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finetune_adl_conv_loop_tuner.sh
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finetune_adl_conv_loop_tuner.sh
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###############################################################################
# Copyright (c) Intel Corporation - All rights reserved. #
# This file is part of the LIBXSMM library. #
# #
# For information on the license, see the LICENSE file. #
# Further information: https://github.com/libxsmm/libxsmm/ #
# SPDX-License-Identifier: BSD-3-Clause #
###############################################################################
#! /bin/bash
source /swtools/gcc/latest/gcc_vars.sh
export OMP_NUM_THREADS=24
export GOMP_CPU_AFFINITY="0-23"
loop_names=()
loop_specs=()
#For now we don't block additionally K dim, handled by BF of BR dimension
#for i in 0 1; do
# for j in 0 1; do
for i in 0; do
for j in 1; do
loop_names+=("conv1")
loop_specs+=("a_0_K,b_0_K,c_${i}_M,d_${j}_N,e_0_N,f_0_K,g_0_K")
done
done
for i in ${!loop_specs[@]}; do
./loop_permute_generator "${loop_names[$i]}" "${loop_specs[$i]}"
done
cat *bench_configs.txt > uber_config.txt
rm -rf *bench_configs.txt
awk '!seen[$0]++' uber_config.txt > tuner_config.txt
rm uber_config.txt
loopArray=()
nLoops=0
cat tuner_config.txt | sort > SORTED
cat SORTED > tuner_config.txt
rm SORTED
while IFS= read -r line || [[ "$line" ]]; do
loopArray+=("$line")
let "nLoops+=1"
done < tuner_config.txt
nConvs=20
for l in 2 3 7 12; do
N=1
bc=32
bk=32
niters=100
H=56
W=56
C=64
K=256
R=1
S=1
str=1
pad=0
CBFS=("1" "2")
WBFS=("1" "2" "4")
if [ $l -eq 0 ]; then
H=224
W=224
C=3
K=64
R=7
S=7
str=2
pad=3
bc=3
CBFS=("1")
WBFS=("1" "2" "4" "7")
fi
if [ $l -eq 1 ]; then
H=56
W=56
C=64
K=256
R=1
S=1
str=1
pad=0
CBFS=("1" "2")
WBFS=("1" "2")
fi
#GFLOPS 1106.11 afgbEDc_hb=1_wb=2_cb=1_kb=1
if [ $l -eq 2 ]; then
H=56
W=56
C=64
K=64
R=1
S=1
str=1
pad=0
CBFS=("1")
WBFS=("1" "2" "4" "8")
HBFS=("2" "4" "7" "14")
fi
#GFLOPS 1402.66 afgbCDE_hb=1_wb=2_cb=1_kb=1
if [ $l -eq 3 ]; then
H=56
W=56
C=64
K=64
R=3
S=3
str=1
pad=1
CBFS=("1")
WBFS=("1" "2" "4" "8")
HBFS=("2" "4" "7" "14")
fi
if [ $l -eq 4 ]; then
H=56
W=56
C=256
K=64
R=1
S=1
str=1
pad=0
CBFS=("1" "2" "8")
WBFS=("1" "2")
fi
if [ $l -eq 5 ]; then
H=56
W=56
C=256
K=512
R=1
S=1
str=2
pad=0
CBFS=("1" "2" "8")
WBFS=("1" "2")
fi
if [ $l -eq 6 ]; then
H=56
W=56
C=256
K=128
R=1
S=1
str=2
pad=0
CBFS=("1" "2" "8")
WBFS=("1" "2")
fi
#GFLOPS 1409.27 afgbCDE_hb=1_wb=2_cb=1_kb=1
if [ $l -eq 7 ]; then
H=28
W=28
C=128
K=128
R=3
S=3
str=1
pad=1
CBFS=("1")
WBFS=("1" "2" "4")
HBFS=("2" "4" "7" "14")
fi
if [ $l -eq 8 ]; then
H=28
W=28
C=128
K=512
R=1
S=1
str=1
pad=0
CBFS=("1" "2" "4")
WBFS=("1" "2")
fi
if [ $l -eq 9 ]; then
H=28
W=28
C=512
K=128
R=1
S=1
str=1
pad=0
CBFS=("1" "4" "16")
WBFS=("1" "2")
fi
if [ $l -eq 10 ]; then
H=28
W=28
C=512
K=1024
R=1
S=1
str=2
pad=0
CBFS=("1" "4" "16")
WBFS=("1" "2")
fi
if [ $l -eq 11 ]; then
H=28
W=28
C=512
K=256
R=1
S=1
str=2
pad=0
CBFS=("1" "4" "16")
WBFS=("1" "2")
fi
