From dac813e0f8848065408465c764c4000813946777 Mon Sep 17 00:00:00 2001 From: Yue Fei Date: Fri, 6 Sep 2024 17:42:49 +0800 Subject: [PATCH] Release 0.1.0-20240906 (#203) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * Replace PaiEas LLM with LLI-integration and upgrade python to 3.11 (#148) * Replace PaiEas LLM with LLI-integration and upgrade python version to 3.11 * Replace MyFCDashScope with OpenAILike class * Fix pyproject dependency * bug fix (#149) * Support postgresql load user dict (#150) * make format * Allow not install extension pg_jieba * table name data_default * Convert raptor processor to TransformComponent (#151) * udpate raptor using transform * modify raptor with transform * modify raptor and dataloader --------- Co-authored-by: Yue Fei * Add clip model (#130) * Update * Add clip model * Fix oss cache * Fix cache * Pdf reader upload image * Add multimodal * Update config * Use two embedding * Add text_image node * Add tests * Fix tests * fix multi_modal_vector --------- Co-authored-by: 燃夏 * Fix docker base image (#152) * change insert to be sync (#153) * Personal/ranxia/fix image readme (#155) * fix multi_modal and readme * fix multi_modal and readme * fix multi_modal and readme * fix multi_modal image (#156) * Support Agentic RAG with intent and functioncalling (#154) * Add intent detection module * Remove LlmQuery class * Support API * Refactor agent module and format toml * Refactor module tool * Refactor query api * Add demo and UI * remove * Fix reviews * Add test for intent and api * Add web search (#161) * Add web search * Fix lint * Fix bug * Update timeout * Fix bug * Fix jieba bug (#163) * Support PAI-EAS MultiModal LLM (#168) * Support minicpm * Fix issue * Bugfix: PaiEas LLM endpoint & max_tokens (#171) * Fix dashscope interface (#172) * Fix dashscope llm * Fix bug * Fix test bug (#174) * add minerU (#160) * add minerU * add minerU * add minerU * Fix nodes id and simi_topK * remove image url from text * remove image url from text * remove image url from text * Support FAQ query w/o image (#162) * Support FAQ query w/o image * Using LLM when query w/o images * Personal/ranxia/mineru enhancement (#164) * remove repeat nodes * show multiple pictures in media * show multiple pictures in media * Install miner with poetry (#165) * fix retriever * Support OSS Data Loader (#166) * Support oss data loader * Skip file which has been uploaded * Support oss prefix via api * 1. change image size (#167) 2. limit image number 3. fix retriever answer ui format * adjust image score (#169) * merge feature * merge feature * merge feature * merge feature * Fix bug (#173) * Support chunk text-overflow display (#170) * Fix bugs * Support text-overflow * Support text-overflow * Support load MinerU config file automatically (#175) * Support load MinerU config file automatically * Modify * Direct writing the config rather than copying * Fix multi_modal build docker (#176) * fix load_config (#177) * change multimodal prompt (#178) * Test Dockerfile * Fix Dockerfile * Fix Dockerfile * Fix Dockerfile * Fix Dockerfile * Fix Dockerfile * Fix test bug (#174) (#179) Co-authored-by: Yue Fei * Fix Dockerfile (#180) * Fix Dockerfile * Fix Dockerfile * Fix Dockerfile * Fix Dockerfile * Fix Dockerfile * Fix Dockerfile * Fix Dockerfile * Fix Dockerfile * Fix Dockerfile * Fix Dockerfile * Fix Dockerfile * Fix Dockerfile * Fix Dockerfile * Fix docker env (#181) * Fix Dockerfile * Fix bugs * Fix docker env * Fix docker env * Fix docker env (#183) * Fix Dockerfile * Fix bugs * Fix docker env * Fix docker env * Fix docker env * Fix docker env * Fix docker env * Bugfix * Bugfix for EAS (#184) * Fix Dockerfile * Fix bugs * Fix docker env * Fix docker env * Fix docker env * Fix docker env * Fix docker env * Bugfix * Bugfix * Fix detectron link (#182) * Update detectron dependency (#185) * Update dependency * udpate poetry lock * fix multimodal_config and prompt (#186) * fix MinerU readme (#189) * Add timeout and more logs (#188) * Personal/ranxia/fix miner u readme (#190) * fix MinerU readme * fix MinerU readme * Personal/ranxia/fix miner u readme (#191) * fix MinerU readme * fix MinerU readme * fix MinerU config * fix MinerU bug (#192) * Personal/ranxia/fix test and review bug (#193) * fix MinerU bug * fix MinerU bug * fix MinerU bug * fix MinerU bug * fix MinerU bug * fix MinerU bug * fix MinerU bug --------- Co-authored-by: 筱文 Co-authored-by: Yue Fei * fix multimodal readme and config (#195) * nl2sql refactoring (#194) * change insert to be sync * add nl2sql * nl2sql setting * nl2sql setting * fix test bug * fix bugs * data analysis retriever and synthesizer * fix tests bugs * add data_analysis ui * update poetry.lock * remove unnecessary comment * add fault tolerance if no file provided * add minor fault tolerance * add upload_datasheet * nl2sql refactor and add db ui * restore retriever & synthesizer * update poetry.lock * Fix list merge * bug fix * add default display --------- Co-authored-by: 陆逊 * Personal/xi/nl2sql UI (#196) * change insert to be sync * add nl2sql * nl2sql setting * nl2sql setting * fix test bug * fix bugs * data analysis retriever and synthesizer * fix tests bugs * add data_analysis ui * update poetry.lock * remove unnecessary comment * add fault tolerance if no file provided * add minor fault tolerance * add upload_datasheet * nl2sql refactor and add db ui * restore retriever & synthesizer * update poetry.lock * Fix list merge * bug fix * add default display * data_analysis ui update --------- Co-authored-by: 陆逊 * Personal/ranxia/change max new tokens (#199) * set multimodal llm max_new_tokens * set multimodal llm max_new_tokens * Add trace (#197) * Add trace * Fix bug * Push to hangzhou region by default * 修复tables和descriptions默认配置bug (#198) * change insert to be sync * add nl2sql * nl2sql setting * nl2sql setting * fix test bug * fix bugs * data analysis retriever and synthesizer * fix tests bugs * add data_analysis ui * update poetry.lock * remove unnecessary comment * add fault tolerance if no file provided * add minor fault tolerance * add upload_datasheet * nl2sql refactor and add db ui * restore retriever & synthesizer * update poetry.lock * Fix list merge * bug fix * add default display * data_analysis ui update * fix table & description & query_output bugs * fix inconsistency between frontend and backend data structures --------- Co-authored-by: 陆逊 * Fix nginx routing (#200) * Fix nginx routing (#202) * Fix nginx routing * Fix nginx config * add data_analysis doc (#201) Co-authored-by: Yue Fei * Resolve conflict --------- Co-authored-by: wwxxzz Co-authored-by: aero-xi Co-authored-by: zt2645802240 <47960912+zt2645802240@users.noreply.github.com> Co-authored-by: 燃夏 --- .github/workflows/ci.yml | 4 +- .github/workflows/docker.yml | 4 +- .github/workflows/main.yml | 6 +- .github/workflows/main_gpu.yml | 11 +- Dockerfile | 4 +- Dockerfile_gpu | 4 +- Dockerfile_ui | 4 +- README.md | 62 +- README_zh.md | 63 +- docs/data_analysis_doc.md | 64 + .../data_analysis/data_analysis_overview.png | Bin 0 -> 1347881 bytes docs/figures/data_analysis/db_config.png | Bin 0 -> 1755788 bytes docs/figures/data_analysis/db_connect.png | Bin 0 -> 1983385 bytes docs/figures/data_analysis/db_query_desc.png | Bin 0 -> 2000676 bytes .../data_analysis/db_query_no_desc.png | Bin 0 -> 1991785 bytes docs/figures/data_analysis/llm_selection.png | Bin 0 -> 1450880 bytes .../data_analysis/sheet_data_preview.png | Bin 0 -> 1845050 bytes docs/figures/data_analysis/sheet_upload.png | Bin 0 -> 1213443 bytes