diff options
Diffstat (limited to 'eigen/bench/perf_monitoring/gemm')
-rw-r--r-- | eigen/bench/perf_monitoring/gemm/changesets.txt | 61 | ||||
-rw-r--r-- | eigen/bench/perf_monitoring/gemm/gemm.cpp | 67 | ||||
-rw-r--r-- | eigen/bench/perf_monitoring/gemm/gemm_settings.txt | 15 | ||||
-rw-r--r-- | eigen/bench/perf_monitoring/gemm/lazy_gemm.cpp | 98 | ||||
-rw-r--r-- | eigen/bench/perf_monitoring/gemm/lazy_gemm_settings.txt | 15 | ||||
-rw-r--r-- | eigen/bench/perf_monitoring/gemm/make_plot.sh | 38 | ||||
-rw-r--r-- | eigen/bench/perf_monitoring/gemm/run.sh | 156 |
7 files changed, 450 insertions, 0 deletions
diff --git a/eigen/bench/perf_monitoring/gemm/changesets.txt b/eigen/bench/perf_monitoring/gemm/changesets.txt new file mode 100644 index 0000000..af8eb9b --- /dev/null +++ b/eigen/bench/perf_monitoring/gemm/changesets.txt @@ -0,0 +1,61 @@ +#3.0.1 +#3.1.1 +#3.2.0 +3.2.4 +#5745:37f59e65eb6c +5891:d8652709345d # introduce AVX +#5893:24b4dc92c6d3 # merge +5895:997c2ef9fc8b # introduce FMA +#5904:e1eafd14eaa1 # complex and AVX +5908:f8ee3c721251 # improve packing with ptranspose +#5921:ca808bb456b0 # merge +#5927:8b1001f9e3ac +5937:5a4ca1ad8c53 # New gebp kernel handling up to 3 packets x 4 register-level blocks +#5949:f3488f4e45b2 # merge +#5969:e09031dccfd9 # Disable 3pX4 kernel on Altivec +#5992:4a429f5e0483 # merge +before-evaluators +#6334:f6a45e5b8b7c # Implement evaluator for sparse outer products +#6639:c9121c60b5c7 +#6655:06f163b5221f # Properly detect FMA support on ARM +#6677:700e023044e7 # FMA has been wrongly disabled +#6681:11d31dafb0e3 +#6699:5e6e8e10aad1 # merge default to tensors +#6726:ff2d2388e7b9 # merge default to tensors +#6742:0cbd6195e829 # merge default to tensors +#6747:853d2bafeb8f # Generalized the gebp apis +6765:71584fd55762 # Made the blocking computation aware of the l3 cache; Also optimized the blocking parameters to take into account the number of threads used for a computation +#6781:9cc5a931b2c6 # generalized gemv +#6792:f6e1daab600a # ensured that contractions that can be reduced to a matrix vector product +#6844:039efd86b75c # merge tensor +6845:7333ed40c6ef # change prefetching in gebp +#6856:b5be5e10eb7f # merge index conversion +#6893:c3a64aba7c70 # clean blocking size computation +#6898:6fb31ebe6492 # rotating kernel for ARM +6899:877facace746 # rotating kernel for ARM only +#6904:c250623ae9fa # result_of +6921:915f1b1fc158 # fix prefetching change for ARM +6923:9ff25f6dacc6 # prefetching +6933:52572e60b5d3 # blocking size strategy +6937:c8c042f286b2 # avoid redundant pack_rhs +6981:7e5d6f78da59 # dynamic loop swapping +6984:45f26866c091 # rm dynamic loop swapping, adjust lhs's micro panel height to fully exploit L1 cache +6986:a675d05b6f8f # blocking heuristic: block on the rhs in L1 if the lhs fit in L1. +7013:f875e75f07e5 # organize a little our default cache sizes, and use a saner default L1 outside of x86 (10% faster on Nexus 5) +7015:8aad8f35c955 # Refactor computeProductBlockingSizes to make room for the possibility of using lookup tables +7016:a58d253e8c91 # Polish lookup