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algos-2021.yaml
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algos-2021.yaml
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any:
faiss-ivf:
docker-tag: billion-scale-benchmark-faissconda
module: benchmark.algorithms.faiss_inmem
constructor: FaissIVF
base-args: ["@metric"]
run-groups:
base:
args: [[1024,2048,4096,8192]]
query-args: [[1, 5, 10, 50, 100, 200]]
random-range-xs:
kota-t2:
docker-tag: billion-scale-benchmark-kota
module: benchmark.algorithms.kota-t2
constructor: KoTa
base-args: ["@metric"]
run-groups:
base:
args: |
[{"R":32, "L":32, "B":0.0001, "M":1}]
query-args: |
[{"Lmin":3, "Lmax":100, "BW":4, "T":16}]
faiss-t1:
docker-tag: billion-scale-benchmark-faissconda
module: benchmark.algorithms.faiss_t1
constructor: Faiss
base-args: ["@metric"]
run-groups:
base:
# the following args show all build arguments that can be provided to the t1 baseline.
args: |
[{"indexkey": "OPQ32_128,IVF1024_HNSW32,PQ32",
"buildthreads": -1,
"by_residual": -1,
"add_bs": 100000000,
"two_level_clustering": true,
"quantizer_add_efSearch": 80,
"quantizer_efConstruction": 200,
"maxtrain": 100000000,
"clustering_niter": 25
}]
query-args: |
["nprobe=1,quantizer_efSearch=4",
"nprobe=2,quantizer_efSearch=4",
"nprobe=2,quantizer_efSearch=8",
"nprobe=4,quantizer_efSearch=4",
"nprobe=2,quantizer_efSearch=16"]
buddy-t1:
docker-tag: billion-scale-benchmark-faissconda
module: benchmark.algorithms.buddy_t1
constructor: Buddy
base-args: ["@metric"]
run-groups:
base:
# the following args show all build arguments that can be provided to the t1 baseline.
args: |
[{"indexkey": "OPQ32_128,IVF1024_HNSW32,PQ32",
"buildthreads": -1,
"by_residual": -1,
"add_bs": 100000000,
"two_level_clustering": true,
"quantizer_add_efSearch": 80,
"quantizer_efConstruction": 200,
"maxtrain": 100000000,
"clustering_niter": 25
}]
query-args: |
["nprobe=1,quantizer_efSearch=4",
"nprobe=2,quantizer_efSearch=4",
"nprobe=2,quantizer_efSearch=8",
"nprobe=4,quantizer_efSearch=4",
"nprobe=2,quantizer_efSearch=16"]
diskann-t2:
docker-tag: billion-scale-benchmark-diskann
module: benchmark.algorithms.diskann-t2
constructor: Diskann
base-args: ["@metric"]
run-groups:
base:
args: |
[{"R":32, "L":32, "B":0.0001, "M":1}]
query-args: |
[{"Lmin":3, "Lmax":100, "BW":4, "T":16}]
diskann-v0_3-t2:
docker-tag: billion-scale-benchmark-diskann
module: benchmark.algorithms.diskann-v0_3
constructor: Diskann
base-args: ["@metric"]
run-groups:
base:
args: |
[{"R":32, "L":32, "B":0.0001, "M":1}]
query-args: |
[{"Lmin":3, "Lmax":100, "BW":4, "T":16}]
httpann_example:
docker-tag: billion-scale-benchmark-httpann_example
module: benchmark.algorithms.httpann_example
constructor: HttpANNExampleAlgorithm
base-args: [ "@metric", "@dimension" ]
run-groups:
base:
args:
- [ 0.2, 0.4, 1.0 ]
query-args: []
bbann:
docker-tag: billion-scale-benchmark-bbann
module: benchmark.algorithms.bbann
constructor: BbANN
base-args: ["@metric"]
run-groups:
base:
args: |
[{"hnswM":32, "hnswefC":200, "K1":2, "blockSize":4096, "identifier": "bbann"}]
query-args: |
[{"rangeSearchProbeCount":20, "efSearch":100, "K1":2, "blockSize":4096, "radiusFactor":1.00, "identifier":"bbann"}]
random-s:
faiss-t1:
docker-tag: billion-scale-benchmark-faissconda
module: benchmark.algorithms.faiss_t1
constructor: Faiss
base-args: ["@metric"]
run-groups:
base:
args: |
[{"indexkey": "OPQ32_128,IVF1024_HNSW32,PQ32"
}]
query-args: |
["nprobe=1,quantizer_efSearch=4",
"nprobe=2,quantizer_efSearch=4",
"nprobe=2,quantizer_efSearch=8",
"nprobe=4,quantizer_efSearch=4",
"nprobe=2,quantizer_efSearch=16"]
random-xs:
kst_ann_t1:
docker-tag: billion-scale-benchmark-kst_ann_t1
module: benchmark.algorithms.kst_t1
constructor: kst
base-args: ["@metric"]
run-groups:
base:
args: |
[{"indexkey": "OPQ32_64,IVF1024_HNSWlibFp32_32,PQ64x4fsr",
"scale": 1,
"bias": 0
}]
query-args: |
["nprobe=8,quantizer_efSearch=32",
"nprobe=16,quantizer_efSearch=64"]
kota-t2:
docker-tag: billion-scale-benchmark-kota
module: benchmark.algorithms.kota-t2
constructor: KoTa
base-args: ["@metric"]
run-groups:
base:
args: |
[{"R":32, "L":32, "B":0.0001, "M":1}]
query-args: |
[{"Ls":10, "BW":4, "T":16}]
team11:
docker-tag: billion-scale-benchmark-faissconda
module: benchmark.algorithms.team11
constructor: Faiss
base-args: ["@metric"]
run-groups:
base:
args: |
[{
"indexkey": "OPQ64_128,IVF256_HNSW32,PQ64x4fsr"
}]
query-args: |
[
"nprobe=32,quantizer_efSearch=16",
"nprobe=32,quantizer_efSearch=32",
"nprobe=32,quantizer_efSearch=64",
"nprobe=32,quantizer_efSearch=128",
"nprobe=32,quantizer_efSearch=256",
"nprobe=64,quantizer_efSearch=16",
"nprobe=64,quantizer_efSearch=32",
"nprobe=64,quantizer_efSearch=64",
"nprobe=64,quantizer_efSearch=128"
]
faiss-t1:
docker-tag: billion-scale-benchmark-faissconda
module: benchmark.algorithms.faiss_t1
constructor: Faiss
base-args: ["@metric"]
run-groups:
base:
args: |
[{"indexkey": "OPQ32_128,IVF1024_HNSW32,PQ32"
}]
query-args: |
["nprobe=1,quantizer_efSearch=4",
"nprobe=2,quantizer_efSearch=4",
"nprobe=2,quantizer_efSearch=8",
"nprobe=4,quantizer_efSearch=4",
"nprobe=2,quantizer_efSearch=16"]
buddy-t1:
docker-tag: billion-scale-benchmark-faissconda
module: benchmark.algorithms.buddy_t1
constructor: Buddy
base-args: ["@metric"]
run-groups:
base:
args: |
[{"indexkey": "OPQ32_128,IVF1024_HNSW32,PQ32"
}]
query-args: |
["nprobe=1,quantizer_efSearch=4",
"nprobe=2,quantizer_efSearch=4",
"nprobe=2,quantizer_efSearch=8",
"nprobe=4,quantizer_efSearch=4",
"nprobe=2,quantizer_efSearch=16"]
diskann-t2:
docker-tag: billion-scale-benchmark-diskann
module: benchmark.algorithms.diskann-t2
constructor: Diskann
base-args: ["@metric"]
run-groups:
base:
args: |
[{"R":32, "L":32, "B":0.0001, "M":1}]
query-args: |
[{"Ls":10, "BW":4, "T":16}]
diskann-v0_3-t2:
docker-tag: billion-scale-benchmark-diskann
module: benchmark.algorithms.diskann-v0_3
constructor: Diskann
base-args: ["@metric"]
run-groups:
base:
args: |
[{"R":32, "L":32, "B":0.0001, "M":1}]
query-args: |
[{"Ls":10, "BW":4, "T":16}]
httpann_example:
docker-tag: billion-scale-benchmark-httpann_example
module: benchmark.algorithms.httpann_example
constructor: HttpANNExampleAlgorithm
base-args: [ "@metric", "@dimension" ]
run-groups:
base:
args:
- [ 0.2, 0.8, 1.0 ]
query-args: [ ]
puck-t1:
docker-tag: billion-scale-benchmark-puck
module: benchmark.algorithms.puck_t1
constructor: Puck
base-args: ["@metric"]
run-groups:
base:
args: |
[{"indexkey": "C10_F10_F5_FN20",
"url": "https://gips-test-bucket-0-gz.gz.bcebos.com/similar/random-xs.C10_F10_F5_FN20.puckindex"}]
query-args: |
[
"10,20,2000,200",
"10,30,3000,200"]
bbann:
docker-tag: billion-scale-benchmark-bbann
module: benchmark.algorithms.bbann
constructor: BbANN
base-args: ["@metric"]
run-groups:
base:
args: |
[{"hnswM":32, "hnswefC":200, "K1":2, "blockSize":4096, "identifier": "bbann"}]
query-args: |
[{"nProbe":5, "efSearch":100, "K1":2, "blockSize":4096, "identifier": "bbann"}]
deep-10M:
faiss-t1:
docker-tag: billion-scale-benchmark-faissconda
module: benchmark.algorithms.faiss_t1
constructor: Faiss
base-args: ["@metric"]
run-groups:
base:
args: |
[{"indexkey": "OPQ32_128,IVF1048576_HNSW32,PQ32"
}]
query-args: |
["nprobe=1,quantizer_efSearch=4",
"nprobe=2,quantizer_efSearch=4",
"nprobe=4,quantizer_efSearch=4",