docs/figures/data_analysis/table_example.png | Bin 0 -> 67292 bytes docs/function_calling/readme.md | 179 - example_data/cn_clip/pokemon.jpeg | Bin 0 -> 6220 bytes .../README.md | 99 + .../config.json | 82 + ...3\347\225\245\344\277\241\346\201\257.pdf" | Bin 0 -> 152599 bytes ...3\347\225\245\344\277\241\346\201\257.pdf" | Bin 0 -> 161873 bytes .../figures/agent_chat.jpg | Bin 0 -> 851954 bytes 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| 263 +- src/pai_rag/core/rag_configuration.py | 18 +- src/pai_rag/core/rag_service.py | 72 +- src/pai_rag/core/rag_trace.py | 29 + src/pai_rag/data/rag_dataloader.py | 106 +- src/pai_rag/data/rag_oss_dataloader.py | 390 + .../data_analysis_synthesizer.py | 313 + .../data_analysis/data_analysis_tool.py | 120 + .../data_analysis/nl2pandas_retriever.py | 223 + .../data_analysis/nl2sql_retriever.py | 513 ++ .../embeddings/clip/cnclip_embedding.py | 119 + .../integrations/index/multi_modal_index.py | 439 + .../integrations/llms/dashscope/fc_base.py | 892 +- .../integrations/llms/dashscope/utils.py | 30 - .../multimodal/open_ai_alike_multi_modal.py | 13 + src/pai_rag/integrations/llms/paieas/base.py | 623 -- .../integrations/llms/paieas/base_old.py | 249 - .../nodes/raptor_nodes_enhance.py | 144 +- .../my_simple_weighted_rerank.py | 15 +- .../query_engine/multi_modal_query_engine.py | 431 + .../readers/llama_parse_reader.py | 2 +- .../integrations/readers/markdown_reader.py | 2 +- .../integrations/readers/pai_image_reader.py | 74 +- .../integrations/readers/pai_pdf_reader.py | 673 +- .../retrievers/fusion_retriever.py | 72 +- .../retrievers/multi_modal_retriever.py | 404 + .../integrations/search/bing_search.py | 159 + src/pai_rag/integrations/search/bs4_reader.py | 234 + .../vector_stores/postgresql/postgresql.py | 48 +- src/pai_rag/main.py | 5 + src/pai_rag/modules/__init__.py | 11 +- src/pai_rag/modules/agent/agent.py | 21 +- src/pai_rag/modules/cache/oss_cache.py | 15 +- .../modules/customconfig/custom_config.py | 35 + .../modules/dataanalysis/data_analysis.py | 176 + src/pai_rag/modules/datareader/data_loader.py | 24 +- .../modules/datareader/datareader_factory.py | 18 +- src/pai_rag/modules/embedding/embedding.py | 3 +- .../embedding/multi_modal_embedding.py | 37 + src/pai_rag/modules/index/index.py | 75 +- src/pai_rag/modules/index/index_utils.py | 5 +- .../modules/index/my_vector_store_index.py | 43 +- src/pai_rag/modules/index/pai_bm25_index.py | 18 +- src/pai_rag/modules/index/store.py | 53 +- .../intentdetection/intent_detection.py | 43 + .../intentdetection/llm_single_detector.py | 154 + .../modules/intentdetection/output_parser.py | 102 + .../modules/llm/function_calling_llm.py | 7 +- src/pai_rag/modules/llm/llm_module.py | 27 +- src/pai_rag/modules/llm/multi_modal_llm.py | 39 +- src/pai_rag/modules/module_registry.py | 52 +- .../modules/queryengine/query_engine.py | 54 +- .../retriever/my_vector_index_retriever.py | 15 +- src/pai_rag/modules/retriever/retriever.py | 19 +- src/pai_rag/modules/search/search.py | 36 + .../modules/synthesizer/synthesizer.py | 5 +- .../tool/booking_demo/custom_functions.json | 78 - .../modules/tool/load_and_search_tool_spec.py | 2 +- src/pai_rag/modules/tool/tool.py | 37 +- src/pai_rag/modules/tool/utils.py | 108 +- src/pai_rag/utils/download_models.py | 27 + src/pai_rag/utils/embed_utils.py | 93 + src/pai_rag/utils/oss_cache.py | 67 - src/pai_rag/utils/oss_client.py | 97 + src/pai_rag/utils/prompt_template.py | 80 + src/pai_rag/utils/tokenizer.py | 2 +- tests/core/test_rag_application.py | 37 +- tests/data_readers/test_csv_reader.py | 8 +- tests/data_readers/test_excel_reader.py | 2 +- ...syocr_pdf_reader.py => test_pdf_reader.py} | 11 +- .../integrations/test_nl2pandas_retriever.py | 83 + tests/integrations/test_nl2sql_retriever.py | 110 + tests/integrations/test_nodes_enhancement.py | 11 +- .../intentdetection/test_intent_detection.py | 28 + tests/modules/tool/test_api_tool.py | 28 + .../testdata/data/csv_data/titanic_train.csv | 892 ++ tests/testdata/data/db_data/pets.db | Bin 0 -> 16384 bytes 127 files changed, 13901 insertions(+), 5032 deletions(-) create mode 100644 docs/data_analysis_doc.md create mode 100644 docs/figures/data_analysis/data_analysis_overview.png create mode 100644 docs/figures/data_analysis/db_config.png create mode 100644 docs/figures/data_analysis/db_connect.png create mode 100644 docs/figures/data_analysis/db_query_desc.png create mode 100644 docs/figures/data_analysis/db_query_no_desc.png create mode 100644 docs/figures/data_analysis/llm_selection.png create mode 100644 docs/figures/data_analysis/sheet_data_preview.png create mode 100644 docs/figures/data_analysis/sheet_upload.png create mode 100644 docs/figures/data_analysis/table_example.png delete mode 100644 docs/function_calling/readme.md create mode 100644 example_data/cn_clip/pokemon.jpeg create mode 100644 example_data/function_tools/api-tool-with-intent-detection-for-travel-assistant/README.md create mode 100644 example_data/function_tools/api-tool-with-intent-detection-for-travel-assistant/config.json create mode 100644 "example_data/function_tools/api-tool-with-intent-detection-for-travel-assistant/dataset/\344\270\212\346\265\267\346\224\273\347\225\245\344\277\241\346\201\257.pdf" create mode 100644 "example_data/function_tools/api-tool-with-intent-detection-for-travel-assistant/dataset/\345\214\227\344\272\254\346\224\273\347\225\245\344\277\241\346\201\257.pdf" create mode 100644 example_data/function_tools/api-tool-with-intent-detection-for-travel-assistant/figures/agent_chat.jpg create mode 100644 example_data/function_tools/api-tool-with-intent-detection-for-travel-assistant/figures/agent_config.jpg create mode 100644 example_data/function_tools/api-tool-with-intent-detection-for-travel-assistant/figures/settings.jpg create mode 100644 example_data/function_tools/api-tool-with-intent-detection-for-travel-assistant/figures/upload.jpg create mode 100644 example_data/function_tools/api-tool-with-intent-detection-for-travel-assistant/mock_api/main.py create mode 100644 example_data/function_tools/api-tool-with-intent-detection-for-travel-assistant/settings.toml create mode 100644 example_data/function_tools/python-tool-for-booking-demo/config.json rename src/pai_rag/modules/tool/booking_demo/custom_functions.py => example_data/function_tools/python-tool-for-booking-demo/functions.py (89%) rename src/pai_rag/config/settings_fc_demo.toml => example_data/function_tools/python-tool-for-booking-demo/settings.toml (85%) create mode 100644 magic-pdf.template.json create mode 100644 src/pai_rag/app/web/tabs/agent_tab.py create mode 100644 src/pai_rag/app/web/tabs/data_analysis_tab.py create mode 100644 src/pai_rag/config/settings_multi_modal.toml create mode 100644 src/pai_rag/core/rag_trace.py create mode 100644 src/pai_rag/data/rag_oss_dataloader.py create mode 100644 src/pai_rag/integrations/data_analysis/data_analysis_synthesizer.py create mode 100644 src/pai_rag/integrations/data_analysis/data_analysis_tool.py create mode 100644 src/pai_rag/integrations/data_analysis/nl2pandas_retriever.py create mode 100644 src/pai_rag/integrations/data_analysis/nl2sql_retriever.py create mode 100644 src/pai_rag/integrations/embeddings/clip/cnclip_embedding.py create mode 100644 src/pai_rag/integrations/index/multi_modal_index.py delete mode 100644 src/pai_rag/integrations/llms/dashscope/utils.py create mode 100644 src/pai_rag/integrations/llms/multimodal/open_ai_alike_multi_modal.py delete mode 100644 src/pai_rag/integrations/llms/paieas/base.py delete