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#! /bin/bash | |
# @nolint | |
. crun_tools.bash | |
basedir=/mnt/vol/gfsai-flash3-east/ai-group/users/matthijs/bench_standalone_codec | |
lars=$basedir/lars | |
logdir=$basedir/logs | |
mkdir -p $lars $logdir | |
chmod 777 $logdir | |
compile faiss/benchs/bench_all_ivf bench_standalone_codec | |
if false; then | |
for db in bigann1M sift1M deep1M sentences_de sentences_ru low_shot_resnet50; do | |
# for db in sentences_ru; do | |
for key in Pad256,ITQ256,LSH Pad128,ITQ128,LSH ITQ64,LSH RR256,LSHt RR128,LSHt; do | |
run_on_1machine bin.$db.$key.d \ | |
$exe --db $db --factorykey $key --eval_search_hamming | |
done | |
done | |
for db in bigann1M sift1M deep1M sentences_de sentences_ru low_shot_resnet50; do | |
# SQfp16 SQ8 SQ6 SQ4 \ | |
# PCAR256,SQ8 PCAR512,SQ8 \ | |
# PCAR128,SQ8 PCAR64,SQ8 \ | |
# PCAR128,SQ4 PCAR64,SQ4 \ | |
# OPQ64_256,PQ64 OPQ32_128,PQ32 OPQ16_64,PQ16 \ | |
# OPQ128_512,PQ128 | |
for key in \ | |
OPQ128_512,PQ128x10 PCAR512,PQ128x10 \ | |
OPQ128_512,PQ128x12 OPQ128_512,PQ128x14 \ | |
OPQ16_64,PQ16x10 OPQ16_64,PQ16x12 OPQ16_64,PQ16x14 \ | |
OPQ24_96,PQ24 OPQ24_96,PQ12 \ | |
OPQ8_48,PQ8 OPQ8_48,PQ8x10 OPQ8_48,PQ8x12 | |
do | |
run_on_1machine float.$db.$key.b \ | |
$exe --db $db --factorykey $key \ | |
--eval_search --eval_reconstruction | |
done | |
done | |
# .b: redo all IVF / IMI experiments due to bug in decoding of centroid | |
# .c: use residuals | |
for db in bigann1M sift1M deep1M sentences_de sentences_ru low_shot_resnet50; do | |
# OPQ32_128,PQ32x10 OPQ32_128,PQ32x12 \ | |
# OPQ64_256,PQ64x10 OPQ64_256,PQ64x12 \ | |
# OPQ32_128,IVF16384,PQ32 \ | |
# OPQ32_128,IMI2x10,PQ32 \ | |
# OPQ32_128,IMI2x12,PQ32 \ | |
# OPQ32_128,IMI2x14,PQ32 | |
for key in \ | |
OPQ32_128,Residual2x14,PQ32x12 \ | |
OPQ32_128,Residual2x14,PQ32x14 | |
do | |
run_on_1machine float2.$db.$key.e \ | |
$exe --db $db --factorykey $key \ | |
--eval_search --eval_reconstruction \ | |
--maxtrain 1000000 | |
done | |
done | |
for db in sentences_de low_shot_resnet50; do | |
for key in \ | |
PCAR1024,PQ256 PCAR1024,PQ256x12 \ | |
PCAR1024,Residual2x14,PQ256 PCAR1024,Residual2x14,PQ256x12 \ | |
PCAR1024,PQ512 PCAR1024,PQ512x12 | |
do | |
run_on_1machine expensive.$db.$key.e \ | |
$exe --db $db --factorykey $key \ | |
--eval_search --eval_reconstruction \ | |
--maxtrain 1000000 | |
done | |
done | |
# lattice experiments! | |
# study on 32 byte target, 4x64 bit | |
for db in sentences_de low_shot_resnet50; do | |
for norm_nbit in 8; do | |
case $norm_nbit in | |
4) dim_r2s='20,118 24,61 28,40 32,30 36,24 40,21 44,18 48,17' ;; | |
6) dim_r2s='20,101 24,54 28,36 32,27 36,22 40,19 44,17 48,16' ;; | |
8) dim_r2s='20,86 24,47 28,32 32,25 36,20 40,18 44,16 48,15' ;; | |
esac | |
for dim_r2 in $dim_r2s; do | |
dim=${dim_r2%,*} | |
r2=${dim_r2#*,} | |
key=PCAR$((4 * dim)),ZnLattice4x${r2}_${norm_nbit} | |
run_on_1machine target32byte.$db.$key.b \ | |
$exe --db $db --factorykey $key \ | |
--eval_search --eval_reconstruction | |
done | |
done | |
done | |
fi | |
for db in sift1M deep1M sentences_de low_shot_resnet50; do | |
for nsq in 1 2 4 8 16 32 64; do | |
for norm_nbit in 4 6; do | |
case $norm_nbit in | |
4) dim_r2s='28,40 24,61 ' ;; | |
6) dim_r2s='24,54 ' ;; | |
8) dim_r2s='24,47 ' ;; | |
esac | |
for dim_r2 in $dim_r2s; do | |
dim=${dim_r2%,*} | |
r2=${dim_r2#*,} | |
key=PCAR$((nsq * dim)),ZnLattice${nsq}x${r2}_${norm_nbit} | |
run_on_1machine latsweep.$db.$key.a \ | |
$exe --db $db --factorykey $key \ | |
--eval_search --eval_reconstruction | |
done | |
done | |
done | |
done |
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