"nprobe=4,quantizer_efSearch=8",
"nprobe=8,quantizer_efSearch=4",
"nprobe=8,quantizer_efSearch=8",
"nprobe=8,quantizer_efSearch=16",
"nprobe=8,quantizer_efSearch=32",
"nprobe=16,quantizer_efSearch=16",
"nprobe=16,quantizer_efSearch=32",
"nprobe=16,quantizer_efSearch=64",
"nprobe=32,quantizer_efSearch=8",
"nprobe=32,quantizer_efSearch=32",
"nprobe=32,quantizer_efSearch=64",
"nprobe=32,quantizer_efSearch=128",
"nprobe=64,quantizer_efSearch=16",
"nprobe=64,quantizer_efSearch=32",
"nprobe=64,quantizer_efSearch=64",
"nprobe=64,quantizer_efSearch=128",
"nprobe=64,quantizer_efSearch=256",
"nprobe=128,quantizer_efSearch=32",
"nprobe=128,quantizer_efSearch=64",
"nprobe=128,quantizer_efSearch=128",
"nprobe=128,quantizer_efSearch=256",
"nprobe=128,quantizer_efSearch=512",
"nprobe=256,quantizer_efSearch=64",
"nprobe=256,quantizer_efSearch=128",
"nprobe=256,quantizer_efSearch=512"]
buddy-t1:
docker-tag: billion-scale-benchmark-pqbuddy
module: benchmark.algorithms.buddy_t1
constructor: Buddy
base-args: ["@metric"]
run-groups:
base:
args: |
[{"indexkey": "OPQ32_128,IVF65536_HNSW32,PQ32",
"url": "https://bigannstorage.blob.core.windows.net/buddy-blob/deep-10M.buddy.multicollinearity.OPQ32_128,IVF65536_HNSW32,PQ32.faissindex"
}]
query-args: |
["nprobe=256,quantizer_efSearch=64",
"nprobe=128,quantizer_efSearch=512",
"nprobe=128,quantizer_efSearch=256",
"nprobe=128,quantizer_efSearch=128",
"nprobe=128,quantizer_efSearch=64",
"nprobe=8,quantizer_efSearch=8",
"nprobe=8,quantizer_efSearch=4",
"nprobe=4,quantizer_efSearch=8",
"nprobe=8,quantizer_efSearch=16",
"nprobe=8,quantizer_efSearch=32"]
diskann-t2:
docker-tag: billion-scale-benchmark-diskann
module: benchmark.algorithms.diskann-t2
constructor: Diskann
base-args: ["@metric"]
run-groups:
base:
args: |
[{"R":100, "L":100, "B":0.3, "M":15}]
query-args: |
[{"Ls":50, "BW":4, "T":16}]
deep-1B:
kst_ann_t1:
docker-tag: billion-scale-benchmark-kst_ann_t1
module: benchmark.algorithms.kst_t1
constructor: kst
base-args: ["@metric"]
run-groups:
base:
args: |
[{"indexkey": "OPQ96_192,IVF1048576_HNSWlibInt8_32,PQ96x4fsr",
"url": "https://comp21storage.blob.core.windows.net/participants/deep-1B.IVF1M_PQ96.faissindex",
"query_bs": 4096,
"scale": 1134.489,
"bias": -4.0839
}]
query-args: |
["nprobe=8,quantizer_efSearch=32",
"nprobe=16,quantizer_efSearch=64",
"nprobe=32,quantizer_efSearch=32",
"nprobe=32,quantizer_efSearch=64",
"nprobe=32,quantizer_efSearch=128",
"nprobe=48,quantizer_efSearch=64",
"nprobe=48,quantizer_efSearch=96",
"nprobe=48,quantizer_efSearch=128",
"nprobe=48,quantizer_efSearch=256",
"nprobe=64,quantizer_efSearch=64"]
faiss-t1:
docker-tag: billion-scale-benchmark-faissconda
module: benchmark.algorithms.faiss_t1
constructor: Faiss
base-args: ["@metric"]
run-groups:
base:
args: |
[{"indexkey": "OPQ64_128,IVF1048576_HNSW32,PQ64x4fsr",
"url": "https://dl.fbaipublicfiles.com/billion-scale-ann-benchmarks/track1_baseline_faiss/deep-1B.IVF1M_2level_PQ64x4fsr.faissindex"
}]
query-args: |
["nprobe=1,quantizer_efSearch=4",
"nprobe=2,quantizer_efSearch=4",
"nprobe=2,quantizer_efSearch=8",
"nprobe=4,quantizer_efSearch=4",
"nprobe=2,quantizer_efSearch=16",
"nprobe=4,quantizer_efSearch=8",
"nprobe=4,quantizer_efSearch=16",
"nprobe=8,quantizer_efSearch=4",
"nprobe=8,quantizer_efSearch=8",
"nprobe=8,quantizer_efSearch=16",
"nprobe=8,quantizer_efSearch=32",
"nprobe=8,quantizer_efSearch=64",
"nprobe=16,quantizer_efSearch=8",
"nprobe=16,quantizer_efSearch=16",
"nprobe=16,quantizer_efSearch=32",
"nprobe=16,quantizer_efSearch=64",
"nprobe=16,quantizer_efSearch=128",
"nprobe=32,quantizer_efSearch=16",
"nprobe=32,quantizer_efSearch=32",
