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Add cuvs_bench python folder, config files and constraints (#244)
Authors: - Dante Gama Dessavre (https://github.com/dantegd) - Corey J. Nolet (https://github.com/cjnolet) Approvers: - Corey J. Nolet (https://github.com/cjnolet) URL: #244
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python/cuvs_bench/cuvs_bench/config/algos/cuvs_brute_force.yaml
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name: cuvs_brute_force | ||
groups: | ||
base: | ||
build: | ||
search: |
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name: cuvs_cagra | ||
constraints: | ||
build: cuvs_bench.constraints.raft_cagra_build_constraints | ||
search: cuvs_bench.constraints.raft_cagra_search_constraints | ||
groups: | ||
base: | ||
build: | ||
graph_degree: [32, 64, 128, 256] | ||
intermediate_graph_degree: [32, 64, 96, 128] | ||
graph_build_algo: ["NN_DESCENT"] | ||
search: | ||
itopk: [32, 64, 128, 256, 512] | ||
search_width: [1, 2, 4, 8, 16, 32, 64] |
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python/cuvs_bench/cuvs_bench/config/algos/cuvs_cagra_hnswlib.yaml
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name: cuvs_cagra_hnswlib | ||
constraints: | ||
search: cuvs_bench.constraints.hnswlib_search | ||
groups: | ||
base: | ||
build: | ||
graph_degree: [32, 64, 128, 256] | ||
intermediate_graph_degree: [32, 64, 96, 128] | ||
graph_build_algo: ["NN_DESCENT"] | ||
search: | ||
ef: [10, 20, 40, 60, 80, 120, 200, 400, 600, 800] |
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name: cuvs_ivf_flat | ||
groups: | ||
base: | ||
build: | ||
nlist: [1024, 2048, 4096, 8192, 16384, 32000, 64000] | ||
ratio: [1, 2, 4] | ||
niter: [20, 25] | ||
search: | ||
nprobe: [1, 5, 10, 50, 100, 200, 500, 1000, 2000] |
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python/cuvs_bench/cuvs_bench/config/algos/cuvs_ivf_pq.yaml
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name: cuvs_ivf_pq | ||
constraints: | ||
build: cuvs_bench.constraints.cuvs_ivf_pq_build | ||
search: cuvs_bench.constraints.cuvs_ivf_pq_search | ||
groups: | ||
base: | ||
build: | ||
nlist: [1024, 2048, 4096, 8192] | ||
pq_dim: [64, 32, 16] | ||
pq_bits: [8, 6, 5, 4] | ||
ratio: [10] | ||
niter: [25] | ||
search: | ||
nprobe: [1, 5, 10, 50, 100, 200] | ||
internalDistanceDtype: ["float"] | ||
smemLutDtype: ["float", "fp8", "half"] | ||
refine_ratio: [1, 2, 4] | ||
large: | ||
build: | ||
nlist: [8192, 16384, 32768, 65536] | ||
pq_dim: [48, 32, 16] | ||
pq_bits: [8, 6, 5, 4] | ||
ratio: [4] | ||
niter: [20] | ||
search: | ||
nprobe: [20, 30, 40, 50, 100, 200, 500, 1000] | ||
internalDistanceDtype: ["float"] | ||
smemLutDtype: ["float", "fp8", "half"] | ||
refine_ratio: [1, 2, 4] | ||
100M: | ||
build: | ||
nlist: [50000] | ||
pq_dim: [48] | ||
pq_bits: [8, 6, 5, 4] | ||
ratio: [10] | ||
niter: [10] | ||
search: | ||
nprobe: [20, 30, 40, 50, 100, 200, 500, 1000] | ||
internalDistanceDtype: ["float"] | ||
smemLutDtype: ["float", "fp8", "half"] | ||
refine_ratio: [1] |
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python/cuvs_bench/cuvs_bench/config/algos/faiss_cpu_flat.yaml
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name: faiss_cpu_flat | ||
groups: | ||
base: | ||
build: | ||
search: |
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python/cuvs_bench/cuvs_bench/config/algos/faiss_cpu_ivf_flat.yaml
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name: faiss_cpu_ivf_flat | ||
groups: | ||
base: | ||
build: | ||
nlist: [2048] | ||
ratio: [10] | ||
useFloat16: [False] | ||
search: | ||
nprobe: [1, 5, 10, 50, 100, 200] | ||
refine_ratio: [1] |
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python/cuvs_bench/cuvs_bench/config/algos/faiss_cpu_ivf_pq.yaml
