xfc73, 0xfe66, 0x0278, 0xfcf8, 0x0155, 0x02f7, 0xfdd3, 0x03a1, 0xff8b, 0x0345, 0xfc80, - 0x025f, 0xfefe, 0x00eb, 0x0018, 0x02cb, 0x03a2, 0xfd2d, 0x009b, 0xfd7d, 0x017b, 0xfcb1, 0xff33, 0x027c, 0xfe22, 0xfe32, 0xfe18, - 0xfede, 0x0393, 0x0103, 0xfcc1, 0xfe65, 0xfe66, 0xff2f, 0xfc50, 0x0374, 0x018a, 0xfc92, 0xfea5, 0xfe84, 0xfe80, 0xfea7, 0x0324, - 0x006a, 0x023d, 0x0116, 0xfc54, 0x0328, 0xfe3f, 0xfed0, 0x0222, 0x01d2, 0xfd75, 0x0105, 0xfe18, 0xfe48, 0x0338, 0xfcc8, 0x00da, - 0xfe65, 0xfd89, 0xffa2, 0x019b, 0x00e2, 0x01bd, 0x029c, 0xfc42, 0x02c2, 0x0118, 0x021c, 0x020b, 0xfed5, 0xfd8a, 0xff34, 0xfdbd, - 0xfc93, 0xfe17, 0xfe4b, 0x0348, 0x02c7, 0x010b, 0xfed0, 0xfec9, 0xfc4b, 0x02ef, 0xfcbb, 0x0205, 0x0045, 0x0102, 0xfcd8, 0x0355, - 0xfe0d, 0xff07, 0x03b1, 0xfc29, 0x00cb, 0x017a, 0xfda2, 0xfe8d, 0x00b8, 0xfd8e, 0xfd6c, 0x0233, 0x0334, 0xff0c, 0x0319, 0x0234, - 0xffaa, 0x0259, 0xfe71, 0x0151, 0xfed0, 0xfcda, 0x02ac, 0x0239, 0x00b0, 0x0140, 0xfe27, 0xfee7, 0x010e, 0x024b, 0xfd3c, 0xfe0e, - 0x0207, 0x0330, 0x029f, 0x0233, 0x0166, 0x009e, 0x000e, 0x01ec, 0xfd1a, 0x0307, 0xfde1, 0x0254, 0xfe3d, 0xfeeb, 0xfdb0, 0x007a, - 0x0001, 0x037e, 0x000f, 0xfdda, 0xff19, 0xff46, 0x0244, 0x00a9, 0xfe90, 0xff2d, 0x0107, 0xfc80, 0x0353, 0x03e0, 0x00a9, 0xfedb, - 0xfee7, 0x01c7, 0x002a, 0xfed6, 0xfecc, 0xffcb, 0x00f3, 0xfedd, 0x0191, 0xffa2, 0xffd3, 0x00e6, 0x017c, 0x021c, 0x00fc, 0x016b, - 0x011b, 0x0113, 0x00b0, 0x017f, 0x02a7, 0xff9a, 0xfdd6, 0xfecb, 0x0273, 0xfcb6, 0xff65, 0x039f, 0x0337, 0xfdbc, 0x0364, 0x0021, - 0x0127, 0xff7d, 0xffcd, 0x002e, 0x0316, 0x02a7, 0xffaf, 0xfc63, 0x02ba, 0x007f, 0xfd4c, 0x032d, 0xffa0, 0x0231, 0x0250, 0xfd89, - 0x0354, 0x007f, 0x0010, 0xfe90, 0x00f4, 0x0383, 0xfdab, 0xfe4c, 0xff47, 0x03c7, 0x0255, 0xfe6d, 0xfcea, 0x0208, 0xfd72, 0xfe66, - 0x0017, 0xfe8e, 0xfc79, 0xfc73, 0x00a2, 0x010a, 0xff72, 0x007c, 0xfc6b, 0xff87, 0x03d7, 0x0032, 0xff10, 0x0025, 0xfdfa, 0x0056, - 0xfd87, 0xff04, 0x0244, 0xfe98, 0x0087, 0x039a, 0xff79, 0xfeb6, 0xffd3, 0x03af, 0x0040, 0xfddf, 0x00fd, 0x0115, 0x00ee, 0x00c1, - 0x00b7, 0xffa7, 0xfd37, 0xfd81, 0x0016, 0xfdc4, 0xfd27, 0x01af, 0x0272, 0xfcd1, 0xfdd7, 0xff69, 0xfd2a, 0x02ac, 0xfd54, 0xff50, - 0xffa0, 0x000c, 0xfe19, 0x023d, 0xfcb7, 0x02dc, 0xfc71, 0x031d, 0xfc35, 0xfec4, 0xff0e, 0xfca9, 0xfe53, 0x027d, 0x0020, 0xfd7f, - 0x0150, 0xfc79, 0xfc4f, 0x0224, 0xfc5d, 0xfc61, 0x016f, 0x0358, 0x0094, 0xfd6d, 0xfd4b, 0xffb1, 0xfd80, 0xff10, 0x022b, 0xfec8, - 0xfcdd, 0x00ab, 0x00d8, 0xfeff, 0x0185, 0xfc88, 0x01b4, 0xffd0, 0xfe02, 0x0292, 0x0164, 0x0250, 0xff32, 0xfe7f, 0xfe0c, 0xff69, - 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0xff4d, 0xffc3, 0xffb6, 0xfd45, 0x01db, 0x014a, 0x02f3, 0xfdc8, 0x0260, 0x0288, 0x00b7, 0x0388, 0xfec0, 0x00d4, 0x03e6, 0xfd9a, - 0x0092, 0xfde0, 0x0283, 0x02a9, 0x002d, 0x0311, 0x0259, 0xfe30, 0x001d, 0xffe5, 0xfed3, 0xfe05, 0xfcde, 0x03e5, 0x0173, 0xffe3, - 0x0119, 0x0212, 0x0051, 0x0296, 0x02fe, 0xfdf4, 0xfdc5, 0xfe84, 0x01e6, 0x001f, 0x007d, 0xfdad, 0xfd73, 0xfe01, 0x01b8, 0xfd30, - 0x01b4, 0x0181, 0x024c, 0x03dc, 0xfc29, 0x02f3, 0x012a, 0xfc73, 0x010f, 0xff3a, 0x0083, 0x0011, 0x02c7, 0x01c5, 0xfd77, 0xfee8, - 0x0398, 0x01cb, 0xfd30, 0x0272, 0xff6e, 0xffdb, 0xfde9, 0x0086, 0x01ed, 0xfc83, 0x0163, 0xfe59, 0x006e, 0x010f, 0xfd31, 0x0347, - 0xff53, 0xfd6e, 0x02a1, 0xff41, 0x0260, 0x005f, 0x01d0, 0xfc6f, 0x002c, 0xfff7, 0x007a, 0xff9e, 0x0379, 0x0081, 0x0243, 0xfe41, - 0x01c0, 0xfc2f, 0xfe70, 0xff79, 0x02f9, 0xfd71, 0xfea9, 0xfdb9, 0xff48, 0xfe26, 0x03cc, 0xfeb3, 0xfeab, 0xfc8b, 0x026e, 0x022b, - 0x02d2, 0xfdf3, 0xff7e, 0x014a, 0x024d, 0xfff4, 0xff9b, 0xfdd7, 0x0249, 0xfd21, 0x0177, 0xff6e, 0xfdd7, 0xfc56, 0xffe5, 0x0150, - 0xff8f, 0x009d, 0x01d2, 0xfd0d, 0x0318, 0xff2d, 0x01a0, 0x02ca, 0x02c9, 0xffd7, 0x0017, 0x007a, 0x02f0, 0x0198, 0x0033, 0x01e8, - 0x020e, 0xfeea, 0xfd2c, 0xfc59, 0xfe5d, 0x022e, 0xfc3f, 0x02c7, 0xfd3b, 0x0332, 0xfc45, 0x00b0, 0xfd4f, 0xfdf2, 0xfff2, 0xfec8, - 0x0221, 0xfe6e, 0xfdfa, 0xfe5c, 0xfdc7, 0x01e2, 0x0087, 0x022b, 0xff00, 0x00fa, 0x0318, 0xfdf0, 0xfcef, 0xfc53, 0xfd0e, 0xfe0e, - 0x0073, 0xff96, 0xfe43, 0xfe6d, 0xfdfb, 0x00a7, 0xfd66, 0x0070, 0x005e, 0x02d1, 0x01f9, 0x0123, 0x019b, 0x0219, 0xfe17, 0x0054, - 0xfd72, 0xfd0d, 0xfcc3, 0x0053, 0xfc72, 0x000f, 0x0156, 0xfcf9, 0xfd1e, 0xfe86, 0x0320, 0xfd34, 0x039a, 0xff6e, 0xfc3b, 0x03b0, - 0x02c1, 0x01c4, 0x0170, 0x0049, 0xfe34, 0x0105, 0xfcfe, 0x0023, 0x01c5, 0xfdce, 0x03c4, 0x03e3, 0xff77, 0xfe50, 0xfe33, 0x0265, - 0xfe49, 0x0111, 0x005d, 0x03cb, 0xfd6c, 0x018d, 0xfd84, 0xfc24, 0xfec2, 0xfc2b, 0x02aa, 0xfcb0, 0xfcc0, 0x00f9, 0xfe16, 0x01c9, - 0xfec2, 0xff80, 0x02bd, 0x02bb, 0xfc75, 0xfc1c, 0x03e0, 0x02d7, 0xfe30, 0xfca2, 0x02a5, 0x00e5, 0xfe92, 0xfdc2, 0xfec4, 0x011b, - 0xfc2b, 0x03ab, 0x0209, 0xff5c, 0x00b4, 0x02f7, 0xfd19, 0x01dd, 0x0316, 0xfc64, 0x0240, 0xfdc7, 0x0203, 0xfe0b, 0x03cc, 0x02d0, - 0xfcc2, 0x022c, 0xfe4c, 0xfddc, 0xffc9, 0xfdc6, 0xff85, 0x0136, 0xfe79, 0x0303, 0x024d, 0xfd8f, 0x013c, 0x02b8, 0x02e6, 0x0174, - 0xfce5, 0xfe89, 0xff62, 0xfd42, 0xffb5, 0xfeb6, 0x03db, 0xfe74, 0xfdfc, 0xfea5, 0xfe95, 0xfede, 0xff0e, 0xfe55, 0x01f5, 0x00f0, - 0x032c, 0x00a0, 0xfe9e, 0xffee, 0x03b7, 0x0311, 0xfedc, 0xfe81, 0xfffe, 0x0030, 0x0020, 0xfd53, 0xfdda, 0x0249, 0xfe4f, 0xfddf, -}; - - -uint16_t q15_conv_weight_5[24*8*49] = { - 0x003b, 0xff34, 0x0067, 0x01b8, 0xff3c, 0x0183, 0xffa1, 0x0138, 0x01b6, 0xffed, 0x0260, 0x031a, 0x0192, 0xffae, 0x0089, 0xfc77, - 0x02d9, 0xfca1, 0x00d3, 0xfddc, 0x020f, 0x0305, 0x020b, 0xfea2, 0x01c3, 0xfecf, 0x0258, 0x006d, 0x0390, 0xfc92, 0x016d, 0xfccf, - 0x0089, 0x0163, 0x0049, 0xff5e, 0x026f, 0xfdf1, 0xfe32, 0xffe2, 0x02f4, 0x02bf, 0x024f, 0x02cf, 0x00a9, 0xfed2, 0x03df, 0xfd1d, - 0xfd71, 0x0304, 0x0334, 0xffc4, 0xff33, 0xfcab, 0xfdfa, 0x02af, 0xfe67, 0x0306, 0x02a4, 0xfe8f, 0xfd49, 0x0283, 0x021c, 0xff73, - 0xfd27, 0x0297, 0xff80, 0xffef, 0x009b, 0x02ac, 0xfd46, 0x00b8, 0xff8a, 0x0115, 0x03a1, 0xfdad, 0xffda, 0xfd54, 0x0124, 0x0202, - 0xfc25, 0xfc42, 0xfe92, 0x0187, 0x033b, 0x0384, 0xfe8c, 0xfd8a, 0x0258, 0xfffd, 0x0319, 0xfce8, 0x00e2, 0xfc35, 0x00c5, 0x00a6, - 0x00cd, 0xfd3b, 0xfdd4, 0xfc2e, 0x0050, 0x0270, 0xfe55, 0x0099, 0x02ed, 0xff03, 0xff82, 0xff22, 0xfcac, 0x01df, 0x0244, 0xfc24, - 0xfcc1, 0x0060, 0x001a, 0xfcc3, 0xff58, 0x0229, 0xfc82, 0xfe15, 0xfd5c, 0xff76, 0xfce5, 0x0100, 0x0244, 0x0231, 0x00d8, 0x0228, - 0x0220, 0x03b1, 0x03be, 0xfee8, 0x0091, 0xfcdd, 0xfde0, 0xfe45, 0xffc5, 0x032d, 0xfff9, 0x018d, 0x0359, 0xfc68, 0xfde9, 0x02b8, - 0x0375, 0x02e4, 0x00be, 0xfe1e, 0xfef4, 0xfe5e, 0x0133, 0xfc58, 0x02a7, 0xff76, 0xfc36, 0x03b1, 0xfc2c, 0xfc39, 0x01fa, 0x02cd, - 0xff7d, 0x0259, 0x0209, 0xfd8c, 0xfec6, 0x0052, 0x014f, 0xfd63, 0x0053, 0xfc1a, 0x0183, 0xfc1d, 0xfd09, 0x0395, 0xff61, 0x0028, - 0x0170, 0x0007, 0x00da, 0xfed1, 0x01e4, 0x0081, 0xfe6d, 0x010c, 0xfc58, 0x0214, 0x0072, 0xff80, 0xfcce, 0xfc76, 0x0359, 0xff18, - 0xff8e, 0x0146, 0xfdf2, 0xfcc0, 0xfc42, 0xfd0d, 0x0100, 0x00b3, 0xff07, 0x0040, 0xfc20, 0xfe68, 0x0013, 0xfe98, 0xfdfe, 0xfe38, - 0xfd64, 0xffb5, 0xff4c, 0xfc4e, 0x0331, 0xfd7b, 0x0037, 0x01e9, 0x027c, 0x01dd, 0x0078, 0xfc2a, 0xfda6, 0xfd40, 0x0139, 0xff19, - 0x01ac, 0xfdab, 0xfff5, 0x017b, 0x00da, 0x00c8, 0x0377, 0x0007, 0x033a, 0xff9d, 0xfcd6, 0xfce0, 0x00e6, 0xff7d, 0xfe79, 0x00bb, - 0xff37, 0xfcc7, 0x01b2, 0x0271, 0xfdb8, 0x007b, 0xfc5e, 0x026a, 0x002a, 0x03de, 0xfef0, 0x01c1, 0xfe67, 0x03c4, 0xfc4d, 0x03b9, - 0x03e2, 0xfc7e, 0xffc5, 0xfeba, 0x006c, 0xfd0e, 0xfc35, 0xfcd0, 0xfea3, 0xfecf, 0xfd3e, 0xffd7, 0x01ae, 0xffd6, 0x00c9, 0x0186, - 0x0067, 0xfc39, 0xfdfe, 0x02ce, 0xfdd2, 0x00fc, 0x0205, 0xfe89, 0x032d, 0xfd83, 0xfceb, 0xffdf, 0x00a1, 0xfd03, 0xfdef, 0xfc60, - 0xff57, 0xfff4, 0x0117, 0x02fb, 0x0049, 0x0399, 0x0128, 0xff59, 0xfef7, 0xffd0, 0xffaa, 0x018f, 0x0136, 0x017b, 0x0115, 0xff7e, - 0xfd3d, 0xfc3d, 0x012a, 0x0002, 0x0318, 0xfea9, 0xfffc, 0xfe9f, 0xfcec, 0xfeb1, 0x0081, 0xff73, 0xfc5a, 0x033d, 0xfca5, 0x017d, - 0x03dc, 0x0109, 0x02e4, 0xfe66, 0x0098, 0x01b0, 0xfd70, 0xff3c, 0x01ff, 0x0309, 0xfdf8, 0xfdf8, 0x025a, 0x020d, 0x00c8, 0x0277, - 0x0165, 0xff36, 0xfcbb, 0xfda7, 0x030d, 0x0213, 0xfecf, 0x0054, 0xfeb0, 0x0075, 0xfceb, 0x02ba, 0xfd41, 0x036c, 0xff55, 0xfcad, - 0x0342, 0xfdf2, 0xfe49, 0x0171, 0x0351, 0x0368, 0x03b1, 0x01c2, 0x0214, 0xfead, 0x03d7, 0xffc0, 0xfebf, 0xfe3d, 0x0302, 0xfea9, - 0xfea1, 0xfcda, 0xffcd, 0xfd9f, 0x0114, 0xff7a, 0x02fb, 0x033c, 0x02ad, 0x02c7, 0xfe37, 0xfe22, 0xff81, 0x0149, 0x03c9, 0x021c, - 0x023b, 0x0176, 0xfcff, 0x01cc, 0x0362, 0x01a2, 0xfe26, 0xfe44, 0x0103, 0x0238, 0xfea0, 0x016d, 0x00e5, 0x009f, 0xfc53, 0xfd77, - 0x00d6, 0xfd4d, 0x0374, 0x02cc, 0x0098, 0xfdd1, 0xffde, 0x01e6, 0xfd36, 0x003f, 0x0078, 0x031b, 0xfdee, 0xfe65, 0xff48, 0xfee7, - 0x03af, 0x025c, 0x0230, 0x0014, 0xff50, 0x02e2, 0x0211, 0xfe97, 0x0267, 0xfee0, 0xfcd5, 0xff7a, 0xfd87, 0x03b2, 0x00ac, 0x0248, - 0x0251, 0xff17, 0x03af, 0x035f, 0x0237, 0x0174, 0xfd21, 0x00bb, 0xfe32, 0xff9b, 0x01e0, 0x0015, 0xfe3a, 0x01d4, 0xff60, 0xfe87, - 0x022a, 0xfca6, 0xfedf, 0x00ea, 0xfd9f, 0xffbd, 0xfc82, 0xfcd0, 0x037c, 0xffde, 0x03ca, 0x03e1, 0xfef1, 0x0144, 0x036a, 0xfc1b, - 0x004e, 0xfda7, 0xfd3f, 0xfcbc, 0xfc1b, 0xfc24, 0xff5f, 0xfe95, 0x0309, 0xff69, 0xff7e, 0xff13, 0x0359, 0xfc68, 0x0048, 0xfdb3, - 0xff43, 0x01a9, 0xfd91, 0xfd90, 0xfe51, 0x0335, 0xfc68, 0x031a, 0x0331, 0x031c, 0x00ac, 0x0172, 0x0115, 0xff53, 0x0092, 0x0315, - 0xff32, 0xfc50, 0xff85, 0x0049, 0xff43, 0x02fe, 0x0211, 0xfd3b, 0xfc3f, 0x015a, 0xfecf, 0x01d7, 0x028f, 0xfc7b, 0x03a9, 0x0118, - 0x03c7, 0xff3d, 0x03e5, 0x005d, 0x0130, 0xfd1d, 0xfd69, 0x0352, 0xfc26, 0xfe7a, 0x0372, 0xfff3, 0xff10, 0x00a8, 0x00f3, 0x021f, - 0x02a4, 0x02ae, 0xfcb8, 0xfc39, 0xffbd, 0x03c5, 0xfde3, 0x0370, 0x007e, 0xfff5, 0xff3b, 0xfcdf, 0xff7b, 0x02ac, 0xff9b, 0x0306, - 0x00fc, 0xfc2d, 0x02bd, 0xfd7d, 0x003e, 0xff39, 0x0276, 0x02d2, 0x03ca, 0xfd87, 0x01f2, 0xfd8f, 0xfe90, 0x0179, 0xffbd, 0xfc8b, - 0xfd11, 0xfe06, 0xfde2, 0xffc9, 0xfc30, 0x0214, 0xfeb3, 0xffaf, 0x02a8, 0xff6d, 0xfed4, 0xfe7e, 0x02c2, 0xff09, 0x03ab, 0xfd19, - 0x03b9, 0xfca7, 0x0035, 0x0232, 0xfff3, 0xfcae, 0xfcb3, 0x0353, 0x00a5, 0xffc6, 0x035e, 0x0306, 0x0013, 0xfd1e, 0x0350, 0x0310, - 0x0391, 0x00e4, 0x0347, 0xfec0, 0x02d6, 0x020b, 0x01b4, 0xfeba, 0xfd61, 0xfd6d, 0x000d, 0x026d, 0xff3a, 0x01a6, 0x017b, 0x022f, - 0x025c, 0xfeba, 0xff4a, 0x02ad, 0xfcd1, 0x02fc, 0xfc25, 0xfdac, 0x0259, 0x03da, 0x03c8, 0xfe7b, 0x0271, 0x0119, 0x00bf, 0x038b, - 0x0344, 0xfdde, 0xfd75, 0x00c1, 0xff9d, 0xfc2d, 0xfca0, 0xfe8f, 0xfd7c, 0x0236, 0x01e7, 0x0354, 0xffee, 0xfd6b, 0x02e5, 0x012d, - 0x0264, 0xfee6, 0x02a6, 0xfee3, 0xfd81, 0x028d, 0xfcd0, 0x0340, 0xfe10, 0x00f0, 0xff87, 0xfd01, 0x016a, 0x01f6, 0xfe80, 0x0108, - 0xfe6e, 0xfe44, 0x02ee, 0xfd1c, 0x026e, 0xfeaa, 0xff2e, 0x034d, 0xfdc2, 0xfe47, 0xfda6, 0x0254, 0x024f, 0x0038, 0x00c2, 0x0153, - 0x002d, 0xfc7a, 0xfd25, 0x00ad, 0xfd2f, 0x0258, 0x0330, 0xfc2a, 0xfcc1, 0x01ad, 0xff9b, 0xfc64, 0xff09, 0x0359, 0x0071, 0xfc8f, - 0xff13, 0xfc1c, 0x0012, 0xfd63, 0xfdb5, 0x009b, 0x00e5, 0xfc57, 0x022e, 0xfc1f, 0x0321, 0x015d, 0xfda9, 0xfc56, 0x008c, 0xffd5, - 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0xfc9c, 0x02a3, 0xfe85, 0xfeff, 0xfece, 0x02c7, 0xfc5d, 0x0322, 0x004c, 0x02ec, 0xfc7d, 0xfe4a, 0x0285, 0xff27, 0xff33, 0xffd8, - 0x016f, 0xfc96, 0x027f, 0xff8d, 0xfc63, 0xfe22, 0x02a5, 0x010e, 0x00db, 0xff0d, 0x03b1, 0xfefd, 0x0227, 0xff27, 0xfed0, 0x032d, - 0xfc7e, 0xff35, 0xfca1, 0xfc95, 0xfc43, 0x00bc, 0x007d, 0x024d, 0xfc5f, 0x0000, 0xfcf3, 0xfea7, 0x0099, 0xfd97, 0xffcb, 0xfffb, - 0xfdf1, 0xfdf4, 0xfe0a, 0xfdbd, 0x0203, 0xfd63, 0xfe8b, 0xfdbe, 0xfe39, 0x030f, 0x00e6, 0x01b0, 0xfd23, 0xfc83, 0xffb9, 0x007c, - 0x0014, 0xff83, 0x0249, 0xfc49, 0xfdc0, 0x0324, 0xfe4f, 0x0315, 0x01b8, 0x0384, 0xfe98, 0xff1e, 0xfd4d, 0xff46, 0x00cb, 0xfeaf, - 0x017c, 0xfd76, 0xff01, 0xfe1f, 0x0209, 0x011c, 0xff30, 0xfe31, 0x010f, 0x0095, 0xfca7, 0xfe5e, 0xfe29, 0xffc6, 0xff83, 0xfeaa, - 0xfd75, 0x0355, 0xfe23, 0xfd26, 0x01c1, 0xfdfb, 0x02d3, 0xfe24, 0xfdf2, 0xfdb8, 0x01ff, 0xfc80, 0x02fe, 0xff25, 0xfe71, 0x0358, - 0xffa3, 0x00ce, 0x00ba, 0x01c5, 0xfe88, 0x026f, 0x033e, 0x03cc, 0xfc54, 0xff68, 0xfef4, 0x008f, 0xffbc, 0x0033, 0xfc98, 0x0274, - 0x039f, 0x0294, 0x0215, 0x00a3, 0xfde7, 0xfeac, 0xfd9a, 0x00fc, 0x003b, 0xfc7b, 0xfd27, 0xfd14, 0x023f, 0x03e4, 0xff1a, 0x0169, - 0x004f, 0x026f, 0xfc9f, 0xfe0d, 0xfe92, 0xff35, 0x03d5, 0xfcb4, 0x0083, 0x02b1, 0xfee9, 0x00f5, 0xff4a, 0x009e, 0x0313, 0x015f, - 0x0145, 0xfd09, 0x0046, 0x02e2, 0xfecb, 0xffe3, 0xfed1, 0xfdc8, 0xfdc8, 0xfd7a, 0xfd56, 0x017c, 0x02a0, 0xfcfd, 0xfd27, 0x0362, - 0x023c, 0x004e, 0x00c1, 0xfcd3, 0xfe3a, 0x0246, 0x0178, 0xfef8, 0x02f8, 0xff9d, 0x02a9, 0x02f8, 0x0348, 0xfe31, 0xfcc4, 0xfec1, - 0x0234, 0x008e, 0xff33, 0x03c9, 0xfd08, 0xff41, 0xfd45, 0xfdde, 0x031e, 0xfed5, 0xfeaa, 0xfdff, 0x0269, 0xfed6, 0x02a2, 0xff35, - 0x03ac, 0x00f2, 0x012e, 0xfe13, 0xffae, 0x02fb, 0x0279, 0x0218, 0xfc89, 0x0020, 0xfde8, 0x02dc, 0xfffe, 0x01db, 0xfedc, 0xfe0a, - 0xfc55, 0xff56, 0xfcfd, 0x039d, 0x02fb, 0xff7d, 0xfe86, 0x0078, 0xfeb9, 0x031d, 0xfc9f, 0xfe03, 0x021d, 0x02de, 0x00aa, 0x030e, - 0xfdc0, 0x038d, 0x039b, 0xffdd, 0xffc6, 0xfe22, 0x0339, 0x0028, 0x01e5, 0x0189, 0x0308, 0xfde4, 0xfd1d, 0x00b7, 0xfee0, 0x0161, - 0xff71, 0xfe08, 0x00dd, 0xff53, 0xfc51, 0xff87, 0x0257, 0x0286, 0x026f, 0xfd9f, 0xfcab, 0xfeb5, 0x0119, 0x00d2, 0x01cc, 0x0319, - 0xfefc, 0x020d, 0x01e6, 0x02f4, 0x0121, 0x0232, 0xff6f, 0x01f2, 0x0083, 0x0209, 0x03af, 0xffa9, 0xfeba, 0xffe4, 0xfd9b, 0x00af, - 0xfe3e, 0xff1b, 0xfff8, 0xffb9, 0xfdee, 0xfe65, 0x01ad, 0x02c7, 0x03c3, 0xfcdf, 0xfcef, 0x01f6, 0xfd7f, 0x005e, 0x00e9, 0xffd8, - 0xfd0e, 0xfefb, 0x007f, 0x0154, 0xfd42, 0xfe81, 0x012f, 0x0315, 0x0229, 0x00db, 0x0077, 0xfde6, 0xfc21, 0x0191, 0xfeaf, 0x0066, - 0xfdac, 0x0022, 0x012c, 0xff2c, 0x00af, 0x013d, 0x0207, 0xff01, 0xfd75, 0x0061, 0x026e, 0x0281, 0x0380, 0xfeef, 0xfe92, 0x01b0, - 0x006c, 0x00b2, 0xffc8, 0xfd26, 0xfe18, 0x02a4, 0xfd35, 0xfe16, 0xfebf, 0x003c, 0xffef, 0xfd54, 0x00cc, 0xfce5, 0x032d, 0xfe83, - 0x0270, 0xfe9c, 0x0043, 0xfca7, 0xfffc, 0x0211, 0x0329, 0x0098, 0xfded, 0xfe64, 0xfd3f, 0x01e5, 0x00b3, 0x0165, 0x0046, 0xfdf4, - 0xff7a, 0x009a, 0x034d, 0x02ff, 0xfe00, 0x008a, 0x037c, 0x02d0, 0x03ad, 0xfd89, 0xffc0, 0xfeae, 0x03bc, 0x010d, 0x009d, 0x00c1, - 0xfdcd, 0xff66, 0xfe03, 0x022d, 0xfc75, 0x03ce, 0xffc5, 0xfff0, 0x0343, 0x0250, 0x03c0, 0xfede, 0xfdae, 0x01b3, 0x0140, 0xfea7, - 0xfdd7, 0x02ae, 0xffb5, 0x0292, 0x035f, 0xfc98, 0xff63, 0xfe69, 0xfd34, 0xfe56, 0xfef7, 0x00a3, 0xffca, 0x0359, 0x0350, 0xfc29, - 0xfe2f, 0x00a9, 0x00a9, 0x021d, 0xfeb5, 0xfd95, 0xff57, 0x030e, 0x00f8, 0xfdcf, 0xfc21, 0xfc7d, 0x0273, 0x00c9, 0xfcbd, 0x0082, - 0xfc81, 0x03cb, 0x029c, 0xfdce, 0xfe99, 0xfd97, 0x021f, 0x0065, 0x0192, 0x015c, 0xfcde, 0xffaa, 0xfd2e, 0xfdf2, 0x0095, 0x02c6, - 0xfcba, 0xfcdd, 0xfecd, 0xfe85, 0x0308, 0xfe28, 0xfce4, 0xff2f, 0x0201, 0xfece, 0x01a5, 0x023b, 0xffc6, 0x037c, 0x01ac, 0x03e7, - 0x034b, 0xff55, 0x0132, 0x018b, 0x0368, 0x0227, 0x01fb, 0xfe0b, 0x0175, 0x0128, 0xfebe, 0xfc96, 0x030f, 0xfff3, 0xfea1, 0x0125, - 0xfcef, 0xfe3b, 0x027f, 0x0290, 0x01b1, 0xfd43, 0xff13, 0xfce7, 0x00bd, 0xfd2d, 0xfc88, 0xfd72, 0x0220, 0xfdfe, 0xfe60, 0xfe6a, - 0x02fc, 0x0080, 0xfcd3, 0xfd2e, 0xff44, 0xfca5, 0xff85, 0xfdea, 0x0300, 0xff4d, 0x002c, 0x02cf, 0xfd74, 0x0051, 0xfff4, 0x0086, - 0x0107, 0x03a6, 0xfdc3, 0xfd9f, 0xffaf, 0x0144, 0x000a, 0x03d6, 0x0339, 0x0102, 0x0240, 0xfd98, 0xfccd, 0xff6a, 0x01d6, 0xfd8b, - 0x030a, 0xfebe, 0xff56, 0x00b2, 0xfdbc, 0x03d1, 0x03cc, 0xfd8c, 0x0017, 0xfee5, 0x0339, 0x00f6, 0x0265, 0xff33, 0x01a1, 0xff1f, - 0x015d, 0xfc30, 0x0312, 0x00d8, 0x03ac, 0xfc60, 0xfc57, 0xff52, 0x01e7, 0x0231, 0x01ab, 0xfc63, 0xffc3, 0xfcc8, 0x00db, 0xfea0, - 0xfd03, 0xfcad, 0xfebc, 0x0336, 0x01cd, 0xffac, 0xfdae, 0xfeef, 0x012a, 0xfcfc, 0x0397, 0xfc58, 0xfd4d, 0xfee0, 0xff01, 0x009c, - 0x00b5, 0xffdc, 0xff80, 0x00f6, 0xfdff, 0x0098, 0xff0f, 0xff47, 0x0288, 0x0029, 0xffdf, 0xff8b, 0x008e, 0xfe80, 0xfee1, 0x0008, - 0x0056, 0x0356, 0xffeb, 0x0384, 0x0230, 0xfcb0, 0x0244, 0xfd65, 0x0112, 0x0391, 0xffc2, 0x00dd, 0x028e, 0xfee2, 0x02ca, 0x0238, - 0xfc2a, 0xff5b, 0xfdaa, 0x0233, 0x00cb, 0x0087, 0x00b9, 0x004f, 0xfcef, 0x017d, 0x02d4, 0x01d6, 0x034f, 0x01fa, 0xfcfc, 0x009c, - 0x0395, 0x0331, 0x014d, 0x0189, 0xffe2, 0x031b, 0xff09, 0xfcca, 0x028b, 0xfedc, 0x02c0, 0xfe7f, 0x0132, 0x0253, 0x03e0, 0x0275, - 0xfdf3, 0x00ad, 0xff82, 0xfc93, 0x0197, 0x0132, 0x0002, 0xffac, 0xff4b, 0xff51, 0x01fd, 0x01e4, 0x0029, 0xff05, 0xffd9, 0x0035, - 0x0202, 0xffd5, 0x03aa, 0xfe17, 0x01e9, 0x0258, 0xff39, 0x036f, 0x037a, 0xfcd2, 0x02ac, 0x0109, 0x02a0, 0x009c, 0x01e7, 0x00bb, - 0xffaa, 0xfc58, 0xfe5c, 0xfdb7, 0x010a, 0xfd57, 0xfe44, 0x0246, 0xfc18, 0x036a, 0xfdde, 0xfef8, 0x036f, 0xfcd0, 0xfea1, 0xfdb6, - 0xfdbd, 0x00e8, 0x025c, 0xfe49, 0x0106, 0x0139, 0x008d, 0x0224, 0xffd5, 0xfd09, 0xff19, 0x0105, 0xfcbf, 0xfc8c, 0x02e5, 0x02a1, - 0xfc47, 0xfcdb, 0xfc48, 0x0027, 0x0379, 0x015b, 0x033f, 0x00a6, 0xff80, 0x013f, 0xfdfb, 0xffb5, 0x0313, 0xfe1e, 0x027c, 0xfd28, - 0x0050, 0xff36, 0xfd83, 0xfd0a, 0xfead, 0x00ba, 0x03ac, 0x0114, 0x0229, 0xfd5e, 0xfcce, 0x0249, 0x0286, 0x010f, 0xfddd, 0x0291, - 0x03ce, 0xfeb6, 0xfc4c, 0xff92, 0x0059, 0xfd96, 0xff06, 0xfe10, 0xfea0, 0x00b2, 0x02bb, 0x000c, 0x00e1, 0x0180, 0x0311, 0xfdda, - 0xfdbf, 0x01fa, 0x0299, 0x00a5, 0x02ad, 0x0059, 0xfd29, 0xfe4a, 0xfe25, 0x029e, 0xffa0, 0x0076, 0x0370, 0x02b5, 0x0303, 0xfeb6, -}; - -uint16_t q15_conv_result_16[8*14*14] = { - 0x000d, 0xfc04, 0xfc5f, 0xf668, 0xfae7, 0xfd6f, 0x0425, 0x05f4, 0xff12, 0x0401, 0x01af, 0xfe53, 0x00d4, 0x073b, 0xf885, 0x07f5, - 0x05d7, 0x014c, 0xf0d7, 0x0ba5, 0x0420, 0x0073, 0xfec2, 0x1033, 0x0121, 0xfcab, 0x0634, 0x067c, 0xfd15, 0x0617, 0xf4b8, 0xfe43, - 0xff06, 0x0283, 0x0816, 0x0695, 0x0b8a, 0x02f3, 0x0097, 0xfdff, 0x06be, 0x00f3, 0x055f, 0xfb26, 0x0400, 0x0343, 0xffb6, 0xfc6a, - 0xfce4, 0xfce9, 0x0d51, 0xfc75, 0xfbe9, 0x02dc, 0x010b, 0xfe84, 0xf8ea, 0x07fd, 0x06b2, 0xf993, 0x0474, 0x036d, 0x05b6, 0x02a7, - 0xfa7f, 0x096b, 0xfa2a, 0xfd9c, 0x0285, 0x058e, 0x042e, 0x07c9, 0x01db, 0x00a4, 0xfe7e, 0xfe1c, 0xf6a9, 0x075f, 0x02cf, 0xfb4d, - 0x0293, 0xff11, 0xf6aa, 0x00a9, 0xfa59, 0x025e, 0x0401, 0xfc87, 0xfdef, 0xfcba, 0xfbcb, 0xfe8e, 0x05fd, 0xfdb1, 0x02b8, 0x045b, - 0xfefb, 0xfce2, 0x05e3, 0xfb0b, 0x088a, 0x00c0, 0x0510, 0x06b1, 0x0043, 0x0570, 0xfdc9, 0xf9a8, 0xfe6e, 0x084e, 0xfdbb, 0x0288, - 0x0a4e, 0xf3ef, 0xf6fd, 0xfc47, 0x06fe, 0x0085, 0x00f5, 0x0331, 0x043c, 0x02db, 0xfd27, 0x0704, 0x0743, 0x0614, 0xffa6, 0x004f, - 0xf9d4, 0x0758, 0x021d, 0x0748, 0x03e1, 0xf5f0, 0xfbe0, 0x072e, 0xf6db, 0x007e, 0x038d, 0xfceb, 0x08a7, 0xf9f9, 0x00e0, 0xf3f0, - 0xfed4, 0xff33, 0xfb79, 0x0565, 0xfa4b, 0x0424, 0xfdea, 0xf7e2, 0x005b, 0xf61b, 0xf861, 0x0150, 0x0447, 0xfe93, 0xfe02, 0xfb5e, - 0xfdde, 0x01da, 0x064c, 0x093d, 0x00a6, 0x0611, 0x0470, 0xfe0c, 0xffc9, 0xfb71, 0xfb02, 0x02d0, 0x0037, 0xfb23, 0xf761, 0xfe05, - 0x02f0, 0xfe3f, 0x0393, 0x0782, 0x06ae, 0x05cd, 0xfd3d, 0xf8f1, 0x0148, 0x046a, 0x0248, 0xf804, 0x0289, 0xf8c0, 0xfea2, 0xf776, - 0xfd8d, 0xfc6d, 0x04dc, 0xfce3, 0x06b7, 0xfc65, 0xfb27, 0x07b7, 0xfcfc, 0x05c2, 0xfbe2, 0x04e3, 0x031e, 0x03a0, 0x0566, 0x02ad, - 0x0245, 0xfb2c, 0x074b, 0x022b, 0xfdcd, 0x0359, 0xfd0f, 0xfcb4, 0x027d, 0x000a, 0x06ee, 0x0903, 0x0a8d, 0x02d8, 0x0420, 0xffb3, - 0xfdc6, 0x035c, 0xffb8, 0x0233, 0x05f0, 0xfd5c, 0x00b8, 0x023b, 0x06a3, 0xff24, 0xff74, 0x0261, 0xfc51, 0xfc8d, 0x0572, 0xf6b5, - 0x01f2, 0xf4b9, 0xffde, 0xfd47, 0x035d, 0xf68f, 0xf611, 0x04d9, 0xf8e2, 0x01f5, 0x00cf, 0xf7eb, 0x035b, 0x0033, 0xff88, 0x0494, - 0xfa20, 0x0253, 0xf544, 0xf9f6, 0x0244, 0x0426, 0xf7e1, 0x0648, 0xfc9e, 0x1085, 0xfd10, 0x0234, 0xfc11, 0x05fb, 0xf5cd, 0x036a, - 0xfc1a, 0xfc5b, 0xfaf5, 0xfd45, 0xf7e7, 0x0105, 0xfdfd, 0xfb6d, 0xff23, 0x0015, 0x01bc, 0xfba8, 0x06b3, 0x00c2, 0xfd5c, 0x00f5, - 0xfb22, 0x0585, 0x0511, 0xffde, 0xfc09, 0xfb88, 0x00fc, 0xfa2f, 0xffea, 0xff53, 0x005a, 0x01fe, 0xf647, 0x02ca, 0xf906, 0x0224, - 0x0560, 0xfbd9, 0xff01, 0x05e6, 0xf94e, 0x0018, 0xfa9c, 0x08b2, 0xf77a, 0x02df, 0xfb6c, 0x03d9, 0x01ca, 0xfeff, 0x072e, 0x00e6, - 0xf6a3, 0x051d, 0xf880, 0x0b7e, 0x05ca, 0xfa0c, 0xffd6, 0x0246, 0xf2ea, 0xf9a2, 0x0510, 0xfd75, 0xfaaf, 0xf936, 0xf9f1, 0xf5b2, - 0xff3c, 0x0c20, 0xffec, 0x0399, 0xfddd, 0x041f, 0x008e, 0xfb51, 0xf657, 0x02c1, 0xfe8c, 0xf639, 0x07bb, 0xfcaf, 0xfe0f, 0x0246, - 0xffe2, 0x055a, 0x0464, 0x008a, 0xf873, 0x0c88, 0x01d8, 0x0540, 0x041a, 0x09fb, 0x02f1, 0xf9f9, 0x00aa, 0x01d9, 0x0a20, 0xf943, - 0x071a, 0x00ce, 0x0c77, 0xfe71, 0xfbd5, 0x011a, 0x03a4, 0xfdec, 0x028c, 0x05a0, 0xfffa, 0x08cd, 0x02b4, 0xfdc9, 0xfd3b, 0xffe3, - 0x022b, 0xf172, 0xfa51, 0x00f3, 0x0589, 0xfba2, 0x03ad, 0x0332, 0x01f7, 0x03d3, 0x00aa, 0xfe17, 0xfb8d, 0x06dc, 0xff59, 0x0531, - 0x00ef, 0xf852, 0xf91a, 0xff27, 0xfdf1, 0xff14, 0xf81c, 0x07ec, 0x07a7, 0x0793, 0x02af, 0x0306, 0x0219, 0x0961, 0x00ac, 0x0153, - 0x0061, 0x0425, 0xff5a, 0xfa73, 0x00f6, 0xff40, 0xfcce, 0x03ec, 0xfcf7, 0xfaa2, 0x0202, 0xfa5b, 0x01af, 0x0933, 0x0555, 0xf928, - 0xf98a, 0x0264, 0xfa5e, 0x06f6, 0xfad0, 0xfcfc, 0xfc6a, 0x0975, 0x007c, 0xf764, 0x0309, 0x00d8, 0xfa26, 0x022c, 0x01b8, 0xf78a, - 0x02b5, 0xf79b, 0x007d, 0xfdd3, 0xfc10, 0x02df, 0xfc77, 0x0165, 0x036d, 0x07e6, 0xff13, 0x0d15, 0x04b9, 0x082c, 0x04d5, 0xfaaa, - 0xfed8, 0x040c, 0x0473, 0xfc40, 0x0d7a, 0xff83, 0x04d6, 0x046c, 0xf9f0, 0xffb9, 0x0654, 0xff1e, 0x0521, 0x0004, 0x05ab, 0xfdb0, - 0xfabe, 0xfc77, 0x02d3, 0x0018, 0xfc02, 0x0611, 0x01b5, 0x0307, 0x01c5, 0x01bb, 0xfeee, 0xfbeb, 0xf1d4, 0xfd25, 0xfecf, 0x0a9c, - 0xfeeb, 0x0aa3, 0x0582, 0x0ce8, 0xfbd7, 0x070b, 0x0800, 0x04ec, 0xfe67, 0x00ce, 0x0517, 0x075e, 0xfe1e, 0x0178, 0x035b, 0x02a9, - 0x033f, 0xfcf9, 0x08a7, 0xf831, 0x01cb, 0xff06, 0x0486, 0xfa8a, 0xfd38, 0x0998, 0x066f, 0x025f, 0xfe98, 0xffa7, 0x0aee, 0xff8f, - 0xff7c, 0xfd81, 0xfb89, 0xfe19, 0x06ca, 0xf3f2, 0x0520, 0x037f, 0xfc51, 0xfa4c, 0xfbf4, 0x078c, 0xff26, 0xfd0e, 0x0591, 0x002a, - 0xfaf6, 0x01dc, 0xfbcc, 0x054a, 0x00c2, 0xfabc, 0xffc9, 0x03b0, 0x0017, 0xfd02, 0xff86, 0x02ae, 0x00a4, 0x049e, 0xfc1b, 0xffba, - 0xfe10, 0xfe82, 0xfcec, 0xff03, 0x0c0d, 0x0293, 0x0326, 0xfe5a, 0xf461, 0xfcb9, 0xffd3, 0xfd0f, 0xfe40, 0x0a76, 0xf9da, 0xf233, - 0x0580, 0xf90a, 0xf661, 0x06f4, 0xfdb0, 0xfdb2, 0xf3b7, 0x06e8, 0x0439, 0xfb2b, 0x00f2, 0x082e, 0x07b8, 0xf903, 0x0063, 0xf48b, - 0xfd1d, 0xfb03, 0xfacc, 0x031b, 0xfb35, 0x00c7, 0xf4fe, 0xf805, 0x09b3, 0xf7f8, 0xfd26, 0x0417, 0x0e06, 0x048e, 0x021b, 0x0927, - 0xfaa8, 0xfafb, 0x01b4, 0x0411, 0xfff0, 0xfed3, 0xfd19, 0xfedc, 0xfcf1, 0xfebb, 0x02ba, 0xfb82, 0x03a5, 0xfb78, 0xfe86, 0xf6ed, - 0xfeb3, 0x01f7, 0x010a, 0xfb36, 0xfd30, 0x0019, 0x0224, 0xfdcd, 0xf964, 0x00c8, 0xfe11, 0xf61a, 0xf6fd, 0xfcaf, 0xfeec, 0xfc73, - 0x00c0, 0x0885, 0xffe7, 0x03c0, 0xf979, 0x0617, 0xfe91, 0x07d8, 0xfd3b, 0x022e, 0x0043, 0x0261, 0xfcc3, 0x0644, 0x075c, 0xfe26, - 0x042c, 0x0296, 0x0441, 0xffea, 0xfe69, 0xfe3e, 0xf7ff, 0x057d, 0xff7d, 0xf9aa, 0x0050, 0x0a05, 0x01dc, 0x04e2, 0x0419, 0xfe2d, - 0xfdab, 0x0696, 0xf9bc, 0xfcda, 0xfcfa, 0xfb2f, 0xffca, 0xfe32, 0xfe03, 0x0633, 0x04c6, 0x01a2, 0x0888, 0x048e, 0x0b6e, 0xf443, - 0xf8ca, 0x0683, 0x072f, 0xfd1f, 0x0107, 0xfa3a, 0xffa8, 0xf9e8, 0x0137, 0xf708, 0x0911, 0x0114, 0xfc8d, 0xfe35, 0x0854, 0xfc7a, - 0xfcf5, 0x006f, 0x02d0, 0x0043, 0xfcc2, 0x019d, 0x0179, 0x00a6, 0xf3aa, 0x0e2c, 0xf529, 0x07ae, 0x00f4, 0xf868, 0xfa78, 0x098a, - 0xf644, 0xf846, 0xf838, 0x0087, 0xf912, 0xff92, 0x02bb, 0xffd8, 0xff34, 0x012e, 0xf8f7, 0x0207, 0xf90f, 0x02ea, 0x0413, 0x02cd, - 0x0848, 0xfc4e, 0xf812, 0xfdd9, 0xfed5, 0xfc1b, 0x017f, 0x0653, 0x09b2, 0x0106, 0xf9dd, 0x00cf, 0xfbfd, 0x01ea, 0xff3a, 0x0246, - 0x03af, 0xfe95, 0x025f, 0x01a9, 0xfb32, 0xfb95, 0xfd2c, 0x0678, 0xfef0, 0xf81c, 0xf57f, 0xfdbd, 0x02c7, 0xf458, 0x0c39, 0x06d5, - 0x01a2, 0x0c86, 0x01b1, 0x07bb, 0xffea, 0xfb27, 0x006a, 0x01b2, 0xfa21, 0xfde1, 0x0b5d, 0xfd87, 0x07b7, 0xfc8e, 0x050f, 0xf282, - 0xfd08, 0xfd2c, 0x0421, 0xfe61, 0x0517, 0x04fd, 0xfdd1, 0x0665, 0xfe57, 0xfec0, 0xf9ab, 0x010c, 0xfd54, 0x0806, 0x01de, 0x03ad, - 0x0257, 0x0847, 0xf2f9, 0x025b, 0xf9c4, 0xff80, 0xfe00, 0x03ec, 0xfa95, 0xffa5, 0xfddd, 0x053d, 0x0064, 0xfd31, 0xff40, 0xffe1, - 0x0117, 0xfe03, 0x01d1, 0x0161, 0xfb1a, 0x0427, 0x060b, 0xf84b, 0xfec6, 0x03ed, 0xffd8, 0x02ac, 0xfc12, 0xfadb, 0xfb09, 0x00ea, - 0xfeaf, 0x0349, 0x005a, 0x06c3, 0x09c3, 0xfeb3, 0x0481, 0xfa1f, 0x031c, 0xfa77, 0x0337, 0x0072, 0x041d, 0xf8c7, 0xf5ca, 0x0586, - 0x04eb, 0xf71a, 0x0789, 0xf989, 0x0027, 0x08b8, 0xf9ce, 0x0a07, 0x06d0, 0x06b8, 0x0536, 0xffa6, 0xfca6, 0x0d9d, 0x0757, 0xffdc, - 0x03d6, 0xfe7f, 0xfa84, 0x0302, 0xfe16, 0x029d, 0xff06, 0x0e74, 0x0028, 0xfe34, 0xfd3a, 0xfdc8, 0xfbd2, 0x09ac, 0x092a, 0xfffd, - 0xff03, 0xfff3, 0xfebb, 0xf585, 0x0144, 0x007c, 0xf936, 0x093f, 0x0308, 0xf6f5, 0x00de, 0xfed4, 0x0395, 0xfdb3, 0x00f1, 0xfdae, - 0xfb04, 0xf89d, 0x035b, 0x00e7, 0xfae8, 0xf72a, 0xffac, 0xf6f4, 0xfb76, 0xef77, 0x0611, 0x04d8, 0x08d2, 0x0062, 0x013b, 0xfe30, - 0xfe73, 0xfe31, 0xfe83, 0x04ba, 0x021b, 0xfb60, 0x0643, 0x05b7, 0xfead, 0xfe81, 0xff69, 0x08b8, 0x045b, 0xfd66, 0x06af, 0xfd6f, - 0xff71, 0xef12, 0x0151, 0xfd92, 0x03b8, 0xf921, 0x010c, 0xfec0, 0x06d1, 0xfd92, 0x115c, 0xf5a9, 0x08d4, 0xfedd, 0x0338, 0xfd5c, - 0xf482, 0x087e, 0x0307, 0xfbfa, 0xfa7e, 0xfe24, 0xfc4e, 0x0262, 0x039d, 0x0975, 0xfa92, 0x0158, 0xf7b6, 0xf9c6, 0xfec8, 0x0172, - 0xf7a6, 0xfd9a, 0xfce7, 0x0431, 0xfb01, 0xfbf5, 0xfc5a, 0xfb6e, 0xffb8, 0xf480, 0xf9dc, 0xff05, 0x0646, 0xfc9b, 0x031a, 0x0145, - 0x020f, 0xfeca, 0xfd74, 0x0737, 0xffb8, 0xfe98, 0x03f3, 0xfb31, 0xfb19, 0xf4d5, 0xf64c, 0x0510, 0x05f1, 0xfaf6, 0x00db, 0xfbc9, - 0x06db, 0xf8b1, 0x07e2, 0x006a, 0x01ca, 0xf7c2, 0x0224, 0x0177, 0xfdf7, 0xfd44, 0x0ea7, 0xfa53, 0xfdc4, 0xff4a, 0x0858, 0x020e, - 0xff74, 0xf76d, 0xffd5, 0x09c0, 0x0307, 0x0a41, 0x05a5, 0x00e3, 0xfb99, 0x007c, 0xfb0b, 0x00cc, 0x038d, 0x00ba, 0x0176, 0xf41c, - 0xf103, 0xfeb5, 0xfa1a, 0xfb88, 0xfd17, 0x03ad, 0xfe17, 0x0339, 0xf9e6, 0xff21, 0xf7e0, 0xf5c1, 0xfa2e, 0xfed2, 0xfd3f, 0x0514, - 0xfb0e, 0x045d, 0xfd7f, 0xffe5, 0xfbbb, 0x0c9a, 0xfeb8, 0x02e4, 0xfc78, 0x006c, 0xfdf5, 0xfe0b, 0xf5f5, 0x03e6, 0x041d, 0xf9b4, - 0x08ce, 0x07a1, 0xff14, 0xfd70, 0x0302, 0xfb32, 0x0e9d, 0x0390, 0x04fa, 0x02dc, 0xfebf, 0xfdcf, 0xfd63, 0x002b, 0xfe07, 0x076d, - 0x033b, 0xfd60, 0xfc6b, 0xf8ab, 0x04a3, 0x008c, 0xfff6, 0xfbb6, 0xfba2, 0x050b, 0x0689, 0x0c01, 0xfcc6, 0x0619, 0xfbb3, 0xf71f, - 0xfe4c, 0xf5c2, 0xfaf4, 0x014c, 0x01c4, 0xf436, 0xfa32, 0x00f0, 0xfb93, 0x0094, 0x01d0, 0x0358, 0x0913, 0x01a7, 0xff5d, 0x0450, - 0xfcf8, 0x089b, 0xf9ee, 0x03e8, 0xf734, 0x07aa, 0xfee6, 0xfd87, 0x0b03, 0xf92f, 0xf8ac, 0xffcc, 0xf76c, 0xfe52, 0x084e, 0x012c, - 0xf9ec, 0x067f, 0x0237, 0x0720, 0x0593, 0xff29, 0x028c, 0xf200, 0x0143, 0xf730, 0xfdac, 0x00b8, 0xff21, 0xf82b, 0xfb23, 0xf359, - 0x02bc, 0xfd87, 0xfe27, 0x0ae7, 0xfee5, 0x051c, 0x0957, 0xf80f, 0x0263, 0x0133, 0xff3c, 0x063d, 0x0268, 0xf9fc, 0x04e6, 0x03fb, - 0xff17, 0xf5ed, 0x0161, 0x0c56, 0x033e, 0x012b, 0x04c7, 0xfb37, 0x0284, 0xf99b, 0xfa57, 0x01af, 0x027e, 0x0170, 0xf5de, 0xfd37, - 0xfe20, 0x04c8, 0xfb55, 0xfdef, 0x00b2, 0xfb49, 0xffd1, 0x0843, 0xfc5a, 0xfc79, 0x0521, 0xfc45, 0x05e8, 0x08df, 0xfede, 0x0454, - 0x03fb, 0x03c6, 0xfcff, 0xff26, 0xfe8e, 0xf881, 0xfb0c, 0x02aa, 0x0617, 0xf559, 0x0235, 0x07b6, 0xfb85, 0xff66, 0xff0b, 0x025c, - 0x02f7, 0xf879, 0x0212, 0x01b2, 0xf4d4, 0xfd31, 0xfb40, 0xff76, 0x006e, 0x0678, 0x04ba, 0x0378, 0xf2e0, 0xfec6, 0x05d1, 0xfec0, - 0xf967, 0x03a0, 0xf5b5, 0x03a1, 0x088e, 0xf625, 0x0095, 0x06f5, 0xfe76, 0x066f, 0x0386, 0xfd89, 0xfef7, 0xf86f, 0x0025, 0x06ff, - 0xfd7d, 0xf90f, 0x021f, 0x01d2, 0x039b, 0xfec0, 0x0275, 0x02c2, 0xfde9, 0x09b6, 0x0336, 0x0042, 0x02e7, 0x085a, 0xf7fb, 0x0220, - 0x0090, 0x03b3, 0x0294, 0xf9d5, 0xf9b6, 0x042c, 0x04e7, 0xf4f9, 0x03ad, 0xfb0b, 0x0369, 0x048f, 0xfef5, 0x0556, 0xf9f4, 0x070b, - 0xf867, 0xf94f, 0x002a, 0x032a, 0xf5ae, 0xf290, 0xfadc, 0xfbb3, 0xfb15, 0xff37, 0xfceb, 0x0f5b, 0x023c, 0xfe69, 0xf818, 0x004d, - 0xf974, 0xfc5c, 0xfa48, 0x00cb, 0x0005, 0x03cb, 0xfd7e, 0x023c, 0xfb88, 0x0234, 0xfc6d, 0xfb4f, 0xf981, 0x00be, 0x05c0, 0x00e6, - 0xfe4e, 0x058e, 0xffcf, 0xfd5c, 0xfd3a, 0x00a5, 0xf08c, 0x0ab0, 0x0045, 0xf666, 0x0139, 0xf740, 0xfcc4, 0x0110, 0x077d, 0x02d2, - 0x0169, 0x0780, 0xffad, 0xfe6e, 0xfe95, 0x0dd2, 0x0613, 0x007b, 0xee50, 0xf853, 0xfd0d, 0xf585, 0xfe9f, 0xfe71, 0xff35, 0x01e2, - 0xfc26, 0xfc06, 0xf70a, 0x055c, 0xfa2b, 0x040a, 0xfaf6, 0x0946, 0xff8c, 0xfc53, 0xfac8, 0x08ef, 0xf92b, 0x034d, 0x00be, 0x0a80, - 0xf562, 0x067d, 0x00e4, 0xfaa3, 0x0115, 0x028a, 0x01a9, 0xf8ae, 0x001b, 0x02eb, 0x00cc, 0xf9d3, 0x0841, 0x0229, 0xf913, 0x04cc, - 0x04d1, 0xffed, 0xfb74, 0xfb63, 0xfc67, 0xfd59, 0x007c, 0xfb57, 0x0aa1, 0x06d6, 0x00c7, 0x057b, 0xfe60, 0xff9b, 0x0145, 0xfb7d, - 0x05ed, 0xf92f, 0x0749, 0x06a3, 0xffa8, 0xfbd1, 0xffd9, 0xfaf9, 0x049f, 0xf3c7, 0xfb2d, 0x020c, 0x03ff, 0x04f4, 0x0329, 0xfc0e, - 0x0950, 0x001e, 0x00a5, 0x093e, 0x028f, 0x03a3, 0x08d0, 0xf96a, 0x038c, 0xf862, 0x00e9, 0xfd83, 0x044d, 0xf843, 0x0536, 0x0601, - 0x07ae, 0x005d, 0x03d2, 0x060f, 0xff33, 0x0297, 0xfd5d, 0x01d4, 0x05b8, 0xfe50, 0x04d7, 0x058c, 0xf646, 0xf9f2, 0x085e, 0x05be, - 0x02d7, 0xfb8d, 0xefcc, 0x0ecd, 0x096f, 0xf909, 0x03d4, 0x0a5a, 0x0c68, 0xf423, 0x015e, 0x0645, 0x0023, 0xff80, 0x021c, 0xf90a, - 0x0322, 0x00fe, 0xfeb3, 0x08fd, 0x0907, 0xfebe, 0xfacb, 0xfba0, 0x014e, 0xf806, 0x03b3, 0x04a1, 0x09e4, 0xfb12, 0x0556, 0xf8b7, - 0xf69a, 0x027c, 0xfeac, 0xfd81, 0xfedd, 0xffc5, 0xf9ed, 0xfc26, 0x029a, 0x0355, 0x03c6, 0xff6a, 0x0070, 0xf9a4, 0xfdba, 0x099c, - 0x0745, 0x0320, 0x0b95, 0xffa7, 0x055e, 0x06d4, 0x0cf5, 0x032f, 0x0185, 0x00b6, 0xfd96, 0xfe10, 0x035f, 0xff69, 0xfbf4, 0x0452, - 0x02d5, 0x014c, 0xf953, 0xfe30, 0x0019, 0x04e0, 0x05b9, 0xffe5, 0xfab5, 0xf859, 0x06df, 0xf60b, 0xff0d, 0x01d6, 0x000d, 0xfbe7, - 0xf9dc, 0xfe3b, 0x01fe, 0x03b4, 0x02bc, 0xf883, 0x00df, 0xff07, 0xf7dc, 0xfe71, 0x0016, 0x042f, 0xf8b4, 0x00be, 0xfd86, 0xfbc3, - 0x01f8, 0x04b5, 0x061b, 0xfeb7, 0xfc48, 0xffdf, 0x0139, 0x080f, 0x03b1, 0x0981, 0xffed, 0x00ab, 0xfde7, 0xfc46, 0x07d0, 0x03a7, - 0xfb12, 0xfcf3, 0xfc98, 0xfc8f, 0xf994, 0x01c9, 0xfa20, 0x0339, 0x0ae8, 0xfad1, 0x00a5, 0xfdf0, 0xf873, 0x04b7, 0x0bf1, 0x00be, - 0x0135, 0xfd0e, 0x0189, 0xf984, 0xfca3, 0x0937, 0x050a, 0x0051, 0xf970, 0x05ca, 0xf5b1, 0x062f, 0xf9c2, 0xfa46, 0x04a7, 0x09a6, -}; - -uint16_t q15_conv_result_17[8*16*16] = { - 0x016e, 0x005d, 0xfc08, 0xffd3, 0x028a, 0xfd73, 0x0007, 0x0279, 0xfff1, 0xfe0c, 0xff97, 0xffa6, 0xff21, 0x005e, 0xfe8d, 0xfe75, - 0x01da, 0x01eb, 0xfe7b, 0xfe49, 0xfcf8, 0x0207, 0xfdef, 0xfc37, 0x00a0, 0x018a, 0xff30, 0x00a7, 0x00ef, 0xffeb, 0x01e0, 0x003b, - 0xffa1, 0xff8b, 0xff5c, 0xff37, 0x0468, 0x0157, 0xfde7, 0x035a, 0xffaa, 0xfea5, 0xff6b, 0xfed3, 0xfdb5, 0x0170, 0x03af, 0xff0f, - 0x0106, 0x021c, 0x00b9, 0xfdd7, 0xfa91, 0xfe6c, 0xfe61, 0xfe6a, 0xfc5d, 0x0266, 0x012e, 0xffec, 0x027d, 0xffa1, 0x001b, 0x0123, - 0x014e, 0x00a3, 0x0070, 0xff12, 0xfffc, 0xfee9, 0x0214, 0x0075, 0x04f7, 0xff0c, 0xff82, 0xfd80, 0x0070, 0x02fb, 0x02a4, 0xfba9, - 0x00e5, 0xfeac, 0x0026, 0x0293, 0xffee, 0x0088, 0xfcf3, 0x01c0, 0xfe61, 0xfcf4, 0xff0e, 0x0056, 0x01f1, 0xfeb3, 0xfd8b, 0x031a, - 0xfe20, 0x01a2, 0x014f, 0xfcc1, 0xfe28, 0x005c, 0xfd6e, 0x029c, 0xfe3c, 0x00f1, 0xfe46, 0xfc3d, 0xffa8, 0xff3f, 0x021b, 0x00ec, - 0xffe8, 0x008c, 0xfeb7, 0xfed7, 0xff83, 0x0102, 0x0032, 0x0135, 0x01a1, 0xffab, 0x001b, 0xfe35, 0xfead, 0x0048, 0xfff1, 0xff6a, - 0xfe21, 0x0137, 0xfdf0, 0x0003, 0xfcd4, 0x006d, 0xfe19, 0x059b, 0x0006, 0xfe02, 0xfe2f, 0xfb34, 0xfd74, 0xfeb8, 0x0212, 0x02fa, - 0xff89, 0x0201, 0x00d8, 0xff2a, 0x006a, 0x039d, 0xfc42, 0x03fb, 0x02ec, 0x00a6, 0xf86c, 0x05d2, 0x0210, 0x0039, 0xff61, 0x081a, - 0x0090, 0xfe55, 0x031a, 0x033e, 0xfe8b, 0x030c, 0xfa5c, 0xff22, 0xff83, 0x0141, 0x040b, 0x034a, 0x05c5, 0x017a, 0x004b, 0xfeff, - 0x035f, 0x0079, 0x02af, 0xfd93, 0x0200, 0x01a2, 0xffdb, 0xfe35, 0xfe72, 0xfe75, 0x06a8, 0xfe3b, 0xfdf5, 0x016e, 0x0086, 0xff42, - 0xfc75, 0x03ff, 0x0359, 0xfcca, 0x023a, 0x01b6, 0x02db, 0x0153, 0xfd3f, 0x04b5, 0xfd15, 0xfece, 0x0143, 0x02c7, 0x0217, 0x03e5, - 0x00ee, 0x0052, 0xff3f, 0xff0e, 0xfb55, 0x03af, 0x0167, 0xfda6, 0x014a, 0xff88, 0xfb55, 0x0055, 0xfd2c, 0x012f, 0x0201, 0xfe43, - 0xfef7, 0xfe5d, 0xfde6, 0xff47, 0x02fe, 0xfed9, 0x015c, 0x022e, 0xff7d, 0xfe71, 0x02f1, 0xfd85, 0x0445, 0x0060, 0x0288, 0x0358, - 0x0022, 0x02b8, 0xfee4, 0xfcd4, 0xff37, 0x0427, 0xfede, 0x0144, 0xff59, 0x01f3, 0xfdfc, 0xfe27, 0x01fd, 0x05d6, 0xfda0, 0xff46, - 0x0001, 0xfec1, 0x022f, 0x029c, 0xfe6e, 0x0101, 0x00ea, 0xffee, 0x0527, 0xf9f7, 0xfb7f, 0xfe24, 0x037f, 0x0043, 0x007b, 0x0198, - 0x021e, 0x016d, 0xfe94, 0x0382, 0x03a2, 0x030a, 0xffd3, 0x0028, 0xfcea, 0x03ac, 0x010e, 0x03a4, 0x01f1, 0xfaf8, 0xfdf0, 0x0397, - 0xfb6e, 0x003f, 0x01c7, 0xfe75, 0x0454, 0xfcfd, 0x0070, 0xf9f8, 0xff6a, 0xff99, 0xfdbc, 0x02b3, 0xfd25, 0x0212, 0xfef5, 0xfbf1, - 0x002e, 0xfb0e, 0xfc30, 0x00a8, 0x0223, 0xff49, 0xff01, 0xfdaf, 0xfeef, 0x00ed, 0x0326, 0x049f, 0x0053, 0x0309, 0x0238, 0xff06, - 0xffe5, 0xfdb9, 0xfd81, 0x0168, 0x001c, 0xfd91, 0xfbb1, 0xff02, 0x0178, 0xff20, 0x01c9, 0x03c1, 0x0357, 0x02e6, 0xfe9f, 0xfc78, - 0x00a4, 0x0235, 0x0124, 0xfc02, 0x0145, 0xfc60, 0xff51, 0xfbbb, 0xfec7, 0xfe37, 0x026e, 0xfe72, 0x035b, 0xfe33, 0xfd93, 0x03dc, - 0xfe7e, 0x02e1, 0xfdf1, 0x0272, 0x018f, 0x01d0, 0x02b3, 0x0156, 0x0123, 0xfd96, 0x03a5, 0x0115, 0xfee6, 0x01ac, 0xfe88, 0xfe5a, - 0x013f, 0x0005, 0x0377, 0x0481, 0x0546, 0x016c, 0x0210, 0xffda, 0x00e9, 0x0050, 0x009f, 0xfeb7, 0x0019, 0xfd52, 0xffb6, 0xfc8f, - 0xff77, 0xff31, 0xfd13, 0xffe2, 0x00f2, 0xfe8a, 0x0235, 0x0178, 0xfee3, 0x01ae, 0xffdc, 0x0119, 0x02f8, 0xfeae, 0x005c, 0x011e, - 0x0352, 0xff92, 0xffba, 0x0131, 0xfe28, 0xfe47, 0x02b9, 0xfb5a, 0x00f9, 0xfa5c, 0xffef, 0xfea3, 0x01ae, 0xfb47, 0xfb09, 0x026d, - 0xfc71, 0x00fb, 0x0068, 0xfbf6, 0x01ae, 0x001a, 0xffc4, 0x024a, 0xfd10, 0x0129, 0xfaa2, 0xfcfb, 0x0122, 0x0213, 0xfbf0, 0x0324, - 0xfe4f, 0x0843, 0xfe88, 0x011a, 0xfe08, 0x02fe, 0xfae6, 0x01b5, 0xfe0d, 0xfe2d, 0xfd7a, 0xfea3, 0xfbf3, 0x0082, 0xfeff, 0xfdb6, - 0xff91, 0x000b, 0x00de, 0xfdd4, 0x035a, 0x0061, 0xfeae, 0x007a, 0xfd91, 0x02c3, 0x0288, 0xffef, 0xfe05, 0xfdc4, 0x007e, 0xfd17, - 0xfff5, 0xffaa, 0x002d, 0x00ff, 0xfb24, 0x0165, 0xfc83, 0x0112, 0x02b0, 0xfded, 0xff80, 0x02f3, 0xfca7, 0x000c, 0xfd4e, 0x0459, - 0xfbbd, 0x0170, 0xfdb6, 0x01ec, 0x00e5, 0xff80, 0x0397, 0x0073, 0xfb52, 0x028e, 0xfc40, 0x05bf, 0x02e5, 0xfd06, 0xffeb, 0x0123, - 0xf975, 0xfcd1, 0x0288, 0xfebb, 0xfd57, 0xfc9b, 0xfcf9, 0xfad9, 0x0101, 0xfec1, 0xfe09, 0xff21, 0xff4d, 0x011e, 0xfcbe, 0x002a, - 0xff11, 0xfde7, 0xff5c, 0xfd08, 0xfb68, 0xff00, 0xfe54, 0xfe5e, 0xff9e, 0x0610, 0xfff6, 0x01cc, 0xfeef, 0x020f, 0x0047, 0xfda8, - 0xfb2b, 0x0160, 0xff46, 0xfb1c, 0x03dd, 0xfe58, 0xff07, 0x0123, 0xfff1, 0x02ad, 0x0232, 0x0045, 0xfc39, 0x0644, 0x00ec, 0x02a0, - 0x020d, 0x04fd, 0x0178, 0xfcfd, 0x0055, 0x00ec, 0x0510, 0xfca2, 0x038d, 0x0067, 0x063b, 0xff39, 0xfdeb, 0x008d, 0x01d2, 0xfef6, - 0x0146, 0x02d0, 0xfffd, 0x0467, 0x015a, 0xfee5, 0xfe9d, 0xfff1, 0x0115, 0xf8b9, 0xfd29, 0x007a, 0x02c4, 0xfdd1, 0x01d7, 0x0199, - 0x00fb, 0x01ea, 0x0055, 0xff0b, 0xfdc7, 0x036e, 0xffad, 0x0299, 0x0078, 0xfc29, 0xfc8d, 0xff94, 0xfef8, 0xff8a, 0xfc0e, 0x03f6, - 0x03d4, 0x03c9, 0x0158, 0x0183, 0x010d, 0x04b1, 0x0056, 0x00a9, 0x0031, 0x0213, 0xffad, 0xfd39, 0x007b, 0xffa0, 0xfe67, 0x01f6, - 0xfe7c, 0xfd51, 0x0101, 0xfd2e, 0x00d7, 0x0499, 0x02ab, 0xfc94, 0xfcc5, 0x0132, 0xfd2f, 0x037b, 0xfd68, 0xfe7e, 0xfe35, 0x04bb, - 0x003e, 0xfbb2, 0x0185, 0x006c, 0xfd13, 0x0116, 0x00dc, 0xfbc5, 0x01e1, 0x0052, 0x0131, 0x01bc, 0x005c, 0x008f, 0xff2d, 0x017b, - 0x0243, 0xfca8, 0x02f0, 0xfd72, 0x011d, 0x0155, 0x0194, 0xff6a, 0x015b, 0xfbce, 0x003e, 0xfeea, 0xfe08, 0x016f, 0xfe3b, 0x00b2, - 0x01b7, 0x03f3, 0xff89, 0x068b, 0x025d, 0x0416, 0x026b, 0xfd55, 0xff6c, 0x0206, 0x023a, 0xfe20, 0x06bd, 0xffc2, 0x026b, 0x0236, - 0xfcf8, 0xffdc, 0x032a, 0xff8f, 0x0291, 0x0002, 0x02d6, 0xfed8, 0xfd5f, 0xfe3b, 0x0169, 0x000c, 0xfe01, 0x0309, 0x00db, 0x0184, - 0x00e2, 0x00dd, 0xff77, 0xfdf5, 0xf8ea, 0xfe92, 0xff67, 0x054e, 0xff76, 0x0551, 0x02c1, 0x0674, 0xfdec, 0x0386, 0x0400, 0x0276, - 0xff33, 0x0067, 0x028b, 0x03af, 0xff0f, 0x00bc, 0x01ae, 0x0154, 0x019f, 0xfe7c, 0x0453, 0xfc19, 0x00e5, 0xff83, 0x0243, 0xfd45, - 0xfe9c, 0x04cc, 0x0337, 0x012f, 0xff4c, 0xffd4, 0x0577, 0xffc7, 0xffbe, 0xfec1, 0xfdc5, 0xff0c, 0x0365, 0xf9f9, 0x0290, 0x01bf, - 0xfe29, 0xfd26, 0xfdfa, 0x03c6, 0xff93, 0xfe87, 0x02c8, 0x0015, 0xfd7b, 0x00ee, 0xfde6, 0x02a5, 0x0061, 0xfd5e, 0xffe4, 0x01d8, - 0x000b, 0xfe81, 0xffc3, 0x0157, 0x0052, 0x024f, 0xfe0e, 0xffdd, 0x027b, 0xfc11, 0x03bc, 0xfecb, 0xfcde, 0x04d6, 0x0069, 0xfeab, - 0xff35, 0xffe2, 0xfcd0, 0x0088, 0xfeb0, 0xff74, 0x008e, 0x01cd, 0xff08, 0xff41, 0xfe76, 0xff81, 0x0607, 0x014a, 0x0193, 0xff2d, - 0xfa31, 0xfe5d, 0xffe9, 0xfe87, 0xff20, 0x053b, 0xfced, 0xf91a, 0x02c0, 0xfc85, 0xfb30, 0x037a, 0xfed8, 0xfed9, 0xf9dc, 0x0374, - 0x021d, 0xfd95, 0x0079, 0x0417, 0x03dc, 0xfc82, 0x0032, 0xfa45, 0xfe8e, 0xfd81, 0xfd66, 0x018d, 0xfd9a, 0x0063, 0xfa7f, 0xfc03, - 0x04da, 0xfbfc, 0xfe93, 0x020c, 0x0703, 0x0247, 0x010d, 0x0494, 0xfd54, 0xfd7d, 0x00da, 0x0209, 0xfff8, 0xff69, 0xfe8d, 0xff6e, - 0xfe78, 0xff5e, 0x015d, 0xfdc1, 0x01d2, 0xfdbc, 0xff43, 0xfb76, 0xff59, 0x00fc, 0x0085, 0xfd9b, 0xfe98, 0x000d, 0x0112, 0xfee6, - 0xfcb2, 0x0064, 0xff08, 0xfb0d, 0xfb7e, 0xfe58, 0xff76, 0xfe39, 0x0060, 0x0442, 0xfff4, 0x01e0, 0xfcbc, 0x030b, 0xff48, 0x03ec, - 0xfe9e, 0x0117, 0x0022, 0x0131, 0xfe61, 0x0322, 0x03ae, 0xff13, 0x0216, 0x014b, 0x0221, 0xfff5, 0xff35, 0xff1f, 0xfbff, 0x02bf, - 0xffbf, 0xfcd5, 0x0028, 0x0503, 0x00ee, 0x0271, 0x020c, 0xff17, 0x0247, 0x01ef, 0xffc4, 0x0004, 0x02d6, 0x0232, 0x041c, 0x0195, - 0x0133, 0x001f, 0x021b, 0xffec, 0xfe96, 0xfff7, 0x00b4, 0x0062, 0xfed5, 0x034b, 0xfcde, 0xfe6d, 0xfe7d, 0xfd98, 0xffe5, 0xff19, - 0xff02, 0x0319, 0x0263, 0x00d1, 0x0444, 0x0247, 0x05b7, 0xfa22, 0xfc65, 0x0341, 0x0398, 0xfe90, 0x0083, 0xfd1d, 0xffd4, 0xfcf4, - 0x009b, 0xfb84, 0x0489, 0x008a, 0xfe47, 0xff1a, 0x042a, 0xfe3d, 0xfe7a, 0x0037, 0x0168, 0x0022, 0xfe61, 0x00ce, 0x00bd, 0x0053, - 0xf9d5, 0x0716, 0xfa95, 0x03d7, 0x007a, 0xfc34, 0xfd3c, 0x04c5, 0xfb22, 0xfc23, 0xfc1c, 0x0043, 0xfc89, 0xffc9, 0x015e, 0xffec, - 0xff9a, 0x0097, 0xfc7b, 0x0104, 0xfc87, 0x0175, 0x020a, 0x0166, 0x0424, 0xfe27, 0xfc09, 0xfeec, 0xff6b, 0xfe0d, 0x00bf, 0x032a, - 0x04d9, 0x0083, 0xfcef, 0x0067, 0xfdff, 0x00f5, 0xff9d, 0x0123, 0x01d8, 0xff4b, 0x012f, 0x00d4, 0xfd99, 0xfdca, 0xfe96, 0x033c, - 0xff78, 0xfc0e, 0xfac0, 0xfede, 0x0164, 0xfa2c, 0x061d, 0x036b, 0x00d1, 0x0643, 0x00d8, 0x03de, 0xfff5, 0xfd94, 0x0035, 0x00d9, - 0xfd10, 0xfef1, 0x05af, 0xfec3, 0x03dc, 0xfe47, 0x0288, 0xf941, 0xfe45, 0x01c0, 0xfc4f, 0x013b, 0xff96, 0xfeaa, 0xfe15, 0xfb0f, - 0xffec, 0xf94c, 0xffaf, 0xfff0, 0xffef, 0xffce, 0xfe18, 0x01f9, 0xfe84, 0xfe96, 0x0210, 0xff30, 0x028c, 0x027e, 0xfee9, 0x0332, - 0xff2c, 0xff60, 0xfcd6, 0x0086, 0xfeaa, 0x0403, 0x00ef, 0x01d7, 0x012b, 0x0424, 0xf97c, 0x012d, 0xfce2, 0xffc0, 0xff00, 0x01f6, - 0xfd4b, 0xffd2, 0xfeef, 0x029e, 0x0032, 0xfe99, 0xffa0, 0xfff0, 0x008b, 0xff01, 0x00e8, 0x00b1, 0xfd8d, 0x0213, 0x0306, 0xfc26, - 0xff63, 0x01f7, 0xffec, 0x0156, 0xfe09, 0xfd6d, 0xfd85, 0x0075, 0xff57, 0x01a4, 0x002d, 0x0362, 0x04e1, 0xff59, 0x0241, 0xfd10, - 0x018e, 0xfd3b, 0x019b, 0x0039, 0x020f, 0xfc63, 0xfae5, 0x02c3, 0x0275, 0xfb8d, 0x03c4, 0xfcc4, 0x0014, 0x045c, 0xfce7, 0x0504, - 0x0368, 0x035c, 0x029b, 0xffd3, 0xfe53, 0x06cf, 0x03ab, 0xffee, 0x01eb, 0xff3f, 0xfd42, 0x0181, 0xff0b, 0x014e, 0xff83, 0x073a, - 0x0014, 0xff1a, 0xfe9d, 0xfee4, 0xfde9, 0x04d6, 0x0495, 0xfffe, 0xff81, 0xfff9, 0xff5d, 0xfac3, 0x00a2, 0x003e, 0xfc9b, 0x049f, - 0x0184, 0xfb7a, 0x006f, 0xff6a, 0x01ca, 0xfed9, 0x0078, 0xfed7, 0x009d, 0x01d4, 0xfbc4, 0xffea, 0xfe68, 0xffef, 0xfb6f, 0xfe41, - 0x000c, 0x0209, 0x00d3, 0x008f, 0xff7e, 0x00f4, 0x0088, 0xfec8, 0xfd82, 0xfc4e, 0x01ad, 0x0074, 0xfd74, 0xfb95, 0xffd6, 0xfb7a, - 0xfdbb, 0xf7bc, 0x0309, 0x026c, 0x0469, 0x0031, 0x009e, 0xff18, 0xff3a, 0xff18, 0xff42, 0x025d, 0x010e, 0xfdb0, 0x0322, 0x02db, - 0xff57, 0xff41, 0xffb5, 0x045c, 0x022d, 0xfeb3, 0x0358, 0xfeb8, 0xffb8, 0xf789, 0x00a8, 0xfec9, 0x01dc, 0xfc91, 0x0086, 0xff60, - 0x0369, 0xfec9, 0x08ae, 0xfad5, 0x046a, 0xff6e, 0x019c, 0xfeae, 0xfa41, 0x043f, 0x0184, 0xfdfd, 0xfd3f, 0xff12, 0xfe27, 0x0131, - 0x01cf, 0x04bb, 0xfd49, 0x00ac, 0xfbdb, 0xfce3, 0xff64, 0x00b9, 0xfbd3, 0xfecd, 0xfe73, 0x0218, 0xfd80, 0xfdfa, 0xfe2d, 0xfdb7, - 0xffdc, 0xfa40, 0xfcee, 0xff83, 0x0323, 0xfe4d, 0x018d, 0x00a3, 0x0107, 0xff65, 0xfeba, 0x039c, 0xffdc, 0xff4c, 0x01fa, 0xfd99, - 0xfd8d, 0xfa6b, 0xfb26, 0x0288, 0x02f9, 0xfd7b, 0x006e, 0xfde4, 0x036d, 0xfc59, 0x03f1, 0x0035, 0x00e5, 0xfbe1, 0x0112, 0x00bc, - 0xfefc, 0xfea2, 0x0753, 0xfd2a, 0xfee2, 0xffa5, 0x042c, 0x0107, 0x0107, 0x0103, 0xfd9e, 0xfe78, 0x0126, 0x031c, 0xfd3d, 0x01fc, - 0xfef0, 0x0248, 0xfd48, 0x02d2, 0xff60, 0xff6c, 0xffee, 0x0135, 