"nprobe=32,quantizer_efSearch=64",
"nprobe=32,quantizer_efSearch=128",
"nprobe=32,quantizer_efSearch=256",
"nprobe=64,quantizer_efSearch=16",
"nprobe=64,quantizer_efSearch=32",
"nprobe=64,quantizer_efSearch=64",
"nprobe=64,quantizer_efSearch=128",
"nprobe=64,quantizer_efSearch=256",
"nprobe=64,quantizer_efSearch=512",
"nprobe=128,quantizer_efSearch=32",
"nprobe=128,quantizer_efSearch=64",
"nprobe=128,quantizer_efSearch=128",
"nprobe=128,quantizer_efSearch=256",
"nprobe=128,quantizer_efSearch=512",
"nprobe=256,quantizer_efSearch=64",
"nprobe=256,quantizer_efSearch=128"]
puck-t1:
docker-tag: billion-scale-benchmark-puck
module: benchmark.algorithms.puck_t1
constructor: Puck
base-args: ["@metric"]
run-groups:
base:
args: |
[{"indexkey": "C10000_F5000_FN16_N32",
"url": "https://gips-test-bucket-0-gz.gz.bcebos.com/similar/deep-1B.puckindex"}]
query-args: |
[
"10,20,12000,200",
"10,30,13000,200",
"10,30,14000,200",
"10,30,15000,200",
"10,40,19000,200",
"10,30,20000,300",
"10,30,21000,200",
"10,40,30000,200",
"10,90,140000,1100",
"10,100,200000,3000"
]
team11:
docker-tag: billion-scale-benchmark-faissconda
module: benchmark.algorithms.team11
constructor: Faiss
base-args: ["@metric"]
run-groups:
base:
args: |
[{"indexkey": "OPQ128_256,IVF65536_HNSW32,PQ128x4fsr",
"url": "https://dl.fbaipublicfiles.com/billion-scale-ann-benchmarks/track1_baseline_faiss/deep-1B.IVF1M_2level_PQ64x4fsr.faissindex"
}]
query-args: |
[
"nprobe=32,quantizer_efSearch=16",
"nprobe=32,quantizer_efSearch=32",
"nprobe=32,quantizer_efSearch=64",
"nprobe=32,quantizer_efSearch=128",
"nprobe=32,quantizer_efSearch=256",
"nprobe=64,quantizer_efSearch=16",
"nprobe=64,quantizer_efSearch=32",
"nprobe=64,quantizer_efSearch=64",
"nprobe=64,quantizer_efSearch=128"]
diskann-t2:
docker-tag: billion-scale-benchmark-diskann
module: benchmark.algorithms.diskann-t2
constructor: Diskann
base-args: ["@metric"]
run-groups:
base:
args: |
[{"R":100, "L":100, "B":50, "M":110,
"url": "https://comp21storage.z5.web.core.windows.net/comp21/diskann-T2-baseline-indices/deep-1B/R100_L100_B50_M110"
}]
query-args: |
[{"Ls":30, "BW":4, "T":16},
{"Ls":40, "BW":4, "T":16},
{"Ls":50, "BW":4, "T":16},
{"Ls":53, "BW":4, "T":16},
{"Ls":56, "BW":4, "T":16},
{"Ls":58, "BW":4, "T":16},
{"Ls":60, "BW":4, "T":16},
{"Ls":70, "BW":4, "T":16},
{"Ls":80, "BW":4, "T":16},
{"Ls":100, "BW":4, "T":16}]
msspacev-1B:
kst_ann_t1:
docker-tag: billion-scale-benchmark-kst_ann_t1
module: benchmark.algorithms.kst_t1
constructor: kst
base-args: ["@metric"]
run-groups:
base:
args: |
[{"indexkey": "OPQ96_192,IVF1048576_HNSWlibInt8_32,PQ96x4fsr",
"url": "https://comp21storage.blob.core.windows.net/participants/msspacev-1B.IVF1M_PQ96.faissindex",
"query_bs": 4096,
"scale": 2.44,
"bias": 0
}]
query-args: |
["nprobe=8,quantizer_efSearch=32",
"nprobe=16,quantizer_efSearch=64",
"nprobe=32,quantizer_efSearch=32",
"nprobe=32,quantizer_efSearch=64",
"nprobe=32,quantizer_efSearch=128",
"nprobe=48,quantizer_efSearch=64",
"nprobe=48,quantizer_efSearch=96",
"nprobe=48,quantizer_efSearch=128",
"nprobe=48,quantizer_efSearch=256",
"nprobe=64,quantizer_efSearch=64"]
kota-t2:
docker-tag: billion-scale-benchmark-kota
module: benchmark.algorithms.kota-t2
constructor: KoTa
base-args: ["@metric"]
run-groups:
base:
args: |
[{"R":100, "L":100, "B":47, "M":100,
"url": "https://comp21storage.z5.web.core.windows.net/comp21/diskann-T2-baseline-indices/msspacev-1B/R100_L100_B47_M100"
}]
query-args: |
[{"Ls":60, "BW":4, "T":16, "HE":3},
{"Ls":70, "BW":4, "T":16, "HE":3},
{"Ls":80, "BW":4, "T":16, "HE":3},
{"Ls":90, "BW":4, "T":16, "HE":3},
{"Ls":95, "BW":4, "T":16, "HE":3},
{"Ls":100, "BW":4, "T":16, "HE":3},