mode 100644 src/pai_rag/integrations/llms/paieas/base_old.py create mode 100644 src/pai_rag/integrations/query_engine/multi_modal_query_engine.py create mode 100644 src/pai_rag/integrations/retrievers/multi_modal_retriever.py create mode 100644 src/pai_rag/integrations/search/bing_search.py create mode 100644 src/pai_rag/integrations/search/bs4_reader.py create mode 100644 src/pai_rag/modules/customconfig/custom_config.py create mode 100644 src/pai_rag/modules/dataanalysis/data_analysis.py create mode 100644 src/pai_rag/modules/embedding/multi_modal_embedding.py create mode 100644 src/pai_rag/modules/intentdetection/intent_detection.py create mode 100644 src/pai_rag/modules/intentdetection/llm_single_detector.py create mode 100644 src/pai_rag/modules/intentdetection/output_parser.py create mode 100644 src/pai_rag/modules/search/search.py delete mode 100644 src/pai_rag/modules/tool/booking_demo/custom_functions.json create mode 100644 src/pai_rag/utils/embed_utils.py delete mode 100644 src/pai_rag/utils/oss_cache.py create mode 100644 src/pai_rag/utils/oss_client.py rename tests/data_readers/{test_easyocr_pdf_reader.py => test_pdf_reader.py} (85%) create mode 100644 tests/integrations/test_nl2pandas_retriever.py create mode 100644 tests/integrations/test_nl2sql_retriever.py create mode 100644 tests/modules/intentdetection/test_intent_detection.py create mode 100644 tests/modules/tool/test_api_tool.py create mode 100644 tests/testdata/data/csv_data/titanic_train.csv create mode 100644 tests/testdata/data/db_data/pets.db diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 0e57c3e8..b85ae7fb 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -19,12 +19,12 @@ jobs: steps: - uses: actions/checkout@v4 - - name: Set up Python 3.10 + - name: Set up Python 3.11 # This is the version of the action for setting up Python, not the Python version. uses: actions/setup-python@v5 with: # Semantic version range syntax or exact version of a Python version - python-version: "3.10" + python-version: "3.11" # Optional - x64 or x86 architecture, defaults to x64 architecture: "x64" diff --git a/.github/workflows/docker.yml b/.github/workflows/docker.yml index ac9dce96..7d7bc5fc 100644 --- a/.github/workflows/docker.yml +++ b/.github/workflows/docker.yml @@ -8,7 +8,7 @@ on: # Defines two custom environment variables for the workflow. These are used for the Container registry domain, and a name for the Docker image that this workflow builds. env: - REGISTRY: registry.cn-beijing.aliyuncs.com + REGISTRY: registry.cn-hangzhou.aliyuncs.com # There is a single job in this workflow. It's configured to run on the latest available version of Ubuntu. jobs: @@ -36,7 +36,7 @@ jobs: echo "VERSION_TAG=$VERSION_TAG" >> $GITHUB_ENV # Uses the `docker/login-action` action to log in to the Container registry registry using the account and password that will publish the packages. Once published, the packages are scoped to the account defined here. - - name: Login to ACR Beijing region + - name: Login to ACR Hangzhou region uses: docker/login-action@v1 with: registry: ${{ env.REGISTRY }} diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml index a486c92a..2f50abe9 100644 --- a/.github/workflows/main.yml +++ b/.github/workflows/main.yml @@ -19,12 +19,12 @@ jobs: steps: - uses: actions/checkout@v4 - - name: Set up Python 3.10 + - name: Set up Python 3.11 # This is the version of the action for setting up Python, not the Python version. uses: actions/setup-python@v5 with: # Semantic version range syntax or exact version of a Python version - python-version: "3.10" + python-version: "3.11" # Optional - x64 or x86 architecture, defaults to x64 architecture: "x64" @@ -59,6 +59,6 @@ jobs: with: coverageFile: localdata/test_output/coverage_report.xml