0xffba, 0xfbb7, 0xffea, 0x04e0, 0x0184, 0x0520, 0x02d2, 0x0072, - 0xfdcd, 0x003e, 0xfd85, 0x0066, 0x01c7, 0x005d, 0x00bb, 0xfa0e, 0xf882, 0xff5b, 0xfd0d, 0xfdc4, 0xfe8b, 0x01d7, 0xff0b, 0x019c, - 0xfcf3, 0xff91, 0xfbf0, 0xfae0, 0xfd17, 0xff69, 0xfea0, 0x028a, 0xfd87, 0x022e, 0xfebf, 0xfff3, 0xfddd, 0x064d, 0xff5c, 0x0172, - 0xfe3c, 0x0036, 0xfefb, 0xff06, 0xfafa, 0x01f3, 0x020e, 0xfcda, 0x0467, 0x03d1, 0xff8a, 0xfeb8, 0x0181, 0xfd99, 0x074e, 0x01c8, - 0x027d, 0x016e, 0xff60, 0xfee8, 0xfeb1, 0x0015, 0xff04, 0x03b7, 0x019e, 0xfeb0, 0xfe36, 0xfc55, 0x0251, 0x0046, 0xfffb, 0xfddb, - 0xfdd1, 0x0286, 0x0344, 0x0600, 0xfe63, 0x030c, 0xfdd9, 0xfb8f, 0xff26, 0xfae1, 0xfd7a, 0x00a6, 0x00e2, 0xfa1b, 0xfd19, 0x0078, - 0xfdca, 0x004a, 0x00e8, 0x01ac, 0x048a, 0x00d4, 0xffae, 0x0228, 0xfe7c, 0x044d, 0xfcf7, 0x01f4, 0xfb9a, 0x03d5, 0xff73, 0xfec4, - 0x0582, 0xfc98, 0xfc56, 0xffe6, 0xfbb6, 0xff29, 0x0427, 0x0096, 0x00be, 0xfdd0, 0x0266, 0x008f, 0xff1c, 0xffaf, 0xffe3, 0xfcea, - 0x016d, 0xff6d, 0x0158, 0x018a, 0x00d1, 0xfbe8, 0xfd1e, 0xfd52, 0xfcf6, 0x033f, 0x011c, 0x0390, 0x02ca, 0xff94, 0x0146, 0xf900, - 0x00a1, 0xfb98, 0xfed6, 0x005c, 0xff90, 0xfc16, 0xfd92, 0xf9ad, 0x015e, 0xfec4, 0xff13, 0x0574, 0xff73, 0x028e, 0x04ac, 0xfc07, - 0x0132, 0x0099, 0xff9e, 0x031f, 0x0134, 0xfcfe, 0x0273, 0x01fe, 0xff8b, 0xfaf6, 0x00b1, 0x062b, 0x019f, 0x0095, 0x0263, 0xfd9b, - 0x0142, 0xfccd, 0xfd2b, 0x00d7, 0x013f, 0x00b8, 0xfaef, 0xfe9b, 0xff10, 0x0264, 0xfdaa, 0xfef7, 0x0059, 0xfda4, 0xffe8, 0x0421, - 0xfe2d, 0xfe3d, 0x0290, 0xfe23, 0x02f4, 0x0470, 0xff6f, 0x022a, 0x01fe, 0x01e3, 0xfe7f, 0xff93, 0xff47, 0xfc40, 0xfd86, 0x0155, - 0x030b, 0xfaad, 0x011b, 0x03db, 0xfdc2, 0xffb3, 0xff85, 0x012e, 0x017b, 0xfc3d, 0x0109, 0x00d9, 0xfa6a, 0xfe99, 0xfda0, 0xffbb, - 0x0037, 0x033c, 0x025d, 0x01bc, 0xf970, 0xff63, 0x02e9, 0xff60, 0xfcb4, 0x01d0, 0xfadb, 0x01d0, 0x0447, 0xfb13, 0x004a, 0x037a, - 0xff3b, 0x0337, 0x01c3, 0xfec5, 0xff7c, 0xfc38, 0x0013, 0x037f, 0xfe91, 0xfd06, 0x0269, 0xfe59, 0xfdf7, 0x0254, 0xff6a, 0xfddb, - 0x0160, 0xfd59, 0x0102, 0x01e4, 0xfea1, 0xff85, 0x0037, 0x031c, 0xfebe, 0xfc88, 0x010f, 0x00e9, 0x01cd, 0xff60, 0x013b, 0x0161, - 0xfef5, 0x04db, 0x019b, 0x0021, 0x0174, 0x042d, 0xfbfd, 0x0110, 0x0048, 0x01da, 0x014a, 0xfcea, 0xfcdb, 0x0216, 0x0273, 0xfa7d, - 0x01d7, 0xfd85, 0x01b5, 0x0248, 0xff7a, 0x02ab, 0xfcfa, 0x0386, 0xfc34, 0xfca7, 0x0015, 0x0195, 0xfad7, 0xf948, 0xfd6e, 0xfdda, - 0xfd8a, 0xff9c, 0xfe75, 0x07ad, 0x011e, 0xff35, 0xfc0c, 0x0026, 0xfcba, 0xfe2e, 0xfd24, 0x0066, 0x0003, 0x01e6, 0xfebf, 0x011e, - 0xfdc4, 0x011a, 0xfe37, 0xfda7, 0xfcc1, 0x005f, 0x02e0, 0x0073, 0xff27, 0x02c7, 0xffe7, 0xfeae, 0xfe9d, 0x0053, 0xf846, 0x0558, - 0x0023, 0xfb33, 0x009d, 0xfba0, 0xfe62, 0x0088, 0x03bf, 0x0169, 0x00b4, 0x03c0, 0xffd6, 0xff37, 0xff4b, 0x06e9, 0x030a, 0x003d, - 0xf728, 0xfc29, 0xfe86, 0xfac3, 0xff50, 0xff38, 0xff9b, 0x00f1, 0xfe13, 0xfe03, 0xfb85, 0x02ae, 0xfd15, 0x0205, 0xfd7b, 0x04a3, - 0xffc6, 0xfe2a, 0xfd64, 0x0478, 0xfc96, 0x01a6, 0x005f, 0x0540, 0x023c, 0xfdfd, 0xfcd9, 0xff1f, 0x028d, 0x000f, 0xff62, 0x0062, - 0xfcea, 0x003c, 0xfe7b, 0xfe58, 0x0209, 0x0137, 0xfec0, 0xfda4, 0xfab1, 0x033f, 0x0072, 0xfd51, 0x008a, 0x0145, 0x00d4, 0xfc57, - 0x000e, 0x0175, 0x0066, 0xfcea, 0x0420, 0x0114, 0xfc8a, 0x0266, 0x0268, 0xfff7, 0xfdba, 0xfdb1, 0xfe34, 0xfeac, 0x003e, 0xfdab, - 0x0550, 0x036b, 0x0063, 0x02bd, 0xff30, 0xffcd, 0x00a3, 0xfdbe, 0x02f7, 0xfc98, 0x03a5, 0x0351, 0xffd4, 0xfde9, 0xffec, 0xfd7c, - 0x024f, 0xf9e3, 0xfd97, 0x0106, 0x01ff, 0x027a, 0x0195, 0xfe07, 0x04a8, 0x000f, 0x0052, 0x049f, 0x0147, 0x01d1, 0x0468, 0xfcb5, - 0x01c6, 0xfc31, 0x0074, 0xfec1, 0x0227, 0xfc21, 0x029b, 0x0300, 0x03d7, 0x002e, 0x01e9, 0x0307, 0xff99, 0x014c, 0xfeae, 0x00ea, - 0x02dc, 0xff28, 0x026b, 0x02c6, 0xfb23, 0xfcf9, 0x042f, 0x02df, 0x016b, 0xfdc6, 0xf7e6, 0x0766, 0x04b8, 0xfc84, 0x01ea, 0x052d, - 0x0634, 0xfa11, 0x00af, 0x0323, 0x0012, 0xffc0, 0x010e, 0xfc85, 0x0191, 0x007f, 0xff5a, 0x047e, 0x0484, 0xff5f, 0xfd65, 0xfdd0, - 0x00a7, 0xfc03, 0x01d9, 0x0251, 0x04f2, 0xfd89, 0x02ab, 0xfc5c, 0x0082, 0xfbbc, 0x07b9, 0x0018, 0x010f, 0xff22, 0xfebf, 0xfc75, - 0x00ef, 0xff6a, 0xffa5, 0xfd85, 0x0050, 0xfedf, 0x01e8, 0xfe2d, 0xfb4d, 0x013e, 0xff56, 0xfec1, 0xff6e, 0xffe2, 0xfcf6, 0xfe13, - 0x014d, 0x01aa, 0x01e3, 0xffb5, 0x0038, 0xfcd2, 0xfedd, 0x04ce, 0x03a2, 0x0190, 0x05cb, 0xffd4, 0x02af, 0x036a, 0x067b, 0x0197, - 0x00c2, 0x005b, 0xfecb, 0xff08, 0x01b0, 0xffb4, 0xfdfa, 0x0229, 0x016a, 0x00a6, 0xfca9, 0xff18, 0x000d, 0x0270, 0x02dd, 0xfff2, - 0xfd5a, 0xfc2d, 0x0370, 0xfb06, 0xff87, 0x00eb, 0x0007, 0xfdf3, 0xfcee, 0xff1d, 0x00ff, 0x01da, 0x015e, 0xfc42, 0x0070, 0xff83, - 0xfbee, 0xff39, 0x000b, 0x0217, 0xfc5a, 0x005f, 0xfec3, 0xfde2, 0x00fc, 0x025a, 0x030d, 0xff5b, 0xfe24, 0xffef, 0x009d, 0x0408, - 0x01d9, 0x04c0, 0xfff7, 0x0056, 0xfef3, 0xfe23, 0x03e8, 0x01d3, 0xfd89, 0xfe79, 0xfe4c, 0xfe47, 0xfcca, 0x00e4, 0xfd10, 0x019c, - 0x0574, 0xfd68, 0x0053, 0xfef8, 0xfc39, 0x025b, 0x05f8, 0x005f, 0x009a, 0xfe87, 0x00c5, 0xfcc2, 0xfe52, 0x049c, 0x0285, 0x0029, - 0xfcb8, 0x02e5, 0xfad9, 0x0317, 0xfce1, 0xfd23, 0x0253, 0x04d3, 0xff54, 0x0008, 0x00f1, 0xfff6, 0xfbd9, 0x0134, 0xffd2, 0xfec6, - 0x02d6, 0xfe9f, 0xff1c, 0xfe05, 0x01e0, 0x0282, 0x0268, 0x030c, 0x03da, 0x01cf, 0x00bb, 0x0030, 0xfef1, 0x023b, 0x0127, 0xfc55, - 0xfcc7, 0x0177, 0x0437, 0x02cc, 0x009e, 0x0251, 0xfb29, 0x0270, 0xff75, 0xfda1, 0x002d, 0xff88, 0x024d, 0xfeef, 0x00cd, 0x01ba, - 0x00fb, 0xffd4, 0xff95, 0xfe61, 0xfc89, 0x011e, 0xfc99, 0xfd4b, 0xfff2, 0x0043, 0xff63, 0x022b, 0x00b0, 0xfde9, 0xfeb7, 0xffde, - 0xfe46, 0xfe7b, 0xfd99, 0x0298, 0x03af, 0xfd7d, 0xfe22, 0x031b, 0x0083, 0xfb8f, 0x0253, 0xff1c, 0xfc2b, 0x0250, 0x0085, 0xfee6, - 0xfde2, 0x029e, 0x00a1, 0x000c, 0xff56, 0xff17, 0xff4e, 0x01a2, 0xfce7, 0x0442, 0xfaed, 0x0219, 0x00f3, 0xfea4, 0x0328, 0x032b, - 0xff2c, 0x023b, 0xfe3d, 0xfe99, 0xfce1, 0xfd65, 0xfdde, 0x03b2, 0xfdc7, 0x0181, 0x01d6, 0xffcd, 0x00f5, 0xfe89, 0xfee4, 0x02c4, - 0x0274, 0x001d, 0xfd76, 0xff28, 0x032c, 0x00a0, 0x039e, 0xfeb3, 0x00c3, 0xfff3, 0xfea4, 0xfebb, 0xffc0, 0xffa5, 0xfdde, 0xfe08, - 0xfeb8, 0xfc4e, 0x04ad, 0xfee4, 0x02c5, 0x027e, 0xfdfc, 0xff2e, 0xfecd, 0x0147, 0xff05, 0xff7f, 0x02ec, 0xffb5, 0x0011, 0x0166, -}; - - -uint16_t q15_conv_result_18[16*12*12] = { - 0xfd48, 0x0254, 0xfe9f, 0xfc93, 0xf8b5, 0x0755, 0xfcde, 0xfb6a, 0x01eb, 0x034e, 0x036a, 0xfaff, 0x00eb, 0xfa42, 0x0006, 0x023c, - 0x006d, 0x004d, 0x03b5, 0xf81d, 0xfda3, 0x05e3, 0xfa26, 0xf675, 0xff87, 0xfe7f, 0x0171, 0x067e, 0x0101, 0xf85a, 0x0071, 0xf92a, - 0x0379, 0xff19, 0x0593, 0xfc57, 0xf66c, 0x0c90, 0xfe4b, 0x05c2, 0xff32, 0xfff2, 0xff0e, 0xfdad, 0x0443, 0xfbb9, 0xffa5, 0x0882, - 0xfda0, 0x004a, 0x01df, 0x059f, 0xf96b, 0xfaac, 0x04ba, 0xffd6, 0xfd64, 0xf7bb, 0xfd9a, 0x03a3, 0x0528, 0x06aa, 0x001d, 0xfca6, - 0xff0b, 0x0a40, 0x010d, 0xff53, 0x001a, 0x021e, 0xfe7b, 0xfbd5, 0x0805, 0xf90f, 0x0407, 0xf936, 0xff62, 0x00c8, 0xf637, 0xfda1, - 0xff8e, 0xfe04, 0xfe4d, 0x0526, 0x001d, 0xfdbf, 0x02c7, 0xf783, 0xffab, 0x01d9, 0x00a3, 0xfdf9, 0x030f, 0xfc01, 0xf63a, 0xffea, - 0xfee0, 0x03c3, 0xff53, 0x0661, 0xfe3a, 0x0307, 0xfa17, 0xfdbd, 0x003d, 0xf826, 0xfb3b, 0x0666, 0x07ca, 0x03ee, 0xf760, 0x0a7e, - 0xfadb, 0x0217, 0x0a64, 0xf9ab, 0xfbdf, 0x0882, 0xf9b6, 0xfd63, 0xffaf, 0xfe85, 0xfa84, 0xf923, 0x0268, 0xfc03, 0xf99c, 0xfb46, - 0x00df, 0x028b, 0xfec2, 0x0930, 0xfb86, 0xf65c, 0xfd39, 0x038c, 0xf95e, 0xfbca, 0x05f4, 0x0324, 0x079f, 0x06e8, 0x03fa, 0xfcf9, - 0xfb48, 0x017f, 0x0008, 0xfaaf, 0xf8be, 0x01c4, 0x015f, 0xf51d, 0x09b4, 0xf95b, 0x0147, 0x00ed, 0xfdfa, 0xfa02, 0x0169, 0x017e, - 0xff7b, 0x091a, 0x0634, 0xfcdc, 0x0c74, 0x04ff, 0xfd62, 0x03dc, 0x05a8, 0xfce0, 0x01be, 0xfa55, 0xfe5e, 0x0204, 0xf9e0, 0xfabf, - 0x01b4, 0xfd50, 0x0677, 0x0691, 0x02c8, 0x0382, 0xf9af, 0xfa38, 0x0853, 0xfb47, 0xfc0d, 0x0604, 0xff91, 0x07a3, 0x09f7, 0xff59, - 0x01bb, 0xfec9, 0x00d8, 0xfe99, 0xff5a, 0xff8c, 0xffee, 0xf725, 0xfefb, 0xfdb8, 0xfcac, 0x0458, 0xfd86, 0x01d5, 0xf98b, 0x001f, - 0xfde2, 0xfe6c, 0x01f6, 0x02c4, 0x0360, 0x0516, 0x0384, 0xfec8, 0x0056, 0x003d, 0xf9c1, 0x03e2, 0xff87, 0xff7e, 0xffd1, 0xfc42, - 0x00b1, 0x01a1, 0xfebc, 0x0428, 0x03a3, 0xfb58, 0x008d, 0xfcd8, 0xfb21, 0xf99a, 0xff85, 0xfefa, 0x055f, 0xfe9d, 0xfd1d, 0xfd73, - 0xff85, 0x085c, 0xfd82, 0x03c2, 0x0201, 0x00bb, 0xfba2, 0xfd64, 0x0643, 0x0126, 0x03b3, 0x020e, 0x0147, 0x0058, 0xff45, 0xfb3f, - 0xfa24, 0x0081, 0x02fb, 0x05af, 0x03da, 0xfc6d, 0x0417, 0xfbba, 0xfcef, 0xf722, 0x0191, 0xff24, 0x04a5, 0xfde0, 0xfdd2, 0x01e6, - 0x043f, 0xfeb7, 0xf818, 0x00cd, 0xfeb9, 0x035c, 0xfbe9, 0xfbf6, 0xfe13, 0x00e7, 0x0311, 0xfce3, 0x04f6, 0xfab6, 0xfc0a, 0xfa49, - 0x053a, 0x03ce, 0x03be, 0x03f4, 0xfb54, 0xfaec, 0xfecc, 0xfb90, 0x001f, 0x00a5, 0xfbfa, 0x04d7, 0x01fa, 0xfce4, 0x020b, 0xfcc3, - 0x0089, 0xfe73, 0xfd09, 0x0004, 0x088d, 0x03d8, 0x01b9, 0x0084, 0xfe8e, 0xfef2, 0x00af, 0x01c9, 0x05c0, 0x037e, 0xfd81, 0xfff2, - 0xffd6, 0xfcca, 0x03ba, 0xfbed, 0xfebb, 0xfe70, 0x0367, 0x01b7, 0x0613, 0x0666, 0xfdf1, 0xffd9, 0x02a0, 0xfa52, 0x06fa, 0xffee, - 0x0001, 0xfc77, 0xfadd, 0x057f, 0xfd8e, 0xffd9, 0x015f, 0xfbf8, 0xfdbc, 0xfddf, 0x04df, 0x0096, 0xfea2, 0x0224, 0xf990, 0xffea, - 0xff27, 0xff5a, 0xfd02, 0xffb3, 0xfe25, 0x0225, 0xfddb, 0xfe35, 0xfe24, 0xfb2b, 0xfa64, 0x008d, 0x013c, 0xfef1, 0xffca, 0xff93, - 0xfb81, 0xfe6d, 0xfa34, 0xfb6d, 0x0051, 0x085d, 0xfe59, 0xff07, 0xfd7d, 0xffa0, 0xfff9, 0x03e8, 0x03e5, 0xfc63, 0xf9ad, 0xffc2, - 0x0200, 0xfdb6, 0x00ff, 0x02e1, 0x0333, 0xffb8, 0xfcaf, 0x06be, 0x0280, 0xfc3f, 0xfdd4, 0x029a, 0xfd27, 0x0530, 0x0298, 0xfdf2, - 0x0447, 0xffcc, 0xfe34, 0xf78f, 0xf70f, 0xfc01, 0x0563, 0x044f, 0x0436, 0xfe34, 0x0518, 0x0256, 0xff12, 0x011d, 0x07aa, 0xfd9c, - 0xffc8, 0xfd0a, 0xfed9, 0xfa07, 0x01d9, 0xff5e, 0x02f8, 0xff88, 0x03ab, 0x011b, 0xfd95, 0xfe39, 0xff81, 0xfe39, 0x0365, 0x016c, - 0xfd16, 0x028e, 0x0b35, 0x0179, 0x03a2, 0xfdff, 0xfcd8, 0xfa17, 0xfce9, 0xfd6d, 0xfd97, 0x05df, 0x0437, 0xfa48, 0x007f, 0x04dd, - 0xfcbe, 0xfdaf, 0xf90b, 0xfb15, 0xfb54, 0x0549, 0xfeeb, 0x05a3, 0x0257, 0x0012, 0xfc64, 0xfc80, 0xfe75, 0x02be, 0x00cd, 0xfb4e, - 0x0535, 0x00af, 0xfb6f, 0xfcea, 0xfa68, 0x049a, 0x092f, 0x01f0, 0xff73, 0xfef3, 0xf473, 0x0390, 0x03fe, 0x047a, 0xfe22, 0xfb21, - 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0x0336, 0xfa55, 0x04bd, 0xf717, 0xffbb, 0x00cf, 0xff9f, 0x03cf, 0x0683, 0xfc5b, 0xfe7d, 0xfa69, 0x0883, 0xfc46, 0x027a, 0x0061, - 0xfdbe, 0xfee6, 0xff4c, 0x03a7, 0xfa6d, 0x02a7, 0xfc5a, 0xf70c, 0x0108, 0x030d, 0x008b, 0x0211, 0xfc4f, 0xf9ad, 0xfdd6, 0x025d, - 0xf76f, 0x0392, 0x0a32, 0xfd80, 0xfc20, 0x03f6, 0xff89, 0x038b, 0xffc5, 0xfb0f, 0xfde3, 0x05ac, 0x0308, 0x03b6, 0x0292, 0x0025, - 0xffc0, 0x048b, 0xfd8b, 0xf3aa, 0xf863, 0x01d3, 0xff94, 0xfbd8, 0xff33, 0x0124, 0x047d, 0xf9a9, 0xfab8, 0x0054, 0x0635, 0xfeb1, - 0x00bb, 0x0098, 0xfe94, 0x069b, 0x08b1, 0xfdd4, 0x03ee, 0xfef0, 0xfbb3, 0x021e, 0xfebe, 0xfd44, 0xf916, 0xffec, 0xfc8f, 0x0090, - 0xfd3b, 0xfd98, 0xf983, 0x0043, 0xfbc6, 0x01c4, 0x0481, 0x0229, 0xfe33, 0xfbd9, 0x045d, 0xf47c, 0xf83c, 0xf74a, 0xfe4c, 0x0570, - 0xffe0, 0xfe67, 0x002a, 0x0405, 0x07a6, 0x0322, 0x0a8a, 0xfd56, 0xff38, 0xfc0e, 0x0249, 0x011c, 0x0096, 0x009a, 0xffef, 0x0262, - 0xfb7a, 0xfa8c, 0x0150, 0x033b, 0xfc04, 0xf66c, 0xfb34, 0x00e9, 0x0157, 0x02d7, 0x04d9, 0xfd6d, 0xfd15, 0xfbad, 0xf791, 0x0743, - 0x0202, 0xfc12, 0x0167, 0xfc00, 0x06b1, 0xff97, 0xfeba, 0xffd3, 0x018d, 0xfd7e, 0xfcdf, 0x0700, 0x0974, 0x0365, 0x030d, 0xf7a4, - 0x03b0, 0xfe6f, 0x030e, 0xfd8e, 0xfecd, 0x0679, 0x03d5, 0x011f, 0x047f, 0xffa0, 0xff50, 0x0098, 0x043a, 0x072d, 0xfbfd, 0x06c9, - 0x0158, 0xff9a, 0x0546, 0xfbfa, 0xfe64, 0xfeab, 0x042c, 0xfcf7, 0xfcb6, 0xfd9c, 0xf7fc, 0x0145, 0xfd92, 0x0075, 0xfe1f, 0xfaea, - 0x01ec, 0x0440, 0xf170, 0x0813, 0xfced, 0xf607, 0x01ff, 0xf808, 0x0486, 0xfdad, 0xfe69, 0x0240, 0x061b, 0xfa8c, 0xfd50, 0xfbbf, - 0x06b6, 0x02b3, 0xfc2f, 0xf90c, 0xfd0e, 0x0740, 0xf810, 0x0265, 0xff22, 0x04e7, 0x0000, 0x0739, 0xfd8a, 0xf801, 0x0025, 0xfdcc, - 0x0209, 0xf950, 0x0279, 0x03a5, 0xfa57, 0xff81, 0x06a6, 0xfbbe, 0xf98f, 0xf8aa, 0xfc8b, 0x07c0, 0xfe4c, 0x032d, 0xf7a7, 0xfa4f, - 0xfa4d, 0xfb40, 0x06cb, 0xf9bf, 0xf892, 0x02ac, 0xf7ce, 0x04cc, 0xfdd5, 0x06e6, 0xfebe, 0xf929, 0x049c, 0xf73e, 0xfeea, 0x0186, - 0x0386, 0xff39, 0xff02, 0xfce3, 0x01e7, 0x0175, 0xfe26, 0xff7c, 0xfe76, 0x0190, 0x0564, 0xfe44, 0x0183, 0x03d8, 0x0736, 0x0489, - 0x0059, 0x01ed, 0x0766, 0x04d0, 0xfea6, 0xfb10, 0x00ce, 0x0265, 0x0340, 0x0220, 0x0213, 0x00df, 0x02a8, 0xff8f, 0x02cb, 0xf758, - 0xfb9a, 0xfd33, 0xfe26, 0x03f5, 0xf939, 0x0355, 0xff5e, 0x07ce, 0xfda3, 0x0186, 0x04c0, 0xfe95, 0x02b1, 0xfc28, 0x038d, 0x07f8, -}; - -uint16_t q15_conv_result_19[16*16*16] = { - 0xfe8c, 0x006a, 0xff87, 0xfcb4, 0xff4e, 0x0389, 0xfe78, 0xff05, 0x0119, 0x0064, 0xfde2, 0xfdd4, 0xfe60, 0x00de, 0xfe7f, 0x01bd, - 0x0103, 0x02a8, 0xfd40, 0xff67, 0x0027, 0x028b, 0xf9e6, 0xfbe9, 0x0451, 0xfbe2, 0x0112, 0x003c, 0xfca1, 0x0041, 0xff72, 0x03fd, - 0x0028, 0xf9eb, 0x0009, 0x01d8, 0x0201, 0x0192, 0xfc61, 0xfd73, 0x035f, 0x0196, 0x0167, 0xfdb3, 0xfd25, 0x02c0, 0x02e4, 0x00f3, - 0xfc0b, 0xfe36, 0xfae2, 0x0262, 0xff27, 0xfb69, 0xfecb, 0xfd64, 0x0755, 0x01b5, 0x0243, 0xf940, 0xfcce, 0x0034, 0x02da, 0x01ad, - 0xfa94, 0x092b, 0xfb90, 0x03e0, 0x0082, 0xfe51, 0x0217, 0x0064, 0x0191, 0x0208, 0x010c, 0xfe6a, 0xfbb9, 0xffb9, 0x00a7, 0x0134, - 0xfca6, 0xfebd, 0xfb60, 0xffab, 0x042d, 0xfab4, 0xfd03, 0x010c, 0xfea6, 0x04cf, 0xfdd7, 0x0357, 0xfbcb, 0xfb94, 0x07c2, 0xfcf8, - 0x02c3, 0xff1c, 0x037c, 0x014a, 0x00ca, 0xfc61, 0xfce4, 0x031c, 0x02bc, 0xfe7e, 0x0380, 0x0388, 0xfc0d, 0x03e3, 0xfdb3, 0x01d8, - 0x02a8, 0xfc42, 0x06e4, 0xfbbd, 0x06e3, 0xfba0, 0xff74, 0x0228, 0x0022, 0xfc1a, 0x01e4, 0x03c5, 0xfbcd, 0x0208, 0xfc72, 0xf9af, - 0xfebf, 0x0575, 0xfd6a, 0xfd55, 0x0000, 0xf7f4, 0x0083, 0xfebd, 0x015b, 0xf6a1, 0xffc9, 0xfd1d, 0x0045, 0xff01, 0xfd62, 0x03a5, - 0x0321, 0x06b8, 0xfee5, 0xff41, 0x040c, 0xf86b, 0xf88c, 0x0206, 0x084a, 0x00d4, 0x0051, 0xfc18, 0xfbe2, 0x0166, 0x00de, 0x0051, - 0x0197, 0xfd91, 0x02be, 0xfebe, 0xfcb1, 0xfc8c, 0xfad0, 0x0190, 0x051f, 0xfdf9, 0xff9e, 0xfd22, 0xfdd0, 0x01ab, 0x039a, 0xfc0f, - 0xfde4, 0x00f9, 0x076b, 0xfd57, 0xffbb, 0xff1f, 0x043e, 0x04c0, 0x04d7, 0x0345, 0xffb7, 0xfa8b, 0x04b1, 0xfcf6, 0xfed4, 0x0223, - 0x0281, 0x0131, 0x00a4, 0xfcf0, 0xfc7c, 0x0164, 0xfea3, 0xfe6e, 0x00b8, 0x0462, 0x03e0, 0x0335, 0xfe03, 0xfffa, 0x039e, 0xfd95, - 0x029e, 0xff40, 0xff8a, 0xffc2, 0xfeea, 0x000b, 0xfcc9, 0xfba6, 0x012d, 0x018b, 0xfbad, 0x0407, 0xfd4f, 0x0126, 0xfb2a, 0x00f9, - 0x03b6, 0xfe61, 0x011c, 0xfa32, 0x028f, 0xfe50, 0xfca9, 0x027a, 0x004d, 0x0168, 0x023b, 0xfec6, 0x0093, 0xfc94, 0xfd87, 0x024b, - 0x0090, 0x00d8, 0xfd5f, 0x00a9, 0xfd5c, 0x01ca, 0x0174, 0xf92c, 0xff21, 0x00ac, 0x02eb, 0xfcdf, 0xfebe, 0x002a, 0x0136, 0x03ed, - 0x03f1, 0xfa91, 0x001e, 0xfc4b, 0x0501, 0x0149, 0x00a6, 0xfd26, 0xfe10, 0xfd90, 0x01ee, 0x00f0, 0xfe38, 0xff4e, 0xfffe, 0x0256, - 0x015e, 0xfcf3, 0x03df, 0xfde5, 0x0018, 0xfaf2, 0xfea3, 0xfd1a, 0xfb52, 0xfd36, 0xfcb5, 0xfc89, 0xfd72, 0x0002, 0x03f8, 0x02d5, - 0xfcc6, 0xfc5e, 0xfd1b, 0xfd09, 0x015d, 0xfba9, 0xfb96, 0x0044, 0x0245, 0x0451, 0x0444, 0xfe3b, 0x008c, 0x04ee, 0x0008, 0xfa9b, - 0xfba0, 0xff06, 0x01ef, 0xff84, 0xfce7, 0x0269, 0xff5a, 0x04d7, 0xf9c0, 0x01d2, 0xfc27, 0xf88d, 0xf9d9, 0x013d, 0x0049, 0x02e8, - 0xfd39, 0x0099, 0xf989, 0x0508, 0xf93f, 0xf9c6, 0x0447, 0x064c, 0x0223, 0xfd08, 0x0a13, 0xffcf, 0x03d6, 0x0094, 0x0ede, 0xfa63, - 0xfe83, 0xfcdf, 0x06ff, 0xfd1d, 0xfa3f, 0xfd61, 0xfe87, 0xf673, 0x013a, 0xfbfb, 0x047d, 0x0151, 0xf776, 0x0107, 0xfd1e, 0x0683, - 0xfb2c, 0xfbb6, 0x025b, 0x0008, 0x00b9, 0xf9e6, 0x0113, 0x05d4, 0xf65d, 0xfbe6, 0x02a8, 0x0505, 0x0240, 0xfa2d, 0x052d, 0xfbae, - 0x016b, 0x020a, 0x0034, 0x0064, 0x0342, 0x035b, 0x03b6, 0xfc7d, 0x0594, 0xfa02, 0x0531, 0x0322, 0xff61, 0xffac, 0xffcf, 0x085e, - 0x0511, 0x0097, 0x0240, 0xfcaf, 0xfc1e, 0xf89f, 0xfc01, 0xfd03, 0xfd29, 0x05ae, 0x00ba, 0x0042, 0xfacc, 0x0251, 0xfc70, 0xfc46, - 0xff39, 0xfb45, 0x0a87, 0xf8cd, 0xfe74, 0x004f, 0x0242, 0xff56, 0xfcff, 0x00d8, 0x0025, 0x022e, 0x0857, 0xfeea, 0x0007, 0x05a3, - 0x0368, 0xfbb4, 0x01fd, 0xfce2, 0xfe14, 0x0222, 0xfcea, 0xf908, 0x01e8, 0x08f8, 0x02d0, 0x000b, 0x03b4, 0xf949, 0x0225, 0x0655, - 0xfb14, 0xff7f, 0x01cf, 0x02aa, 0xfe90, 0xff3f, 0x01a2, 0x0b93, 0xf869, 0xfdea, 0xfe85, 0x01bf, 0x012e, 0xfa4a, 0xfd27, 0xfaef, - 0x02ac, 0xfdcb, 0x0301, 0x0076, 0xf622, 0xfdae, 0x0568, 0x01f8, 0xfe59, 0xfe3d, 0x04e6, 0xf861, 0x040b, 0x0841, 0x00cb, 0x01a1, - 0x0272, 0x02f1, 0x029f, 0xfd01, 0x00e6, 0xfa48, 0x03e8, 0xfc2e, 0x01d8, 0xfd42, 0x0572, 0xf9c8, 0xfb02, 0xfd46, 0xfb2b, 0x01a4, - 0x0575, 0x027f, 0xf978, 0xfd86, 0xfbb6, 0x01c2, 0xff46, 0xfefc, 0x03bf, 0x0196, 0x052c, 0x0024, 0xfd43, 0xfcc1, 0x044d, 0x0013, - 0x01c2, 0x029e, 0x010f, 0x014c, 0xfbc0, 0x03b4, 0xfce1, 0x0377, 0xff3c, 0x05da, 0xfd73, 0xff6c, 0x042a, 0xff04, 0x0371, 0x025f, - 0x048a, 0xfc70, 0x0244, 0x041e, 0xfff3, 0x022a, 0x0116, 0xffc5, 0x00f2, 0xff2c, 0x0084, 0x0003, 0xffa6, 0xfef7, 0xfa6e, 0x0300, - 0x0017, 0x056a, 0x01d8, 0x00d7, 0xf880, 0x004b, 0x008a, 0x0104, 0x02bf, 0x017d, 0x038e, 0x01f7, 0x0a7a, 0x00d8, 0xf582, 0xfc88, - 0xfd48, 0x0254, 0xfe9f, 0xfc93, 0xf8b5, 0x0755, 0xfcde, 0xfb6a, 0x01eb, 0x034e, 0x036a, 0xfaff, 0x00eb, 0xfa42, 0x0006, 0x023c, - 0x006d, 0x004d, 0x03b5, 0xf81d, 0xfda3, 0x05e3, 0xfa26, 0xf675, 0xff87, 0xfe7f, 0x0171, 0x067e, 0x0101, 0xf85a, 0x0071, 0xf92a, - 0x0379, 0xff19, 0x0593, 0xfc57, 0xf66c, 0x0c90, 0xfe4b, 0x05c2, 0xff32, 0xfff2, 0xff0e, 0xfdad, 0x0443, 0xfbb9, 0xffa5, 0x0882, - 0xfda0, 0x004a, 0x01df, 0x059f, 0xf96b, 0xfaac, 0x04ba, 0xffd6, 0xfd64, 0xf7bb, 0xfd9a, 0x03a3, 0x0528, 0x06aa, 0x001d, 0xfca6, - 0xff0b, 0x0a40, 0x010d, 0xff53, 0x001a, 0x021e, 0xfe7b, 0xfbd5, 0x0805, 0xf90f, 0x0407, 0xf936, 0xff62, 0x00c8, 0xf637, 0xfda1, - 0xff8e, 0xfe04, 0xfe4d, 0x0526, 0x001d, 0xfdbf, 0x02c7, 0xf783, 0xffab, 0x01d9, 0x00a3, 0xfdf9, 0x030f, 0xfc01, 0xf63a, 0xffea, - 0xfee0, 0x03c3, 0xff53, 0x0661, 0xfe3a, 0x0307, 0xfa17, 0xfdbd, 0x003d, 0xf826, 0xfb3b, 0x0666, 0x07ca, 0x03ee, 0xf760, 0x0a7e, - 0xfadb, 0x0217, 0x0a64, 0xf9ab, 0xfbdf, 0x0882, 0xf9b6, 0xfd63, 0xffaf, 0xfe85, 0xfa84, 0xf923, 0x0268, 0xfc03, 0xf99c, 0xfb46, - 0x00df, 0x028b, 0xfec2, 0x0930, 0xfb86, 0xf65c, 0xfd39, 0x038c, 0xf95e, 0xfbca, 0x05f4, 0x0324, 0x079f, 0x06e8, 0x03fa, 0xfcf9, - 0xfb48, 0x017f, 0x0008, 0xfaaf, 0xf8be, 0x01c4, 0x015f, 0xf51d, 0x09b4, 0xf95b, 0x0147, 0x00ed, 0xfdfa, 0xfa02, 0x0169, 0x017e, - 0xff7b, 0x091a, 0x0634, 0xfcdc, 0x0c74, 0x04ff, 0xfd62, 0x03dc, 0x05a8, 0xfce0, 0x01be, 0xfa55, 0xfe5e, 0x0204, 0xf9e0, 0xfabf, - 0x01b4, 0xfd50, 0x0677, 0x0691, 0x02c8, 0x0382, 0xf9af, 0xfa38, 0x0853, 0xfb47, 0xfc0d, 0x0604, 0xff91, 0x07a3, 0x09f7, 0xff59, - 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0x03c5, 0xfed7, 0x06b8, 0xfbb9, 0xfda7, 0x014e, 0x01aa, 0x03bc, 0xfc37, 0xff1f, 0x00a1, 0x062e, 0xffe1, 0x01f6, 0x0710, 0xfa35, - 0x0020, 0x022a, 0x01b0, 0x0177, 0xfe8f, 0xffad, 0xfeeb, 0xfc2b, 0xfcb9, 0xff41, 0x0010, 0xfd8b, 0x05c8, 0x0086, 0xffb1, 0xfcd5, - 0x0476, 0xff12, 0x04fb, 0x049d, 0x0229, 0x0241, 0xffdf, 0x0230, 0x0153, 0x0464, 0x00ed, 0x031f, 0x0128, 0xfeb2, 0xf9c3, 0xfe20, - 0xfe88, 0xfc32, 0xff26, 0xfde7, 0xfdce, 0x0086, 0x01df, 0x0443, 0x0132, 0xfc96, 0x04a0, 0x047b, 0xfce6, 0xfeb3, 0x05d3, 0xff9d, - 0x0623, 0x01ee, 0x0031, 0xfe62, 0xff1b, 0x07f7, 0x0442, 0x02e2, 0x02de, 0x0347, 0xff10, 0xf8c2, 0x0046, 0x03b7, 0x0275, 0x0360, - 0xfc9a, 0xff0f, 0x0452, 0x042e, 0x0119, 0xfa34, 0x0894, 0xff49, 0x0107, 0xfd9b, 0xfe87, 0x0498, 0xfa43, 0xfd05, 0x0217, 0xfbc6, - 0x013a, 0xff18, 0xfb81, 0xff92, 0x0138, 0xfefc, 0xfcb4, 0xfbbb, 0x0597, 0x0113, 0xfda2, 0x0106, 0xfbcb, 0xfbfc, 0x0017, 0x0045, - 0x03ec, 0xfd76, 0xf9f2, 0xff55, 0xfbd0, 0xf9f3, 0xffff, 0x0140, 0xfc62, 0xf903, 0x0163, 0x0268, 0x02b1, 0xffad, 0xfc29, 0xfbe7, - 0x01fc, 0xfc1b, 0x04d9, 0x0355, 0x01c1, 0x041c, 0x017b, 0x019a, 0x054c, 0xf967, 0xf95e, 0xfdee, 0xff13, 0x0355, 0xffef, 0x01a6, - 0xff57, 0xffe1, 0x0426, 0x024d, 0xfdeb, 0x0046, 0xfef9, 0xfef1, 0xfe25, 0xfc78, 0x03da, 0x011c, 0x02cf, 0xff93, 0xff81, 0x099c, - 0x04d8, 0xfe96, 0xfef2, 0x0107, 0xffeb, 0xf944, 0xf7e4, 0x00ee, 0xfa6d, 0x00e7, 0xff35, 0x049d, 0x04dd, 0xff31, 0xf5ce, 0xfc50, - 0xfcde, 0xfdb9, 0xfe58, 0xfe35, 0x02d8, 0x0726, 0xfcef, 0xf8cd, 0x0547, 0x0493, 0xf93d, 0x01d1, 0x001b, 0xfd38, 0xffcc, 0xf8db, - 0xf96c, 0xffb1, 0x06b8, 0x0303, 0xfaba, 0xfcf8, 0xff26, 0x0226, 0xf8aa, 0xfd9d, 0xfbe5, 0x0251, 0xf9af, 0x0117, 0x0293, 0xfa43, - 0xfc19, 0x01ad, 0x02af, 0xfe67, 0xffc5, 0xfde9, 0x01b4, 0x061d, 0xfd9f, 0x043e, 0xf8c9, 0x04ce, 0xffbd, 0x02c4, 0x0826, 0xfc3a, - 0x003a, 0x0436, 0xfb93, 0xfff5, 0x00c4, 0xffa3, 0x0031, 0xfc63, 0xfffc, 0xfee4, 0xff4c, 0xf6fd, 0xf9ba, 0x057a, 0x077e, 0xff97, - 0xf75a, 0xf9ea, 0xfba9, 0x01fa, 0x006b, 0xfe84, 0x010c, 0x02e3, 0xfd9b, 0xff65, 0xff85, 0x0463, 0x0396, 0xfdd8, 0xffe8, 0xfcc7, - 0xffe5, 0x0123, 0x001a, 0x0161, 0x01e5, 0xf8ca, 0xfe21, 0xffb5, 0x0369, 0x0051, 0xf9fa, 0xffee, 0x0530, 0xff65, 0xffc7, 0xff88, - 0x00aa, 0xff70, 0xfc05, 0x01fb, 0x0304, 0xffd3, 0x02eb, 0xf9c8, 0xfee8, 0x003d, 0x02d7, 0x0443, 0x053c, 0x0455, 0xfdcb, 0xfc44, - 0xfce8, 0xff36, 0x0266, 0x027d, 0x008a, 0xfeec, 0xff59, 0xfe3c, 0xffeb, 0x0294, 0xfd5d, 0xff94, 0x014e, 0x010d, 0xff05, 0xfd53, - 0xff7d, 0x0232, 0xfc3e, 0x01aa, 0x0045, 0xff4a, 0xff26, 0xfe90, 0xff72, 0xff49, 0x03a6, 0x002f, 0x02af, 0xffce, 0x0227, 0xfe58, - 0x0194, 0x002e, 0xff4b, 0x002f, 0x0061, 0x02d3, 0xffb9, 0xffc3, 0xff45, 0xf70c, 0x0271, 0x013b, 0xfee0, 0xfcb2, 0xffed, 0xfd33, - 0xf906, 0x0121, 0xff7a, 0xfdd4, 0xf6ac, 0x0084, 0x00dc, 0x038d, 0x0486, 0xfb95, 0xfd99, 0x0638, 0xfc4f, 0x0465, 0x0212, 0x01ff, - 0x0af6, 0xfd04, 0x02ea, 0xfe30, 0xff22, 0xf8f2, 0x0319, 0x0484, 0xfb56, 0xfdaf, 0xfb5e, 0x0233, 0x05ab, 0xfdd7, 0xfede, 0x04ac, - 0x0048, 0xff10, 0x007d, 0x02fb, 0x097a, 0xfcdd, 0x022f, 0xf857, 0x025a, 0x01d9, 0xfe87, 0x00ff, 0xfed0, 0xfcba, 0xfc0f, 0x0523, - 0xf941, 0x0222, 0xfebd, 0x017d, 0xff71, 0x03b5, 0x0000, 0xfe9d, 0xff1d, 0x0102, 0x0501, 0x0447, 0x02ea, 0xfbce, 0xfb7f, 0x004b, - 0x0092, 0xfb5d, 0x0252, 0xfacc, 0xfe97, 0xfcfd, 0xff4a, 0x00c9, 0x007b, 0x0362, 0xfa47, 0xffde, 0xffe3, 0x0275, 0x021b, 0xfc76, - 0x0622, 0xfd45, 0xfd62, 0x0150, 0xfd69, 0x0033, 0x05eb, 0x02eb, 0x02ef, 0x07dc, 0xfddf, 0xfb35, 0x038b, 0xfd6f, 0xfdda, 0xf950, - 0xfd81, 0xfcc3, 0xfedb, 0x0306, 0xfd5c, 0x0122, 0x04b9, 0x019c, 0x0145, 0x045a, 0x0266, 0x0528, 0xfbee, 0x0080, 0x001b, 0x01e7, - 0xfd0c, 0xfc35, 0xfdcd, 0xfd15, 0xfe06, 0x001e, 0x0214, 0xfeb1, 0x03f1, 0xf9d4, 0xfda2, 0xff97, 0xfc95, 0xffc6, 0xfdaa, 0xfc8c, - 0x01c8, 0x0156, 0xff72, 0xfcd4, 0x018a, 0x0055, 0xfbea, 0x03fa, 0x05cb, 0x05dc, 0xff8a, 0xff52, 0xfa33, 0xfdd8, 0xff1a, 0x00fc, - 0x0065, 0xfc77, 0x02c8, 0x020f, 0xfefe, 0x021e, 0x03b7, 0x031a, 0xf8a0, 0xff15, 0x0038, 0x0248, 0xfe8f, 0xfd4e, 0x074f, 0x0398, - 0xff6e, 0xfb2c, 0x018d, 0x0048, 0x0160, 0xfc80, 0xffa2, 0x0593, 0x03dc, 0x01e1, 0xfd72, 0xfd0d, 0xfcfb, 0xfdbf, 0xfd23, 0x01e9, - 0x0126, 0x0320, 0x0292, 0xff23, 0x01aa, 0xfeb8, 0xfd47, 0xfed2, 0xfa98, 0x0003, 0x024e, 0x063b, 0xfb0b, 0xfe99, 0x0090, 0xfda7, - 0xfd2d, 0xffca, 0xfdee, 0xfe44, 0x0285, 0x00ba, 0x0158, 0x007d, 0xfeb2, 0xff0e, 0x0280, 0x021f, 0x01af, 0x010b, 0xfe65, 0xfe04, -}; - -uint16_t q15_conv_result_20[16*6*6] = { - 0xfe8c, 0x006a, 0xff87, 0xfcb4, 0xff4e, 0x0389, 0xfe78, 0xff05, 0x0119, 0x0064, 0xfde2, 0xfdd4, 0xfe60, 0x00de, 0xfe7f, 0x01bd, - 0xfc0b, 0xfe36, 0xfae2, 0x0262, 0xff27, 0xfb69, 0xfecb, 0xfd64, 0x0755, 0x01b5, 0x0243, 0xf940, 0xfcce, 0x0034, 0x02da, 0x01ad, - 0x02c3, 0xff1c, 0x037c, 0x014a, 0x00ca, 0xfc61, 0xfce4, 0x031c, 0x02bc, 0xfe7e, 0x0380, 0x0388, 0xfc0d, 0x03e3, 0xfdb3, 0x01d8, - 0x0321, 0x06b8, 0xfee5, 0xff41, 0x040c, 0xf86b, 0xf88c, 0x0206, 0x084a, 0x00d4, 0x0051, 0xfc18, 0xfbe2, 0x0166, 0x00de, 0x0051, - 0x0281, 0x0131, 0x00a4, 0xfcf0, 0xfc7c, 0x0164, 0xfea3, 0xfe6e, 0x00b8, 0x0462, 0x03e0, 0x0335, 0xfe03, 0xfffa, 0x039e, 0xfd95, - 0x0090, 0x00d8, 0xfd5f, 0x00a9, 0xfd5c, 0x01ca, 0x0174, 0xf92c, 0xff21, 0x00ac, 0x02eb, 0xfcdf, 0xfebe, 0x002a, 0x0136, 0x03ed, - 0x0156, 0xfd52, 0xfa39, 0x0263, 0x04e6, 0x0753, 0x00b9, 0xfee1, 0xfd75, 0x0069, 0x011a, 0xfd72, 0xfe49, 0x0233, 0xfae2, 0xfce5, - 0xfde2, 0xfe6c, 0x01f6, 0x02c4, 0x0360, 0x0516, 0x0384, 0xfec8, 0x0056, 0x003d, 0xf9c1, 0x03e2, 0xff87, 0xff7e, 0xffd1, 0xfc42, - 0xfa24, 0x0081, 0x02fb, 0x05af, 0x03da, 0xfc6d, 0x0417, 0xfbba, 0xfcef, 0xf722, 0x0191, 0xff24, 0x04a5, 0xfde0, 0xfdd2, 0x01e6, - 0x0089, 0xfe73, 0xfd09, 0x0004, 0x088d, 0x03d8, 0x01b9, 0x0084, 0xfe8e, 0xfef2, 0x00af, 0x01c9, 0x05c0, 0x037e, 0xfd81, 0xfff2, - 0xff27, 0xff5a, 0xfd02, 0xffb3, 0xfe25, 0x0225, 0xfddb, 0xfe35, 0xfe24, 0xfb2b, 0xfa64, 0x008d, 0x013c, 0xfef1, 0xffca, 0xff93, - 0xfe6c, 0xff6b, 0x0283, 0x04a8, 0xf965, 0xfb55, 0x0648, 0x032b, 0xfa9d, 0xfe3f, 0x00d3, 0x0006, 0x0102, 0xfdec, 0xfddd, 0xffd0, - 0x0028, 0x0638, 0xfd64, 0x04d7, 0x006e, 0x0534, 0xffe4, 0xfcac, 0xffda, 0xfd9d, 0x06b0, 0x00e3, 0x0465, 0xfeb9, 0xfff6, 0xfeef, - 0xfcd0, 0x0101, 0xfd87, 0x0049, 0x0296, 0xfe25, 0xfd8d, 0xfed3, 0x00e3, 0xfe6a, 0xff44, 0xfe51, 0x00ab, 0xf99c, 0xfe0f, 0x0136, - 0xff0f, 0xff61, 0xfea1, 0xfba2, 0x04c6, 0x06e0, 0x0588, 0xf8d3, 0x0070, 0x02c7, 0xfbff, 0x051c, 0xff0b, 0x0496, 0xfb31, 0xfef7, - 0x04e9, 0x0dd1, 0xf55c, 0x035e, 0x03da, 0xfaa4, 0xfed1, 0xfdb9, 0x0768, 0x01fd, 0x033d, 0xfe67, 0x055d, 0x0279, 0x02bf, 0x0218, - 0x020c, 0x09d2, 0x0197, 0xfd4e, 0x03d8, 0xfd42, 0x0305, 0x05f8, 0x0229, 0xff59, 0x01a7, 0xfdf5, 0x038b, 0xf8f7, 0xfd3c, 0xfea4, - 0x03e6, 0x0023, 0x0579, 0x0296, 0x0405, 0xfd33, 0x006f, 0x0086, 0xfed2, 0x0493, 0x022b, 0x038c, 0xfd36, 0x01ce, 0x01d3, 0x0471, - 0xfdfa, 0xfd0a, 0xff02, 0x0532, 0x01df, 0xfa44, 0xff67, 0xfd0e, 0xfd0c, 0x036a, 0xfb48, 0x0198, 0x02de, 0xfe96, 0xfa60, 0x01dc, - 0xfd4e, 0xff2f, 0xfb7a, 0x00ef, 0xfee1, 0xf86e, 0x0419, 0x0206, 0x05ac, 0x01f2, 0x0333, 0xfd54, 0x038a, 0x028e, 0xffab, 0x0666, - 0xfd69, 0xfdf7, 0x002b, 0x008d, 0xfed1, 0xfebd, 0x0122, 0x032c, 0xfa42, 0xfab6, 0xfc3c, 0xffbb, 0xfe7b, 0x04e8, 0x00dc, 0xf69c, - 0x0210, 0x03fc, 0x0622, 0xfe4d, 0x05a4, 0x09d7, 0x0558, 0xf4ee, 0xfc37, 0xff34, 0x059e, 0xfb13, 0xfcbb, 0xf9d3, 0x08c0, 0xfdd4, - 0x0370, 0xfd8a, 0xf970, 0xf7f0, 0xf9f2, 0x04fe, 0x073f, 0xfae4, 0xfc61, 0x03dc, 0x05bb, 0x01fa, 0xff4a, 0xfaeb, 0xfb23, 0x0128, - 0x002f, 0x0560, 0xfb79, 0x00fc, 0x00bd, 0x0251, 0xfd81, 0x05e4, 0xfdc1, 0x02f8, 0x0204, 0xfefa, 0xfed1, 0xfff2, 0xfc6a, 0x0257, - 0xfdc4, 0xfd37, 0x0134, 0xfccd, 0xfd6a, 0x0083, 0xfefb, 0x028c, 0xfa43, 0xfef1, 0xfa16, 0x0525, 0x044f, 0x0275, 0x048f, 0xfc57, - 0xf8b7, 0xfd97, 0xfed4, 0x02da, 0xf8bb, 0x018f, 0xffdc, 0x048d, 0x024c, 0x05cd, 0x051b, 0x02eb, 0x016a, 0x014f, 0x0886, 0x011b, - 0x00eb, 0x029f, 0xffff, 0xfbed, 0xfef3, 0xfac1, 0xffa0, 0x0649, 0xfa40, 0xfa15, 0x0178, 0x092f, 0xfcad, 0x020a, 0xf89c, 0x0245, - 0xfdbe, 0xfee6, 0xff4c, 0x03a7, 0xfa6d, 0x02a7, 0xfc5a, 0xf70c, 0x0108, 0x030d, 0x008b, 0x0211, 0xfc4f, 0xf9ad, 0xfdd6, 0x025d, - 0x00bb, 0x0098, 0xfe94, 0x069b, 0x08b1, 0xfdd4, 0x03ee, 0xfef0, 0xfbb3, 0x021e, 0xfebe, 0xfd44, 0xf916, 0xffec, 0xfc8f, 0x0090, - 0x0008, 0xffa3, 0x0402, 0x018b, 0xff2c, 0x0105, 0x03d7, 0xfeb2, 0x0271, 0xfe6d, 0xfeb8, 0x047d, 0xfe2f, 0x04a1, 0x02c9, 0x0232, - 0xfce8, 0xff36, 0x0266, 0x027d, 0x008a, 0xfeec, 0xff59, 0xfe3c, 0xffeb, 0x0294, 0xfd5d, 0xff94, 0x014e, 0x010d, 0xff05, 0xfd53, - 0xf906, 0x0121, 0xff7a, 0xfdd4, 0xf6ac, 0x0084, 0x00dc, 0x038d, 0x0486, 0xfb95, 0xfd99, 0x0638, 0xfc4f, 0x0465, 0x0212, 0x01ff, - 0xf941, 0x0222, 0xfebd, 0x017d, 0xff71, 0x03b5, 0x0000, 0xfe9d, 0xff1d, 0x0102, 0x0501, 0x0447, 0x02ea, 0xfbce, 0xfb7f, 0x004b, - 0xfd81, 0xfcc3, 0xfedb, 0x0306, 0xfd5c, 0x0122, 0x04b9, 0x019c, 0x0145, 0x045a, 0x0266, 0x0528, 0xfbee, 0x0080, 0x001b, 0x01e7, - 0x0065, 0xfc77, 0x02c8, 0x020f, 0xfefe, 0x021e, 0x03b7, 0x031a, 0xf8a0, 0xff15, 0x0038, 0x0248, 0xfe8f, 0xfd4e, 0x074f, 0x0398, - 0xfd2d, 0xffca, 0xfdee, 0xfe44, 0x0285, 0x00ba, 0x0158, 0x007d, 0xfeb2, 0xff0e, 0x0280, 0x021f, 0x01af, 0x010b, 0xfe65, 0xfe04, -}; - -uint16_t q15_conv_result_21[24*10*10] = { - 0x0812, 0x0401, 0xfb4d, 0x0b04, 0xfe3f, 0x0968, 0xf657, 0x00cb, 0xf849, 0x10b1, 0x0202, 0xfd0e, 0xf62b, 0xf9a9, 0x0070, 0x0128, - 0xfee1, 0xfc5d, 0xfc44, 0x05e4, 0xf477, 0x0910, 0x01c7, 0xffa1, 0xfa0a, 0xf309, 0xf85b, 0xfb3c, 0xfd7f, 0x03b1, 0xfdd7, 0xfa40, - 0xf986, 0x023f, 0xf8ad, 0x0a34, 0x052a, 0x0587, 0xfd6a, 0x0031, 0x0128, 0xfe71, 0x02db, 0x00da, 0xfc64, 0x0742, 0xfb8e, 0xfdb9, - 0xfe32, 0x060d, 0xfdf4, 0x006d, 0x01ee, 0x04f9, 0xfa6b, 0xfdbe, 0xf410, 0x00cf, 0x0190, 0xf8eb, 0x0034, 0x06b3, 0x03f9, 0x01a8, - 0xfe7b, 0x084e, 0xfdfb, 0x01df, 0x0268, 0xfa06, 0x04d8, 0x0b1f, 0xf9f3, 0x0027, 0xf765, 0x0463, 0x0098, 0xfa4f, 0xfaab, 0x0cdf, - 0xfe7d, 0x06b0, 0xfd90, 0x0cf9, 0x04da, 0x0348, 0xfbdf, 0xf9ca, 0x0709, 0x0a37, 0xfd8b, 0x0334, 0xfd8d, 0xff9e, 0x0412, 0xf81c, - 0xfc3a, 0xfe8e, 0x0a26, 0xf5b9, 0x036e, 0xffe0, 0xf499, 0xf39b, 0x0ce0, 0x0afa, 0x0492, 0x0acd, 0x0c31, 0xf816, 0xff38, 0x03e0, - 0x03b5, 0xfd73, 0xfd57, 0x0837, 0x0417, 0x0b1a, 0x0639, 0xfcbf, 0xfa11, 0x0ad8, 0x0b65, 0xf421, 0x02ac, 0x0ab3, 0x16f8, 0xfb79, - 0x09ef, 0x0044, 0x077a, 0x0362, 0xffec, 0xf911, 0x05e9, 0x01cd, 0xf633, 0x015f, 0x022b, 0x0133, 0x06a2, 0x045b, 0x01d0, 0xfee1, - 0xfa29, 0xfd85, 0xfd05, 0xfcad, 0xfcb8, 0x024b, 0xfca3, 0xfd32, 0xfbd8, 0x0098, 0xf6f8, 0xfffb, 0xfb99, 0xf9ca, 0xf8fc, 0x013d, - 0xed65, 0xfa12, 0xff59, 0xfa41, 0x07b3, 0x0a7a, 0xf77c, 0xffd9, 0xf70d, 0x056f, 0x043a, 0xfbdf, 0x11ce, 0x04ea, 0xf9c5, 0x01be, - 0x0bb5, 0xfab9, 0x0401, 0x05a9, 0x004f, 0xfdf0, 0xf7c8, 0xfb5a, 0x01cf, 0x0372, 0xfba1, 0x0039, 0xff05, 0x0007, 0x0359, 0xff7c, - 0xfbdf, 0xfe3c, 0xfef4, 0xfe0b, 0xfdb6, 0xfe02, 0xfa36, 0xfb6d, 0xfdb8, 0x06ac, 0xfd25, 0x01a8, 0x025b, 0x0354, 0xf9ec, 0x023a, - 0x0406, 0xfbb9, 0xf971, 0xf5a2, 0xffea, 0x01d6, 0x0288, 0xf82e, 0x015b, 0xfa5c, 0x0469, 0x023d, 0xfd0d, 0x008b, 0x04de, 0xfccd, - 0xf75b, 0xfac2, 0x010a, 0x03f5, 0x05cb, 0xfeff, 0xfd5d, 0xfd96, 0x01a8, 0x023a, 0xf64e, 0x01d3, 0xf764, 0xf7c5, 0x02fe, 0x01df, - 0xf953, 0x080b, 0x0578, 0xfbdb, 0x012a, 0xfb3a, 0x08da, 0x033f, 0x0a0b, 0xf9b2, 0x0510, 0xf9bc, 0xf43c, 0xfac5, 0xf900, 0x04e5, - 0xfcae, 0x09c1, 0x0539, 0x0134, 0xf9ec, 0xfff3, 0xff32, 0xf775, 0x01f5, 0x05b8, 0x086e, 0xfda2, 0x0345, 0xf9bc, 0x0e3f, 0x044c, - 0xfb0f, 0xfe3b, 0xfcaf, 0xfa8a, 0xf9b9, 0xfbc6, 0x0154, 0x0782, 0xfae5, 0x02ff, 0xfa45, 0x025f, 0x085b, 0xfe3c, 0x045f, 0xffbd, - 0x03c7, 0x014c, 0x0714, 0xfb93, 0x003b, 0xff4b, 0xfa2b, 0xfbf5, 0x0780, 0x0bac, 0xfe93, 0xf349, 0x0412, 0xfc13, 0x0396, 0x0033, - 0xf8d0, 0x0711, 0x0639, 0x0906, 0x03f2, 0x0241, 0x0443, 0xfe6e, 0xf550, 0x03c0, 0x0473, 0x0370, 0xfabf, 0xfe32, 0x0218, 0xfdf9, - 0x0a51, 0xfc5d, 0x0953, 0x0089, 0xf187, 0x039e, 0xff42, 0x09f5, 0x0059, 0xfeaf, 0x044d, 0x0075, 0x04d3, 0xfdb3, 0xf88e, 0xfa4c, - 0x07f8, 0x01ee, 0x064d, 0x00bb, 0xff34, 0xf74a, 0xf896, 0xf4ed, 0x0087, 0xf2d2, 0x05db, 0xf78e, 0xf4ad, 0x0307, 0x08d2, 0x0607, - 0x00d6, 0xfe33, 0x00b7, 0xfc4c, 0xf790, 0x026f, 0xff87, 0x09aa, 0xfd67, 0xf467, 0x01a8, 0x06e0, 0x00cc, 0x03ab, 0x0643, 0x0092, - 0xfd4d, 0x0388, 0xfb2a, 0xf6f1, 0x07cd, 0xfaa9, 0xfdde, 0x008f, 0x0963, 0xfd33, 0xfbb1, 0xff87, 0x03fd, 0x0763, 0x0a36, 0x00b1, - 0xfc55, 0x0268, 0xf5b0, 0xfa0c, 0xfbf9, 0x0429, 0xf736, 0xf5a7, 0xf3ef, 0x014d, 0x0130, 0x054c, 0x03b1, 0x04e9, 0x0783, 0xffcb, - 0x021e, 0xf95c, 0x01ba, 0x0818, 0xffc9, 0x0535, 0x05bd, 0x0770, 0xf55d, 0x02a8, 0x03b1, 0x00e3, 0x0033, 0xfd03, 0xf62f, 0x00fe, - 0xf107, 0xfca7, 0xff56, 0x07f8, 0x0587, 0xfd2a, 0xfe99, 0x07ed, 0x0a08, 0x05aa, 0xff2e, 0x0a15, 0xfc04, 0x0415, 0x0390, 0x04b1, - 0x019b, 0x0c39, 0xfae0, 0x041b, 0x026b, 0xfbf2, 0xf37e, 0xfe2e, 0x013a, 0xfd24, 0xfdaa, 0xff67, 0x0182, 0xff23, 0xf829, 0xf9f4, - 0x0625, 0xfa5b, 0xf8f0, 0x043f, 0xfed6, 0x02c1, 0xfec4, 0xf6e2, 0xfcbf, 0x0157, 0x0a66, 0xfc09, 0xfd41, 0x0475, 0xfaed, 0x0051, - 0x069b, 0x029d, 0xff84, 0xf622, 0x0225, 0xf73d, 0xfeb0, 0xf8aa, 0x0478, 0x07b5, 0xf9ff, 0x01cc, 0xfe35, 0xfdf7, 0x09b0, 0xf9b3, - 0x022b, 0xfeb4, 0x0301, 0xffb1, 0xfc1a, 0xfca3, 0xfe96, 0x0a79, 0x06cb, 0xfd55, 0x02b2, 0x0337, 0x075b, 0xfa18, 0xf984, 0xffd5, - 0xfd2a, 0xfd5b, 0x0127, 0x0359, 0xf654, 0x028f, 0x0751, 0x04cc, 0xfeb2, 0xfa66, 0x0f00, 0xfcad, 0xf4a6, 0xff2a, 0xff56, 0x01b5, - 0x05a1, 0x047c, 0xff6c, 0xf9cd, 0xfd6c, 0xfc5f, 0xfae3, 0xfb92, 0xfb37, 0x023c, 0x023e, 0x09f4, 0xfaad, 0x0101, 0xfc6a, 0x02d3, - 0xf996, 0xfa5b, 0x089e, 0x00db, 0xfa7c, 0xfb69, 0xff47, 0x01f2, 0xf784, 0x053a, 0x053f, 0x03fb, 0x083d, 0xfc34, 0x139f, 0x0174, - 0xf824, 0x0336, 0x03d3, 0x0824, 0x017f, 0x034a, 0xfa60, 0x0a2a, 0x08fb, 0xfc03, 0xffd4, 0xf8e0, 0x0407, 0xf257, 0xfdd2, 0x0d3c, - 0xf99b, 0x0025, 0x019b, 0x07cb, 0x0793, 0xfe44, 0x031e, 0x0063, 0xf52a, 0xfbd8, 0x05db, 0x0b67, 0x022a, 0x00ec, 0xfa90, 0x0aa9, - 0x0a2d, 0x01d2, 0xf9e6, 0x04c3, 0xf313, 0xfe98, 0x00fd, 0x0670, 0x077a, 0x0ab2, 0x031f, 0xf8ee, 0xff4c, 0x0534, 0xfc86, 0xef7f, - 0x0f8b, 0xfafc, 0xf7d7, 0xfe64, 0x0514, 0xfbd4, 0xffda, 0xf5ed, 0xffe3, 0xfd44, 0xf65e, 0xf732, 0xf92e, 0xfb64, 0xfffa, 0x04c4, - 0x01da, 0x0085, 0x067c, 0x0022, 0xf6ec, 0x0497, 0x0aef, 0x0812, 0x0af0, 0x024d, 0xf98e, 0xffbb, 0x0265, 0x02cd, 0xfa0e, 0xfbb5, - 0xff2e, 0xfed4, 0xf5c1, 0x0f77, 0xff29, 0x0a8e, 0x077f, 0x076f, 0x0630, 0x0946, 0xf7cf, 0x04fc, 0x07c5, 0x0781, 0x0fe2, 0x082c, - 0x0140, 0xff5d, 0x03eb, 0x099c, 0xfe5f, 0xfb87, 0xfc64, 0xfab5, 0x001d, 0x0c07, 0x0121, 0xf6ac, 0xff86, 0xfca4, 0x039d, 0xf792, - 0x0224, 0x0290, 0xf9c0, 0x0633, 0x0341, 0xfe65, 0x0735, 0x020a, 0x000a, 0x01ef, 0xfc28, 0xf69b, 0x0ca8, 0x008e, 0x0066, 0x0002, - 0x03a4, 0x0305, 0xfc43, 0x05ae, 0xff58, 0xfba4, 0xfced, 0xffe2, 0xfe9f, 0x0287, 0x0813, 0x061b, 0xf3c3, 0xfc2f, 0x07f3, 0x02bd, - 0xf4a8, 0x0a9f, 0x004a, 0xfb04, 0xfa2d, 0x05a5, 0xf50f, 0x03a0, 0x001e, 0xfda6, 0xf7fd, 0x01fa, 0xfbf8, 0x00fa, 0x089f, 0xfb10, - 0x0fc5, 0xf5d7, 0xfbb6, 0xf950, 0xf748, 0xffe8, 0x02ad, 0xff26, 0xf411, 0xf7c1, 0xfed2, 0x0381, 0x02e2, 0x03a3, 0xfc34, 0xf4af, - 0xff58, 0x06e4, 0x038d, 0xf04f, 0x0a92, 0x00cc, 0xfa53, 0x08e7, 0xf59f, 0xfcf2, 0xf2ff, 0x08ee, 0x0140, 0xf3bf, 0xfe28, 0xfb5e, - 0xfb7e, 0x024c, 0x0676, 0x060f, 0xff14, 0xfe89, 0xf7c0, 0xf7d6, 0x079c, 0x0a78, 0x02db, 0x0b18, 0x0a61, 0x042b, 0xf703, 0x005c, - 0xfd82, 0x0aea, 0xf591, 0xf364, 0xfd72, 0xf4c9, 0x00e5, 0xf9bc, 0xf435, 0xfd97, 0x044a, 0x0165, 0x0268, 0xf4c3, 0xfa8f, 0x03c8, - 0xfc37, 0xf953, 0x034a, 0xf788, 0x0247, 0xfdd1, 0xfe59, 0x068c, 0xff53, 0x01f2, 0x0641, 0xf88d, 0xfb33, 0xfef7, 0xfeff, 0x0378, - 0x00bf, 0xfcb2, 0xff19, 0x053d, 0x0527, 0xf5d7, 0xf7a6, 0xfac1, 0xfbec, 0xf9f3, 0x0217, 0xfd98, 0x03c8, 0xf72b, 0x020e, 0x00ca, - 0x020a, 0x033c, 0x01d7, 0xfa7a, 0xf4a6, 0xf6a0, 0xfd4d, 0xfaf9, 0xfb31, 0xf4b4, 0xfd14, 0x0257, 0xffc9, 0xff03, 0xfaf4, 0xfae0, - 0x082e, 0x0085, 0x047a, 0xff66, 0x020f, 0xfd29, 0xf6d0, 0x0037, 0x054a, 0xfdea, 0xfbfd, 0xfde7, 0xfc90, 0x05e6, 0x0e84, 0xff46, - 0x05ec, 0x05d1, 0xfbcb, 0xf3a1, 0xfc4d, 0xf49c, 0x02b9, 0xfaf5, 0x0021, 0xf2ba, 0x0412, 0x08fb, 0x0291, 0x0681, 0x0682, 0xfbe1, - 0xfefb, 0xfc37, 0xfb93, 0xfeab, 0x0807, 0xfda2, 0x0710, 0xf4ff, 0x010a, 0xf81f, 0xf5cb, 0xf5d1, 0xf83d, 0xf39e, 0xf89b, 0xfcfc, - 0x0526, 0x0288, 0x035b, 0xfca6, 0xf67c, 0xf844, 0xf97e, 0xf37a, 0xfdc5, 0xf749, 0x0111, 0x0502, 0xeeee, 0xf55a, 0x0cc2, 0xf526, - 0xf369, 0xfc91, 0xfb7d, 0xef4b, 0xf5de, 0xfbbc, 0xfc13, 0x02f7, 0x01dc, 0x058a, 0x0135, 0x0120, 0xfefc, 0xfb81, 0xfbe6, 0x02b6, - 0x0699, 0x0a8f, 0xfce2, 0x0062, 0x05ea, 0x02a3, 0xfbf7, 0x0828, 0xf81a, 0xfadf, 0x0105, 0x01f4, 0xf64e, 0xf346, 0xfa1f, 0x0559, - 0xf790, 0x02ca, 0xf98f, 0x067e, 0xf780, 0xfc83, 0xf1ae, 0xffb4, 0xf6db, 0xfbd5, 0x055e, 0x01c6, 0x02b0, 0xf870, 0x029f, 0x0246, - 0x0087, 0x09c9, 0x05b6, 0x096d, 0xfc59, 0x0012, 0x035d, 0xfc33, 0xfa1a, 0xfdaf, 0x084c, 0x0515, 0xfdc4, 0x028b, 0x07b8, 0x02a8, - 0xf5db, 0xfec0, 0xfa57, 0x0841, 0xf3cb, 0xff38, 0x0d32, 0x02d6, 0x03ce, 0xf853, 0xf7e0, 0xfa10, 0x01bf, 0xf79e, 0xfb49, 0x06af, - 0x00ab, 0xfdfa, 0xfdde, 0x006b, 0x0770, 0x0293, 0xfbd5, 0x00ee, 0xf7b3, 0x06c6, 0xfdbd, 0xfdab, 0x0437, 0x0a03, 0x01a2, 0xf0b1, - 0xf6d3, 0xfaad, 0xfd67, 0xfec7, 0xffc5, 0x07b6, 0x0891, 0xff19, 0xf949, 0xf797, 0xfefc, 0xfab8, 0xff39, 0xfc94, 0x0570, 0x0706, - 0x0455, 0x0a20, 0xf1c9, 0x0311, 0x0c27, 0xfcc5, 0x0218, 0x039e, 0xf82f, 0xf89a, 0x05fc, 0xfa91, 0x01ea, 0xfcc9, 0x020f, 0x04dc, - 0x017e, 0x0244, 0x08f8, 0xf5bb, 0xf67c, 0x06ff, 0xfc7b, 0x0228, 0xfa6a, 0x060a, 0x05b3, 0x0183, 0xfc45, 0x0803, 0x0734, 0x072a, - 0xfd35, 0xf855, 0x0ecf, 0x0923, 0x02c6, 0xfc45, 0xf71d, 0x09ef, 0xfcef, 0xf771, 0x03c1, 0xf920, 0x0296, 0x07af, 0x067b, 0x078c, - 0xfdc0, 0xff3c, 0xf739, 0xf64a, 0x0716, 0xfa7b, 0xf74d, 0xf51f, 0xfaeb, 0xfaef, 0xfc34, 0x0763, 0xf92f, 0x053e, 0xfbc4, 0x0024, - 0x033e, 0x073d, 0x0161, 0x0b2e, 0xfdd4, 0x012d, 0xfc05, 0x09d0, 0xf95a, 0x08ae, 0x0767, 0xf49a, 0xf8cd, 0x07f2, 0x0cfb, 0xfbd9, - 0x0a08, 0xf816, 0x06ff, 0x0e86, 0xfe80, 0xfb71, 0xff1d, 0x0ebe, 0x0129, 0x0676, 0x0c01, 0x00dc, 0xf585, 0x0094, 0xfd64, 0xfc04, - 0xfd3d, 0x00aa, 0x0056, 0xfaa7, 0x0508, 0x0859, 0xfe2b, 0x0749, 0x066c, 0xfdd8, 0x0228, 0xf7d9, 0x058d, 0xfff9, 0xfeb0, 0x00be, - 0xf918, 0x0342, 0x09b9, 0xfc22, 0x0787, 0xf5b7, 0xff94, 0x07e9, 0x014b, 0x071c, 0x0a24, 0xf9d8, 0x00f7, 0xfe88, 0x0160, 0xfae7, - 0x02e4, 0xfb77, 0xfe6b, 0xf775, 0xfaef, 0xeeb3, 0xfcdb, 0x01e7, 0xfbc3, 0xfc99, 0xfc7e, 0xf8b9, 0x0e3a, 0x0568, 0x0c3d, 0x0d48, - 0x078e, 0x05d1, 0xfc1a, 0x03ec, 0xfffa, 0xf47e, 0xfb7d, 0x0928, 0x0580, 0x02a4, 0xfba8, 0xff64, 0x00a2, 0x00c7, 0xfe37, 0xff57, - 0x03f5, 0xfc9c, 0xfffa, 0xff24, 0x0067, 0x02d3, 0xf9a1, 0xfd9f, 0xffd6, 0x025b, 0x0102, 0xfbd5, 0xff56, 0x06c9, 0xfdb4, 0x008a, - 0x0837, 0xff07, 0xf7fd, 0xf737, 0xf8e7, 0x0289, 0x03c4, 0xff53, 0x00af, 0xf98c, 0x0095, 0xfb03, 0xfe15, 0xf9d0, 0xfdd0, 0x07a5, - 0x0176, 0xfbb4, 0x001e, 0x08ce, 0xfef1, 0xfe4e, 0x015d, 0xfc37, 0x0302, 0x0008, 0xfd03, 0xfc6a, 0xf38f, 0xfe2c, 0x037e, 0xfc70, - 0xfaf1, 0xf296, 0x03f0, 0xfc31, 0xfe41, 0xff9a, 0xff48, 0x046c, 0x00d1, 0x06d1, 0xf7e7, 0xff03, 0xfff0, 0xfa7f, 0x04db, 0x038d, - 0x0007, 0xfd59, 0xf904, 0x0532, 0x03bf, 0x0329, 0x01ba, 0x025c, 0xfe2a, 0x013f, 0xfefa, 0xf0b8, 0xf761, 0xfe48, 0x0088, 0x0e0f, - 0xfd07, 0x03ce, 0xfca2, 0xfca4, 0x0576, 0xfa5b, 0xfc81, 0x0d05, 0xfdf5, 0xfce0, 0x077d, 0x022d, 0xfd87, 0x00e5, 0x02bb, 0xf7d9, - 0xf751, 0x036d, 0xfa03, 0xf983, 0xff8d, 0x08a6, 0x02f2, 0xfae1, 0xffa2, 0x05de, 0xfccc, 0xf48b, 0x002c, 0x05d0, 0xfd85, 0x031a, - 0x0569, 0x0874, 0x0050, 0xfe28, 0x0768, 0xfb5e, 0xf823, 0x0636, 0xfd61, 0xfec7, 0xffaa, 0xfa75, 0x0654, 0x09dc, 0x1262, 0xf872, - 0xf76d, 0x0676, 0xfd42, 0xf78c, 0xfbb0, 0x0df2, 0x0261, 0xfd6f, 0xfe40, 0x035b, 0x04fc, 0x0152, 0xffa9, 0xf7aa, 0xf98c, 0xff15, - 0xfbe7, 0xf881, 0xf7dd, 0x029e, 0x04f4, 0x016a, 0x09c5, 0x0e8e, 0xfba7, 0x0591, 0xfde8, 0x038c, 0x0298, 0xf908, 0x0172, 0xf955, - 0xf2ef, 0x0766, 0xff1a, 0x0077, 0xf477, 0xfab7, 0xf743, 0x0181, 0xfe78, 0xfa48, 0xfaf0, 0x01ce, 0x02d0, 0xfedd, 0x09f5, 0x0c7c, - 0xfb0c, 0xfe7f, 0xfc80, 0x01cc, 0xffed, 0x06f9, 0xfde8, 0x0058, 0xf543, 0x078e, 0xf3ca, 0x00ea, 0x0761, 0xfe9f, 0x08d1, 0xf5e5, - 0xf798, 0xf724, 0xf6b6, 0x0a0e, 0xfb0b, 0x0664, 0x05ad, 0xfaa5, 0x01f2, 0x040c, 0xfced, 0xfc5e, 0xfa4d, 0x0458, 0x02b6, 0xfb22, - 0xfbae, 0xfbe2, 0x0a0d, 0xf3ac, 0x00b3, 0x059f, 0xfaeb, 0xfcb8, 0xfb33, 0xf671, 0x04a8, 0xfe6c, 0xff93, 0xffcf, 0x0cef, 0xf82e, - 0x04e6, 0xfcce, 0x00d3, 0xf632, 0xf8dc, 0x0461, 0xee9b, 0x0001, 0xf762, 0x017d, 0xef70, 0x080d, 0xfb3a, 0xfba6, 0x00ca, 0xfccb, - 0xef08, 0xf452, 0xfe27, 0x0167, 0xfb07, 0x067e, 0x013f, 0xfa39, 0x007e, 0xfd33, 0x01e8, 0xf962, 0xffa1, 0xfab2, 0x082f, 0x0655, - 0x05d3, 0xf6e3, 0xfb56, 0xf622, 0xfcf0, 0xf8da, 0x00c9, 0x02a0, 0xf6bd, 0xfc73, 0xfd77, 0x03da, 0xfcbc, 0xfa2e, 0x03ce, 0xfa0a, - 0x03af, 0x07de, 0xff97, 0xfe69, 0xfa66, 0xffc7, 0xf55b, 0xfa30, 0x0301, 0x0364, 0xfe5e, 0xfd9a, 0xf9ef, 0x00e1, 0x0828, 0x02aa, - 0xfe39, 0xff0c, 0x00a9, 0x002e, 0x008a, 0x10e2, 0x088e, 0x00af, 0xfee6, 0xf70d, 0x04f4, 0xf8d9, 0xf285, 0x019b, 0x0644, 0x01cf, - 0xfe2e, 0xf980, 0x0803, 0x0c56, 0x0170, 0x0611, 0xef4a, 0xf7e0, 0x0ccf, 0xfd75, 0x02eb, 0xfe98, 0xf822, 0x097d, 0xff7c, 0xfd79, - 0x0a54, 0xff62, 0x00b7, 0x02b2, 0xfbcf, 0x0427, 0xf96a, 0x0712, 0xfbb8, 0x06f2, 0xfe63, 0x09b3, 0xf74b, 0x02c0, 0xf800, 0x0247, - 0xfea1, 0x058e, 0x00ba, 0xfd9d, 0x01b3, 0x0617, 0xfae2, 0xf6a0, 0x00be, 0x01b2, 0xfc5b, 0xfe9a, 0x077d, 0xfa77, 0x04c6, 0x04f2, - 0xff92, 0xfdf1, 0x012c, 0xff2d, 0x002a, 0xfb14, 0x06d5, 0x02a9, 0x035f, 0xf243, 0x022a, 0x012a, 0xf7c0, 0x085d, 0xfc5e, 0xfe35, - 0x02ef, 0x065b, 0xfa09, 0xee50, 0x0899, 0x04e6, 0x0776, 0x0572, 0x0c05, 0xf875, 0xfe87, 0x0079, 0x0c15, 0x01cf, 0xfc33, 0x067d, - 0xf77e, 0x051a, 0x0467, 0x00b3, 0xf977, 0x00c3, 0xfdfd, 0xfe0a, 0x0308, 0x0382, 0x0328, 0xf890, 0x0744, 0x0724, 0xf470, 0x06ee, - 0x01ee, 0xfa67, 0xfc3b, 0x04af, 0xffd9, 0x01c7, 0x06a7, 0x0335, 0xfdd4, 0xf9e1, 0xf209, 0x053e, 0xf3ac, 0x0531, 0xf773, 0x0748, - 0xfd99, 0xfe05, 0x0273, 0x027c, 0x03cb, 