{"Ls":105, "BW":4, "T":16, "HE":3},
{"Ls":110, "BW":4, "T":16, "HE":3},
{"Ls":120, "BW":4, "T":16, "HE":3},
{"Ls":130, "BW":4, "T":16, "HE":3}]
faiss-t1:
docker-tag: billion-scale-benchmark-faissconda
module: benchmark.algorithms.faiss_t1
constructor: Faiss
base-args: ["@metric"]
run-groups:
base:
args: |
[{"indexkey": "OPQ64_128,IVF1048576_HNSW32,PQ64x4fsr",
"url": "https://dl.fbaipublicfiles.com/billion-scale-ann-benchmarks/track1_baseline_faiss/msspacev-1B.IVF1M_2level_PQ64x4fsr.faissindex",
"query_bs": 4096
}]
query-args: |
["nprobe=1,quantizer_efSearch=4",
"nprobe=1,quantizer_efSearch=8",
"nprobe=1,quantizer_efSearch=16",
"nprobe=2,quantizer_efSearch=8",
"nprobe=2,quantizer_efSearch=16",
"nprobe=4,quantizer_efSearch=16",
"nprobe=4,quantizer_efSearch=32",
"nprobe=4,quantizer_efSearch=64",
"nprobe=8,quantizer_efSearch=32",
"nprobe=8,quantizer_efSearch=64",
"nprobe=16,quantizer_efSearch=32",
"nprobe=8,quantizer_efSearch=128",
"nprobe=16,quantizer_efSearch=64",
"nprobe=16,quantizer_efSearch=128",
"nprobe=32,quantizer_efSearch=64",
"nprobe=32,quantizer_efSearch=128",
"nprobe=32,quantizer_efSearch=256",
"nprobe=64,quantizer_efSearch=128",
"nprobe=64,quantizer_efSearch=256",
"nprobe=64,quantizer_efSearch=512",
"nprobe=128,quantizer_efSearch=128",
"nprobe=128,quantizer_efSearch=256",
"nprobe=128,quantizer_efSearch=512",
"nprobe=256,quantizer_efSearch=256",
"nprobe=256,quantizer_efSearch=512"]
diskann-t2:
docker-tag: billion-scale-benchmark-diskann
module: benchmark.algorithms.diskann-t2
constructor: Diskann
base-args: ["@metric"]
run-groups:
base:
args: |
[{"R":100, "L":100, "B":47, "M":100,
"url": "https://comp21storage.z5.web.core.windows.net/comp21/diskann-T2-baseline-indices/msspacev-1B/R100_L100_B47_M100"
}]
query-args: |
[{"Ls":40, "BW":4, "T":16},
{"Ls":50, "BW":4, "T":16},
{"Ls":60, "BW":4, "T":16},
{"Ls":70, "BW":4, "T":16},
{"Ls":80, "BW":4, "T":16},
{"Ls":90, "BW":4, "T":16},
{"Ls":100, "BW":4, "T":16},
{"Ls":110, "BW":4, "T":16},
{"Ls":120, "BW":4, "T":16},
{"Ls":130, "BW":4, "T":16}]
bbann:
docker-tag: billion-scale-benchmark-bbann
module: benchmark.algorithms.bbann
constructor: BbANN
base-args: ["@metric"]
run-groups:
base:
args: |
[{"hnswM":32, "hnswefC":500, "K1":128, "blockSize":4096, "sample":1, "identifier":"bbann",
"url": "https://zilliznfs.blob.core.windows.net/bbann/Upload_Candidate_SPACEV_M32_Sample1"
}]
query-args: |
[
{"nProbe": 50, "efSearch":250, "K1":128, "blockSize":4096, "identifier": "bbann"},
{"nProbe":140, "efSearch":280, "K1":128, "blockSize":4096, "identifier": "bbann"},
{"nProbe":140, "efSearch":420, "K1":128, "blockSize":4096, "identifier": "bbann"},
{"nProbe":150, "efSearch":300, "K1":128, "blockSize":4096, "identifier": "bbann"},
{"nProbe":150, "efSearch":450, "K1":128, "blockSize":4096, "identifier": "bbann"},
{"nProbe":160, "efSearch":320, "K1":128, "blockSize":4096, "identifier": "bbann"},
{"nProbe":160, "efSearch":480, "K1":128, "blockSize":4096, "identifier": "bbann"},
{"nProbe":170, "efSearch":340, "K1":128, "blockSize":4096, "identifier": "bbann"},
{"nProbe":170, "efSearch":510, "K1":128, "blockSize":4096, "identifier": "bbann"},
{"nProbe":180, "efSearch":360, "K1":128, "blockSize":4096, "identifier": "bbann"}
]
msturing-1B:
kst_ann_t1:
docker-tag: billion-scale-benchmark-kst_ann_t1
module: benchmark.algorithms.kst_t1
constructor: kst
base-args: ["@metric"]
run-groups:
base:
args: |
[{"indexkey": "OPQ96_192,IVF1048576_HNSWlibInt8_32,PQ96x4fsr",
"url": "https://comp21storage.blob.core.windows.net/participants/msturing-1B.IVF1M_PQ96.faissindex",
"query_bs":4096,
"scale": 281.5,
"bias": 16.6
}]
query-args: |