tables generation +7018:9b27294a8186 # actual_panel_rows computation should always be resilient to parameters not consistent with the known L1 cache size, see comment +7019:c758b1e2c073 # Provide a empirical lookup table for blocking sizes measured on a Nexus 5. Only for float, only for Android on ARM 32bit for now. +7085:627e039fba68 # Bug 986: add support for coefficient-based product with 0 depth. +7098:b6f1db9cf9ec # Bug 992: don't select a 3p GEMM path with non-vectorizable scalar types, this hits unsupported paths in symm/triangular products code +7591:09a8e2186610 # 3.3-alpha1 +7650:b0f3c8f43025 # help clang inlining +#8744:74b789ada92a # Improved the matrix multiplication blocking in the case where mr is not a power of 2 (e.g on Haswell CPUs) +8789:efcb912e4356 # Made the index type a template parameter to evaluateProductBlockingSizes. Use numext::mini and numext::maxi instead of std::min/std::max to compute blocking sizes +8972:81d53c711775 # Don't optimize the processing of the last rows of a matrix matrix product in cases that violate the assumptions made by the optimized code path +8985:d935df21a082 # Remove the rotating kernel. +8988:6c2dc56e73b3 # Bug 256: enable vectorization with unaligned loads/stores. +9148:b8b8c421e36c # Relax mixing-type constraints for binary coefficient-wise operators +9174:d228bc282ac9 # merge +9212:c90098affa7b # Fix performance regression introduced in changeset 8aad8f35c955 +9213:9f1c14e4694b # Fix performance regression in dgemm introduced by changeset 81d53c711775 diff --git a/eigen/bench/perf_monitoring/gemm/gemm.cpp b/eigen/bench/perf_monitoring/gemm/gemm.cpp new file mode 100644 index 0000000..614bd47 --- /dev/null +++ b/eigen/bench/perf_monitoring/gemm/gemm.cpp @@ -0,0 +1,67 @@ +#include <iostream> +#include <fstream> +#include <vector> +#include <Eigen/Core> +#include "../../BenchTimer.h" +using namespace Eigen; + +#ifndef SCALAR +#error SCALAR must be defined +#endif + +typedef SCALAR Scalar; + +typedef Matrix<Scalar,Dynamic,Dynamic> Mat; + +EIGEN_DONT_INLINE +void gemm(const Mat &A, const Mat &B, Mat &C) +{ + C.noalias() += A * B; +} + +EIGEN_DONT_INLINE +double bench(long m, long n, long k) +{ + Mat A(m,k); + Mat B(k,n); + Mat C(m,n); + A.setRandom(); + B.setRandom(); + C.setZero(); + + BenchTimer t; + + double up = 1e8*4/sizeof(Scalar); + double tm0 = 4, tm1 = 10; + if(NumTraits<Scalar>::IsComplex) + { + up /= 4; + tm0 = 2; + tm1 = 4; + } + + double flops = 2. * m * n * k; + long rep = std::max(1., std::min(100., up/flops) ); + long tries = std::max(tm0, std::min(tm1, up/flops) ); + + BENCH(t, tries, rep, gemm(A,B,C)); + + return 1e-9 * rep * flops / t.best(); +} + +int main(int argc, char **argv) +{ + std::vector<double> results; + + std::ifstream settings("gemm_settings.txt"); + long m, n, k; + while(settings >> m >> n >> k) + { + //std::cerr << " Testing " << m << " " << n << " " << k << std::endl; + results.push_back( bench(m, n, k) ); + } + + std::cout << RowVectorXd::Map(results.data(), results.size()); + + return 0; +} diff --git