0xfd8f, 0x02dd, 0x07af, 0x07ab, 0xfaa1, 0x0108, 0xf420, 0xfeca, 0x0988, 0x068e, 0x02b8, - 0xf8f8, 0x0a0d, 0xf85b, 0xfe3f, 0xf86d, 0x05b6, 0xfa1f, 0xfaaf, 0xfd9c, 0x007d, 0x03ee, 0xfecb, 0x0448, 0x0636, 0xf2f5, 0xf476, - 0x0801, 0x0638, 0xfa2d, 0xf962, 0xfee0, 0x0819, 0xfb33, 0xfa75, 0xfd0f, 0xf245, 0xfe43, 0xfcc8, 0x00c3, 0x07f1, 0x07dc, 0xfcb9, - 0x07a9, 0x07f9, 0x069d, 0x01d4, 0x1401, 0x08fb, 0x0417, 0x047f, 0x071c, 0x056c, 0x0169, 0x0262, 0x021d, 0x0531, 0x0bbb, 0xfddd, - 0x0219, 0x005a, 0xfea1, 0x0b2a, 0x00c4, 0xff49, 0x065d, 0x0984, 0xf67a, 0x0653, 0x0404, 0xfce7, 0xf86c, 0xf5d5, 0xfded, 0x076b, - 0xfb4d, 0xfe25, 0xff4c, 0x0605, 0x0264, 0xfdff, 0x030b, 0xf9ac, 0x080b, 0xf688, 0x03b2, 0x049c, 0xfedf, 0x07d4, 0xfb7c, 0x03b8, - 0xfe7c, 0xf92a, 0xfe5c, 0xfb61, 0xf807, 0xf576, 0xffe9, 0xf899, 0x048f, 0xfd80, 0x00c2, 0x024c, 0xffc1, 0xfdc2, 0xfdf4, 0x0233, - 0xfcd7, 0x0166, 0x0659, 0xf88c, 0x007c, 0x02cb, 0xfaef, 0xfb1e, 0x030d, 0xfd20, 0x067a, 0x050a, 0xfc92, 0xf44a, 0x0a5b, 0x0043, - 0x03fa, 0xfdb2, 0x0046, 0xf491, 0xfbe5, 0xf8ca, 0xfb51, 0x063c, 0xfccc, 0x0446, 0x03c7, 0x003e, 0xfb42, 0xf5d9, 0xf96e, 0xf6dc, - 0x00c3, 0xfd60, 0x001a, 0xfca4, 0x0998, 0x02e8, 0x013d, 0xfaaf, 0x0285, 0xfb32, 0xfbd8, 0x055e, 0x016b, 0x090c, 0xf27d, 0x0337, - 0x070e, 0xf23a, 0x0dc7, 0x0105, 0x0064, 0xfd74, 0x040e, 0xfb58, 0xffc8, 0x014f, 0xfc34, 0xf8a8, 0x08da, 0xfa2c, 0x019a, 0x0eed, - 0x03bb, 0xfba7, 0x026e, 0xfbf8, 0x029c, 0x0502, 0x01dd, 0xf7cd, 0xfb38, 0xf2df, 0xf8f0, 0xf6cb, 0xf750, 0xfb0d, 0xfadc, 0x0223, - 0x0668, 0x07a6, 0x05e7, 0x080d, 0x01d4, 0x0e68, 0xfa8f, 0x01f4, 0x0fdc, 0xfe75, 0xfbea, 0x00d5, 0x0310, 0xf559, 0xfa58, 0xf5d9, - 0xfde6, 0xfa49, 0x01e1, 0xf9a6, 0xf43c, 0x132a, 0xfead, 0x00ea, 0x08cb, 0x038f, 0xfdf6, 0x060b, 0x0717, 0x067d, 0x0615, 0xfd09, - 0x0028, 0xfe03, 0xff1e, 0x08e1, 0xff1e, 0x05ca, 0x0206, 0x014b, 0xff20, 0xfcfe, 0xf7dd, 0x027a, 0x036b, 0xf99e, 0x0503, 0x00b5, - 0xfb1a, 0xffc8, 0x0699, 0x0af7, 0x0ce8, 0x03e4, 0xf62e, 0x0535, 0xfaa2, 0x0505, 0xfbf2, 0xfc26, 0x00dd, 0x05b7, 0xfab3, 0xf449, - 0x0d8a, 0x0013, 0xf1b1, 0x016e, 0xfdff, 0x0bbb, 0xf917, 0x080a, 0xffad, 0xff1a, 0xfdf1, 0x055f, 0xfefa, 0xfea6, 0x0526, 0xfb4e, - 0x01f9, 0x08d8, 0xfe4f, 0xfe47, 0x08b8, 0x0078, 0xfaa5, 0xffcc, 0x019c, 0x035f, 0xfd8a, 0xf3e6, 0xfa5b, 0x0800, 0xfb3a, 0x082f, - 0xfb7f, 0xfdb8, 0xf959, 0x06fd, 0x00e9, 0xfcf3, 0x02b2, 0x01b5, 0xf7bc, 0x01ec, 0xf9c7, 0xfd50, 0x06d8, 0x038e, 0xfbaa, 0x00b9, - 0x00c6, 0x0286, 0x005e, 0x09b4, 0xfa94, 0x0181, 0x0440, 0x03ad, 0xfb9a, 0x07fd, 0xfde1, 0x0916, 0xfdc5, 0x0210, 0xfc48, 0x0597, - 0xfc43, 0xff5e, 0xf66c, 0xffe5, 0x0063, 0x03e9, 0x02d8, 0xf01b, 0x0e25, 0x01c6, 0x0180, 0x0163, 0xf1e9, 0xfdfa, 0x033d, 0xfcd0, - 0xfe17, 0x0002, 0x0357, 0xfbea, 0xfc75, 0xfdcf, 0xf828, 0x07a5, 0xf8af, 0x0450, 0x05a9, 0x0432, 0xfb77, 0x04d0, 0xf987, 0x08af, - 0x0836, 0xf990, 0x09ee, 0xfb9b, 0x0173, 0x0649, 0x0227, 0x047b, 0x0005, 0x0c88, 0x03e4, 0xf9aa, 0xfdd2, 0x0267, 0x06e3, 0xff16, - 0xff2f, 0xfa34, 0x0928, 0x06d7, 0xf801, 0xf2d2, 0xff1a, 0x01e3, 0x05cf, 0xf4b8, 0xff53, 0x0477, 0xf344, 0x07a0, 0xf938, 0xf98d, - 0xfd71, 0xfc9a, 0xfa77, 0xfab0, 0xf38d, 0xf372, 0x05d4, 0x0071, 0x0cb0, 0xfdc1, 0x05cb, 0xf666, 0x0059, 0xf495, 0xfc10, 0x0603, - 0xfdc6, 0x02a0, 0x0252, 0xf4b5, 0x02ae, 0x0806, 0x0a79, 0x08c4, 0x0388, 0x052a, 0x0767, 0xfe4a, 0x094d, 0x076a, 0xf531, 0x09df, - 0x02b7, 0xfc1a, 0xfc65, 0x03bf, 0x0803, 0x0182, 0xffa3, 0xfe26, 0x022e, 0xff4e, 0xff67, 0x0902, 0xf375, 0x022c, 0xf351, 0x03ba, - 0xfc70, 0x0650, 0x09c7, 0x0b55, 0x0b70, 0xf74a, 0xfa9d, 0x0915, 0x0480, 0x0a2f, 0xfd3d, 0xffcf, 0x07d6, 0xff4d, 0x09af, 0xffe3, - 0xfc23, 0x0519, 0xf829, 0x0387, 0xfb8f, 0xfcd2, 0xfd65, 0xf838, 0xf704, 0xfbb7, 0x0710, 0xfe72, 0xfc3a, 0x02ff, 0xf8ec, 0x06e2, - 0x0270, 0x023d, 0xf834, 0x05d5, 0x0bc4, 0x0322, 0xf13c, 0x080a, 0x00a9, 0xfc02, 0xfed2, 0x0b05, 0xfff2, 0x003c, 0x00f4, 0x0cfb, - 0xf360, 0xf749, 0x055a, 0x032e, 0xf952, 0xf8d5, 0xfe57, 0x00bb, 0xfb0c, 0x00d5, 0xf70b, 0xff23, 0xfb41, 0x08cb, 0xf59e, 0x0557, - 0x0a3c, 0x013e, 0xf5e6, 0xfa80, 0xfce6, 0x012b, 0xf85b, 0x0b94, 0xfa15, 0xfddb, 0x0243, 0x065e, 0xfb4b, 0x0325, 0x0368, 0x087f, - 0x0726, 0x012a, 0x00e1, 0x0383, 0xff6f, 0x0811, 0xfe96, 0xf77d, 0x0831, 0xf543, 0xf6c1, 0x0484, 0x005e, 0xf546, 0xfebd, 0xf3ee, - 0xfc71, 0x0613, 0x0084, 0x00a0, 0xfbd9, 0x006b, 0xfb53, 0xffe5, 0xff2b, 0x09f3, 0xfe8e, 0x009d, 0xfb20, 0x02aa, 0x0273, 0xffa2, - 0x06dd, 0x0983, 0xf27d, 0xffcf, 0xf3ea, 0xff0b, 0xf2d1, 0xfb6e, 0x0479, 0xf5bf, 0x04db, 0x0531, 0xfb98, 0xfea2, 0x0252, 0xf2ed, - 0xef17, 0x04c2, 0xff72, 0xfd6a, 0xfe69, 0x0411, 0x0777, 0x0322, 0x01e1, 0xfb0d, 0xf6c5, 0x0500, 0x06c9, 0x06ba, 0x0270, 0x0770, - 0xf8bb, 0x0744, 0x018a, 0x075d, 0xfcc2, 0x09f8, 0x056b, 0x0c7b, 0x03d6, 0x0319, 0xff4d, 0xf38b, 0xfa7b, 0x0600, 0x012a, 0x0839, - 0x0724, 0xff8b, 0x01ac, 0xfe68, 0x02c1, 0xfa00, 0x0a6f, 0x0512, 0x03e6, 0xfaba, 0x0428, 0xfd9b, 0x0a1f, 0xfd9d, 0xfbd9, 0xfefc, - 0x04a1, 0xfe48, 0x0666, 0xfd3a, 0x00b4, 0xff72, 0x05cb, 0xfeb6, 0xfa1e, 0x02f0, 0x0e5d, 0xf877, 0xf7b3, 0x0015, 0xffde, 0x06e9, - 0x04bf, 0x0224, 0xfff1, 0xf70d, 0x03a9, 0x0126, 0xfe28, 0x0870, 0x0ca1, 0xf900, 0x01db, 0xee02, 0x0389, 0xf0fc, 0xfc5c, 0xf448, - 0x04bd, 0xf7e6, 0xfe15, 0xfa41, 0x0138, 0x007f, 0x04a6, 0x0a52, 0x0584, 0xff74, 0x0ab0, 0xf7f1, 0x05bb, 0x04d3, 0xf944, 0x0533, - 0xf9de, 0xfead, 0xfc38, 0x0391, 0x0057, 0x051e, 0xfe86, 0xfd9d, 0x05d5, 0xf9fb, 0xf718, 0x024d, 0xf79b, 0x03bb, 0x0888, 0xfdd6, - 0xfa27, 0xfd2a, 0xfe92, 0x00b9, 0x03d4, 0xfe29, 0xf4d6, 0xfc13, 0xfa83, 0xf9f3, 0x01b7, 0x00ab, 0x05ce, 0x0109, 0xfd3b, 0x02cb, - 0xfe94, 0xfa68, 0x0785, 0x02c2, 0xf989, 0x0eb2, 0x0314, 0x0987, 0xfc80, 0x00d1, 0xfaaf, 0x0524, 0xfb56, 0xffd8, 0xfe4a, 0x062d, - 0x03af, 0xfebc, 0x0499, 0x0473, 0x0097, 0x0641, 0x04f3, 0x09a0, 0xfb94, 0xfa35, 0x03ce, 0xf5b6, 0x01ef, 0x018f, 0xfb8a, 0xfa8c, - 0xfa57, 0xfda8, 0xfa61, 0x02fc, 0x0506, 0xfec5, 0xfcf8, 0xf754, 0x0187, 0xfc0b, 0xfaed, 0x0517, 0x0b14, 0xf7d5, 0xf4ae, 0xf74a, - 0x02ab, 0x0981, 0xfaee, 0x0682, 0x0519, 0x0000, 0xf814, 0x021c, 0xf911, 0x0083, 0xff77, 0x006f, 0x002b, 0xfe52, 0x03b8, 0xf7e5, - 0xfdf4, 0xfa73, 0xfe0f, 0x04de, 0x010e, 0xf96d, 0xf9b1, 0x02fe, 0xffe5, 0x094b, 0xf4bf, 0xfdb6, 0x0178, 0xff9b, 0xfdf7, 0x08d6, - 0xfd6a, 0xff0d, 0xfedf, 0x048a, 0x058e, 0xfe64, 0xfa11, 0xfe36, 0x02b7, 0x0568, 0xf908, 0xfe74, 0x06dc, 0x070e, 0x07c1, 0xefd6, - 0xfd69, 0xf886, 0x0763, 0x0a5d, 0x00cc, 0x0845, 0xfa15, 0xfc90, 0x0aec, 0x0471, 0xfd4c, 0x091b, 0xf936, 0x0003, 0xf998, 0x03c8, - 0x0ce1, 0xf7c2, 0x0021, 0xf6c8, 0x04fa, 0x03f9, 0x0b17, 0xf9c4, 0x06ba, 0x0d04, 0x02a5, 0xfa27, 0xfc03, 0x0a64, 0x003a, 0x0201, - 0xff84, 0x01c7, 0x04fd, 0xff23, 0xfab7, 0x0585, 0xfe7a, 0x0798, 0x010c, 0xfc9c, 0xfc43, 0xfdf8, 0xf9e1, 0x0560, 0xfc18, 0xfe96, -}; - -uint16_t q15_conv_result_22[24*16*16] = { - 0xff67, 0xfeb0, 0x0623, 0xfa9f, 0xf8f1, 0x02e3, 0x02ef, 0x0102, 0x01d0, 0xfc46, 0xfd4a, 0x0445, 0x00fe, 0xff4c, 0xfec5, 0xffc9, - 0xfe1b, 0xf8c5, 0x0114, 0xfdf7, 0xf65f, 0xfcde, 0x0092, 0x014d, 0x07c1, 0xfdcc, 0x001a, 0x0885, 0x0213, 0x016e, 0xf855, 0xfaa4, - 0xfd7e, 0x00f1, 0x0103, 0x0130, 0xfbaa, 0x051d, 0x00f0, 0x0183, 0x00c0, 0xfd6e, 0x02d3, 0x06e9, 0xf66a, 0xfe81, 0xfd9e, 0xfca7, - 0x03e1, 0x043a, 0xfa6e, 0x0ae0, 0xfd48, 0xfa97, 0xfda4, 0x04eb, 0xfd89, 0x06e5, 0xfdc0, 0x029e, 0x01aa, 0x00e3, 0x0b1d, 0xfdef, - 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0xfc5f, 0xffce, 0xffe1, 0x0883, 0x0092, 0xf827, 0xfd8d, 0x0802, 0xfaa8, 0x05f0, 0x04ff, 0xfdd7, 0x0551, 0x0694, 0xfd4d, 0xfb8b, - 0x00a2, 0x0863, 0xfef4, 0xfe44, 0xfd00, 0x03ab, 0x05f6, 0xfe5c, 0xfdce, 0xf588, 0x03c3, 0x0387, 0x02af, 0x03f0, 0xfe0b, 0xf903, - 0x0297, 0x040e, 0xf110, 0x051e, 0xf939, 0x0772, 0x063e, 0x0a9f, 0xfa2b, 0x0414, 0x089d, 0x0084, 0xff24, 0x008c, 0xfb42, 0x0081, - 0xffb4, 0x006e, 0xfa86, 0x04f1, 0xfec2, 0xffdc, 0x0253, 0xfe2a, 0x0376, 0xf552, 0xfa70, 0x08e1, 0x02bd, 0xfb7f, 0xeeaf, 0xfeca, - 0xf7b3, 0xfc1d, 0x049a, 0xfbd5, 0x05f5, 0xf8b6, 0xff62, 0xfc1d, 0x0188, 0x02bf, 0xf8af, 0xfead, 0xfa0f, 0x00af, 0xfee6, 0x0429, - 0xfd9d, 0x0083, 0x0643, 0x0109, 0x059e, 0x01c3, 0x038f, 0x03b0, 0xf707, 0xf7b3, 0xfbe2, 0xff1f, 0xfb40, 0x07ed, 0xf511, 0xf9e7, - 0x079c, 0x0499, 0xfd02, 0x09ec, 0xffc7, 0xff54, 0x060b, 0xfb62, 0xff41, 0x01aa, 0xfe9e, 0xfc6c, 0x00a4, 0xf83f, 0xfa65, 0xf8c1, - 0xf877, 0x037c, 0x005c, 0x077b, 0x0168, 0x0430, 0x069f, 0x0501, 0x086a, 0xf96d, 0x00c1, 0xfb53, 0xfd00, 0x0514, 0x065a, 0x02dd, - 0x00f6, 0x0201, 0x02ce, 0x0038, 0x050b, 0xfa8a, 0x0544, 0x094b, 0x0959, 0x04cc, 0xf7cc, 0xfa34, 0x0538, 0xf926, 0x0043, 0x02bc, - 0xfec8, 0x0060, 0x0ab8, 0xf6d2, 0x04d9, 0xfa9f, 0x05ce, 0xf7f1, 0x0017, 0x062e, 0x0537, 0x0375, 0xf844, 0xfd50, 0xf74a, 0xf881, - 0x066e, 0xfc8a, 0x02a3, 0x0218, 0xffae, 0x0435, 0xff6f, 0x0561, 0xff77, 0x0b27, 0xfefc, 0xfdd6, 0xfd95, 0x0490, 0x0235, 0x0c80, - 0x05c5, 0x03db, 0x039c, 0xf783, 0x05ab, 0x0589, 0xfb9d, 0xfc14, 0x0319, 0xf9f0, 0x01f6, 0x011c, 0x032f, 0x0512, 0xf8ae, 0xffe4, - 0xf85c, 0x02b0, 0xfdcd, 0xfd9f, 0xfe86, 0x0476, 0xfef3, 0x05e4, 0xfa79, 0x01aa, 0xfa62, 0x01c1, 0x086e, 0x049f, 0x00b3, 0xfc57, - 0xffde, 0x0016, 0x01a2, 0xfcb8, 0x016f, 0x0219, 0x026d, 0xfa0c, 0xfe03, 0x0205, 0x0850, 0xfa61, 0x0272, 0xfe38, 0xff90, 0xfbb4, - 0xf78f, 0xfee5, 0x0039, 0xff1f, 0x023e, 0x01d3, 0xff3d, 0xfd1e, 0x0258, 0x05d9, 0xfb8a, 0xfb84, 0xff48, 0xfbde, 0xfaf6, 0xfbc7, - 0x02f7, 0x0095, 0xf8e1, 0xf956, 0xfe08, 0x07f1, 0x01ef, 0x0124, 0x068f, 0x0b8c, 0xf873, 0x00a1, 0x0143, 0x0b13, 0x02e5, 0x034d, - 0xfb11, 0xffde, 0x016c, 0xffc4, 0x00ef, 0x0266, 0x0078, 0x0352, 0x0739, 0xfec4, 0xf6a3, 0xfcf0, 0x000f, 0x0315, 0x0bc7, 0xfb44, - 0xfc35, 0x049a, 0x0014, 0xfcf2, 0xf8c0, 0x0369, 0x0472, 0xf61e, 0xffdb, 0xfa74, 0xfde2, 0xfb71, 0xff23, 0xfe81, 0x02f5, 0x01ef, - 0x041e, 0x0234, 0x019e, 0xffcd, 0x017c, 0x0893, 0xfcaa, 0xf9d4, 0x0859, 0x071f, 0x02e1, 0xfab8, 0x043e, 0xffc8, 0x07f8, 0x04b2, - 0x06d3, 0xfd91, 0x0437, 0xfb58, 0x0161, 0xfedb, 0xfeb8, 0xf99a, 0xfd86, 0x045f, 0xfbdc, 0xfffa, 0xfdbd, 0xffad, 0x00e0, 0xff40, - 0xfc8d, 0xf87d, 0xfbd1, 0xfd2b, 0xfbea, 0xfb39, 0x03e7, 0xfa0d, 0x0462, 0x0123, 0x0563, 0xfe4f, 0xfe1b, 0xfa44, 0xfc53, 0xfbaa, - 0xf9a2, 0xff29, 0x0063, 0xfd61, 0xffa5, 0xfd6d, 0xfa3c, 0x0559, 0xf509, 0x0711, 0x036f, 0x06c1, 0xfe7d, 0x003b, 0xfbc1, 0x0642, - 0x0356, 0x0553, 0x036b, 0x06af, 0x02b0, 0x007d, 0x001c, 0x03bc, 0x0080, 0xff67, 0xfdda, 0x06c8, 0xf86b, 0xfb78, 0x0056, 0xfce7, - 0xfda6, 0xfc2d, 0xfda8, 0x00f8, 0xffe0, 0xfebf, 0xf6b7, 0x0060, 0xfd2d, 0x0495, 0x0270, 0x09c0, 0x05aa, 0xff30, 0x04d5, 0xffee, - 0x01b6, 0xfaf0, 0xfa87, 0xfff9, 0x0517, 0x0257, 0x0598, 0xfe14, 0xfe3a, 0x02e5, 0xfca8, 0x0256, 0x05c6, 0x0398, 0x0220, 0x051f, - 0xf651, 0x02de, 0x0882, 0xfed2, 0xfe7f, 0xf493, 0xfda4, 0xfb2f, 0xfd68, 0x0109, 0xfcc3, 0x0133, 0xffa2, 0x01d0, 0xfae4, 0xfc6b, - 0x00cf, 0x0316, 0x01c9, 0x07dd, 0x0003, 0xffd5, 0xf965, 0xfa57, 0xfcba, 0x01e7, 0xfb66, 0x0876, 0xfa8e, 0xff14, 0xf905, 0x033b, - 0x0256, 0x03eb, 0xf64f, 0xfce9, 0x029c, 0xfec4, 0xfe68, 0xf669, 0x0279, 0x01ce, 0xf969, 0x06cc, 0xf7d7, 0x024f, 0x0029, 0x0278, - 0xf7e5, 0x08f3, 0x03bf, 0xff3f, 0x02dd, 0xfb9f, 0x011a, 0x0086, 0x0324, 0x01a9, 0xfe3b, 0xf947, 0xfdee, 0x0878, 0xffdb, 0x035b, - 0x01e9, 0x02a1, 0xff01, 0xfec3, 0xff0c, 0x054c, 0x062a, 0x04e9, 0x05eb, 0xf6e5, 0x0515, 0xfb58, 0x0586, 0x0074, 0x05b2, 0x0384, - 0xfcab, 0x0330, 0x0105, 0x03f6, 0xff47, 0x0703, 0x05d4, 0xfe5c, 0xfa7b, 0x0395, 0x0992, 0x0252, 0x01c0, 0x0011, 0x036c, 0xfd45, - 0x01e9, 0x00b4, 0x0300, 0x046f, 0x00dd, 0xfe25, 0x03e6, 0x0419, 0x011f, 0x09ec, 0xfe1d, 0x01a2, 0xfed4, 0xffd6, 0xf35c, 0x0523, - 0xfebc, 0x0213, 0xf528, 0xfccc, 0x006f, 0xfd5d, 0xf8fd, 0xfb9f, 0xf7a9, 0xfdd4, 0x04e5, 0x02f4, 0x017d, 0x0605, 0x0360, 0x0036, - 0xf89f, 0x09f1, 0x015e, 0xfec0, 0x023f, 0x025d, 0x0763, 0xfdfa, 0xff7d, 0xf7cc, 0x02de, 0xffd4, 0x046a, 0x043a, 0xffa8, 0x01d8, - 0xfc6b, 0x0144, 0xf7ec, 0xffac, 0x0795, 0x0085, 0x046e, 0xfeb6, 0xff6a, 0xfce0, 0xff2d, 0x0415, 0x01d0, 0xfe54, 0xff3d, 0x0373, - 0x0645, 0x0559, 0xfc38, 0x00d8, 0xfba2, 0x05a5, 0x021a, 0x0240, 0xfdd0, 0xf9a6, 0x06fc, 0xf94f, 0x0415, 0x03af, 0xf76b, 0xff43, - 0x07e0, 0x01c6, 0xfda9, 0x020d, 0x0543, 0x02a8, 0x0274, 0xfafc, 0x0929, 0x02d9, 0xf94c, 0xfbcf, 0xfd64, 0xfd61, 0xf61d, 0xfbc7, - 0xffa5, 0x0b6a, 0xfb31, 0x02c6, 0x0363, 0x0548, 0xf9ee, 0xfb6a, 0x0588, 0x03f2, 0xfa68, 0xfd27, 0xfe93, 0x019e, 0xfe5f, 0xfdf6, - 0xfdaf, 0xfb6f, 0xfc97, 0xfa54, 0x0027, 0xfedf, 0x039c, 0xfef9, 0x0901, 0xfb7f, 0xff17, 0x018e, 0x00f0, 0x0288, 0x0014, 0xfaf5, - 0xfbd0, 0xfeda, 0x02f8, 0x0530, 0xfc26, 0x027d, 0x00fb, 0x02fa, 0x01ae, 0x0065, 0x02f7, 0xfcab, 0xfdd7, 0x00df, 0x0c5a, 0xf93b, - 0xfe57, 0xfe6d, 0xf98e, 0x0089, 0x04de, 0xf90e, 0xfb31, 0x0527, 0xfc78, 0x032c, 0x0257, 0xfe5e, 0xfe2c, 0x0417, 0xffc9, 0x04fe, - 0x03a7, 0xfdab, 0x0859, 0xfbc1, 0x045b, 0x0659, 0xfaf0, 0xfc26, 0xf6dc, 0x068a, 0x0437, 0xfed7, 0x005f, 0x0330, 0xfc0a, 0xfd67, - 0x01c4, 0x00ee, 0xfb73, 0x027d, 0x0645, 0xf890, 0xfe5f, 0x04ce, 0x01f5, 0x00e4, 0x0235, 0x0222, 0xffda, 0x03ca, 0x026d, 0x003b, - 0xfe93, 0x0629, 0x0007, 0xfb40, 0xf82c, 0xf84f, 0xf8e2, 0xfdf5, 0x00c3, 0x03a7, 0x0a5f, 0xfdea, 0x0023, 0xfc66, 0x0076, 0xfe17, -}; - -uint16_t q15_conv_result_23[24*6*6] = { - 0xff67, 0xfeb0, 0x0623, 0xfa9f, 0xf8f1, 0x02e3, 0x02ef, 0x0102, 0x01d0, 0xfc46, 0xfd4a, 0x0445, 0x00fe, 0xff4c, 0xfec5, 0xffc9, - 0xfe1b, 0xf8c5, 0x0114, 0xfdf7, 0xf65f, 0xfcde, 0x0092, 0x014d, 0x0351, 0xfe32, 0x0291, 0x0134, 0x00dd, 0xfc7e, 0xf864, 0xfec8, - 0xf51a, 0xfc15, 0x02b5, 0x0422, 0xf326, 0xff5d, 0x099f, 0xffba, 0xff01, 0x0337, 0xfe13, 0x0390, 0x0074, 0xfd5f, 0xfd89, 0xfcd4, - 0x0301, 0xfca8, 0xf82b, 0x04cb, 0xffc5, 0xfce7, 0x064b, 0xf7fc, 0xf220, 0xfd6b, 0xfeb6, 0xfec4, 0x0680, 0xfc68, 0xfcf9, 0xfdb5, - 0xfb40, 0x03f2, 0xf995, 0xfab9, 0x06b7, 0xf78f, 0xfe81, 0xfb71, 0xffd5, 0xfa92, 0x0109, 0x01fa, 0x06c0, 0xfb7a, 0xfde8, 0x059d, - 0x028c, 0x0351, 0xf976, 0x0005, 0x04f9, 0xfba1, 0x037e, 0xfdb7, 0x06b3, 0x00f4, 0x032c, 0x0594, 0x01cd, 0x01ef, 0xfd12, 0xfe1b, - 0x0144, 0x033a, 0xfeba, 0xfcf4, 0x06db, 0xf7b3, 0xfb79, 0x0436, 0xfc0e, 0xf719, 0x0452, 0xffc8, 0xfc3d, 0xff53, 0x02d3, 0xf907, - 0xf990, 0x053f, 0x0161, 0xfd1b, 0x0190, 0x0659, 0xff15, 0xffd7, 0xff67, 0xfea9, 0xf75f, 0xfe65, 0xfc7d, 0x0225, 0xfb42, 0xff5b, - 0xfe82, 0x032f, 0x068a, 0xfc0d, 0xff00, 0xfe67, 0xff98, 0x04b6, 0x000d, 0xff58, 0xfa0b, 0x0258, 0x06b1, 0x01f8, 0xfc6b, 0x023d, - 0xffe9, 0x0655, 0x0174, 0x07c8, 0xffb5, 0xff87, 0x007f, 0xfbaf, 0xfd5f, 0xfe8f, 0x0a20, 0xfe61, 0xfb6e, 0xfeca, 0xf994, 0xfa29, - 0x043f, 0xfc32, 0x00b2, 0x0363, 0xfe9d, 0xff7d, 0xfe60, 0xfe02, 0x0812, 0x0401, 0xfb4d, 0x0b04, 0xfe3f, 0x0968, 0xf657, 0x00cb, - 0xf849, 0x10b1, 0x0202, 0xfd0e, 0xf62b, 0xf9a9, 0x0070, 0x0128, 0xfee1, 0xfc5d, 0xfc44, 0x05e4, 0xf477, 0x0910, 0x01c7, 0xffa1, - 0xf9f3, 0x0027, 0xf765, 0x0463, 0x0098, 0xfa4f, 0xfaab, 0x0cdf, 0xfe7d, 0x06b0, 0xfd90, 0x0cf9, 0x04da, 0x0348, 0xfbdf, 0xf9ca, - 0x0709, 0x0a37, 0xfd8b, 0x0334, 0xfd8d, 0xff9e, 0x0412, 0xf81c, 0xfa29, 0xfd85, 0xfd05, 0xfcad, 0xfcb8, 0x024b, 0xfca3, 0xfd32, - 0xfbd8, 0x0098, 0xf6f8, 0xfffb, 0xfb99, 0xf9ca, 0xf8fc, 0x013d, 0xed65, 0xfa12, 0xff59, 0xfa41, 0x07b3, 0x0a7a, 0xf77c, 0xffd9, - 0x015b, 0xfa5c, 0x0469, 0x023d, 0xfd0d, 0x008b, 0x04de, 0xfccd, 0xf75b, 0xfac2, 0x010a, 0x03f5, 0x05cb, 0xfeff, 0xfd5d, 0xfd96, - 0x01a8, 0x023a, 0xf64e, 0x01d3, 0xf764, 0xf7c5, 0x02fe, 0x01df, 0xfc61, 0x052b, 0x0561, 0xfe56, 0xff7b, 0xf928, 0xf7df, 0xfdb7, - 0xfacd, 0xf9ff, 0x01de, 0xfb07, 0xff85, 0x01cf, 0xf8f2, 0x02c9, 0xfd9a, 0x00a7, 0x011b, 0xfe7b, 0x0076, 0xff13, 0xfcdd, 0xfd58, - 0x06ca, 0xfcf1, 0x00fc, 0xfb63, 0xfe9a, 0xf9b1, 0xfa25, 0x01f6, 0xf6fc, 0x0474, 0xfc77, 0x0082, 0x03c6, 0x020f, 0x0501, 0x02ff, - 0x0051, 0x0271, 0x0491, 0x078f, 0xfe34, 0xff9e, 0xfd3b, 0xfec2, 0xff58, 0x06e4, 0x038d, 0xf04f, 0x0a92, 0x00cc, 0xfa53, 0x08e7, - 0xf59f, 0xfcf2, 0xf2ff, 0x08ee, 0x0140, 0xf3bf, 0xfe28, 0xfb5e, 0xfb7e, 0x024c, 0x0676, 0x060f, 0xff14, 0xfe89, 0xf7c0, 0xf7d6, - 0xfbec, 0xf9f3, 0x0217, 0xfd98, 0x03c8, 0xf72b, 0x020e, 0x00ca, 0x020a, 0x033c, 0x01d7, 0xfa7a, 0xf4a6, 0xf6a0, 0xfd4d, 0xfaf9, - 0xfb31, 0xf4b4, 0xfd14, 0x0257, 0xffc9, 0xff03, 0xfaf4, 0xfae0, 0x0526, 0x0288, 0x035b, 0xfca6, 0xf67c, 0xf844, 0xf97e, 0xf37a, - 0xfdc5, 0xf749, 0x0111, 0x0502, 0xeeee, 0xf55a, 0x0cc2, 0xf526, 0xf369, 0xfc91, 0xfb7d, 0xef4b, 0xf5de, 0xfbbc, 0xfc13, 0x02f7, - 0xfa1a, 0xfdaf, 0x084c, 0x0515, 0xfdc4, 0x028b, 0x07b8, 0x02a8, 0xf5db, 0xfec0, 0xfa57, 0x0841, 0xf3cb, 0xff38, 0x0d32, 0x02d6, - 0x03ce, 0xf853, 0xf7e0, 0xfa10, 0x01bf, 0xf79e, 0xfb49, 0x06af, 0xfba9, 0xfd36, 0xfa0e, 0xfd14, 0x003f, 0xfd58, 0xf9e6, 0x0735, - 0x0779, 0xfb21, 0xfbd9, 0x00e0, 0xff4d, 0xfd93, 0xff6a, 0xfe68, 0xfe00, 0xfb2b, 0xfc88, 0x1150, 0xfed1, 0x059d, 0xfe75, 0x02c9, - 0x0047, 0xff5d, 0x0087, 0xf6b4, 0x07a6, 0xfe35, 0xfdff, 0x0441, 0x00bb, 0x08d3, 0x0258, 0x026d, 0xf4f3, 0xfde1, 0xfd1e, 0x01fc, - 0x01ff, 0x04aa, 0xff80, 0xfba2, 0xfdff, 0x047b, 0x023a, 0xfe9f, 0xfe39, 0xff0c, 0x00a9, 0x002e, 0x008a, 0x10e2, 0x088e, 0x00af, - 0xfee6, 0xf70d, 0x04f4, 0xf8d9, 0xf285, 0x019b, 0x0644, 0x01cf, 0xfe2e, 0xf980, 0x0803, 0x0c56, 0x0170, 0x0611, 0xef4a, 0xf7e0, - 0x035f, 0xf243, 0x022a, 0x012a, 0xf7c0, 0x085d, 0xfc5e, 0xfe35, 0x02ef, 0x065b, 0xfa09, 0xee50, 0x0899, 0x04e6, 0x0776, 0x0572, - 0x0c05, 0xf875, 0xfe87, 0x0079, 0x0c15, 0x01cf, 0xfc33, 0x067d, 0xf8f8, 0x0a0d, 0xf85b, 0xfe3f, 0xf86d, 0x05b6, 0xfa1f, 0xfaaf, - 0xfd9c, 0x007d, 0x03ee, 0xfecb, 0x0448, 0x0636, 0xf2f5, 0xf476, 0x0801, 0x0638, 0xfa2d, 0xf962, 0xfee0, 0x0819, 0xfb33, 0xfa75, - 0x080b, 0xf688, 0x03b2, 0x049c, 0xfedf, 0x07d4, 0xfb7c, 0x03b8, 0xfe7c, 0xf92a, 0xfe5c, 0xfb61, 0xf807, 0xf576, 0xffe9, 0xf899, - 0x048f, 0xfd80, 0x00c2, 0x024c, 0xffc1, 0xfdc2, 0xfdf4, 0x0233, 0xfdcf, 0x0286, 0x02a7, 0xfbeb, 0xfdd6, 0xf554, 0xf7dc, 0xfc0a, - 0xfecc, 0xfe0d, 0xfc50, 0x01e2, 0xfcae, 0x04bd, 0xfee3, 0x0396, 0xf917, 0x009c, 0x01c7, 0xfea8, 0xfd44, 0xfc7a, 0xfa61, 0xfe73, - 0xfb05, 0x0173, 0xf8cc, 0x01fe, 0x0416, 0x06bc, 0x0827, 0x04a4, 0xfe8c, 0x02a3, 0xf937, 0x075a, 0x0068, 0x030a, 0x0065, 0xfb35, - 0xf7e9, 0x0271, 0x0572, 0xfca0, 0x06a8, 0x09d9, 0xfda5, 0x026a, 0x0724, 0xff8b, 0x01ac, 0xfe68, 0x02c1, 0xfa00, 0x0a6f, 0x0512, - 0x03e6, 0xfaba, 0x0428, 0xfd9b, 0x0a1f, 0xfd9d, 0xfbd9, 0xfefc, 0x04a1, 0xfe48, 0x0666, 0xfd3a, 0x00b4, 0xff72, 0x05cb, 0xfeb6, - 0x05d5, 0xf9fb, 0xf718, 0x024d, 0xf79b, 0x03bb, 0x0888, 0xfdd6, 0xfa27, 0xfd2a, 0xfe92, 0x00b9, 0x03d4, 0xfe29, 0xf4d6, 0xfc13, - 0xfa83, 0xf9f3, 0x01b7, 0x00ab, 0x05ce, 0x0109, 0xfd3b, 0x02cb, 0x02ab, 0x0981, 0xfaee, 0x0682, 0x0519, 0x0000, 0xf814, 0x021c, - 0xf911, 0x0083, 0xff77, 0x006f, 0x002b, 0xfe52, 0x03b8, 0xf7e5, 0xfdf4, 0xfa73, 0xfe0f, 0x04de, 0x010e, 0xf96d, 0xf9b1, 0x02fe, - 0x06ba, 0x0d04, 0x02a5, 0xfa27, 0xfc03, 0x0a64, 0x003a, 0x0201, 0xff84, 0x01c7, 0x04fd, 0xff23, 0xfab7, 0x0585, 0xfe7a, 0x0798, - 0x010c, 0xfc9c, 0xfc43, 0xfdf8, 0xf9e1, 0x0560, 0xfc18, 0xfe96, 0xfcfa, 0xf957, 0x053f, 0xff99, 0xff8a, 0x00d3, 0x02b0, 0x0892, - 0x003a, 0x09e1, 0x04fa, 0xfe59, 0x01d6, 0x03ae, 0x03d9, 0xfe61, 0xfebe, 0xfd57, 0x01de, 0xff8d, 0xfe61, 0xf9d4, 0x08c9, 0xff22, - 0xfc8d, 0xf87d, 0xfbd1, 0xfd2b, 0xfbea, 0xfb39, 0x03e7, 0xfa0d, 0x0462, 0x0123, 0x0563, 0xfe4f, 0xfe1b, 0xfa44, 0xfc53, 0xfbaa, - 0xf9a2, 0xff29, 0x0063, 0xfd61, 0xffa5, 0xfd6d, 0xfa3c, 0x0559, 0xfe3a, 0x02e5, 0xfca8, 0x0256, 0x05c6, 0x0398, 0x0220, 0x051f, - 0xf651, 0x02de, 0x0882, 0xfed2, 0xfe7f, 0xf493, 0xfda4, 0xfb2f, 0xfd68, 0x0109, 0xfcc3, 0x0133, 0xffa2, 0x01d0, 0xfae4, 0xfc6b, - 0x01e9, 0x02a1, 0xff01, 0xfec3, 0xff0c, 0x054c, 0x062a, 0x04e9, 0x05eb, 0xf6e5, 0x0515, 0xfb58, 0x0586, 0x0074, 0x05b2, 0x0384, - 0xfcab, 0x0330, 0x0105, 0x03f6, 0xff47, 0x0703, 0x05d4, 0xfe5c, 0xff7d, 0xf7cc, 0x02de, 0xffd4, 0x046a, 0x043a, 0xffa8, 0x01d8, - 0xfc6b, 0x0144, 0xf7ec, 0xffac, 0x0795, 0x0085, 0x046e, 0xfeb6, 0xff6a, 0xfce0, 0xff2d, 0x0415, 0x01d0, 0xfe54, 0xff3d, 0x0373, - 0xfdaf, 0xfb6f, 0xfc97, 0xfa54, 0x0027, 0xfedf, 0x039c, 0xfef9, 0x0901, 0xfb7f, 0xff17, 0x018e, 0x00f0, 0x0288, 0x0014, 0xfaf5, - 0xfbd0, 0xfeda, 0x02f8, 0x0530, 0xfc26, 0x027d, 0x00fb, 0x02fa, 0x01f5, 0x00e4, 0x0235, 0x0222, 0xffda, 0x03ca, 0x026d, 0x003b, - 0xfe93, 0x0629, 0x0007, 0xfb40, 0xf82c, 0xf84f, 0xf8e2, 0xfdf5, 0x00c3, 0x03a7, 0x0a5f, 0xfdea, 0x0023, 0xfc66, 0x0076, 0xfe17, -}; diff --git a/tests/validation_xt800/valid_data/q7_1x1_conv.dat b/tests/validation_xt800/valid_data/q7_1x1_conv.dat deleted file mode 100644 index 8fb8e497..00000000 --- a/tests/validation_xt800/valid_data/q7_1x1_conv.dat +++ /dev/null @@ -1,7180 +0,0 @@ - /* --------------------------------------------------------------------------- - * Copyright (C) 2016 CSKY Limited. All rights reserved. - * - * Redistribution and use of this software in source and binary forms, - * with or without modification, are permitted provided that the following - * conditions are met: - * * Redistributions of source code must retain the above copyright notice, - * this list of conditions and the following disclaimer. - * * Redistributions in binary form must reproduce the above copyright notice, - * this list of conditions and the following disclaimer in the documentation - * and/or other materials provided with the distribution. - * * Neither the name of CSKY Ltd. nor the names of CSKY's contributors may - * be used to endorse or promote products derived from this software without - * specific prior written permission of CSKY Ltd. - * - * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" - * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, - * THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR - * PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS - * BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, - * OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF - * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS - * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN - * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) - * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF - * THE POSSIBILITY OF SUCH DAMAGE. - * -------------------------------------------------------------------------- */ - - /* for input data, the dim is ch_im_in*dim_im_in_x*dim_im_in_y */ - -uint8_t q7_1x1_conv_input_0[16*32*32] = { - 0xde, 0x34, 0xd5, 0xc5, 0x9c, 0xca, 0xbb, 0xd0, 0xae, 0x0a, 0x9d, 0xb6, 0x08, 0xa7, 0xa9, 0x62, 0x1f, 0xdd, 0x2d, 0xde, 0xdd, 0x39, 0xf3, 0xd9, 0x31, 0xb6, 0x5d, 0xed, 0x9d, 0xde, 0x4d, 0x28, - 0xa0, 0xd4, 0x9d, 0x2a, 0xa9, 0xa2, 0x3b, 0xf9, 0x11, 0x43, 0xa7, 0xb6, 0x4a, 0xe9, 0xdc, 0x06, 0xd8, 0x9c, 0x3a, 0x10, 0xbd, 0xeb, 0xee, 0xcf, 0xf9, 0xce, 0x11, 0xf3, 0x54, 0x61, 0x11, 0x05, - 0xd3, 0x37, 0x53, 0x53, 0xab, 0x00, 0x2b, 0x23, 0xda, 0x59, 0x57, 0xcd, 0xe6, 0x29, 0x62, 0x10, 0x5b, 0xaa, 0x1c, 0x4e, 0x06, 0xe0, 0xae, 0x30, 0x4f, 0x5a, 0x57, 0xca, 0xaa, 0x30, 0x26, 0xd1, - 0x46, 0xa8, 0xd5, 0x10, 0xb5, 0x19, 0x22, 0x1a, 0xcc, 0x63, 0xd7, 0x03, 0x2d, 0xd6, 0x9e, 0xf4, 0x40, 0x35, 0xee, 0x29, 0x18, 0x33, 0xf2, 0x12, 0x10, 0x44, 0xaf, 0x23, 0xb0, 0xe9, 0x4f, 0x34, - 0xc6, 0x57, 0x3a, 0xda, 0x3d, 0xff, 0xf3, 0x47, 0x45, 0xac, 0xfc, 0xde, 0x1b, 0x42, 0xe4, 0xa5, 0xf1, 0xdf, 0xaa, 0x44, 0x42, 0x3a, 0xa2, 0x41, 0xe0, 0x49, 0xf1, 0x27, 0x62, 0x18, 0xf3, 0xd0, - 0xea, 0xf1, 0xc2, 0xb3, 0x5c, 0x36, 0xec, 0x0d, 0xaf, 0xa9, 0x18, 0xa2, 0xe9, 0x09, 0xa9, 0x31, 0x25, 0xdc, 0xda, 0x18, 0xe8, 0xdb, 0xa9, 0x16, 0xf3, 0x37, 0xfd, 0xc2, 0xd3, 0x04, 0xd1, 0xb5, - 0x50, 0x21, 0x25, 0xf8, 0x54, 0x35, 0x62, 0xba, 0x40, 0xb0, 0xa9, 0x1f, 0x18, 0xa4, 0xdc, 0x5d, 0xbd, 0x28, 0xd3, 0xd3, 0x0b, 0xf7, 0xcf, 0xf3, 0xf0, 0xeb, 0xb7, 0x06, 0xdf, 0xd2, 0x09, 0xee, - 0xac, 0x45, 0x01, 0x17, 0x2b, 0x47, 0xc6, 0x3e, 0x11, 0x3b, 0x2e, 0x58, 0xf2, 0xb2, 0xd3, 0xeb, 0x0f, 0x61, 0xb3, 0xb5, 0xa5, 0x37, 0xf6, 0xdb, 0xee, 0xd0, 0x4d, 0x0c, 0x39, 0xc0, 0xcb, 0x00, - 0xce, 0xe5, 0xbb, 0x60, 0xcf, 0x40, 0xc0, 0x45, 0xb8, 0xa0, 0x63, 0xd0, 0x29, 0xed, 0x50, 0x48, 0x5b, 0x36, 0x46, 0xec, 0x01, 0xef, 0x40, 0x61, 0x04, 0xe4, 0x29, 0x62, 0x63, 0xb0, 0x0a, 0xb6, - 0x2f, 0x4c, 0xe7, 0xee, 0xc1, 0x53, 0x25, 0x17, 0xea, 0xad, 0xa6, 0x17, 0xf9, 0xb2, 0xbe, 0xe2, 0xb5, 0xf3, 0x41, 0x0c, 0xcf, 0x17, 0x28, 0xb6, 0x5d, 0xdb, 0xc2, 0xa7, 0xf3, 0x37, 0xd3, 0x9c, - 0xdd, 0x4b, 0x2b, 0x4c, 0x47, 0x3f, 0x08, 0x1b, 0x22, 0xcc, 0xcb, 0xf9, 0x16, 0x21, 0xae, 0x4b, 0xeb, 0xc1, 0xd1, 0x9d, 0x4d, 0x62, 0xb6, 0xe6, 0x59, 0xa5, 0xb3, 0xee, 0xa0, 0xd5, 0x1f, 0x1f, - 0x5c, 0xde, 0x16, 0xc8, 0xc8, 0x55, 0xbb, 0xba, 0xa0, 0x56, 0xef, 0x57, 0x30, 0x1d, 0x08, 0xec, 0xab, 0x04, 0x36, 0xcc, 0xdd, 0x2e, 0xff, 0xb6, 0xa2, 0xf6, 0xc7, 0x38, 0xcb, 0x03, 0x16, 0x05, - 0xf4, 0x37, 0x3d, 0x9f, 0xa9, 0xfc, 0x2c, 0x63, 0x5e, 0x0f, 0xb0, 0x36, 0x4b, 0x4e, 0x4f, 0xb4, 0x59, 0xd4, 0x56, 0x19, 0x36, 0xa5, 0xbf, 0xdb, 0x2e, 0xb3, 0x9f, 0x4f, 0xe1, 0xb4, 0x3e, 0x2e, - 0x5a, 0xbd, 0xc8, 0xed, 0x5a, 0xa3, 0xda, 0x40, 0xd2, 0x00, 0x0c, 0xfd, 0x2d, 0xd3, 0xb4, 0x2a, 0x4d, 0xa5, 0xbf, 0xee, 0x5c, 0x02, 0xe8, 0xc8, 0x9e, 0xc3, 0x4d, 0xfd, 0x0a, 0xe2, 0x1e, 0x04, - 0xb6, 0x9f, 0xb0, 0x12, 0x40, 0x0e, 0x06, 0xab, 0xa1, 0x3d, 0xf2, 0xb0, 0x47, 0xd6, 0x4d, 0xdf, 0x33, 0x0a, 0x3d, 0x28, 0x51, 0x21, 0x11, 0x63, 0x4e, 0x2d, 0xf8, 0x02, 0xd3, 0xa6, 0xd3, 0xfb, - 0xc9, 0xa4, 0xc0, 0x32, 0x56, 0x63, 0x5d, 0xaa, 0x0b, 0xf7, 0xc0, 0xc6, 0x59, 0x51, 0xf9, 0xc6, 0xc6, 0xa7, 0xa8, 0xfc, 0xfc, 0xc0, 0xa3, 0xc9, 0x3f, 0xd4, 0x01, 0xcf, 0xf0, 0x33, 0xc8, 0x12, - 0xe1, 0xba, 0xe1, 0xcd, 0xc0, 0xb9, 0x56, 0xb8, 0x04, 0xd0, 0xe0, 0x51, 0x11, 0x61, 0x32, 0xa1, 0xe8, 0x00, 0xdd, 0xa5, 0x10, 0x34, 0xdc, 0x1e, 0x9d, 0xa4, 0x26, 0x38, 0xd6, 0xb5, 0xb4, 0x10, - 0x3b, 0xc9, 0x07, 0x1b, 0xe7, 0x08, 0xa2, 0xf0, 0xba, 0xba, 0xda, 0xb6, 0xbc, 0xcb, 0xbc, 0x9f, 0xd6, 0xfb, 0xee, 0x52, 0xcd, 0xf6, 0x30, 0xf3, 0x54, 0x48, 0xa7, 0xf1, 0xe8, 0x1d, 0x17, 0xde, - 0x20, 0xec, 0x31, 0x5f, 0x31, 0x23, 0x57, 0x32, 0x3d, 0x36, 0x2a, 0xad, 0xa7, 0xa2, 0x55, 0x04, 0xd1, 0xc9, 0x5f, 0xba, 0xba, 0x11, 0xb0, 0x58, 0xd3, 0xbe, 0x0f, 0xf2, 0xba, 0xcb, 0x56, 0xce, - 0xad, 0x4f, 0x61, 0x0b, 0x40, 0x11, 0xcb, 0x45, 0xbd, 0x1d, 0x46, 0xc0, 0x26, 0x4f, 0x0d, 0xb8, 0xbd, 0x1d, 0xb6, 0xdb, 0xf3, 0xca, 0xc7, 0xeb, 0xbc, 0x0d, 0x2a, 0xc2, 0x4a, 0xb5, 0xf0, 0x41, - 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-uint8_t q7_1x1_conv_input_1[16*16*64] = { - 0xb6, 0xef, 0x01, 0x41, 0x0b, 0x49, 0x31, 0xec, 0xee, 0x0e, 0x29, 0x01, 0xc4, 0x31, 0x20, 0x33, 0x44, 0x21, 0xb2, 0xe3, 0x32, 0x20, 0xe1, 0x19, 0xd8, 0xff, 0x45, 0x18, 0xf9, 0x36, 0xa9, 0xcc, - 0x52, 0x31, 0xeb, 0xee, 0x1e, 0xf1, 0x33, 0xc8, 0x4b, 0xb6, 0xb3, 0xde, 0xaa, 0xa4, 0x36, 0x11, 0x5f, 0x09, 0xe7, 0xdb, 0x45, 0xbd, 0x24, 0x49, 0xd6, 0xe0, 0xe2, 0xf8, 0x3e, 0x2e, 0xe2, 0xc7, - 0x3b, 0xc7, 0x60, 0x15, 0xd7, 0x3d, 0x55, 0x40, 0x05, 0xce, 0xc1, 0x46, 0x05, 0x44, 0x5f, 0x2f, 0xc0, 0x5a, 0x43, 0xac, 0xb7, 0x15, 0x45, 0xe4, 0xaf, 0x54, 0x4a, 0xe0, 0x41, 0xef, 0xc8, 0x40, - 0x5e, 0x5a, 0xab, 0x53, 0xda, 0x33, 0xd5, 0xa3, 0x05, 0xe5, 0xae, 0x32, 0xc0, 0x9c, 0xb7, 0x51, 0x2f, 0xc7, 0xe6, 0x5d, 0x0e, 0x0a, 0xbd, 0xf0, 0xd7, 0xde, 0x1d, 0x05, 0x0a, 0xc3, 0xad, 0x44, - 0x3b, 0x18, 0xc9, 0xb1, 0x38, 0x56, 0x39, 0xa1, 0x62, 0xb6, 0x3e, 0x5a, 0x17, 0xa7, 0x15, 0x41, 0xe2, 0x3b, 0x14, 0x1d, 0x36, 0xa2, 0xdd, 0x3e, 0x35, 0xb3, 0xe0, 0x3b, 0x60, 0xf0, 0xfe, 0xb2, - 0x07, 0x5b, 0x56, 0xa6, 0x30, 0xd9, 0x42, 0xca, 0xb1, 0x1d, 0x46, 0x49, 0xfb, 0xc4, 0x16, 0x1b, 0x22, 0xd0, 0x41, 0x10, 0xe7, 0x36, 0x51, 0x12, 0x45, 0x4e, 0xaf, 0xf9, 0x1c, 0xd3, 0x12, 0x0c, - 0x58, 0x13, 0xc3, 0x32, 0xe8, 0x17, 0xa6, 0xdf, 0xd5, 0xad, 0xeb, 0x50, 0xf5, 0xa9, 0xf1, 0x47, 0xdb, 0xd3, 0xdb, 0xd9, 0x63, 0xbb, 0xc7, 0x42, 0xbb, 0x4c, 0xb7, 0xeb, 0x61, 0x54, 0x3f, 0x4b, - 0x2c, 0x24, 0xc9, 0x33, 0xad, 0xe4, 0x51, 0x05, 0x2c, 0x27, 0x0e, 0x1d, 0xda, 0x5f, 0xfe, 0xd4, 0xaf, 0x4f, 0x26, 0x48, 0x1f, 0x63, 0xdf, 0xf8, 0x10, 0x2b, 0x31, 0x0d, 0xff, 0x61, 0x12, 0x61, - 0x4d, 0x9f, 0x31, 0xe6, 0x0f, 0x23, 0x1c, 0xf1, 0x63, 0xf6, 0x56, 0x3d, 0x58, 0x42, 0xb3, 0xf9, 0xae, 0x09, 0xf0, 0xd7, 0xa1, 0x33, 0x24, 0xc0, 0x07, 0x19, 0xf5, 0x45, 0x30, 0x4c, 0xe9, 0x27, - 0xd5, 0x56, 0xa3, 0x15, 0x37, 0x54, 0xb3, 0xc0, 0xfc, 0x5c, 0x63, 0x04, 0xa4, 0xf7, 0xbf, 0xdb, 0x34, 0x32, 0x3b, 0xe3, 0xe7, 0xd1, 0xf4, 0xb4, 0x56, 0x32, 0x03, 0x34, 0xfc, 0x9f, 0x4f, 0x60, - 0xda, 0x28, 0xd9, 0x3d, 0x22, 0x2c, 0x12, 0x35, 0xcf, 0xb7, 0x0f, 0xe4, 0xec, 0x28, 0x30, 0x26, 0x50, 0x13, 0x40, 0x62, 0x35, 0x9c, 0x2e, 0x34, 0xdc, 0xbf, 0xc4, 0x53, 0x04, 0xb2, 0x3d, 0x43, - 0xe1, 0xba, 0x1b, 0xca, 0x15, 0x04, 0x40, 0x56, 0x50, 0x2c, 0x21, 0x1c, 0x52, 0xa2, 0x51, 0xb2, 0x5e, 0xac, 0x42, 0x2f, 0x5e, 0xc3, 0xcc, 0xd1, 0xaa, 0xe9, 0x05, 0x11, 0xba, 0x33, 0x30, 0xe3, - 0xfc, 0x32, 0x3d, 0xbc, 0xb9, 0x49, 0xc3, 0x26, 0xb2, 0x00, 0xbd, 0x3f, 0x60, 0xd7, 0xd3, 0xfc, 0xac, 0x5e, 0xd4, 0x01, 0x2c, 0x34, 0xa4, 0xc8, 0x61, 0x07, 0xbb, 0x3e, 0x11, 0xb4, 0xf3, 0x2d, - 0x41, 0x32, 0xe9, 0x49, 0xbb, 0xb4, 0xd3, 0xc6, 0xd9, 0x29, 0xc4, 0x08, 0x25, 0x5b, 0x1a, 0xf6, 0x1d, 0x56, 0xe8, 0xb4, 0xf3, 0xc9, 0xe7, 0x26, 0xe9, 0x06, 0x0e, 0x0b, 0xb3, 0x45, 0xac, 0x1b, - 0x46, 0xfc, 0x5c, 0xe3, 0x63, 0x4a, 0xbf, 0x30, 0x4e, 0xa7, 0x17, 0xe0, 0x54, 0xf5, 0xdb, 0x0d, 0xd0, 0x5a, 0xd3, 0x33, 0x55, 0xfb, 0xf2, 0xcb, 0x4d, 0xd7, 0xca, 0xf7, 0x13, 0x3c, 0x9e, 0xa1, - 0xf2, 0xf6, 0x3e, 0x45, 0x42, 0x12, 0xf2, 0x27, 0xe3, 0x27, 0x2a, 0x24, 0x12, 0xa8, 0xf4, 0xf7, 0x2e, 0xb4, 0x21, 0x48, 0xc3, 0xb0, 0xa8, 0x4d, 0xb0, 0x38, 0x5f, 0x1b, 0xc5, 0xbe, 0xc7, 0x0c, - 0x3d, 0xa9, 0x54, 0xff, 0x9f, 0x0a, 0xd4, 0x60, 0x4d, 0xe3, 0xf6, 0xb4, 0xd8, 0x5b, 0x0a, 0x41, 0xce, 0x3c, 0xeb, 0x2a, 0xb2, 0xbb, 0xf3, 0x04, 0x38, 0x0b, 0xf1, 0x4d, 0xcc, 0x18, 0xaa, 0xaf, - 0x09, 0x58, 0x22, 0xc7, 0xdc, 0x08, 0x04, 0xbd, 0xf3, 0xee, 0x2b, 0xe6, 0xc7, 0xa5, 0xfc, 0xd3, 0xa5, 0xc4, 0xd4, 0x4e, 0x3e, 0xb0, 0xe6, 0xb6, 0xfb, 0x4b, 0xf4, 0x57, 0x46, 0x3d, 0xe7, 0x60, - 0x10, 0x31, 0xe4, 0xa1, 0x2b, 0x59, 0xb2, 0x5a, 0xca, 0x26, 0x3e, 0xf2, 0xa3, 0x5a, 0xea, 0xce, 0x22, 0xe9, 0x04, 0x56, 0x59, 0xe5, 0xd6, 0x17, 0x2d, 0xac, 0xc6, 0xee, 0x1e, 0x2d, 0xfa, 0xc0, - 0x0b, 0x1a, 0x62, 0x3a, 0x1f, 0x61, 0xc0, 0x12, 0x57, 0x1c, 0x42, 0xfc, 0x44, 0x08, 0xea, 0x9e, 0x9f, 0xfd, 0x25, 0x30, 0x43, 0x4f, 0xe5, 0xb9, 0x1c, 0xa9, 0x29, 0x07, 0x1b, 0xfb, 0xd3, 0x4f, - 0xad, 0x02, 0x24, 0xa5, 0xe2, 0x5f, 0x0a, 0xe1, 0x32, 0xf4, 0x5c, 0x14, 0xdf, 0xaf, 0x01, 0x3e, 0x3f, 0xff, 0xe0, 0xc2, 0xe8, 0xd7, 0x4d, 0x1b, 0xbd, 0xda, 0x1c, 0x4a, 0xe9, 0x36, 0x14, 0x0a, - 0x36, 0xb0, 0x5f, 0xe0, 0x28, 0x14, 0x35, 0x0b, 0x43, 0xca, 0xf2, 0xc7, 0x26, 0x01, 0x3d, 0xf9, 0xae, 0x5e, 0xc3, 0xcf, 0x33, 0x14, 0x20, 0xc1, 0x19, 0x46, 0xad, 0xe7, 0xc1, 0xef, 0x1e, 0x05, - 0x1e, 0xf5, 0x52, 0x5e, 0x0b, 0xb3, 0x42, 0xbe, 0x63, 0x10, 0xea, 0x2d, 0x59, 0x53, 0x3f, 0x2a, 0xa5, 0xb6, 0xdb, 0xbf, 0xa6, 0x20, 0x5b, 0x4e, 0x5c, 0xd8, 0xc0, 0x57, 0x4c, 0xef, 0xc6, 0xec, - 0x36, 0xa4, 0xd6, 0xa9, 0xaf, 0x57, 0xfe, 0xbe, 0x2f, 0xbb, 0x4f, 0x57, 0xb1, 0xa4, 0x1c, 0x55, 0xaa, 0xba, 0x51, 0x3d, 0x25, 0x62, 0x05, 0x1f, 0xf5, 0xb5, 0xfc, 0x3f, 0x56, 0x59, 0x1c, 0x08, - 0xa0, 0xce, 0xda, 0x59, 0xe9, 0x4e, 0x57, 0xe0, 0x2f, 0xb8, 0x21, 0x05, 0x08, 0x24, 0x34, 0x46, 0x03, 0xe5, 0x51, 0xce, 0x1b, 0xa9, 0x3f, 0x10, 0xbf, 0xb9, 0xc9, 0xe9, 0xc0, 0x23, 0x52, 0x34, - 0xe0, 0x49, 0x44, 0x60, 0xfd, 0xa4, 0x2d, 0x02, 0xad, 0x12, 0x52, 0x4e, 0x35, 0x1d, 0xc3, 0xba, 0x5b, 0x4c, 0xca, 0x1d, 0xaa, 0x35, 0x5b, 0xb3, 0xdb, 0xb4, 0x5c, 0xd2, 0xb1, 0x3c, 0x11, 0xca, - 0x17, 0x53, 0x1f, 0x52, 0xa6, 0xdd, 0xc3, 0xbe, 0xe4, 0x23, 0x52, 0x9e, 0x1b, 0x3c, 0x52, 0x55, 0x9f, 0xb1, 0x1e, 0x29, 0xb6, 0xd2, 0xf0, 0x13, 0x12, 0x07, 0x0e, 0xfe, 0x16, 0x4c, 0x4b, 0xa1, - 0x3f, 0xcb, 0xa4, 0xbd, 0x49, 0x60, 0x3a, 0xc0, 0x06, 0xd2, 0x12, 0xaf, 0x24, 0xc7, 0xc7, 0x25, 0x2d, 0xcd, 0xdd, 0xa6, 0xce, 0x59, 0x41, 0x0a, 0x10, 0xe6, 0x0e, 0x21, 0x14, 0x09, 0xf1, 0xda, - 0xa6, 0x36, 0x00, 0x31, 0x1a, 0xc8, 0xa5, 0xe3, 0x5c, 0x36, 0x14, 0x46, 0x30, 0x3d, 0x3e, 0x25, 0x06, 0xcd, 0x4d, 0xae, 0xf0, 0x2e, 0xa9, 0xea, 0xdb, 0x5a, 0x3c, 0x19, 0x2f, 0xff, 0xbd, 0x5f, - 0xed, 0x39, 0xbb, 0x52, 0x14, 0x06, 0x31, 0x11, 0x30, 0xfd, 0x00, 0xd9, 0x55, 0xb9, 0x61, 0x45, 0xa7, 0x03, 0xe1, 0xa2, 0x2c, 0x32, 0x5d, 0x9e, 0xf5, 0x4d, 0x2c, 0x09, 0xac, 0xf5, 0xaf, 0x46, - 0xd6, 0xfd, 0x3b, 0x3c, 0xd5, 0x3c, 0xa8, 0x42, 0xad, 0xd9, 0x00, 0xac, 0x44, 0xa5, 0x5b, 0xc7, 0xd2, 0xc2, 0xb9, 0xaf, 0xb6, 0x27, 0x1f, 0x5f, 0xbc, 0xa3, 0xe2, 0xc5, 0xf3, 0xeb, 0xbb, 0x18, - 0xc1, 0x0a, 0xd8, 0x5c, 0xcf, 0xc9, 0x45, 0x42, 0x3e, 0xa5, 0x63, 0x1d, 0x58, 0xbf, 0xff, 0x1d, 0x30, 0x0c, 0x9c, 0x40, 0x44, 0xf7, 0xfa, 0xf7, 0xdc, 0xb9, 0x60, 0x00, 0x3d, 0x30, 0xbd, 0x63, - 0xca, 0x11, 0xd9, 0xdd, 0xee, 0x1e, 0xf0, 0xec, 0xf4, 0xda, 0x5a, 0xcd, 0xb1, 0x28, 0x9e, 0x14, 0x2e, 0x9d, 0xfd, 0xa8, 0x57, 0xe4, 0x53, 0xbe, 0x5f, 0x0e, 0xba, 0xe5, 0xb1, 0x56, 0x02, 0x0a, - 0xac, 0xd0, 0x5c, 0x37, 0xea, 0x26, 0x48, 0x9d, 0xfd, 0xef, 0x16, 0xf5, 0xb9, 0xc3, 0x15, 0x59, 0x2b, 0xfe, 0x30, 0xd8, 0xff, 0x43, 0xb9, 0xad, 0xca, 0xea, 0x48, 0xb1, 0xee, 0xdd, 0x25, 0x50, - 0xec, 0x20, 0x5a, 0xce, 0xe5, 0xac, 0xe3, 0xe4, 0x05, 0xc9, 0x3a, 0x5a, 0x58, 0xb4, 0x04, 0x49, 0x1e, 0x9f, 0xc3, 0xd4, 0xf7, 0xeb, 0x9d, 0xca, 0xd3, 0xe4, 0xeb, 0xf4, 0xbd, 0x1a, 0x31, 0xa3, - 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0xf0, 0xa7, 0x13, 0x1c, 0xd5, 0xab, 0x01, 0x29, 0xbd, 0xc1, 0x48, 0x1b, 0x02, 0xe2, 0x58, 0xe6, 0xff, 0xe2, 0x62, 0x29, 0xa7, 0xfd, 0xac, 0xf2, 0x39, 0x2b, 0xf3, 0x5d, 0xf0, 0x11, 0x54, 0xb1, - 0x21, 0xe6, 0x44, 0xbc, 0x40, 0xae, 0x27, 0x16, 0xd6, 0x9f, 0xe6, 0xd3, 0x19, 0xc2, 0x1b, 0xb1, 0xe2, 0x5c, 0xbf, 0xca, 0xbc, 0x9f, 0xbb, 0x3c, 0x3d, 0xf9, 0x5d, 0xc1, 0xd7, 0xb0, 0x03, 0x58, - 0x3f, 0x0e, 0x24, 0x37, 0xd7, 0x60, 0x40, 0xff, 0x15, 0xe5, 0x38, 0x3f, 0xb0, 0xa6, 0xb2, 0x07, 0x59, 0x4b, 0x01, 0xbf, 0x2f, 0xec, 0xec, 0xe7, 0xda, 0xc4, 0x12, 0xaf, 0xfd, 0x06, 0xaf, 0x43, -}; - -uint8_t q7_1x1_conv_input_2[16*64*16] = { - 0xa7, 0x11, 0xa1, 0x15, 0xcb, 0xe5, 0xd4, 0x09, 0x27, 0x46, 0x0e, 0x53, 0x54, 0xd7, 0x0d, 0xfe, 0xaa, 0x44, 0x2c, 0x04, 0x1b, 0x9f, 0x07, 0xf6, 0x3b, 0x21, 0xf6, 0x27, 0x51, 0xb2, 0xae, 0xdf, - 0x48, 0xed, 0x08, 0x16, 0xc6, 0x4e, 0xd6, 0x2b, 0x5f, 0x5f, 0x0c, 0x31, 0x37, 0x43, 0x4d, 0x0c, 0xd2, 0x50, 0x3f, 0x09, 0xbd, 0xbe, 0x3a, 0x4e, 0xf9, 0xdb, 0x0d, 0x33, 0xc0, 0x19, 0x1c, 0x53, - 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0x3a, 0x23, 0x18, 0x03, 0x9e, 0xdf, 0x05, 0xad, 0xac, 0x1e, 0x9e, 0xe4, 0x35, 0x1f, 0xba, 0x05, 0x4e, 0xbd, 0x17, 0xf8, 0xc5, 0x52, 0x59, 0x3a, 0xeb, 0x40, 0xc4, 0x1f, 0xc6, 0xb9, 0xd1, 0xcd, - 0xe3, 0x33, 0xed, 0x4a, 0x31, 0x16, 0xb1, 0x44, 0xe4, 0x37, 0x4a, 0x2a, 0xcc, 0xc4, 0x4a, 0x31, 0xc5, 0x2b, 0xb9, 0x3f, 0xec, 0xec, 0x28, 0xd0, 0x4d, 0xe6, 0x20, 0x27, 0xf0, 0xe5, 0x29, 0x60, - 0xe4, 0xaa, 0x14, 0x04, 0x14, 0x2d, 0x0c, 0x24, 0xc4, 0x07, 0x0b, 0xa3, 0xe7, 0x9d, 0xaa, 0x13, 0x2f, 0xbc, 0xd8, 0x5e, 0xf7, 0x4f, 0xf2, 0x36, 0xed, 0x0c, 0x1b, 0x30, 0xb6, 0xa2, 0x50, 0x9d, - 0x25, 0x20, 0x1c, 0x01, 0x51, 0xef, 0xc5, 0x9e, 0x54, 0x50, 0x1b, 0x3c, 0x5a, 0x23, 0xd9, 0xc7, 0x46, 0xf0, 0xb0, 0xd3, 0x01, 0xfe, 0x0f, 0x52, 0xd3, 0xfa, 0x05, 0xe8, 0x4c, 0x9e, 0xe3, 0xc2, - 0xd2, 0x5f, 0x17, 0xa6, 0x62, 0x11, 0xed, 0xa2, 0xd1, 0x0c, 0xa3, 0xf3, 0x44, 0xa9, 0x3b, 0xce, 0x12, 0x20, 0xb7, 0x2c, 0x0d, 0x0c, 0x13, 0xf9, 0x43, 0xf3, 0xb3, 0x11, 0x5b, 0x3a, 0xf8, 0x55, - 0x5f, 0x57, 0x26, 0x45, 0x39, 0xea, 0x03, 0x02, 0xb1, 0xb5, 0xd1, 0xfc, 0xf2, 0xf6, 0xd9, 0xc7, 0x25, 0x2a, 0xf8, 0xb6, 0x1f, 0xbf, 0xbd, 0xbe, 0x1c, 0x2a, 0x5d, 0x1a, 0xc7, 0xd1, 0xc5, 0x55, - 0x54, 0x1a, 0x3c, 0xb4, 0x14, 0xbf, 0xa2, 0x35, 0x63, 0xc6, 0xa4, 0xcb, 0x22, 0x3b, 0x04, 0x17, 0x40, 0x23, 0x33, 0xad, 0x57, 0xfe, 0x02, 0x0e, 0x62, 0x35, 0x0f, 0x36, 0x0b, 0x36, 0x3c, 0x15, - 0x16, 0x9c, 0xcf, 0xf3, 0xbd, 0x38, 0xc3, 0x17, 0xd7, 0x16, 0xf1, 0xed, 0xf0, 0xe9, 0xf3, 0x00, 0x31, 0xbf, 0x09, 0x2b, 0x20, 0xab, 0x12, 0xb2, 0xd0, 0xd5, 0xd0, 0x63, 0x0d, 0x00, 0x09, 0x46, - 0x39, 0xba, 0x54, 0xcc, 0xa8, 0xab, 0x08, 0xe4, 0xd5, 0x20, 0x4f, 0xb7, 0xef, 0x25, 0xe4, 0x04, 0x37, 0xe4, 0xbb, 0xe4, 0xbf, 0xbf, 0x62, 0xb6, 0xb6, 0x53, 0x18, 0xd6, 0x62, 0xd0, 0xf4, 0xf0, - 0xc4, 0xf9, 0xc4, 0x1b, 0x0d, 0x4f, 0xe5, 0x38, 0x1b, 0xda, 0xba, 0xdd, 0x57, 0x9c, 0x4b, 0x0d, 0xdb, 0xea, 0x2f, 0x4e, 0x62, 0x17, 0x34, 0x4b, 0x42, 0xde, 0x33, 0x3f, 0xec, 0x1d, 0xc4, 0x16, - 0x33, 0x54, 0xde, 0x59, 0xc5, 0xac, 0x33, 0x30, 0xbd, 0x48, 0xab, 0xea, 0x63, 0xe7, 0x31, 0xee, 0x1e, 0x49, 0x11, 0xb5, 0xb4, 0xce, 0x33, 0x9c, 0x5d, 0xa5, 0xb6, 0x54, 0xb1, 0x1f, 0x2b, 0xc2, - 0x2a, 0x4d, 0xfb, 0xdf, 0x4a, 0xee, 0x16, 0xf8, 0xcb, 0xaa, 0x12, 0xf0, 0x18, 0xe4, 0xc3, 0x4f, 0x23, 0x1d, 0x17, 0xfa, 0x61, 0x21, 0x2c, 0xd4, 0x4f, 0x5b, 0xd3, 0xb5, 0xf6, 0x37, 0x01, 0x9c, - 0x20, 0xb0, 0x29, 0xd8, 0xe5, 0xda, 0x46, 0xce, 0xb0, 0xc8, 0x2a, 0x54, 0xd8, 0xdf, 0xf4, 0xc9, 0xa0, 0x9e, 0xad, 0x3a, 0x9f, 0xd4, 0x27, 0xbb, 0xe6, 0xc9, 0x00, 0xee, 0x2b, 0x2c, 0xcc, 0xa9, - 0xf3, 0x33, 0xc9, 0xed, 0x36, 0x31, 0x4a, 0x08, 0xc6, 0x0c, 0x41, 0x1b, 0xf4, 0x55, 0x1a, 0xfa, 0x09, 0xee, 0x9d, 0x34, 0x1d, 0xf6, 0xa5, 0xbc, 0xec, 0xff, 0xd0, 0x52, 0xb3, 0xa9, 0x24, 0x29, - 0x4d, 0x0c, 0xf6, 0xae, 0xf7, 0x51, 0xae, 0xfd, 0x35, 0xd8, 0xa7, 0xf8, 0x2d, 0x31, 0xa3, 0x27, 0x25, 0xc2, 0x0b, 0x29, 0xfd, 0xea, 0x20, 0xb7, 0x25, 0xa0, 0x1f, 0x34, 0xc2, 0xbc, 0xab, 0x9c, - 0x4b, 0x5d, 0xdd, 0x3e, 0xd2, 0xcb, 0x55, 0x30, 0xd8, 0x40, 0x2e, 0xb3, 0x20, 0x31, 0xf0, 0xff, 0x26, 0x14, 0x4e, 0xeb, 0x23, 0xfa, 0xa4, 0x01, 0x3a, 0xd6, 0x32, 0xfa, 0x58, 0xf9, 0x03, 0xd5, - 0xbc, 0x61, 0xd0, 0x5f, 0x33, 0xdc, 0xd1, 0xa6, 0x00, 0xa4, 0x27, 0x4a, 0x1c, 0x56, 0xd6, 0xc7, 0x01, 0x07, 0xb7, 0xfe, 0xb4, 0x41, 0x04, 0xaf, 0xf3, 0x5c, 0xe5, 0x5a, 0x43, 0xd1, 0x59, 0x1b, - 0x08, 0xa5, 0xce, 0x51, 0xb2, 0xac, 0x31, 0xe7, 0xb6, 0x11, 0xff, 0xae, 0x9c, 0xd7, 0xba, 0x02, 0x9d, 0x14, 0xc7, 0xb3, 0x42, 0xc1, 0x28, 0xe8, 0x5d, 0xbd, 0xd6, 0xae, 0x4a, 0x55, 0x18, 0xf7, -}; - - /* the dim of weight is ch_im_out * ch_im_in * kernel_length */ - -uint8_t q7_1x1_conv_weight_0[32*16*1] = { - 0x1e, 0x4d, 0x2c, 0x5b, 0x9c, 0x44, 0x0f, 0xb2, 0x37, 0xbc, 0x9e, 0xdb, 0xb0, 0xe8, 0xb9, 0xbd, 0x36, 0x44, 0x43, 0xe7, 0xf3, 0x1a, 0x36, 0xea, 0x1c, 0xcc, 0xba, 0x44, 0xfd, 0x2e, 0x32, 0xec, - 0x3f, 0xd5, 0xb3, 0x0b, 0x4c, 0x5d, 0x4d, 0x60, 0xe4, 0xbb, 0x5a, 0x48, 0xf9, 0x24, 0xce, 0x5c, 0xb7, 0xa8, 0x5f, 0x19, 0x44, 0xdf, 0x12, 0xcc, 0x3a, 0xf4, 0x54, 0xcf, 0x1a, 0xa5, 0x23, 0x2b, - 0xf1, 0xa6, 0xf7, 0x3e, 0x5c, 0x46, 0xa0, 0x37, 0xfe, 0xce, 0xde, 0x30, 0xd6, 0xe8, 0xf2, 0x12, 0xcd, 0x0f, 0x60, 0x30, 0x14, 0xee, 0xc4, 0xcd, 0x07, 0x2b, 0x38, 0x4e, 0xba, 0x13, 0xde, 0x24, - 0xfa, 0xef, 0x06, 0xea, 0x59, 0x32, 0x63, 0xd3, 0x4e, 0xa3, 0x19, 0x5c, 0x25, 0xd6, 0x37, 0xfc, 0x49, 0xda, 0x2d, 0xf3, 0x59, 0x53, 0x3e, 0xe7, 0xe9, 0x25, 0x14, 0x33, 0xc0, 0x30, 0x57, 0xf2, - 0x1c, 0xa3, 0x11, 0x4b, 0xc7, 0x3c, 0x4f, 0x15, 0x1c, 0xd1, 0x32, 0xd3, 0xec, 0x52, 0x22, 0x58, 0xd1, 0xa6, 0xf5, 0xa7, 0x56, 0x4e, 0xb5, 0xcf, 0xe2, 0xc6, 0xe0, 0x20, 0xa3, 0x52, 0x3b, 0xd1, - 0x30, 0xd5, 0x51, 0xb5, 0x0e, 0x35, 0x46, 0x62, 0xe2, 0xdf, 0xe7, 0x11, 0x9e, 0x1e, 0xaa, 0xfa, 0xbb, 0xdc, 0x0d, 0x5e, 0x04, 0x58, 0x23, 0x17, 0xa6, 0xb6, 0x44, 0x0b, 0xa6, 0x39, 0xaa, 0xa2, - 0x43, 0x27, 0x05, 0xb1, 0x47, 0xba, 0xf7, 0x23, 0x57, 0xb5, 0xc6, 0xf8, 0x16, 0x5f, 0xde, 0xc9, 0xf5, 0x16, 0xfa, 0x5c, 0xa0, 0xc5, 0xf1, 0x9e, 0xad, 0x45, 0x2f, 0x03, 0x23, 0xbe, 0xa6, 0xb9, - 0xab, 0xc8, 0x28, 0xca, 0xad, 0x18, 0x4b, 0x9c, 0x61, 0x09, 0x2e, 0x44, 0x9e, 0xb8, 0x54, 0x1a, 0x12, 0x57, 0xfc, 0x26, 0x0d, 0x07, 0x9f, 0xd8, 0x55, 0xb7, 0x56, 0x20, 0xb7, 0x2d, 0x21, 0x49, - 0x57, 0x45, 0xf3, 0xbe, 0xea, 0x3b, 0xaa, 0x53, 0x5b, 0xdc, 0xaf, 0x4c, 0x36, 0xff, 0xf0, 0x9d, 0xa5, 0x41, 0xa9, 0x25, 0xcf, 0xee, 0xd3, 0xa1, 0xb4, 0xff, 0x9f, 0x62, 0xd0, 0xfd, 0xeb, 0xa2, - 0x51, 0x1f, 0x1f, 0x35, 0x15, 0xc0, 0x37, 0xa8, 0x4e, 0xce, 0xb9, 0x36, 0x5c, 0xa5, 0x27, 0x38, 0xe8, 0xb3, 0x1b, 0xdc, 0x1c, 0x26, 0xfa, 0xd8, 0x39, 0x13, 0xe6, 0x32, 0x60, 0xc9, 0x9f, 0x52, - 0x51, 0x2a, 0xa5, 0x02, 0xcf, 0xa1, 0x34, 0xfd, 0x31, 0xf9, 0x01, 0x29, 0xaf, 0xb0, 0xc0, 0x48, 0x0f, 0x2d, 0x45, 0xf1, 0xa9, 0x2e, 0x29, 0xa9, 0xf1, 0x05, 0xb4, 0xba, 0x62, 0x24, 0xda, 0x41, - 0xdc, 0x46, 0x56, 0xa3, 0xbe, 0x3a, 0x58, 0xaf, 0xbb, 0xc2, 0x31, 0x2c, 0xe7, 0x42, 0x0e, 0xc0, 0x9e, 0x53, 0xb4, 0x59, 0x39, 0x55, 0x25, 0x4e, 0xfb, 0x3a, 0xc9, 0xac, 0xb3, 0x32, 0xbc, 0x1d, - 0xa7, 0xd4, 0x5a, 0x60, 0x25, 0xd3, 0x09, 0x63, 0xbc, 0xb7, 0x49, 0x11, 0x9c, 0x4c, 0x46, 0xcb, 0x16, 0xee, 0x53, 0x62, 0xf7, 0x09, 0x0d, 0xb1, 0x5c, 0xc1, 0xfb, 0xa9, 0x2f, 0xd7, 0xa9, 0x9c, - 0xf9, 0x37, 0x03, 0xb6, 0x42, 0x1a, 0xca, 0xa2, 0x18, 0x34, 0x2d, 0xfe, 0xf9, 0xfd, 0xad, 0xde, 0xf8, 0x20, 0xa7, 0x5f, 0xf2, 0x13, 0xb1, 0xec, 0xff, 0x44, 0x4b, 0x62, 0xdc, 0xac, 0xb2, 0x4e, - 0x58, 0x4d, 0x26, 0x3f, 0xf8, 0xf2, 0x12, 0xe4, 0x15, 0xb6, 0xf4, 0x01, 0x4d, 0x1e, 0xd0, 0x4d, 0x20, 0x58, 0x02, 0xaa, 0x1f, 0x31, 0xee, 0xa1, 0x38, 0xe4, 0xe2, 0x0d, 0x5b, 0xdb, 0xfb, 0xe9, - 0xda, 0xac, 0xd3, 0x37, 0xcd, 0xc5, 0x11, 0x1d, 0xa4, 0xc1, 0x4e, 0x52, 0x2f, 