["nprobe=8,quantizer_efSearch=32",
"nprobe=16,quantizer_efSearch=64",
"nprobe=32,quantizer_efSearch=32",
"nprobe=32,quantizer_efSearch=64",
"nprobe=32,quantizer_efSearch=128",
"nprobe=48,quantizer_efSearch=64",
"nprobe=48,quantizer_efSearch=96",
"nprobe=48,quantizer_efSearch=128",
"nprobe=48,quantizer_efSearch=256",
"nprobe=64,quantizer_efSearch=64"]
kota-t2:
docker-tag: billion-scale-benchmark-kota
module: benchmark.algorithms.kota-t2
constructor: KoTa
base-args: ["@metric"]
run-groups:
base:
args: |
[{"R":100, "L":100, "B":50, "M":80,
"url": "https://comp21storage.z5.web.core.windows.net/comp21/diskann-T2-baseline-indices/msturing-1B/R100_L100_B50_M80"
}]
query-args: |
[{"Ls":30, "BW":4, "T":16},
{"Ls":40, "BW":4, "T":16},
{"Ls":50, "BW":4, "T":16},
{"Ls":55, "BW":4, "T":16},
{"Ls":57, "BW":4, "T":16},
{"Ls":59, "BW":4, "T":16},
{"Ls":60, "BW":4, "T":16},
{"Ls":70, "BW":4, "T":16},
{"Ls":80, "BW":4, "T":16},
{"Ls":100, "BW":4, "T":16}]
faiss-t1:
docker-tag: billion-scale-benchmark-faissconda
module: benchmark.algorithms.faiss_t1
constructor: Faiss
base-args: ["@metric"]
run-groups:
base:
args: |
[{"indexkey": "OPQ64_128,IVF1048576_HNSW32,PQ64x4fsr",
"url": "https://dl.fbaipublicfiles.com/billion-scale-ann-benchmarks/track1_baseline_faiss/msturing-1B.IVF1M_2level_PQ64x4fsr.faissindex",
"query_bs": 4096
}]
query-args: |
["nprobe=1,quantizer_efSearch=4",
"nprobe=2,quantizer_efSearch=4",
"nprobe=1,quantizer_efSearch=8",
"nprobe=2,quantizer_efSearch=8",
"nprobe=1,quantizer_efSearch=16",
"nprobe=2,quantizer_efSearch=16",
"nprobe=4,quantizer_efSearch=16",
"nprobe=2,quantizer_efSearch=32",
"nprobe=4,quantizer_efSearch=32",
"nprobe=8,quantizer_efSearch=32",
"nprobe=8,quantizer_efSearch=64",
"nprobe=16,quantizer_efSearch=64",
"nprobe=16,quantizer_efSearch=128",
"nprobe=32,quantizer_efSearch=128",
"nprobe=32,quantizer_efSearch=256",
"nprobe=64,quantizer_efSearch=128",
"nprobe=64,quantizer_efSearch=256",
"nprobe=128,quantizer_efSearch=128",
"nprobe=64,quantizer_efSearch=512",
"nprobe=128,quantizer_efSearch=256",
"nprobe=128,quantizer_efSearch=512",
"nprobe=256,quantizer_efSearch=256",
"nprobe=256,quantizer_efSearch=512"]
puck-t1:
docker-tag: billion-scale-benchmark-puck
module: benchmark.algorithms.puck_t1
constructor: Puck
base-args: ["@metric"]
run-groups:
base:
args: |
[{"indexkey": "C8000_F5000_FN13_N34",
"url": "https://gips-test-bucket-0-gz.gz.bcebos.com/similar/msturing-1B.puckindex"}]
query-args: |
[
"10,40,19000,200",
"10,60,19000,200",
"10,80,19000,600",
"10,30,20000,200",
"10,50,20000,300",
"10,20,22000,300",
"10,60,23000,200",
"10,70,24000,300",
"10,70,25000,300",
"10,90,100000,900"]
team11:
docker-tag: billion-scale-benchmark-faissconda
module: benchmark.algorithms.team11
constructor: Faiss
base-args: ["@metric"]
run-groups:
base:
args: |
[{"indexkey": "OPQ128_256,IVF65536_HNSW32,PQ128x4fsr",
"url": "https://dl.fbaipublicfiles.com/billion-scale-ann-benchmarks/track1_baseline_faiss/msturing-1B.IVF1M_2level_PQ64x4fsr.faissindex",
"query_bs": 4096
}]
query-args: |
[
"nprobe=16,quantizer_efSearch=128",
"nprobe=32,quantizer_efSearch=128",
"nprobe=32,quantizer_efSearch=256",
"nprobe=64,quantizer_efSearch=128",
"nprobe=64,quantizer_efSearch=256",
"nprobe=128,quantizer_efSearch=128",
"nprobe=64,quantizer_efSearch=512",
"nprobe=128,quantizer_efSearch=256",
"nprobe=128,quantizer_efSearch=512",
"nprobe=256,quantizer_efSearch=256"]
diskann-t2:
docker-tag: billion-scale-benchmark-diskann
module: benchmark.algorithms.diskann-t2
constructor: Diskann
base-args: ["@metric"]
run-groups:
base:
args: |
[{"R":100, "L":100, "B":50, "M":80,