#GFLOPS 1318.95 afgbCDE_hb=1_wb=2_cb=1_kb=1
if [ $l -eq 12 ]; then
H=14
W=14
C=256
K=256
R=3
S=3
str=1
pad=1
CBFS=("1" "2")
WBFS=("1" "2")
HBFS=("2" "7")
fi
if [ $l -eq 13 ]; then
H=14
W=14
C=256
K=1024
R=1
S=1
str=1
pad=0
CBFS=("1" "4" "8")
WBFS=("1" "2")
fi
if [ $l -eq 14 ]; then
H=14
W=14
C=1024
K=256
R=1
S=1
str=1
pad=0
CBFS=("1" "8" "16")
WBFS=("1" "2")
fi
if [ $l -eq 15 ]; then
H=14
W=14
C=1024
K=2048
R=1
S=1
str=2
pad=0
CBFS=("1" "8" "16")
WBFS=("1")
fi
if [ $l -eq 16 ]; then
H=14
W=14
C=1024
K=512
R=1
S=1
str=2
pad=0
CBFS=("1" "8" "16")
WBFS=("1")
fi
if [ $l -eq 17 ]; then
H=7
W=7
C=512
K=512
R=3
S=3
str=1
pad=1
CBFS=("1" "8" "16")
WBFS=("1")
fi
if [ $l -eq 18 ]; then
H=7
W=7
C=512
K=2048
R=1
S=1
str=1
pad=0
CBFS=("1" "8" "16")
WBFS=("1")
fi
if [ $l -eq 19 ]; then
H=7
W=7
C=2048
K=512
R=1
S=1
str=1
pad=0
CBFS=("1" "8" "16")
WBFS=("1")
fi
benchmark_out_name="${H}_${W}_${C}_${K}_${R}_${S}_${str}_${pad}_adl_conv_bench_results"
echo "Tuning convs..." > ${benchmark_out_name}
for (( j = 0 ; j < $nLoops ; j++)); do
line=${loopArray[$j]}
#echo ${line}
lowerline=$(echo ${line} | tr '[:upper:]' '[:lower:]')
#echo ${lowerline}
KBFcount=$( echo ${lowerline} | tr -d -c 'c' | awk '{ print length; }' )
#echo "C count is ${KBFcount}"
HBFcount=$( echo ${lowerline} | tr -d -c 'd' | awk '{ print length; }' )
#echo "D count is ${HBFcount}"
if [[ ${HBFcount} -eq 1 ]]
then
continue
fi
#echo "HBF count is ${HBFcount}"
if [ $KBFcount -eq 2 ]; then
if [ $HBFcount -eq 2 ]; then
for cb in "${CBFS[@]}"; do
for kb in "${KBFS[@]}"; do
for wb in "${WBFS[@]}"; do
for hb in "${HBFS[@]}"; do
export OMP_NUM_THREADS=24
export GOMP_CPU_AFFINITY="0-23"
unset LIBXSMM_VERBOSE
./conv_fwd ${line} ${N} ${H} ${W} ${C} ${K} ${R} ${S} ${str} ${str} ${pad} ${pad} ${bc} ${bk} ${hb} ${wb} ${cb} ${kb} ${niters} >> ${benchmark_out_name}
done
done
done
done
fi
fi
if [ $KBFcount -eq 2 ]; then
if [ $HBFcount -eq 1 ]; then
for cb in "${CBFS[@]}"; do
for kb in "${KBFS[@]}"; do
for wb in "${WBFS[@]}"; do
hb=1
export OMP_NUM_THREADS=24
export GOMP_CPU_AFFINITY="0-23"
unset LIBXSMM_VERBOSE
./conv_fwd ${line} ${N} ${H} ${W} ${C} ${K} ${R} ${S} ${str} ${str} ${pad} ${pad} ${bc} ${bk} ${hb} ${wb} ${cb} ${kb} ${niters} >> ${benchmark_out_name}
done
done
done
fi
fi
if [ $KBFcount -eq 1 ]; then
if [ $HBFcount -eq 2 ]; then
for cb in "${CBFS[@]}"; do
for wb in "${WBFS[@]}"; do
for hb in "${HBFS[@]}"; do
kb=1
export OMP_NUM_THREADS=24
export GOMP_CPU_AFFINITY="0-23"
unset LIBXSMM_VERBOSE
#echo "Testing config ${line}"
./conv_fwd ${line} ${N} ${H} ${W} ${C} ${K} ${R} ${S} ${str} ${str} ${pad} ${pad} ${bc} ${bk} ${hb} ${wb} ${cb} ${kb} ${niters} >> ${benchmark_out_name}
done
done
done
fi
fi
if [ $KBFcount -eq 1 ]; then
if [ $HBFcount -eq 1 ]; then
for cb in "${CBFS[@]}"; do
for wb in "${WBFS[@]}"; do
kb=1
hb=1
export OMP_NUM_THREADS=24
export GOMP_CPU_AFFINITY="0-23"
unset LIBXSMM_VERBOSE
./conv_fwd ${line} ${N} ${H} ${W} ${C} ${K} ${R} ${S} ${str} ${str} ${pad} ${pad} ${bc} ${bk} ${hb} ${wb} ${cb} ${kb} ${niters} >> ${benchmark_out_name}
done
done
fi
fi
done
done