0xc4, 0xbf, 0xd9, 0xbc, 0x43, 0x35, 0xc7, 0xc3, 0xbd, 0xbe, 0x5e, 0x3f, 0xa3, 0xf9, 0x38, 0x51, 0x0a, 0x23, 0x14, -}; - -uint8_t q7_1x1_conv_weight_1[16*16*1] = { - 0x42, 0xba, 0x05, 0x43, 0xca, 0xc0, 0x0f, 0x61, 0x10, 0x5c, 0xa6, 0x1e, 0x9d, 0xf3, 0xa9, 0xef, 0xd7, 0x3b, 0xfd, 0x53, 0xf7, 0xfa, 0xb9, 0xfd, 0x5d, 0x44, 0x49, 0x9f, 0xe8, 0x29, 0x39, 0x0b, - 0x40, 0xc0, 0x28, 0xd3, 0xe5, 0xfd, 0xae, 0x2a, 0x25, 0xe6, 0x20, 0xaf, 0x06, 0xda, 0x38, 0x5e, 0xea, 0x5a, 0x1c, 0x5b, 0x2b, 0x02, 0xcd, 0x2c, 0xdd, 0x0c, 0x0c, 0x24, 0x03, 0x05, 0x47, 0xb9, - 0x59, 0xc0, 0x50, 0xf4, 0xd3, 0x10, 0x28, 0xed, 0x20, 0xfe, 0xc6, 0x3b, 0x3f, 0xc8, 0x1f, 0x5f, 0xef, 0xe6, 0xb7, 0x30, 0x3a, 0xad, 0xcb, 0xb7, 0x24, 0xdd, 0xa5, 0x5b, 0x60, 0x47, 0xfe, 0x35, - 0xb4, 0xc9, 0x17, 0x1f, 0x00, 0x2f, 0xbf, 0xfb, 0xed, 0xb2, 0xaf, 0x5f, 0xbd, 0xd1, 0x1b, 0x0e, 0x0b, 0xb1, 0x1f, 0xbb, 0xd8, 0xa3, 0xaf, 0x32, 0xfd, 0x0e, 0x25, 0x3b, 0xb8, 0x2b, 0x39, 0xd2, - 0xb7, 0x4d, 0xff, 0xcf, 0xbb, 0xea, 0xe9, 0xef, 0xbf, 0xaf, 0x20, 0xac, 0x44, 0xc7, 0x43, 0xc8, 0x01, 0xe3, 0x0c, 0xea, 0x23, 0x1c, 0x46, 0xdc, 0xc4, 0xf8, 0x2c, 0x5a, 0x61, 0xcc, 0xa4, 0x24, - 0xdf, 0xa5, 0x23, 0xd1, 0x2a, 0xad, 0xc7, 0xa8, 0xcb, 0x32, 0x63, 0x45, 0x4a, 0x06, 0xcd, 0x57, 0xd8, 0x0d, 0xa4, 0x62, 0x1d, 0x4b, 0xfa, 0xcf, 0x57, 0x10, 0xe4, 0xab, 0x16, 0xc3, 0x17, 0xe4, - 0x2b, 0xea, 0xdc, 0x1a, 0x0c, 0x5f, 0x33, 0xc6, 0xa3, 0x35, 0xa5, 0xe7, 0xf8, 0x3e, 0x16, 0x57, 0xf8, 0xd6, 0x30, 0x10, 0xf3, 0xe8, 0x32, 0x5b, 0xbd, 0xe9, 0x9e, 0xa5, 0xac, 0xbd, 0x55, 0xb1, - 0xaf, 0xa2, 0xe9, 0x09, 0x39, 0x45, 0x40, 0x13, 0xef, 0xd1, 0x3b, 0x17, 0x29, 0x5e, 0x02, 0xba, 0xe6, 0x0f, 0xa0, 0x3f, 0x61, 0xf4, 0xac, 0xf0, 0xd8, 0xb1, 0xf5, 0xc6, 0x9e, 0x01, 0xbb, 0x5d, -}; - - -uint8_t q7_1x1_conv_weight_2[48*16*1] = { - 0x9f, 0xc5, 0x5e, 0x52, 0xa4, 0xa1, 0xc3, 0x62, 0x50, 0x3c, 0x21, 0xea, 0x08, 0x05, 0xa8, 0x35, 0x10, 0x4c, 0x48, 0x09, 0x27, 0x4d, 0xb4, 0xec, 0xc0, 0xc2, 0xd3, 0xaf, 0xfc, 0x00, 0xd1, 0x1c, - 0x3b, 0xc9, 0x06, 0x5c, 0xbe, 0x09, 0x30, 0xff, 0xaf, 0xe9, 0xb7, 0xbb, 0xc7, 0x4e, 0xcf, 0x1a, 0xa6, 0x50, 0xdb, 0xf9, 0x10, 0x1c, 0xb7, 0x62, 0xbe, 0x54, 0x10, 0x10, 0xd5, 0xc6, 0x63, 0x1b, - 0xef, 0x9f, 0x1f, 0x0b, 0x42, 0xac, 0x28, 0x22, 0x9d, 0x2f, 0x5f, 0xb1, 0x3a, 0x4c, 0xef, 0xd8, 0xe1, 0x60, 0x2a, 0xad, 0xfe, 0x11, 0xf6, 0x1d, 0x2a, 0x22, 0xb9, 0x9f, 0x3d, 0xd9, 0x9f, 0x14, - 0x2d, 0x48, 0x22, 0xa8, 0xba, 0x2f, 0xb2, 0x60, 0x9d, 0x13, 0x24, 0xa7, 0xb0, 0xa4, 0x0b, 0x04, 0xe7, 0x34, 0x08, 0x10, 0x35, 0xc3, 0xf4, 0x02, 0xc9, 0xfa, 0xc0, 0x44, 0x23, 0x5e, 0xbe, 0xcc, - 0xc9, 0xc8, 0x4a, 0x41, 0x4b, 0x24, 0xe4, 0x4f, 0xf1, 0x49, 0xaf, 0x5b, 0x25, 0x4f, 0xe8, 0x1b, 0xdd, 0xae, 0x03, 0x0e, 0x12, 0x51, 0x12, 0x46, 0x9c, 0x40, 0x07, 0xbb, 0xc5, 0xdf, 0x12, 0xd1, - 0x47, 0xdc, 0xae, 0x3d, 0x35, 0x18, 0x0f, 0xf2, 0x1d, 0x50, 0x5d, 0x08, 0x27, 0xde, 0x04, 0x5b, 0xbd, 0xb7, 0xb8, 0xe7, 0xaa, 0x31, 0x18, 0xf6, 0xf5, 0xce, 0xba, 0x9c, 0x0e, 0xf7, 0x12, 0xff, - 0xf7, 0xfd, 0xd9, 0x53, 0xdf, 0xf6, 0xfe, 0xb9, 0xee, 0xcd, 0xc1, 0xf1, 0xc7, 0x03, 0xa1, 0x4b, 0x0b, 0xe5, 0xea, 0xf8, 0x20, 0xcc, 0x11, 0xe4, 0xcc, 0xe5, 0x23, 0xf6, 0xf8, 0x17, 0xac, 0x61, - 0xba, 0xbb, 0xe1, 0x47, 0x01, 0x5e, 0x27, 0xec, 0x3b, 0xed, 0xd6, 0xb1, 0xfc, 0x49, 0xa9, 0xf3, 0xe3, 0xda, 0xc2, 0xf2, 0x4b, 0x0f, 0x0f, 0x28, 0xc8, 0x5c, 0x47, 0x11, 0x20, 0x56, 0xab, 0x42, - 0x0f, 0xac, 0x16, 0x34, 0x5f, 0x2a, 0xae, 0x5a, 0x26, 0x0b, 0x2b, 0xe4, 0x16, 0x5e, 0xc4, 0x31, 0xd7, 0xc9, 0x18, 0xf8, 0xa2, 0xd9, 0x21, 0x1f, 0x48, 0x62, 0xef, 0xcd, 0x3f, 0x11, 0xaa, 0xdf, - 0x25, 0x27, 0xad, 0xe2, 0xed, 0x30, 0x54, 0xba, 0x1e, 0xac, 0xb7, 0x3e, 0xea, 0x1e, 0x2b, 0x57, 0x18, 0x25, 0xb9, 0xd9, 0xc0, 0x59, 0x24, 0xa5, 0xed, 0x38, 0x34, 0x10, 0x63, 0x9e, 0xfc, 0xfe, - 0xc2, 0xfa, 0xa8, 0x12, 0xee, 0xaf, 0xcb, 0x5c, 0x0d, 0xe9, 0x12, 0x36, 0x45, 0xf4, 0xb2, 0xfb, 0x9f, 0x44, 0x44, 0xab, 0xd0, 0xa7, 0xa6, 0x62, 0x33, 0xb3, 0xf4, 0x9c, 0x0f, 0xf0, 0xeb, 0x59, - 0xe6, 0xde, 0xc8, 0xc7, 0x18, 0x07, 0xb4, 0xd0, 0xfe, 0x17, 0xf9, 0x56, 0xd1, 0xbd, 0x33, 0xca, 0xc6, 0x06, 0x1b, 0x0a, 0xd0, 0x31, 0xa1, 0xac, 0xd0, 0xa8, 0xf2, 0x55, 0x35, 0xe9, 0x33, 0x37, - 0xf7, 0xf8, 0xe2, 0x2e, 0x52, 0x59, 0x18, 0xc8, 0xb5, 0x55, 0xf1, 0x34, 0x0d, 0xb8, 0x3b, 0xa8, 0x53, 0xbb, 0xf7, 0x3f, 0x0e, 0xe4, 0xf2, 0x46, 0x41, 0x2f, 0x44, 0x26, 0xac, 0x51, 0x5e, 0xa5, - 0xed, 0x0f, 0x30, 0x2c, 0x34, 0x33, 0x22, 0x62, 0x5e, 0x2d, 0xdb, 0x31, 0xb7, 0x32, 0x3d, 0xf1, 0x32, 0xe2, 0x09, 0x32, 0x4a, 0xa2, 0xe3, 0x9c, 0x28, 0x53, 0xd7, 0x46, 0x5c, 0xba, 0xae, 0x49, - 0xb9, 0x51, 0xe6, 0xdf, 0x38, 0xcd, 0x9d, 0x48, 0xda, 0x5b, 0x29, 0x24, 0x09, 0x39, 0xbd, 0xa6, 0x5a, 0x1d, 0x2a, 0x40, 0x4a, 0x61, 0xd7, 0x36, 0x5d, 0xb7, 0xe4, 0x5d, 0x04, 0x48, 0x9d, 0xc3, - 0x2a, 0xec, 0xd2, 0x4f, 0x35, 0xb7, 0x5d, 0x2f, 0x27, 0xdc, 0x42, 0x57, 0x43, 0x27, 0x51, 0xbe, 0x1f, 0x5c, 0xed, 0xa1, 0x34, 0x42, 0x1b, 0xd1, 0xc4, 0x56, 0x5f, 0xf4, 0xbc, 0x1e, 0xf7, 0x2d, - 0xd1, 0x17, 0x4e, 0xe6, 0xee, 0xa1, 0x04, 0x4f, 0x2c, 0xb1, 0x33, 0x26, 0x4a, 0xd7, 0x2d, 0xa3, 0x5a, 0xda, 0x9f, 0x20, 0x27, 0x9c, 0xdb, 0x4c, 0xd3, 0xe6, 0xe3, 0x41, 0x3b, 0x0a, 0xb3, 0x3c, - 0xb8, 0x14, 0xbf, 0x5c, 0xdb, 0x07, 0x21, 0xb4, 0xa2, 0x28, 0xaa, 0x43, 0x0b, 0xb1, 0xde, 0xd8, 0xca, 0xe8, 0x63, 0xa4, 0xe1, 0xc6, 0x51, 0xb2, 0xc7, 0xfd, 0x17, 0x2c, 0x57, 0x9e, 0x00, 0x04, - 0xf7, 0x37, 0x57, 0x63, 0xcd, 0x08, 0xa9, 0x40, 0xe3, 0x34, 0x3e, 0x51, 0xca, 0x2e, 0x22, 0x00, 0xb7, 0xc1, 0x33, 0xa0, 0xa0, 0x60, 0xdf, 0xd0, 0x19, 0xd6, 0x3e, 0x1a, 0x1f, 0x0b, 0x14, 0x63, - 0x5d, 0x10, 0x39, 0x10, 0xd6, 0xac, 0x18, 0x36, 0x14, 0xb3, 0xf1, 0x52, 0xe4, 0xc5, 0xcc, 0x35, 0xee, 0x07, 0x15, 0x41, 0x32, 0xb2, 0xdd, 0x55, 0xa1, 0xfc, 0xd7, 0x4b, 0x9c, 0x2d, 0x32, 0x35, - 0x9c, 0xce, 0x4f, 0x14, 0x3e, 0xd1, 0xee, 0x45, 0xcb, 0x55, 0x31, 0xe3, 0x4f, 0xf3, 0xe5, 0x9f, 0xe6, 0x0f, 0xa4, 0x9c, 0x58, 0x5f, 0x62, 0xb0, 0xf3, 0xe9, 0xf4, 0x06, 0x24, 0xf3, 0x13, 0xca, - 0x46, 0xdf, 0xc2, 0x46, 0xa2, 0xf5, 0xd1, 0xaa, 0x33, 0xb7, 0x47, 0x5b, 0xdc, 0x42, 0x0a, 0x40, 0x4e, 0x3f, 0x0e, 0xcd, 0xdc, 0x4b, 0xb7, 0x5d, 0x2d, 0xf3, 0xcb, 0x5f, 0x0e, 0x59, 0x4a, 0xb8, - 0x58, 0x27, 0x27, 0x58, 0xf0, 0x08, 0x45, 0xb8, 0x0c, 0xc1, 0x61, 0x4b, 0xfa, 0xd0, 0x57, 0xd5, 0x4e, 0x29, 0xc0, 0x2c, 0x12, 0x41, 0x42, 0xdc, 0x33, 0x5d, 0x2f, 0xce, 0xc1, 0x04, 0xc5, 0x5f, - 0x0f, 0xd3, 0x4f, 0x37, 0x50, 0xbf, 0x1a, 0xac, 0x12, 0x44, 0x2b, 0x52, 0x10, 0x9c, 0x20, 0x3d, 0xdd, 0xcb, 0x41, 0xfa, 0x0b, 0xe2, 0x1b, 0xf1, 0xd6, 0xc4, 0x07, 0xf8, 0x20, 0x2b, 0xff, 0x24, -}; - - - /* the dim for bias is ch_im_out. */ -uint8_t q7_1x1_conv_bias_0[32] = { - 0xff, 0xf7, 0x08, 0x06, 0x05, 0x08, 0x04, 0x02, 0x09, 0xf9, 0x06, 0x09, 0xfb, 0xf9, 0xf9, 0xf7, 0xfc, 0xfd, 0x04, 0xf9, 0x06, 0xf7, 0x06, 0x00, 0x07, 0xfa, 0x05, 0xf6, 0xf7, 0xfd, 0x08, 0x08, -}; - -uint8_t q7_1x1_conv_bias_1[16] = { - 0xfe, 0xfc, 0x06, 0x06, 0xf7, 0xf9, 0xf9, 0x06, 0x01, 0x05, 0x03, 0x07, 0x09, 0x08, 0xf8, 0x09, -}; - -uint8_t q7_1x1_conv_bias_2[48] = { - 0xf8, 0x05, 0x01, 0xfd, 0x09, 0xfa, 0xfc, 0xfd, 0x04, 0xf6, 0xfb, 0xf9, 0x08, 0xfd, 0xfc, 0xf9, 0xf8, 0x05, 0x01, 0xfd, 0x09, 0xfa, 0xfc, 0xfd, 0x04, 0xf6, 0xfb, 0xf9, 0x08, 0xfd, 0xfc, 0xf9, - 0xf8, 0x05, 0x01, 0xfd, 0x09, 0xfa, 0xfc, 0xfd, 0x04, 0xf6, 0xfb, 0xf9, 0x08, 0xfd, 0xfc, 0xf9, -}; - - - /* the dim for result is ch_im_out * dim_im_out_x * dim_im_out_y. */ - -uint8_t q7_1x1_conv_result_0[32*32*32] = { - 0x03, 0xfd, 0xf9, 0xfd, 0xfd, 0xff, 0xf8, 0xf6, 0xfb, 0xfc, 0xfe, 0xfa, 0xfd, 0x06, 0xfe, 0xfe, 0xfe, 0x06, 0x01, 0x03, 0x05, 0x07, 0xfe, 0x01, 0xf7, 0xfe, 0x01, 0x04, 0x01, 0x02, 0x00, 0x01, - 0x02, 0x01, 0x02, 0x05, 0x01, 0x02, 0x04, 0x04, 0x05, 0x04, 0x02, 0x01, 0xfe, 0xfc, 0x09, 0x07, 0xfe, 0xfb, 0x00, 0xfe, 0x01, 0xfe, 0x04, 0xfb, 0x03, 0x00, 0x00, 0x00, 0xff, 0x00, 0xfe, 0x00, - 0x00, 0xfb, 0xfa, 0x00, 0xfc, 0xfc, 0xfb, 0xf8, 0x00, 0xf9, 0xfa, 0xfc, 0xfe, 0x06, 0x00, 0xf8, 0xfc, 0x04, 0x02, 0x02, 0x03, 0x04, 0xfa, 0x04, 0xfb, 0x02, 0xfd, 0x00, 0xff, 0xfe, 0x03, 0x00, - 0xff, 0x00, 0xfe, 0x03, 0xff, 0x01, 0x00, 0xff, 0x05, 0x02, 0xfe, 0x01, 0x00, 0x01, 0x01, 0xff, 0xfd, 0xff, 0x00, 0x02, 0xfa, 0x04, 0x03, 0xfa, 0x03, 0x03, 0xfe, 0xfb, 0x02, 0xff, 0x03, 0x03, - 0x00, 0x00, 0xfd, 0x02, 0xfb, 0x03, 0xfc, 0x02, 0x05, 0xfb, 0xfe, 0x02, 0xf9, 0x03, 0x03, 0x01, 0xf9, 0xfd, 0xfc, 0xfa, 0xfd, 0x02, 0x03, 0x03, 0x08, 0xfe, 0xfc, 0x00, 0xff, 0xfa, 0xfe, 0x00, - 0xff, 0xfd, 0xff, 0x02, 0x03, 0x03, 0xfb, 0x03, 0x04, 0x01, 0x00, 0x01, 0x00, 0x00, 0xff, 0x04, 0xff, 0xfa, 0xfc, 0xfc, 0x00, 0xfa, 0xf9, 0xff, 0x05, 0x02, 0xff, 0x01, 0xfd, 0xfa, 0xfe, 0xfc, - 0x01, 0xfd, 0x02, 0xfc, 0x00, 0xfd, 0xfb, 0xff, 0x01, 0xfb, 0x02, 0x00, 0xfc, 0x06, 0xfd, 0xf7, 0x01, 0x00, 0xff, 0x04, 0x03, 0x03, 0xfc, 0x00, 0xfa, 0x01, 0xff, 0x03, 0xff, 0xfe, 0x04, 0xfa, - 0x02, 0x03, 0x00, 0xfc, 0x02, 0x01, 0x00, 0x05, 0x00, 0x00, 0x00, 0xfc, 0xfe, 0xfc, 0x01, 0x03, 0x02, 0x01, 0x02, 0xfe, 0x03, 0xff, 0xfc, 0x04, 0xfe, 0xfb, 0xff, 0x03, 0x00, 0x00, 0xfa, 0xfd, - 0x02, 0x03, 0xff, 0xff, 0x00, 0xff, 0x02, 0xfe, 0xfd, 0x02, 0x03, 0x03, 0x09, 0xfb, 0xfc, 0x02, 0x06, 0xff, 0xfe, 0xfe, 0xfb, 0xff, 0x03, 0x03, 0x04, 0x04, 0x02, 0xf9, 0x01, 0x03, 0xfd, 0x07, - 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0x05, 0xff, 0xfc, 0x04, 0xfd, 0x00, 0x06, 0x00, 0x02, 0x00, 0x02, 0x01, 0xfa, 0x02, 0x02, 0xfe, 0xff, 0x01, 0x01, 0x01, 0x07, 0x04, 0x00, 0x00, 0xfa, 0xff, 0xff, 0x01, 0xfe, 0x03, 0x00, 0x05, - 0xfa, 0x00, 0x06, 0xff, 0x02, 0xfe, 0x00, 0x05, 0xfe, 0x01, 0x04, 0x00, 0xfc, 0x03, 0xff, 0x02, 0xff, 0x01, 0x03, 0x02, 0x00, 0x03, 0x02, 0x03, 0x05, 0xfc, 0x01, 0x00, 0x01, 0xff, 0xfb, 0x04, - 0x01, 0x03, 0xfc, 0xfd, 0x00, 0x03, 0x04, 0x00, -}; diff --git a/tests/validation_xt800/valid_data/q7_conv_RGB.dat b/tests/validation_xt800/valid_data/q7_conv_RGB.dat deleted file mode 100644 index 51516de1..00000000 --- a/tests/validation_xt800/valid_data/q7_conv_RGB.dat +++ /dev/null @@ -1,5854 +0,0 @@ - /* --------------------------------------------------------------------------- - * Copyright (C) 2016 CSKY Limited. All rights reserved. - * - * Redistribution and use of this software in source and binary forms, - * with or without modification, are permitted provided that the following - * conditions are met: - * * Redistributions of source code must retain the above copyright notice, - * this list of conditions and the following disclaimer. - * * Redistributions in binary form must reproduce the above copyright notice, - * this list of conditions and the following disclaimer in the documentation - * and/or other materials provided with the distribution. - * * Neither the name of CSKY Ltd. nor the names of CSKY's contributors may - * be used to endorse or promote products derived from this software without - * specific prior written permission of CSKY Ltd. - * - * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" - * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, - * THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR - * PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS - * BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, - * OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF - * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS - * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN - * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) - * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF - * THE POSSIBILITY OF SUCH DAMAGE. - * -------------------------------------------------------------------------- */ - - /* for input data, the dim is ch_im_in*dim_im_in*dim_im_in */ - -uint8_t q7_conv_input_0[3*32*32] = { - 0x27, 0xd7, 0xe8, 0x1e, 0x0a, 0x5a, 0x05, 0xff, 0x5a, 0x37, 0xfd, 0xbb, 0xc1, 0x32, 0x53, 0xda, 0x5b, 0x34, 0xfd, 0x19, 0xed, 0x4a, 0xed, 0xa3, 0x40, 0xa4, 0x40, 0x3c, 0xd2, 0xc8, 0x05, 0x37, - 0x1b, 0x3e, 0x0f, 0xc6, 0xc1, 0xa2, 0x25, 0x24, 0xfc, 0xa1, 0xec, 0x3d, 0x38, 0x1b, 0xed, 0xe8, 0x57, 0xa6, 0x3b, 0xa6, 0xba, 0x37, 0xa1, 0xc3, 0xc9, 0xc6, 0x57, 0x16, 0x54, 0x9c, 0xf6, 0x56, - 0x62, 0x12, 0x4a, 0x07, 0x4b, 0xbd, 0x31, 0x33, 0xd7, 0x9f, 0xdd, 0x37, 0x2a, 0xea, 0x42, 0x08, 0xe5, 0x59, 0x32, 0xf8, 0xb9, 0x13, 0xef, 0x1e, 0x26, 0xc3, 0xb2, 0x0f, 0x49, 0x03, 0xf7, 0x51, - 0x60, 0xdb, 0xc8, 0xcf, 0xb8, 0xfe, 0xf1, 0x41, 0xee, 0x18, 0xf7, 0xa9, 0xb0, 0x1e, 0xbe, 0x27, 0x58, 0x30, 0xb9, 0x58, 0xa2, 0xc9, 0x51, 0x07, 0x5e, 0x40, 0xc5, 0xb0, 0x3d, 0x43, 0xea, 0x3d, - 0x22, 0xbd, 0xdd, 0x35, 0xab, 0xa5, 0x2e, 0xde, 0x29, 0x0d, 0x41, 0xb6, 0x3f, 0x0a, 0x3a, 0xfa, 0x53, 0x3b, 0xc7, 0xb0, 0xa0, 0xc1, 0xb7, 0x4e, 0x4d, 0xd7, 0xa1, 0x52, 0x15, 0x25, 0xc5, 0x02, - 0x15, 0x41, 0x42, 0xed, 0x60, 0xbb, 0x34, 0x34, 0xc4, 0x3d, 0x34, 0x00, 0xb7, 0xa0, 0xb5, 0xbd, 0xa9, 0xe0, 0xd2, 0x3d, 0xb0, 0x12, 0xc8, 0xe8, 0xd0, 0xf9, 0x12, 0xcf, 0x45, 0xb4, 0x2c, 0xce, - 0x62, 0x4f, 0x49, 0x29, 0x63, 0x1d, 0x23, 0x52, 0x60, 0x38, 0x18, 0x57, 0xda, 0xcb, 0x62, 0x04, 0x04, 0x3b, 0x9c, 0x01, 0xe0, 0xe0, 0x54, 0x37, 0xf5, 0x39, 0x55, 0x5f, 0x26, 0x2c, 0x1d, 0xa5, - 0x26, 0x0c, 0xb4, 0xb8, 0x5f, 0x46, 0x04, 0x39, 0x50, 0xec, 0xaf, 0x00, 0x27, 0x3f, 0x13, 0x22, 0x2e, 0x3b, 0xa8, 0x4a, 0x1e, 0xa2, 0xc5, 0x5e, 0x10, 0x3c, 0x5c, 0x5d, 0xa7, 0xcb, 0x49, 0xdb, - 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0xe0, 0xd2, 0xdc, 0x48, 0x31, 0x0d, 0xd5, 0xb2, 0x58, 0x0d, 0xe2, 0x63, 0x4e, 0xc7, 0x37, 0xbe, 0xf2, 0x9c, 0x03, 0xd2, 0x0c, 0x4a, 0x37, 0xc2, 0x0b, 0x2b, 0x39, 0x47, 0x1b, 0x48, 0xff, 0xf0, - 0xc4, 0x11, 0xf3, 0x05, 0xb1, 0xd9, 0xe8, 0xd0, 0x1b, 0xc5, 0x5d, 0x2d, 0xe0, 0xad, 0xe1, 0x58, 0x21, 0x5d, 0x1e, 0x46, 0xaa, 0x15, 0x0d, 0x56, 0xfa, 0x1f, 0xd8, 0x55, 0x58, 0xf9, 0xe9, 0xe4, - 0xb2, 0x0f, 0x5b, 0x45, 0x1f, 0xfd, 0x07, 0x1c, 0x0f, 0x9e, 0x45, 0x49, 0xf2, 0x13, 0xbb, 0x34, 0xc0, 0xa6, 0x0f, 0x18, 0xd5, 0xa4, 0x4d, 0xb2, 0x2b, 0x58, 0xc6, 0x3f, 0xf3, 0xa4, 0xcb, 0xb7, - 0x05, 0x01, 0xbf, 0xe3, 0x50, 0x29, 0xc6, 0x23, 0xb0, 0x1e, 0x44, 0xb1, 0x1c, 0x14, 0x2d, 0x4b, 0x36, 0x49, 0xd2, 0x43, 0xd4, 0xc4, 0xa4, 0xd9, 0x9e, 0xfd, 0x62, 0xb6, 0x0e, 0x09, 0x37, 0xb4, - 0x41, 0xf7, 0xf1, 0x61, 0xe2, 0x63, 0xfc, 0x01, 0x51, 0x07, 0xf9, 0x9e, 0xb2, 0xe4, 0xd7, 0x5e, 0x42, 0x23, 0xf4, 0xc7, 0x53, 0xe3, 0x42, 0x56, 0xf1, 0xcf, 0x0b, 0x4d, 0xb1, 0x56, 0x5d, 0x07, - 0xd8, 0xbf, 0xde, 0xb3, 0xe7, 0x4d, 0x26, 0xda, 0x14, 0x10, 0x23, 0x42, 0x4b, 0xf5, 0xcd, 0x2f, 0xa9, 0x59, 0xdf, 0xeb, 0x5b, 0xba, 0xa8, 0x3b, 0xb1, 0xa5, 0x9d, 0x01, 0xa0, 0x0e, 0x3e, 0x3f, - 0xa0, 0x5a, 0x9d, 0xad, 0xb1, 0x05, 0xea, 0x04, 0x0c, 0xa7, 0x3d, 0x51, 0xa1, 0x1d, 0x24, 0x14, 0xe2, 0xd8, 0x3f, 0xde, 0xd3, 0xd5, 0xcd, 0xd0, 0xbc, 0xdb, 0xae, 0x2a, 0xb6, 0xa9, 0x0b, 0x54, - 0x2b, 0x0d, 0x0f, 0xf5, 0xaa, 0x37, 0xc3, 0x20, 0x61, 0x23, 0x1d, 0xca, 0x41, 0x62, 0x3b, 0x18, 0xc4, 0xe8, 0x40, 0x00, 0xfe, 0xe5, 0xda, 0x3c, 0xad, 0xf1, 0x10, 0xe2, 0xbc, 0xab, 0x08, 0xcd, - 0x3b, 0x3c, 0xd1, 0x2a, 0x42, 0xb5, 0xe1, 0x21, 0xce, 0x42, 0xaf, 0x54, 0xcd, 0xe2, 0x40, 0xee, 0xba, 0x4e, 0xac, 0xec, 0x2a, 0xe5, 0x34, 0xbf, 0xe7, 0xf0, 0x2d, 0xb7, 0xa8, 0x61, 0x05, 0x62, - 0xff, 0x24, 0x22, 0x3a, 0x08, 0xa6, 0x22, 0x27, 0xf6, 0x17, 0x9d, 0x12, 0x58, 0x44, 0xd4, 0x25, 0xec, 0x0d, 0xa4, 0x9e, 0x19, 0xfd, 0x2c, 0xc9, 0xf0, 0xa9, 0xfc, 0x5c, 0x07, 0x19, 0x14, 0x14, - 0x3f, 0x54, 0x58, 0x19, 0xe7, 0x34, 0xd7, 0x3d, 0x41, 0xf6, 0x5f, 0xb7, 0xca, 0xe4, 0xbf, 0xea, 0x4a, 0xa8, 0x48, 0x1c, 0xd4, 0xd4, 0x3e, 0xad, 0xce, 0xe7, 0xbb, 0xfa, 0x1d, 0x41, 0x24, 0xb6, - 0xbc, 0xdf, 0x1b, 0x1a, 0xbb, 0x35, 0xe0, 0xad, 0x0c, 0x5f, 0xcc, 0x3f, 0xe4, 0xb3, 0x33, 0xac, 0xe2, 0xbc, 0x07, 0xc6, 0xde, 0x63, 0xe5, 0xa5, 0xb0, 0x20, 0x0b, 0x26, 0x09, 0x4c, 0xfa, 0xfa, - 0xb7, 0x10, 0xdd, 0x0a, 0xd5, 0xbc, 0x0c, 0xb7, 0xb3, 0xb5, 0x0a, 0xf8, 0x0b, 0x0f, 0x29, 0xac, 0x2f, 0xc5, 0xea, 0xa8, 0x49, 0x5f, 0x37, 0x11, 0x02, 0xb6, 0xe1, 0x60, 0x03, 0x20, 0xc0, 0x35, - 0xe7, 0x51, 0x2a, 0x15, 0xc2, 0x01, 0xf3, 0x16, 0xb6, 0xe7, 0x00, 0x0e, 0xd3, 0xd3, 0xcb, 0xe3, 0xbd, 0x23, 0x0d, 0x44, 0xb8, 0xc9, 0xc2, 0xc3, 0xbb, 0xf6, 0xd7, 0x21, 0xe4, 0xb5, 0xde, 0xaa, - 0x51, 0x1b, 0xc5, 0xe3, 0xff, 0x41, 0x19, 0x1e, 0x4a, 0xba, 0x25, 0x1e, 0xda, 0x24, 0xbb, 0x31, 0x27, 0xed, 0x9d, 0x5f, 0xed, 0x44, 0x58, 0xaa, 0xa9, 0xb4, 0x55, 0x4b, 0xd2, 0x02, 0xa5, 0x55, - 0xc8, 0x3b, 0xdc, 0xaf, 0x39, 0x50, 0xfc, 0x35, 0x2c, 0xd3, 0x37, 0xd0, 0x02, 0x2d, 0x56, 0x15, 0xfc, 0x9d, 0x9d, 0xab, 0xc5, 0x45, 0x35, 0x4e, 0xca, 0x27, 0xb3, 0x17, 0x36, 0x54, 0xa1, 0x9c, -}; - -uint8_t q7_conv_input_1[3*32*32] = { - 0xab, 0x38, 0xca, 0x9f, 0xc0, 0xa8, 0x0a, 0xd7, 0xaf, 0xe6, 0xea, 0xad, 0x3a, 0x52, 0xb2, 0xdf, 0xd3, 0xe2, 0x55, 0x14, 0x05, 0x9d, 0xd9, 0xf7, 0x58, 0xb1, 0xa8, 0xf3, 0xc0, 0xd7, 0xd7, 0x01, - 0x5c, 0xda, 0xd1, 0xf6, 0x5a, 0x5c, 0x1c, 0x07, 0xf7, 0x12, 0xff, 0x1c, 0xb1, 0x03, 0x9f, 0xf8, 0xbd, 0x08, 0xec, 0xb3, 0x50, 0xe0, 0x57, 0xa5, 0x52, 0xb9, 0xbd, 0x3e, 0xf5, 0x40, 0xfc, 0xc2, - 0xd1, 0xfb, 0xd2, 0xdd, 0xb3, 0xa7, 0x05, 0xae, 0x5f, 0x4a, 0xa8, 0xb2, 0x17, 0x01, 0x2d, 0x07, 0xd4, 0x45, 0xba, 0x14, 0x1e, 0xa6, 0x32, 0xc3, 0xdb, 0x2e, 0x05, 0x05, 0x23, 0xcb, 0x9c, 0x5b, - 0xfa, 0xfd, 0xbb, 0x41, 0x01, 0xc8, 0x17, 0xe8, 0x0d, 0xd0, 0xec, 0xbb, 0x33, 0x42, 0x34, 0x5c, 0xb7, 0xe7, 0x3f, 0xc5, 0xb1, 0x31, 0x32, 0x62, 0xd6, 0x61, 0xaa, 0xc8, 0x2b, 0xb7, 0xcd, 0x10, - 0x47, 0xa2, 0x33, 0x5b, 0x9f, 0x31, 0x5d, 0x25, 0x55, 0xd3, 0x63, 0x30, 0xbb, 0x5b, 0x03, 0x0a, 0xac, 0xad, 0x26, 0xb6, 0x60, 0xae, 0xfb, 0xb8, 0xb9, 0x47, 0x07, 0x4c, 0xfa, 0xe2, 0xb3, 0x46, - 0x26, 0xfa, 0x17, 0xdf, 0xb5, 0xc2, 0xe3, 0xc7, 0xbf, 0x04, 0xae, 0x9c, 0xf1, 0xa5, 0xef, 0xed, 0xaf, 0xf0, 0x0f, 0xa4, 0xe9, 0xe6, 0xed, 0xd7, 0x61, 0xf4, 0x54, 0x59, 0x46, 0x33, 0xf8, 0xc0, - 0x11, 0xdf, 0x5b, 0xa1, 0x5b, 0xda, 0x08, 0xbd, 0x53, 0x30, 0xd8, 0x31, 0x2e, 0xdd, 0xf0, 0x17, 0xff, 0x17, 0x43, 0xfc, 0x3f, 0xd3, 0xd7, 0xe2, 0x30, 0xa3, 0xcb, 0xf2, 0xf5, 0xad, 0x45, 0x53, - 0xa5, 0x11, 0x1f, 0xdd, 0xa7, 0xac, 0x35, 0x05, 0xeb, 0x25, 0x1e, 0xe0, 0xc4, 0xe2, 0x53, 0xbd, 0xe1, 0x32, 0x48, 0xaf, 0xb2, 0x60, 0x4b, 0xc1, 0xd4, 0xd6, 0x4b, 0x0d, 0x60, 0x53, 0xcf, 0xa0, - 0x36, 0x3c, 0xf7, 0xaa, 0x5e, 0x9e, 0xa7, 0x41, 0xf2, 0xad, 0x2e, 0xb1, 0x10, 0x41, 0x19, 0x27, 0xb3, 0x0d, 0x1f, 0xe9, 0x40, 0x18, 0x06, 0x26, 0xf4, 0xfa, 0xe0, 0x60, 0x00, 0xac, 0x0b, 0x42, - 0xae, 0xcd, 0xd9, 0xd6, 0xad, 0xde, 0xa3, 0x29, 0x4e, 0xb3, 0xe6, 0x52, 0x2c, 0xe4, 0xf9, 0xff, 0x05, 0x15, 0x16, 0x60, 0x0f, 0x44, 0x49, 0x25, 0xfc, 0xb7, 0x09, 0x4c, 0xf1, 0xc5, 0xa9, 0x22, - 0x1a, 0x54, 0xe2, 0x4e, 0xf2, 0xfa, 0xf1, 0x58, 0xa3, 0xc2, 0xc6, 0xd3, 0xde, 0xe5, 0xa4, 0xa9, 0xb9, 0xfa, 0x4c, 0x12, 0xd7, 0x3b, 0x5d, 0xd9, 0x4d, 0x20, 0xb0, 0x9c, 0xc5, 0xb7, 0xf8, 0x40, - 0x3c, 0xff, 0x3f, 0x0d, 0xdd, 0x58, 0x2b, 0x38, 0x3f, 0xf2, 0x00, 0xd9, 0x63, 0xf1, 0xc7, 0xd6, 0x37, 0xb0, 0x09, 0x29, 0xfa, 0xa8, 0x21, 0x56, 0xfd, 0xd9, 0xd9, 0xd2, 0x18, 0x5a, 0xd3, 0x53, - 0x0f, 0xc0, 0xa3, 0xe2, 0xfd, 0xb1, 0xee, 0xb1, 0x34, 0x12, 0x40, 0xc3, 0x53, 0xeb, 0x07, 0x1c, 0x4f, 0x3d, 0xe8, 0x47, 0xa9, 0xe9, 0x57, 0xdb, 0xa8, 0xa0, 0x50, 0x49, 0x04, 0xb4, 0xdf, 0xe9, - 0xab, 0x9c, 0xbd, 0x0e, 0xfd, 0xd6, 0xf1, 0x4a, 0x01, 0x24, 0x56, 0xa2, 0xcf, 0x0e, 0x0d, 0x11, 0xc9, 0xf5, 0xb3, 0x25, 0x48, 0xc7, 0xdd, 0x49, 0x54, 0xc9, 0x3d, 0xe2, 0x4f, 0x9c, 0xe8, 0xbb, - 0xdf, 0x04, 0xd2, 0xa7, 0x5a, 0x17, 0x43, 0x31, 0x0a, 0xe0, 0xd8, 0x1b, 0x9f, 0x30, 0x3c, 0x53, 0x4f, 0x4f, 0x25, 0xa8, 0xaa, 0xe9, 0x1e, 0xd3, 0xc2, 0xfe, 0x42, 0x5b, 0xaf, 0x0d, 0x2d, 0xd3, - 0x1d, 0x52, 0x04, 0xbd, 0x38, 0xb3, 0xf2, 0x9d, 0xb2, 0xde, 0xf4, 0x38, 0xa2, 0xf3, 0x22, 0xff, 0x12, 0x43, 0xb8, 0xc2, 0x4a, 0xa2, 0xc7, 0x36, 0x00, 0xe2, 0x4b, 0xbb, 0xba, 0x18, 0x4b, 0x2b, - 0xeb, 0xee, 0x0c, 0xf3, 0xe1, 0xaa, 0x36, 0x5f, 0x3d, 0xe0, 0x13, 0xf9, 0xad, 0x4c, 0x22, 0x11, 0x45, 0x0a, 0x17, 0xd5, 0xc8, 0xde, 0x43, 0xe5, 0x48, 0xb1, 0xe9, 0xd6, 0xbe, 0xd2, 0x23, 0xff, - 0x1c, 0x46, 0x43, 0xe9, 0xe8, 0xfd, 0xb2, 0xeb, 0xd6, 0xee, 0x3e, 0xf2, 0x56, 0xf3, 0x05, 0x13, 0x33, 0xb5, 0x10, 0xc4, 0x36, 0xef, 0xa1, 0x16, 0xda, 0xd0, 0x15, 0x2b, 0xa0, 0xb8, 0x32, 0xc7, - 0xab, 0xb5, 0xb0, 0x51, 0x4b, 0xae, 0x07, 0x05, 0x33, 0x01, 0xf5, 0xa6, 0xe9, 0xa1, 0xf2, 0xe2, 0xff, 0x1a, 0x9f, 0xc3, 0x0c, 0x32, 0x30, 0x25, 0xa3, 0x5a, 0x43, 0xd8, 0xd6, 0xc9, 0xf8, 0xb4, - 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0x3c, 0xe4, 0x42, 0x1b, 0x0a, 0xc3, 0x57, 0x5b, 0x28, 0x2c, 0x58, 0xb0, 0x42, 0x60, 0x2d, 0xe1, 0x4e, 0xe2, 0x2b, 0x53, 0x46, 0xd5, 0x00, 0x51, 0x9c, 0x11, 0x09, 0xa0, 0x2a, 0x3e, 0x2c, 0xb2, - 0xb2, 0xbb, 0xce, 0xc1, 0xaf, 0x32, 0x10, 0xb6, 0x10, 0x15, 0x4b, 0xd7, 0xab, 0x2c, 0xec, 0x2a, 0xf9, 0xf4, 0xce, 0x56, 0xb6, 0xf2, 0x08, 0x05, 0xf0, 0x59, 0x9e, 0x5d, 0x10, 0x0c, 0x3e, 0xb0, - 0x13, 0x5f, 0xbd, 0xcb, 0x05, 0x9d, 0xbe, 0x5c, 0xe8, 0xb8, 0xde, 0xcc, 0x12, 0xbc, 0x56, 0xb6, 0xa1, 0xe7, 0x06, 0xd3, 0xba, 0xb3, 0x4c, 0xb4, 0xf1, 0xe2, 0xa6, 0x50, 0xab, 0xb3, 0xea, 0x3a, - 0x28, 0xff, 0x60, 0xf2, 0xf2, 0x28, 0x5c, 0xf6, 0x00, 0xba, 0xfb, 0x9c, 0xeb, 0x3d, 0xb1, 0xb4, 0xa3, 0xac, 0x55, 0x4e, 0xe3, 0xc7, 0x38, 0xec, 0x31, 0x30, 0xfe, 0xbb, 0xc0, 0xec, 0x55, 0x40, - 0x45, 0xf6, 0x50, 0xab, 0xc5, 0x57, 0xf6, 0x3e, 0xf5, 0x02, 0xb4, 0x35, 0xfc, 0x50, 0xdb, 0x4e, 0xf6, 0xdc, 0x07, 0x2e, 0xe1, 0xf7, 0x26, 0xba, 0x58, 0x36, 0x42, 0x61, 0x2e, 0x22, 0xc0, 0xe3, -}; - -uint8_t q7_conv_input_2[3*32*32] = { - 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0x50, 0x62, 0x37, 0xe1, 0xa7, 0xf2, 0x28, 0x1c, 0x17, 0x2f, 0xf9, 0xd4, 0x53, 0xd1, 0x3f, 0xe7, 0xa2, 0xb1, 0x03, 0x63, 0xbf, 0xfb, 0x2b, 0xae, 0x02, 0x52, 0xbf, 0xcd, 0xf9, 0xf5, 0x30, 0xe6, - 0x19, 0xe0, 0xea, 0xd0, 0x56, 0xa0, 0xd1, 0xf6, 0xdc, 0xca, 0xcf, 0xfb, 0xa9, 0xfd, 0x02, 0x2a, 0x43, 0x2d, 0x2d, 0xb9, 0x4e, 0x51, 0xed, 0xd7, 0x09, 0x0a, 0x60, 0x5d, 0x39, 0xbf, 0xb6, 0xad, - 0xf2, 0xf8, 0x9f, 0x9e, 0xeb, 0x16, 0xd6, 0xd5, 0xd6, 0xcd, 0xec, 0x40, 0x61, 0xd1, 0x55, 0xc3, 0x01, 0x13, 0x57, 0x17, 0x53, 0x61, 0xe1, 0x22, 0xbf, 0x07, 0xb3, 0x4e, 0x44, 0xe5, 0x32, 0x58, - 0xbc, 0x39, 0xc9, 0xae, 0x34, 0xab, 0xf1, 0x23, 0xc2, 0xa3, 0xcc, 0xae, 0xa6, 0xa5, 0xc1, 0xc2, 0xbc, 0x9e, 0xac, 0xfd, 0xca, 0xcc, 0xdc, 0xb5, 0xa8, 0x60, 0xba, 0x0b, 0x35, 0xbc, 0xd1, 0x4d, - 0x20, 0xa6, 0xe9, 0x62, 0xc3, 0xdf, 0xf8, 0x56, 0x57, 0x9f, 0x17, 0xc7, 0x03, 0x52, 0xfb, 0xad, 0xd2, 0xb0, 0xbf, 0xc4, 0x46, 0x53, 0xf1, 0xe2, 0xbf, 0x05, 0xeb, 0xdc, 0x07, 0xa8, 0xb0, 0x5f, - 0x57, 0x46, 0x03, 0xed, 0xf4, 0xef, 0x47, 0x50, 0xd5, 0x09, 0x0e, 0xf0, 0x18, 0x2c, 0x3c, 0x21, 0x58, 0xe1, 0x38, 0xbf, 0x2c, 0x0d, 0x36, 0x00, 0x17, 0xe5, 0xc7, 0xf9, 0xc7, 0x61, 0xa5, 0xae, - 0x4d, 0x2e, 0xd8, 0x27, 0x39, 0x56, 0xc4, 0x44, 0xaf, 0x13, 0xce, 0xd4, 0xcc, 0xb3, 0xed, 0x5f, 0xc3, 0xa7, 0xd8, 0x26, 0x4d, 0xe0, 0x42, 0xd4, 0x29, 0x1b, 0xfb, 0x41, 0x2c, 0xcb, 0x3f, 0x0c, - 0xc2, 0x61, 0xf2, 0x3e, 0xce, 0x15, 0x48, 0x15, 0x56, 0x24, 0xcc, 0xc3, 0x9f, 0xe4, 0xaa, 0xc8, 0x1e, 0xe3, 0xa9, 0xbc, 0x31, 0x9d, 0xe0, 0xbb, 0xa7, 0x5e, 0xb0, 0xa7, 0x00, 0xa6, 0xa4, 0xe4, - 0x59, 0x9c, 0x0a, 0xa2, 0x05, 0xd0, 0x43, 0x52, 0x17, 0xa3, 0x9c, 0xf5, 0x0c, 0xe6, 0xa0, 0x19, 0xd9, 0x0c, 0x00, 0x2e, 0xc4, 0xb4, 0x05, 0xdd, 0x5d, 0x4f, 0xe7, 0x55, 0xed, 0xc7, 0x60, 0xe8, - 0x63, 0x28, 0x46, 0xcd, 0x06, 0x59, 0xe3, 0x1d, 0x4d, 0x05, 0xda, 0x30, 0x4b, 0x9f, 0x45, 0xfe, 0xdd, 0x24, 0x57, 0x06, 0x04, 0x0b, 0xbf, 0x23, 0x5e, 0xb7, 0xd9, 0x59, 0x25, 0xe3, 0x37, 0x2f, - 0xd5, 0xfb, 0x62, 0xec, 0xe5, 0x42, 0xa2, 0x22, 0xf9, 0x08, 0xc6, 0xd1, 0xa5, 0xfa, 0x3f, 0x29, 0x3c, 0xc9, 0xc6, 0x46, 0xb9, 0x22, 0xb8, 0x9c, 0x3a, 0xd6, 0xa6, 0x54, 0x52, 0xed, 0xd1, 0x2f, - 0xee, 0x3c, 0x41, 0x1b, 0xb7, 0xe2, 0x41, 0x15, 0xec, 0x37, 0xf9, 0xf8, 0x03, 0xd2, 0xb6, 0x51, 0xf9, 0x5a, 0x5a, 0x3f, 0x5a, 0x58, 0xd3, 0x1d, 0x58, 0x3d, 0xdc, 0x3f, 0xa5, 0xaf, 0x26, 0xca, - 0x46, 0x30, 0x24, 0x02, 0xf3, 0xdd, 0x32, 0xc7, 0xb1, 0x0a, 0xb3, 0x13, 0x3b, 0x9d, 0x27, 0xf6, 0x34, 0xce, 0x43, 0xc7, 0xce, 0x02, 0x44, 0x42, 0xc4, 0x06, 0x48, 0xde, 0x34, 0xc4, 0x34, 0x03, - 0x3c, 0x04, 0x14, 0x10, 0x0b, 0xe7, 0xb4, 0xe0, 0x27, 0xfe, 0xc5, 0xb4, 0xfd, 0xe3, 0x46, 0xd5, 0x3d, 0x3f, 0x0c, 0x12, 0xb6, 0xcd, 0x10, 0x23, 0xf2, 0x1a, 0xed, 0xee, 0xd9, 0x38, 0x30, 0x62, - 0xce, 0xcf, 0xd5, 0x50, 0x19, 0x14, 0xca, 0x2b, 0x50, 0x53, 0x0d, 0xee, 0x13, 0x36, 0x39, 0x4a, 0x19, 0x1b, 0xbc, 0x2a, 0xee, 0xf6, 0x11, 0x5f, 0x1d, 0x07, 0x3f, 0x27, 0xca, 0x58, 0xed, 0x3a, - 0xd9, 0xb8, 0x2f, 0x60, 0x1d, 0xa6, 0x2a, 0xd8, 0x2a, 0x62, 0x52, 0x42, 0x9f, 0xcb, 0xe3, 0x2b, 0x53, 0x27, 0x49, 0xec, 0xc7, 0xdd, 0xe8, 0x4c, 0x50, 0xe7, 0xe4, 0x42, 0xdc, 0xe0, 0x06, 0x48, - 0xc4, 0xf1, 0xfb, 0x27, 0x57, 0xe4, 0xc7, 0x43, 0xca, 0xc1, 0x46, 0xb0, 0x2b, 0xe9, 0xd3, 0xaf, 0xca, 0x3c, 0x9d, 0xf2, 0xcf, 0x54, 0x22, 0x48, 0xec, 0xa4, 0x33, 0xe3, 0x4b, 0xe3, 0xcd, 0xb7, - 0x14, 0xaf, 0xf4, 0x3f, 0xea, 0x33, 0xf5, 0x0e, 0xb3, 0xac, 0xb2, 0xe9, 0x25, 0x06, 0x3e, 0x4f, 0xbe, 0xb6, 0xa5, 0x4a, 0x55, 0x0d, 0x63, 0xf8, 0xf9, 0x4e, 0xd7, 0x53, 0xb6, 0xe0, 0xc0, 0x42, -}; - - /* the dim for weight is ch_im_out * ch_im_in * kernel_length */ - -uint8_t q7_conv_weight_0[16*3*9] = { - 0x1b, 0xa1, 0xd1, 0xba, 0xf4, 0x23, 0xa7, 0x58, 0x28, 0x35, 0x14, 0xac, 0x3a, 0x19, 0xcd, 0xec, 0x09, 0xf9, 0x5c, 0x17, 0xca, 0xa3, 0x1d, 0xec, 0x3c, 0x45, 0xf3, 0xad, 0x46, 0x0f, 0x55, 0xa3, - 0x48, 0xb4, 0xae, 0x42, 0x12, 0xf6, 0xb9, 0xfc, 0xa7, 0x31, 0xc3, 0x34, 0xf6, 0x61, 0x59, 0x15, 0x01, 0x16, 0x9d, 0xd2, 0xd0, 0x38, 0x10, 0xf9, 0x1a, 0xed, 0x1d, 0x15, 0x23, 0xcc, 0x0f, 0x00, - 0x0a, 0xd6, 0x40, 0xc3, 0xad, 0x3a, 0x1a, 0xfc, 0x21, 0xa4, 0x37, 0x0f, 0xc6, 0xbb, 0xff, 0xde, 0xef, 0xe4, 0xc1, 0xe4, 0xcf, 0x26, 0xb0, 0xa1, 0xcb, 0x2a, 0x32, 0x0b, 0xb9, 0xff, 0x2e, 0xdf, - 0xc7, 0x4e, 0x5b, 0xf2, 0xc7, 0x17, 0xf6, 0xa4, 0x2b, 0x15, 0x42, 0xc1, 0xc4, 0x58, 0x63, 0xe6, 0xab, 0xa9, 0xfd, 0x3c, 0xf9, 0xb0, 0xb4, 0x59, 0xa2, 0xac, 0x43, 0x1d, 0xbf, 0xab, 0x23, 0x0d, - 0x63, 0x42, 0xfc, 0xc1, 0x2e, 0xf4, 0xf8, 0xf5, 0xc5, 0xe2, 0x43, 0xda, 0xd5, 0xa5, 0x60, 0xc3, 0xf0, 0x4a, 0x52, 0xc8, 0xda, 0xb2, 0x2a, 0xd1, 0xc0, 0xed, 0x49, 0x07, 0xbf, 0x07, 0x9f, 0x49, - 0xba, 0x43, 0xeb, 0x4c, 0xbf, 0xe9, 0xb8, 0x30, 0xb1, 0x2a, 0xd1, 0x44, 0xed, 0x60, 0x24, 0xa9, 0xef, 0xfe, 0xc9, 0xe5, 0x2a, 0xa8, 0xc3, 0xfb, 0xf7, 0xcf, 0xc7, 0x1f, 0x07, 0x30, 0xbb, 0xe9, - 0x36, 0x3d, 0x13, 0xe5, 0x5f, 0xa4, 0x3c, 0x46, 0xfa, 0xd7, 0xe5, 0xb7, 0x17, 0xc5, 0xb3, 0x0a, 0xe8, 0x29, 0xf6, 0xcf, 0x48, 0x27, 0xd0, 0x9d, 0xcf, 0xc9, 0x58, 0x57, 0x0b, 0xd0, 0xfe, 0xfc, - 0xda, 0xa0, 0x1e, 0x28, 0x28, 0x1f, 0x15, 0xcd, 0x0f, 0x4c, 0xb6, 0xca, 0xd3, 0x1b, 0x40, 0x10, 0x2c, 0xfc, 0x28, 0x05, 0x05, 0x16, 0xcf, 0xe6, 0xd1, 0xfb, 0x42, 0xbb, 0xe6, 0x2a, 0x63, 0xb8, - 0xb8, 0x45, 0xeb, 0x61, 0x4a, 0x60, 0x47, 0xbf, 0xee, 0x5f, 0xd9, 0xac, 0xf0, 0x1d, 0xb2, 0x32, 0xec, 0x56, 0x34, 0xe2, 0xf8, 0x24, 0x21, 0xb3, 0xfd, 0x62, 0xfa, 0x27, 0x48, 0x62, 0x38, 0x34, - 0xa5, 0x09, 0x05, 0x3e, 0xef, 0xf6, 0x07, 0x06, 0xdc, 0x9f, 0xbc, 0x45, 0x37, 0xee, 0xe6, 0xc9, 0xa0, 0x9c, 0xaf, 0x14, 0xf5, 0x5b, 0xe6, 0x4c, 0xef, 0x23, 0x50, 0xaf, 0x2d, 0x30, 0x57, 0xa5, - 0xd5, 0x29, 0x28, 0x3d, 0xa2, 0x17, 0xcb, 0x0b, 0xd6, 0x08, 0x03, 0xeb, 0xfa, 0x4f, 0xa4, 0x36, 0xbb, 0xf0, 0xd5, 0x0c, 0xd1, 0x43, 0x0a, 0xa6, 0xf1, 0x4a, 0x14, 0xe8, 0xf2, 0xdd, 0x4f, 0x22, - 0x47, 0xd6, 0xba, 0x4f, 0xd6, 0x5b, 0x5c, 0xc7, 0xb5, 0x04, 0x27, 0xe7, 0xa8, 0x63, 0x5d, 0x16, 0xcc, 0xaa, 0xe7, 0x36, 0x57, 0x9e, 0xc6, 0xa9, 0x04, 0xfd, 0xa6, 0x63, 0x2b, 0x54, 0xd4, 0xd6, - 0xea, 0x05, 0x50, 0x63, 0xb1, 0xfc, 0x52, 0x01, 0xdf, 0x5c, 0x60, 0xe3, 0x33, 0x2c, 0xd0, 0xb2, 0x21, 0x12, 0xe9, 0xe5, 0xde, 0x05, 0xfd, 0xed, 0xea, 0xc0, 0xee, 0xcc, 0xf7, 0x04, 0xa2, 0xa0, - 0xbd, 0x58, 0x1f, 0xf3, 0x1e, 0xab, 0x17, 0xcd, 0xd0, 0xd6, 0xaa, 0x54, 0xab, 0x31, 0xdd, 0x1c, -}; - - -uint8_t q7_conv_weight_1[16*3*25] = { - 0x4e, 0x37, 0x39, 0x36, 0xb1, 0xe7, 0x4f, 0x52, 0xf0, 0x48, 0xb0, 0xbf, 0x31, 0xcc, 0x0a, 0x51, 0xb0, 0x0e, 0x0a, 0xd5, 0xde, 0x47, 0xa1, 0x25, 0x25, 0xf3, 0x9c, 0x62, 0xba, 0xbe, 0x1c, 0x3c, - 0x4a, 0xd7, 0xff, 0xa0, 0x1a, 0x43, 0xe5, 0xa5, 0xf7, 0xa9, 0xb6, 0x57, 0x26, 0x9f, 0x55, 0xaa, 0x13, 0x0a, 0xf9, 0x13, 0xbe, 0x4a, 0x44, 0x3a, 0x46, 0x29, 0x04, 0x3e, 0x59, 0x9e, 0x11, 0x26, - 0x36, 0xa6, 0x2e, 0x5a, 0xe0, 0xa4, 0x06, 0xce, 0x09, 0x1b, 0x44, 0xea, 0xff, 0x9f, 0xc1, 0x43, 0xf9, 0x0e, 0x3f, 0x06, 0x5e, 0xa0, 0xdb, 0xfa, 0x23, 0x30, 0xe2, 0xad, 0x3d, 0x33, 0xdc, 0xe9, - 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0x01, 0x44, 0xdc, 0x5e, 0xaa, 0xac, 0xf2, 0x61, 0xc0, 0xad, 0xb0, 0xdc, 0x0e, 0x40, 0xc8, 0x20, -}; - - /* the dim for bias is ch_im_out */ - -uint8_t q7_conv_bias_0[16] = { - 0x08, 0xfd, 0x09, 0x06, 0x08, 0xf9, 0xfb, 0xfd, 0x02, 0xf8, 0x01, 0xf7, 0xf8, 0xf6, 0xf6, 0xff, -}; - -uint8_t q7_conv_bias_1[16] = { - 0xf6, 0xf6, 0xfb, 0xfb, 0x02, 0x07, 0xf7, 0x00, 0x07, 0xfe, 0xff, 0x00, 0xfc, 0xfb, 0x02, 0x01, -}; - -uint8_t q7_conv_bias_2[16] = { - 0xfa, 0xfb, 0x00, 0xfa, 0x01, 0x02, 0xfb, 0xf8, 0xfc, 0xfc, 0xfb, 0xfd, 0xfc, 0xfb, 0x04, 0x06, -}; - - /* the dim for result is ch_im_out * dim_im_out * dim_im_out */ - -uint8_t q7_conv_result_0[16*30*30] = { - 0x0d, 0x14, 0xfe, 0xfd, 0xfc, 0xfc, 0xfb, 0xfc, 0xf4, 0x04, 0xf4, 0xf7, 0x03, 0xf2, 0x05, 0xf4, 0xfd, 0xff, 0xf8, 0xec, 0x08, 0xff, 0xf4, 0x00, 0x02, 0xff, 0xfa, 0xff, 0xfb, 0xf9, 0xff, 0xff, - 0x00, 0x0c, 0xfe, 0x00, 0x06, 0x0a, 0xf5, 0x04, 0x04, 0x01, 0xfa, 0x02, 0xf9, 0xf6, 0x06, 0xf5, 0x10, 0xfd, 0x02, 0x0d, 0xf1, 0xfd, 0xf8, 0x09, 0xee, 0xfd, 0xf9, 0xef, 0xfd, 0xff, 0xfe, 0xf5, - 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0xf9, 0xf3, 0x02, 0x00, 0x05, 0xff, 0x01, 0x0a, 0x02, 0xf8, 0xf6, 0xfe, 0x08, 0x06, 0xe6, 0x00, 0xfb, 0x07, 0x01, 0x04, 0x13, 0xfd, 0xf9, 0xfe, 0xff, 0x08, 0x04, 0x00, 0x02, 0x0d, 0x02, 0xf5, - 0x05, 0xf7, 0xff, 0xff, 0x01, 0x01, 0x03, 0x08, 0xfe, 0xf6, 0x06, 0xfc, 0x04, 0x00, 0xf8, 0x0a, 0xe8, 0x05, 0x06, 0xf6, 0x0e, 0xf6, 0x04, 0x03, 0xff, 0x03, 0xfe, 0x07, 0xfc, 0x14, 0xfb, 0xf9, - 0x03, 0x0c, 0x06, 0x07, 0x09, 0x07, 0x09, 0xf2, 0xf4, 0x0c, 0x02, 0xfb, 0x0c, 0x00, 0x17, 0xfe, 0x0a, 0xf3, 0xfb, 0x00, 0xea, 0x04, 0xfc, 0x06, 0x0d, 0xf0, 0xfe, 0x04, 0xfc, 0xf6, 0xf9, 0x19, - 0xfe, 0xf8, 0xfe, 0x08, 0xff, 0x05, 0xfe, 0x03, 0xff, 0x0a, 0x02, 0x04, 0xfb, 0x0c, 0x00, 0xeb, 0x0a, 0xf5, 0x02, 0x0a, 0xf5, 0xfc, 0xf6, 0x0f, 0xfb, 0xf3, 0x00, 0xef, 0x01, 0xf4, 0x01, 0x05, -}; - -uint8_t q7_conv_result_1[16*32*32] = { - 0xfc, 0x03, 0x05, 0x00, 0x00, 0xff, 0x01, 0xfe, 0x01, 0x02, 0x03, 0x05, 0x04, 0x04, 0x00, 0x00, 0x04, 0x01, 0x00, 0x05, 0xfd, 0xf9, 0x03, 0xfd, 0xfe, 0x02, 0xff, 0x01, 0x01, 0xfe, 0x03, 0x00, - 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0xff, 0x0a, 0xfb, 0x05, 0x04, 0x04, 0x0e, 0xf1, 0xfb, 0x04, 0x01, 0x05, 0x00, 0x0a, 0xfd, 0xf7, 0x08, 0xf4, 0xfa, 0xfb, 0xfc, 0x0c, 0xff, 0x06, 0x08, 0xfe, 0xf2, 0xfe, 0x05, 0x02, 0xf8, 0xfe, - 0x05, 0xfd, 0xff, 0xfc, 0x06, 0xf8, 0xfe, 0x00, 0x01, 0x02, 0x01, 0x01, 0x0c, 0x03, 0xff, 0x04, 0x0e, 0x03, 0x02, 0x10, 0xfd, 0x00, 0xf8, 0xf8, 0xf8, 0x01, 0x04, 0xfd, 0x04, 0xf7, 0x03, 0xf9, - 0xff, 0x00, 0xf4, 0x01, 0xfd, 0x01, 0x06, 0x06, 0x0e, 0xfa, 0xff, 0xfe, 0xf8, 0xf8, 0xfe, 0xfd, 0xfd, 0xfd, 0x08, 0x04, 0x02, 0xf5, 0xfa, 0xfa, 0xfd, 0x02, 0xff, 0x04, 0x0c, 0xfe, 0xf5, 0x06, - 0x03, 0x01, 0xfc, 0x06, 0xf8, 0x0a, 0xff, 0xf9, 0xfa, 0xf7, 0xfb, 0xfe, 0x02, 0xfd, 0xfe, 0xfb, 0xf7, 0x07, 0xfe, 0x03, 0x0c, 0xf8, 0x02, 0x04, 0x08, 0xfa, 0x09, 0x09, 0x07, 0xfd, 0x06, 0xfb, -}; - -uint8_t q7_conv_result_3[16*32*32] = { - 0x05, 0x03, 0x0c, 0x04, 0x00, 0x0d, 0x01, 0x07, 0xfe, 0xff, 0x04, 0x00, 0xfc, 0x00, 0x08, 0xfc, 0xfe, 0xf9, 0x00, 0xfd, 0x00, 0x00, 0xf9, 0x09, 0x05, 0x03, 0x03, 0xff, 0xfd, 0x05, 0xfa, 0x04, - 0x05, 0xff, 0x01, 0xfb, 0xfa, 0x00, 0x01, 0x08, 0xfd, 0x03, 0xfa, 0x01, 0x04, 0x02, 0xfe, 0xfc, 0xf8, 0xfb, 0xfe, 0xfb, 0xf5, 0x02, 0xfe, 0x08, 0xfe, 0x00, 0xfa, 0xfe, 0x00, 0xfb, 0xfd, 0x07, - 0x02, 0xff, 0xf6, 0xfc, 0xf9, 0x01, 0x06, 0x07, 0x04, 0x03, 0xff, 0x04, 0xfc, 0xfd, 0x00, 0x0c, 0x01, 0xfc, 0x06, 0x03, 0x08, 0xff, 0xf2, 0x00, 0xff, 0x07, 0xfe, 0x08, 0x04, 0x00, 0x02, 0xfc, - 0x03, 0x01, 0xfe, 0xfb, 0xfb, 0x00, 0x03, 0x04, 0xf4, 0x00, 0xfd, 0xee, 0xf5, 0x0c, 0x04, 0xfe, 0xf3, 0x0a, 0xfc, 0xff, 0x05, 0xfe, 0xfc, 0xfd, 0xff, 0x08, 0x02, 0xff, 0xff, 0x00, 0x01, 0x09, - 0x01, 0xfb, 0xf9, 0xfc, 0xf4, 0x03, 0xfd, 0xfc, 0x06, 0x05, 0x03, 0xf6, 0x03, 0xfd, 0xf5, 0x03, 0xfa, 0x05, 0x07, 0x01, 0x01, 0xfc, 0x04, 0xfd, 0xf5, 0x03, 0x08, 0xfd, 0x03, 0xfa, 0xf8, 0xfc, - 0x0f, 0x08, 0x06, 0x08, 0x05, 0xf7, 0xf9, 0xfe, 0xfe, 0x02, 0x0c, 0x00, 0xf7, 0xfe, 0x07, 0x01, 0x03, 0x02, 0x04, 0xfa, 0x02, 0xfc, 0x00, 0x05, 0xff, 0x02, 0x02, 0xf9, 0x04, 0x02, 0x02, 0x06, - 0x00, 0x01, 0xf9, 0xf6, 0x02, 0x08, 0x11, 0x09, 0xfd, 0xfe, 0xfb, 0x02, 0x0a, 0xf6, 0xfd, 0x01, 0xf9, 0xff, 0x09, 0x02, 0x0a, 0x07, 0x04, 0x00, 0x03, 0xfc, 0x00, 0x05, 0x02, 0x00, 0xff, 0x02, - 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0x04, 0xfe, 0xfd, 0xfa, 0x06, 0x03, 0x01, 0x03, 0xfd, 0x01, 0x01, 0x06, 0xf8, 0xf5, 0x08, 0x02, 0xfb, 0xfd, 0xff, 0x00, 0xf9, 0x01, 0xfd, 0x02, 0x06, 0x02, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, - 0xf8, 0xfa, 0xfc, 0x03, 0xff, 0x02, 0xfe, 0xf5, 0x05, 0xff, 0x00, 0xfb, 0xfe, 0x00, 0xfa, 0x06, 0x00, 0x00, 0x02, 0xfe, 0x05, 0x01, 0x03, 0xfd, 0xfc, 0xfb, 0x05, 0x05, 0x00, 0xfd, 0x01, 0x06, -}; - - -uint8_t q7_conv_result_5[16*26*26] = { - 0xee, 0x09, 0x00, 0xec, 0x10, 0x0b, 0xf9, 0xf3, 0x04, 0xfd, 0xff, 0x09, 0xf4, 0xeb, 0xfc, 0x00, 0xfe, 0xef, 0xfb, 0x08, 0xfe, 0xf3, 0x01, 0x02, 0xfc, 0x07, 0x00, 0x03, 0xfc, 0xf7, 0xfd, 0xfc, - 0x0a, 0x06, 0xe9, 0xf1, 0x02, 0x03, 0x0b, 0xfd, 0xf7, 0xed, 0x00, 0x0a, 0xfd, 0x02, 0x02, 0xf0, 0xfe, 0x14, 0xf8, 0x01, 0x0a, 0xf7, 0xfb, 0x09, 0x02, 0xf6, 0x18, 0xfb, 0xf7, 0xfe, 0x00, 0xfe, - 0x00, 0x0e, 0xf5, 0x06, 0xf7, 0x01, 0xff, 0x07, 0x01, 0x00, 0x09, 0x0d, 0x05, 0xf5, 0xfe, 0xf9, 0x02, 0x05, 0x03, 0x07, 0x0c, 0xef, 0xf7, 0x14, 0x14, 0xff, 0x00, 0xf8, 0xfa, 0xf8, 0x17, 0x02, - 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- -uint8_t q7_conv_result_10[15*27*27] = { - 0x00, 0x12, 0x01, 0x0a, 0x04, 0x0d, 0xf8, 0xed, 0xf9, 0xff, 0xfb, 0x01, 0x09, 0x06, 0x01, 0xf9, 0x01, 0x04, 0x05, 0x05, 0xff, 0x04, 0xfe, 0xfb, 0xff, 0x03, 0x01, 0xfc, 0xed, 0x09, 0x07, 0x0d, - 0x0c, 0x05, 0x00, 0xf9, 0xf9, 0xf6, 0x07, 0xf4, 0x0d, 0xfd, 0xfb, 0x0a, 0xf0, 0x06, 0x05, 0xf5, 0xfa, 0x04, 0xfa, 0x0c, 0x00, 0xfd, 0xfe, 0xf8, 0x03, 0x07, 0xff, 0x02, 0x07, 0x02, 0xfa, 0x00, - 0x03, 0x08, 0xfe, 0x05, 0x00, 0x02, 0x0c, 0xfe, 0x09, 0xf7, 0x08, 0xff, 0x02, 0x0c, 0xfc, 0x0f, 0xf6, 0xfe, 0x00, 0x00, 0xfe, 0x01, 0x0e, 0x06, 0x0b, 0xf8, 0x0c, 0x10, 0xfe, 0x02, 0x0a, 0x02, - 0x0b, 0x02, 0xf7, 0xff, 0xf4, 0xfb, 0xf8, 0x12, 0x11, 0xf8, 0xf6, 0x08, 0x04, 0xfe, 0x0a, 0xff, 0x06, 0xfd, 0x09, 0xfe, 0xfc, 0xf5, 0xfc, 0x02, 0xff, 0xfe, 0x0d, 0xf6, 0xff, 0x00, 0xfe, 0x02, - 0xfd, 0x03, 0x00, 0x00, 0xf0, 0x06, 0xf6, 0xf5, 0xfd, 0xff, 0xfc, 0xff, 0xfa, 0xfa, 0x05, 0xfb, 0x0c, 0xf5, 0x04, 0x04, 0xf7, 0xfb, 0xf8, 0xfc, 0xfd, 0x00, 0x00, 0x06, 0x06, 0xf2, 0x03, 0xfb, - 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- -uint8_t q7_conv_result_15[15*9*9] = { - 0xf2, 0xfe, 0x05, 0xf5, 0x00, 0x09, 0x15, 0x0d, 0x08, 0x00, 0x10, 0xed, 0xf6, 0x03, 0x07, 0x04, 0xf0, 0xf1, 0x09, 0xf6, 0x02, 0xfe, 0xfd, 0x02, 0x06, 0xfe, 0xf7, 0xf4, 0xff, 0x03, 0x10, 0x0b, - 0xfc, 0xf0, 0x02, 0xee, 0x05, 0xff, 0xfb, 0x06, 0x03, 0x09, 0xef, 0xf4, 0x0c, 0xf2, 0xfb, 0x10, 0x0b, 0x11, 0xf8, 0xf2, 0x0d, 0x01, 0x00, 0x16, 0xfb, 0xf7, 0x05, 0xf1, 0x0b, 0x0b, 0xfa, 0x12, - 0xec, 0xf3, 0x0e, 0xfa, 0x06, 0x0b, 0x01, 0xee, 0x0c, 0xfb, 0x01, 0x09, 0x05, 0xfe, 0xf5, 0xf8, 0xee, 0xfb, 0xfd, 0xff, 0x05, 0x0b, 0xf1, 0x06, 0xf7, 0x11, 0x09, 0xf4, 0xf0, 0xfa, 0x01, 0x0a, - 0x09, 0x02, 0x07, 0x03, 0x01, 0x00, 0x0f, 0x13, 0x12, 0x05, 0xfd, 0xff, 0xfd, 0x06, 0xf6, 0xfc, 0xfc, 0x05, 0x08, 0xf8, 0x03, 0x08, 0xe1, 0xff, 0x03, 0xff, 0x0f, 0xef, 0x02, 0x03, 0xfa, 0x04, - 0xfe, 0x03, 0xe4, 0x02, 0xf0, 0xef, 0xfd, 0x11, 0x01, 0xee, 0xf5, 0xff, 0x09, 0x0f, 0xeb, 0xf4, 0xfe, 0x09, 0xee, 0xf3, 0xee, 0x03, 0x0d, 0x06, 0x0c, 0xf1, 0x12, 0xff, 0xe8, 0x02, 0x0e, 0xfa, - 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0x0d, 0xff, 0x04, 0x02, 0x00, 0x0e, 0xf0, 0xf6, 0x01, 0x05, 0xfd, 0xf2, 0xf1, 0xfc, 0xfa, 0xf3, 0xfc, 0x0d, 0xfb, 0xf3, 0xff, 0xf6, 0xf6, 0x0b, 0x08, 0x0f, 0xff, 0x01, 0x00, 0xfa, 0x0b, 0xff, - 0x06, 0xf8, 0xf3, 0x02, 0x0c, 0xf7, 0xfb, 0xf5, 0x17, 0xee, 0xfa, 0xfa, 0xfe, 0xec, 0x1d, 0xee, 0x04, 0xf0, 0x03, 0x08, 0xfb, 0x04, 0x0a, 0x0d, 0xfb, 0x0a, 0x01, 0x05, 0x0d, 0x02, 0x08, 0xf9, - 0xf4, 0xfb, 0xfb, 0x06, 0x08, 0x01, 0x01, 0xfb, 0x02, 0x06, 0x00, 0xfc, 0xf6, 0xef, 0xfc, 0x04, 0xf0, 0xec, 0x04, 0x02, 0x15, 0xf6, 0xfa, 0x11, 0x06, 0xfe, 0x00, 0x03, 0xfa, 0xfd, 0xf5, -}; - diff --git a/tests/validation_xt800/valid_data/q7_conv_basic.dat b/tests/validation_xt800/valid_data/q7_conv_basic.dat deleted file mode 100644 index c3da5a4d..00000000 --- a/tests/validation_xt800/valid_data/q7_conv_basic.dat +++ /dev/null @@ -1,16299 +0,0 @@ - /* --------------------------------------------------------------------------- - * Copyright (C) 2016 CSKY Limited. All rights reserved. - * - * Redistribution and use of this software in source and binary forms, - * with or without modification, are permitted provided that the following - * conditions are met: - * * Redistributions of source code must retain the above copyright notice, - * this list of conditions and the following disclaimer. - * * Redistributions in binary form must reproduce the above copyright notice, - * this list of conditions and the following disclaimer in the documentation - * and/or other materials provided with the distribution. - * * Neither the name of CSKY Ltd. nor the names of CSKY's contributors may - * be used to endorse or promote products derived from this software without - * specific prior written permission of CSKY Ltd. - * - * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" - * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, - * THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR - * PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS - * BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, - * OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF - * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS - * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN - * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) - * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF - * THE POSSIBILITY OF SUCH DAMAGE. - * -------------------------------------------------------------------------- */ - - /* for input data, the dim is ch_im_in*dim_im_in*dim_im_in */ - -uint8_t q7_conv_input_0[16*32*32] = { - 0x0a, 0x08, 0xd5, 0x1e, 0x20, 0xe4, 0xcf, 0x21, 0x1e, 0xba, 0x1c, 0x10, 0xc5, 0x9e, 0xf9, 0xfd, 0x3b, 0x21, 0x1f, 0xf8, 0x9c, 0x30, 0x55, 0x5a, 0x20, 0x45, 0x5f, 0x9e, 0xed, 0x05, 0xc6, 0x2c, - 0x1e, 0xe7, 0x4d, 0xda, 0x18, 0x27, 0x61, 0x00, 0xa9, 0xd0, 0x12, 0x34, 0xd7, 0x08, 0x07, 0xaf, 0xfd, 0x51, 0x0a, 0x31, 0x3c, 0xa4, 0xc8, 0x1b, 0x4a, 0xc7, 0x59, 0xbf, 0x33, 0x41, 0x08, 0xd8, - 0x62, 0xf1, 0x2c, 0x15, 0x03, 0x16, 0xd9, 0xc9, 0x2b, 0x59, 0x1c, 0x42, 0xa1, 0x1b, 0x52, 0xc1, 0x0a, 0xcf, 0xd8, 0xce, 0xd1, 0xbd, 0x9d, 0xec, 0x09, 0x5f, 0x21, 0x4c, 0x59, 0xfe, 0xff, 0x40, - 0x13, 0x4f, 0xcd, 0x21, 0x48, 0x0f, 0xc0, 0xdb, 0xb9, 0x0a, 0x05, 0xf8, 0xbd, 0xc8, 0xaf, 0xfd, 0xda, 0x23, 0x46, 0x19, 0xe3, 0x25, 0x3f, 0x30, 0xf7, 0x2c, 0x1b, 0xd9, 0x4b, 0xa7, 0xfe, 0x2c, - 0xb2, 0xad, 0x04, 0x56, 0xe4, 0xb6, 0xa2, 0x17, 0xbb, 0xfe, 0x58, 0x9c, 0xaf, 0xff, 0xbc, 0xbf, 0xae, 0x4d, 0xc4, 0xfb, 0x27, 0x3a, 0xab, 0x11, 0xa7, 0xca, 0xed, 0xf1, 0xf1, 0x08, 0x24, 0x01, - 0x09, 0x30, 0x1d, 0xd5, 0x58, 0xc4, 0xca, 0xc5, 0xfa, 0xc0, 0xfc, 0x11, 0x2d, 0x5e, 0xcd, 0xe3, 0xee, 0x39, 0xd7, 0x3d, 0x3f, 0x62, 0x40, 0xc1, 0xd9, 0xb3, 0x1a, 0xea, 0x17, 0x43, 0x2e, 0xd2, - 0xf8, 0x0b, 0x4d, 0xee, 0x39, 0xd5, 0xde, 0x2f, 0xd9, 0xd2, 0x0f, 0x49, 0x63, 0xf7, 0xef, 0xe8, 0xdd, 0xfc, 0xe4, 0x49, 0x1d, 0xb0, 0xb1, 0xfb, 0xbf, 0xb5, 0xf5, 0x3b, 0x2a, 0xf2, 0xb1, 0xd6, - 0x11, 0xb0, 0x2b, 0x09, 0xef, 0x26, 0x55, 0x30, 0x0d, 0xd5, 0xd9, 0x61, 0xd9, 0xa1, 0xa9, 0x23, 0x0b, 0xec, 0xae, 0xdf, 0xf9, 0x5a, 0x06, 0x4f, 0x18, 0x01, 0x4b, 0x4c, 0xa0, 0xd8, 0xf0, 0xe9, - 0x2b, 0x0f, 0xc2, 0xf3, 0xed, 0xff, 0x09, 0xa6, 0xee, 0xcd, 0x0c, 0x1e, 0xbb, 0xad, 0xcd, 0x38, 0xea, 0x62, 0xc0, 0x05, 0xb0, 0x25, 0xa4, 0xfb, 0x0a, 0xf1, 0xe4, 0xb3, 0xd4, 0x5e, 0x40, 0xe3, - 0x02, 0x4a, 0x0a, 0x09, 0x1e, 0x1a, 0x39, 0x63, 0x17, 0xc6, 0x9f, 0x54, 0xd8, 0x3e, 0xbc, 0xfa, 0xcc, 0xbd, 0x5a, 0xab, 0x2d, 0xe3, 0x5d, 0xdf, 0x25, 0xd9, 0xe1, 0xfd, 0x38, 0x5b, 0xbf, 0x02, - 0xd3, 0xe7, 0x4b, 0x47, 0x0e, 0xbe, 0xb1, 0xa9, 0x1f, 0xc5, 0xaf, 0x4d, 0xde, 0xa3, 0xf1, 0x1e, 0x0a, 0x26, 0x45, 0xbd, 0x1d, 0xf2, 0xa4, 0x37, 0x4a, 0x13, 0x2f, 0x48, 0x5b, 0x13, 0x51, 0x05, - 0x53, 0xaa, 0xb6, 0x1d, 0xf9, 0x55, 0x52, 0xec, 0x40, 0x17, 0x45, 0x37, 0xaa, 0xb7, 0x56, 0x16, 0xe7, 0xd2, 0x21, 0xa4, 0xe9, 0xd5, 0xd1, 0x4c, 0xac, 0xd6, 0x33, 0x41, 0x62, 0xdf, 0xbc, 0x44, - 0x56, 0x37, 0x5d, 0xa4, 0x1e, 0xa8, 0x4b, 0xb3, 0x3c, 0x2c, 0xd6, 0x52, 0xc7, 0xb9, 0x29, 0x1b, 0x9f, 0x50, 0xb0, 0x59, 0xd6, 0xa6, 0xe0, 