"url": "https://comp21storage.z5.web.core.windows.net/comp21/diskann-T2-baseline-indices/msturing-1B/R100_L100_B50_M80"
}]
query-args: |
[{"Ls":30, "BW":4, "T":16},
{"Ls":40, "BW":4, "T":16},
{"Ls":50, "BW":4, "T":16},
{"Ls":55, "BW":4, "T":16},
{"Ls":57, "BW":4, "T":16},
{"Ls":59, "BW":4, "T":16},
{"Ls":60, "BW":4, "T":16},
{"Ls":70, "BW":4, "T":16},
{"Ls":80, "BW":4, "T":16},
{"Ls":100, "BW":4, "T":16}]
bigann-1B:
kst_ann_t1:
docker-tag: billion-scale-benchmark-kst_ann_t1
module: benchmark.algorithms.kst_t1
constructor: kst
base-args: ["@metric"]
run-groups:
base:
args: |
[{"indexkey": "OPQ96_192,IVF1048576_HNSWlibInt8_32,PQ96x4fsr",
"url": "https://comp21storage.blob.core.windows.net/participants/bigann-1B.IVF1M_PQ96.faissindex",
"query_bs":4096,
"scale": 2.23,
"bias": -10.794
}]
query-args: |
["nprobe=8,quantizer_efSearch=32",
"nprobe=16,quantizer_efSearch=64",
"nprobe=32,quantizer_efSearch=32",
"nprobe=32,quantizer_efSearch=64",
"nprobe=32,quantizer_efSearch=128",
"nprobe=48,quantizer_efSearch=64",
"nprobe=48,quantizer_efSearch=96",
"nprobe=48,quantizer_efSearch=128",
"nprobe=48,quantizer_efSearch=256",
"nprobe=64,quantizer_efSearch=64"]
kota-t2:
docker-tag: billion-scale-benchmark-kota
module: benchmark.algorithms.kota-t2
constructor: KoTa
base-args: ["@metric"]
run-groups:
base:
args: |
[{"R":100, "L":100, "B":50, "M":80,
"url": "https://comp21storage.z5.web.core.windows.net/comp21/diskann-T2-baseline-indices/bigann-1B/R100_L100_B50_M80"
}]
query-args: |
[{"Ls":30, "BW":4, "T":16},
{"Ls":40, "BW":4, "T":16},
{"Ls":50, "BW":4, "T":16},
{"Ls":55, "BW":4, "T":16},
{"Ls":60, "BW":4, "T":16},
{"Ls":62, "BW":4, "T":16},
{"Ls":65, "BW":4, "T":16},
{"Ls":70, "BW":4, "T":16},
{"Ls":80, "BW":4, "T":16},
{"Ls":100, "BW":4, "T":16}]
faiss-t1:
docker-tag: billion-scale-benchmark-faissconda
module: benchmark.algorithms.faiss_t1
constructor: Faiss
base-args: ["@metric"]
run-groups:
base:
args: |
[{"indexkey": "OPQ64_128,IVF1048576_HNSW32,PQ64x4fsr",
"url": "https://dl.fbaipublicfiles.com/billion-scale-ann-benchmarks/track1_baseline_faiss/bigann-1B.IVF1M_2level_PQ64x4fsr.faissindex"
}]
query-args: |
["nprobe=1,quantizer_efSearch=4",
"nprobe=2,quantizer_efSearch=4",
"nprobe=4,quantizer_efSearch=4",
"nprobe=4,quantizer_efSearch=8",
"nprobe=8,quantizer_efSearch=4",
"nprobe=8,quantizer_efSearch=8",
"nprobe=8,quantizer_efSearch=16",
"nprobe=8,quantizer_efSearch=32",
"nprobe=16,quantizer_efSearch=16",
"nprobe=16,quantizer_efSearch=32",
"nprobe=16,quantizer_efSearch=64",
"nprobe=32,quantizer_efSearch=8",
"nprobe=32,quantizer_efSearch=32",
"nprobe=32,quantizer_efSearch=64",
"nprobe=32,quantizer_efSearch=128",
"nprobe=64,quantizer_efSearch=16",
"nprobe=64,quantizer_efSearch=32",
"nprobe=64,quantizer_efSearch=64",
"nprobe=64,quantizer_efSearch=128",
"nprobe=64,quantizer_efSearch=256",
"nprobe=128,quantizer_efSearch=32",
"nprobe=128,quantizer_efSearch=64",
"nprobe=128,quantizer_efSearch=128",
"nprobe=128,quantizer_efSearch=256",
"nprobe=128,quantizer_efSearch=512",
"nprobe=256,quantizer_efSearch=64",
"nprobe=256,quantizer_efSearch=128",
"nprobe=256,quantizer_efSearch=512"]
puck-t1:
docker-tag: billion-scale-benchmark-puck
module: benchmark.algorithms.puck_t1
constructor: Puck
base-args: ["@metric"]
run-groups:
base:
args: |
[{"indexkey": "C10000_F5000_FN16_N32",
"url": "https://gips-test-bucket-0-gz.gz.bcebos.com/similar/bigann-1B.puckindex"
}]
query-args: |
[
"10,30,11000,100",
"10,30,12000,100",
"10,20,13000,200",
"10,30,13000,200",
"10,30,14000,200",
"10,30,15000,100",
"10,30,19000,200",
"10,30,20000,300",
"10,90,200000,1400",
"10,100,230000,1300"
]
buddy-t1:
docker-tag: billion-scale-benchmark-faissconda