token: ${{ secrets.GITHUB_TOKEN }} - thresholdAll: 0.5 # Total coverage threshold + thresholdAll: 0.4 # Total coverage threshold #thresholdNew: 0.9 # New files coverage threshold #thresholdModified: 0.9 # Modified files coverage threshold diff --git a/.github/workflows/main_gpu.yml b/.github/workflows/main_gpu.yml index 6694d1d2..fda5856f 100644 --- a/.github/workflows/main_gpu.yml +++ b/.github/workflows/main_gpu.yml @@ -18,13 +18,20 @@ jobs: runs-on: ubuntu-latest steps: + - name: Free disk space + run: | + sudo docker rmi $(docker image ls -aq) >/dev/null 2>&1 || true + sudo rm -rf \ + /usr/share/dotnet /usr/local/lib/android /opt/ghc \ + /usr/local/share/powershell /usr/share/swift /usr/local/.ghcup \ + /usr/lib/jvm || true - uses: actions/checkout@v4 - - name: Set up Python 3.10 + - name: Set up Python 3.11 # This is the version of the action for setting up Python, not the Python version. uses: actions/setup-python@v5 with: # Semantic version range syntax or exact version of a Python version - python-version: "3.10" + python-version: "3.11" # Optional - x64 or x86 architecture, defaults to x64 architecture: "x64" diff --git a/Dockerfile b/Dockerfile index f86927c7..5d3888c7 100644 --- a/Dockerfile +++ b/Dockerfile @@ -1,4 +1,4 @@ -FROM python:3.10-slim AS builder +FROM python:3.11 AS builder RUN pip3 install poetry @@ -12,7 +12,7 @@ COPY . . RUN poetry install && rm -rf $POETRY_CACHE_DIR -FROM python:3.10-slim AS prod +FROM python:3.11-slim AS prod RUN rm -rf /etc/localtime && ln -s /usr/share/zoneinfo/Asia/Harbin /etc/localtime diff --git a/Dockerfile_gpu b/Dockerfile_gpu index 7388fa4b..0cc8f42e 100644 --- a/Dockerfile_gpu +++ b/Dockerfile_gpu @@ -1,4 +1,4 @@ -FROM python:3.10-slim AS builder +FROM python:3.11 AS builder RUN pip3 install poetry @@ -14,7 +14,7 @@ RUN mv pyproject_gpu.toml pyproject.toml \ RUN poetry install && rm -rf $POETRY_CACHE_DIR -FROM python:3.10-slim AS prod +FROM python:3.11-slim AS prod RUN rm -rf /etc/localtime && ln -s /usr/share/zoneinfo/Asia/Harbin /etc/localtime diff --git a/Dockerfile_ui b/Dockerfile_ui index a2509356..db828dbb 100644 --- a/Dockerfile_ui +++ b/Dockerfile_ui @@ -1,4 +1,4 @@ -FROM python:3.10-slim AS builder +FROM python:3.11 AS builder RUN pip3 install poetry @@ -12,7 +12,7 @@ COPY . . RUN poetry install && rm -rf $POETRY_CACHE_DIR -FROM python:3.10-slim AS prod +FROM python:3.11-slim AS prod RUN rm -rf /etc/localtime && ln -s /usr/share/zoneinfo/Asia/Harbin /etc/localtime diff --git a/README.md b/README.md index c60e6246..4047dde7 100644 --- a/README.md +++ b/README.md @@ -48,31 +48,31 @@ PAI-RAG is an easy-to-use opensource framework for modular RAG (Retrieval-Augmen 2. Development Environment Settings - This project uses poetry for management. To ensure environmental consistency and avoid problems caused by Python version differences, we specify Python version 3.10. + This project uses poetry for management. To ensure environmental consistency and avoid problems caused by Python version differences, we specify Python version 3.11. ```bash - conda create -n rag_env python==3.10 + conda create -n rag_env python==3.11 conda activate rag_env ``` -- (1) CPU +### (1) CPU - Use poetry to install project dependency packages directly: +Use poetry to install project dependency packages directly: - ```bash - pip install poetry - poetry install - ``` +```bash +pip install poetry +poetry install +``` -- (2) GPU +### (2) GPU - First replace the default pyproject.toml with the GPU version, and then use poetry to install the project dependency package: +First replace the default pyproject.toml with the GPU version, and then use poetry to install the project dependency package: - ```bash - mv pyproject_gpu.toml pyproject.toml && rm poetry.lock - pip