0x9d, 0x27, 0x20, 0xcd, 0x52, 0x1b, 0x56, 0x13, 0xe9, - 0xd7, 0xf6, 0x0c, 0x31, 0xca, 0x5e, 0x2d, 0x21, 0xcf, 0x24, 0x0b, 0x50, 0xe4, 0xcb, 0x1d, 0xd2, 0xb9, 0xc3, 0xf8, 0x1b, 0x4d, 0xee, 0xc8, 0xe5, 0xd4, 0x46, 0xd6, 0x9c, 0x2a, 0x05, 0x41, 0xfc, - 0x58, 0xe6, 0x44, 0x22, 0x54, 0xb1, 0xce, 0xdc, 0xd9, 0xb2, 0xc0, 0x10, 0x62, 0xf8, 0x39, 0x1d, 0xb5, 0xe7, 0x58, 0x14, 0x33, 0xf7, 0x4d, 0x3d, 0x9f, 0x0d, 0xf9, 0xee, 0xf6, 0xf2, 0x1d, 0xeb, - 0x16, 0xd0, 0xf4, 0x51, 0x0b, 0x33, 0x9f, 0xdd, 0xb0, 0x23, 0xda, 0xba, 0x0b, 0x3f, 0xf9, 0x32, 0x0a, 0xc2, 0x07, 0x40, 0x13, 0xe0, 0xb6, 0xf1, 0xcd, 0x39, 0xdb, 0x9d, 0xbc, 0x4f, 0xb6, 0xcd, - 0x51, 0xd3, 0xf6, 0xf3, 0xe8, 0xf4, 0x3f, 0xba, 0x20, 0xe7, 0x3e, 0x08, 0xf2, 0xe7, 0xfd, 0x12, 0xd7, 0x2d, 0xfa, 0x16, 0xea, 0x57, 0xdd, 0xb4, 0x3e, 0x5a, 0x23, 0x4a, 0xe3, 0x07, 0xe7, 0x5f, - 0x0a, 0x15, 0xaf, 0x09, 0xbd, 0xc0, 0xa2, 0x50, 0xb2, 0xd8, 0x2f, 0x59, 0x26, 0xb9, 0x41, 0xec, 0x27, 0x0a, 0xc7, 0xe0, 0xd8, 0xee, 0x05, 0x47, 0xac, 0xa8, 0xca, 0xfa, 0x20, 0x1f, 0xce, 0x28, - 0xc9, 0xc6, 0x27, 0xfb, 0x0f, 0xab, 0x23, 0xa0, 0xf8, 0x55, 0x4c, 0x1d, 0x5a, 0x20, 0x62, 0x5a, 0xb6, 0x9e, 0x06, 0x46, 0xc9, 0x0e, 0x0d, 0x37, 0x38, 0xe0, 0xff, 0xa3, 0xc5, 0xf8, 0x35, 0xd6, - 0xfe, 0xca, 0xd6, 0x32, 0x02, 0x0b, 0xbe, 0xf1, 0x38, 0xed, 0xc7, 0x58, 0xdc, 0xf3, 0x56, 0x32, 0xc2, 0xe4, 0x3b, 0xb0, 0x9d, 0xd6, 0xbc, 0xd4, 0x61, 0xa6, 0x3a, 0x10, 0x48, 0xe6, 0xf9, 0x53, - 0x39, 0xa3, 0x60, 0x61, 0xdb, 0xf0, 0xb8, 0xd1, 0x40, 0xfb, 0x9f, 0x31, 0xd8, 0x09, 0x4d, 0x28, 0x9e, 0xc0, 0xc7, 0xb7, 0x50, 0xf7, 0xa5, 0x15, 0xa5, 0x17, 0x0a, 0xb9, 0x30, 0xdb, 0x38, 0xaa, - 0x25, 0x56, 0x4e, 0x1d, 0x9c, 0x1a, 0xd2, 0xf9, 0xf7, 0x5b, 0xc6, 0x57, 0x56, 0xae, 0xca, 0xee, 0xb7, 0x06, 0xa0, 0xd5, 0xca, 0x4e, 0x5c, 0xe5, 0x1e, 0xd1, 0xe3, 0xec, 0xe7, 0x1f, 0x22, 0xed, - 0x63, 0xbd, 0xf3, 0x1b, 0xcd, 0xf3, 0xc2, 0xd4, 0xf9, 0x59, 0xb3, 0x10, 0xe7, 0xe4, 0x9e, 0xaf, 0x2d, 0xc6, 0xee, 0xd2, 0xa1, 0x25, 0x5a, 0xed, 0x27, 0xda, 0xa5, 0x48, 0xa3, 0xc6, 0x9e, 0x23, - 0xc3, 0x02, 0xec, 0x57, 0x2c, 0xbb, 0xf5, 0xbb, 0x12, 0xae, 0xf8, 0xf4, 0xf8, 0xf8, 0xcd, 0xb4, 0x02, 0x53, 0x5c, 0x09, 0x2f, 0x1f, 0x30, 0xa1, 0x34, 0x2e, 0xfe, 0xde, 0xa0, 0xdc, 0xcf, 0xb4, - 0xf8, 0xf4, 0x1c, 0x5e, 0xb2, 0xf9, 0x4d, 0xc3, 0xcf, 0x5c, 0xb6, 0x3d, 0x3e, 0xef, 0x39, 0x4d, 0xe4, 0xc8, 0x43, 0x31, 0xcd, 0xa4, 0x33, 0x9f, 0xc7, 0x4f, 0x2e, 0xac, 0xe9, 0xd8, 0xbf, 0x21, - 0xfa, 0xbe, 0xd8, 0xe0, 0xbb, 0x17, 0x5d, 0xf3, 0x08, 0x14, 0x27, 0x3e, 0x5c, 0xbf, 0xd7, 0x56, 0xb1, 0x26, 0x9e, 0xb1, 0xd3, 0x4e, 0xde, 0x42, 0xd6, 0xce, 0xd4, 0xce, 0x5d, 0xf8, 0x41, 0xc8, - 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- -uint8_t q7_conv_input_1[16*32*32] = { - 0xbf, 0x58, 0xe9, 0x27, 0xf3, 0x17, 0xe2, 0x13, 0xab, 0xc9, 0x40, 0xe0, 0xbf, 0x25, 0xc1, 0xed, 0x39, 0xad, 0x1c, 0xfd, 0xae, 0x31, 0xf2, 0x14, 0x11, 0xbe, 0x02, 0xa7, 0x1e, 0xf2, 0x22, 0x40, - 0x5f, 0xb7, 0x56, 0x53, 0x11, 0x4c, 0xf2, 0x28, 0x53, 0xef, 0xae, 0xbe, 0x1e, 0x08, 0xb8, 0xff, 0xb4, 0xb8, 0x26, 0xb6, 0xee, 0x22, 0xc3, 0x1f, 0xf0, 0x31, 0x3d, 0xe5, 0xac, 0x38, 0xc5, 0xee, - 0x3e, 0xfe, 0xc5, 0x9d, 0x57, 0xe3, 0xbe, 0xfd, 0x4d, 0xc2, 0x09, 0xec, 0x5d, 0xce, 0x4b, 0x11, 0xdc, 0x3d, 0x0c, 0xcd, 0x2b, 0x50, 0x00, 0xd8, 0x54, 0xf7, 0xf5, 0x06, 0xb1, 0xc2, 0xee, 0xe5, - 0xa3, 0x37, 0x16, 0xbb, 0xeb, 0x2a, 0xf7, 0xf6, 0x58, 0x12, 0x02, 0xdc, 0x00, 0x1a, 0xba, 0x5c, 0x22, 0xa9, 0x4e, 0xb7, 0x4f, 0xf5, 0xb4, 0x3a, 0xb3, 0xb2, 0xb4, 0x0c, 0x11, 0xef, 0xea, 0x1a, - 0x0e, 0x55, 0xb4, 0x2d, 0x4b, 0x4b, 0xd6, 0xab, 0x18, 0x50, 0x16, 0x1e, 0x0b, 0xba, 0x20, 0x16, 0x50, 0x33, 0xfd, 0x53, 0x24, 0x50, 0x0d, 0x18, 0xf1, 0x5f, 0x54, 0x32, 0xe3, 0xad, 0xb0, 0xc5, - 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0xa5, 0x21, 0x05, 0x42, 0x49, 0xf9, 0xbe, 0xce, 0x59, 0x41, 0x23, 0xb6, 0x20, 0xe1, 0x13, 0xcb, 0x06, 0xa0, 0xa4, 0x2d, 0x36, 0x5a, 0x24, 0x23, 0xc3, 0xee, 0xe7, 0x35, 0x39, 0x04, 0xe3, 0xcd, - 0x46, 0xdd, 0xe6, 0xf0, 0xbd, 0x5e, 0xed, 0xad, 0x04, 0x04, 0xc3, 0xb4, 0xf5, 0xfe, 0xf7, 0x5c, 0x5a, 0x56, 0x3d, 0xdc, 0x02, 0xc2, 0x5e, 0xd4, 0x21, 0x34, 0x2c, 0xfa, 0xdb, 0x26, 0x41, 0xa6, - 0x00, 0xf4, 0xb8, 0x31, 0xbb, 0xab, 0xe9, 0x3c, 0x4e, 0x39, 0x57, 0xa1, 0xba, 0x3e, 0xc8, 0xec, 0xf4, 0x56, 0xc4, 0x19, 0xf6, 0x9d, 0xaa, 0x1f, 0xf6, 0xad, 0x25, 0x2f, 0x3c, 0x03, 0x41, 0xd1, - 0x51, 0xc2, 0xf5, 0xe9, 0xe1, 0xf2, 0xdf, 0x44, 0x39, 0x28, 0xcc, 0x1b, 0x40, 0x36, 0xf1, 0xc6, 0xe7, 0x53, 0x12, 0xd0, 0xc5, 0xdb, 0xc2, 0x19, 0x63, 0x5a, 0xd2, 0xc8, 0x48, 0x3b, 0xa1, 0x22, - 0x34, 0xa9, 0xdc, 0x0f, 0x39, 0x30, 0xeb, 0xbb, 0x2c, 0xaa, 0xd1, 0x9d, 0xec, 0x08, 0x15, 0x17, 0x07, 0xfa, 0xeb, 0x3d, 0xd7, 0x08, 0xdb, 0x19, 0xf8, 0xd2, 0x18, 0xe1, 0xb6, 0xe2, 0x4b, 0xcf, - 0xd7, 0xee, 0xde, 0xa5, 0x53, 0xef, 0x43, 0x47, 0xac, 0x10, 0xd7, 0xb5, 0x25, 0xe6, 0xeb, 0x21, 0x18, 0xb6, 0x51, 0xa9, 0xbe, 0xeb, 0xae, 0xa8, 0x36, 0x41, 0x13, 0x2f, 0x29, 0xa4, 0x4c, 0x63, - 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0xc6, 0x2a, 0xd6, 0x24, 0x08, 0xd7, 0xb9, 0xa2, 0x1b, 0x44, 0x4c, 0x0a, 0xcd, 0xf4, 0xeb, 0x0d, 0xa2, 0x28, 0xd0, 0x48, 0x39, 0x0e, 0xca, 0x4a, 0x62, 0x26, 0xfa, 0xd3, 0x36, 0x9d, 0xb7, 0xf3, - 0x3f, 0x34, 0xeb, 0x1b, 0xfb, 0x4b, 0xd9, 0x54, 0xe2, 0xd1, 0x23, 0xbe, 0xc2, 0xc5, 0x0e, 0x42, 0x56, 0x17, 0x13, 0x2e, 0x2c, 0xf0, 0xa0, 0x18, 0x57, 0xc2, 0xb6, 0xf1, 0xc1, 0x4d, 0x12, 0xca, - 0x20, 0x23, 0xa3, 0xf9, 0xbe, 0xa8, 0x16, 0xc6, 0x5d, 0xc3, 0x46, 0xaa, 0x0a, 0xfd, 0x51, 0x4f, 0xce, 0x4b, 0xa5, 0xaa, 0x06, 0xf6, 0x13, 0x3c, 0x4d, 0x12, 0xec, 0x17, 0xd1, 0x58, 0x2b, 0xb0, -}; - -uint8_t q7_conv_input_2[16*32*32] = { - 0x58, 0xe5, 0x2f, 0x11, 0xf9, 0x11, 0x3f, 0xfb, 0xc5, 0x14, 0x19, 0xe1, 0x0f, 0xa1, 0xb4, 0xf6, 0x3a, 0x13, 0x2f, 0xe7, 0x14, 0x4e, 0xa1, 0x9f, 0xf8, 0xdb, 0x4e, 0x9e, 0x25, 0xd6, 0x9c, 0xd2, - 0x10, 0x1e, 0x54, 0xb8, 0xbb, 0xc9, 0x4e, 0x1b, 0xce, 0x50, 0x41, 0xdc, 0x55, 0x38, 0xc3, 0xd6, 0x63, 0xa6, 0x4a, 0xde, 0xc3, 0x12, 0x5a, 0xc1, 0x2b, 0xc9, 0x1e, 0x44, 0xc1, 0x03, 0xc7, 0xe8, - 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- /* for weight, the dim is ch_im_out * ch_im_in *kernel_length */ - -uint8_t q7_conv_weight_0[32*16*9] = { - 0x0f, 0xc4, 0x28, 0x3c, 0xf3, 0x0f, 0x24, 0xff, 0x30, 0x17, 0x46, 0xef, 0x4c, 0xe5, 0xdf, 0xea, 0x28, 0x9e, 0x2c, 0xde, 0xec, 0x14, 0x51, 0x10, 0x03, 0x1e, 0xf9, 0x46, 0x5d, 0xe1, 0xac, 0x33, - 0x04, 0xc6, 0xb1, 0x9f, 0x4a, 0x36, 0xe6, 0x2d, 0x56, 0xbe, 0x59, 0x22, 0x03, 0xb3, 0x01, 0x9c, 0xbf, 0x52, 0xda, 0xdb, 0xb7, 0xcc, 0xaf, 0x9d, 0x1e, 0xda, 0x5b, 0x58, 0x36, 0x18, 0x40, 0x2a, - 0x5c, 0x26, 0xc8, 0xdb, 0x27, 0xb7, 0x2a, 0x41, 0xda, 0xb0, 0xb7, 0x0a, 0xae, 0x19, 0x3b, 0x62, 0xc7, 0x51, 0xe7, 0xc1, 0x4b, 0xa1, 0x27, 0x17, 0xba, 0x5a, 0x08, 0xc2, 0xc4, 0xe7, 0x3e, 0xc1, - 0x0a, 0xe3, 0x23, 0xa7, 0xb6, 0x4d, 0x13, 0x59, 0xc0, 0xe8, 0xe0, 0x2c, 0xa5, 0xf4, 0xf7, 0xdd, 0xaf, 0x0f, 0xe2, 0x3a, 0x57, 0x4d, 0xa8, 0xd6, 0x5b, 0x58, 0xb5, 0x16, 0x31, 0xbc, 0xd7, 0x0c, - 0xc2, 0x36, 0xae, 0x24, 0x33, 0xcb, 0x11, 0xec, 0xb0, 0xcc, 0xab, 0xb4, 0xf0, 0x2f, 0x09, 0xb8, 0xb1, 0xf3, 0xb6, 0xae, 0x0d, 0x51, 0x42, 0x5d, 0x36, 0x0b, 0xfa, 0xd0, 0xe9, 0xf4, 0xa7, 0xf4, - 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0xcc, 0x4c, 0x9e, 0x4d, 0xe3, 0x23, 0x06, 0xef, 0x23, 0x4e, 0x2d, 0xb9, 0x62, 0x43, 0xff, 0x24, 0xe3, 0x2c, 0x52, 0xe1, 0xaa, 0xb2, 0x2e, 0x2b, 0x38, 0xd6, 0xaa, 0xdc, 0x4d, 0x25, 0xdb, 0x45, - 0xa6, 0x33, 0xd0, 0xe4, 0x24, 0x48, 0xf2, 0x33, 0x1b, 0x57, 0x0a, 0xb2, 0x11, 0x28, 0x5b, 0xa8, 0x62, 0xa4, 0xbd, 0x2f, 0x54, 0x2e, 0xb7, 0xeb, 0xcf, 0x33, 0xe3, 0x46, 0xeb, 0x22, 0x14, 0xad, - 0x4b, 0x59, 0xae, 0xa0, 0x16, 0x02, 0xf6, 0xf3, 0x62, 0x3c, 0x9e, 0xe9, 0x31, 0xbe, 0x4a, 0xb2, 0x0a, 0xbe, 0xb3, 0xf4, 0xe4, 0x59, 0x61, 0xc1, 0x11, 0x13, 0xdc, 0x1b, 0xc6, 0xbe, 0x42, 0xda, - 0x17, 0xec, 0xa5, 0xc2, 0x2c, 0x40, 0xe0, 0xbb, 0x4a, 0xdc, 0xd2, 0xba, 0xeb, 0x1c, 0x1a, 0xa7, 0xae, 0xde, 0x51, 0xe6, 0x9d, 0xca, 0x33, 0x57, 0xa2, 0x14, 0xe1, 0xe8, 0x29, 0xbd, 0xc4, 0xe5, - 0x58, 0x13, 0x36, 0xf6, 0x51, 0xaa, 0x45, 0x06, 0xe2, 0xa6, 0x43, 0xb7, 0xd6, 0xae, 0xe2, 0xc1, 0xa2, 0x24, 0x61, 0xc2, 0xf5, 0x5d, 0x5c, 0x03, 0xf2, 0x4b, 0xe8, 0xe9, 0xf0, 0x44, 0x04, 0xf1, - 0xdf, 0xc6, 0xdc, 0x5e, 0x3c, 0xbe, 0x38, 0x16, 0xb6, 0x28, 0xed, 0x1b, 0xee, 0x48, 0x54, 0x45, 0xb9, 0xbd, 0xfb, 0x2f, 0x07, 0xde, 0xc1, 0xfb, 0xee, 0xec, 0x0c, 0xb1, 0xd6, 0x0c, 0xbb, 0xc8, - 0xbb, 0x48, 0x4b, 0x59, 0xda, 0x9c, 0x1b, 0x06, 0xfb, 0xca, 0xfa, 0x11, 0xec, 0xb1, 0x33, 0x0a, 0xbc, 0xed, 0xc2, 0xdc, 0xee, 0x3f, 0x34, 0xb9, 0xfb, 0xb4, 0xc2, 0xf7, 0x55, 0xab, 0xc6, 0x39, -}; - -uint8_t q7_conv_weight_1[16*16*25] = { - 0xa6, 0xed, 0x1e, 0x5d, 0x53, 0x20, 0xbd, 0xff, 0x13, 0x03, 0x5b, 0x48, 0xcc, 0x3c, 0xfa, 0xe3, 0xd7, 0x0e, 0x3f, 0x9c, 0x08, 0xc1, 0x08, 0xa6, 0x26, 0x1a, 0xb9, 0x51, 0x43, 0x4e, 0xbc, 0x9e, - 0x12, 0x9d, 0x2a, 0x37, 0x9c, 0xdf, 0x10, 0x5f, 0xcd, 0x36, 0xf5, 0xac, 0x4a, 0x2e, 0x59, 0x00, 0xb8, 0x9d, 0x07, 0x62, 0xad, 0xa7, 0x25, 0xd4, 0x41, 0x36, 0x0b, 0x04, 0x30, 0x24, 0x59, 0xb7, - 0x40, 0xf4, 0xa6, 0xce, 0x52, 0xc5, 0x9c, 0x56, 0x0f, 0x35, 0xf3, 0xb7, 0xf1, 0x0f, 0x19, 0xa3, 0x2b, 0x00, 0x5a, 0xc2, 0xdc, 0xaf, 0x05, 0xe4, 0xe6, 0x31, 0xf0, 0xbb, 0xd2, 0xa7, 0x3a, 0x24, - 0xe1, 0xc2, 0xfd, 0x16, 0x5d, 0xca, 0xb0, 0xcc, 0x10, 0xca, 0xa3, 0xcb, 0x03, 0xdc, 0xce, 0x00, 0x61, 0x04, 0xff, 0x5e, 0x44, 0x53, 0xd0, 0x42, 0xd5, 0xb1, 0xab, 0xab, 0x5e, 0xd3, 0xa1, 0xad, - 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0xb3, 0xeb, 0x44, 0x15, 0x2f, 0xec, 0xc0, 0x4b, 0xf9, 0xb4, 0x1d, 0x62, 0x3e, 0x1e, 0x37, 0x30, 0x31, 0x51, 0x0d, 0x3c, 0x62, 0xd8, 0xa2, 0x54, 0xde, 0xb2, 0xf5, 0xc7, 0xac, 0x3b, 0x3f, 0x1e, -}; - - /* the dim for dias is ch_im_out */ - -uint8_t q7_conv_bias_0[32] = { - 0xff, 0xff, 0xfe, 0xf9, 0x09, 0xf9, 0xfa, 0xf7, 0xf8, 0x07, 0xfb, 0x02, 0x06, 0xff, 0x06, 0x05, 0xff, 0x05, 0x08, 0xf7, 0x03, 0x01, 0x04, 0x05, 0xfe, 0x02, 0xf9, 0x07, 0x06, 0x07, 0xfb, 0xfc, -}; - -uint8_t q7_conv_bias_1[16] = { - 0x08, 0x09, 0xfa, 0xf8, 0xff, 0x00, 0xfb, 0xfc, 0x09, 0xff, 0xfa, 0x08, 0x02, 0x05, 0x04, 0xf8, -}; - -uint8_t q7_conv_bias_2[16] = { - 0xfe, 0xfc, 0x06, 0xfb, 0xf7, 0x00, 0x08, 0xfa, 0xf7, 0xfe, 0xff, 0xff, 0x07, 0x07, 0xfb, 0xfc, -}; - - - /* the dim for result is ch_im_out * dim_im_out * dim_im_out */ - -uint8_t q7_conv_result_0[32*30*30] = { - 0x04, 0x02, 0xf8, 0xdd, 0xec, 0xda, 0x01, 0x02, 0xff, 0x18, 0xd9, 0xe6, 0xf5, 0xfc, 0x02, 0xe8, 0xfe, 0xfd, 0x02, 0x15, 0x0d, 0xec, 0xd2, 0xef, 0xec, 0x20, 0x2b, 0xff, 0xf0, 0xf5, 0xf5, 0xfb, - 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0xf6, 0x15, 0xee, 0xdf, 0xed, 0x00, 0x0a, 0x06, 0xf9, 0xf3, 0x14, 0xf2, 0xf4, 0x16, 0x18, 0xe7, 0x0c, 0x10, 0xfc, 0xd8, 0x06, 0xde, 0xe4, 0xef, 0x13, 0x26, 0xf9, 0xf3, 0xeb, 0xdc, 0x1e, 0xf7, - 0xdc, 0xee, 0xed, 0xfd, 0xf1, 0x1c, 0xd9, 0xfa, 0x0b, 0x03, 0xf0, 0x18, 0xf3, 0x13, 0x09, 0xff, 0xf7, 0xf2, 0xee, 0x00, 0x28, 0x20, 0x38, 0x00, 0x07, 0xe5, 0xfb, 0x08, 0x04, 0xf0, 0xe4, 0x0e, - 0x26, 0x04, 0x10, 0xff, 0xfe, 0xf4, 0x00, 0x2b, 0x13, 0x0f, 0x05, 0xfb, 0x04, 0xf0, 0x04, 0xe7, 0x00, 0x02, 0xca, 0x16, 0x1d, 0x0b, 0x1c, 0xfb, 0xed, 0x20, 0x1c, 0xec, 0xe9, 0x17, 0xf4, 0xe5, - 0xfc, 0x14, 0x0e, 0x1b, 0x10, 0x01, 0xec, 0xd9, 0xf2, 0x1e, 0xf5, 0xda, 0x03, 0xf9, 0xf5, 0x1d, 0xee, 0xe7, 0xfa, 0x03, 0xf6, 0x0b, 0xde, 0x0f, 0x10, 0x04, 0x0f, 0xe5, 0xe0, 0x0a, 0xfb, 0x2a, - 0xef, 0xef, 0xe1, 0x11, 0x04, 0x04, 0x1d, 0xed, 0xe4, 0xef, 0x09, 0xf2, 0xec, 0x0a, 0x01, 0x17, 0x06, 0x09, 0x05, 0xfa, 0xf0, 0xf5, 0x1b, 0x01, 0x1b, 0x02, 0xff, 0x16, 0xf6, 0xf7, 0x07, 0xf8, -}; - -uint8_t q7_conv_result_1[32*32*32] = { - 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0x05, 0x09, 0x20, 0xe8, 0xf4, 0xcf, 0xdb, 0xff, 0xf4, 0xfd, 0x16, 0x27, 0x15, 0x01, 0x05, 0x2a, 0xf9, 0x11, 0xe1, 0x16, 0xe9, 0x12, 0xfa, 0xfb, 0x0a, 0x0e, 0xfd, 0x17, 0xe4, 0x03, 0x08, 0xe5, - 0xf3, 0xf5, 0x23, 0xdd, 0x0a, 0x1f, 0xd7, 0xed, 0x0a, 0xed, 0x25, 0x02, 0x0b, 0x01, 0x09, 0xef, 0xfb, 0x0d, 0xf0, 0xd6, 0x12, 0xf6, 0xd8, 0xf4, 0xe4, 0x24, 0xec, 0xc8, 0x0c, 0x29, 0x01, 0xfe, - 0x14, 0xf5, 0x13, 0xec, 0xdb, 0x1f, 0x0c, 0x04, 0x10, 0x22, 0xef, 0xfc, 0xf4, 0x01, 0xd2, 0x1d, 0x00, 0x05, 0x0d, 0x01, 0x00, 0x13, 0x11, 0x14, 0xfb, 0x02, 0x0a, 0xf8, 0x0b, 0xda, 0x01, 0x15, - 0x31, 0x1f, 0x00, 0xf0, 0x1e, 0x01, 0xf2, 0x16, 0x38, 0x35, 0x30, 0xd9, 0xf8, 0x15, 0x00, 0x04, 0xd3, 0x03, 0x0d, 0x2d, 0xff, 0x15, 0x08, 0xff, 0x10, 0xdc, 0xf9, 0xfe, 0xec, 0x0f, 0x14, 0x14, - 0x16, 0x06, 0xf6, 0xf5, 0xff, 0xe7, 0x0e, 0x20, 0x13, 0xf4, 0xff, 0x04, 0xe8, 0xfb, 0xf3, 0xfa, 0xfe, 0xfa, 0x02, 0x1b, 0xeb, 0x0b, 0xea, 0x35, 0x0e, 0x09, 0xed, 0xf0, 0x1c, 0x12, 0x2c, 0x05, - 0x24, 0x02, 0x1e, 0x14, 0x40, 0x0c, 0xec, 0xd3, 0xef, 0x02, 0xd7, 0xef, 0xfc, 0xf2, 0xd2, 0x0c, 0xf2, 0x15, 0xec, 0x01, 0x01, 0xdb, 0x22, 0x03, 0x15, 0x00, 0x08, 0x13, 0xfd, 0x11, 0x00, 0xf4, - 0xfb, 0x02, 0x22, 0xf2, 0x00, 0x10, 0x26, 0xfd, 0x1d, 0xf9, 0xf7, 0xf2, 0xe3, 0x12, 0xf8, 0xce, 0x0d, 0xd4, 0x06, 0x35, 0xf7, 0xfa, 0x15, 0xfe, 0xee, 0xe7, 0x01, 0x07, 0xe7, 0x02, 0x19, 0x11, - 0xf6, 0xec, 0x11, 0xf3, 0x2e, 0xec, 0xe0, 0x11, 0x21, 0xe2, 0x1a, 0xeb, 0x0a, 0x2d, 0x04, 0x07, 0x11, 0xef, 0xc9, 0x29, 0xea, 0xfb, 0x19, 0x0b, 0xf6, 0x2e, 0xe2, 0x14, 0xcc, 0x01, 0x28, 0xf2, -}; - -uint8_t q7_conv_result_6[16*32*32] = { - 0xe4, 0xfc, 0xea, 0xe8, 0xf5, 0xfd, 0x0d, 0x0c, 0xeb, 0xf7, 0x05, 0xeb, 0xfb, 0xe0, 0xff, 0x10, 0xf4, 0xf8, 0xf4, 0xeb, 0x16, 0x24, 0xf6, 0x05, 0xf0, 0xf9, 0x03, 0xf6, 0xff, 0xf6, 0xfa, 0xf3, - 0xf2, 0xf6, 0x0d, 0x06, 0xf6, 0xea, 0x11, 0xfe, 0xee, 0x21, 0xf7, 0x01, 0xf2, 0x12, 0x04, 0xfe, 0x0b, 0xf7, 0x0d, 0x05, 0x08, 0xde, 0x01, 0xde, 0xf6, 0x0e, 0x0f, 0x0c, 0xea, 0xe9, 0x05, 0x07, - 0xf8, 0x14, 0x06, 0xee, 0x11, 0x07, 0x18, 0xf5, 0xdf, 0xe8, 0xf5, 0xf3, 0x10, 0xf2, 0xed, 0xf2, 0xf9, 0x10, 0xf0, 0x0c, 0xfc, 0x09, 0xdb, 0x0d, 0x17, 0x02, 0x02, 0xf7, 0xf6, 0x23, 0x02, 0xf6, - 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0xe5, 0x00, 0xfd, 0xfe, 0x06, 0xe7, 0x01, 0xfc, 0xe7, 0xe4, 0xfd, 0x00, 0xde, 0x29, 0x1a, 0xf5, 0x1b, 0xe1, 0x21, 0xd4, 0xe9, 0x1c, 0xed, 0xf2, 0x15, 0x28, 0x0e, 0x1f, 0x1e, 0xf6, 0x1c, 0xf9, - 0x00, 0x07, 0x02, 0xe7, 0x07, 0xee, 0xf4, 0x1a, 0xef, 0x1b, 0xf4, 0xf1, 0x40, 0x02, 0xed, 0x03, 0xfe, 0x05, 0xe5, 0xfe, 0xfb, 0xf4, 0xee, 0xef, 0xff, 0xe8, 0xe6, 0xe6, 0xf3, 0x00, 0xf4, 0x0d, -}; - -uint8_t q7_depthwise_conv_result_0[16*28*28] = { - 0x04, 0x06, 0x04, 0x01, 0x03, 0xfa, 0xff, 0xfc, 0xfd, 0x01, 0xfd, 0xfd, 0xfb, 0x02, 0xf9, 0x03, 0xfc, 0x01, 0x02, 0xfc, 0xfd, 0x01, 0x03, 0xff, 0x06, 0xfc, 0x07, 0xff, 0x08, 0xfe, 0xfc, 0xfd, - 0x03, 0x02, 0x02, 0xff, 0xf9, 0x06, 0xfd, 0x05, 0xfe, 0x03, 0x02, 0x0a, 0x00, 0xf4, 0x00, 0xfb, 0x06, 0x00, 0xf9, 0xf9, 0x00, 0xfd, 0x03, 0x00, 0x02, 0xfd, 0x00, 0x00, 0xfe, 0xf7, 0xf7, 0xff, - 0x01, 0x00, 0x02, 0xff, 0x01, 0x05, 0xff, 0xfe, 0x00, 0xfe, 0xf9, 0x06, 0xfc, 0xfe, 0xfe, 0x04, 0x04, 0x00, 0x01, 0x01, 0xf9, 0x02, 0xfb, 0x02, 0x05, 0xff, 0xfc, 0xf8, 0x01, 0xf8, 0x07, 0x03, - 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0x00, 0xfe, 0x01, 0x01, 0xf9, 0xfd, 0xfd, 0x00, 0xff, 0x00, 0xff, 0x06, 0x00, 0xfb, 0xff, 0xfe, 0xfe, 0xfc, 0x00, 0x05, 0x00, 0xff, 0x00, 0x01, 0x04, 0x02, 0x05, 0xfb, 0x01, 0xff, 0xfc, 0x00, - 0x04, 0x04, 0xfe, 0x06, 0xfd, 0x05, 0xff, 0x00, 0x03, 0xff, 0xfc, 0x02, 0x02, 0x03, 0x01, 0x00, 0x03, 0xff, 0x00, 0x00, 0x03, 0xfc, 0x00, 0x00, 0x02, 0x00, 0xfe, 0x00, 0x01, 0x06, 0x01, 0xfc, - 0xff, 0xff, 0xfd, 0x03, 0x01, 0xfd, 0x04, 0x01, 0x02, 0x03, 0xff, 0x06, 0xfe, 0xfd, 0xfe, 0x00, 0x00, 0xff, 0xfe, 0x00, 0x00, 0x01, 0x00, 0xfe, 0x01, 0xff, 0x01, 0xff, 0x00, 0xfd, 0xff, 0x02, -}; - -uint8_t q7_depthwise_conv_result_3[16*26*26] = { - 0x06, 0xff, 0x05, 0xfe, 0x06, 0xfc, 0xf2, 0xff, 0x0c, 0x01, 0x02, 0xfd, 0x03, 0x05, 0xfd, 0x09, 0x05, 0x01, 0x00, 0xfb, 0x04, 0x09, 0x04, 0xfd, 0xfd, 0xfb, 0x09, 0xff, 0x03, 0xf7, 0xfa, 0x02, - 0x0b, 0x00, 0x05, 0x01, 0x0a, 0xfc, 0x02, 0x0c, 0x05, 0x05, 0xfc, 0x02, 0x06, 0xf7, 0x04, 0xf3, 0x07, 0xfb, 0x0a, 0xf9, 0x03, 0xf6, 0xfc, 0xff, 0x00, 0xff, 0x01, 0xfa, 0xfa, 0x05, 0xf9, 0x02, - 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-uint8_t q7_depthwise_conv_result_4[16*32*32] = { - 0x01, 0xfc, 0xfd, 0xff, 0xfb, 0xfb, 0x01, 0xfe, 0xfe, 0xfd, 0x06, 0xff, 0xfa, 0xfe, 0xfb, 0x02, 0x04, 0x03, 0xf6, 0x01, 0x04, 0xfe, 0xfe, 0xff, 0x03, 0x00, 0xfd, 0xfe, 0xfc, 0xfb, 0xff, 0x03, - 0xfe, 0xfd, 0x03, 0xfc, 0x01, 0x01, 0xfb, 0x03, 0xfb, 0x00, 0x02, 0x04, 0x02, 0xff, 0xfb, 0xfb, 0x02, 0x04, 0xfe, 0x02, 0x02, 0xfb, 0xf9, 0x05, 0x02, 0x05, 0x02, 0x00, 0x07, 0x06, 0xfd, 0xf8, - 0xff, 0x02, 0x07, 0x02, 0x00, 0xfd, 0xfd, 0x03, 0xf9, 0xf8, 0x01, 0x02, 0x05, 0xfc, 0xfa, 0x02, 0xff, 0xff, 0xff, 0xf8, 0xfe, 0xfe, 0x0a, 0x01, 0xfe, 0x06, 0x03, 0x02, 0xfc, 0xff, 0xf7, 0x03, - 0xfd, 0xff, 0x01, 0x04, 0x03, 0xfc, 0xfa, 0x02, 0xff, 0x02, 0xfd, 0xff, 0xfc, 0x04, 0xfa, 0x06, 0xfd, 0x00, 0xfb, 0x03, 0x05, 0x02, 0xfc, 0x03, 0xff, 0x03, 0xfd, 0x06, 0x03, 0xfe, 0x01, 0x02, - 0xfe, 0x01, 0x00, 0xf9, 0xfe, 0xfd, 0x05, 0x00, 0x02, 0xfb, 0xf9, 0x04, 0xfe, 0xfe, 0xfe, 0x04, 0xf6, 0x02, 0x01, 0x03, 0x00, 0x01, 0xfe, 0x00, 0xfa, 0x02, 0xfb, 0x00, 0xff, 0x00, 0xfc, 0xff, - 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-uint8_t q7_conv_result_8[30*29*29] = { - 0x09, 0xf1, 0xf9, 0xfa, 0x01, 0x02, 0xf4, 0xf6, 0xf2, 0xfe, 0xf8, 0xf5, 0xee, 0xf6, 0x0f, 0xe9, 0xd9, 0xf5, 0x09, 0xf0, 0x13, 0xf9, 0xe2, 0xee, 0x01, 0x09, 0x04, 0x00, 0x16, 0xff, 0x09, 0xf6, - 0x0b, 0xf1, 0xe2, 0x0b, 0xf1, 0xf5, 0xf7, 0x05, 0xea, 0xfb, 0xe3, 0x0b, 0xef, 0x18, 0x24, 0x14, 0x0d, 0xf0, 0x02, 0x0f, 0xfb, 0x0e, 0x1c, 0x11, 0x13, 0x1e, 0xfb, 0xe0, 0x15, 0xf7, 0xf5, 0xe6, - 0x10, 0xe7, 0x00, 0x0a, 0x35, 0x12, 0x21, 0x09, 0x13, 0xe8, 0x0c, 0xe9, 0xfd, 0xfc, 0x11, 0xf7, 0xf6, 0x00, 0xfe, 0x0f, 0xf6, 0x06, 0x05, 0x12, 0xe9, 0x0a, 0xf5, 0xff, 0x0b, 0xf8, 0x00, 0x09, - 0xfc, 0x06, 0xf9, 0x01, 0x1f, 0xf3, 0x21, 0x00, 0x05, 0xf9, 0xfe, 0xe8, 0xde, 0x00, 0xf6, 0xf0, 0xf3, 0xea, 0x0d, 0xfa, 0x00, 0x0d, 0x09, 0x18, 0x0e, 0xf2, 0x10, 0x17, 0xf5, 0x0d, 0xf2, 0x02, - 0x16, 0xf8, 0xfe, 0xfa, 0x15, 0xf8, 0x16, 0xfc, 0x20, 0x10, 0xeb, 0x22, 0xee, 0xf1, 0x06, 0x0f, 0x26, 0xfe, 0x0f, 0xe2, 0x23, 0x0e, 0x1a, 0x07, 0x0a, 0x0f, 0xde, 0xfb, 0xf5, 0xf7, 0x05, 0x03, - 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0x00, 0xfb, 0x17, 0x17, 0xef, 0xec, 0x0f, 0xdf, 0x08, 0x10, 0x0d, 0x11, 0xe1, 0x0a, 0x26, 0x0c, 0xfa, 0x09, 0xfd, 0xf1, 0xf9, 0xf1, 0x10, 0xf9, 0xe7, 0x0c, 0x05, 0xf3, 0x01, 0xea, 0xde, 0xe9, - 0xf2, 0xf9, 0x07, 0x12, 0x1c, 0xf7, 0xde, 0xfe, 0x04, 0x02, 0x21, 0x0b, 0xff, 0x20, 0xf2, 0x16, 0x01, 0xfd, 0xfb, 0x0f, 0x02, 0x11, 0x0e, 0x16, 0xf0, 0x2e, 0xe5, 0x08, 0xfb, 0x0a, 0xdb, 0x0b, - 0x0c, 0x19, 0xf0, 0xff, 0x28, 0x0a, 0xe8, 0xf9, 0xfa, 0xf4, 0xfa, 0xe4, 0x06, 0x1a, 0xef, 0x0b, 0x02, 0xf5, 0xfc, 0xd4, 0x05, 0x06, 0xef, 0xef, 0x05, 0x06, 0xec, 0x0c, 0x11, 0xfe, 0xfd, 0xf0, - 0xe5, 0x0e, 0x0f, 0xf6, 0xfa, 0x11, 0xff, 0xf5, 0x16, 0xd7, 0x20, 0xed, 0xdb, 0x0f, -}; - -uint8_t q7_conv_result_9[30*31*31] = { - 0x05, 0xfc, 0x06, 0x01, 0xfe, 0xf6, 0x03, 0x05, 0x0d, 0x02, 0xfc, 0xfe, 0x08, 0xff, 0x01, 0xfd, 0x01, 0xfc, 0x04, 0xfc, 0xfa, 0x01, 0xfd, 0x02, 0xff, 0xfa, 0xf1, 0x08, 0xf7, 0xfa, 0xfe, 0x07, - 0x0f, 0x02, 0x02, 0xf5, 0x01, 0x07, 0x01, 0xff, 0xfe, 0x0e, 0x02, 0xf3, 0xf8, 0xfc, 0xfb, 0xfe, 0x03, 0x05, 0xf5, 0x02, 0x0e, 0x12, 0xfe, 0xf1, 0xfb, 0x00, 0xf5, 0x04, 0xf2, 0xfc, 0xf9, 0x04, - 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0xf6, 0xfd, 0x11, 0x17, 0x03, 0xf0, 0xea, 0xe3, 0x0c, 0xed, 0x0d, 0x04, 0x11, 0xfd, 0x19, 0xff, 0x1e, 0xda, 0x17, 0xe5, 0x0c, 0x0e, 0xfd, 0xf3, 0xf3, 0xfa, 0xfd, 0xea, 0xfe, 0x0c, 0x08, 0x02, - 0xf9, 0x09, 0xf0, 0x16, 0xf0, 0x0e, 0xeb, 0x05, 0xf6, 0xe9, 0x0e, 0xe4, 0xfd, 0x13, 0x08, 0x0a, 0xf4, 0x0a, 0x06, 0x0f, 0x0f, 0xef, 0xfb, 0xef, 0xe6, 0x07, 0x15, 0xe9, 0x0b, 0x0b, 0x05, 0x0e, - 0x03, 0xfe, 0x07, 0xef, 0x19, 0xe3, 0x0e, 0x09, 0x15, 0x03, 0x04, 0xe7, 0xfc, 0x01, 0xf1, 0xfa, 0x02, 0x13, 0xf5, 0xf9, 0xe1, 0x15, 0x1a, 0xf7, 0x0a, 0xe7, 0xfa, 0xff, 0x0b, 0x13, 0x16, 0xef, - 0x0d, 0x0e, 0xf7, 0x1b, 0x1c, 0x0b, 0xf3, 0xea, 0xfa, 0x0e, 0xf6, 0xf2, 0xd8, 0xef, 0x14, 0xe5, 0xf3, 0x15, 0x00, 0xea, 0x0a, 0x08, 0xfa, 0xfa, 0xf0, 0x0f, 0xf6, 0x08, 0xe2, 0xed, 0x13, 0xf8, - 0x07, 0x1d, 0xfe, 0xf9, 0xff, 0xfc, 0xfb, 0xed, 0x01, 0x19, 0x0d, 0x0c, 0xf9, 0xeb, 0x0e, 0x16, 0x02, 0x0d, 0xf4, 0xef, 0xf4, 0x0c, 0xfa, 0x0f, 0x1d, 0xfa, 0x01, 0xf9, 0xfa, 0x14, 0x09, 0x1b, - 0xfc, 0xfc, 0x02, 0x01, 0x01, 0xff, 0x06, 0x06, 0x0f, 0x06, 0xfa, 0x0d, 0xf2, 0x04, 0xef, 0xfc, 0x04, 0xee, 0xfc, 0xdf, 0xf3, 0x02, 0x1c, -}; - -uint8_t q7_conv_result_11[15*31*31] = { - 0xf9, 0x04, 0x0d, 0x00, 0x0b, 0xfd, 0xf3, 0x11, 0xfd, 0x01, 0x07, 0xfc, 0x03, 0x01, 0xf6, 0x07, 0xff, 0x05, 0xf2, 0xf9, 0x06, 0x03, 0x1f, 0x0d, 0x0b, 0x01, 0x09, 0xf7, 0x11, 0x08, 0xfd, 0xef, - 0xf1, 0xe9, 0x0e, 0xfc, 0x10, 0xff, 0x05, 0x0d, 0xfa, 0x0d, 0x0b, 0xfe, 0x16, 0x03, 0xfb, 0x03, 0x02, 0xf0, 0xe1, 0x10, 0xfd, 0xf7, 0xfa, 0x06, 0xfd, 0x08, 0xff, 0x11, 0x06, 0x14, 0xeb, 0x0c, - 0xf5, 0x0f, 0x06, 0xf4, 0x11, 0x01, 0x0a, 0x06, 0x00, 0xfb, 0x15, 0x0f, 0xfd, 0xf4, 0x0d, 0xfd, 0xfc, 0xfb, 0x00, 0xf5, 0x08, 0xfa, 0xf5, 0x00, 0x01, 0xf4, 0x1a, 0x0d, 0xfa, 0xf4, 0x00, 0x01, - 0xfb, 0x11, 0xf6, 0x05, 0x15, 0xf5, 0xee, 0x00, 0xff, 0x08, 0xf7, 0xdd, 0x07, 0xfc, 0x05, 0x09, 0xf3, 0x05, 0x00, 0x0b, 0xfb, 0x00, 0xfd, 0x00, 0x01, 0xf3, 0x0a, 0xf4, 0xef, 0x09, 0xf9, 0xf0, - 0xef, 0xe8, 0x15, 0x06, 0xf5, 0xfe, 0xfa, 0x08, 0xf8, 0x01, 0x06, 0xef, 0xfb, 0x03, 0xfe, 0x03, 0xe9, 0x05, 0xfb, 0x04, 0xf9, 0xfe, 0x0b, 0xfd, 0x0b, 0x01, 0xfb, 0x03, 0xfa, 0xfc, 0xdd, 0x04, - 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0x02, 0x00, 0x0f, 0x01, 0x07, 0xfb, 0x00, 0x05, 0xf9, 0x09, 0xf9, 0x01, 0x00, 0xe8, 0x06, 0x04, 0x02, 0x10, 0x03, 0xfe, 0xf6, 0xf0, 0xea, 0x04, 0x0a, 0xf4, 0x06, 0xf2, 0xed, 0x08, 0xf0, 0xf6, - 0x0c, 0x07, 0xfd, 0x15, 0x18, 0x0c, 0xef, 0xff, 0x09, 0xf9, 0x02, 0x0f, 0x05, 0xe6, 0xf4, 0x0f, 0x10, 0x11, 0xea, 0xfe, 0x06, 0xfb, 0xed, 0x12, 0x0f, 0x0e, 0xee, 0xd7, 0xfd, 0x04, 0x0b, 0xf8, - 0xe8, 0xe5, 0x1b, 0x0d, 0xf5, 0x01, 0x05, 0x0e, 0x13, 0x03, 0x0f, 0xed, 0xfe, 0xe3, 0xfb, 0x00, 0xfd, 0x01, 0x07, 0x0b, 0x0b, 0xf7, 0x1d, 0x00, 0xf0, 0xff, 0xe7, 0x06, 0x18, 0x1d, 0xff, 0x0e, - 0xf6, 0x03, 0xfc, 0xda, 0x2b, 0x13, 0x1b, 0xf9, 0xdd, 0x21, 0xf7, 0x02, 0xea, 0x07, 0xfc, 0xfd, 0x05, 0xfc, 0x1d, 0xf8, 0xfe, 0xe6, 0x06, 0x0f, 0x19, 0x0e, 0xf5, 0x0c, 0xe4, 0x04, 0xf4, 0xec, - 0x06, 0x10, 0xfd, 0x09, 0x0e, 0xf2, 0x07, 0xf3, 0xf0, 0x04, 0x00, 0xed, 0x03, 0x06, 0x0c, 0xf8, 0xed, 0xfa, 0xf5, 0xfe, 0xf9, 0xf7, 0xf0, 0x13, 0x09, 0xe3, 0x1d, 0xf5, 0xfe, 0xe9, 0xfd, 0x02, - 0x1a, 0x03, 0x1d, 0xf0, 0xfc, 0x00, 0xfb, 0x02, 0xf0, 0xff, 0x04, 0x0d, 0x03, 0xf8, 0xfd, 0x09, 0x03, 0xfc, 0x11, 0xec, 0xfb, 0x06, 0xff, 0xff, 0x05, 0xf7, 0x0b, 0x10, 0xeb, 0xfb, 0x04, 0x07, - 0x05, 0x0b, 0x0d, 0xf2, 0x03, 0x07, 0x11, 0xee, 0x0f, 0xff, 0xf4, 0xff, 0xf3, 0x09, 0x00, 0x14, 0x01, 0xf2, 0x19, 0x00, 0xfb, 0xff, 0xe6, 0xfd, 0xfd, 0xfc, 0xff, 0x07, 0xff, 0xfd, 0xf5, 0xfd, - 0xf3, 0x00, 0xf6, 0x0e, 0xed, 0x01, 0x0d, 0x00, 0x00, 0x0b, 0x03, 0xfa, 0x09, 0xf6, 0xf8, 0x02, 0x17, 0xfc, 0xfe, 0xf8, 0xf3, 0xff, 0x12, 0xfd, 0xf3, 0x12, 0x09, 0x11, 0xfc, 0xf4, 0xed, 0x02, - 0x07, 0x00, 0x05, 0xf8, 0xf3, 0x10, 0x15, 0x11, 0xf9, 0xf8, 0x13, 0xf2, 0xf6, 0x07, 0x06, 0x02, 0xff, 0x14, 0x08, 0x08, 0x00, 0xfb, 0x01, 0x08, 0xfd, 0xf9, 0x0f, 0x0c, 0x04, 0x06, 0xfc, 0x05, - 0xef, 0x0c, 0x16, 0x0c, 0xfb, 0xe7, 0x05, 0x06, 0x0a, 0xfd, 0x14, 0xf7, 0x03, 0x08, 0x0f, 0xe7, 0xfe, 0x07, 0x07, 0xf7, 0xf0, 0x01, 0xfb, 0x10, 0x01, 0xf7, 0xf4, 0x00, 0xff, 0x16, 0xfd, 0x19, - 0x01, 0xfe, 0xed, 0x09, 0x02, 0x06, 0x02, 0xf2, 0x01, 0x07, 0x01, 0xfd, 0xf7, 0x0a, 0x08, 0xfa, 0xf4, 0xf4, 0x05, 0x05, 0x08, 0xf9, 0x0d, -}; - -uint8_t q7_conv_result_13[15*25*25] = { - 0x02, 0xda, 0x0e, 0x07, 0x04, 0xf3, 0xec, 0x0d, 0xff, 0x15, 0x05, 0x0e, 0x1c, 0xf1, 0x06, 0xed, 0x16, 0xc3, 0x04, 0xf8, 0xef, 0x09, 0xfe, 0x13, 0x11, 0xf2, 0xeb, 0x0f, 0x19, 0x08, 0x22, 0x0e, - 0x11, 0xdf, 0x0c, 0xfc, 0xe5, 0x07, 0x04, 0x3f, 0xfd, 0xe7, 0x07, 0x19, 0xe0, 0xfa, 0x13, 0xea, 0x00, 0xec, 0x01, 0xf7, 0x03, 0xf9, 0xdf, 0x09, 0xea, 0xec, 0x05, 0xf2, 0xf2, 0x05, 0xe6, 0xfb, - 0x0f, 0xf6, 0xc4, 0x0c, 0x01, 0x03, 0xf4, 0xd8, 0xe7, 0x10, 0xe7, 0x07, 0x01, 0xfd, 0x01, 0xfd, 0xf0, 0x01, 0x06, 0x05, 0x28, 0xf1, 0x09, 0x12, 0xe3, 0x0d, 0xee, 0xea, 0x02, 0xfd, 0x0c, 0x07, - 0xf5, 0xfb, 0xe2, 0x14, 0xff, 0xfe, 0x12, 0x22, 0xf7, 0xfb, 0xf9, 0x23, 0x07, 0x2a, 0x27, 0xed, 0xe1, 0xef, 0x09, 0x21, 0x0b, 0xec, 0x3b, 0x12, 0xf8, 0x0c, 0x0c, 0xfd, 0x07, 0xbe, 0xf7, 0xf5, - 0x09, 0x0d, 0x09, 0x03, 0x06, 0x1a, 0x20, 0x25, 0xea, 0x34, 0x0d, 0xfe, 0x25, 0xd9, 0xd6, 0x22, 0xff, 0x07, 0xf6, 0x13, 0xf0, 0x08, 0x1f, 0x0f, 0x19, 0x02, 0xf7, 0xeb, 0x10, 0xfd, 0xdf, 0xfc, - 0xff, 0xd4, 0xcb, 0xeb, 0x02, 0xff, 0x17, 0xe1, 0xf4, 0xf4, 0xe9, 0x23, 0x12, 0x0a, 0x0b, 0x0a, 0x03, 0x12, 0xfa, 0xfd, 0xdf, 0xfc, 0xf0, 0x21, 0x32, 0xff, 0xe5, 0x07, 0xf7, 0xe4, 0xf7, 0x0a, - 0x08, 0xe5, 0xdb, 0xf5, 0xfa, 0x20, 0xf0, 0x15, 0xf6, 0xf2, 0x19, 0xd8, 0xfb, 0x0c, 0x04, 0xed, 0x17, 0x06, 0x12, 0xef, 0xed, 0x1a, 0xde, 0xf4, 0xfc, 0x0e, 0x01, 0xdf, 0x0f, 0x04, 0x00, 0x09, - 0xf5, 0xf5, 0x12, 0x10, 0x19, 0xdf, 0x1a, 0xe3, 0xe0, 0x10, 0x28, 0xfd, 0xfa, 0xe8, 0x10, 0x23, 0xdc, 0x1f, 0x0b, 0xee, 0x09, 0xdb, 0xf7, 0xf1, 0xf2, 0xf3, 0xde, 0xeb, 0x0e, 0xf8, 0xf9, 0x2a, - 0xfa, 0xe3, 0xd8, 0xea, 0xfd, 0x25, 0x28, 0xe3, 0x14, 0xf7, 0x0a, 0xc9, 0xd2, 0xf2, 0xdb, 0x16, 0x09, 0xf0, 0xe8, 0xf6, 0x0c, 0x1f, 0xf9, 0xeb, 0xf4, 0xe6, 0x07, 0xeb, 0x22, 0xf9, 0xf3, 0xf7, - 0xdc, 0x04, 0xf7, 0xfd, 0x00, 0xf4, 0x0f, 0xe7, 0xea, 0x2f, 0x08, 0x08, 0x08, 0xfd, 0xed, 0x24, 0xfc, 0x04, 0xf5, 0x17, 0x1f, 0x1e, 0x18, 0x1e, 0xec, 0x07, 0xf8, 0xb4, 0x24, 0xe5, 0xd3, 0x12, - 0xfc, 0xe6, 0x05, 0xf6, 0x10, 0xf9, 0xe8, 0x1c, 0xe4, 0x1b, 0xff, 0xe9, 0xe7, 0xfb, 0x0e, 0xe5, 0xeb, 0x02, 0x0f, 0xf5, 0x11, 0x05, 0x1b, 0xef, 0x05, 0x2b, 0xeb, 0x0f, 0xf4, 0xee, 0xf3, 0xcd, - 0xed, 0xfe, 0x15, 0xde, 0xf9, 0x12, 0xf2, 0x1a, 0xf7, 0x20, 0xed, 0xe7, 0x0a, 0x09, 0x0f, 0xec, 0x04, 0xf6, 0x19, 0x05, 0xfe, 0x06, 0x07, 0x18, 0xfe, 0xe4, 0x2b, 0xea, 0x00, 0x0e, 0xde, 0xe9, - 0x23, 0xc2, 0x0c, 0xe1, 0x34, 0x10, 0x0a, 0x18, 0x04, 0x28, 0x0b, 0xce, 0xf8, 0xe8, 0x04, 0xf3, 0x14, 0x1e, 0x05, 0xf0, 0xdb, 0x0e, 0xfa, 0xe5, 0x0e, 0xea, 0xd9, 0x0a, 0xfe, 0xec, 0xfe, 0xf1, - 0xfd, 0xff, 0xf0, 0x1c, 0xe8, 0xe6, 0x14, 0xfc, 0xfc, 0xe8, 0x19, 0x26, 0xf8, 0xe7, 0xf8, 0xdd, 0x0a, 0x1e, 0x0a, 0x0d, 0xfd, 0xeb, 0x05, 0xe6, 0xf1, 0xef, 0xfd, 0x0a, 0x03, 0xe9, 0xd5, 0x02, - 0x09, 0x2a, 0x07, 0xf1, 0x12, 0xe3, 0xf1, 0xfa, 0x0a, 0x0a, 0x07, 0x20, 0x04, 0xe7, 0x08, 0x04, 0x0a, 0xec, 0x00, 0x09, 0x0e, 0xeb, 0x28, 0x36, 0xf5, 0xe9, 0xfc, 0xd8, 0x0c, 0x0a, 0x20, 0xed, - 0xff, 0x0d, 0x14, 0x12, 0x0e, 0x05, 0x20, 0x02, 0xee, 0xf7, 0xfd, 0xfd, 0xe2, 0x1b, 0xf2, 0x08, 0xed, 0x1c, 0xd9, 0xe7, 0x07, 0x0a, 0xcd, 0x16, 0xfb, 0x29, 0xfa, 0xff, 0xdd, 0x00, 0x0b, 0xf4, - 0xe4, 0xff, 0xfc, 0xfa, 0x16, 0x19, 0x0d, 0xf9, 0xf7, 0x12, 0xf9, 0x10, 0xed, 0x0d, 0x09, 0x0a, 0xfa, 0xf4, 0xf1, 0xec, 0x17, 0xfd, 0xf4, 0xf8, 0x0b, 0x2f, 0x00, 0xf3, 0xdd, 0x0c, 0xea, 0x09, - 0xf0, 0xe6, 0x10, 0xe4, 0xff, 0xed, 0x24, 0x17, 0x01, 0x01, 0x04, 0xe5, 0xdb, 0x20, 0x19, 0x02, 0x02, 0x03, 0x06, 0xdb, 0xd8, 0x03, 0x12, 0xfc, 0xe5, 0xeb, 0xe3, 0x30, 0xe8, 0xe6, 0xf0, 0x03, - 0xfb, 0x0d, 0x24, 0xf5, 0x32, 0xe9, 0xf2, 0xf9, 0x07, 0xff, 0xf3, 0xf1, 0xdf, 0x1d, 0xdd, 0xf8, 0xec, 0x0a, 0x01, 0xe3, 0x15, 0x24, 0xe7, 0xeb, 0xf1, 0x26, 0xde, 0x09, 0x11, 0x10, 0x19, 0x19, - 0xf7, 0xe0, 0xd6, 0x09, 0xe5, 0x0a, 0x1b, 0x07, 0xe1, 0x0f, 0xf3, 0xf7, 0x09, 0xef, 0x0b, 0xfc, 0x1c, 0xe6, 0xfc, 0xfe, 0xf0, 0x10, 0x1e, 0xe9, 0xf8, 0xf1, 0xe6, 0x22, 0xfc, 0x0d, 0xfd, 0xf5, - 0x21, 0xfa, 0xe7, 0x05, 0xf6, 0x11, 0xd3, 0x1b, 0xec, 0xe9, 0xbd, 0xe1, 0xe5, 0xe9, 0xec, 0x10, 0xef, 0xfe, 0xff, 0x05, 0xd8, 0x07, 0x03, 0xef, 0x10, 0xe5, 0xf0, 0x1b, 0x06, 0xe1, 0xec, 0x1a, - 0x03, 0xe8, 0x16, 0xff, 0xfe, 0xff, 0x03, 0xf6, 0x12, 0xef, 0x0e, 0xef, 0xec, 0xf6, 0x1b, 0xf5, 0xfa, 0xee, 0x00, 0xed, 0xeb, 0xdc, 0xe8, 0xf9, 0xee, 0x02, 0x07, 0x01, 0x0a, 0xea, 0x03, 0xe1, - 0xf6, 0x04, 0x2c, 0x05, 0x11, 0xf9, 0xfb, 0xff, 0x07, 0x10, 0x0f, 0x02, 0x22, 0x33, 0x15, 0xf0, 0x13, 0xf4, 0xdc, 0x1f, 0x04, 0x0a, 0xe8, 0x18, 0xfd, 0xf1, 0xc9, 0xf4, 0x08, 0x0a, 0x1f, 0xf1, - 0x0d, 0x0d, 0x2a, 0xea, 0x02, 0x16, 0x1d, 0xef, 0x00, 0xf0, 0xeb, 0x23, 0x05, 0x2f, 0x10, 0x06, 0x18, 0x04, 0x01, 0x0c, 0xe4, 0x0a, 0x01, 0x27, 0xf7, 0x33, 0x05, 0x2d, 0x00, 0xeb, 0x05, 0xfe, - 0xef, 0x14, 0xf5, 0xf5, 0xee, 0xf2, 0x1e, 0xdb, 0xea, 0x08, 0xff, 0xe1, 0x07, 0x03, 0xe5, 0xec, 0x04, 0xfb, 0x0c, 0xf8, 0x15, 0x07, 0x18, 0xf4, 0x13, 0xe9, 0xfb, 0x13, 0x09, 0xfc, 0x08, 0xe1, - 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0xf7, 0x10, 0x1e, 0xf2, 0xec, 0x1b, 0x1d, 0xf3, 0x1a, 0x09, 0xfd, 0x10, 0x01, 0x04, 0x18, 0xfa, 0xf7, 0x05, 0x0a, 0x35, 0xf2, 0xdf, 0x02, 0xee, 0xed, 0x02, 0xfd, 0x05, 0xe7, 0x20, 0xe2, 0xe7, - 0xf9, 0xf7, 0xf4, 0xfe, 0xf6, 0x21, 0xe7, 0xfc, 0x0e, 0x16, 0xf5, 0xff, 0x14, 0x36, 0x02, 0x15, 0x2b, 0x02, 0x1e, 0x26, 0xe6, 0xf9, 0xf5, 0xe9, 0xed, 0x0c, 0x32, 0xf5, 0xff, 0x00, 0xed, 0x16, - 0xd7, 0x32, 0xf9, 0xdd, 0xea, 0x04, 0xd6, 0xf9, 0x24, 0x0d, 0xfe, 0x19, 0xee, 0x17, 0xf9, 0xfd, 0x17, 0xea, 0xdb, 0x09, 0xe6, 0x06, 0xe4, 0xfa, 0xca, 0x09, 0x0d, 0xdf, 0xf1, 0xeb, 0x21, 0xda, - 0xfb, 0xe0, 0x1c, 0xfd, 0x10, 0x02, 0xe1, 0xfa, 0x16, 0xf9, 0x04, 0xfd, 0xfa, 0xf6, 0x05, 0xf4, 0xea, 0x0c, 0x0c, 0x15, 0xf3, 0x07, 0xe5, 0x0b, 0xec, 0xfd, 0xe7, 0xe4, 0x20, 0x37, 0xe3, -}; - -uint8_t q7_conv_result_14[15*31*31] = { - 0x26, 0x0a, 0xf3, 0x04, 0xfc, 0x13, 0x0e, 0x0d, 0x0b, 0xe9, 0xfa, 0xf5, 0x0d, 0xf8, 0xf7, 0xf9, 0x02, 0x19, 0xfb, 0x1c, 0xf8, 0xfa, 0xf4, 0x10, 0xfb, 0xfa, 0x0b, 0x1d, 0x00, 0xf7, 0x05, 0x04, - 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-uint8_t q7_conv_result_15[15*9*9] = { - 0x02, 0xda, 0x0e, 0x07, 0x04, 0xf3, 0xec, 0x0d, 0xff, 0x15, 0x05, 0x0e, 0x1c, 0xf1, 0x06, 0xfa, 0x13, 0xea, 0x00, 0xec, 0x01, 0xf7, 0x03, 0xf9, 0xdf, 0x09, 0xea, 0xec, 0x05, 0xf2, 0xee, 0xea, - 0x02, 0xfd, 0x0c, 0x07, 0xf5, 0xfb, 0xe2, 0x14, 0xff, 0xfe, 0x12, 0x22, 0xf7, 0x25, 0xea, 0x34, 0x0d, 0xfe, 0x25, 0xd9, 0xd6, 0x22, 0xff, 0x07, 0xf6, 0x13, 0xf0, 0x08, 0xdf, 0xfc, 0xf0, 0x21, - 0x32, 0xff, 0xe5, 0x07, 0xf7, 0xe4, 0xf7, 0x0a, 0x08, 0xe5, 0xdb, 0xf5, 0x12, 0x10, 0x19, 0xdf, 0x1a, 0xe3, 0xe0, 0x10, 0x28, 0xfd, 0xfa, 0xe8, 0x10, 0x23, 0xdb, 0x16, 0x09, 0xf0, 0xe8, 0xf6, - 0x0c, 0x1f, 0xf9, 0xeb, 0xf4, 0xe6, 0x07, 0xeb, 0x22, 0xb4, 0x24, 0xe5, 0xd3, 0x12, 0xfc, 0xe6, 0x05, 0xf6, 0x10, 0xf9, 0xe8, 0x1c, 0xe4, 0x1b, 0xf7, 0x20, 0xed, 0xe7, 0x0a, 0x09, 0x0f, 0xec, - 0x04, 0xf6, 0x19, 0x05, 0xfe, 0x06, 0x07, 0xe8, 0xe9, 0xd9, 0xfb, 0x07, 0xf5, 0x00, 0x1f, 0x18, 0xe5, 0xf7, 0xee, 0xf1, 0xdb, 0x0d, 0xf5, 0xf2, 0x0a, 0xf4, 0x01, 0x0b, 0xff, 0xf6, 0x02, 0x16, - 0x10, 0xd6, 0x00, 0x0d, 0xe6, 0x1d, 0xc0, 0x0a, 0xfd, 0xe9, 0x37, 0x09, 0x15, 0x06, 0x18, 0x13, 0xf0, 0xd8, 0xd4, 0x05, 0xee, 0xf4, 0x10, 0x0c, 0x12, 0xea, 0x11, 0xfb, 0x0b, 0xff, 0x33, 0xf6, - 0x1c, 0x0e, 0x12, 0xfb, 0xe5, 0x10, 0xeb, 0xfc, 0xfd, 0xf9, 0xf6, 0xf8, 0x14, 0xf5, 0xd1, 0x36, 0x18, 0xd4, 0xf5, 0x1f, 0x02, 0x33, 0xc9, 0xfe, 0x10, 0x16, 0x00, 0x09, 0xeb, 0x0e, 0xec, 0xe6, - 0x05, 0xe8, 0x02, 0x21, 0x3c, 0x12, 0x06, 0xea, 0xfe, 0x20, 0xef, 0x02, 0xf6, 0x09, 0x05, 0xfc, 0xec, 0x0a, 0xff, 0x05, 0x12, 0x04, 0xca, 0x00, 0xfe, 0xe4, 0x10, 0x12, 0xeb, 0xf6, 0x0a, 0xeb, - 0xf5, 0x2f, 0xdb, 0x25, 0x10, 0xf8, 0x0b, 0x12, 0xf1, 0x21, 0x0b, 0xda, 0xd2, 0xec, 0x0f, 0x30, 0x05, 0x0a, 0xd1, 0x00, 0x16, 0xf1, 0xf1, 0x09, 0xf3, 0xf7, 0x0a, 0xf2, 0xf9, 0xf0, 0xfe, 0x16, - 0xd5, 0x06, 0xe5, 0x08, 0x0e, 0x1a, 0xe2, 0x24, 0x18, 0x22, 0x08, 0x12, 0xf7, 0xe6, 0x05, 0xf5, 0xf5, 0x12, 0x0b, 0x02, 0x06, 0x08, 0xff, 0x0d, 0xd9, 0x31, 0x07, 0x1c, 0x1b, 0xee, 0x12, 0x18, - 0xeb, 0x17, 0xe4, 0xeb, 0xf8, 0x03, 0xe9, 0x01, 0xfe, 0x24, 0xd7, 0xe9, 0xfc, 0x01, 0xfc, 0x1d, 0xda, 0xef, 0x02, 0x20, 0x06, 0x06, 0x18, 0xf1, 0x01, 0xd7, 0xf1, 0xd0, 0x1e, 0xec, 0x08, 0x2a, - 0xf7, 0x01, 0x14, 0xf1, 0xef, 0x00, 0xff, 0xf5, 0x3a, 0xea, 0x33, 0x03, 0xf3, 0x04, 0x06, 0xfc, 0x3e, 0xfa, 0xfe, 0xf6, 0x06, 0xd7, 0x12, 0x1a, 0x15, 0xfb, 0xf1, 0xf5, 0x04, 0x16, 0x02, 0x0e, - 0x0a, 0x0d, 0x1c, 0xef, 0xdf, 0x0b, 0xed, 0xfc, 0xe0, 0x05, 0xc7, 0xfd, 0x30, 0x05, 0x1b, 0xf0, 0xef, 0xd9, 0x2d, 0xf1, 0x1e, 0xee, 0x09, 0xeb, 0xe0, 0x12, 0xed, 0xf3, 0x0b, 0x15, 0xf4, 0x00, - 0x07, 0xfd, 0x11, 0x04, 0x14, 0xf7, 0x09, 0xdd, 0x0a, 0xf0, 0xfe, 0xfb, 0x14, 0x15, 0x2b, 0xdd, 0xfd, 0x09, 0xff, 0xf4, 0x08, 0xf2, 0x17, 0x22, 0x1a, 0xf9, 0xcb, 0xf0, 0xf7, 0xf8, 0xfe, 0x05, - 0x10, 0x0c, 0xfe, 0x04, 0xf7, 0x03, 0xfa, 0x0b, 0xf9, 0xf8, 0x02, 0x13, 0xe8, 0xea, 0xcc, 0xed, 0x14, 0xcf, 0x0c, 0x04, 0xf1, 0xfa, 0x10, 0xe5, 0x1c, 0xfd, 0xf7, 0xfc, 0xec, 0xf6, 0x01, 0x00, - 0x0a, 0xf6, 0x1b, 0xfc, 0x07, 0x04, 0xd7, 0xf2, 0xe7, 0x03, 0xdb, 0xff, 0x19, 0x06, 0x19, 0x19, 0x15, 0x19, 0xdc, 0x0e, 0x0a, 0xdd, 0xee, 0x11, 0x1c, 0xe2, 0xe2, 0xec, 0xf4, 0x14, 0xe3, 0x20, - 0xe9, 0xf1, 0x0e, 0x1e, 0xf1, 0x10, 0xfb, 0x23, 0x23, 0x04, 0x11, 0x21, 0x1b, 0xff, 0xff, 0x22, 0x00, 0xee, 0x08, 0xe8, 0x22, 0x1e, 0xf8, 0x38, 0x15, 0xd7, 0x04, 0x01, 0x03, 0x34, 0xf5, 0x09, - 0xe9, 0x2b, 0x07, 0xf0, 0xe8, 0x03, 0x00, 0xfa, 0xf9, 0x21, 0xee, 0x0f, 0x28, 0xfe, 0x23, 0xfd, 0x00, 0x35, 0x13, 0x15, 0xfd, 0xf2, 0x02, 0x08, 0xf6, 0xf2, 0x04, 0x01, 0xe8, 0x08, 0xfc, 0xff, - 0x18, 0xfa, 0xea, 0x0f, 0xdd, 0x07, 0xf2, 0xec, 0xf5, 0x1e, 0xee, 0xec, 0xce, 0x06, 0xf4, 0xf9, 0xf9, 0xfe, 0x00, 0xf2, 0xf4, 0xe6, 0xc8, 0x13, 0xf9, 0xed, 0x22, 0x11, 0x10, 0xf3, 0xf6, 0xf0, - 0x1e, 0x30, 0x0b, 0x06, 0xed, 0x1b, 0x14, 0x14, 0xf7, 0x1a, 0xec, 0xe4, 0x0e, 0x03, 0xf4, 0x37, 0xec, 0x24, 0xf4, 0xeb, 0xe8, 0x28, 0x06, 0xe2, 0x0f, 0xf6, 0x0c, 0xe3, 0x31, 0x03, 0xfc, 0x09, - 0xe6, 0x09, 0x13, 0xf9, 0xf6, 0xf7, 0x01, 0xf5, 0xda, 0xf8, 0x0f, 0xfd, 0xf6, 0x08, 0x11, 0xf7, 0xed, 0xef, 0xf9, 0xd7, 0xf4, 0xfa, 0x14, 0xf8, 0xf7, 0x04, 0xf9, 0xe5, 0x05, 0xd4, 0x1f, 0xf2, - 0xee, 0xfe, 0x01, 0xfe, 0x32, 0xf3, 0xfc, 0xfe, 0xfc, 0xed, 0x1b, 0x06, 0x0b, 0x3d, 0x21, 0xe2, 0x02, 0xfb, 0x1a, 0xf1, 0xf9, 0xf2, 0x09, 0x14, 0x03, 0xf5, 0xfc, 0xff, 0x04, 0xef, 0x0b, 0x15, - 0xee, 0xfc, 0xda, 0x02, 0xf4, 0xfb, 0x0c, 0xf4, 0xe8, 0x02, 0x16, 0x15, 0x19, 0x13, 0x26, 0xe8, 0xe6, 0x06, 0x03, 0xf7, 0xd8, 0x00, 0xdf, 0xf7, 0x0c, 0xf9, 0xf0, 0xde, 0x1e, 0x08, 0xe6, 0xfe, - 0xd8, 0x09, 0xde, 0xfb, 0x13, 0xfe, 0xe3, 0x27, 0xee, 0x01, 0xf6, 0xf0, 0xf7, 0xfc, 0x03, 0x0b, 0x20, 0xe0, 0x09, 0xc8, 0xec, 0x20, 0xff, 0xe2, 0x02, 0x0d, 0xe3, 0xdc, 0xff, 0x12, 0x02, 0xe3, - 0x1c, 0x19, 0x2d, 0x25, 0xf2, 0x1e, 0xfd, 0x19, 0xfe, 0x07, 0xdd, 0xfc, 0xe8, 0xf5, 0x3b, 0x20, 0x00, 0xd9, 0xe4, 0x1a, 0x1e, 0x0e, 0xfc, 0x0b, 0x07, 0x12, 0xf7, 0x0b, 0x07, 0x09, 0x1e, 0xe4, - 0x2a, 0x26, 0xe8, 0x1f, 0x0d, 0x12, 0xfb, 0xd7, 0x0b, 0xeb, 0xfc, 0xf8, 0xf8, 0x0f, 0x1e, 0xfa, 0xe3, 0x20, 0x0c, 0x0f, 0x37, 0xed, 0xef, 0x20, 0x26, 0xf6, 0x03, 0xfd, 0x09, 0xfc, 0x0c, 0x14, - 0x14, 0x06, 0x07, 0xde, 0x26, 0x0f, 0xf1, 0xea, 0x18, 0x15, 0xe4, 0x23, 0xe4, 0xfd, 0x10, 0x15, 0x0e, 0x08, 0xf1, 0xca, 0xed, 0xeb, 0xed, 0xf6, 0xf3, 0xee, 0x05, 0x10, 0x0a, 0xfc, 0x29, 0x18, - 0x07, 0x10, 0x1b, 0x0c, 0xed, 0xff, 0xeb, 0xf5, 0x23, 0x19, 0x1d, 0x29, 0xfb, 0x19, 0x03, 0xe5, 0x28, 0x02, 0xf8, 0x00, 0x13, 0x08, 0x01, 0xe5, 0xd3, 0x15, 0xd9, 0xf3, 0xe7, 0x0a, 0xe0, 0xf7, - 0x19, 0xf2, 0xfa, 0xf9, 0x0a, 0xf5, 0x1f, 0x09, 0x07, 0xf4, 0xe9, 0x02, 0x1a, 0x0f, 0x14, 0xfe, 0xde, 0xfb, 0x00, 0xf5, 0x18, 0xdb, 0x0a, 0x0c, 0x1f, 0x04, 0x11, 0x0c, 0x10, 0x0d, 0x09, 0x0d, - 0x11, 0xe6, 0xdd, 0xeb, 0x1b, 0x22, 0x1f, 0x07, 0xf3, 0x15, 0xf5, 0x07, 0xf7, 0x14, 0x01, 0xf2, 0xe2, 0xf2, 0x0d, 0xee, 0x1b, 0xf2, 0xff, 0xdb, 0x02, 0x00, 0xe9, 0xf7, 0xeb, 0x1b, 0x04, 0x25, - 0x05, 0x0c, 0x11, 0x02, 0x0b, 0x0e, 0x05, 0xeb, 0xd7, 0x02, 0xf4, 0x18, 0xe5, 0xfc, 0x0d, 0xf6, 0x06, 0xfe, 0x26, 0x2c, 0xfd, 0x19, 0xfb, 0xf7, 0x38, 0x07, 0xe1, 0x22, 0x02, 0x03, 0x0d, 0xf3, - 0xed, 0x12, 0x26, 0x23, 0xc7, 0xfc, 0xef, 0xe7, 0xe5, 0xfc, 0x3b, 0x1f, 0xf4, 0x13, 0x2f, 0xfd, 0x11, 0x21, 0x07, 0x18, 0xed, 0xdf, 0x07, 0x14, 0xfd, 0x14, 0xf8, 0xdc, 0x15, 0xef, 0xf5, 0xfd, - 0xf1, 0xe8, 0xf5, 0xca, 0xf5, 0xf8, 0xeb, 0xe0, 0xde, 0x25, 0x08, 0xef, 0xfc, 0xff, 0x06, 0x0d, 0x13, 0xfa, 0x1d, 0x08, 0x17, 0x09, 0x08, 0xe1, 0xfb, 0x02, 0xfd, 0x06, 0x10, 0xe8, 0x0d, 0x1e, - 0xf6, 0x15, 0xd0, 0xe3, 0x26, 0x1e, 0xec, 0x11, 0x20, 0x18, 0xfa, 0xbe, 0x14, 0x24, 0x13, 0xe1, 0xe0, 0x12, 0xfe, 0x00, 0x0d, 0xf8, 0xfc, 0x09, 0xee, 0xcd, 0x0d, 0xe0, 0xfe, 0xfb, 0x14, 0x05, - 0x00, 0x0e, 0xfd, 0xf5, 0x04, 0x21, 0xf2, 0xd9, 0xfc, 0xfa, 0x22, 0xf8, 0xda, 0x03, 0x39, 0x1c, 0xbe, 0xfa, 0x05, 0x11, 0xfd, 0xfd, 0x15, 0xef, 0xf7, 0x19, 0xdb, 0x14, 0xf8, 0xf8, 0xfd, 0xf7, - 0xe8, 0xea, 0xf1, 0x1d, 0x07, 0x07, 0xe4, 0x1c, 0x16, 0xed, 0x1d, 0xf2, 0x1b, 0xff, 0x0b, 0xf2, 0xf5, 0xfa, 0xe8, 0x0b, 0xdf, 0x13, 0x0b, 0xfc, 0x0b, 0x22, 0xf8, 0x0d, 0xf3, 0x1c, 0xf4, 0xe6, - 0xed, 0x14, 0xf2, 0xf2, 0xf4, 0xfb, 0x0b, 0x02, 0x1b, 0x1a, 0xfc, 0xfd, 0xf5, 0x19, 0x05, 0xf7, 0x12, 0x17, 0x02, 0xee, 0xed, 0x02, 0xfd, 0x05, 0xe7, 0x20, 0xe2, 0xe7, 0xf9, 0xf7, 0xf4, 0xfe, - 0xf6, 0xdd, 0xea, 0x04, 0xd6, 0xf9, 0x24, 0x0d, 0xfe, 0x19, 0xee, 0x17, 0xf9, 0xfd, 0x17, 0xea, 0xea, 0x0c, 0x0c, 0x15, 0xf3, 0x07, 0xe5, 0x0b, 0xec, 0xfd, 0xe7, 0xe4, 0x20, 0x37, 0xe3, -}; - -uint8_t q7_depthwise_conv_result_6[15*27*27] = { - 0xff, 0xfb, 0xfd, 0x03, 0xfe, 0x05, 0x00, 0x03, 0xfe, 0x00, 0x01, 0xfb, 0x05, 0x07, 0xff, 0xf8, 0x04, 0x03, 0x05, 0xfc, 0x01, 0x00, 0x00, 0x06, 0xfe, 0xfa, 0x04, 0x00, 0x01, 0xfe, 0xf9, 0x02, - 0xfc, 0x01, 0x06, 0x03, 0x07, 0x03, 0xfe, 0xfd, 0x04, 0xfd, 0xfd, 0x03, 0x05, 0xfe, 0x01, 0x02, 0xf6, 0x02, 0x04, 0xff, 0x01, 0xfe, 0xfd, 0x06, 0x01, 0x02, 0xf8, 0x02, 0x04, 0xfe, 0xfd, 0x02, - 0x00, 0x03, 0x02, 0xfb, 0x03, 0xf9, 0x05, 0x01, 0x00, 0x02, 0x04, 0xff, 0xf9, 0x02, 0x03, 0x03, 0x02, 0xff, 0x03, 0xf5, 0x00, 0x0b, 0x08, 0xfe, 0x03, 0x01, 0x01, 0x03, 0xfc, 0xff, 0x01, 0x00, - 0xff, 0x02, 0x0a, 0x03, 0xfa, 0xff, 0xfb, 0xfc, 0x01, 0x02, 0x01, 0xff, 0xfd, 0xfe, 0x03, 0xfc, 0x03, 0x01, 0x00, 0xfc, 0x00, 0x01, 0xfd, 0x09, 0x05, 0x00, 0x05, 0x01, 0x00, 0x01, 0xff, 0x00, - 0x08, 0x01, 0x00, 0xfd, 0xfe, 0xfd, 0x05, 0x04, 0xfe, 0x05, 0xff, 0xfe, 0xff, 0x0a, 0x00, 0x00, 0xfd, 0x09, 0xfb, 0x00, 0xfe, 0xfc, 0x08, 0xff, 0xfd, 0x04, 0x06, 0x02, 0x00, 0x01, 0x02, 0xfb, - 0x02, 0x0c, 0xff, 0xff, 0x03, 0x02, 0x01, 0x01, 0xf9, 0xfb, 0x07, 0x05, 0xfd, 0x09, 0x05, 0xf6, 0x01, 0xfb, 0x07, 0x01, 0x06, 0x04, 0x02, 0xfc, 0xfd, 0x02, 0xfd, 0x00, 0x08, 0x03, 0xf3, 0x01, - 0xfd, 0x05, 0xfd, 0x02, 0xfd, 0xfd, 0xff, 0x05, 0xff, 0x03, 0xfb, 0x05, 0x04, 0xf7, 0xfa, 0xfd, 0x02, 0xff, 0x04, 0xff, 0xfe, 0x03, 0xf9, 0x07, 0x00, 0x02, 0x04, 0x05, 0xf8, 0x04, 0xf5, 0xfd, - 0x03, 0xff, 0x05, 0x06, 0xfc, 0x07, 0x01, 0x01, 0xfe, 0xf9, 0x03, 0xf8, 0xfe, 0xfa, 0x02, 0xff, 0x02, 0x03, 0xff, 0xff, 0x00, 0x02, 0x02, 0x04, 0x02, 0x04, 0x04, 0x00, 0x05, 0xff, 0x04, 0xff, - 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0x03, 0xff, 0xf8, 0xff, 0xf4, 0xfe, 0xff, 0x03, 0x04, 0x05, 0x03, 0xf9, 0xfe, 0xff, 0xfc, 0x00, 0x05, 0x01, 0xfe, 0xfb, 0x02, 0x05, 0xfd, 0xf8, 0xf9, 0x04, 0x01, 0xff, 0x01, 0x06, 0x00, 0x04, - 0xfd, 0xfe, 0x06, 0xfe, 0xff, 0x00, 0x07, 0x04, 0x02, 0xfd, 0x01, 0x02, 0xff, 0x04, 0x03, 0xfa, 0xfd, 0x02, 0xff, 0xf9, 0x01, 0x03, 0xf8, 0xff, 0xff, 0xfe, 0x02, 0xff, 0xfc, 0x0b, 0x01, 0x00, - 0x04, 0x04, 0xff, 0x02, 0xff, 0x05, 0xfe, 0xff, 0x02, 0xfe, 0x01, 0xfb, 0x02, 0x04, 0xfe, -}; - - -uint8_t q7_depthwise_conv_result_11[15*9*9] = { - 0xf9, 0x03, 0xfa, 0xff, 0x10, 0xfe, 0xfa, 0x03, 0x02, 0x08, 0x09, 0xfd, 0x04, 0xf4, 0xfb, 0x0c, 0xfa, 0x07, 0xff, 0xff, 0x01, 0xfa, 0xf5, 0x03, 0xfc, 0xff, 0xff, 0x00, 0x01, 0x02, 0x07, 0xfa, - 0x01, 0xf9, 0xf6, 0xf9, 0x09, 0xf5, 0x05, 0xfc, 0xff, 0xfb, 0xfc, 0x05, 0x0b, 0x00, 0x03, 0x0a, 0x07, 0xff, 0x03, 0xf8, 0xfc, 0x01, 0x06, 0x07, 0x05, 0xff, 0x0c, 0xfe, 0xfe, 0x01, 0x00, 0xfa, - 0xfe, 0x03, 0xfc, 0xfe, 0x00, 0x00, 0xfe, 0xfd, 0x03, 0xf6, 0xf8, 0xfc, 0x00, 0xfb, 0x07, 0x00, 0xfe, 0x02, 0x04, 0x01, 0x05, 0xf3, 0x02, 0x00, 0x00, 0xf9, 0xfe, 0x00, 0x05, 0xf7, 0xfa, 0xfb, - 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0xfa, 0xfe, 0xff, 0x00, 0xfb, 0x01, 0x04, 0x02, 0x01, 0xfc, 0x03, 0xfb, 0xff, 0x00, 0x05, 0xfd, 0xfd, 0x08, 0x05, 0xfa, 0xf7, 0x05, 0xfd, 0xf7, 0x02, 0xfd, 0x02, 0x00, 0xf4, 0x0b, 0x04, 0xf7, - 0x02, 0x0b, 0x07, 0xfe, 0x07, 0xfd, 0x02, 0x02, 0x03, 0x07, 0xfd, 0xfa, 0x05, 0xfa, 0xf1, 0xfe, 0xfa, 0x0a, 0x01, 0xfe, 0xfd, 0x01, 0x00, 0xf9, 0xf9, 0xff, 0x02, 0xf8, 0xfb, 0xfd, 0x04, 0xf5, - 0x00, 0xfb, 0x00, 0xf8, 0xfd, 0x04, 0xfd, 0xfb, 0x02, 0x01, 0x03, 0x0c, 0x01, 0x07, 0x0a, 0x03, 0x01, 0xfe, 0x05, 0xfe, 0x02, 0x08, 0x07, 0x06, 0xf7, 0x08, 0x00, 0x03, 0x0a, 0x05, 0x03, 0x01, - 0xff, 0xfb, 0xff, 0x09, 0x04, 0xf9, 0xf4, 0xf8, 0x00, 0xfc, 0x04, 0x05, 0xfc, 0xfe, 0x04, 0x02, 0xfc, 0x0d, 0xfe, 0xf7, 0xfd, 0x06, 0x02, 0x07, 0xec, 0x07, 0xfd, 0xf9, 0xfe, 0xf9, 0x02, 0x0e, - 0x01, 0x01, 0x01, 0xeb, 0x03, 0x02, 0x01, 0x03, 0x06, 0x04, 0x01, 0xf6, 0xfe, 0x06, 