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name: faiss_cpu_ivf_pq | ||
groups: | ||
base: | ||
build: | ||
nlist: [1024, 2048, 4096, 8192] | ||
M: [48, 32, 16] | ||
ratio: [10] | ||
bitsPerCode: [8, 6, 5, 4] | ||
search: | ||
nprobe: [1, 5, 10, 50, 100, 200] | ||
large: | ||
build: | ||
nlist: [8192, 16384, 32768, 65536] | ||
M: [48, 32, 16] | ||
ratio: [10] | ||
bitsPerCode: [8, 6, 5, 4] | ||
search: | ||
nprobe: [20, 30, 40, 50, 100, 200, 500, 1000] |
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python/cuvs_bench/cuvs_bench/config/algos/faiss_gpu_flat.yaml
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name: faiss_gpu_flat | ||
groups: | ||
base: | ||
build: | ||
search: |
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python/cuvs_bench/cuvs_bench/config/algos/faiss_gpu_ivf_flat.yaml
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name: faiss_gpu_ivf_flat | ||
groups: | ||
base: | ||
build: | ||
nlist: [2048] | ||
ratio: [10] | ||
useFloat16: [False, True] | ||
use_raft: [False] | ||
search: | ||
nprobe: [1, 5, 10, 50, 100, 200] | ||
refine_ratio: [1] | ||
groups: | ||
baseraft: | ||
build: | ||
nlist: [2048] | ||
ratio: [10] | ||
useFloat16: [False, True] | ||
use_raft: [True] | ||
search: | ||
nprobe: [1, 5, 10, 50, 100, 200] | ||
refine_ratio: [1] |
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python/cuvs_bench/cuvs_bench/config/algos/faiss_gpu_ivf_pq.yaml
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name: faiss_gpu_ivf_pq | ||
constraints: | ||
build: cuvs_bench.constraints.faiss_gpu_ivf_pq_build | ||
search: cuvs_bench.constraints.faiss_gpu_ivf_pq_search | ||
groups: | ||
base: | ||
build: | ||
nlist: [1024, 2048, 4096, 8192] | ||
M: [64, 32, 16] | ||
ratio: [10] | ||
usePrecomputed: [False, True] | ||
useFloat16: [False, True] | ||
use_raft: [False] | ||
bitsPerCode: [8] | ||
search: | ||
nprobe: [1, 5, 10, 50, 100, 200] | ||
refine_ratio: [1, 2, 4] | ||
baseraft: | ||
build: | ||
nlist: [1024, 2048, 4096, 8192] | ||
M: [64, 32, 16] | ||
ratio: [10] | ||
usePrecomputed: [False] | ||
useFloat16: [False, True] | ||
use_raft: [True] | ||
bitsPerCode: [8, 6, 5, 4] | ||
search: | ||
nprobe: [1, 5, 10, 50, 100, 200] | ||
refine_ratio: [1, 2, 4] | ||
large: | ||
build: | ||
nlist: [8192, 16384, 32768, 65536] | ||
M: [48, 32, 16] | ||
ratio: [4] | ||
usePrecomputed: [False, True] | ||
useFloat16: [False, True] | ||
use_raft: [False] | ||
bitsPerCode: [8] | ||
search: | ||
nprobe: [20, 30, 40, 50, 100, 200, 500, 1000] | ||
refine_ratio: [1, 2, 4] | ||
largeraft: | ||
build: | ||
nlist: [8192, 16384, 32768, 65536] | ||
M: [48, 32, 16] | ||
ratio: [4] | ||
usePrecomputed: [False] | ||
useFloat16: [False, True] | ||
use_raft: [True] | ||
bitsPerCode: [8, 6, 5, 4] | ||
search: | ||
nprobe: [20, 30, 40, 50, 100, 200, 500, 1000] | ||
refine_ratio: [1, 2, 4] | ||
100M: | ||
build: | ||
nlist: [50000] | ||
M: [48] | ||
ratio: [10] | ||
usePrecomputed: [False, True] | ||
useFloat16: [False, True] | ||
use_raft: [False] | ||
bitsPerCode: [8] | ||
search: | ||
nprobe: [20, 30, 40, 50, 100, 200, 500, 1000] | ||
refine_ratio: [1] | ||
100Mraft: | ||
build: | ||
nlist: [50000] | ||
M: [48] | ||
ratio: [10] | ||
usePrecomputed: [False, True] | ||
useFloat16: [False, True] | ||
use_raft: [True] | ||
bitsPerCode: [8, 6, 5, 4] | ||
search: | ||
nprobe: [20, 30, 40, 50, 100, 200, 500, 1000] | ||
refine_ratio: [1] |
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name: hnswlib | ||
constraints: | ||
search: cuvs_bench.constraints.hnswlib_search | ||
groups: | ||
base: | ||
build: | ||
M: [12, 16, 24, 36] | ||
efConstruction: [64, 128, 256, 512] | ||
search: | ||
ef: [10, 20, 40, 60, 80, 120, 200, 400, 600, 800] |
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