install poetry - poetry install - ``` +```bash +mv pyproject_gpu.toml pyproject.toml && rm poetry.lock +pip install poetry +poetry install +``` - Common network timeout issues @@ -119,6 +119,22 @@ PAI-RAG is an easy-to-use opensource framework for modular RAG (Retrieval-Augmen export DASHSCOPE_API_KEY="" ``` + To utilize Object Storage Service (OSS) for file storage, particularly when operating in multimodal mode, you must first configure settings in both the src/pai_rag/config/settings.toml and src/pai_rag/config/settings_multi_modal.toml configuration files. Append the following TOML configuration snippet within these files: + + ```toml + [rag.oss_store] + bucket = "" + endpoint = "" + prefix = "" + ``` + + Additionally, you need to introduce environment variables: + + ```bash + export OSS_ACCESS_KEY_ID="" + export OSS_ACCESS_KEY_SECRET="" + ``` + ```bash # Support custom host (default 0.0.0.0), port (default 8001), config (default src/pai_rag/config/settings.yaml), enable-example (default True), skip-download-models (default False) # Download [bge-small-zh-v1.5, easyocr] by default, you can skip it by setting --skip-download-models. @@ -126,6 +142,12 @@ PAI-RAG is an easy-to-use opensource framework for modular RAG (Retrieval-Augmen pai_rag serve [--host HOST] [--port PORT] [--config CONFIG_FILE] [--enable-example False] [--skip-download-models] ``` + The default configuration file is src/pai_rag/config/settings.yaml. However, if you require the multimodal llm module, you should switch to the src/pai_rag/config/settings_multi_modal.yaml file instead. + + ```bash + pai_rag serve -c src/pai_rag/config/settings_multi_modal.yaml + ``` + 5. Download provided models to local directory ```bash @@ -325,10 +347,14 @@ curl -X 'POST' http://127.0.0.1:8000/service/evaluate/retrieval curl -X 'POST' http://127.0.0.1:8000/service/evaluate/response ``` -# Function Calling +# Agentic RAG + +You can use agent with function calling api-tools in PAI-RAG, please refer to the documentation: +[Agentic RAG](./example_data/function_tools/api-tool-with-intent-detection-for-travel-assistant/README.md) + +# Data Analysis -You can use function calling tools in PAI-RAG, please refer to the documentation: -[Function Calling Instruction](./docs/function_calling/readme.md) +You can use data analysis based on database or sheet file in PAI-RAG, please refer to the documentation: [Data Analysis](./docs/data_analysis_doc.md) # Parameter Configuration diff --git a/README_zh.md b/README_zh.md index 12527169..95fc4c5b 100644 --- a/README_zh.md +++ b/README_zh.md @@ -43,31 +43,31 @@ PAI-RAG 是一个易于使用的模块化 RAG(检索增强生成)开源框 2. 配置开发环境 - 本项目使用poetry进行管理,若在本地环境下使用,建议在安装环境之前先创建一个空环境。为了确保环境一致性并避免因Python版本差异造成的问题,我们指定Python版本为3.10。 + 本项目使用poetry进行管理,若在本地环境下使用,建议在安装环境之前先创建一个空环境。为了确保环境一致性并避免因Python版本差异造成的问题,我们指定Python版本为3.11。 ```bash - conda create -n rag_env python==3.10 + conda create -n rag_env python==3.11 conda activate rag_env ``` -- (1) CPU环境 + ### (1) CPU环境 - 直接使用poetry安装项目依赖包: + 直接使用poetry安装项目依赖包: - ```bash - pip install poetry - poetry install - ``` + ```bash + pip install poetry + poetry install + ``` -- (2) GPU环境 +### (2) GPU环境 - 首先替换默认 pyproject.toml 为 GPU 版本, 再使用poetry安装项目依赖包: +首先替换默认 pyproject.toml 为 GPU 版本, 再使用poetry安装项目依赖包: - ```bash - mv pyproject_gpu.toml pyproject.toml && rm poetry.lock - pip install poetry - poetry install - ``` +```bash +mv pyproject_gpu.toml pyproject.toml && rm poetry.lock +pip install poetry +poetry install +``` - 常见网络超时问题 @@ -119,6 +119,24 @@ PAI-RAG 是一个易于使用的模块化 RAG(检索增强生成)开源框 export DASHSCOPE_API_KEY="" ``` + 使用OSS存储文件(使用多模态模式时必须提前配置),在配置文件src/pai_rag/config/settings.toml和src/pai_rag/config/settings_multi_modal.toml中添加以下配置: + + ```toml + [rag.oss_store] + bucket = "" + endpoint = "" + prefix = "" + ``` + + 