0x00, 0x02, 0x00, 0x05, 0xfd, 0x00, 0xfe, 0xff, 0xfe, 0x07, 0xfd, 0xfe, 0x00, 0xfa, 0x01, 0x00, 0xfc, 0xf9, - 0x00, 0x06, 0x06, 0xfb, 0xfa, 0xf9, 0x07, 0xfd, 0xff, 0x00, 0x05, 0x01, 0x01, 0xfe, 0x01, 0xff, 0x01, 0xf5, 0x02, 0xf9, 0xf8, 0xf3, 0xfe, 0x09, 0xf9, 0xfa, 0xf6, 0xf1, 0x04, 0x0b, 0x04, 0x00, - 0x00, 0x08, 0xfb, 0xff, 0x07, 0xfe, 0x03, 0x02, 0x00, 0x02, 0x01, 0x03, 0xfb, 0x00, 0xfd, 0x06, 0x03, 0x02, 0x09, 0x06, 0x05, 0xfc, 0xff, 0xff, 0x00, 0x04, 0xfc, 0x01, 0x03, 0xfb, 0xf9, 0xf5, - 0xfe, 0x02, 0xfd, 0x00, 0xfa, 0xf7, 0x09, 0x03, 0x04, 0xfe, 0x02, 0x03, 0xf5, 0x03, 0xf9, 0xf8, 0xfc, 0x03, 0x0b, 0x03, 0x0c, 0xfd, 0xff, 0xfb, 0x02, 0xfd, 0xfc, 0x00, 0xfc, 0x04, 0xff, 0x0c, - 0xfd, 0x03, 0x00, 0x00, 0xfc, 0x06, 0xfa, 0x0c, 0xf9, 0xfe, 0xfa, 0x08, 0x02, 0x02, 0xfa, 0x02, 0x00, 0x00, 0x03, 0x0d, 0xfd, 0xfc, 0x02, 0x00, 0xfa, 0x03, 0xf8, 0x01, 0x00, 0x00, 0xfa, 0x0b, - 0x02, 0x00, 0x06, 0xf8, 0xfc, 0x05, 0x06, 0xfd, 0x01, 0x01, 0x02, 0x03, 0xfe, 0x04, 0xfd, 0x08, 0x00, 0x09, 0x02, 0x03, 0x02, 0xff, 0xff, 0x03, 0x03, 0xfc, 0x02, 0x03, 0xff, 0xfd, 0xfc, 0x03, - 0xf2, 0xff, 0x07, 0x0c, 0xfc, 0xfe, 0xfb, 0x07, 0x00, 0x0a, 0x01, 0xfe, 0x00, 0x08, 0xfe, 0x03, 0x04, 0x02, 0x02, 0xfd, 0xfc, 0xfa, 0x03, 0x0a, 0x02, 0x05, 0xff, 0xfa, 0x04, 0x0b, 0xf2, 0xf6, - 0x02, 0xfc, 0x01, 0x02, 0x02, 0x01, 0xfe, 0x02, 0xf4, 0xfe, 0x00, 0xf9, 0x02, 0xff, 0x02, 0x04, 0xfc, 0x09, 0x04, 0xfa, 0xff, 0xf8, 0xf9, 0x01, 0x0d, 0x00, 0xfd, 0x01, 0x03, 0xfb, 0xf4, 0xfe, - 0xf7, 0x07, 0x0c, 0xfa, 0x01, 0x02, 0x05, 0x05, 0xf6, 0xff, 0x0a, 0xf8, 0x08, 0xf5, 0x01, 0xfc, 0x0a, 0xfe, 0x08, 0x0a, 0x03, 0x04, 0x09, 0xfd, 0xfc, 0xf9, 0xfe, 0x04, 0x02, 0x04, 0xfc, 0x06, - 0xfb, 0xff, 0x00, 0xfd, 0x06, 0x04, 0xfe, 0x07, 0xff, 0xff, 0xf9, 0xf5, 0x01, 0x02, 0x06, 0xfc, 0x04, 0x05, 0xef, 0xf8, 0xf9, 0xf7, 0xfb, 0x00, 0x02, 0xfd, 0x00, 0x02, 0xff, 0x02, 0x09, 0x02, - 0x00, 0xff, 0xfe, 0xf8, 0x0a, 0xf6, 0x04, 0x04, 0x07, 0x05, 0xfb, 0x01, 0xff, 0xf9, 0xfd, 0x01, 0xf5, 0xff, 0x06, 0xfc, 0x08, 0xfa, 0x05, 0x01, 0xfa, 0x04, 0x01, 0x05, 0x04, 0x08, 0xfc, 0x00, - 0xf9, 0x0c, 0x03, 0x01, 0x08, 0xf6, 0x01, 0xff, 0x07, 0xff, 0xfc, 0x06, 0xf4, 0xfa, 0x02, 0xfb, 0x01, 0x05, 0x05, 0x02, 0x00, 0xfd, 0x00, 0x04, 0x00, 0xfb, 0xf4, 0x03, 0xfd, 0x05, 0xfa, 0x08, - 0x07, 0xf1, 0x05, 0xfe, 0x07, 0x07, 0xfc, 0x01, 0xfa, 0x03, 0x01, 0x04, 0x09, 0xfe, 0xfd, 0xfb, 0xf9, 0xfd, 0xfe, 0xfa, 0xfd, 0x06, 0x02, 0x02, 0x03, 0x06, 0xfd, 0xf7, 0x0b, 0x06, 0xfb, 0xfd, - 0x11, 0xfa, 0xfa, 0xfa, 0x02, 0xf7, 0x00, 0xfa, 0x0c, 0x05, 0x00, 0x07, 0x02, 0x07, 0xf6, 0x05, 0x06, 0xfd, 0x02, 0xfe, 0x00, 0xfe, 0xfb, 0xfa, 0xfa, 0x03, 0xf7, 0xfd, 0x0e, 0xf9, 0x0b, 0xfd, - 0xfb, 0x08, 0xfc, 0x02, 0xfa, 0x00, 0xf6, 0x02, 0x02, 0xf6, 0xfa, 0x02, 0x04, 0xf5, 0xfd, 0x05, 0x00, 0x01, 0xf6, 0x09, 0x02, 0x00, 0xf8, 0xfa, 0x01, 0xfd, 0xfd, 0x0d, 0x07, 0xfe, 0xff, 0x06, - 0xff, 0x03, 0xff, 0x03, 0x08, 0x07, 0xfe, 0xf9, 0x01, 0xf7, 0x0b, 0xfd, 0x03, 0xff, 0xff, 0x01, 0xfc, 0x05, 0x00, 0xff, 0x02, 0x02, 0x02, 0xf7, 0xfa, 0x00, 0x09, 0xf8, 0xfe, 0xff, 0x0b, 0xf8, - 0xfe, 0x01, 0x00, 0x05, 0x00, 0xf9, 0xec, 0x10, 0xfa, 0xf9, 0x05, 0xf9, 0x05, 0x01, 0xfc, 0xf4, 0xfe, 0x02, 0x07, 0xf3, 0xfe, 0x04, 0xfc, 0xf5, 0x09, 0x01, 0xf9, 0xff, 0x08, 0xff, 0xfe, 0xfd, - 0x01, 0x01, 0x04, 0x01, 0xff, 0xff, 0x06, 0xfb, 0x08, 0x05, 0x01, 0x02, 0xfe, 0xfe, 0xf1, 0xf3, 0xf8, 0x06, 0x07, 0xf7, 0x09, 0xf2, 0xfb, 0xfd, 0x03, 0x07, 0x08, 0x00, 0x06, 0xfd, 0x02, 0x06, - 0x05, 0xfd, 0xfb, 0x00, 0x02, 0x03, 0x06, 0xf7, 0x06, 0x01, 0x02, 0xf9, 0x04, 0x06, 0xf8, 0xfe, 0x0d, 0x00, 0xf7, 0xfb, 0x04, 0x02, 0x00, 0x03, 0x0d, 0x09, 0xff, 0xf9, 0x09, 0xfd, 0x01, 0xfc, - 0x03, 0x06, 0xf8, 0xf8, 0x09, 0x06, 0x04, 0x04, 0x01, 0x03, 0xfe, 0xfe, 0xff, 0xf7, 0x15, 0x02, 0xfd, 0xf8, 0x06, 0xf7, 0x03, 0xf6, 0xfa, 0xfe, 0x03, 0xfe, 0xff, 0x06, 0x01, 0x02, 0xf8, 0xfc, - 0x03, 0xfb, 0x01, 0xf5, 0x03, 0xfe, 0x01, 0x09, 0x03, 0x04, 0x00, 0x11, 0x04, 0x07, 0x03, 0x05, 0x00, 0xf5, 0xfe, 0xf5, 0x00, 0x05, 0x00, 0x04, 0xfe, 0x00, 0xf9, 0x08, 0xfd, 0x08, 0xfd, 0xf4, - 0xfb, 0x03, 0xff, 0x02, 0xf9, 0xfe, 0x04, 0xf9, 0x00, 0xf9, 0x04, 0x00, 0xfe, 0x02, 0xf8, 0xfb, 0xff, 0x02, 0xf9, 0xff, 0xfd, 0xf8, 0x0a, 0x05, 0x04, 0x05, 0x0e, 0xf2, 0xf2, 0x02, 0xfc, 0x05, - 0x04, 0x03, 0xfe, 0x05, 0x00, 0x05, 0x02, 0xfe, 0x03, 0xfe, 0xfd, 0x03, 0x05, 0xfe, 0xfc, 0x02, 0xfc, 0xfd, 0xff, 0x08, 0xf8, 0xf9, 0x01, 0xf9, 0x04, 0x01, 0x04, 0xfd, 0xfe, 0xfa, 0x01, 0xfa, - 0xf6, 0x04, 0x02, 0xff, 0xff, 0x02, 0x00, 0x00, 0xfe, 0xf9, 0xfb, 0xf7, 0x01, 0x01, 0x01, 0xff, 0x06, 0x03, 0x05, 0x06, 0x07, 0xfc, 0xfc, 0xf5, 0x00, 0x00, 0x04, 0xfa, 0x07, 0x01, 0xfd, 0xfe, - 0x01, 0x01, 0x02, 0xfd, 0xfc, 0xfe, 0xfe, 0xf8, 0xf8, 0x01, 0xf9, 0x03, 0x02, 0xf6, 0xff, 0x01, 0x00, 0x06, 0xfd, 0xfd, 0x0b, 0x02, 0xfb, 0xf4, 0x00, 0xff, 0xff, 0xf7, 0x00, 0xf9, 0x00, -}; - -uint8_t q7_conv_result_16[30*29*29] = { - 0x08, 0xe2, 0x13, 0xf5, 0x14, 0xf6, 0x0f, 0x06, 0x17, 0xf9, 0x1a, 0xfa, 0x12, 0x06, 0x19, 0xff, 0x12, 0x03, 0xf2, 0xf7, 0xf0, 0xf8, 0xf9, 0x1d, 0x22, 0xf3, 0x07, 0xef, 0x05, 0xeb, 0x03, 0xfa, - 0x18, 0x02, 0x21, 0xf0, 0xee, 0x0e, 0xe9, 0xf9, 0x13, 0xe6, 0x0a, 0x06, 0xdf, 0x21, 0x1b, 0xf9, 0x06, 0x1e, 0xe2, 0x26, 0xdf, 0xde, 0x0d, 0x1c, 0x10, 0x03, 0xf3, 0xf2, 0x18, 0xf4, 0x04, 0xf9, - 0xfe, 0x1e, 0x09, 0x02, 0xfe, 0x10, 0x17, 0xfe, 0x08, 0xca, 0xfc, 0xf6, 0xf0, 0xeb, 0x0d, 0xe4, 0x02, 0xf4, 0x10, 0x07, 0x25, 0x00, 0xfa, 0xef, 0xf7, 0xf5, 0x0a, 0xf3, 0x12, 0xff, 0x03, 0xff, - 0x1b, 0x07, 0x03, 0xe9, 0x04, 0x21, 0x1e, 0xf3, 0x02, 0x14, 0x10, 0xef, 0xf0, 0xf3, 0x14, 0xef, 0x1a, 0xff, 0xfb, 0xf9, 0xe6, 0x12, 0x0a, 0x0a, 0x02, 0x08, 0x05, 0xe8, 0xf5, 0xfd, 0xf7, 0xe5, - 0xf3, 0xee, 0xe7, 0x10, 0xf4, 0xf0, 0x00, 0xef, 0x01, 0x0d, 0xeb, 0xfe, 0x05, 0x20, 0x0a, 0xf4, 0x09, 0x09, 0x05, 0xfe, 0x0b, 0x0b, 0xe6, 0xe3, 0xee, 0x0b, 0xf6, 0x1b, 0xf1, 0x11, 0x11, 0x17, - 0x01, 0x08, 0xff, 0xe0, 0xfa, 0x27, 0xf8, 0xfa, 0xf4, 0xf6, 0xf9, 0xea, 0x04, 0xf1, 0xe4, 0xea, 0xf9, 0x0d, 0xfd, 0x0e, 0x15, 0x09, 0xfb, 0xf4, 0xf9, 0xf3, 0xf9, 0xf3, 0x05, 0xfc, 0xf1, 0x09, - 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-uint8_t q7_conv_result_19[14*31*31] = { - 0xfc, 0x0e, 0xfc, 0x0c, 0xfb, 0x05, 0xfd, 0xf8, 0x00, 0x05, 0x04, 0xf6, 0xfd, 0x01, 0x02, 0xf0, 0xe9, 0x0a, 0x0c, 0x0c, 0xfe, 0xfa, 0xfc, 0xfd, 0x14, 0x16, 0x00, 0x04, 0xf5, 0x09, 0xfb, 0x0e, - 0x02, 0x09, 0x0a, 0xf9, 0x07, 0x04, 0xe8, 0x14, 0xfc, 0x05, 0x14, 0xf1, 0xf6, 0xff, 0x00, 0xf4, 0x04, 0xf9, 0x0c, 0xfd, 0xf9, 0xf3, 0x05, 0xf3, 0x0b, 0x00, 0x09, 0xfc, 0x0c, 0xff, 0x08, 0xf8, - 0xfb, 0x01, 0x01, 0x11, 0xf9, 0x14, 0x04, 0xf9, 0x09, 0x02, 0x04, 0x08, 0xf4, 0x10, 0x09, 0x00, 0xf5, 0xfb, 0x05, 0xfc, 0xfe, 0xfb, 0xff, 0xef, 0x15, 0x00, 0x03, 0xf5, 0xfe, 0x0a, 0xf8, 0x11, - 0x03, 0xf7, 0xf9, 0xfd, 0x02, 0x14, 0xfd, 0xfd, 0x0a, 0x0a, 0xf6, 0xf1, 0xf5, 0xfc, 0xf7, 0xfe, 0x16, 0xff, 0xf2, 0xfa, 0x00, 0x0b, 0x0a, 0x11, 0xf6, 0x11, 0x05, 0xfc, 0xf6, 0x0d, 0xf1, 0x08, - 0x06, 0xf9, 0x0a, 0x03, 0x07, 0xfe, 0xfc, 0xff, 0x06, 0xf8, 0x02, 0xfd, 0x07, 0x06, 0x02, 0x0e, 0xf1, 0xfa, 0xf1, 0xfa, 0xfa, 0x07, 0x1c, 0x0c, 0x0f, 0xfa, 0x08, 0x0b, 0x06, 0xfb, 0x01, 0x01, - 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0x04, 0xf5, 0x0f, 0x01, 0xfa, 0xfa, 0xec, 0x04, 0x0e, 0x01, 0x00, 0x02, 0x09, 0xe4, 0x01, 0xd4, 0xfe, 0xff, 0xfd, 0x0c, 0x06, 0x07, 0x04, 0xfb, 0xfb, 0xf8, 0x0d, 0x13, 0x03, 0x04, 0xed, 0xfd, - 0x0d, 0x05, 0x03, 0x11, 0xf6, 0x03, 0x0e, 0xff, 0x04, 0x00, 0xff, 0x0f, 0xfc, 0x00, -}; - -uint8_t q7_conv_result_20[14*11*11] = { - 0xfc, 0x0e, 0xfc, 0x0c, 0xfb, 0x05, 0xfd, 0xf8, 0x00, 0x05, 0x04, 0xf6, 0xfd, 0x01, 0x14, 0xf1, 0xf6, 0xff, 0x00, 0xf4, 0x04, 0xf9, 0x0c, 0xfd, 0xf9, 0xf3, 0x05, 0xf3, 0xfe, 0xfb, 0xff, 0xef, - 0x15, 0x00, 0x03, 0xf5, 0xfe, 0x0a, 0xf8, 0x11, 0x03, 0xf7, 0xf1, 0x08, 0x06, 0xf9, 0x0a, 0x03, 0x07, 0xfe, 0xfc, 0xff, 0x06, 0xf8, 0x02, 0xfd, 0x00, 0xfc, 0xf9, 0xfc, 0x22, 0xf9, 0xff, 0xfa, - 0x02, 0xef, 0x0a, 0xfa, 0xf9, 0x07, 0x0d, 0xf2, 0xfc, 0xff, 0x0b, 0xf4, 0xf8, 0x04, 0xf2, 0x03, 0xff, 0x06, 0x00, 0x0a, 0xe9, 0x1b, 0x0d, 0x19, 0xff, 0xf8, 0xfb, 0x05, 0x09, 0xfc, 0xf6, 0xf7, - 0xfd, 0x04, 0x0b, 0x03, 0x0f, 0x06, 0xf5, 0x08, 0x13, 0x01, 0xf4, 0x06, 0x0b, 0x10, 0xf8, 0x0d, 0xfc, 0x04, 0xf8, 0xff, 0x07, 0x06, 0x1e, 0xfe, 0x0d, 0x09, 0xed, 0x10, 0xfa, 0xfc, 0xf2, 0x06, - 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0xf9, 0xfe, 0x06, 0x05, 0xf8, 0xff, 0x05, 0xf8, 0x0f, 0xf9, 0xfb, 0x00, 0x0a, 0x0a, 0xfe, 0x01, 0x05, 0x13, 0x18, 0x02, 0xfa, 0x15, 0xe3, 0x11, 0x05, 0xfe, 0xfe, 0xfe, 0x03, 0x13, 0x02, 0x06, - 0x05, 0xfa, 0xfe, 0xf7, 0xf8, 0xf1, 0x12, 0x0c, 0xf8, 0xfd, 0xf4, 0x0d, 0x15, 0x01, 0x02, 0xec, 0xfe, 0x00, 0x0e, 0x0d, 0xf0, 0xe3, 0xfb, 0xe9, 0xf8, 0x0b, 0xfa, 0xef, 0xfe, 0xf6, 0xf4, 0x09, - 0x1b, 0x02, 0xf1, 0xe6, 0x0a, 0xf3, 0xfe, 0xfb, 0xfd, 0x01, 0x05, 0xf4, 0xfd, 0xfa, 0xfe, 0x04, 0xf3, 0x03, 0x01, 0xfc, 0x07, 0x11, 0xfd, 0x0b, 0x0c, 0xe7, 0x0b, 0xf5, 0x07, 0x02, 0x07, 0x0b, - 0x00, 0xed, 0x05, 0x0b, 0x04, 0xe9, 0xfd, 0x0f, 0xfd, 0x07, 0x08, 0x1d, 0x06, 0x12, 0xf9, 0xfe, 0xfb, 0x02, 0xfd, 0xf5, 0xff, 0x0d, 0x02, 0xff, 0xf8, 0xea, 0x09, 0xf7, 0xfa, 0x09, 0x04, 0xf6, - 0x09, 0xe8, 0x00, 0xfa, 0x08, 0xfc, 0xee, 0xf0, 0x09, 0xfd, 0x20, 0xf9, 0xfe, 0x00, 0x0c, 0xfb, 0x03, 0xed, 0xf3, 0x0f, 0xf8, 0x03, 0xf7, 0x03, 0xfc, 0xf3, 0x13, 0xfe, 0xf9, 0xed, 0x12, 0x00, - 0xf5, 0xfa, 0x1f, 0x04, 0x08, 0x0e, 0xfb, 0x09, 0xf5, 0xf6, 0x0f, 0x03, 0x04, 0x0c, 0x11, 0x1f, 0x03, 0xe7, 0x06, 0x00, 0xf0, 0xf8, 0x11, 0x0e, 0xfc, 0xf5, 0xff, 0x06, 0x12, 0xf0, 0xfa, 0x0b, - 0x11, 0x03, 0x0e, 0x00, 0xf9, 0x03, 0x0f, 0xfd, 0xf9, 0xf5, 0x00, 0xff, 0x04, 0xf5, 0x0f, 0x01, 0x0d, 0x05, 0x03, 0x11, 0xf6, 0x03, 0x0e, 0xff, 0x04, 0x00, 0xff, 0x0f, 0xfc, 0x00, -}; - -uint8_t q7_conv_result_21[14*25*25] = { - 0x10, 0x1e, 0xf8, 0xfc, 0x25, 0x0d, 0xf5, 0x0a, 0x13, 0xf4, 0x08, 0x08, 0x07, 0xf4, 0xea, 0xea, 0x15, 0x2a, 0x15, 0xea, 0x05, 0x15, 0xf4, 0xfe, 0xfd, 0xff, 0x22, 0x10, 0x08, 0x0c, 0xdc, 0xfc, - 0x19, 0xec, 0xe1, 0xf1, 0xcf, 0x01, 0xe4, 0x01, 0xfa, 0x0a, 0xff, 0xff, 0xea, 0xf7, 0x2e, 0x20, 0xe9, 0xfa, 0x0a, 0x12, 0x1f, 0xf9, 0xff, 0xe9, 0x1d, 0x1a, 0xf5, 0x24, 0x03, 0xfe, 0x04, 0x14, - 0x1b, 0x04, 0xfc, 0x18, 0x03, 0xf3, 0x01, 0x06, 0x15, 0x17, 0xf5, 0x0b, 0x0e, 0xf0, 0x2b, 0xe4, 0xf7, 0x0a, 0x0e, 0xf1, 0x17, 0x0b, 0xf4, 0x15, 0xf0, 0x08, 0xfa, 0xf6, 0xee, 0x04, 0x12, 0xe4, - 0xfc, 0xef, 0x0f, 0xfa, 0x24, 0x06, 0xdd, 0x08, 0x27, 0xf9, 0xfa, 0xf9, 0x15, 0xf0, 0x03, 0xe1, 0x09, 0x08, 0x14, 0xf4, 0xf9, 0xff, 0x18, 0xf4, 0xfb, 0x02, 0xe7, 0x0c, 0xfb, 0xed, 0x21, 0xf3, - 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0x1d, 0x0a, 0xf0, 0x0c, 0x05, 0x00, 0x1e, 0x2c, 0x05, 0x0e, 0xf0, 0xf4, 0x0b, 0x18, 0xfc, 0x1f, 0x00, 0xed, 0x08, 0xec, 0xff, 0xff, 0x16, 0x0e, 0x1b, 0xf7, 0x02, 0xf2, 0x00, 0xf3, 0x07, 0x06, - 0xfc, 0xee, 0x03, 0x0b, 0x26, 0x0c, 0x11, 0xed, 0xfb, 0x11, 0x05, 0xff, 0x05, 0xf6, 0x04, 0x0a, 0x03, 0x16, 0xed, 0xe5, 0x03, 0xea, 0xf2, 0xf5, 0xe1, 0xf4, 0xf6, 0x01, 0x11, 0xf9, 0x16, 0x15, - 0x10, 0xf5, 0xd4, 0xe1, 0xe5, 0xfc, 0x11, 0xfd, 0x12, 0xfc, 0xfe, 0xff, 0xf8, 0x1b, 0x05, 0x0e, 0x07, 0x11, 0x0d, 0x09, 0x00, 0x1d, 0x0c, 0x09, 0xff, 0xef, 0xef, 0xef, 0xf0, 0x0b, 0xed, 0xf7, - 0x0a, 0xee, 0x1d, 0xe8, 0xeb, 0xe2, 0xf2, 0x0c, 0x04, 0xfe, 0xfa, 0xf2, 0x12, 0x09, 0x2a, 0x18, 0x00, 0xd2, 0x01, 0xf8, 0xf1, 0xeb, 0x03, 0x05, 0x14, 0xec, 0xf2, 0xef, 0xfd, 0x13, 0xf9, 0x08, - 0x08, 0x0f, 0xf8, 0xec, 0xf8, 0x0d, 0x0e, 0xea, 0x12, 0x00, 0xfd, 0x04, 0xfb, 0xe4, 0xf7, 0x02, 0x02, 0xf7, 0x1b, 0xfb, 0xf9, 0xf9, 0x19, 0x0e, 0xf7, 0xe6, 0xf3, 0x0c, 0xf1, 0x00, 0x0e, 0x07, - 0x12, 0x10, 0xfa, 0xfa, 0x02, 0x07, 0x12, 0x0a, 0xf4, 0x03, 0x10, 0xfd, 0xf8, 0x1a, -}; - -uint8_t q7_conv_result_22[14*31*31] = { - 0x0f, 0x0b, 0x14, 0x0e, 0x00, 0x07, 0x14, 0x00, 0x06, 0x0c, 0xff, 0x05, 0xfc, 0x12, 0xef, 0x0a, 0x0d, 0xf0, 0x03, 0x07, 0xfe, 0x05, 0xff, 0xfd, 0xf1, 0xfb, 0x06, 0xfb, 0x09, 0x03, 0x0d, 0xf8, - 0xec, 0x04, 0xfa, 0x08, 0xf2, 0xf5, 0x0b, 0xfa, 0xfe, 0xf1, 0xf8, 0x1d, 0xee, 0xe2, 0xe8, 0x01, 0xfa, 0xfb, 0xf1, 0x04, 0xfe, 0x0b, 0x01, 0xfa, 0xf8, 0xfe, 0x09, 0x13, 0xf7, 0xfd, 0xf3, 0x00, - 0xf9, 0x0b, 0x05, 0x0a, 0xfe, 0xf0, 0x12, 0x03, 0x08, 0x07, 0x02, 0x0a, 0xe1, 0xe7, 0x11, 0x08, 0x12, 0x0a, 0xf0, 0x13, 0x16, 0x0e, 0xfb, 0xea, 0x18, 0x0c, 0x09, 0x0f, 0xfe, 0x04, 0x23, 0xf1, - 0x15, 0xe0, 0x12, 0x14, 0xf8, 0x14, 0x0a, 0x05, 0x0c, 0x19, 0xf8, 0xfa, 0xe9, 0xfa, 0x0e, 0x0d, 0x0f, 0xfb, 0x07, 0xfa, 0x02, 0x02, 0x1c, 0xf6, 0x0c, 0xf8, 0x0d, 0x00, 0xf4, 0xfe, 0xf1, 0xef, - 0xfb, 0x0b, 0x13, 0xf7, 0xe2, 0x07, 0x0f, 0xcb, 0xf0, 0x05, 0x00, 0x05, 0xfb, 0x0f, 0xf2, 0xf3, 0xf6, 0x0f, 0x11, 0x04, 0x09, 0x04, 0x04, 0xf8, 0xfa, 0x08, 0xe7, 0x21, 0x23, 0xec, 0xe8, 0xfd, - 0x18, 0x01, 0x06, 0xff, 0x0a, 0x0c, 0x0b, 0xf8, 0xf2, 0xed, 0x01, 0xf9, 0xf7, 0x01, 0x08, 0x08, 0xf7, 0xef, 0xf9, 0x1f, 0x05, 0x15, 0x12, 0x17, 0x08, 0xf3, 0xfb, 0xf9, 0xd7, 0x0e, 0x0f, 0xfc, - 0xec, 0x0a, 0xea, 0x0a, 0x00, 0x17, 0xdf, 0xf7, 0x01, 0xf4, 0x19, 0x04, 0xf2, 0x09, 0xee, 0xfd, 0x0e, 0xfe, 0xe7, 0xe8, 0x0c, 0x15, 0x0e, 0x00, 0x01, 0xf9, 0x11, 0x1a, 0xed, 0x00, 0x01, 0x02, - 0x16, 0x08, 0xf2, 0x07, 0xfd, 0x28, 0x00, 0x03, 0xfd, 0x14, 0x06, 0x02, 0x27, 0xee, 0x01, 0xf7, 0x05, 0xf8, 0x0a, 0xf3, 0xe3, 0x07, 0xf5, 0x0d, 0xe6, 0x01, 0x05, 0x08, 0xf7, 0x18, 0x00, 0x01, - 0xeb, 0x16, 0xff, 0xf6, 0x02, 0xf7, 0x08, 0x00, 0x12, 0xfd, 0x09, 0xd7, 0x1a, 0xe7, 0x08, 0xe6, 0x04, 0x0a, 0x15, 0x07, 0xf4, 0xf3, 0x16, 0xf8, 0xfe, 0x07, 0x07, 0xfb, 0xfa, 0x10, 0x14, 0xe5, - 0xf9, 0x0b, 0x11, 0x07, 0xfb, 0xf9, 0xf9, 0x07, 0x03, 0x0e, 0xfc, 0x1c, 0x04, 0x08, 0xec, 0x12, 0x07, 0x01, 0xfa, 0x00, 0xf7, 0x01, 0x02, 0xfc, 0x0f, 0xf5, 0xdf, 0xf7, 0xf6, 0xfb, 0xfa, 0xfe, - 0x04, 0xf8, 0x16, 0x0b, 0xe4, 0x18, 0xf6, 0xf2, 0x09, 0xf1, 0xfa, 0x00, 0x0a, 0x02, 0xfd, 0x0e, 0xf9, 0xfe, 0x14, 0xfa, 0x0c, 0x09, 0x09, 0x14, 0x10, 0xf7, 0xf5, 0x06, 0xeb, 0x03, 0xfc, 0xdd, - 0xf3, 0xf4, 0xd9, 0xff, 0xfd, 0xea, 0x03, 0xff, 0x05, 0x0a, 0x20, 0xdc, 0x16, 0x06, 0x10, 0x00, 0xf9, 0xf9, 0xfc, 0xfb, 0xf6, 0xde, 0xde, 0xf9, 0x00, 0x21, 0x0d, 0x0f, 0xfd, 0xf4, 0x02, 0xfd, - 0x0c, 0xf4, 0x0e, 0x04, 0x0c, 0x05, 0xf7, 0xf7, 0xfe, 0xfd, 0x06, 0xed, 0x1a, 0xfd, 0x04, 0xfd, 0x0f, 0xec, 0xfe, 0x15, 0x11, 0x08, 0xf8, 0x07, 0xfe, 0xee, 0xe2, 0x03, 0x16, 0xec, 0xf7, 0xff, - 0x16, 0xfa, 0xfa, 0x08, 0x02, 0x08, 0xfe, 0x05, 0xff, 0x02, 0xf2, 0x0e, 0xfd, 0x1c, 0xfb, 0x0f, 0xfb, 0xed, 0xe3, 0x18, 0x13, 0xf2, 0xfa, 0xef, 0x13, 0xfe, 0xf9, 0xf8, 0xfe, 0x11, 0xf1, 0x0b, - 0x0d, 0x13, 0xf8, 0x1d, 0x0d, 0x13, 0x05, 0xee, 0xe7, 0x0f, 0x04, 0x02, 0x06, 0x03, 0x1a, 0xf0, 0x12, 0xfc, 0x06, 0x02, 0x02, 0x17, 0xf0, 0xf0, 0xec, 0x0b, 0xf5, 0xe4, 0xf3, 0x16, 0xfe, 0x02, - 0xe6, 0xee, 0xfc, 0xfe, 0x05, 0x04, 0xf3, 0x13, 0x0d, 0x1f, 0xfc, 0x07, 0x12, 0xff, 0x07, 0xfb, 0x04, 0xfa, 0xf9, 0x01, 0x09, 0xf5, 0x0c, 0x00, 0x0a, 0xfc, 0xfe, 0xf3, 0xf5, 0x0c, 0xef, 0xe8, - 0x1d, 0xf9, 0x05, 0x26, 0x0e, 0x04, 0xf2, 0xfb, 0xf1, 0x15, 0x10, 0xf5, 0x0e, 0x0c, 0xff, 0xf6, 0xff, 0xf6, 0x03, 0x07, 0x0e, 0xfd, 0xea, 0x02, 0x06, 0xdf, 0xe8, 0x0d, 0x1b, 0x07, 0x03, 0xeb, - 0x14, 0x1a, 0xf0, 0xe9, 0xf9, 0xe6, 0xf1, 0x0f, 0xf2, 0xfa, 0xe2, 0xf2, 0x03, 0x0f, 0x0a, 0x06, 0x03, 0x0d, 0xfb, 0x1e, 0x0d, 0x0a, 0xf0, 0xf5, 0x16, 0x06, 0x19, 0x16, 0x06, 0xd3, 0x1a, 0x07, - 0xf3, 0xf6, 0xfd, 0xe4, 0x10, 0xe4, 0x14, 0x02, 0xea, 0xfd, 0xf3, 0x1d, 0x0e, 0x0c, 0x00, 0x08, 0xf9, 0xe8, 0xff, 0x19, 0x10, 0xf0, 0xeb, 0xfe, 0x04, 0x02, 0xff, 0x02, 0xfd, 0x06, 0xf0, 0x07, - 0xf1, 0xf4, 0x06, 0x1e, 0x13, 0xdc, 0xec, 0xfc, 0xfb, 0x05, 0x14, 0xf1, 0x02, 0x0f, 0x02, 0x02, 0xe5, 0xff, 0xff, 0xfc, 0x02, 0xe8, 0x01, 0xf6, 0xec, 0xeb, 0x06, 0x07, 0x15, 0x03, 0xf8, 0x13, - 0x19, 0xfd, 0xf9, 0x05, 0x01, 0xf4, 0xeb, 0x06, 0xf6, 0x2b, 0x03, 0x0f, 0xf6, 0x27, 0x05, 0x06, 0xe7, 0xeb, 0xf5, 0x1b, 0xe4, 0xfc, 0x0f, 0xf9, 0x14, 0xf4, 0x1a, 0x09, 0x0c, 0x04, 0x23, 0x10, - 0xec, 0xea, 0x14, 0xf8, 0xf4, 0x14, 0xf8, 0xf9, 0x17, 0xdf, 0xf3, 0x03, 0xf5, 0xe9, 0xf1, 0x02, 0xfd, 0xfc, 0xfc, 0xf6, 0xee, 0xef, 0xf4, 0x00, 0x08, 0x18, 0xfe, 0xfe, 0x0c, 0xe6, 0xd8, 0xfd, - 0x16, 0xef, 0x16, 0x04, 0x15, 0x21, 0x0d, 0xfc, 0x07, 0x08, 0x09, 0x00, 0x06, 0x0c, 0xfa, 0xff, 0x14, 0xdf, 0x04, 0x14, 0xfe, 0x02, 0xf7, 0x03, 0x18, 0xf5, 0xee, 0xfb, 0x24, 0x16, 0xe5, 0x05, - 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0xe5, 0xf7, 0x06, 0x06, 0x0a, 0x03, 0x0e, 0xf1, 0x1c, 0xfd, 0xf4, 0x0e, 0x1e, 0xea, 0x12, 0xe6, 0xfe, 0x09, 0xf7, 0x02, 0xe7, 0xfc, 0xee, 0x0b, 0x24, 0x19, 0x0c, 0xf7, 0xe6, 0xf5, 0x17, 0x05, - 0x03, 0x06, 0xff, 0xf0, 0xf3, 0x13, 0x01, 0x02, 0x28, 0xe9, 0xf5, 0x17, 0xff, 0xe5, 0x21, 0x0d, 0x05, 0x01, 0x0a, 0x00, 0x11, 0xfe, 0x04, 0x05, 0x07, 0x10, 0xe9, 0x01, 0xfd, 0x02, 0x00, 0xf3, - 0x05, 0x3c, 0xf2, 0x0b, 0x1b, 0xe2, 0xf2, 0xf8, 0x0b, 0xf9, 0x0e, 0x1c, 0xee, 0xfc, 0xfe, 0x00, 0x04, 0xfc, 0x13, 0x2d, 0xe8, 0x02, 0x04, 0xf9, 0x0e, 0xfe, 0xfc, 0xff, 0xe7, 0xe3, 0x03, 0x04, - 0x09, 0xec, 0x02, 0xfb, 0x02, 0xfe, 0xec, 0xdd, 0xed, 0xea, 0xfd, 0x07, 0xfa, 0xea, 0x0d, 0x00, 0x0c, 0xe5, 0x0f, 0x0e, 0x0b, 0x21, 0x01, 0x04, 0x0b, 0x18, 0x06, 0x16, 0xee, 0xf8, 0xff, 0xf6, - 0x04, 0xf4, 0x02, 0x0e, 0x12, 0xfe, 0xf2, 0x03, 0x03, 0x1a, 0x0f, 0x06, 0xe9, 0xf8, 0x1b, 0xea, 0xe8, 0x0d, 0xea, 0xfb, 0xfd, 0xf8, 0xe9, 0xfa, 0xde, 0x0e, 0x08, 0x02, 0x04, 0xf1, 0xf6, 0xff, - 0x1a, 0xf4, 0xf4, 0xe9, 0xff, 0xfa, 0x00, 0x09, 0x17, 0x05, 0xf8, 0xfe, 0x0b, 0xfc, 0x03, 0xf3, 0xfb, 0x0d, 0x0f, 0xf5, 0x0e, 0xe1, 0xf3, 0xe3, 0xff, 0x1b, 0xf2, 0xeb, 0xf8, 0xe7, 0xeb, 0xf0, - 0x0d, 0x15, 0x0e, 0xfc, 0xfb, 0xf9, 0x00, 0x0e, 0xf8, 0x00, 0xed, 0x0d, 0xf2, 0x01, 0x12, 0x05, 0x05, 0xee, 0xf4, 0x06, 0x0a, 0x13, 0x17, 0xfa, 0x06, 0xfd, 0x12, 0xf0, 0xed, 0xfd, 0xef, 0x14, - 0xf6, 0xf6, 0x09, 0x05, 0x04, 0xeb, 0xf2, 0xfc, 0xf7, 0x0c, 0xe8, 0xf7, 0xff, 0xfa, -}; - -uint8_t q7_conv_result_23[14*9*9] = { - 0x10, 0x1e, 0xf8, 0xfc, 0x25, 0x0d, 0xf5, 0x0a, 0x13, 0xf4, 0x08, 0x08, 0x07, 0xf4, 0xff, 0xff, 0xea, 0xf7, 0x2e, 0x20, 0xe9, 0xfa, 0x0a, 0x12, 0x1f, 0xf9, 0xff, 0xe9, 0x17, 0x0b, 0xf4, 0x15, - 0xf0, 0x08, 0xfa, 0xf6, 0xee, 0x04, 0x12, 0xe4, 0xfc, 0xef, 0x21, 0xf3, 0x06, 0xf8, 0x06, 0x0c, 0x12, 0x08, 0x0a, 0x09, 0x19, 0xfc, 0xda, 0x0b, 0x1a, 0xee, 0xe8, 0x0f, 0x26, 0x02, 0xee, 0x17, - 0x1c, 0xf0, 0xfa, 0xff, 0x16, 0x09, 0xd2, 0x0a, 0xf3, 0xda, 0x02, 0xd0, 0x03, 0x0d, 0xfe, 0xfd, 0xed, 0x05, 0xf1, 0xf6, 0x0c, 0x13, 0xe0, 0x0e, 0x0d, 0xfb, 0x16, 0xe7, 0x21, 0x07, 0xfd, 0xfe, - 0xf7, 0xea, 0xdd, 0xec, 0xe8, 0x3d, 0xec, 0x0b, 0xf7, 0xf4, 0xd5, 0xf3, 0xfe, 0xec, 0x0f, 0x00, 0xce, 0xe5, 0x1b, 0x01, 0x1c, 0x17, 0xf3, 0x23, 0xf8, 0xea, 0xf7, 0xee, 0x00, 0xdb, 0x0a, 0xec, - 0x3b, 0xfd, 0x2a, 0xf1, 0x20, 0xf4, 0xf7, 0x08, 0xfe, 0xf9, 0x01, 0xf6, 0xe6, 0x0c, 0xf5, 0xdd, 0x19, 0xf6, 0x0e, 0xf9, 0xe5, 0x0e, 0x05, 0xe5, 0x10, 0x20, 0x12, 0x1d, 0xde, 0xe4, 0xfe, 0xf9, - 0x16, 0xff, 0x11, 0x07, 0x04, 0xfb, 0xeb, 0xe1, 0x21, 0x04, 0xf1, 0xf0, 0xfc, 0xf4, 0x09, 0xf0, 0xff, 0xf8, 0x00, 0xe2, 0xe6, 0x06, 0x0f, 0x09, 0xd1, 0x26, 0x1d, 0xee, 0x08, 0x0e, 0xfb, 0x18, - 0x0d, 0x0d, 0xf0, 0x29, 0x1d, 0x14, 0x2a, 0xf7, 0x03, 0xfe, 0x06, 0xfe, 0x0d, 0xfe, 0xec, 0xdd, 0x01, 0x05, 0x03, 0x05, 0xeb, 0xfb, 0x06, 0xff, 0xf9, 0x3e, 0x04, 0xdc, 0xfd, 0x21, 0x01, 0x16, - 0x02, 0x29, 0xfa, 0xf8, 0x29, 0x09, 0x17, 0x28, 0x28, 0xdd, 0x13, 0x16, 0x05, 0x07, 0xf3, 0xf1, 0x00, 0xfc, 0xfd, 0x0e, 0x0e, 0x20, 0xf3, 0x16, 0x0a, 0x08, 0x08, 0xf6, 0xc9, 0x0b, 0xfc, 0xff, - 0x19, 0xff, 0x08, 0xeb, 0xf1, 0x11, 0x19, 0x0f, 0xf2, 0x1a, 0xf6, 0x27, 0x06, 0xff, 0x0a, 0x04, 0xff, 0xf1, 0xf1, 0xf6, 0x09, 0x25, 0xe8, 0x0f, 0x06, 0xe7, 0x06, 0xee, 0xe3, 0x0a, 0x1f, 0x13, - 0x0a, 0xf7, 0xf8, 0x0e, 0x0f, 0xfb, 0xe2, 0xfb, 0x03, 0x2f, 0x00, 0xf4, 0x08, 0x10, 0xf2, 0xe1, 0x10, 0xf8, 0xf5, 0x0f, 0xf0, 0xe3, 0xef, 0x08, 0x06, 0xf8, 0x0d, 0xfa, 0x1b, 0xec, 0x0a, 0x08, - 0xf2, 0xe8, 0xe9, 0xcc, 0x12, 0x05, 0xf6, 0x01, 0x17, 0xeb, 0xf6, 0x05, 0x04, 0xe0, 0xea, 0xfa, 0xf6, 0xe7, 0x25, 0x1a, 0xfc, 0x06, 0xf9, 0x0e, 0x00, 0xd9, 0xe1, 0x05, 0xf6, 0xeb, 0xfe, 0xfc, - 0x00, 0x05, 0x10, 0x07, 0xf4, 0x11, 0xf8, 0xef, 0x0c, 0x20, 0x03, 0xfc, 0xf6, 0x22, 0xf2, 0xd9, 0xd5, 0x09, 0x13, 0x03, 0xf8, 0xf3, 0xff, 0xf8, 0xec, 0x17, 0x1d, 0x23, 0xf7, 0xfd, 0x0d, 0x22, - 0x07, 0xff, 0x22, 0x04, 0xec, 0x1a, 0xef, 0xfd, 0xfd, 0xf3, 0x08, 0xfe, 0xe6, 0xee, 0x04, 0xf8, 0xe5, 0xf3, 0x13, 0x11, 0xfb, 0x01, 0x0b, 0xf4, 0x0c, 0x2d, 0xe5, 0x19, 0x0c, 0xf4, 0x0f, 0xf7, - 0x0c, 0x09, 0x0c, 0xd0, 0x08, 0xfa, 0xf7, 0x0d, 0x0f, 0x12, 0xfe, 0xf6, 0x13, 0xde, 0xfc, 0x10, 0x1f, 0x0f, 0xde, 0x0c, 0x29, 0x04, 0xfc, 0xfe, 0xf4, 0x0d, 0xf3, 0xf9, 0x0c, 0x06, 0x2b, 0xed, - 0x0d, 0x0b, 0x18, 0x28, 0xff, 0x13, 0x1f, 0xdb, 0x1a, 0x1c, 0xf7, 0x09, 0xe7, 0xfa, 0x36, 0x15, 0x10, 0x12, 0x0c, 0xf1, 0x1a, 0x01, 0xfd, 0x11, 0xfb, 0xe5, 0xee, 0x03, 0x17, 0xf6, 0xf8, 0xd5, - 0xf1, 0xf9, 0x0a, 0xef, 0xfe, 0x17, 0x12, 0xf9, 0xf8, 0x03, 0xfe, 0xf3, 0xec, 0xfc, 0xff, 0x11, 0xeb, 0x04, 0x06, 0xfd, 0xea, 0xfc, 0xf5, 0x0e, 0xe7, 0x11, 0xed, 0xdb, 0x0c, 0xe8, 0xef, 0x14, - 0x0b, 0x14, 0xf8, 0xdf, 0x03, 0xdd, 0x01, 0xfa, 0xd3, 0xff, 0x0e, 0xec, 0xeb, 0xe9, 0xf2, 0xf0, 0xef, 0xe8, 0x0b, 0xe8, 0x03, 0x02, 0xf1, 0xea, 0x18, 0x17, 0x2e, 0xfa, 0x26, 0xe1, 0x17, 0xf9, - 0xe9, 0x1d, 0xff, 0x07, 0x1a, 0x1b, 0xeb, 0x06, 0xe2, 0xfd, 0x14, 0xfa, 0xe3, 0x0d, 0xe8, 0x03, 0xf1, 0x20, 0x0e, 0x14, 0xf6, 0x32, 0xef, 0xf2, 0x09, 0xee, 0xcf, 0xd9, 0x0d, 0x03, 0x12, 0xf4, - 0xe7, 0x06, 0xee, 0xf8, 0x08, 0x0d, 0x0c, 0xf7, 0x20, 0x0d, 0xeb, 0x07, 0xfc, 0x23, 0xf5, 0x04, 0xf0, 0xfe, 0x07, 0xf8, 0xff, 0x02, 0xf7, 0x1f, 0xf8, 0xf1, 0xf9, 0xfe, 0xdf, 0xfb, 0xf8, 0xf3, - 0x19, 0xf6, 0xff, 0xf7, 0xef, 0x1d, 0x02, 0x20, 0xdc, 0xf6, 0xf7, 0x05, 0xfb, 0xff, 0x21, 0x0a, 0x0f, 0x20, 0xfe, 0xe8, 0x0d, 0x0c, 0x13, 0x2f, 0xf1, 0xfa, 0xd0, 0xce, 0x17, 0x07, 0xd6, 0xe6, - 0x00, 0xfb, 0xf0, 0xf6, 0x26, 0x02, 0xd8, 0x11, 0xf1, 0xf7, 0x1e, 0xe9, 0xd8, 0xee, 0xfa, 0xe9, 0x07, 0x1b, 0xda, 0xfd, 0x03, 0xfd, 0xee, 0x11, 0xf3, 0x2a, 0xef, 0xf0, 0xfd, 0xec, 0xde, 0xe9, - 0xfc, 0x0b, 0x1a, 0x02, 0x02, 0xf3, 0x0d, 0xfc, 0xef, 0x03, 0xff, 0xf6, 0xed, 0x15, 0xff, 0xf1, 0xff, 0xf3, 0xf4, 0x04, 0x20, 0x14, 0xe9, 0x02, 0x00, 0x07, 0x0a, 0xd7, 0x12, 0x01, 0x05, 0x00, - 0xf8, 0xfd, 0x03, 0x0d, 0xfb, 0xfe, 0xfc, 0xf7, 0xf6, 0xe3, 0x03, 0xeb, 0x02, 0x0b, 0x10, 0x07, 0x1a, 0xfb, 0x0c, 0xe9, 0xea, 0x02, 0x02, 0x1e, 0xe2, 0xe3, 0x0e, 0xea, 0xfc, 0x05, 0x11, 0x13, - 0x0d, 0xe8, 0xfe, 0xf5, 0xec, 0x16, 0xfa, 0x10, 0x27, 0xf4, 0x04, 0xf4, 0x29, 0x03, 0x21, 0x0b, 0xf7, 0x18, 0xe6, 0xfb, 0x0f, 0xfd, 0x06, 0xf8, 0xdb, 0x0a, 0xda, 0xfb, 0x04, 0xe8, 0x03, 0xfa, - 0x0e, 0xf2, 0x0d, 0x04, 0x07, 0x16, 0xfc, 0x07, 0x0e, 0x0f, 0xf1, 0xf7, 0x02, 0x0b, 0x0d, 0x10, 0xeb, 0x0c, 0xe6, 0x0b, 0x0b, 0x06, 0xec, 0xf1, 0x0d, 0x12, 0x05, 0xfa, 0xf6, 0x01, 0xfb, 0xe6, - 0xfd, 0xf8, 0x08, 0x15, 0x18, 0x02, 0xe9, 0x19, 0xf4, 0x00, 0x06, 0xf8, 0xf8, 0xf5, 0x0c, 0x20, 0x05, 0xf7, 0xdf, 0xfe, 0x19, 0x13, 0x0f, 0x01, 0xf2, 0x0a, 0xf6, 0xf7, 0x28, 0xf9, 0xf9, 0xfd, - 0x15, 0x07, 0x0f, 0x1f, 0xf9, 0xee, 0xee, 0xf7, 0xe9, 0x1e, 0x02, 0x05, 0x02, 0xef, 0x01, 0xf3, 0xf2, 0xf1, 0x0e, 0x26, 0x01, 0x0b, 0x15, 0x06, 0xe9, 0xdd, 0xe7, 0x34, 0x0c, 0x02, 0x08, 0x11, - 0x1e, 0xf0, 0x00, 0xed, 0x13, 0xfb, 0x02, 0xe0, 0xdf, 0x08, 0xda, 0xf8, 0x0e, 0xd7, 0x1d, 0x0e, 0xf9, 0x0c, 0x00, 0xfe, 0xea, 0x12, 0xff, 0xfb, 0x22, 0xf0, 0xf5, 0x0d, 0xf0, 0xe0, 0xe0, 0xe9, - 0xe8, 0x33, 0xd9, 0xe4, 0x11, 0xf1, 0xfa, 0x05, 0x1a, 0x0f, 0x18, 0x0f, 0x0e, 0x17, 0x09, 0x13, 0xe0, 0xfa, 0x16, 0x0c, 0x0f, 0x27, 0xcb, 0xff, 0x06, 0x2c, 0xeb, 0x07, 0x0a, 0x11, 0xff, 0x11, - 0xfb, 0xea, 0xec, 0xf5, 0xef, 0xfe, 0x0e, 0x28, 0xeb, 0x01, 0xfe, 0xfe, 0x0f, 0x0f, 0x03, 0x19, 0x22, 0xf1, 0xe9, 0x03, 0x13, 0xea, 0xed, 0x11, 0x13, 0x13, 0x0c, 0x02, 0xdb, 0x02, 0x03, 0xf4, - 0x0c, 0x0a, 0xee, 0xf5, 0xf5, 0xfb, 0x0e, 0xef, 0xe8, 0x15, 0xef, 0x13, 0x2e, 0xf2, 0xf8, 0xdd, 0x0c, 0x09, 0x16, 0xf4, 0xfb, 0xfa, 0x13, 0x0d, 0xfa, 0xf9, 0xf1, 0x38, 0xde, 0x0e, 0x05, 0x06, - 0xfb, 0xda, 0xf6, 0xfc, 0x04, 0x21, 0xfb, 0x10, 0xe2, 0xf4, 0x0a, 0xf0, 0x0a, 0xf9, 0x07, 0xff, 0xf2, 0xf8, 0x35, 0x1e, 0xea, 0xe3, 0x17, 0xf8, 0xf1, 0xff, 0x0d, 0x0b, 0x10, 0xeb, 0xe1, 0x15, - 0x09, 0xe1, 0xfa, 0xd0, 0xeb, 0xfc, 0xef, 0x09, 0x1a, 0xf0, 0x07, 0xe6, 0xfe, 0x16, 0x2b, 0x08, 0x05, 0x0c, 0xfb, 0x04, 0xf5, 0x0e, 0x0a, 0x17, 0x20, 0x18, 0xff, 0xef, 0xe1, 0xef, 0xe7, 0x19, - 0x18, 0xf8, 0xf1, 0xf4, 0x1a, 0x0e, 0xfe, 0xf9, 0x0c, 0xd7, 0xe7, 0xe6, 0x09, 0xf4, 0x00, 0x01, 0x1d, 0x0a, 0xf0, 0x0c, 0x05, 0x00, 0x03, 0x0b, 0x26, 0x0c, 0x11, 0xed, 0xfb, 0x11, 0x05, 0xff, - 0x05, 0xf6, 0x04, 0x0a, 0xf8, 0x1b, 0x05, 0x0e, 0x07, 0x11, 0x0d, 0x09, 0x00, 0x1d, 0x0c, 0x09, 0xff, 0xef, 0x03, 0x05, 0x14, 0xec, 0xf2, 0xef, 0xfd, 0x13, 0xf9, 0x08, 0x08, 0x0f, 0xf8, 0xec, - 0x12, 0x10, 0xfa, 0xfa, 0x02, 0x07, 0x12, 0x0a, 0xf4, 0x03, 0x10, 0xfd, 0xf8, 0x1a, -}; - diff --git a/tests/validation_xt800/valid_data/relu6_u8.dat b/tests/validation_xt800/valid_data/relu6_u8.dat deleted file mode 100644 index 932be4ad..00000000 --- a/tests/validation_xt800/valid_data/relu6_u8.dat +++ /dev/null @@ -1,20 +0,0 @@ - -// 197, 218, 227, 46, 169, 36, 183, 204, 165, 201, 134, 115, 148, 203, 211, 0, 207, 255, 125, 164, 221, 236, 37, 25, 252, 19, 16, 169, 105, 29, 173, 77, 37, 29, 82, 40, 70, 200, 45, 156, 1, 254, 122, 21, 99, 103, 183, 211, 17, 15, 137, 46, 212, 86, 0, 163, 39, 73, 250, 134, 105, 84, 174, 193 -float relu6_input_0[64] = { -5.445010188220854, 6.360264745301716, 6.7744760796124766, -1.2087800211208992, 4.233819127486461, -1.6299605547414178, 4.851947115496076, 5.773080806518749, 4.0415133275374675, 5.641874614090453, 2.6993144966419544, 1.8478121000667933, 3.310781583442802, 5.732373054428127, 6.082669622356889, -3.2271739625051743, 5.9043785420593, 7.994957839493992, 2.2985894152341633, 3.9894488640716697, 6.526094609164318, 7.160172213289584, -1.5853104096681903, -2.121960816357054, 7.865069163607798, -2.381601258283481, -2.4932814164114174, 4.236037468196814, 1.4101488698765934, -1.9415010797374537, 4.415184318571043, 0.1867556058005242, -1.6024465773083905, -1.93487387922652, 0.3940637175104049, -1.4462709106455676, -0.1533318009017326, 5.574477108202206, -1.2178395340876236, 3.6408001392234883, -3.1706006128362625, 7.962326587061492, 2.1546949099503117, -2.2913058374579793, 1.1574520549612464, 1.3205404795290718, 4.846542127903442, 6.078487491085971, -2.465331470006524, -2.563141264662774, 2.8255511848233414, -1.1833492438686632, 6.095930769966545, 0.5669330795442153, -3.2017101590838015, 3.9560148844794583, -1.48848882808216, -0.0064555539188733135, 7.7723755494187134, 2.670135726984192, 1.397254073333979, 0.49812802381824817, 4.423166844623772, 5.261244948154175 -}; - -// 231, 255, 255, 0, 180, 0, 206, 245, 172, 240, 115, 79, 141, 244, 255, 0, 251, 255, 98, 170, 255, 255, 0, 0, 255, 0, 0, 180, 60, 0, 188, 8, 0, 0, 17, 0, 0, 237, 0, 155, 0, 255, 92, 0, 49, 56, 206, 255, 0, 0, 120, 0, 255, 24, 0, 168, 0, 0, 255, 113, 59, 21, 188, 224 -float relu6_output_0[64] = { -5.445010188220854, 6.0, 6.0, 0.0, 4.233819127486461, 0.0, 4.851947115496076, 5.773080806518749, 4.0415133275374675, 5.641874614090453, 2.6993144966419544, 1.8478121000667933, 3.310781583442802, 5.732373054428127, 6.0, 0.0, 5.9043785420593, 6.0, 2.2985894152341633, 3.9894488640716697, 6.0, 6.0, 0.0, 0.0, 6.0, 0.0, 0.0, 4.236037468196814, 1.4101488698765934, 0.0, 4.415184318571043, 0.1867556058005242, 0.0, 0.0, 0.3940637175104049, 0.0, 0.0, 5.574477108202206, 0.0, 3.6408001392234883, 0.0, 6.0, 2.1546949099503117, 0.0, 1.1574520549612464, 1.3205404795290718, 4.846542127903442, 6.0, 0.0, 0.0, 2.8255511848233414, 0.0, 6.0, 0.5669330795442153, 0.0, 3.9560148844794583, 0.0, 0.0, 6.0, 2.670135726984192, 1.397254073333979, 0.49812802381824817, 4.423166844623772, 5.261244948154175 -}; - - -float relu6_input_1[79] = { - 1.43620868565176, 3.1756993626685315, 0.31935204246764215, -3.413472468174558, 4.504005058256071, -3.2575108382803744, 7.3804238788288, -1.0545600783348377, 5.641473653584496, 1.5716593841731354, -3.971662395882211, -3.432380696658629, 6.0367227134901285, -1.0080299807988786, 6.924286421955806, 7.2056795512301, 7.613429804987781, 7.364996400361534, 4.03346200864336, 3.6392122521346533, 3.5837365947098325, 0.07937182629197981, 4.101501373108167, 2.8744003409361563, -1.3586458487094468, -1.1409817736217738, 2.706468102585889, -2.961744528804921, 2.938658295891406, -2.5170891620494538, 1.0102462945209645, 0.5317416962299575, -3.352932035858819, 4.82762643624752, 6.961466847816325, -3.321526740649422, 1.1638385682418324, -1.0864390294745387, 5.653190071503795, -0.8897102188647046, -2.299707987564979, 1.203269708989989, 5.474507215282522, -3.1730201726007423, 0.8782675928261074, 0.6293434963083211, 1.5721073334845919, 1.1906301625230604, 2.346941458000832, -3.674322800880167, 2.338161404047355, 3.0810799559286437, -2.849959402250117, 3.829448690850784, 5.1076030186951815, -0.5764912333369545, -0.02709392260903476, 2.7556311910180264, 7.531420119279327, 1.723190145928319, -3.8346657141976856, 6.707230393336346, 3.049021342639671, -3.5151281206697575, 6.844242631524491, -0.9538064208810559, 1.5251201538668644, -0.9128299904165784, 3.8025254212285198, -0.6601197277016371, 3.393681118451597, 4.719923276887627, -2.836831777959311, -0.008295694757520788, 0.9107511546018872, 7.489689118625332, -1.8625077897516134, -3.4814854502973924, 0.09156628118490673 -}; - - -float relu6_output_1[79] = { - 1.43620868565176, 3.1756993626685315, 0.31935204246764215, 0.0, 4.504005058256071, 0.0, 6.0, 0.0, 5.641473653584496, 1.5716593841731354, 0.0, 0.0, 6.0, 0.0, 6.0, 6.0, 6.0, 6.0, 4.03346200864336, 3.6392122521346533, 3.5837365947098325, 0.07937182629197981, 4.101501373108167, 2.8744003409361563, 0.0, 0.0, 2.706468102585889, 0.0, 2.938658295891406, 0.0, 1.0102462945209645, 0.5317416962299575, 0.0, 4.82762643624752, 6.0, 0.0, 1.1638385682418324, 0.0, 5.653190071503795, 0.0, 0.0, 1.203269708989989, 5.474507215282522, 0.0, 0.8782675928261074, 0.6293434963083211, 1.5721073334845919, 1.1906301625230604, 2.346941458000832, 0.0, 2.338161404047355, 3.0810799559286437, 0.0, 3.829448690850784, 5.1076030186951815, 0.0, 0.0, 2.7556311910180264, 6.0, 1.723190145928319, 0.0, 6.0, 3.049021342639671, 0.0, 6.0, 0.0, 1.5251201538668644, 0.0, 3.8025254212285198, 0.0, 3.393681118451597, 4.719923276887627, 0.0, 0.0, 0.9107511546018872, 6.0, 0.0, 0.0, 0.09156628118490673 -}; \ No newline at end of file diff --git a/tests/validation_xt800/valid_data/relu_u8.dat b/tests/validation_xt800/valid_data/relu_u8.dat deleted file mode 100644 index 5c787f3c..00000000 --- a/tests/validation_xt800/valid_data/relu_u8.dat +++ /dev/null @@ -1,13 +0,0 @@ - -// np.random.uniform(-6, 8, (batch, in_size_y, in_size_x, in_channel)) - -// 128, 187, 249, 235, 92, 165, 45, 15, 27, 255, 164, 72, 144, 226, 49, 250, 160, 250, 241, 133, 242, 197, 54, 134, 0, 108, 125, 115, 76, 24, 200, 22, 54, 216, 59, 83, 198, 208, 120, 11, 129, 155, 251, 150, 192, 78, 84, 217, 14, 123, 197, 108, 16, 230, 109, 41, 99, 245, 158, 22, 128, 178, 14, 181, -float relu_input_0[79] = { -1.0482074107275814, 4.23110098921414, 7.6177693064031065, 6.867474695261425, -0.8984277894335397, 3.0231021474150417, -3.4692493587927595, -5.106191938815129, -4.453283748305399, 7.970908641476143, 3.0075972827549666, -2.0073517383969897, 1.913490304285471, 6.381600658635458, -3.252922589240085, 7.688957539361789, 2.7835622292134286, 7.6716056070453345, 7.185161035790879, 1.321893268052408, 7.249515835331277, 4.804590545778451, -2.9708108447857375, 1.3660812579766803, -5.904636725232528, -0.06486264289721966, 0.8781970381876638, 0.3005561202809748, -1.8173483615711854, -4.616445889371862, 4.945604273872801, -4.757721011490568, -2.9864238011279354, 5.814244654159779, -2.7112103780992003, -1.4207622445450196, 4.837425443742353, 5.393231233370653, 0.5985902696898577, -5.346197769654273, 1.1018666046262204, 2.496610714426934, 7.711532231996049, 2.256544650525088, 4.490446673036342, -1.6908944609777334, -1.3748697749215477, 5.88996954556977, -5.177508647724699, 0.7439062389475222, 4.805055376745937, -0.03493999787337376, -5.0368679843117405, 6.596605849454454, -0.015048510461847187, -3.702056303259154, -0.517360368556341, 7.422108306143981, 2.692210270218702, -4.708202183502835, 1.0144673657689243, 3.730599430025997, -5.180564789647756, 3.9165029716400817, -3.0979665369836953, -1.9751498737739697, -4.896209502144652, -5.028092896250221, -2.5610746854787045, 5.784381720961175, 5.384773007375632, 7.359152646302032, 2.2819570158558555, -3.4032620557447464, 2.7389172472151007, -3.543690683132345, 0.16237648266816596, 0.5265799394839457, -3.044213847154344, -}; - - -// 34, 135, 244, 220, 0, 97, 0, 0, 0, 255, 96, 0, 61, 204, 0, 246, 89, 245, 230, 42, 232, 154, 0, 44, 0, 0, 28, 10, 0, 0, 158, 0, 0, 186, 0, 0, 155, 173, 19, 0, 35, 80, 247, 72, 144, 0, 0, 188, 0, 24, 154, 0, 0, 211, 0, 0, 0, 237, 86, 0, 32, 119, 0, 125, -float relu_output_0[79] = { -1.0482074107275814, 4.23110098921414, 7.6177693064031065, 6.867474695261425, 0.0, 3.0231021474150417, 0.0, 0.0, 0.0, 7.970908641476143, 3.0075972827549666, 0.0, 1.913490304285471, 6.381600658635458, 0.0, 7.688957539361789, 2.7835622292134286, 7.6716056070453345, 7.185161035790879, 1.321893268052408, 7.249515835331277, 4.804590545778451, 0.0, 1.3660812579766803, 0.0, 0.0, 0.8781970381876638, 0.3005561202809748, 0.0, 0.0, 4.945604273872801, 0.0, 0.0, 5.814244654159779, 0.0, 0.0, 4.837425443742353, 5.393231233370653, 0.5985902696898577, 0.0, 1.1018666046262204, 2.496610714426934, 7.711532231996049, 2.256544650525088, 4.490446673036342, 0.0, 0.0, 5.88996954556977, 0.0, 0.7439062389475222, 4.805055376745937, 0.0, 0.0, 6.596605849454454, 0.0, 0.0, 0.0, 7.422108306143981, 2.692210270218702, 0.0, 1.0144673657689243, 3.730599430025997, 0.0, 3.9165029716400817, 0.0, 0.0, 0.0, 0.0, 0.0, 5.784381720961175, 5.384773007375632, 7.359152646302032, 2.2819570158558555, 0.0, 2.7389172472151007, 0.0, 0.16237648266816596, 0.5265799394839457, 0.0, -}; \ No newline at end of file diff --git a/tests/validation_xt800/valid_data/reshape_u8.dat b/tests/validation_xt800/valid_data/reshape_u8.dat deleted file mode 100644 index 2af184af..00000000 --- a/tests/validation_xt800/valid_data/reshape_u8.dat +++ /dev/null @@ -1,8 +0,0 @@ - -float reshape_input_0[191] = { -5.640720972151609, -0.5657863793548286, -0.11623867022833156, 2.1842826466371292, 6.566970556134599, -3.011555137229988, 1.916536014134552, 4.8225082083305395, 5.104528124472635, -5.4589871273307224, -2.8919229202573886, 4.092240275562467, 1.970521452081492, 4.776084748458308, 6.599777382289373, 2.5155683179607617, -5.164680165410105, -2.8646542135878934, -2.3861422569438595, -3.585859596314556, -5.386138799763513, 3.4350309303552535, 4.541723716000309, 3.5437318679579146, 3.8232953301514723, 1.7960014347779962, -4.027647097994145, -1.6040147111829484, -2.7058076893645193, -3.5799806809789505, 6.100211394572797, -5.184575566408125, -3.3076883817036786, -4.0322170665297445, 3.7276466151272594, -3.345827475559928, 4.093924269134682, 0.9231332173505997, 6.031782049716577, 3.6294435841852852, 6.495220128190395, 0.2738314525109349, 6.39586560354515, 1.128047734182088, 3.836297911516569, 3.8534906165207996, -0.55198377731387, 6.379843264404464, 5.677257771997677, 6.805353077779742, 2.663175980142416, 4.617177257914864, 2.843820962500473, -4.282543593354221, 1.7970830135579465, -4.542836149205678, 6.198099127534261, 6.6988769012509515, 2.223611886853197, -3.389415129549641, 4.874868572195837, 5.255788785154859, -4.550754331816187, 2.517919586091816, 0.922204550596927, 0.6439840510102846, 5.6731975549089935, -5.07828458280761, 6.8899669701700965, -0.27540257840390936, 4.691651248902787, 2.019467295943583, -1.481143839092402, 7.573262985997653, -3.650150707770961, 1.8361091491912198, -3.5120477920221145, 1.7305312818152538, 2.561885979686828, 5.235527845714518, 2.420280426931024, 7.88705904409473, -0.7349164439421223, 6.990492694363164, 7.635776783080781, 3.9715032662938032, 6.090891445331595, -4.1238072019553265, 0.6419728925196058, 3.5081645163758157, 7.468401107552506, 3.2063513690689778, 3.1002180720020966, 4.825295201043467, 7.594203025428985, -4.687959422805244, -1.5942402941540843, 5.417097483752775, -0.7936165463074953, -5.916777442609017, 1.2892784374089334, -5.300270990552436, -1.6507432562267113, -5.958296505902496, -5.469793413628307, -0.7933594754354942, 3.750338994472571, 6.4647191656927845, 6.682229917179193, -3.1936349928990295, 0.030469323434402007, 2.7558613301225776, 2.9179485576193116, 5.562005997394245, 0.6991930855207844, 3.6779630097948566, 4.288336857580109, -1.3854890479693758, 7.298769592675836, 5.643905707323716, 3.777541782558316, 7.725622600287565, -5.384703322630233, 6.238487856794908, 1.4649756652534576, 7.54563475197855, -1.6295859005766475, -1.2351663174253034, -5.949815217445886, 4.376748946749968, -3.3785360069070567, 0.4588263741888703, 7.743301758269256, 4.094621638521485, 4.69991444834948, 6.081065976026201, 2.5436515242869824, 3.69640208806711, 3.0373500993970097, -1.4315667964324614, -1.9965627053714803, 4.447126409917855, -1.077119410751421, 4.545637846341721, -1.1776633711473412, -4.838171469576321, 5.782548615097655, -3.399652758996389, -5.766486481542707, -4.366240267958906, 6.404530736483059, 5.686059869261388, -0.10166146310384061, -1.6310486103921606, 2.76772194354006, -5.8089651408822585, -5.84482023273596, -2.6761721677912957, -0.5861713037148011, -4.26210703815939, 3.3752313887844014, -1.0390111796086137, -2.5654104447626356, 0.9117793357635913, 3.7667010448233533, 2.0563596231796737, -1.1960573167885933, 4.036665260210814, -5.326049084436866, 6.536989615555267, -0.14478612371906951, 4.051864584800219, -0.11769676462018808, 4.013448099061762, -2.1371985840742447, -2.3831666982369533, -3.798046492707585, 2.1370088977439856, 6.0310031725495, 1.9469017726688644, 4.117454435695718, 1.9591688772329015, -3.1882373680331932, -4.870550773388311, -5.71024373391802, 4.727350791098701, -4.689229356087633, -2.990593047205867, 3.0142671179306664, -5.450751068331806, 4.316008523516963 -}; - -float reshape_output_0[191] = { -5.640720972151609, -0.5657863793548286, -0.11623867022833156, 2.1842826466371292, 6.566970556134599, -3.011555137229988, 1.916536014134552, 4.8225082083305395, 5.104528124472635, -5.4589871273307224, -2.8919229202573886, 4.092240275562467, 1.970521452081492, 4.776084748458308, 6.599777382289373, 2.5155683179607617, -5.164680165410105, -2.8646542135878934, -2.3861422569438595, -3.585859596314556, -5.386138799763513, 3.4350309303552535, 4.541723716000309, 3.5437318679579146, 3.8232953301514723, 1.7960014347779962, -4.027647097994145, -1.6040147111829484, -2.7058076893645193, -3.5799806809789505, 6.100211394572797, -5.184575566408125, -3.3076883817036786, -4.0322170665297445, 3.7276466151272594, -3.345827475559928, 4.093924269134682, 0.9231332173505997, 6.031782049716577, 3.6294435841852852, 6.495220128190395, 0.2738314525109349, 6.39586560354515, 1.128047734182088, 3.836297911516569, 3.8534906165207996, -0.55198377731387, 6.379843264404464, 5.677257771997677, 6.805353077779742, 2.663175980142416, 4.617177257914864, 2.843820962500473, -4.282543593354221, 1.7970830135579465, -4.542836149205678, 6.198099127534261, 6.6988769012509515, 2.223611886853197, -3.389415129549641, 4.874868572195837, 5.255788785154859, -4.550754331816187, 2.517919586091816, 0.922204550596927, 0.6439840510102846, 5.6731975549089935, -5.07828458280761, 6.8899669701700965, -0.27540257840390936, 4.691651248902787, 2.019467295943583, -1.481143839092402, 7.573262985997653, -3.650150707770961, 1.8361091491912198, -3.5120477920221145, 1.7305312818152538, 2.561885979686828, 5.235527845714518, 2.420280426931024, 7.88705904409473, -0.7349164439421223, 6.990492694363164, 7.635776783080781, 3.9715032662938032, 6.090891445331595, -4.1238072019553265, 0.6419728925196058, 3.5081645163758157, 7.468401107552506, 3.2063513690689778, 3.1002180720020966, 4.825295201043467, 7.594203025428985, -4.687959422805244, -1.5942402941540843, 5.417097483752775, -0.7936165463074953, -5.916777442609017, 1.2892784374089334, -5.300270990552436, -1.6507432562267113, -5.958296505902496, -5.469793413628307, -0.7933594754354942, 3.750338994472571, 6.4647191656927845, 6.682229917179193, -3.1936349928990295, 0.030469323434402007, 2.7558613301225776, 2.9179485576193116, 5.562005997394245, 0.6991930855207844, 3.6779630097948566, 4.288336857580109, -1.3854890479693758, 7.298769592675836, 5.643905707323716, 3.777541782558316, 7.725622600287565, -5.384703322630233, 6.238487856794908, 1.4649756652534576, 7.54563475197855, -1.6295859005766475, -1.2351663174253034, -5.949815217445886, 4.376748946749968, -3.3785360069070567, 0.4588263741888703, 7.743301758269256, 4.094621638521485, 4.69991444834948, 6.081065976026201, 2.5436515242869824, 3.69640208806711, 3.0373500993970097, -1.4315667964324614, -1.9965627053714803, 4.447126409917855, -1.077119410751421, 4.545637846341721, -1.1776633711473412, -4.838171469576321, 