module: benchmark.algorithms.buddy_t1
constructor: Buddy
base-args: ["@metric"]
run-groups:
base:
args: |
[{"indexkey": "OPQ64_128,IVF1048576_HNSW32,PQ64x4fsr",
"url": "https://bigannstorage.blob.core.windows.net/buddy-blob/bigann-1B.buddy.multicollinearity.OPQ64_128,IVF1048576_HNSW32,PQ64x4fsr.faissindex"
}]
query-args: |
["nprobe=8,quantizer_efSearch=16",
"nprobe=4,quantizer_efSearch=8",
"nprobe=16,quantizer_efSearch=32",
"nprobe=16,quantizer_efSearch=16",
"nprobe=64,quantizer_efSearch=32",
"nprobe=64,quantizer_efSearch=64",
"nprobe=8,quantizer_efSearch=8",
"nprobe=64,quantizer_efSearch=128",
"nprobe=128,quantizer_efSearch=32",
"nprobe=128,quantizer_efSearch=64"]
team11:
docker-tag: billion-scale-benchmark-faissconda
module: benchmark.algorithms.team11
constructor: Faiss
base-args: ["@metric"]
run-groups:
base:
args: |
[{
"indexkey": "OPQ128_256,IVF65536_HNSW32,PQ128x4fsr",
"url": "https://dl.fbaipublicfiles.com/billion-scale-ann-benchmarks/track1_baseline_faiss/bigann-1B.IVF1M_2level_PQ64x4fsr.faissindex"
}]
query-args: |
[
"nprobe=16,quantizer_efSearch=16",
"nprobe=16,quantizer_efSearch=32",
"nprobe=16,quantizer_efSearch=64",
"nprobe=32,quantizer_efSearch=8",
"nprobe=32,quantizer_efSearch=32",
"nprobe=32,quantizer_efSearch=64",
"nprobe=32,quantizer_efSearch=128",
"nprobe=64,quantizer_efSearch=16",
"nprobe=64,quantizer_efSearch=32",
"nprobe=64,quantizer_efSearch=64"]
diskann-t2:
docker-tag: billion-scale-benchmark-diskann
module: benchmark.algorithms.diskann-t2
constructor: Diskann
base-args: ["@metric"]
run-groups:
base:
args: |
[{"R":100, "L":100, "B":50, "M":80,
"url": "https://comp21storage.z5.web.core.windows.net/comp21/diskann-T2-baseline-indices/bigann-1B/R100_L100_B50_M80"
}]
query-args: |
[{"Ls":30, "BW":4, "T":16},
{"Ls":40, "BW":4, "T":16},
{"Ls":50, "BW":4, "T":16},
{"Ls":55, "BW":4, "T":16},
{"Ls":60, "BW":4, "T":16},
{"Ls":62, "BW":4, "T":16},
{"Ls":65, "BW":4, "T":16},
{"Ls":70, "BW":4, "T":16},
{"Ls":80, "BW":4, "T":16},
{"Ls":100, "BW":4, "T":16}]
ssnpp-1B:
kota-t2:
docker-tag: billion-scale-benchmark-kota
module: benchmark.algorithms.kota-t2
constructor: KoTa
base-args: ["@metric"]
run-groups:
base:
args: |
[{"R":100, "L":100, "B":60, "M":100, "C":500000, "CM":2,
"url": "https://comp21storage.z5.web.core.windows.net/comp21/diskann-T2-baseline-indices/fbssnpp-1B/R100_L100_B60_M100"
}]
query-args: |
[{"Lmin":9, "Lmax":10000, "BW":4, "T":16},
{"Lmin":14, "Lmax":10000, "BW":4, "T":16},
{"Lmin":9, "Lmax":20000, "BW":4, "T":16},
{"Lmin":14, "Lmax":20000, "BW":4, "T":16},
{"Lmin":19, "Lmax":20000, "BW":4, "T":16},
{"Lmin":39, "Lmax":20000, "BW":4, "T":16},
{"Lmin":7, "Lmax":30000, "BW":4, "T":16},
{"Lmin":14, "Lmax":30000, "BW":4, "T":16},
{"Lmin":29, "Lmax":30000, "BW":4, "T":16},
{"Lmin":58, "Lmax":30000, "BW":4, "T":16}]
faiss-t1:
docker-tag: billion-scale-benchmark-faissconda
module: benchmark.algorithms.faiss_t1
constructor: Faiss
base-args: ["@metric"]
run-groups:
base:
args: |
[{"indexkey": "OPQ32_128,IVF1048576_HNSW32,PQ32",
"url": "https://dl.fbaipublicfiles.com/billion-scale-ann-benchmarks/track1_baseline_faiss/ssnpp-1B.IVF1M_2level_PQ32.faissindex"
}]
query-args: |
["nprobe=1,quantizer_efSearch=4,ht=92",
"nprobe=1,quantizer_efSearch=4,ht=98",
"nprobe=1,quantizer_efSearch=4,ht=104",
"nprobe=1,quantizer_efSearch=4,ht=112",
"nprobe=1,quantizer_efSearch=8,ht=96",
"nprobe=1,quantizer_efSearch=8,ht=108",
"nprobe=1,quantizer_efSearch=16,ht=98",
"nprobe=1,quantizer_efSearch=16,ht=114",
"nprobe=1,quantizer_efSearch=16,ht=116",
"nprobe=1,quantizer_efSearch=32,ht=98",
"nprobe=1,quantizer_efSearch=32,ht=110",
"nprobe=1,quantizer_efSearch=32,ht=112",