并需要在命令行引入环境变量 + + ```bash + export OSS_ACCESS_KEY_ID="" + export OSS_ACCESS_KEY_SECRET="" + ``` + + 启动RAG服务 + ```bash # 启动,支持自定义host(默认0.0.0.0), port(默认8001), config(默认src/pai_rag/config/settings.yaml), enable-example(默认True), skip-download-models(不加为False) # 默认启动时下载模型 [bge-small-zh-v1.5, easyocr] , 可设置 skip-download-models 避免启动时下载模型. @@ -126,6 +144,12 @@ PAI-RAG 是一个易于使用的模块化 RAG(检索增强生成)开源框 pai_rag serve [--host HOST] [--port PORT] [--config CONFIG_FILE] [--enable-example False] [--skip-download-models] ``` + 启动默认配置文件为src/pai_rag/config/settings.yaml,若需要使用多模态,请切换到src/pai_rag/config/settings_multi_modal.yaml + + ```bash + pai_rag serve -c src/pai_rag/config/settings_multi_modal.yaml + ``` + 5. 下载其他模型到本地 ```bash @@ -275,11 +299,14 @@ curl -X 'POST' http://127.0.0.1:8000/service/evaluate/retrieval curl -X 'POST' http://127.0.0.1:8000/service/evaluate/response ``` -# Function Calling +# Agentic RAG + +您也可以在PAI-RAG中使用支持API function calling功能的Agent,请参考文档: +[Agentic RAG](./example_data/function_tools/api-tool-with-intent-detection-for-travel-assistant/README.md) -您也可以在PAI-RAG中使用function calling功能,请参考文档: +# Data Analysis -[Function Calling 使用说明](./docs/function_calling/readme.md) +您可以在PAI-RAG中使用支持数据库和表格文件的数据分析功能,请参考文档:[Data Analysis](./docs/data_analysis_doc.md) # 参数配置 diff --git a/docs/data_analysis_doc.md b/docs/data_analysis_doc.md new file mode 100644 index 00000000..9bf17983 --- /dev/null +++ b/docs/data_analysis_doc.md @@ -0,0 +1,64 @@ +# 模型配置 + +在web界面 Settings 中,左侧下方选择需要的LLM,如果选择DashScope(通义API),推荐使用qwen-max模型;如果选择PaiEas开源部署,推荐使用qwen2-72b-instruct模型 + +点击右侧button更新使用的模型 + +![llm_selection](/docs/figures/data_analysis/llm_selection.png) + +点击web界面上方Data Analysis,进入到数据分析页面,支持两种类型的数据分析:连接数据库(mysql)分析 和 上传表格文件(excel/csv)分析 + +![data_analysis_overview](/docs/figures/data_analysis/data_analysis_overview.png) + +# 数据库分析配置 + +## 数据库连接 + +连接数据库,选择左上方数据分析类型为 database,出现数据库连接配置界面,如下图: + +![db_config](/docs/figures/data_analysis/db_config.png) + +其中, + +- Dialect为数据库类别,当前支持mysql,默认mysql +- Username和Passoword分别为用户名和密码 +- Host为本地或远程数据库url,Port为接口,默认3306 +- DBname为需要分析的目标数据库名称 +- Tables为需要分析的数据表,格式为:table_A, table_B,... ,默认为空,使用目标数据库中所有数据表 +- Descriptions为针对目标数据库中每张表的补充描述,比如对表中字段的进一步解释,可以提升数据分析效果,格式为:{"table_A":"字段a表示xxx,字段b数据的格式为yyy","table_B":"这张表主要用于zzz"},注意:需要使用英文输入法下的字典格式(英文双引号,冒号,逗号),默认为空 + +填好以上信息后,点击左侧下方Connect Database按钮,看到Connection info如下图,表示连接成功,可以在右侧chatbot中进行提问 + +![db_connect](/docs/figures/data_analysis/db_connect.png) + +如果需要更新数据库,重新填写以上信息,点击Connect Dtabase即可 + +## 查询效果优化 + +针对数据表中字段含义不清晰,或者字段存储内容格式不清晰等问题,可以在Descriptions中增加相应描述,帮助llm更准确提取数据表内容,此处以公开数据集Spider中my_pets数据库为例,其中pets表数据如下: + +![table_example](/docs/figures/data_analysis/table_example.png) + +问答效果对比: + +当描述为空时,对问题“有几只狗”生成的sql查询语句为:SELECT COUNT(\*) FROM pets WHERE PetType = '狗',查询不到 + +![db_query_no_desc](/docs/figures/data_analysis/db_query_no_desc.png) + +增加简单描述后,生成的sql查询语句为:SELECT COUNT(\*) FROM pets WHERE PetType = 'Dog',可以准确回答 + +![db_query_desc](/docs/figures/data_analysis/db_query_desc.png) + +如果查询效果有明显改善,可以将相应的补充描述在数据库中作为相应table或column的comment持久化添加 + +# 表格文件分析配置 + +表格文件配置相对简单,选择左上方的分析类型为:datafile,出现以下界面 + +![sheet_upload](/docs/figures/data_analysis/sheet_upload.png) + +点击左侧中部的上传,一次上传一份表格文件(excel或csv格式),上传成功后,左侧下方会出现文件的前几行预览,如下图所示: + +![sheet_data_preview](/docs/figures/data_analysis/sheet_data_preview.png) + +上传表格文件后可以直接在右侧chatbot中提问,如需更换表格,重新上传所需表格即可 diff --git a/docs/figures/data_analysis/data_analysis_overview.png b/docs/figures/data_analysis/data_analysis_overview.png new file mode 100644 index 0000000000000000000000000000000000000000..d83630daab75fb290b896bfd6f3ea86ac3c7d441 GIT binary patch literal 1347881 zcmeFYd0bOh_cw~Q%Hv3@Rm6d`wS^WCl!##nNv&0?2&p0<0s#jS0USZ9OA%&fKi-bkO+h^X!#Ul 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