5.782548615097655, -3.399652758996389, -5.766486481542707, -4.366240267958906, 6.404530736483059, 5.686059869261388, -0.10166146310384061, -1.6310486103921606, 2.76772194354006, -5.8089651408822585, -5.84482023273596, -2.6761721677912957, -0.5861713037148011, -4.26210703815939, 3.3752313887844014, -1.0390111796086137, -2.5654104447626356, 0.9117793357635913, 3.7667010448233533, 2.0563596231796737, -1.1960573167885933, 4.036665260210814, -5.326049084436866, 6.536989615555267, -0.14478612371906951, 4.051864584800219, -0.11769676462018808, 4.013448099061762, -2.1371985840742447, -2.3831666982369533, -3.798046492707585, 2.1370088977439856, 6.0310031725495, 1.9469017726688644, 4.117454435695718, 1.9591688772329015, -3.1882373680331932, -4.870550773388311, -5.71024373391802, 4.727350791098701, -4.689229356087633, -2.990593047205867, 3.0142671179306664, -5.450751068331806, 4.316008523516963 -}; diff --git a/tests/validation_xt800/valid_data/softmax_data.dat b/tests/validation_xt800/valid_data/softmax_data.dat deleted file mode 100644 index a45fae21..00000000 --- a/tests/validation_xt800/valid_data/softmax_data.dat +++ /dev/null @@ -1,1711 +0,0 @@ -/* --------------------------------------------------------------------------- - * Copyright (C) 2016 CSKY Limited. All rights reserved. - * - * Redistribution and use of this software in source and binary forms, - * with or without modification, are permitted provided that the following - * conditions are met: - * * Redistributions of source code must retain the above copyright notice, - * this list of conditions and the following disclaimer. - * * Redistributions in binary form must reproduce the above copyright notice, - * this list of conditions and the following disclaimer in the documentation - * and/or other materials provided with the distribution. - * * Neither the name of CSKY Ltd. nor the names of CSKY's contributors may - * be used to endorse or promote products derived from this software without - * specific prior written permission of CSKY Ltd. - * - * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" - * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, - * THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR - * PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS - * BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, - * OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF - * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS - * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN - * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) - * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF - * THE POSSIBILITY OF SUCH DAMAGE. - * -------------------------------------------------------------------------- */ - -/* python 3.6 - * np.random.randint(-32768, 32767, size=(1, 32)) */ - -uint16_t q15_softmax_input0[32] = { - 0x78ee, 0x6ecd, 0x1125, 0xed76, 0x78f0, 0xb563, 0x936f, 0x78f7, 0xc18d, 0xa3b6, 0x974e, 0x2e1b, 0x2730, 0x6f99, 0x78f9, 0x9c32, - 0xdd7e, 0xe049, 0x1439, 0x6aff, 0x6084, 0x0826, 0xe483, 0x34c8, 0xc41b, 0xfea1, 0x6673, 0x28de, 0x2cfc, 0xd7ec, 0x78fa, 0x9baf, -}; - -uint16_t q15_softmax_input1[32] = { - 0xbbd4, 0x99d6, 0xf526, 0xeef6, 0xb53b, 0x716b, 0x7f6f, 0x7f7d, 0xfaa3, 0x940d, 0x81fa, 0xea5b, 0xa9fd, 0x6f9a, 0x405a, 0x89a8, - 0x939d, 0x327e, 0xddf8, 0xac50, 0x8610, 0x2b09, 0x4061, 0xc957, 0x13e8, 0xba36, 0xade9, 0x35f1, 0xbf34, 0xc533, 0x7f70, 0x3282, -}; - -uint16_t q15_softmax_input2[32] = { - 0x4858, 0xf6b1, 0xbe94, 0x7d00, 0x6e8c, 0x2955, 0xbad6, 0xdd5c, 0x4d1e, 0xe69c, 0x7cff, 0xd896, 0x6912, 0xcc20, 0x2415, 0x2981, - 0x73de, 0xc0f7, 0x76d3, 0x7d04, 0x33a9, 0x4441, 0x3ec6, 0x7d01, 0xabc0, 0x32d1, 0x93a2, 0x7cf8, 0xa452, 0xb9d1, 0xe867, 0xb0ba, -}; - -uint16_t q15_softmax_input3[32] = { - 0xca12, 0xfb6b, 0xd2bf, 0x6a04, 0x4577, 0xe455, 0xc120, 0xe6ae, 0x6a09, 0xa9ae, 0x69ff, 0xd1f0, 0x69fa, 0x82af, 0x6811, 0x1cc8, - 0xab64, 0xe220, 0x0a03, 0x6a00, 0x6a0a, 0x25e7, 0x8636, 0x6a08, 0x1c8f, 0xf57d, 0xbb27, 0x6452, 0xeb10, 0x9014, 0x8a56, 0xa06a, -}; - -uint16_t q15_softmax_input4[32] = { - 0x3739, 0xc36c, 0x6abe, 0xb58e, 0x8b36, 0x011f, 0xc3ae, 0x4548, 0x4d50, 0x735a, 0xdaa6, 0x18bd, 0x0bdd, 0x10ea, 0xe787, 0xb417, - 0x14c2, 0x6757, 0xc87b, 0xa04f, 0x449c, 0x262a, 0x5e53, 0x532c, 0x7eca, 0x9b87, 0xf464, 0xf237, 0x0e33, 0xbf15, 0xd9b6, 0x5dad, -}; - -uint16_t q15_softmax_result0[32] = { - 0x0004, 0x0000, 0x0000, 0x0000, 0x0013, 0x0000, 0x0000, 0x09d6, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x275a, 0x0000, - 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x4eb5, 0x0000, -}; - -uint16_t q15_softmax_result1[32] = { - 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0001, 0x7ffa, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, - 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0003, 0x0000, -}; - -uint16_t q15_softmax_result2[32] = { - 0x0000, 0x0000, 0x0000, 0x0690, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0348, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, - 0x0000, 0x0000, 0x0000, 0x6901, 0x0000, 0x0000, 0x0000, 0x0d20, 0x0000, 0x0000, 0x0000, 0x0006, 0x0000, 0x0000, 0x0000, 0x0000, -}; - -uint16_t q15_softmax_result3[32] = { - 0x0000, 0x0000, 0x0000, 0x0121, 0x0000, 0x0000, 0x0000, 0x0000, 0x2437, 0x0000, 0x0009, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, - 0x0000, 0x0000, 0x0000, 0x0012, 0x486f, 0x0000, 0x0000, 0x121b, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, -}; - -uint16_t q15_softmax_result4[32] = { - 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, - 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x7fff, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, -}; - -uint16_t q15_softmax_result5[1024] = { - 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, - 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, - 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, - 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, - 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, - 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, - 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, - 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, - 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, - 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, - 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, 0x0000, - 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-/* python 3.6 - * np.random.randint(-128, 127, size=(1, 32)) */ - -uint8_t q7_softmax_input0[32] = { - 0x28, 0x40, 0xa2, 0x78, 0xd7, 0x93, 0xbd, 0xca, 0x4e, 0x65, 0xe0, 0x43, 0xbd, 0x7b, 0xd5, 0xd2, 0x23, 0xbd, 0x00, 0x1e, 0x75, 0xf5, 0xeb, 0x34, 0x1b, 0xce, 0x64, 0x8b, 0x52, 0x77, 0x91, 0x9a, -}; - -uint8_t q7_softmax_input1[32] = { - 0x43, 0x68, 0x70, 0x36, 0xea, 0xad, 0x4b, 0x06, 0x40, 0x50, 0x19, 0xf3, 0x38, 0x4c, 0xe1, 0xd8, 0xc5, 0xf3, 0xcc, 0xc1, 0x81, 0x6d, 0x3c, 0x14, 0x68, 0x60, 0x1d, 0x26, 0xcc, 0x72, 0x08, 0xd5, -}; - - -uint8_t q7_softmax_input2[32] = { - 0x76, 0x4d, 0xbb, 0xc6, 0x49, 0x5e, 0xb7, 0x29, 0x41, 0x9b, 0xd5, 0x94, 0xaf, 0x07, 0xa1, 0x58, 0xb6, 0x92, 0xec, 0xf0, 0xac, 0x6d, 0xbe, 0x13, 0x05, 0x56, 0x03, 0x47, 0xbf, 0x3e, 0xd0, 0xcb, -}; - -uint8_t q7_softmax_input3[32] = { - 0x82, 0xfc, 0x76, 0x29, 0xb1, 0xed, 0x77, 0x10, 0xdd, 0xb9, 0x1f, 0xb2, 0x09, 0x79, 0xdc, 0x8a, 0x19, 0x46, 0x25, 0x5e, 0x5b, 0xb8, 0x28, 0x1f, 0xcc, 0x3b, 0xec, 0xb0, 0x74, 0xd5, 0xd3, 0x57, -}; - - -uint8_t q7_softmax_input4[32] = { - 0x5f, 0x5f, 0x85, 0x07, 0x38, 0x65, 0xc4, 0x25, 0x9c, 0x67, 0x79, 0x5f, 0x50, 0x96, 0x8b, 0x45, 0x8e, 0x7a, 0xc3, 0x20, 0x19, 0xd8, 0xe0, 0x64, 0x0e, 0x4a, 0x7c, 0x2c, 0xc6, 0x5e, 0x2b, 0x77, -}; - -uint8_t q7_softmax_result0[32] = { - 0x00, 0x00, 0x00, 0x0d, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x6a, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, -}; - -uint8_t q7_softmax_result1[32] = { - 0x00, 0x00, 0x18, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x63, 0x00, 0x00, -}; - -uint8_t q7_softmax_result2[32] = { - 0x7f, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, -}; - -uint8_t q7_softmax_result3[32] = { - 0x00, 0x00, 0x0b, 0x00, 0x00, 0x00, 0x16, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x5b, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, -}; - -uint8_t q7_softmax_result4[32] = { - 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x0b, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x16, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x5b, 0x00, 0x00, 0x00, 0x00, 0x02, -}; - -uint8_t q7_relu_input0[1024] = { - 0x28, 0x40, 0xa2, 0x78, 0xd7, 0x93, 0xbd, 0xca, 0x4e, 0x65, 0xe0, 0x43, 0xbd, 0x7b, 0xd5, 0xd2, 0x23, 0xbd, 0x00, 0x1e, 0x75, 0xf5, 0xeb, 0x34, 0x1b, 0xce, 0x64, 0x8b, 0x52, 0x77, 0x91, 0x9a, - 0xdc, 0x5a, 0xee, 0x8f, 0xc7, 0x59, 0x68, 0xd1, 0x3a, 0x72, 0x23, 0x15, 0xf8, 0x5d, 0xd9, 0x6a, 0x19, 0x0e, 0x24, 0xcc, 0x96, 0x60, 0x7c, 0x7b, 0xe5, 0xdf, 0xc8, 0xb7, 0x10, 0xb8, 0x6a, 0x39, - 0x8f, 0x2b, 0xc4, 0x72, 0xd2, 0xb3, 0x8f, 0x21, 0x4f, 0x89, 0x74, 0xb2, 0x9b, 0x44, 0xbe, 0x0b, 0x33, 0xec, 0x15, 0x5d, 0xc0, 0x0f, 0x33, 0xe0, 0x3e, 0x64, 0x1a, 0xae, 0x7b, 0xe6, 0xee, 0x3e, - 0x7c, 0xff, 0x05, 0x8e, 0xee, 0xf5, 0x2b, 0x02, 0xf7, 0x48, 0xb1, 0x83, 0xee, 0x17, 0x9d, 0xe7, 0x0a, 0x88, 0x39, 0x45, 0x70, 0x87, 0x29, 0x33, 0x6d, 0x98, 0xe1, 0xdd, 0xf3, 0x35, 0x1c, 0xc5, - 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0x6b, 0xe0, 0xd3, 0x74, 0xf9, 0x21, 0x58, 0x3d, 0xdd, 0x6b, 0x0f, 0xda, 0x24, 0x8d, 0xcc, 0x55, 0xa8, 0x98, 0x81, 0x33, 0x3c, 0x7a, 0x8a, 0x77, 0x3e, 0x36, 0x3c, 0xbd, 0x6f, 0x91, 0x31, 0x1d, - 0x79, 0xc3, 0x24, 0xc2, 0x45, 0x46, 0x34, 0x41, 0xbd, 0x29, 0xdf, 0x7e, 0xd3, 0x8e, 0xfb, 0xce, 0x3f, 0x54, 0xca, 0x77, 0x46, 0xce, 0x19, 0xdc, 0x4a, 0x1d, 0x8c, 0x69, 0xc1, 0x83, 0x43, 0xef, - 0xb7, 0x0c, 0x6f, 0xf1, 0x46, 0x7d, 0x7e, 0x9b, 0xf1, 0x3c, 0xbb, 0xf6, 0xbe, 0xc4, 0x92, 0xdd, 0xa4, 0xdf, 0x1f, 0x89, 0x44, 0x7d, 0x92, 0x20, 0x34, 0xa8, 0x4d, 0x75, 0xb5, 0xb4, 0xe6, 0x4d, - 0x85, 0x60, 0xf7, 0x76, 0xcd, 0xfc, 0x63, 0x96, 0xa9, 0xae, 0x89, 0x04, 0x31, 0x34, 0x07, 0x1b, 0x3f, 0x81, 0x9a, 0x30, 0xd1, 0x43, 0x54, 0xca, 0x12, 0x33, 0x63, 0xe1, 0xb9, 0x2c, 0x90, 0x01, - 0x76, 0x02, 0x95, 0x30, 0x3d, 0x75, 0x23, 0x75, 0xb0, 0x40, 0x59, 0x39, 0x35, 0x0e, 0x17, 0xa9, 0xb7, 0xd2, 0x2c, 0xd2, 0xa9, 0xe0, 0xd6, 0x17, 0x05, 0x81, 0xdf, 0xee, 0x3e, 0xc0, 0xf0, 0x6c, - 0x1d, 0x44, 0x91, 0xcd, 0xf4, 0xd2, 0x28, 0xdb, 0xa6, 0xc7, 0x6b, 0xa6, 0x24, 0xa7, 0x0a, 0x63, 0xd6, 0xbc, 0x48, 0x33, 0x47, 0x64, 0x37, 0x57, 0x35, 0xd6, 0xa4, 0xa4, 0xa4, 0x09, 0xcd, 0xc4, - 0x68, 0x3d, 0xee, 0x8c, 0x48, 0x27, 0xd4, 0x82, 0x3a, 0xd6, 0xdf, 0xab, 0x1a, 0xc4, 0x62, 0xff, 0x81, 0x65, 0x62, 0x72, 0xb6, 0x06, 0xc6, 0x1d, 0xfc, 0x72, 0x58, 0x54, 0xa9, 0xf6, 0xe0, 0x84, - 0x17, 0xe0, 0x51, 0x72, 0xe9, 0xd4, 0x13, 0x5a, 0xcb, 0x53, 0x90, 0x5d, 0x2b, 0x4a, 0x7b, 0xb4, 0xf6, 0x3f, 0x54, 0xe3, 0x9d, 0x60, 0xc7, 0x92, 0x55, 0xe0, 0x42, 0x6d, 0x2a, 0x79, 0x49, 0xcf, - 0xc8, 0x0e, 0x5c, 0x4e, 0x28, 0x5e, 0x2a, 0x13, 0xd9, 0x8f, 0x1d, 0x57, 0xe6, 0xab, 0x13, 0x9b, 0x3c, 0x89, 0x63, 0x1a, 0xa5, 0xb5, 0x35, 0xdd, 0x23, 0xf6, 0xd5, 0x68, 0xd9, 0x3f, 0x61, 0x99, - 0x8b, 0x43, 0xee, 0xc1, 0x2f, 0x67, 0xad, 0x33, 0x07, 0x08, 0x04, 0xe7, 0xec, 0x22, 0xb2, 0x8a, 0x61, 0x86, 0x87, 0x8d, 0xb6, 0x79, 0x05, 0x50, 0xc4, 0xda, 0x80, 0x54, 0x24, 0x23, 0xca, 0xcd, -}; - -uint8_t q7_relu_input1[1024] = { - 0x43, 0x68, 0x70, 0x36, 0xea, 0xad, 0x4b, 0x06, 0x40, 0x50, 0x19, 0xf3, 0x38, 0x4c, 0xe1, 0xd8, 0xc5, 0xf3, 0xcc, 0xc1, 0x81, 0x6d, 0x3c, 0x14, 0x68, 0x60, 0x1d, 0x26, 0xcc, 0x72, 0x08, 0xd5, - 0xef, 0x17, 0xf8, 0x36, 0xab, 0xfd, 0x3a, 0x24, 0xa1, 0x71, 0x73, 0x49, 0x79, 0x62, 0xaf, 0xae, 0x4a, 0x06, 0xb0, 0x9d, 0xea, 0x5b, 0x69, 0x75, 0x5c, 0xab, 0x55, 0x15, 0x73, 0x7c, 0x82, 0x44, - 0xb3, 0x9f, 0xc9, 0xc2, 0xc0, 0x8f, 0x5a, 0x96, 0x86, 0x87, 0x8e, 0xd6, 0xce, 0x65, 0x53, 0xcd, 0xb0, 0x45, 0xc7, 0x31, 0xd7, 0xf6, 0xd1, 0x51, 0xe0, 0x60, 0x5d, 0x0e, 0xf1, 0x7e, 0x95, 0x96, - 0x98, 0xf8, 0xc1, 0x9d, 0xc1, 0x7a, 0x31, 0xc1, 0xd8, 0xe2, 0x5b, 0x03, 0x3f, 0x96, 0xc8, 0xe9, 0x37, 0x41, 0xf1, 0xd9, 0x83, 0x69, 0xdc, 0xa6, 0x63, 0x87, 0x0e, 0x73, 0x44, 0x55, 0xf0, 0x9c, - 0x70, 0x89, 0x5b, 0xf3, 0xfa, 0x5e, 0xef, 0x03, 0x04, 0x10, 0xb7, 0xc2, 0xc4, 0x60, 0x1b, 0x74, 0x07, 0x2d, 0xb8, 0xe0, 0x8b, 0x22, 0x4d, 0xe8, 0xfc, 0x3a, 0x6b, 0x52, 0xbe, 0x18, 0xd4, 0x4e, - 0xb6, 0x21, 0xa5, 0xb3, 0x95, 0xaa, 0x8a, 0xa8, 0x04, 0x3a, 0xe4, 0x2d, 0x4d, 0xa4, 0x5b, 0xfe, 0xc9, 0xf9, 0x33, 0x90, 0xb9, 0xbb, 0x5b, 0xac, 0x9f, 0x0e, 0x42, 0x94, 0xfc, 0xca, 0x44, 0xb5, - 0x3b, 0x6b, 0x4e, 0xf2, 0x49, 0x8e, 0x79, 0xde, 0x4f, 0x9d, 0x22, 0xdf, 0x14, 0xed, 0xe0, 0x7c, 0x5e, 0x95, 0x99, 0x3f, 0x8d, 0x98, 0x09, 0xc8, 0x7a, 0xcd, 0x4b, 0x08, 0x0c, 0xdc, 0xa0, 0x9a, - 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0xd0, 0x24, 0x42, 0x78, 0xa8, 0x77, 0x50, 0xa2, 0x6e, 0x41, 0xdd, 0xc0, 0xdb, 0xa2, 0x98, 0x4a, 0x62, 0xa6, 0x9b, 0x00, 0x35, 0x67, 0x2f, 0x9e, 0xca, 0x84, 0xfb, 0x37, 0xd4, 0x33, 0xe2, 0x32, - 0xdd, 0xeb, 0xf5, 0x8b, 0xdd, 0x1e, 0xe1, 0x04, 0x88, 0xa6, 0xd6, 0x8d, 0xa2, 0x02, 0x5d, 0x27, 0x1f, 0xee, 0x0b, 0x88, 0x80, 0x72, 0xb1, 0x45, 0xbf, 0xc4, 0xe0, 0x74, 0xcd, 0x13, 0x46, 0xab, - 0xbc, 0x9a, 0x8c, 0x69, 0xc9, 0x71, 0xc1, 0xbb, 0x96, 0x84, 0x71, 0xa3, 0x86, 0xbf, 0xbf, 0x32, 0xf3, 0xd5, 0x95, 0xbf, 0xaa, 0x4a, 0xd9, 0x6b, 0x2e, 0x51, 0x20, 0xab, 0x2f, 0x78, 0x84, 0xc2, - 0xb6, 0x31, 0x02, 0xae, 0xfc, 0x4d, 0x37, 0xc0, 0xe4, 0x1d, 0xd6, 0xff, 0x99, 0xa5, 0xac, 0x4f, 0xa4, 0x5e, 0x7a, 0x4b, 0xf6, 0x79, 0x7e, 0x9d, 0xad, 0xfb, 0x78, 0xcd, 0x27, 0x6f, 0xd1, 0x33, - 0x6c, 0x6c, 0xac, 0xe3, 0x85, 0x9d, 0x56, 0x40, 0x48, 0x8f, 0x2c, 0x4e, 0x6f, 0x56, 0x94, 0x71, 0xdb, 0xea, 0xf7, 0xe4, 0x7b, 0x63, 0x4d, 0x62, 0xb5, 0x9a, 0x97, 0x57, 0x19, 0x8c, 0xbb, 0x4c, - 0x99, 0xaf, 0xac, 0x00, 0xed, 0xb2, 0xce, 0x5b, 0xb9, 0xba, 0x90, 0x6c, 0x4c, 0x28, 0xbe, 0x76, 0x9f, 0x73, 0x30, 0x4c, 0x30, 0x0a, 0x2f, 0x9a, 0x03, 0x27, 0xd8, 0x81, 0x78, 0x2d, 0xc9, 0xcd, - 0xd6, 0x28, 0x15, 0xbd, 0x2e, 0x7e, 0xbf, 0x61, 0x5d, 0x94, 0xd3, 0x51, 0x79, 0x52, 0xc7, 0xff, 0xa7, 0x94, 0x2d, 0xd0, 0x43, 0x0f, 0x05, 0xef, 0xf4, 0x91, 0x4a, 0x6e, 0x14, 0x36, 0x4d, 0xd6, - 0x5a, 0x8f, 0xac, 0x24, 0x34, 0x2d, 0x40, 0x1e, 0x3d, 0xf9, 0x56, 0x48, 0xc0, 0xf7, 0x32, 0xff, 0xb9, 0x82, 0xc7, 0x09, 0x64, 0xe1, 0xc0, 0xd0, 0xcb, 0x7d, 0x73, 0xb2, 0x24, 0x82, 0x70, 0x80, - 0x2f, 0x78, 0x10, 0x1b, 0x87, 0x3d, 0xc5, 0x65, 0x42, 0xda, 0x1a, 0x53, 0xae, 0x77, 0xd2, 0x13, 0x6f, 0xb6, 0x95, 0x98, 0xf9, 0xe0, 0x17, 0xc5, 0xa7, 0xdb, 0xe1, 0x02, 0xee, 0x7b, 0xa0, 0x0e, - 0x45, 0x32, 0xad, 0xbb, 0xff, 0x56, 0xe3, 0x62, 0x14, 0x79, 0x6c, 0xf4, 0x0e, 0x56, 0x71, 0xe1, 0x73, 0x85, 0x89, 0xc0, 0x84, 0xcd, 0x1f, 0xb3, 0xd2, 0xea, 0x03, 0x51, 0x5d, 0x21, 0x55, 0x16, - 0x6c, 0x2a, 0xc1, 0xa9, 0xcd, 0xf1, 0xfc, 0x1a, 0x3f, 0xfe, 0x8b, 0x83, 0x18, 0x95, 0x89, 0xc9, 0x75, 0x84, 0xc3, 0x6c, 0xdd, 0x02, 0xc2, 0xba, 0x06, 0x1a, 0x25, 0x24, 0x8f, 0xa4, 0xf2, 0x8f, - 0x1a, 0xe9, 0x85, 0xdd, 0x9f, 0x11, 0xd5, 0x88, 0xb6, 0xd5, 0x35, 0x14, 0x1a, 0x9d, 0xe8, 0x84, 0xb0, 0xd4, 0x36, 0x94, 0x33, 0x1f, 0xb0, 0x82, 0xa2, 0xe5, 0x6a, 0x58, 0xc4, 0xa9, 0xdb, 0xb5, - 0x42, 0x93, 0xaf, 0x33, 0x5c, 0x2d, 0xc3, 0x90, 0xc7, 0x91, 0x82, 0x88, 0xcc, 0xfa, 0xe2, 0x3b, 0x9a, 0x28, 0x53, 0xbd, 0xa5, 0x28, 0x34, 0xad, 0x80, 0x33, 0x02, 0xe7, 0x96, 0x7c, 0xdd, 0xc7, -}; - - -uint8_t q7_relu_input2[1024] = { - 0x76, 0x4d, 0xbb, 0xc6, 0x49, 0x5e, 0xb7, 0x29, 0x41, 0x9b, 0xd5, 0x94, 0xaf, 0x07, 0xa1, 0x58, 0xb6, 0x92, 0xec, 0xf0, 0xac, 0x6d, 0xbe, 0x13, 0x05, 0x56, 0x03, 0x47, 0xbf, 0x3e, 0xd0, 0xcb, - 0x6c, 0x7a, 0xb5, 0x41, 0xd2, 0x12, 0xec, 0x5e, 0x07, 0x24, 0x55, 0x68, 0x6e, 0x7e, 0x58, 0x0a, 0x58, 0xbc, 0x00, 0xd6, 0x53, 0xaa, 0x86, 0x72, 0x1e, 0xe9, 0xd1, 0x18, 0x6a, 0xee, 0x71, 0xa2, - 0x27, 0x6a, 0x0c, 0x7e, 0xd6, 0x38, 0xb4, 0x59, 0xb8, 0x6c, 0x3b, 0xb0, 0x6e, 0xc8, 0xd4, 0xa6, 0x6d, 0x21, 0xa9, 0x79, 0x0d, 0xb3, 0x62, 0x29, 0xe4, 0x20, 0xa3, 0x0c, 0x56, 0x21, 0xf4, 0x2e, - 0x5b, 0xd1, 0xc5, 0x6a, 0x51, 0xc5, 0x3e, 0x40, 0xb3, 0xbb, 0x2e, 0x13, 0xb4, 0xd2, 0x41, 0x23, 0xe3, 0x20, 0x99, 0x99, 0x97, 0x2b, 0xd0, 0xce, 0x0f, 0x76, 0xe0, 0x60, 0x02, 0xf4, 0x70, 0x64, - 0x4d, 0x97, 0x36, 0x72, 0x33, 0x49, 0xa9, 0x22, 0x1b, 0x00, 0xa7, 0x84, 0x91, 0xcf, 0x60, 0xa4, 0xb3, 0x5b, 0x1f, 0x19, 0x2b, 0xfc, 0xaa, 0x62, 0xf4, 0x47, 0x0f, 0x5f, 0x46, 0x5b, 0x33, 0x7a, - 0xcb, 0x45, 0x2f, 0x8d, 0x6b, 0x07, 0x5f, 0xf2, 0x87, 0xea, 0xf6, 0x03, 0xd2, 0xd3, 0xdf, 0xb2, 0xde, 0xe6, 0x43, 0x24, 0x83, 0xc9, 0x87, 0x74, 0x92, 0x08, 0xa2, 0x7c, 0xaa, 0x51, 0x26, 0x05, - 0x31, 0x10, 0x93, 0xbd, 0xc7, 0x5d, 0x3c, 0xb9, 0x3d, 0x9b, 0x0d, 0x5b, 0xdc, 0x5a, 0x11, 0xf5, 0xf1, 0x82, 0x27, 0x95, 0xf7, 0x2b, 0x0d, 0x89, 0x3b, 0x19, 0x14, 0x24, 0x68, 0x30, 0xde, 0x9b, - 0xb7, 0x03, 0x30, 0x72, 0xb1, 0x31, 0x45, 0xa3, 0x49, 0x2d, 0xe1, 0x1e, 0x93, 0x64, 0xd9, 0x3d, 0x99, 0xe9, 0x5a, 0x96, 0x00, 0x7e, 0x48, 0xaf, 0x74, 0xd4, 0xd6, 0x24, 0xa6, 0x0c, 0x30, 0x2d, - 0x25, 0xdb, 0x8d, 0x7a, 0xa5, 0x03, 0x2c, 0xea, 0xa7, 0x5f, 0xcc, 0x1e, 0xde, 0x1e, 0x6f, 0x45, 0x81, 0xbf, 0x66, 0x22, 0xee, 0x08, 0x93, 0x1a, 0x0b, 0xc2, 0x61, 0x50, 0x8f, 0x1b, 0x24, 0x5d, - 0x00, 0x1a, 0x96, 0x0b, 0x38, 0x66, 0x43, 0x2a, 0xbb, 0xd9, 0xe7, 0x88, 0x8d, 0x67, 0x47, 0xdb, 0x4b, 0x2d, 0x7a, 0x42, 0x9d, 0x71, 0xfd, 0x01, 0xc4, 0xec, 0x75, 0x3d, 0x5d, 0x95, 0x0a, 0x8c, - 0x39, 0x84, 0x6c, 0xb0, 0x0d, 0xd7, 0x5b, 0x59, 0x8b, 0x8b, 0xfe, 0x63, 0x0f, 0xd4, 0x5d, 0xa3, 0x34, 0x55, 0x06, 0xfe, 0x3f, 0x02, 0xde, 0x6c, 0xad, 0x6c, 0x96, 0x3f, 0xd0, 0x66, 0x1f, 0xff, - 0x78, 0x58, 0x4c, 0x02, 0x9c, 0xf7, 0xee, 0x59, 0x9d, 0x63, 0xef, 0x9b, 0x9f, 0xde, 0x1b, 0xfa, 0x2c, 0x29, 0x36, 0x6d, 0x90, 0x38, 0x75, 0x0b, 0x6e, 0xa5, 0xd1, 0x54, 0xbc, 0x90, 0x16, 0x7b, - 0xac, 0x5c, 0x08, 0x6a, 0xd4, 0x01, 0x3e, 0xaa, 0xdd, 0x6d, 0x6b, 0xa9, 0x31, 0x2b, 0xd1, 0x97, 0x90, 0x94, 0x4c, 0x2c, 0xe6, 0x26, 0x0b, 0xd7, 0x60, 0x88, 0xdb, 0xfb, 0xfd, 0x1f, 0xff, 0x39, - 0x62, 0x6a, 0xb5, 0xee, 0x6b, 0x6a, 0x95, 0x34, 0x64, 0x08, 0xf5, 0x25, 0x0d, 0x0f, 0xe9, 0x8a, 0xed, 0x21, 0xca, 0x0d, 0xd3, 0x18, 0xdf, 0x7a, 0xfb, 0xfb, 0x68, 0xe9, 0xba, 0x48, 0xbf, 0x9f, - 0xef, 0x2b, 0xff, 0xb9, 0x25, 0x98, 0xa5, 0xf2, 0x3d, 0x2b, 0xd2, 0x76, 0x39, 0x4c, 0x44, 0x48, 0x17, 0xd2, 0x61, 0xce, 0x31, 0x4b, 0x1d, 0xa2, 0x7b, 0xc2, 0x99, 0x9d, 0xc5, 0xb5, 0x6e, 0x7b, - 0xfd, 0x25, 0xd9, 0x7c, 0xdc, 0x49, 0xdf, 0x93, 0xd1, 0x6a, 0x1c, 0x6d, 0xbf, 0x2d, 0xb8, 0xcd, 0x39, 0x3b, 0x02, 0xf3, 0xd5, 0xdd, 0x05, 0xf8, 0xc1, 0x8c, 0x9c, 0x16, 0x83, 0x2b, 0xac, 0x43, - 0x82, 0x78, 0x99, 0xae, 0x91, 0x41, 0xd2, 0xdf, 0x0a, 0x3d, 0xfc, 0x77, 0xb8, 0xb2, 0xbb, 0xb1, 0x44, 0xf1, 0xa3, 0xcc, 0x08, 0x86, 0x42, 0x60, 0xcf, 0x05, 0xfb, 0x4f, 0x64, 0x9e, 0x7c, 0xa9, - 0xd2, 0xfc, 0xfb, 0x2d, 0x9e, 0xb2, 0x6d, 0x61, 0xf1, 0x45, 0x6b, 0x70, 0x4d, 0x0b, 0xfe, 0x83, 0x74, 0x8c, 0x5c, 0xea, 0xf0, 0xcd, 0xf9, 0x66, 0xa9, 0x27, 0xeb, 0xab, 0xa3, 0x91, 0x6b, 0x86, - 0x0a, 0x5f, 0xad, 0x8c, 0x68, 0xdd, 0xf4, 0x8d, 0xd0, 0x50, 0x30, 0x58, 0x39, 0x95, 0xa4, 0x1f, 0xa9, 0xd9, 0x89, 0xf5, 0x04, 0x13, 0x3c, 0x5e, 0x5d, 0xff, 0x19, 0x6a, 0x77, 0x93, 0x01, 0xe7, - 0xdc, 0x59, 0x8b, 0xa9, 0x50, 0x2f, 0x1d, 0x26, 0xe0, 0x56, 0xfa, 0x8d, 0xac, 0xff, 0x45, 0x57, 0x3f, 0xea, 0x52, 0x8e, 0x40, 0x44, 0xac, 0x2b, 0xfa, 0x93, 0x47, 0x56, 0x4a, 0x3e, 0x22, 0x87, - 0xfd, 0xb4, 0xae, 0x6c, 0x42, 0xfd, 0x4b, 0xbd, 0x83, 0x73, 0xba, 0x0f, 0xcc, 0x34, 0x23, 0xd3, 0x18, 0xd8, 0x7b, 0x73, 0xcd, 0x72, 0xbd, 0xef, 0xaf, 0x19, 0x48, 0x0a, 0x2b, 0x36, 0x5b, 0x6f, - 0xff, 0x9d, 0x5e, 0x4c, 0x67, 0x9b, 0x0a, 0x45, 0xf3, 0x72, 0xff, 0x89, 0x93, 0x39, 0xd3, 0xa5, 0x38, 0x70, 0x98, 0x7e, 0x43, 0x3d, 0x18, 0x88, 0x3d, 0xb8, 0x35, 0x7b, 0x3a, 0x02, 0x73, 0x33, - 0xbf, 0xa9, 0x2f, 0x84, 0xca, 0x83, 0xed, 0x7a, 0xb1, 0xb4, 0x27, 0x88, 0xb8, 0xcd, 0xb4, 0x62, 0xe5, 0x09, 0xce, 0x9c, 0xe9, 0x10, 0xb4, 0x04, 0xd9, 0xfb, 0x5d, 0x77, 0xdf, 0x27, 0x30, 0x74, - 0x3c, 0x3b, 0x8b, 0xca, 0xb5, 0xe8, 0x27, 0x45, 0x53, 0x17, 0xeb, 0x97, 0x75, 0x0e, 0xc3, 0x2e, 0xea, 0x62, 0x22, 0x88, 0xb7, 0x06, 0xdb, 0xb2, 0x64, 0x73, 0xdd, 0xf5, 0xee, 0x18, 0xd2, 0x9f, - 0x97, 0x88, 0x0b, 0xf0, 0x6b, 0xd5, 0x9b, 0x5a, 0xf9, 0xc5, 0x3c, 0x72, 0x82, 0x95, 0x89, 0xe9, 0x60, 0x31, 0x75, 0x0c, 0x8a, 0x10, 0x1d, 0x9e, 0x32, 0xb1, 0xe2, 0xcb, 0xcd, 0x37, 0x1d, 0x94, - 0xa4, 0x83, 0xe7, 0x35, 0x4f, 0x4e, 0x5b, 0xe0, 0xfa, 0x85, 0x1f, 0xe7, 0x96, 0x64, 0xf4, 0xf9, 0x5f, 0x3e, 0x40, 0x4e, 0x72, 0xa1, 0x74, 0xae, 0x61, 0xd5, 0x41, 0x65, 0x64, 0x3b, 0x1d, 0x4c, - 0xf7, 0x86, 0xc1, 0xcf, 0x34, 0xdf, 0x19, 0x6f, 0x5f, 0x0e, 0xcd, 0xb3, 0xc2, 0xd9, 0xd6, 0x9b, 0xe1, 0x2c, 0x55, 0x84, 0xe1, 0x06, 0xa8, 0x2c, 0x31, 0x70, 0x81, 0x99, 0xca, 0xc3, 0x41, 0x6d, - 0x90, 0x28, 0x10, 0x1a, 0xca, 0x91, 0x0e, 0x46, 0xd8, 0xf7, 0x1a, 0xcd, 0x43, 0x73, 0x73, 0x14, 0x90, 0x87, 0xe9, 0x27, 0x06, 0xf9, 0xc4, 0x63, 0x16, 0x3c, 0x38, 0x73, 0xce, 0xb9, 0xca, 0xd5, - 0x23, 0xe0, 0x31, 0xc0, 0x5e, 0x28, 0x09, 0xb5, 0xc2, 0xd0, 0x97, 0xac, 0xa7, 0x59, 0xc1, 0xed, 0x53, 0xfd, 0x1e, 0x30, 0xf6, 0x76, 0x3d, 0xd4, 0xad, 0xf9, 0x2f, 0x7e, 0xcd, 0x1a, 0xae, 0x7a, - 0x49, 0xee, 0xf5, 0x41, 0x5d, 0x39, 0x23, 0x56, 0x54, 0x28, 0x88, 0xee, 0x99, 0xde, 0xe1, 0x66, 0x9e, 0x99, 0x8b, 0x65, 0x1b, 0xda, 0x41, 0xbe, 0xd7, 0x9f, 0xd0, 0xf3, 0x8f, 0xa7, 0xbe, 0x51, - 0xde, 0x0f, 0x3e, 0x57, 0xca, 0x2d, 0x52, 0xcc, 0xfc, 0xe7, 0xbb, 0x8e, 0x65, 0x0d, 0xa8, 0xd0, 0x8f, 0x4d, 0x76, 0x10, 0xd4, 0xb7, 0x19, 0xd1, 0x88, 0x19, 0x46, 0x1a, 0xc0, 0xac, 0x64, 0x58, - 0xdf, 0x24, 0xca, 0xf0, 0xc0, 0x71, 0x6a, 0x70, 0x27, 0x9b, 0x59, 0xfc, 0x3c, 0x83, 0xaa, 0x96, 0x15, 0x99, 0xc7, 0x27, 0x59, 0x69, 0x9d, 0x28, 0x0d, 0x18, 0xd2, 0xd6, 0x3d, 0x2a, 0xb6, 0x03, -}; - -uint8_t q7_relu_input3[1024] = { - 0x82, 0xfc, 0xa6, 0x29, 0xb1, 0xed, 0x97, 0x10, 0xdd, 0xb9, 0x1f, 0xb2, 0x09, 0x79, 0xdc, 0x8a, 0x19, 0x46, 0x25, 0x5e, 0x5b, 0xb8, 0x28, 0x1f, 0xcc, 0x3b, 0xec, 0xb0, 0x74, 0xd5, 0xd3, 0x57, - 0xff, 0x6b, 0x4c, 0xe5, 0x73, 0x34, 0x58, 0x88, 0x63, 0x2c, 0x44, 0x46, 0x42, 0x6a, 0x26, 0x66, 0xdf, 0xa6, 0x8b, 0xd1, 0xf4, 0x6d, 0xc7, 0x5a, 0x64, 0x45, 0xd7, 0x82, 0x91, 0x99, 0xb5, 0x3c, - 0x33, 0xe8, 0x3b, 0xed, 0x40, 0x75, 0x31, 0xd9, 0x68, 0xed, 0xcd, 0x00, 0x48, 0x79, 0x19, 0x4d, 0x2e, 0xe4, 0x7c, 0xab, 0x7d, 0xba, 0xfa, 0x79, 0x77, 0x90, 0x01, 0xed, 0x2d, 0x5d, 0xc6, 0x76, - 0xc7, 0x26, 0xcb, 0x17, 0x25, 0x1e, 0xe7, 0xb0, 0xf4, 0xcf, 0xec, 0x78, 0x60, 0x10, 0xcb, 0xd4, 0x64, 0xbd, 0x9c, 0x8c, 0x43, 0xcd, 0xae, 0x1f, 0x8f, 0xcd, 0x31, 0x5e, 0xd7, 0x4d, 0x59, 0xdf, - 0x66, 0x5e, 0x25, 0xb1, 0xc8, 0xa9, 0xd4, 0x81, 0xd5, 0x19, 0xe1, 0x4f, 0x39, 0xad, 0x07, 0x38, 0x8f, 0x4e, 0xfd, 0x36, 0xb4, 0x8a, 0x9b, 0x1e, 0x86, 0xf0, 0x42, 0xe7, 0x4d, 0xaa, 0xd9, 0x72, - 0x60, 0x5d, 0x7e, 0x6b, 0x37, 0xdc, 0x73, 0xdf, 0x39, 0xed, 0x3e, 0x6c, 0x69, 0xea, 0xb3, 0xe3, 0x30, 0xdb, 0x9f, 0xdb, 0x6f, 0x5d, 0x73, 0xa2, 0x5d, 0x25, 0xd7, 0x11, 0xcf, 0x1b, 0xf3, 0xf9, - 0x75, 0x15, 0xd9, 0x9b, 0xe1, 0xc3, 0x18, 0x07, 0x9c, 0xdf, 0x09, 0xaf, 0x9e, 0x1a, 0x49, 0x73, 0x11, 0xb3, 0x5e, 0x99, 0x91, 0xc6, 0x2d, 0x1b, 0xf6, 0x14, 0xf2, 0x0b, 0xf9, 0x20, 0xcf, 0xf3, - 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0x2c, 0x9e, 0x44, 0x21, 0x03, 0xa5, 0x3e, 0xb1, 0x9b, 0x67, 0x5a, 0x0f, 0x71, 0x8d, 0xa7, 0x61, 0x64, 0x07, 0x91, 0xaa, 0x33, 0x91, 0x24, 0x57, 0x1d, 0x09, 0x16, 0xd9, 0xea, 0xe9, 0x9d, 0xe7, - 0x75, 0xcb, 0x48, 0x04, 0xa5, 0x83, 0xd5, 0xec, 0x04, 0xea, 0x62, 0x5c, 0xce, 0x03, 0xe9, 0x20, 0xba, 0xee, 0x92, 0x02, 0x45, 0x4f, 0xa0, 0xdd, 0xa9, 0x60, 0xa7, 0xf3, 0xa2, 0x0b, 0xe1, 0x07, - 0x03, 0x8e, 0xa1, 0xcf, 0xb6, 0xf2, 0x19, 0xa6, 0x7e, 0x1c, 0xf8, 0xc8, 0x48, 0xcf, 0x97, 0x4d, 0xb8, 0x86, 0xe7, 0xf4, 0x50, 0xff, 0xce, 0x67, 0xfd, 0x7a, 0x11, 0x3a, 0x78, 0x0b, 0xff, 0xdd, - 0x69, 0x9f, 0xf5, 0x09, 0x37, 0x2a, 0xba, 0x9a, 0xd9, 0x01, 0x0e, 0x45, 0xe4, 0x66, 0xdc, 0x66, 0xfe, 0x7c, 0x6b, 0x93, 0xdc, 0xd7, 0x3d, 0x5b, 0x51, 0x0f, 0x46, 0xc4, 0x35, 0xc8, 0x17, 0xcd, - 0x9a, 0xb3, 0x84, 0x0e, 0x84, 0xe3, 0x0b, 0xa0, 0xb6, 0x6f, 0x9b, 0x0e, 0x06, 0xf2, 0x65, 0x7a, 0x81, 0x13, 0xf0, 0xcb, 0x80, 0xa3, 0x87, 0xf8, 0x8e, 0x44, 0x0a, 0xca, 0x46, 0x2d, 0x80, 0xdf, - 0x1a, 0x34, 0x5f, 0x65, 0x97, 0xa6, 0x32, 0x07, 0xa3, 0x51, 0x55, 0x9c, 0x7e, 0xe1, 0x80, 0x02, 0x6f, 0x32, 0xf3, 0xb2, 0x7b, 0x99, 0xa4, 0x8e, 0xf4, 0x39, 0x88, 0xa8, 0xd4, 0x53, 0x95, 0xbc, - 0x55, 0x66, 0x26, 0xd0, 0xe8, 0x94, 0x6a, 0x74, 0xa4, 0x3b, 0x57, 0xc5, 0xee, 0xd8, 0xc0, 0xe4, 0x57, 0x42, 0x8d, 0x69, 0x04, 0x9b, 0x40, 0x2f, 0x1c, 0xd0, 0x98, 0xc7, 0x32, 0x2c, 0xd4, 0x38, -}; - - -uint8_t q7_relu_input4[1024] = { - 0x5f, 0x5f, 0x85, 0x07, 0x38, 0x65, 0xc4, 0x25, 0x9c, 0x67, 0x79, 0x5f, 0x50, 0x96, 0x8b, 0x45, 0x8e, 0xdd, 0xc3, 0x20, 0x19, 0xd8, 0xe0, 0x64, 0x0e, 0x4a, 0xbc, 0x2c, 0xc6, 0x5e, 0x2b, 0x78, - 0xe0, 0xa1, 0x16, 0x96, 0x6b, 0x1d, 0xf9, 0xb2, 0x63, 0x94, 0xfa, 0x6d, 0x04, 0x46, 0x84, 0x02, 0x5f, 0x69, 0x78, 0xfb, 0x96, 0xc5, 0x97, 0x3a, 0x28, 0x0b, 0xa0, 0xd0, 0x36, 0x27, 0x89, 0xc6, - 0x90, 0x9a, 0x39, 0xbd, 0xa9, 0xf0, 0xb6, 0xb0, 0xdb, 0x06, 0x6a, 0xe2, 0x39, 0x9e, 0x04, 0x4b, 0x72, 0xef, 0xa7, 0xaa, 0xe8, 0xd0, 0x24, 0xe3, 0xca, 0xc2, 0x2f, 0x34, 0x41, 0x29, 0x39, 0x61, - 0xee, 0x1a, 0x1a, 0x8e, 0x31, 0x51, 0xe9, 0xcb, 0x72, 0xc6, 0xd4, 0x03, 0x9e, 0x27, 0xac, 0x1e, 0x23, 0xf9, 0x9e, 0x12, 0x9d, 0x2c, 0x8e, 0x1f, 0x0e, 0x23, 0xd4, 0x2d, 0x3c, 0xdf, 0xa4, 0xf5, - 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0x3d, 0xd8, 0xcd, 0xb9, 0x42, 0x25, 0x90, 0x50, 0x88, 0xa2, 0x39, 0x8f, 0x0a, 0x27, 0xda, 0x34, 0x33, 0xc4, 0x77, 0x38, 0x87, 0x89, 0x5e, 0x5e, 0xfa, 0x5e, 0xb5, 0x69, 0xb2, 0xab, 0x18, 0x45, - 0xd3, 0x9f, 0x0b, 0x0f, 0x61, 0xfe, 0x9c, 0x69, 0x16, 0x6f, 0x5a, 0x26, 0x3e, 0x85, 0x44, 0x6b, 0x5b, 0x56, 0x86, 0xa3, 0xe6, 0xdd, 0x92, 0x4f, 0x49, 0xb9, 0xae, 0xf6, 0x7e, 0x59, 0x97, 0x40, - 0xf3, 0x4c, 0x1e, 0x91, 0x7e, 0x72, 0xc2, 0x73, 0x36, 0xfb, 0x2b, 0x50, 0x02, 0xe7, 0x74, 0xc9, 0xf2, 0x14, 0x83, 0x58, 0xc6, 0xbf, 0xed, 0x81, 0x79, 0xf1, 0xdd, 0xc6, 0x60, 0x7d, 0x29, 0x7e, - 0x71, 0xcc, 0xdd, 0x51, 0x46, 0x5a, 0xae, 0x43, 0x07, 0x06, 0xff, 0xa3, 0xbc, 0x6e, 0xb5, 0xf1, 0xb2, 0x39, 0x83, 0x4d, 0x07, 0xcc, 0x83, 0xcd, 0x9c, 0xa1, 0xea, 0x08, 0x81, 0xcd, 0xb6, 0x8a, - 0xe7, 0xc8, 0x63, 0xe5, 0x4f, 0x0e, 0x2c, 0xde, 0x76, 0x70, 0x45, 0x0b, 0x28, 0x52, 0xea, 0x27, 0x35, 0x8f, 0xac, 0xc2, 0x9b, 0x72, 0x0a, 0xa6, 0xb0, 0xc4, 0xe8, 0x35, 0xef, 0xf3, 0xe4, 0x84, - 0x2f, 0xb8, 0x5f, 0x88, 0x19, 0xa0, 0xc8, 0xab, 0xf9, 0x08, 0x15, 0x2b, 0x33, 0x50, 0x40, 0xe2, 0xbf, 0xf1, 0x88, 0xc6, 0xcf, 0x6c, 0xa9, 0x68, 0xcb, 0x5f, 0xf9, 0x3a, 0x2a, 0x9d, 0x41, 0xfe, - 0x08, 0x84, 0x70, 0x48, 0x20, 0x49, 0xcf, 0x45, 0x2d, 0x7a, 0x94, 0x76, 0x52, 0x75, 0x6d, 0xcb, 0x50, 0x7a, 0x7d, 0x0a, 0x11, 0x28, 0xd5, 0xfe, 0x16, 0x24, 0xdb, 0x86, 0x8e, 0x2c, 0x8c, 0xb1, - 0x88, 0x50, 0xcd, 0x68, 0x11, 0x00, 0x0b, 0x3b, 0x22, 0xa5, 0x4a, 0x6a, 0x43, 0x6a, 0x39, 0x5b, 0x37, 0xc7, 0xfa, 0x0c, 0xc8, 0x8f, 0x95, 0xd8, 0xac, 0x2f, 0x41, 0x17, 0xf0, 0x97, 0x36, 0x7d, - 0x73, 0xd3, 0x30, 0xb7, 0x14, 0x8b, 0x63, 0x11, 0x8b, 0xe1, 0xd1, 0xc7, 0x15, 0xf5, 0xbd, 0x36, 0x97, 0x30, 0x6f, 0xa8, 0xce, 0x33, 0x28, 0x87, 0x16, 0xd6, 0x27, 0x61, 0x7d, 0x1b, 0xf4, 0x84, - 0x7e, 0x0b, 0xa2, 0x5f, 0xc2, 0x0c, 0xb7, 0x77, 0x0c, 0x7a, 0x5c, 0x73, 0x70, 0xb4, 0x32, 0x0d, 0x7d, 0x14, 0x18, 0x78, 0xe7, 0x92, 0x13, 0x9c, 0x46, 0x2b, 0x83, 0xc9, 0xde, 0x02, 0x29, 0xdb, - 0x79, 0x24, 0xc7, 0xde, 0x6f, 0x8e, 0xc3, 0x17, 0xf6, 0xff, 0x69, 0xb5, 0xa0, 0xa3, 0x75, 0x35, 0xa1, 0x3f, 0x65, 0xd1, 0xff, 0x6d, 0x8d, 0x4c, 0xa7, 0xf5, 0x5f, 0x61, 0x9a, 0xeb, 0x06, 0x7c, - 0xb1, 0x0a, 0x83, 0xf6, 0xac, 0xcd, 0x5e, 0x08, 0x22, 0x2f, 0xca, 0xab, 0x0c, 0xba, 0xe6, 0x97, 0x1d, 0xbe, 0x25, 0x68, 0xce, 0x19, 0xc9, 0x9c, 0x0e, 0x87, 0xac, 0x1f, 0xdd, 0x7b, 0x01, 0xd5, - 0xe1, 0x24, 0xa7, 0xaa, 0x33, 0x5f, 0x6d, 0x9b, 0x15, 0x7c, 0xd3, 0x01, 0xfb, 0xd7, 0x9d, 0x50, 0xff, 0x3d, 0x7d, 0xcb, 0x04, 0x29, 0x85, 0xbe, 0x84, 0x16, 0xd9, 0x69, 0x48, 0xed, 0x53, 0xee, - 0xbf, 0x3f, 0xa6, 0x14, 0x81, 0x32, 0xda, 0x9b, 0x0d, 0xd0, 0x15, 0x6c, 0x2b, 0x7a, 0xcf, 0xba, 0x58, 0x47, 0x2e, 0xfd, 0x79, 0x0d, 0x9b, 0x9b, 0xfe, 0x70, 0x96, 0x64, 0x8a, 0xb1, 0x39, 0xff, - 0x65, 0xf5, 0x57, 0x6b, 0x0c, 0x15, 0x51, 0xb5, 0xac, 0x02, 0xb9, 0x72, 0xdc, 0x9a, 0xdc, 0x46, 0xa0, 0x71, 0x7b, 0x62, 0xee, 0xbe, 0x92, 0xa1, 0x65, 0x38, 0xea, 0xa4, 0x7d, 0x78, 0xb2, 0xc8, - 0xb9, 0xf1, 0x7a, 0xd6, 0xa0, 0x0d, 0xb0, 0xe4, 0x5c, 0x99, 0xc0, 0xac, 0xa3, 0x7e, 0xda, 0x7a, 0x79, 0x68, 0xc3, 0x35, 0xcb, 0x01, 0x1f, 0x9e, 0x7e, 0x26, 0xe2, 0xa8, 0x28, 0x63, 0xf6, 0x12, -}; - -/* python 3.6 - * np.random.randint(-32768, 32767, size=(1, 1024)) */ - -uint16_t q15_relu_input0[1024] = { - 0xbe4c, 0x6ecd, 0x1125, 0xed76, 0x04c0, 0xb563, 0x936f, 0x303c, 0xc18d, 0xa3b6, 0x974e, 0x2e1b, 0x2730, 0x6f99, 0xe4cb, 0x9c32, - 0xdd7e, 0xe049, 0x1439, 0x6aff, 0x6084, 0x0826, 0xe483, 0x34c8, 0xc41b, 0xfea1, 0x6673, 0x28de, 0x2cfc, 0xd7ec, 0x78fa, 0x9baf, - 0x8625, 0x8692, 0x302a, 0xf352, 0x72de, 0x7187, 0x206e, 0xcf4b, 0x7289, 0x8e81, 0x12ea, 0xc2a0, 0x7726, 0x0956, 0x60ca, 0x4bd8, - 0x8c63, 0x2ddb, 0xbdf6, 0x979a, 0xe8c3, 0x98e7, 0x1238, 0x05b5, 0x818b, 0x52d6, 0xcd3e, 0xa4ce, 0xb5a9, 0xd631, 0xcecb, 0x9d19, - 0xd4e4, 0xeb24, 0x302b, 0x7041, 0x6e51, 0x7013, 0x19b3, 0xcf2c, 0x8790, 0x18d6, 0x3f92, 0x638d, 0x2afb, 0x53cc, 0xc1f1, 0x530d, - 0x232a, 0xbba8, 0xaf90, 0x1c2e, 0x8168, 0xe01e, 0x6eb6, 0x7d8f, 0x2168, 0xbc72, 0x9ad5, 0xabee, 0xbc7f, 0x0293, 0xc280, 0x0b03, - 0xb9f1, 0x75ef, 0x9353, 0x07a8, 0xfce4, 0x0b23, 0x8d54, 0x3c1f, 0x1731, 0x985d, 0xc4ec, 0xe0d9, 0x8406, 0xb8c5, 0x0b48, 0x074f, - 0x66e0, 0x205c, 0xeb7a, 0x1916, 0xb42d, 0xa8ac, 0x328f, 0xa94d, 0xb010, 0x3e15, 0xb42a, 0x1ca8, 0xa9dc, 0xe3b6, 0xad84, 0xdf86, - 0xb166, 0x47e1, 0x043e, 0x70e1, 0xb5c8, 0xdf18, 0x95b4, 0x3ac7, 0x15d7, 0x20d9, 0xef15, 0x532d, 0xe3c2, 0x33db, 0xc7f8, 0x489d, - 0xa598, 0xc6ce, 0x1c2f, 0x3126, 0x8f98, 0x9f1e, 0x1a59, 0x264a, 0x3b90, 0xef75, 0x2f36, 0x686f, 0x3c7e, 0x98ed, 0x97af, 0xedb7, - 0x2348, 0x5bbf, 0xe9a4, 0xdf82, 0x03bb, 0x1ba7, 0xceef, 0x6403, 0x823d, 0x33c1, 0x2360, 0x823d, 0xb7b4, 0x9aee, 0x3326, 0xdb59, - 0x6912, 0x0553, 0xc7d3, 0x11ac, 0x3ff2, 0x3316, 0xaad3, 0x6d41, 0xfe5b, 0x7292, 0xcdf0, 0x2618, 0x31c3, 0x21da, 0x2ef5, 0x2740, - 0x0be6, 0xe66a, 0xbdf1, 0x5a5c, 0xd98f, 0xc934, 0xc847, 0x2604, 0x0037, 0x9564, 0x6311, 0xb128, 0xd9b7, 0x09e6, 0xcfa5, 0xf5da, - 0x90c8, 0x9ac9, 0x9337, 0x2ce4, 0xc46e, 0xafce, 0xd3d1, 0xad3c, 0x97f7, 0x050a, 0x57d6, 0x8346, 0x1279, 0xf920, 0x1396, 0xf9b7, - 0xd7aa, 0x4da6, 0x1598, 0x1b20, 0x50bd, 0xe9e8, 0x10f5, 0xb169, 0xd0b5, 0xed25, 0xa3b7, 0x85a6, 0x316a, 0x1a3a, 0x6906, 0x4df5, - 0x4f14, 0x51e7, 0x05ea, 0xd929, 0x1c41, 0xca94, 0x9d2e, 0x6a86, 0x3281, 0xc212, 0xabf1, 0xedda, 0x3948, 0xc32b, 0x73d6, 0x3ea1, - 0x5695, 0xd69c, 0xf46c, 0xbb69, 0x5e64, 0xfadc, 0x137c, 0x6318, 0x053e, 0xf66a, 0x5f97, 0x4782, 0x6e6c, 0xfeca, 0x522f, 0xb19d, - 0x92a0, 0xb6ef, 0x9a4c, 0x798d, 0x58da, 0x4dee, 0xc09e, 0xf048, 0x1a28, 0x31f0, 0xb0ba, 0x1129, 0x3c97, 0xfa95, 0x1616, 0x686f, - 0x367a, 0x9870, 0x64f2, 0xf3e8, 0x5ba2, 0xe9a5, 0x6be8, 0xeb21, 0xcc79, 0xc34b, 0xbda4, 0x6b21, 0x3848, 0xa366, 0x28f7, 0x7e17, - 0x9098, 0xb76f, 0xc552, 0x27e5, 0x7348, 0x2eab, 0x0d00, 0xbdef, 0x9379, 0x85aa, 0x5730, 0x8d7b, 0x0091, 0xddf5, 0xe777, 0x1cc7, - 0x4b10, 0xf640, 0x8003, 0xb67a, 0x610d, 0xa128, 0x0dec, 0x4b70, 0x15bd, 0xc9cf, 0x1ffb, 0xeca2, 0xf503, 0x36cf, 0x360e, 0x028a, - 0x8c5a, 0x83fb, 0xfc40, 0xb2c7, 0xe4db, 0x843c, 0xbbcc, 0x4f76, 0xde71, 0x1dea, 0x3c31, 0x0e30, 0x90a3, 0xd4f3, 0xa7d5, 0xb0cd, - 0x42e2, 0x7e02, 0xbd89, 0x9958, 0xb7cf, 0xcb65, 0xa98a, 0x991a, 0x2fa4, 0xa60b, 0x492f, 0xe391, 0x1cbc, 0x3f90, 0x1bcd, 0xf1ac, - 0xd16d, 0xf69b, 0xe8d0, 0x2fac, 0x1cd0, 0x35ae, 0xbef5, 0xd05f, 0xe69d, 0x2b81, 0x58c9, 0xe6e0, 0x22f9, 0x7077, 0xc25b, 0x29c0, - 0x8855, 0xbbc7, 0xb5e3, 0x2baf, 0xf566, 0xf6a4, 0x3346, 0x12a2, 0xd030, 0x5726, 0x4bc3, 0xf38c, 0x1201, 0x5d2b, 0xb35b, 0xdf47, - 0x7264, 0x3867, 0x67d0, 0xf896, 0x932c, 0x5341, 0xabdd, 0x76d9, 0x345a, 0x4070, 0x3155, 0x326a, 0x2449, 0x8927, 0xa367, 0x2acb, - 0x74c0, 0x93c7, 0x5010, 0x333b, 0x7471, 0xd1fa, 0x7bad, 0xdd26, 0x534d, 0x0dca, 0x0b3d, 0x3bf8, 0x2b00, 0x984a, 0x795b, 0x983e, - 0xaaed, 0x32b7, 0x15d7, 0x184b, 0x62cb, 0xee99, 0xd861, 0xcdf5, 0x5469, 0x9de6, 0x173b, 0x50e7, 0xd146, 0x5389, 0x4cd7, 0x0c7e, - 0x1487, 0xdc26, 0x044d, 0x8ffe, 0x4734, 0x60e9, 0x14a9, 0xdfe0, 0x1738, 0xdcff, 0x1117, 0xacf0, 0xc3ed, 0x0c2d, 0xa869, 0xe9f4, - 0x615c, 0x62cf, 0xb851, 0x22d4, 0xf3f3, 0xa9bd, 0xc4ff, 0xfa5b, 0x4821, 0x2ef5, 0xb2a1, 0xfa8c, 0x5d83, 0x8893, 0x002a, 0x36f7, - 0x1994, 0x1833, 0x28c1, 0x1f20, 0x2049, 0xd019, 0x334a, 0x5f99, 0xcb90, 0xb2d4, 0xabbd, 0xf895, 0xe787, 0x6032, 0x7feb, 0xa54d, - 0x41f2, 0x7709, 0xf345, 0xd513, 0x6a79, 0x09de, 0xdf23, 0xca93, 0x9159, 0xf5da, 0x76c3, 0xc3a7, 0x517d, 0x51fd, 0x58cf, 0x7ed1, - 0x6322, 0x1b75, 0x87fe, 0x3a78, 0x5645, 0xf76c, 0xa2e2, 0x0eaf, 0x07d6, 0xc7a9, 0xd529, 0xbdd8, 0x3824, 0x4ba3, 0x2e94, 0x6261, - 0x47f7, 0xc820, 0xe1ab, 0xdf4a, 0x3e71, 0xf3fa, 0x4e52, 0x1b41, 0x50cc, 0x50e1, 0x8bdd, 0xb6c4, 0x5916, 0xde6f, 0x2d2e, 0xc760, - 0xf4c1, 0xb054, 0x1794, 0x2b58, 0xfed0, 0x633a, 0x7325, 0x67f7, 0xe2e4, 0x58ce, 0x6c7b, 0x33ad, 0x964f, 0xcefb, 0x0d34, 0x496c, - 0x9496, 0xe2d9, 0xb571, 0xf6d7, 0x8121, 0x4226, 0x54f0, 0xe39d, 0xf256, 0x70a1, 0xed60, 0xedf2, 0xaf70, 0x3ee9, 0x1197, 0x5a7b, - 0x73d3, 0xd4dc, 0xb1c5, 0xe113, 0x92fd, 0x9346, 0x4e42, 0x6eeb, 0xc44f, 0x6a98, 0x6b08, 0xed2f, 0xb15f, 0xf261, 0x3a72, 0x5002, - 0xbff9, 0xd4d3, 0x6e92, 0x5751, 0x2509, 0x7eec, 0x16aa, 0x8015, 0xb52e, 0xec68, 0xb750, 0xa38c, 0xe2f8, 0xa139, 0x0b3c, 0xb60f, - 0xf97b, 0xc0b8, 0xaefa, 0x42ce, 0x36eb, 0xbadb, 0x77ed, 0x56d4, 0xf334, 0x3a71, 0x1eb5, 0xb816, 0x0b70, 0x8ccf, 0x0693, 0x6b63, - 0x5c45, 0x00d5, 0x03a9, 0x2208, 0xa926, 0x2d4a, 0x7537, 0xab13, 0x3783, 0xb45e, 0x317b, 0xba70, 0xf341, 0x7331, 0xc66c, 0x6490, - 0x6e8c, 0xcddd, 0x568f, 0x5187, 0x4ff2, 0x5091, 0x0c33, 0xde43, 0xc8fe, 0xf801, 0xde42, 0x68b9, 0xb11c, 0xbfe6, 0x0e44, 0x3a0b, - 0xb835, 0xa61e, 0x68bf, 0x604b, 0xd2f2, 0x28b4, 0xfae6, 0x6bc7, 0x1ab5, 0xf35d, 0x738b, 0xa24d, 0x95b3, 0x794f, 0x85c8, 0xb392, - 0x1398, 0x556b, 0x0fe8, 0xf8cd, 0x24b2, 0x7bbf, 0x8281, 0xb293, 0xd9f6, 0xb9f0, 0x3873, 0x6a5b, 0x88d5, 0x1be8, 0x8e24, 0x26c0, - 0x1cc7, 0x3870, 0x2179, 0x5f83, 0x1669, 0xaee8, 0x7a7e, 0x11b5, 0xa28a, 0x1413, 0x8c91, 0x30bc, 0x5314, 0xf600, 0x5a62, 0x561e, - 0xd9f7, 0x9901, 0x0f8c, 0x98f0, 0xbb86, 0x5060, 0xa236, 0xbfee, 0x4bfa, 0x8711, 0x04c2, 0xbade, 0x9e4a, 0x992f, 0xcafd, 0x566c, - 0xe9c6, 0x57bb, 0x0339, 0x0ea8, 0x43e4, 0x12a6, 0x0f07, 0x942b, 0x6e17, 0x67c9, 0x2146, 0x5878, 0xc58d, 0x693d, 0x7323, 0x8919, - 0xe8f7, 0x1847, 0x36f6, 0x129c, 0x8082, 0xac70, 0x8bfe, 0x1d5d, 0xe0a1, 0x86d5, 0x9363, 0xef34, 0x3bea, 0x00a2, 0x8267, 0x5d0e, - 0xf096, 0xf210, 0x4c29, 0x1976, 0x9e5b, 0xa0e2, 0x1f76, 0xcdb7, 0xf5d9, 0x4aed, 0xc792, 0x3577, 0x3fa8, 0x0199, 0x337b, 0x806e, - 0x9ee3, 0x9601, 0xe067, 0xc8db, 0xf9df, 0x6808, 0xb1ff, 0x7bf2, 0x43fc, 0x16ac, 0x8882, 0x09ed, 0xb97c, 0x1cd8, 0xb0bb, 0xd6c5, - 0x96fb, 0x528a, 0x8509, 0xb726, 0x78fb, 0x343a, 0x9943, 0x6fcd, 0x4870, 0x3758, 0x14d7, 0x7d2c, 0x47e3, 0x8e02, 0x22bd, 0xf7c2, - 0x0e32, 0x104a, 0xd2e3, 0x282f, 0x26dc, 0x42ac, 0x23a8, 0x8ce6, 0x9885, 0x73ea, 0x034c, 0xac10, 0xde2a, 0xfbbb, 0xe22f, 0x7756, - 0x65e9, 0x1349, 0x5be6, 0xf5d0, 0x67dc, 0xf51a, 0xb232, 0x25fb, 0xff77, 0xa8db, 0xa624, 0x37a0, 0x3166, 0x4cda, 0x8ef2, 0x185c, - 0xb2a2, 0x1b4a, 0xc22f, 0xdac5, 0x8f86, 0x64ce, 0x3b23, 0xf737, 0x0564, 0x2267, 0x6542, 0xf1f7, 0xfb1c, 0xcf10, 0x1a27, 0x12b2, - 0x8d93, 0xd931, 0xa3a1, 0xdb9e, 0xde8c, 0x1851, 0x2388, 0x1523, 0xfed4, 0xf4a8, 0x6d18, 0x7482, 0xdb23, 0xb4fb, 0x5a3b, 0xac8d, - 0x58ed, 0xf690, 0x3ec9, 0x2d3e, 0x206c, 0x88c9, 0xbd2d, 0xe521, 0x8f36, 0x3277, 0xbf65, 0xe66b, 0x2fa7, 0x0b60, 0x1626, 0xfdca, - 0x1f31, 0x9443, 0x6082, 0x1295, 0xb3d4, 0x37ce, 0x5208, 0x5843, 0xf398, 0x35f4, 0xdc73, 0xe543, 0xa3de, 0x35d2, 0x6e54, 0x3272, - 0x0352, 0x6cbe, 0x23c7, 0x41ae, 0x4295, 0x0403, 0xa4d6, 0xbbe6, 0xafb4, 0xa97d, 0x094e, 0x07bf, 0x98a4, 0x88d6, 0xb5a5, 0x3753, - 0x19a3, 0x6f5c, 0x8a11, 0x1a5d, 0xf5ca, 0x5ae5, 0x81d3, 0x70f2, 0x419f, 0xf1ad, 0x4c00, 0xb229, 0x2808, 0xfa4c, 0x1f99, 0x4556, - 0x9474, 0x7b59, 0xfc88, 0x1191, 0x0758, 0xfebe, 0x20b0, 0x6c08, 0x866a, 0x5d70, 0x97ee, 0x7fae, 0x4cb3, 0xc9b2, 0x47ce, 0xaad8, - 0xb7f5, 0xa7ef, 0x8864, 0x178d, 0x9531, 0x0ed5, 0xc2cb, 0xd9f9, 0x4b0b, 0x77dd, 0x66b7, 0xa40b, 0x1ee7, 0x6f3f, 0xcdf3, 0xb058, - 0x2694, 0x5c75, 0x5558, 0xd860, 0xcb0d, 0xeca7, 0xe387, 0xce08, 0x2ab8, 0xbab2, 0xc2aa, 0x50f5, 0xc221, 0x9229, 0x15ca, 0x2f8f, - 0x2fb6, 0x1734, 0x23e5, 0xfeb9, 0xc7e7, 0x3d9a, 0x0d4f, 0x84c5, 0x0a2a, 0x18cd, 0x178c, 0xc67a, 0xae43, 0x7058, 0x8abf, 0x817d, - 0x2738, 0xeb11, 0x52cb, 0x7fa1, 0x4a0e, 0xbdef, 0x20c1, 0x6efb, 0xf536, 0x1855, 0x43b7, 0x4742, 0x1573, 0x67f1, 0x914b, 0xee1b, - 0x947a, 0xb779, 0x0b08, 0xeb75, 0xb582, 0xaa8d, 0x86ca, 0x0dfb, 0x9233, 0x349d, 0x856d, 0xb586, 0x78d5, 0x3c8f, 0x6652, 0x870a, -}; - -uint16_t q15_relu_input1[1024] = { - 0xbbd4, 0x99d6, 0xf526, 0xeef6, 0xb53b, 0x716b, 0x715f, 0x7f7d, 0xfaa3, 0x940d, 0x81fa, 0xea5b, 0xa9fd, 0x6f9a, 0x405a, 0x89a8, - 0x939d, 0x327e, 0xddf8, 0xac50, 0x8610, 0x2b09, 0x4061, 0xc957, 0x13e8, 0xba36, 0xade9, 0x35f1, 0xbf34, 0xc533, 0x5faa, 0x3282, - 0xaa22, 0xdacc, 0x5a50, 0xc1a5, 0xcb74, 0xdc1a, 0x078d, 0xbf78, 0xb7ef, 0x7cf8, 0x099f, 0xf32f, 0x5d03, 0xee51, 0x7f32, 0x9853, - 0xe25f, 0x0c39, 0xc6f6, 0x30e5, 0x782f, 0x2aad, 0xbb5f, 0xd699, 0x682f, 0x1917, 0x0888, 0x07b0, 0x4737, 0xd4dc, 0x7610, 0xc021, - 0x9c8e, 0xb657, 0x25c8, 0xc3c2, 0x9c6c, 0x7469, 0x1769, 0xde4e, 0x8425, 0x6a97, 0xef65, 0x9b69, 0x5290, 0x953f, 0xa9b1, 0x2608, - 0xc1e0, 0x5c9e, 0xbe40, 0x3886, 0xc952, 0x097a, 0xbdcb, 0x4292, 0xabb4, 0xb8df, 0xabf2, 0x8dc9, 0xc4e7, 0x4fb8, 0x2d69, 0xcfcf, - 0x03f5, 0x37c3, 0xe800, 0xff24, 0x6d91, 0xe681, 0x42cb, 0x10d9, 0x52a4, 0x3fe8, 0x80f7, 0x8c49, 0x30b1, 0x9964, 0x501f, 0x3d16, - 0x9361, 0xa581, 0x6322, 0xc82d, 0x767e, 0xb06a, 0x1021, 0xfcb7, 0xcda2, 0x51f5, 0xfd72, 0x8c9a, 0xf6e1, 0x5cdb, 0x4806, 0x0914, - 0x6bdb, 0xbb07, 0xef9f, 0xfd7a, 0xf878, 0xf46a, 0x747a, 0xbccf, 0xe391, 0x2edf, 0x5c7b, 0x82f0, 0x776e, 0x5fe1, 0x286a, 0xb8a7, - 0x4b8b, 0xa13a, 0xb23c, 0x8cac, 0xa61e, 0x0b09, 0xfa50, 0x01bf, 0xfcb6, 0xe490, 0x6828, 0x9850, 0x16e4, 0x57cb, 0x39ec, 0xe8c1, - 0xd81f, 0x14f1, 0xde22, 0xef19, 0x8ef3, 0xc9da, 0x7d1e, 0xa8b4, 0xc2c9, 0xa97a, 0x3434, 0x816e, 0xb6b6, 0x547b, 0x6845, 0x927a, - 0x9dbd, 0xdd9f, 0xf73b, 0xe854, 0x0a42, 0xed6b, 0x68ce, 0x92b3, 0xc5d9, 0xacbf, 0x8d5a, 0xb908, 0x9809, 0x0702, 0xd234, 0x2516, - 0xa093, 0xa483, 0xa7d4, 0x2dac, 0xe6d6, 0xbd4f, 0x804e, 0x0997, 0x5003, 0x187b, 0xece3, 0xa22c, 0x7213, 0x1a8d, 0xbf63, 0x3357, - 0xafe0, 0x68a9, 0x1a0a, 0xcd12, 0xcb0d, 0x0b6c, 0x11fc, 0x7759, 0x5023, 0xb533, 0x73bf, 0xe573, 0xcbc8, 0x1c6e, 0xa00c, 0xa9d0, - 0x6642, 0x7eed, 0xb243, 0xb1af, 0x8433, 0x181f, 0xe184, 0x5a9e, 0xfb9a, 0x49e2, 0x7c43, 0x7b21, 0xb495, 0x7061, 0xd07b, 0xe6da, - 0xe1a1, 0x2321, 0xbc6e, 0x62a4, 0x5449, 0x281b, 0x67f5, 0xc073, 0x8607, 0xc12d, 0x5036, 0xf695, 0x76cd, 0x3682, 0x6d20, 0x0498, - 0x5bcc, 0x98b4, 0xd1d7, 0x204b, 0x78f5, 0xedb3, 0x6c4f, 0x0d99, 0xcda2, 0x1785, 0xc2d5, 0x1c90, 0xb710, 0x46ca, 0x1543, 0xdd5f, - 0x7fa2, 0x9955, 0x4425, 0x130d, 0x442a, 0x7147, 0x704b, 0x2fe7, 0x33f4, 0x8e24, 0xe9f8, 0x2bfe, 0xb178, 0x41b6, 0x474e, 0x97b3, - 0x0f4c, 0x0b8e, 0x0f1c, 0xfdc9, 0x32a5, 0x7152, 0xcbe3, 0x972c, 0x6c68, 0x687f, 0x6883, 0x67c5, 0x5ad2, 0xe54a, 0x101a, 0x13c1, - 0x9017, 0x770d, 0x983b, 0x47c2, 0x2e21, 0x9d6e, 0x782e, 0xd9a6, 0xfd64, 0x92d0, 0x5c6f, 0x923f, 0x555f, 0xe350, 0xce8e, 0x8887, - 0x09d3, 0x8f0c, 0x5026, 0xb57f, 0x516c, 0xa872, 0x6db7, 0x7148, 0x0053, 0x8218, 0xae07, 0xe34b, 0x4ebf, 0xda85, 0xba5f, 0x0b82, - 0x328d, 0xce48, 0x3a9b, 0xd542, 0x4e01, 0x7afc, 0x7224, 0x93da, 0x9333, 0xee98, 0x7f01, 0xb862, 0xddff, 0x3c15, 0xf69a, 0x7e81, - 0xda57, 0xc6b8, 0x191b, 0xfa61, 0xb405, 0x1dd9, 0xfec2, 0x1659, 0x15bd, 0x6142, 0x9be2, 0xe93a, 0x2715, 0xcf70, 0xa506, 0xf441, - 0xa56c, 0x86a5, 0xe56d, 0x5e32, 0xbd6c, 0xfcc7, 0x8c46, 0xc034, 0xd850, 0x5846, 0x8e8b, 0x6cc4, 0x06ba, 0xa778, 0xdec8, 0x765b, - 0x2ed0, 0x252e, 0x716a, 0xb07d, 0x1c7c, 0xe797, 0xcca8, 0x70dd, 0x6c82, 0x46de, 0xe8c8, 0xb901, 0xcfff, 0x7a8c, 0x54e8, 0x1ff8, - 0x694e, 0x6742, 0x9911, 0x3b62, 0x7601, 0x5096, 0x3ba1, 0x0db8, 0x08e4, 0xe783, 0xfc4a, 0x9960, 0x1f4f, 0x7f29, 0x68fa, 0x3a33, - 0x7ccf, 0x335d, 0x354a, 0x1a0b, 0x3984, 0x85ee, 0xba38, 0xe8af, 0x8f89, 0x44dc, 0x8a90, 0x1b4d, 0xdcb4, 0x0f1a, 0x2acb, 0x88b3, - 0xc5f3, 0xf1ba, 0xcb3e, 0x7f46, 0x42fc, 0x9e3f, 0x9532, 0xfb10, 0x8d56, 0x0828, 0xaa7d, 0x231b, 0x2661, 0x6b98, 0xe56c, 0xe78e, - 0x1712, 0x9843, 0x403e, 0x2c31, 0x4bc3, 0xb18d, 0x48f8, 0x2922, 0x3d25, 0x2988, 0x5bfc, 0xb6d3, 0xb54a, 0x654c, 0x0dfa, 0xec96, - 0xca97, 0x1e64, 0xc697, 0xce3e, 0xd93e, 0x4c04, 0x6563, 0xd491, 0xbfa1, 0x5486, 0x10cb, 0x9791, 0xc039, 0x84e0, 0xbe89, 0x043a, - 0x48a0, 0x8e28, 0x97a1, 0x1c37, 0x9a78, 0xfdbc, 0xf0e4, 0xb911, 0xdbed, 0x8308, 0xb51c, 0xdc7d, 0xfc6a, 0x1233, 0xa686, 0x28b9, - 0x6b07, 0x41ef, 0xe713, 0xd969, 0x434a, 0x59c9, 0xa27a, 0xb1b3, 0x2a5e, 0xfd5c, 0xf04b, 0x18ac, 0xe853, 0x3551, 0x240f, 0xec7b, - 0x2c70, 0x2fa0, 0x3242, 0x4503, 0x91db, 0xcf41, 0x5a96, 0x5b14, 0x689d, 0x4c01, 0x3bdf, 0x1f95, 0x670d, 0x0c2f, 0x483f, 0xdd4b, - 0xcf6c, 0x42f0, 0x93a1, 0x7159, 0xc55c, 0xc002, 0x7c51, 0x29ec, 0x6cbd, 0xf55b, 0xe501, 0xc312, 0xd78f, 0x5e46, 0xfc26, 0x198e, - 0xd06d, 0xb794, 0x3ea1, 0xf792, 0x08e5, 0xe107, 0x8492, 0x9559, 0xa291, 0x052f, 0x02b6, 0xaed2, 0x9d2d, 0x6b8d, 0xa3f1, 0x8cae, - 0xcaee, 0x74e2, 0x9438, 0xa83c, 0x83b6, 0xbc29, 0x2199, 0x4df7, 0xed1a, 0x6a0f, 0x231d, 0x0ef6, 0xfeec, 0x85d7, 0x0a0d, 0xb3d6, - 0x47c8, 0x0c9c, 0xa1b4, 0xb4a6, 0x751a, 0xe7b5, 0x124c, 0x728e, 0xea2b, 0xfa5d, 0xca43, 0x38ce, 0x20d5, 0xa0dd, 0xa2a1, 0x4480, - 0x5cc6, 0x5198, 0x991e, 0x1df6, 0xdcc5, 0xe5af, 0xe3b1, 0x00b7, 0x9a72, 0xdb21, 0x997a, 0x6dce, 0x3d2d, 0xc226, 0xc432, 0x15cd, - 0xb0aa, 0x7f81, 0xb2b4, 0x4d4d, 0x6373, 0x7011, 0xf663, 0x17c5, 0x3357, 0xed0c, 0x6d4c, 0x7388, 0x25de, 0x72e7, 0x9632, 0x5c15, - 0xf09f, 0xa32d, 0x80a0, 0x4c3b, 0xc009, 0x0320, 0x915f, 0x4720, 0xa08d, 0x691f, 0x8f43, 0xe156, 0x37a9, 0xdbb7, 0x6529, 0x1b49, - 0xe14b, 0x6d92, 0x4861, 0x9793, 0x200c, 0x06ff, 0x62ef, 0x6c84, 0xfa90, 0x68d2, 0x24d6, 0x5961, 0x5bde, 0x7853, 0x9a21, 0xc4a0, - 0x85d9, 0x51c5, 0xf6ea, 0x5623, 0x9aed, 0xc2b9, 0xab5b, 0x934b, 0x7f6a, 0x6b2c, 0xadf0, 0x54a0, 0x6c43, 0x76ed, 0xb531, 0xf7c2, - 0x0a2d, 0x8896, 0x113d, 0x617e, 0x2db5, 0x96c0, 0x85fd, 0x8d7c, 0x7a39, 0xed5b, 0x332f, 0x377f, 0x2c51, 0xb729, 0xc8e5, 0xf930, - 0x7fa2, 0x2f03, 0x9742, 0x1007, 0x77ed, 0x395b, 0x76c9, 0xb4a1, 0xc11f, 0x7d86, 0xd444, 0x5d45, 0x8324, 0xeb5e, 0x5015, 0xa637, - 0x06af, 0x91f7, 0xaa5d, 0xb259, 0x57ce, 0xc91e, 0x0a52, 0xe5d5, 0x8e54, 0x2309, 0x2dbd, 0x2e06, 0xaf84, 0xb50a, 0xcd89, 0x6400, - 0xc99b, 0x8f76, 0x9ba4, 0xdf54, 0x553c, 0x35b1, 0xa218, 0x209c, 0xd0cd, 0xc422, 0x5132, 0x1bca, 0x25e6, 0xeae2, 0xa4c0, 0x0b82, - 0x4f2e, 0x56a9, 0x9a16, 0x3447, 0x2878, 0xe687, 0xa7a6, 0xe7bd, 0xe5b3, 0x3b81, 0x9a59, 0x0659, 0x1191, 0x64ba, 0x6b2f, 0xecf0, - 0x420c, 0x1f31, 0xb2ad, 0xf433, 0xcfa1, 0x2573, 0xf13d, 0x89b1, 0x3115, 0xd47c, 0xcecc, 0xa13b, 0x3246, 0x9cd5, 0xcdd4, 0x8da5, - 0xdb30, 0x889d, 0xff6f, 0xc015, 0x131e, 0x6fb8, 0x9a5e, 0x7cd4, 0xc5f2, 0xfbdb, 0x1e71, 0x7ba3, 0x3000, 0xad65, 0x159a, 0xaaa0, - 0x4d13, 0x182f, 0x7b45, 0xaabe, 0xb04b, 0x2ebb, 0x30b3, 0x2b58, 0x3607, 0x3864, 0xab37, 0x693d, 0xae2e, 0x7969, 0x2025, 0x1318, - 0x404c, 0xea36, 0xcf32, 0xd742, 0x0aa4, 0x573d, 0xd050, 0xb182, 0x40f6, 0xa705, 0xad9d, 0x461c, 0x1af5, 0x90fe, 0x92b7, 0xe819, - 0x7ece, 0x1530, 0x6b8f, 0xab84, 0x282c, 0x8878, 0x4fb2, 0x7e29, 0x0fa0, 0x038a, 0x5f60, 0x8586, 0xbf24, 0x8fe9, 0x819f, 0x0586, - 0x9a86, 0x943c, 0x8ad2, 0x0a6f, 0x8dbe, 0xb9e7, 0x8213, 0x8ea7, 0xf5cc, 0x3e26, 0xd918, 0xc2fb, 0x3869, 0x848b, 0xdfb9, 0x2dd1, - 0x0627, 0x19f2, 0x0621, 0x7506, 0x0bf6, 0xf234, 0x517e, 0xe014, 0x6df2, 0x8e4e, 0x8b41, 0x8e30, 0xfe91, 0xf4f8, 0xe9b2, 0x9b3d, - 0x6cf0, 0x53d7, 0xb671, 0x3d65, 0xe719, 0xa510, 0xa645, 0x5752, 0x719f, 0x3813, 0xb330, 0x1bf6, 0xe6bf, 0xaa77, 0x94f1, 0xd3c2, - 0x146b, 0x1df1, 0xb45c, 0x4ba7, 0xa9c1, 0x26b8, 0x54fc, 0x1a7d, 0x9160, 0xebd6, 0xad21, 0x6d17, 0x66ec, 0x70a6, 0x92c8, 0x082b, - 0x3d8e, 0x7823, 0x21ae, 0x5b7d, 0xc98e, 0x0ba5, 0x6958, 0x5a13, 0x81c3, 0xa41f, 0xe482, 0x7151, 0x89cf, 0x9c03, 0x3958, 0x4c3c, - 0x39d2, 0x1181, 0x81c2, 0x52fd, 0x4ba8, 0xbc65, 0x34ba, 0x29c1, 0x292c, 0x4bcc, 0x3c1d, 0x5b11, 0xe11d, 0x3e87, 0x81f1, 0x5a97, - 0x0302, 0x2c70, 0x3a01, 0x2adc, 0xc792, 0x4a52, 0x4cbf, 0x6d7e, 0x8390, 0xe41b, 0x8f4d, 0x46a7, 0x3b47, 0xabef, 0x1331, 0xb83c, - 0xf0c7, 0x29d9, 0x5422, 0xdf83, 0x2291, 0x940b, 0xe74b, 0x5a3a, 0xbe98, 0x2995, 0xeaab, 0x3cee, 0xc475, 0xd2d0, 0xba0a, 0x0189, - 0xcfd5, 0x016e, 0xac71, 0xf98f, 0xa423, 0xc0bc, 0xc237, 0x9230, 0x409d, 0x49be, 0x844c, 0x8e82, 0x1cf0, 0x1f3a, 0x9393, 0x687a, - 0x914e, 0xe1fe, 0x648d, 0x197f, 0xc819, 0x645f, 0x1bed, 0x6f8f, 0xd673, 0xc493, 0x7644, 0x52a7, 0x6e56, 0x0ae3, 0x192b, 0x24fa, - 0x2a0f, 0xaecf, 0x65b4, 0x6f49, 0x96d0, 0xa8f3, 0x0bda, 0xe5ab, 0x6160, 0x6676, 0x62bd, 0xabb7, 0xa853, 0x73ff, 0x9bd0, 0x4a7a, - 0x0a5e, 0xc89d, 0x96a4, 0xae1c, 0x1bc5, 0x36d7, 0xd954, 0x3d3a, 0x435f, 0x41b9, 0x3bb7, 0x7e32, 0x890a, 0x8f28, 0x67eb, 0x7132, -}; - -uint16_t q15_relu_input2[1024] = { - 0x4858, 0xf6b1, 0xbe94, 0xd576, 0x6e8c, 0x2955, 0xbad6, 0xdd5c, 0x4d1e, 0xe69c, 0xfed3, 0xd896, 0x6912, 0xcc20, 0x2415, 0x2981, - 0x73de, 0xc0f7, 0x76d3, 0x7d04, 0x33a9, 0x4441, 0x3ec6, 0xf653, 0xabc0, 0x32d1, 0x93a2, 0x0550, 0xa452, 0xb9d1, 0xe867, 0xb0ba, - 0x3c18, 0xe4a1, 0xf8cb, 0x2bd6, 0x82aa, 0xd976, 0x0b75, 0x2a71, 0xb00a, 0x9e38, 0x9ea5, 0xab6a, 0x510b, 0x94a8, 0xa5e7, 0x4ba4, - 0x636a, 0x79f8, 0x2b16, 0x0ea2, 0x6b48, 0x27d8, 0x4921, 0x13c5, 0xe3e9, 0x41aa, 0x90ec, 0x5323, 0x9581, 0xc2d6, 0xb858, 0x43e0, - 0xbd1a, 0xcc61, 0xb49c, 0xb43e, 0x2846, 0x141c, 0x2f83, 0x5963, 0x588f, 0x68fe, 0x7b54, 0xf61a, 0x8267, 0xcf5f, 0x90e2, 0xface, - 0x96f8, 0x7fdf, 0x6a9f, 0xf725, 0x9117, 0x3974, 0x5883, 0xc48e, 0x1148, 0xc49c, 0xc7ec, 0xe1be, 0x3b7e, 0x612d, 0xf8fc, 0xa9b4, - 0x67a6, 0xc764, 0x0121, 0x04b9, 0xf2c4, 0x46f6, 0xe066, 0x4132, 0x779e, 0xf8c7, 0x6747, 0x44e8, 0x9dac, 0xce81, 0x50a0, 0x97f3, - 0xa792, 0x15fd, 0xbb1d, 0xe520, 0x762a, 0x1a67, 0xa609, 0x6ef0, 0xd9ba, 0x955c, 0xe415, 0x2ac2, 0xaa44, 0x8c38, 0x1fda, 0x50f0, - 0xda1d, 0xd4e7, 0xac21, 0x8701, 0xff10, 0x213c, 0x50b3, 0xddeb, 0xae85, 0x5551, 0x230b, 0x3fb6, 0x59dd, 0xad21, 0xb133, 0x61fd, - 0xad1a, 0x61c1, 0x38e9, 0xc279, 0x790b, 0xbe59, 0xdfab, 0xa614, 0xfb45, 0xc24c, 0x6f77, 0x1875, 0x4734, 0xe79b, 0x70c7, 0x1641, - 0x6908, 0xd36f, 0x0011, 0xe8db, 0xe735, 0xd188, 0x4f28, 0x50e9, 0xe938, 0x7d66, 0xb275, 0x8b8c, 0x2121, 0x97a9, 0x7194, 0x5789, - 0x6bc9, 0xf254, 0x2abf, 0xa2d1, 0x5ac9, 0x3540, 0x708d, 0x4627, 0x03bc, 0x002a, 0x73df, 0xe335, 0xcbcf, 0x6fbe, 0x6d4d, 0x7dfb, - 0x787a, 0x13aa, 0x9bcb, 0x8bce, 0x5652, 0xbbc4, 0xce21, 0x622e, 0xbb54, 0xa7d3, 0xd5c1, 0xbf93, 0x8f7d, 0xa052, 0x0b24, 0x08c5, - 0x0f24, 0x25c1, 0x07c4, 0x226c, 0x69db, 0xf039, 0x8227, 0xf612, 0x77bf, 0xe0aa, 0xf4a5, 0xb1b2, 0x4ef6, 0x79cc, 0x85b5, 0xfb05, - 0x7f4d, 0xc958, 0x34a1, 0x4acc, 0x498e, 0xa7ef, 0x1765, 0x0ce9, 0x5d1e, 0xca57, 0x1e89, 0xbbf8, 0x9e17, 0x8c04, 0x5642, 0x9879, - 0xf9c2, 0x790c, 0x6ba7, 0xdf0f, 0xbbbe, 0x354d, 0xed21, 0x607c, 0xe663, 0xda1c, 0xd9da, 0x30e2, 0x71a0, 0x5117, 0x239d, 0x6d53, - 0xbde1, 0xf1d6, 0x133a, 0x6153, 0x5cf4, 0xa6de, 0x9d83, 0xd863, 0x1ab6, 0x65b1, 0xe99b, 0x73d5, 0x8ceb, 0xba73, 0x42b8, 0xa526, - 0xb6c5, 0x990d, 0x56aa, 0xb2f3, 0x50e8, 0x8891, 0xd13c, 0x3aa0, 0x4533, 0x8a48, 0x637f, 0x6705, 0xffa8, 0x88b7, 0x1534, 0xa5b1, - 0x0fc8, 0x94fc, 0xc25c, 0xb6f4, 0x4ba6, 0x8778, 0xd685, 0x85ce, 0xd44a, 0xb766, 0x5186, 0x0423, 0x5977, 0x8312, 0x7ac3, 0xaf22, - 0x820d, 0xafc8, 0x4ed1, 0xe43f, 0x4eeb, 0x78f5, 0x0339, 0x2c2d, 0xc2fd, 0xddbd, 0x183b, 0x8440, 0xfdb8, 0xeba3, 0x6da9, 0xcb4e, - 0xe1fc, 0xae56, 0x8006, 0xc2ab, 0x67db, 0x9c39, 0xbd6c, 0x6720, 0x1c87, 0x377a, 0xae20, 0x0827, 0x76a7, 0x526c, 0x4717, 0x7dd6, - 0xa78d, 0x86fa, 0x2769, 0x5010, 0xb0f1, 0x6968, 0x33fa, 0x2d0b, 0x2f83, 0xf016, 0x49c5, 0xc593, 0x4dbf, 0xad6c, 0x4982, 0xf4b4, - 0xafdf, 0xb647, 0x1ea4, 0x1f37, 0x7f36, 0x8456, 0x03d8, 0x38ed, 0x7646, 0x6991, 0x7743, 0xfe05, 0x2b3e, 0x15eb, 0xd892, 0x7fdc, - 0xf988, 0xb17c, 0x9599, 0xd50f, 0x76c5, 0x983d, 0xea6d, 0x8af7, 0x952d, 0xaabd, 0x889c, 0x521e, 0x5531, 0x632d, 0x15f1, 0xac1c, - 0x3408, 0x0e96, 0x673c, 0x7049, 0x6fd4, 0xf3a3, 0x09fb, 0xd0e8, 0x924c, 0x4ad0, 0x9e75, 0x857d, 0x34c4, 0x4f31, 0x21a8, 0x4b05, - 0x0393, 0xd7ee, 0xaeba, 0xea96, 0x5bcd, 0x21b1, 0x36a3, 0xa403, 0x9b17, 0xadb3, 0xaed2, 0x6077, 0x8bc4, 0xb77f, 0xdee3, 0xac18, - 0x612a, 0x767a, 0x1686, 0xa040, 0x61fa, 0x8b92, 0x583b, 0x7546, 0x667e, 0xa94c, 0x2adb, 0xb342, 0x47dc, 0xdc2b, 0xf06c, 0xe5bd, - 0xd165, 0x7649, 0xbf78, 0x9df4, 0x28dc, 0xfbb3, 0xeb5e, 0xc586, 0x3052, 0xe848, 0xe474, 0x9906, 0x9ee9, 0xea93, 0x3d92, 0xd994, - 0xb3f7, 0x2f33, 0x6de2, 0xb102, 0x3288, 0xb2d3, 0x176b, 0xd20f, 0x3799, 0x50e2, 0xca04, 0xa07c, 0xbabc, 0x16cb, 0xd4ed, 0x1d80, - 0x1615, 0x248c, 0xc0b9, 0xfbab, 0xd546, 0x923e, 0x8a7c, 0x87c8, 0x2d4f, 0x71a7, 0xc77b, 0x8958, 0x1b48, 0xa700, 0xb113, 0x4e5c, - 0x9299, 0x91b2, 0x16fb, 0xdbdb, 0xe090, 0xc946, 0x4846, 0x236c, 0xa236, 0x287e, 0x865b, 0xb5de, 0x18ea, 0x1ae7, 0xccd7, 0xef56, - 0xf6f7, 0x41e7, 0x411b, 0x4d81, 0x82ea, 0x3693, 0xa3fa, 0x24ed, 0xa5fd, 0xbefc, 0x0dbc, 0xe06e, 0x9981, 0x7578, 0x0abd, 0x6837, - 0x29b3, 0x5e05, 0xbf35, 0x8f84, 0x99dc, 0x7613, 0x6639, 0xea01, 0xfc92, 0x720a, 0x9ba4, 0xa6da, 0x8bca, 0x59c1, 0x4ed3, 0xe7f0, - 0xab39, 0x01b7, 0x8b88, 0x1343, 0x1bf0, 0x7e82, 0x16ce, 0xf4db, 0x88b7, 0xe394, 0x637a, 0xbeb0, 0xa7f0, 0x7140, 0x0c2d, 0x498b, - 0x1a4f, 0x0db6, 0xc1c0, 0x3061, 0xe849, 0x94a4, 0x6e25, 0xc6ff, 0xbfc2, 0x369e, 0x67d0, 0x9e7a, 0x1d58, 0x5495, 0x55a1, 0x6472, - 0xa996, 0x4fec, 0x80c9, 0xdd13, 0xe111, 0x4a5b, 0x112c, 0x4e2c, 0xc721, 0x6d56, 0xde37, 0x2b83, 0x37b1, 0xe735, 0xb350, 0x00e5, - 0xed72, 0x1cc2, 0x9e2e, 0xc343, 0x79a3, 0xbead, 0x8a74, 0x6897, 0x2585, 0x61d1, 0x64ef, 0x978e, 0xda45, 0x256b, 0xca05, 0xc3e4, - 0x0641, 0xd456, 0x2abc, 0xf36b, 0x4f2a, 0xa0fe, 0x282e, 0xb5de, 0x5125, 0xaf77, 0x9f16, 0x466a, 0xe1eb, 0xcad6, 0x47b1, 0xcfac, - 0x2e56, 0x4f99, 0xa300, 0xa41c, 0x1f6c, 0xac95, 0x1bf2, 0xcfcc, 0x4679, 0x905d, 0xfc47, 0x6dc7, 0xd537, 0x0117, 0xffa9, 0x9975, - 0x9915, 0x85b5, 0x8590, 0x0024, 0x4d38, 0xbca0, 0xa1eb, 0x020c, 0x034a, 0xd23c, 0xf832, 0x8b0b, 0xe87b, 0xf3ca, 0xf924, 0xe133, - 0xbb2e, 0x1b39, 0xf18e, 0x11c2, 0xe8fa, 0x75ce, 0xfa3b, 0x50e7, 0x3d10, 0x63b9, 0x657a, 0x77ab, 0x2e87, 0xf340, 0x37ac, 0xd79a, - 0x48d5, 0x522f, 0x9f9c, 0x2cf4, 0x1cf8, 0x0589, 0xb243, 0x9639, 0xa1fc, 0x0968, 0x3645, 0xf7b2, 0xc2f7, 0x1359, 0x435c, 0xb8c6, - 0x0a12, 0x8620, 0x98ec, 0x6455, 0xd598, 0xeb48, 0x3817, 0x3117, 0x5aa1, 0x4dba, 0x12aa, 0x59b2, 0x78e5, 0x348d, 0xe7af, 0x55a4, - 0x3df4, 0xf5db, 0x09ff, 0x3287, 0x71cd, 0x9f2f, 0xe771, 0xdb6b, 0xafa4, 0xb644, 0x666e, 0xedec, 0xf5c7, 0x71e4, 0x6069, 0x77ea, - 0xd63c, 0x21bd, 0x5fc1, 0xbc30, 0xff6f, 0x5064, 0x9d75, 0x8d1c, 0x2353, 0x2ea0, 0xdd39, 0x4e0d, 0xc8bb, 0x4319, 0xaca7, 0x8bbc, - 0x75f0, 0xb630, 0x5e86, 0xfecd, 0xdf21, 0x625b, 0xb01d, 0x8fed, 0x6434, 0xc2dc, 0x2282, 0x1ce9, 0x8d65, 0x4fc4, 0x0223, 0x9cb0, - 0x60c2, 0xcf8d, 0x06a0, 0x43e5, 0x4a45, 0x51ee, 0xb47b, 0x1fa7, 0xad35, 0xea30, 0xb92a, 0x7880, 0x5bb0, 0x14a3, 0x94d4, 0xde75, - 0x00cf, 0xb53b, 0x504e, 0xb507, 0xc808, 0xbc10, 0x6781, 0xcd67, 0x93d9, 0x9057, 0xd18c, 0x7a7d, 0xf36c, 0x3e74, 0x70f9, 0x8894, - 0xc2f8, 0x8901, 0x594e, 0x6f31, 0xd616, 0xdfcf, 0x4f72, 0x6cba, 0xc85c, 0xbf17, 0x849a, 0xdc9c, 0xc03d, 0x59d0, 0x6882, 0xfce7, - 0x740d, 0x0c89, 0xb246, 0x6b8b, 0x6a1e, 0x9fe4, 0xbfab, 0xf040, 0x5c6d, 0x2af9, 0xa20a, 0x1a9d, 0xdfa7, 0x6f6f, 0x01c6, 0x684b, - 0xdfab, 0x9b4f, 0x055c, 0xab3a, 0x0e2f, 0x77c3, 0x9eb9, 0x4004, 0x63ca, 0x03e0, 0xd198, 0x5bf1, 0x545c, 0x1846, 0xca32, 0x681a, - 0x8dbb, 0xb652, 0xe2a9, 0xa4c9, 0x0b36, 0x1eb5, 0x314d, 0x6ee6, 0x632b, 0xe0eb, 0xc586, 0xfa12, 0x0d71, 0x9968, 0x2aa1, 0x2758, - 0x962a, 0x163a, 0xd06a, 0xdee4, 0x4d31, 0xe0ae, 0x9f67, 0x6371, 0x4cc5, 0x4636, 0x4850, 0xbd4f, 0x7256, 0x96d3, 0xb1c1, 0xf6eb, - 0xb141, 0xde0c, 0xdba2, 0x74ce, 0x9365, 0x7afe, 0xc814, 0xeef9, 0x78f9, 0x8531, 0xea45, 0x4c5d, 0xe43e, 0x614c, 0xb163, 0xb91f, - 0x85a3, 0xe1ec, 0x8922, 0xfae4, 0xc9ec, 0x6567, 0x42e0, 0x44fa, 0x9499, 0x23eb, 0xacd6, 0x4a9d, 0xb935, 0xa56c, 0xd102, 0xc238, - 0xaf7b, 0xd0ac, 0xea32, 0xc062, 0x3684, 0x8a32, 0xe561, 0xb94b, 0x6e66, 0xcb80, 0xc5ab, 0xe064, 0x1152, 0xf53c, 0x59ee, 0xfb30, - 0x3f72, 0xb537, 0x93bd, 0x8dfd, 0x63fd, 0xdf3f, 0x206e, 0xbb75, 0xf6cf, 0xf818, 0x07e5, 0x8e98, 0x6a9d, 0x9af8, 0x6337, 0xe184, - 0xc860, 0x8e42, 0xc83a, 0x0dea, 0x43c1, 0xa421, 0x9580, 0x5d8a, 0x7a27, 0x1e0c, 0x2c4c, 0xde60, 0xa8d3, 0x7d7d, 0xfbf9, 0x3743, - 0x3657, 0x71c8, 0xfd0e, 0x44b2, 0xb91f, 0xf34f, 0xa073, 0x803b, 0x3d91, 0xbda2, 0x74c6, 0xaf9a, 0xd6ac, 0x2581, 0xc9b7, 0x99ca, - 0x7e84, 0xc8f1, 0x133c, 0x2112, 0x12e8, 0xeb64, 0x47fe, 0xd57f, 0x5344, 0xbbda, 0x3209, 0x40e8, 0x5b41, 0x4c51, 0x76ec, 0x7512, - 0x720f, 0xce41, 0x1c0e, 0x8852, 0x4c2a, 0xdb61, 0x54f9, 0x57c3, 0xd3e0, 0x9179, 0x4611, 0x4beb, 0x79f2, 0x2520, 0x4b2d, 0x630d, - 0x75fa, 0x94c5, 0xadfa, 0xbb05, 0x3252, 0x9522, 0xa2ba, 0x9966, 0xd6e4, 0xb5dc, 0x4bf3, 0xef64, 0xc278, 0xb8cc, 0xaab6, 0x05bd, - 0x5a2e, 0x2e23, 0x40ae, 0x22d9, 0xebce, 0xec8c, 0x4f0c, 0xe294, 0xa608, 0xa0a6, 0x299b, 0xc498, 0xe869, 0xfc74, 0x14db, 0xcf88, - 0x4538, 0xd2fd, 0xda26, 0x52be, 0xdb7d, 0xdb62, 0x7bda, 0x76f3, 0x207d, 0x64b6, 0xda31, 0x31d0, 0xac67, 0x31e3, 0x2778, 0x63ef, -}; - -uint16_t q15_relu_input3[1024] = { - 0xca12, 0xfb6b, 0xd2bf, 0x3578, 0x4577, 0xe455, 0xc120, 0xe6ae, 0x4f53, 0xa9ae, 0x9e63, 0xd1f0, 0x69fa, 0x82af, 0x6811, 0x1cc8, - 0xab64, 0xe220, 0x0a03, 0x6672, 0x6a0a, 0x25e7, 0x8636, 0x6338, 0x1c8f, 0xf57d, 0xbb27, 0x6452, 0xeb10, 0x9014, 0x8a56, 0xa06a, - 0x64ce, 0x96bf, 0xd3c1, 0x8620, 0x2e1a, 0xbbb3, 0xac52, 0x827f, 0xe978, 0xef31, 0x7a40, 0x37da, 0x1e4f, 0x61de, 0x3db7, 0x5334, - 0x358c, 0x2d54, 0x2129, 0xcf7a, 0x312c, 0xe762, 0xe33d, 0x5ad4, 0x7c66, 0x4a9d, 0x4dee, 0x1139, 0x92e3, 0x5a73, 0xbfae, 0x8a97, - 0xf8d3, 0x26e5, 0xfb7d, 0xbc86, 0x0194, 0x59a1, 0x0f66, 0x6b57, 0xd79b, 0xe405, 0x97d7, 0x7f9d, 0x818d, 0xc426, 0xd725, 0x64e3, - 0x3072, 0x425c, 0x999f, 0x8e10, 0x4fb4, 0xea6f, 0x585c, 0x0b1b, 0x455c, 0x7a5f, 0x9b2c, 0xa8b0, 0x2791, 0xdffc, 0x3285, 0x7f7a, - 0x9c4b, 0x33e5, 0xa577, 0xa64c, 0x6e12, 0xef6e, 0xbcaf, 0x3a89, 0x5534, 0x6bd1, 0x804e, 0xa013, 0x4920, 0xf226, 0xcf9e, 0x6d2a, - 0x27f0, 0xa5c9, 0xe1e2, 0x87a5, 0xa850, 0x57b6, 0xe614, 0x9dd5, 0xc5d0, 0x84f7, 0xd41c, 0xb698, 0xf5b5, 0x75eb, 0x2cd3, 0xb6e1, - 0x4434, 0xd18a, 0xfc16, 0x13bd, 0x6f19, 0x58ea, 0xf90b, 0xcf9b, 0x8c18, 0xf6b4, 0x3d2d, 0x927e, 0x73b0, 0x4e96, 0x4897, 0x9ebe, - 0xa09b, 0x057e, 0x7e9d, 0x82fa, 0x9d34, 0x196e, 0xc3c1, 0x1e5e, 0x079a, 0x14d7, 0x0319, 0x791e, 0x0224, 0x3f45, 0x3f84, 0xa74e, - 0x43de, 0x7a53, 0xb3a8, 0xbee4, 0xfb70, 0x64d0, 0x012b, 0x755f, 0xe08c, 0x30dc, 0xeec9, 0x675e, 0xbdf9, 0xa7aa, 0x3a9b, 0x9426, - 0x10c8, 0x3b31, 0x64c0, 0xb838, 0xd3e4, 0x2b81, 0xb79a, 0x690a, 0x83f9, 0x442c, 0x4c3e, 0x64dd, 0x934e, 0x2e22, 0x841b, 0x0ace, - 0x6270, 0xfc65, 0xd6bd, 0xc51d, 0x33f3, 0x9b00, 0xe6e1, 0x52b6, 0x2a1b, 0x5a85, 0x10be, 0x08c2, 0x4f2f, 0x18fc, 0xfd18, 0xe826, - 0x105b, 0xef6d, 0x1707, 0xff45, 0x49bf, 0xc5fa, 0xafd8, 0xce2d, 0x667a, 0x1b5f, 0xe93f, 0xece4, 0x5670, 0xcd12, 0x253b, 0xf43d, - 0x467f, 0x8356, 0x0751, 0x7f18, 0xb082, 0x215c, 0x692a, 0x5346, 0xedd9, 0x6a77, 0xb194, 0x71ba, 0x615c, 0x5103, 0x389d, 0xf115, - 0x070c, 0xe1f8, 0x9ffb, 0x6c06, 0x70d9, 0x27a4, 0xded3, 0x09d7, 0x8300, 0x1100, 0xc16a, 0x71fd, 0x7e86, 0x1002, 0xc5c0, 0x410a, - 0xce1e, 0x718b, 0x0b2f, 0x432b, 0x3dc1, 0xd5e9, 0xed56, 0xa432, 0x2987, 0x4ca4, 0xc684, 0x1e5b, 0x5028, 0xb6fd, 0x7c17, 0x88e5, - 0xe147, 0x523f, 0x873b, 0xbe69, 0x8cfd, 0x91f4, 0x4fec, 0xf3d6, 0xa18d, 0x2e8b, 0xf4c9, 0xf82a, 0x4b85, 0xab12, 0x6328, 0x2877, - 0xb345, 0xe9bf, 0x7e26, 0xc739, 0xf613, 0xea05, 0xf322, 0xf235, 0xc5ad, 0x0cc1, 0x2446, 0x03f5, 0x7456, 0xaa79, 0x1133, 0x3f86, - 0xc168, 0xff5c, 0x8c0d, 0x5ae4, 0x7066, 0x94dc, 0x987f, 0x7174, 0x56d2, 0xb988, 0x2aab, 0x5358, 0xe7f2, 0x8064, 0x84da, 0x6ba1, - 0xccf3, 0xdd9d, 0x4c19, 0xe415, 0x3260, 0x2f83, 0xdb58, 0xe5f0, 0xb7f4, 0x5643, 0x27eb, 0x8271, 0xb781, 0xd1a3, 0xb225, 0x5ead, - 0xf7e9, 0x3555, 0xb69e, 0xef84, 0xc462, 0x4ec5, 0xf4a6, 0x087c, 0x9103, 0x9641, 0x92b6, 0x96f3, 0xfb22, 0x41b1, 0x32ca, 0xd4e8, - 0x0de0, 0x17c1, 0xf5b6, 0x92b3, 0xd8c5, 0xccc8, 0x86f9, 0xea9d, 0xdf39, 0xc3b1, 0x8d3b, 0x354f, 0xb82b, 0x76e4, 0x5a12, 0x9d7b, - 0x5d82, 0x2da4, 0xe4a4, 0x6e98, 0x31ea, 0x890b, 0x0016, 0x62d5, 0xec4f, 0x39cd, 0xf4c5, 0xb978, 0xabc7, 0x45dc, 0xec7d, 0xe565, - 0x60d4, 0xf683, 0x6612, 0x5cb3, 0xc4f6, 0x9913, 0x267b, 0x85a8, 0xbf1a, 0x5601, 0x2f1f, 0xdc3c, 0xac21, 0x744e, 0x1776, 0x6e5e, - 0xa40a, 0x6361, 0xcbd9, 0x703a, 0x3593, 0x7c9b, 0xcc39, 0x8241, 0x8431, 0x9a5d, 0xa150, 0x325b, 0x86ff, 0xaad6, 0xc721, 0xeedb, - 0xbf47, 0x87b2, 0x414c, 0x2553, 0x8c26, 0x7f7a, 0x0187, 0xd7e2, 0x00b7, 0xb8bb, 0x5798, 0xb477, 0x6cec, 0xdb98, 0xa859, 0xbf21, - 0x2f54, 0x539f, 0x196e, 0xd3f9, 0x4e97, 0xe08f, 0xf2be, 0xb31e, 0x1849, 0x74bb, 0xc0fd, 0x36b6, 0x533a, 0x143b, 0xd635, 0x3f4d, - 0xcc7d, 0x218d, 0xd227, 0xc963, 0x4783, 0x17fa, 0xd100, 0x234c, 0xae48, 0x5d47, 0x025f, 0xa7d4, 0xc558, 0x0602, 0x7d4b, 0x3295, - 0xe33d, 0xfde7, 0xce31, 0x2988, 0xcf7b, 0xf7e7, 0x30d9, 0xab1f, 0x46ec, 0x4146, 0xabb3, 0xc22b, 0xffaf, 0x58e3, 0xfbf5, 0xef2b, - 0x80a2, 0xbfa6, 0x8364, 0x5ab8, 0xfe5a, 0x98ad, 0xfa27, 0x0c51, 0x9488, 0x6164, 0xb37d, 0x78a2, 0x2a54, 0x3b34, 0x5d19, 0xe5c2, - 0x7a60, 0x32b3, 0xbdfa, 0x3c33, 0xbada, 0x2220, 0xb8d5, 0xa9ca, 0xcf9e, 0x05ac, 0x1d20, 0x9a37, 0x1ab5, 0xf34f, 0xf73c, 0x4162, - 0x21ec, 0xe31c, 0x3153, 0x7404, 0xe757, 0x0c8a, 0x768e, 0x99e9, 0xb7bd, 0xf47d, 0x2421, 0x10cb, 0x00ac, 0xdf71, 0x7d54, 0x7f2f, - 0x156e, 0x3128, 0xd0a9, 0x8c12, 0xd764, 0xa762, 0x10e2, 0xae3b, 0x712a, 0x65bd, 0x857c, 0x0587, 0xa72d, 0x0178, 0xf4f7, 0xb0ac, - 0x26de, 0x7f35, 0x26d0, 0xff71, 0xe699, 0x0877, 0x339b, 0xbb24, 0x4b87, 0xd4d6, 0xac9c, 0xcf3d, 0x8361, 0xedbb, 0x9805, 0xe323, - 0x1628, 0x39aa, 0xa00b, 0x9e90, 0x3b26, 0x93b1, 0x12f5, 0xfc7b, 0x8ec2, 0xbdf8, 0x26c9, 0xde83, 0xebe3, 0x7876, 0xbbfb, 0x4373, - 0xbf26, 0x62b4, 0xdabf, 0x0d0b, 0xcd11, 0x75a1, 0x45cc, 0xfeb9, 0x2609, 0x0c3e, 0x4aac, 0xd37c, 0x1fd2, 0x0891, 0x3322, 0x230d, - 0xd9af, 0xa558, 0xd45d, 0x592d, 0xbb3c, 0x5a30, 0xb1d9, 0xf327, 0x7341, 0xf289, 0x2417, 0xc137, 0xee98, 0xefd9, 0x4e2b, 0x3e1f, - 0x1046, 0x436a, 0xd7aa, 0x626d, 0xa22b, 0xef3d, 0xe53a, 0xf667, 0xaa57, 0x9e5f, 0x77b8, 0x1292, 0x62de, 0x04d3, 0x86f8, 0x795d, - 0xe599, 0xdb7b, 0xc3b2, 0x7771, 0x9aa8, 0xd49f, 0x8293, 0x9f7e, 0xe643, 0xc058, 0xe29b, 0xd673, 0x5ac5, 0xe790, 0x7c64, 0x658f, - 0x7ada, 0x30d6, 0xd06b, 0x96bc, 0xfad3, 0xe30d, 0xaab0, 0xe490, 0xcfeb, 0xdabb, 0x2c96, 0x2797, 0xd08c, 0x13dd, 0x5584, 0x64b0, - 0x9f8f, 0x91e4, 0x8673, 0xb01a, 0x0dfe, 0x2c34, 0xffc4, 0xf3a1, 0xce0f, 0xd4af, 0x31cb, 0xad7e, 0x03b6, 0xc8b6, 0x1340, 0xb4af, - 0xf6bd, 0xd94d, 0xd055, 0xf715, 0x3a2e, 0x5527, 0x9a15, 0x2048, 0x31c9, 0x6a69, 0x8f09, 0x257d, 0xabdc, 0x7d94, 0x8acd, 0x8a06, - 0xfecb, 0xb709, 0xcbc8, 0x413b, 0xb821, 0x3701, 0x3628, 0xa606, 0xc957, 0xfd81, 0x934b, 0x74b1, 0xe106, 0x9efd, 0xd854, 0xe5ea, - 0x5881, 0x347b, 0x7f1f, 0xaef3, 0xdbf9, 0xeebd, 0x8532, 0xf4b5, 0xdc41, 0x39a5, 0x910f, 0x5e3b, 0xb038, 0x75af, 0xc5b6, 0xd3ca, - 0x7ade, 0xfcb1, 0x742a, 0xd85b, 0xa05e, 0x37e9, 0x3b7b, 0x4094, 0x6429, 0x3f39, 0xe245, 0xc404, 0xa9ed, 0x2d7d, 0xf69f, 0x4a7c, - 0x5762, 0xb661, 0xf670, 0x9a2b, 0x2e80, 0xd06a, 0x511e, 0x1e2a, 0x567a, 0xc03d, 0x8e4c, 0x798f, 0x678e, 0x28cb, 0x3d29, 0x1b7d, - 0xfd00, 0xd4b3, 0x1cd9, 0xa988, 0xcfd5, 0x7d30, 0xecd7, 0xeb55, 0x7a6a, 0xca8b, 0x5ad2, 0x1865, 0x154b, 0x49ca, 0x8ccb, 0x02b0, - 0xea5b, 0x13f2, 0xfbc5, 0x699c, 0x7fb9, 0xa201, 0x51ac, 0x9282, 0x2e7f, 0xe8b0, 0x1f4e, 0x0855, 0x1cf7, 0xaad5, 0xc7b9, 0x1626, - 0x319f, 0x0244, 0x8ed0, 0x4cae, 0xecb2, 0x1a1b, 0xe114, 0xee3f, 0xceea, 0xbad3, 0x224d, 0xec42, 0xa29b, 0x476a, 0x45dd, 0x318b, - 0x96f0, 0x21bf, 0xbf25, 0xffe3, 0x506b, 0x9897, 0x265f, 0xdbe9, 0x8915, 0x4b7b, 0x4c80, 0x7490, 0xc138, 0x793a, 0xc80d, 0x14f6, - 0xf0fc, 0xc613, 0x9c46, 0xdb87, 0xd236, 0x2403, 0x9f8f, 0x735e, 0xc215, 0x49bd, 0x06d6, 0xb6c1, 0x1b12, 0xba72, 0xd65f, 0x6f6d, - 0x5116, 0x1287, 0xc176, 0x06fe, 0xa912, 0xb5c2, 0x3649, 0xd2e3, 0x96c6, 0x332b, 0xc1ed, 0x51d9, 0x75db, 0xffe2, 0x7b64, 0x23b8, - 0x5e8e, 0x2371, 0x4251, 0x24a9, 0xd8c0, 0xfdc8, 0x4919, 0xb2a3, 0x6068, 0xaf50, 0xd642, 0xcc31, 0xf2fa, 0xfbd3, 0xbe8a, 0xdca6, - 0xd460, 0x7bfa, 0x37e3, 0xba8e, 0xabdc, 0x39d4, 0xedee, 0x6886, 0x4d84, 0x7ca2, 0x8336, 0xe955, 0x49dc, 0xd09e, 0xdb14, 0x7460, - 0x1abf, 0x609b, 0x5932, 0x01b5, 0xb9d0, 0x14cf, 0xfbe7, 0x63e2, 0xbb6a, 0xe916, 0x51d1, 0xd534, 0x396b, 0x4f93, 0xdcc5, 0x66d7, - 0x7df0, 0x2991, 0x7218, 0x989f, 0x8663, 0x263e, 0xbc03, 0x0fce, 0x8562, 0xeb82, 0xe9a1, 0xdbc2, 0x23b7, 0x08c3, 0x21d9, 0xdf11, - 0xff3b, 0x09cb, 0x6d12, 0x467d, 0xe225, 0xf742, 0x30ae, 0x52c9, 0x6c97, 0x5d6e, 0xe338, 0xddd8, 0x2cea, 0x2634, 0xd893, 0xf4be, - 0xf374, 0x494b, 0xdf41, 0x6fa6, 0xe1ce, 0x5148, 0x88c0, 0x605e, 0xbd2e, 0x01e3, 0x4756, 0xb0ad, 0xc196, 0xf2db, 0x4cb2, 0x107e, - 0xc4bf, 0x7bd2, 0xadf4, 0x7529, 0xa983, 0x0cdc, 0x2c6d, 0x7f70, 0x6523, 0xc741, 0xc4e1, 0x6981, 0x214d, 0xa896, 0x8a05, 0x26d7, - 0x0b9c, 0x55f2, 0x2d5c, 0x9d43, 0x0335, 0xbac0, 0x1ed4, 0xe1dd, 0xd877, 0xff06, 0x3263, 0x00d8, 0x272f, 0x81ad, 0x1a34, 0xb8ef, - 0x1401, 0x3902, 0x741a, 0x29fa, 0xaca4, 0x64b5, 0x892f, 0x2ee6, 0x7d20, 0xbbd9, 0x32cd, 0xc3e5, 0x925c, 0x11d1, 0x3ffd, 0x790b, - 0x3918, 0xd883, 0xe951, 0x143f, 0x760c, 0x088b, 0xd534, 0xe73b, 0xccae, 0x178d, 0x8699, 0xa112, 0x479f, 0x73f0, 0x9a0e, 0x53f7, - 0x7ae2, 0x0107, 0x961f, 0xe5f5, 0xb14a, 0x3e12, 0x0fe6, 0x606e, 0xf247, 0x4e26, 0xed96, 0x18d1, 0x4e56, 0x4abb, 0x98a9, 0x8b43, -}; - -uint16_t q15_relu_input4[1024] = { - 0x3739, 0xc36c, 0x6abe, 0xb58e, 0x8b36, 0x011f, 0xc3ae, 0x4548, 0x4d50, 0x735a, 0xdaa6, 0x18bd, 0x0bdd, 0x10ea, 0xe787, 0xb417, - 0x14c2, 0x6757, 0xc87b, 0xa04f, 0x449c, 0x262a, 0x5e53, 0x532c, 0x7eca, 0x9b87, 0xf464, 0xf237, 0x0e33, 0xbf15, 0xd9b6, 0x5dad, - 0x2486, 0x7993, 0x191b, 0x782c, 0xcfaf, 0xd940, 0x1c13, 0xd288, 0x9900, 0xbeb1, 0xf12e, 0xa1da, 0xf463, 0x1347, 0x5050, 0xf96f, - 0x5646, 0xce7b, 0x400a, 0xa5d4, 0xf869, 0xe0d8, 0xbf02, 0x86b2, 0x2108, 0x2023, 0xe80e, 0x27c0, 0x5847, 0xe03e, 0xbd8e, 0xcfad, - 0x7173, 0xb3bd, 0xb4a4, 0xee13, 0x1fab, 0x2037, 0x9c34, 0x0390, 0x27e2, 0xcdcf, 0xf588, 0x7002, 0xc7a0, 0x844b, 0xd941, 0x59fc, - 0xa539, 0x79eb, 0x2eb9, 0xc9ec, 0xf631, 0xf3e0, 0x701e, 0xfaef, 0x551d, 0x4a5f, 0xdeb1, 0x91c4, 0x01be, 0x8d40, 0xd6ea, 0xbe62, - 0xcf6c, 0xeceb, 0x81fb, 0x6893, 0x7d8e, 0x56b4, 0x5461, 0xacc3, 0x49ec, 0xfa48, 0xea69, 0xa7dd, 0x9fe7, 0x8e66, 0x30ed, 0x8579, - 0x3b07, 0x90fb, 0x9314, 0xbeab, 0x0c19, 0xda4b, 0x6764, 0x1d19, 0x1402, 0x8167, 0x53c3, 0x4766, 0x4fcc, 0x6f3e, 0x814e, 0x0a2f, - 0xb47b, 0x1033, 0x83dc, 0xd1c9, 0x0c2c, 0xcfd7, 0xf945, 0xa362, 0x11ca, 0xc3de, 0xab11, 0x0c83, 0x8586, 0xfa1f, 0x6427, 0xc422, - 0x7f60, 0xcc6e, 0x94db, 0x8ee4, 0x3e41, 0x08cd, 0x0a75, 0x661b, 0x4028, 0x585a, 0x2980, 0xfa64, 0xc701, 0x3239, 0x751b, 0x574f, - 0x7683, 0x9b77, 0x853a, 0xdbfc, 0x2e5e, 0x2428, 0xff90, 0x8086, 0xa024, 0x8483, 0x8b8c, 0xecfa, 0x39d1, 0x8ed2, 0x1bd9, 0xd8c5, - 0x9a78, 0x9442, 0x104b, 0xa22e, 0x883a, 0xc9e4, 0xbccb, 0xfbde, 0x9ee0, 0x94c6, 0x4f1e, 0xf00e, 0xf5ba, 0xbda0, 0xc8e2, 0xdd00, - 0x7c6c, 0xbfcb, 0x4e42, 0x1864, 0xf4ad, 0x7ef0, 0x16f8, 0x7cb5, 0x8278, 0x1bc8, 0x6f86, 0x3961, 0xaa99, 0xd5a8, 0xccfa, 0xe38f, - 0xa309, 0x1ddc, 0x4c62, 0xdd3f, 0x2dfb, 0x45cb, 0xe7d2, 0xd033, 0x2560, 0xc66b, 0x6381, 0x7660, 0xe718, 0x8adc, 0x7d63, 0xd7fd, - 0xb57a, 0x677f, 0xb6e0, 0x3240, 0x15b5, 0x4f24, 0x1cb0, 0xf888, 0x5751, 0x50a6, 0x357c, 0x31be, 0x5805, 0xb99a, 0xa8b8, 0xf544, - 0xad95, 0x6fee, 0x7a81, 0x25bb, 0x2fc1, 0xf49d, 0x1109, 0xa6a8, 0x5c79, 0x186a, 0x94de, 0x7869, 0x3eda, 0xf488, 0xdd9b, 0xd9a4, - 0xd9f0, 0x47f9, 0x923d, 0x60a3, 0xe202, 0xf79c, 0x57ec, 0x9554, 0x6ec4, 0x3500, 0x303f, 0x6902, 0xe7cd, 0x0f60, 0x4ba7, 0x8ec6, - 0xf187, 0xba29, 0x9b54, 0x107e, 0xbde8, 0x7178, 0x481c, 0x079d, 0x9f47, 0x03a6, 0x28e0, 0x882c, 0x0cf5, 0xd30c, 0x77ca, 0x684d, - 0x4e74, 0x7024, 0x3026, 0xc9c1, 0x5873, 0xb6e6, 0x48e3, 0x1ca7, 0x5076, 0x54a5, 0xe4f0, 0x8a52, 0x35c4, 0xe8ad, 0x66bb, 0x33be, - 0xe944, 0x5767, 0xf56a, 0x3db8, 0x0d7e, 0xcd04, 0xb460, 0xb8ae, 0x3ad3, 0x5767, 0x4fc6, 0x4dbb, 0xd6b5, 0x17fd, 0xfe9c, 0xb232, - 0x8021, 0xfb80, 0x1769, 0x0f6d, 0x1020, 0x0a23, 0x8429, 0x4957, 0xe308, 0x7baa, 0x31b0, 0x9cf2, 0xb0ed, 0xec5f, 0x5f94, 0xa1bc, - 0xcd08, 0xd877, 0x21c5, 0x860d, 0x838c, 0x7a7d, 0x099d, 0x3347, 0xe5e8, 0x1bb6, 0x73df, 0x47d1, 0x13d7, 0x4ef8, 0x93e1, 0x0b59, - 0x7c83, 0x4872, 0xe763, 0x6cae, 0x644f, 0xd509, 0xeeeb, 0xa422, 0x87b5, 0x62c6, 0x4303, 0x737b, 0x9ad2, 0xf1a8, 0xcc5c, 0x33bd, - 0xf3ab, 0xf4ef, 0x1998, 0xa441, 0x0c88, 0xd121, 0x2c44, 0x1a20, 0x3f10, 0x65fe, 0x9558, 0xcd72, 0xc089, 0xb92f, 0xa4b1, 0x86bf, - 0x34f3, 0xc83d, 0x5a1d, 0x36e2, 0xb883, 0x2337, 0x6f8d, 0x6b77, 0xa108, 0xb2f5, 0x016d, 0x0e90, 0xe83c, 0xbf90, 0x79df, 0x9417, - 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0x658c, 0x50ac, 0x7b14, 0x5a8c, 0x3cd9, 0x0d96, 0x2c40, 0xdf39, 0x1111, 0xa33e, 0x8b90, 0x156f, 0x2c6e, 0x1376, 0x75ad, 0x16b8, - 0x6507, 0xfec5, 0x1e1f, 0xedef, 0x3561, 0x3cca, 0xfbf8, 0xce61, 0xaeb6, 0xfd45, 0xce75, 0xa445, 0xc645, 0x6e78, 0x16c8, 0x33ba, - 0x21c9, 0x4cd6, 0xf9a4, 0x5409, 0x5bd8, 0x72b0, 0xf084, 0x15fb, 0x1e40, 0x14f9, 0xb78d, 0xe6bc, 0x5910, 0x4fe8, 0xa999, 0x6100, - 0x33b1, 0x042a, 0x5687, 0x02ed, 0xc4ba, 0xe6c5, 0xaac5, 0xb98f, 0xce8d, 0xd836, 0xf690, 0x70dc, 0x349d, 0xc637, 0x2d6a, 0x2ea3, - 0x3e5e, 0x2c05, 0x1777, 0x906f, 0x4a85, 0xb288, 0xda1f, 0x0b65, 0xec21, 0xebb8, 0x6037, 0x969c, 0x7a01, 0x1dd5, 0x7a23, 0x45f4, - 0x7cea, 0x056b, 0x7335, 0xf06c, 0xab16, 0x23a1, 0xc0f4, 0xfe0f, 0x349b, 0x6900, 0x0ffa, 0x1286, 0xc235, 0x12af, 0xccc1, 0xb335, - 0x062e, 0xab6b, 0xfb30, 0xf5e3, 0x28b7, 0xc582, 0x98fb, 0xa91b, 0xdb7e, 0x77f4, 0x206d, 0x52eb, 0x1b65, 0x5471, 0x7727, 0xb4f6, -}; - -uint8_t q7_softmax_result5[1024] = { - 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, - 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* Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "csi_nn.h" -#include "test_utils.h" - -void verify_avgpool2d_q7(void *input_data, void *output_data, uint16_t batch, uint16_t in_h, - uint16_t in_w, uint16_t in_c, uint16_t out_h, uint16_t out_w, - uint16_t out_c, uint16_t kernel_h, uint16_t kernel_w, uint16_t stride_h, - uint16_t stride_w, uint16_t pad_x, uint16_t pad_y, uint16_t out_lshift, - float difference) - -{ - struct csinn_tensor *reference = csinn_alloc_tensor(NULL); - int in_size, out_size; - - struct csinn_tensor *input = csinn_alloc_tensor(NULL); - input->dim[0] = batch; // N - input->dim[1] = in_h; // H - input->dim[2] = in_w; // W - input->dim[3] = in_c; // C - input->dim_count = 4; - input->dtype = CSINN_DTYPE_INT8; - input->name = "input"; - in_size = input->dim[0] * input->dim[1] * input->dim[2] * input->dim[3]; - - struct csinn_tensor *output = csinn_alloc_tensor(NULL); - output->dim[0] = input->dim[0]; - output->dim[1] = out_h; - output->dim[2] = out_w; - output->dim[3] = out_c; - output->dim_count = 4; - output->dtype = CSINN_DTYPE_INT8; - output->name = "output"; - out_size = output->dim[0] * output->dim[1] * output->dim[2] * output->dim[3]; - output->qinfo->shift = out_lshift; - - struct csinn_pool_params *params = csinn_alloc_params(sizeof(struct csinn_pool_params), NULL); - params->base.api = CSINN_API; - params->base.name = "params"; - params->base.layout = CSINN_LAYOUT_NCHW; - params->ceil_mode = 0; - params->stride_height = stride_h; - params->stride_width = stride_w; - params->filter_height = kernel_h; - params->filter_width = kernel_w; - params->pad_left = pad_x; - params->pad_right = pad_x; - params->pad_top = pad_y; - params->pad_down = pad_y; - - input->data = (uint8_t *)input_data; - reference->data = (uint8_t *)output_data; - uint8_t *output_tmp = (uint8_t *)malloc(out_size * sizeof(uint8_t)); - output->data = output_tmp; - - if (csinn_avgpool2d_init(input, output, params) == CSINN_TRUE) { - csinn_avgpool2d(input, output, params); - } - - result_verify_q7(reference->data, output->data, input->data, difference, out_size, false); - free(output_tmp); - free(input); - free(output); - free(reference); -} diff --git a/tests/validation_xt800/verify_convolution_q15.c b/tests/validation_xt800/verify_convolution_q15.c deleted file mode 100644 index 359acd33..00000000 --- a/tests/validation_xt800/verify_convolution_q15.c +++ /dev/null @@ -1,106 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "csi_nn.h" -#include "test_utils.h" - -void verify_conv2d_q15(void *input_data, void *kernel_data, void *bias_data, void *ref_data, - uint16_t batch, uint16_t in_h, uint16_t in_w, uint16_t in_c, uint16_t out_h, - uint16_t out_w, uint16_t out_c, uint16_t kernel_h, uint16_t kernel_w, - uint16_t stride_h, uint16_t stride_w, uint16_t pad_x, uint16_t pad_y, - uint16_t bias_shift, uint16_t out_shift, float difference) -{ - struct csinn_tensor *reference = csinn_alloc_tensor(NULL); - int in_size, out_size, kernel_size = 0, bias_size = 0; - - struct csinn_tensor *input = csinn_alloc_tensor(NULL); - input->dim[0] = batch; // N - input->dim[1] = in_h; // H - input->dim[2] = in_w; // W - input->dim[3] = in_c; // C - input->dim_count = 4; - input->dtype = CSINN_DTYPE_INT16; - input->name = "input"; - in_size = input->dim[0] * input->dim[1] * input->dim[2] * input->dim[3]; - - struct csinn_tensor *kernel = csinn_alloc_tensor(NULL); - kernel->dim[0] = out_c; // O - kernel->dim[1] = in_c; // I - kernel->dim[2] = kernel_h; // H - kernel->dim[3] = kernel_w; // W - kernel->dim_count = 4; - kernel->dtype = CSINN_DTYPE_INT16; - kernel->name = "kernel"; - kernel_size = kernel->dim[0] * kernel->dim[1] * kernel->dim[2] * kernel->dim[3]; - - struct csinn_tensor *bias = csinn_alloc_tensor(NULL); - bias->dim[0] = out_c; // O - bias->dim_count = 1; - bias->dtype = CSINN_DTYPE_INT16; - bias->name = "bias"; - bias_size = bias->dim[0]; - bias->qinfo->shift = bias_shift; - - struct csinn_tensor *output = csinn_alloc_tensor(NULL); - output->dim[0] = 1; - output->dim[1] = out_h; - output->dim[2] = out_w; - output->dim[3] = out_c; - output->dim_count = 4; - output->dtype = CSINN_DTYPE_INT16; - output->name = "output"; - out_size = output->dim[0] * output->dim[1] * output->dim[2] * output->dim[3]; - output->qinfo->shift = out_shift; - - struct csinn_conv2d_params *params = - csinn_alloc_params(sizeof(struct csinn_conv2d_params), NULL); - params->base.api = CSINN_API; - params->base.name = "params"; - params->base.layout = CSINN_LAYOUT_NHWC; - params->stride_height = stride_h; - params->stride_width = stride_w; - params->pad_left = pad_x; - params->pad_right = pad_x; - params->pad_top = pad_y; - params->pad_down = pad_y; - params->dilation_width = 0; - params->dilation_height = 0; - params->group = 1; - params->conv_extra.kernel_tm = NULL; - params->conv_extra.conv_mode = CSINN_DIRECT; - - input->data = (uint16_t *)input_data; - kernel->data = (uint16_t *)kernel_data; - bias->data = (uint16_t *)bias_data; - reference->data = (uint16_t *)ref_data; - uint16_t *output_tmp = (uint16_t *)malloc(out_size * sizeof(uint16_t)); - output->data = output_tmp; - - if (csinn_conv2d_init(input, output, kernel, bias, params) == CSINN_TRUE) { - csinn_conv2d(input, output, kernel, bias, params); - } - result_verify_q15(reference->data, output->data, input->data, difference, out_size, false); - free(output_tmp); - free(input); - free(kernel); - free(bias); - free(output); - free(reference); -} diff --git a/tests/validation_xt800/verify_convolution_q7.c b/tests/validation_xt800/verify_convolution_q7.c deleted file mode 100644 index 0469d36c..00000000 --- a/tests/validation_xt800/verify_convolution_q7.c +++ /dev/null @@ -1,107 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "csi_nn.h" -#include "test_utils.h" - -void verify_conv2d_q7(void *input_data, void *kernel_data, void *bias_data, void *ref_data, - uint16_t batch, uint16_t in_h, uint16_t in_w, uint16_t in_c, uint16_t out_h, - uint16_t out_w, uint16_t out_c, uint16_t kernel_h, uint16_t kernel_w, - uint16_t stride_h, uint16_t stride_w, uint16_t pad_x, uint16_t pad_y, - uint16_t bias_shift, uint16_t out_shift, float difference) -{ - struct csinn_tensor *reference = csinn_alloc_tensor(NULL); - int in_size, out_size, kernel_size = 0, bias_size = 0; - - struct csinn_tensor *input = csinn_alloc_tensor(NULL); - input->dim[0] = batch; // N - input->dim[1] = in_h; // H - input->dim[2] = in_w; // W - input->dim[3] = in_c; // C - input->dim_count = 4; - input->dtype = CSINN_DTYPE_INT8; - input->name = "input"; - in_size = input->dim[0] * input->dim[1] * input->dim[2] * input->dim[3]; - - struct csinn_tensor *kernel = csinn_alloc_tensor(NULL); - kernel->dim[0] = out_c; // O - kernel->dim[1] = in_c; // I - kernel->dim[2] = kernel_h; // H - kernel->dim[3] = kernel_w; // W - kernel->dim_count = 4; - kernel->dtype = CSINN_DTYPE_INT8; - kernel->name = "kernel"; - kernel_size = kernel->dim[0] * kernel->dim[1] * kernel->dim[2] * kernel->dim[3]; - - struct csinn_tensor *bias = csinn_alloc_tensor(NULL); - bias->dim[0] = out_c; // O - bias->dim_count = 1; - bias->dtype = CSINN_DTYPE_INT8; - bias->name = "bias"; - bias_size = bias->dim[0]; - bias->qinfo->shift = bias_shift; - - struct csinn_tensor *output = csinn_alloc_tensor(NULL); - output->dim[0] = 1; - output->dim[1] = out_h; - output->dim[2] = out_w; - output->dim[3] = out_c; - output->dim_count = 4; - output->dtype = CSINN_DTYPE_INT8; - output->name = "output"; - out_size = output->dim[0] * output->dim[1] * output->dim[2] * output->dim[3]; - output->qinfo->shift = out_shift; - - struct csinn_conv2d_params *params = - csinn_alloc_params(sizeof(struct csinn_conv2d_params), NULL); - params->base.api = CSINN_API; - params->base.name = "params"; - params->base.layout = CSINN_LAYOUT_NHWC; - params->stride_height = stride_h; - params->stride_width = stride_w; - params->pad_left = pad_x; - params->pad_right = pad_x; - params->pad_top = pad_y; - params->pad_down = pad_y; - params->dilation_width = 0; - params->dilation_height = 0; - params->group = 1; - params->conv_extra.kernel_tm = NULL; - params->conv_extra.conv_mode = CSINN_DIRECT; - - input->data = (uint8_t *)input_data; - kernel->data = (uint8_t *)kernel_data; - bias->data = (uint8_t *)bias_data; - reference->data = (uint8_t *)ref_data; - // uint8_t *output_tmp = (uint8_t *)malloc(out_size * sizeof(uint8_t)); - uint8_t output_tmp[out_size]; - output->data = output_tmp; - - if (csinn_conv2d_init(input, output, kernel, bias, params) == CSINN_TRUE) { - csinn_conv2d(input, output, kernel, bias, params); - } - result_verify_q7(reference->data, output->data, input->data, difference, out_size, false); - // free(output_tmp); - free(input); - free(kernel); - free(bias); - free(output); - free(reference); -} diff --git a/tests/validation_xt800/verify_depthwise_conv2d_q7.c b/tests/validation_xt800/verify_depthwise_conv2d_q7.c deleted file mode 100644 index 2a10b3ef..00000000 --- a/tests/validation_xt800/verify_depthwise_conv2d_q7.c +++ /dev/null @@ -1,110 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "csi_nn.h" -#include "test_utils.h" - -void verify_depthwise_conv2d_q7(void *input_data, void *kernel_data, void *bias_data, - void *ref_data, uint16_t batch, uint16_t in_h, uint16_t in_w, - uint16_t in_c, uint16_t out_h, uint16_t out_w, uint16_t out_c, - uint16_t kernel_h, uint16_t kernel_w, uint16_t stride_h, - uint16_t stride_w, uint16_t pad_x, uint16_t pad_y, - uint16_t bias_shift, uint16_t out_shift, float difference) -{ - struct csinn_tensor *reference = csinn_alloc_tensor(NULL); - int in_size, out_size, kernel_size = 0, bias_size = 0; - - struct csinn_tensor *input = csinn_alloc_tensor(NULL); - input->dim[0] = batch; // N - input->dim[1] = in_h; // H - input->dim[2] = in_w; // W - input->dim[3] = in_c; // C - input->dim_count = 4; - input->dtype = CSINN_DTYPE_INT8; - input->name = "input"; - in_size = input->dim[0] * input->dim[1] * input->dim[2] * input->dim[3]; - - struct csinn_tensor *kernel = csinn_alloc_tensor(NULL); - kernel->dim[0] = 1; // O - kernel->dim[1] = in_c; // I - kernel->dim[2] = kernel_h; // H - kernel->dim[3] = kernel_w; // W - kernel->dim_count = 4; - kernel->dtype = CSINN_DTYPE_INT8; - kernel->name = "kernel"; - kernel_size = kernel->dim[0] * kernel->dim[1] * kernel->dim[2] * kernel->dim[3]; - - struct csinn_tensor *bias = csinn_alloc_tensor(NULL); - bias->dim[0] = out_c; // O - bias->dim_count = 1; - bias->dtype = CSINN_DTYPE_INT8; - bias->name = "bias"; - bias_size = bias->dim[0]; - bias->qinfo->shift = bias_shift; - - struct csinn_tensor *output = csinn_alloc_tensor(NULL); - output->dim[0] = 1; - output->dim[1] = out_h; - output->dim[2] = out_w; - output->dim[3] = out_c; - output->dim_count = 4; - output->dtype = CSINN_DTYPE_INT8; - output->name = "output"; - out_size = output->dim[0] * output->dim[1] * output->dim[2] * output->dim[3]; - output->qinfo->shift = out_shift; - - struct csinn_conv2d_params *params = - csinn_alloc_params(sizeof(struct csinn_conv2d_params), NULL); - params->base.api = CSINN_API; - params->base.name = "params"; - params->base.layout = CSINN_LAYOUT_NHWC; - - params->stride_height = stride_h; - params->stride_width = stride_w; - params->pad_left = pad_x; - params->pad_right = pad_x; - params->pad_top = pad_y; - params->pad_down = pad_y; - params->dilation_width = 0; - params->dilation_height = 0; - params->group = input->dim[3]; - params->conv_extra.kernel_tm = NULL; - params->conv_extra.conv_mode = CSINN_DIRECT; - - input->data = (uint8_t *)input_data; - kernel->data = (uint8_t *)kernel_data; - bias->data = (uint8_t *)bias_data; - reference->data = (uint8_t *)ref_data; - // uint8_t *output_tmp = (uint8_t *)malloc(out_size * sizeof(uint8_t)); - uint8_t output_tmp[out_size]; - output->data = output_tmp; - - if (csinn_conv2d_init(input, output, kernel, bias, params) == CSINN_TRUE) { - csinn_conv2d(input, output, kernel, bias, params); - } - - result_verify_q7(reference->data, output->data, input->data, difference, out_size, false); - // free(output_tmp); - free(input); - free(kernel); - free(bias); - free(output); - free(reference); -} diff --git a/tests/validation_xt800/verify_maxpool_q7.c b/tests/validation_xt800/verify_maxpool_q7.c deleted file mode 100644 index 5c2c9188..00000000 --- a/tests/validation_xt800/verify_maxpool_q7.c +++ /dev/null @@ -1,81 +0,0 @@ -/* - * Copyright (C) 2016-2023 T-Head Semiconductor Co., Ltd. All rights reserved. - * - * SPDX-License-Identifier: Apache-2.0 - * - * Licensed under the Apache License, Version 2.0 (the License); you may - * not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, WITHOUT - * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - */ - -/* SHL version 2.1.x */ - -#include "csi_nn.h" -#include "test_utils.h" - -void verify_maxpool2d_q7(void *input_data, void *output_data, uint16_t batch, uint16_t in_h, - uint16_t in_w, uint16_t in_c, uint16_t out_h, uint16_t out_w, - uint16_t out_c, uint16_t kernel_h, uint16_t kernel_w, uint16_t stride_h, - uint16_t stride_w, uint16_t pad_x, uint16_t pad_y, float difference) - -{ - struct csinn_tensor *reference = csinn_alloc_tensor(NULL); - int in_size, out_size; - - struct csinn_tensor *input = csinn_alloc_tensor(NULL); - input->dim[0] = batch; // N - input->dim[1] = in_h; // H - input->dim[2] = in_w; // W - input->dim[3] = in_c; // C - input->dim_count = 4; - input->dtype = CSINN_DTYPE_INT8; - input->name = "input"; - in_size = input->dim[0] * input->dim[1] * input->dim[2] * input->dim[3]; - - struct csinn_tensor *output = csinn_alloc_tensor(NULL); - output->dim[0] = input->dim[0]; - output->dim[1] = out_h; - output->dim[2] = out_w; - output->dim[3] = out_c; - output->dim_count = 4; - output->dtype = CSINN_DTYPE_INT8; - output->name = "output"; - out_size = output->dim[0] * output->dim[1] * output->dim[2] * output->dim[3]; - - struct csinn_pool_params *params = csinn_alloc_params(sizeof(struct csinn_pool_params), NULL); - params->base.api = CSINN_API; - params->base.name = "params"; - params->base.layout = CSINN_LAYOUT_NCHW; - params->ceil_mode = 0; - params->stride_height = stride_h; - params->stride_width = stride_w; - params->filter_height = kernel_h; - params->filter_width = kernel_w; - params->pad_left = pad_x; - params->pad_right = pad_x; - params->pad_top = pad_y; - params->pad_down = pad_y; - - input->data = (uint8_t *)input_data; - reference->data = (uint8_t *)output_data; - uint8_t *output_tmp = (uint8_t *)malloc(out_size * sizeof(uint8_t)); - output->data = output_tmp; - - if (csinn_maxpool2d_init(input, output, params) == CSINN_TRUE) { - csinn_maxpool2d(input, output, params); - } - - result_verify_q7(reference->data, output->data, input->data, difference, out_size, false); - free(output_tmp); - free(input); - free(output); - free(reference); -} diff --git a/version b/version index ccbccc3d..197c4d5c 100644 --- a/version +++ b/version @@ -1 +1 @@ -2.2.0 +2.4.0