a/eigen/bench/perf_monitoring/gemm/gemm_settings.txt b/eigen/bench/perf_monitoring/gemm/gemm_settings.txt new file mode 100644 index 0000000..5c43e1c --- /dev/null +++ b/eigen/bench/perf_monitoring/gemm/gemm_settings.txt @@ -0,0 +1,15 @@ +8 8 8 +9 9 9 +24 24 24 +239 239 239 +240 240 240 +2400 24 24 +24 2400 24 +24 24 2400 +24 2400 2400 +2400 24 2400 +2400 2400 24 +2400 2400 64 +4800 23 160 +23 4800 160 +2400 2400 2400 diff --git a/eigen/bench/perf_monitoring/gemm/lazy_gemm.cpp b/eigen/bench/perf_monitoring/gemm/lazy_gemm.cpp new file mode 100644 index 0000000..6dc3701 --- /dev/null +++ b/eigen/bench/perf_monitoring/gemm/lazy_gemm.cpp @@ -0,0 +1,98 @@ +#include <iostream> +#include <fstream> +#include <vector> +#include <Eigen/Core> +#include "../../BenchTimer.h" +using namespace Eigen; + +#ifndef SCALAR +#error SCALAR must be defined +#endif + +typedef SCALAR Scalar; + +template<typename MatA, typename MatB, typename MatC> +EIGEN_DONT_INLINE +void lazy_gemm(const MatA &A, const MatB &B, MatC &C) +{ +// escape((void*)A.data()); +// escape((void*)B.data()); + C.noalias() += A.lazyProduct(B); +// escape((void*)C.data()); +} + +template<int m, int n, int k, int TA> +EIGEN_DONT_INLINE +double bench() +{ + typedef Matrix<Scalar,m,k,TA> MatA; + typedef Matrix<Scalar,k,n> MatB; + typedef Matrix<Scalar,m,n> MatC; + + MatA A(m,k); + MatB B(k,n); + MatC C(m,n); + A.setRandom(); + B.setRandom(); + C.setZero(); + + BenchTimer t; + + double up = 1e7*4/sizeof(Scalar); + double tm0 = 10, tm1 = 20; + + double flops = 2. * m * n * k; + long rep = std::max(10., std::min(10000., up/flops) ); + long tries = std::max(tm0, std::min(tm1, up/flops) ); + + BENCH(t, tries, rep, lazy_gemm(A,B,C)); + + return 1e-9 * rep * flops / t.best(); +} + +template<int m, int n, int k> +double bench_t(int t) +{ + if(t) + return bench<m,n,k,RowMajor>(); + else + return bench<m,n,k,0>(); +} + +EIGEN_DONT_INLINE +double bench_mnk(int m, int n, int k, int t) +{ + int id = m*10000 + n*100 + k; + switch(id) { + case 10101 : return bench_t< 1, 1, 1>(t); break; + case 20202 : return bench_t< 2, 2, 2>(t); break; + case 30303 : return bench_t< 3, 3, 3>(t); break; + case 40404 : return bench_t< 4, 4, 4>(t); break; + case 50505 : return bench_t< 5, 5, 5>(t); break; + case 60606 : return bench_t< 6, 6, 6>(t); break; + case 70707 : return bench_t< 7, 7, 7>(t); break; + case 80808 : return bench_t< 8, 8, 8>(t); break; + case 90909 : return bench_t< 9, 9, 9>(t); break; + case 101010 : return bench_t<10,10,10>(t); break; + case 111111 : return bench_t<11,11,11>(t); break; + case 121212 : return bench_t<12,12,12>(t); break; + } + return 0; +} + +int main(int argc, char **argv) +{ + std::vector<double> results; + + std::ifstream settings("lazy_gemm_settings.txt"); + long m, n, k, t; + while(settings >> m >> n >> k >> t) + { + //std::cerr << " Testing " << m << " " << n << " " << k << std::endl; + results.push_back( bench_mnk(m, n, k, t) ); + } + + std::cout << RowVectorXd::Map(results.data(), results.size()); + + return 0; +} diff --git a/eigen/bench/perf_monitoring/gemm/lazy_gemm_settings.txt b/eigen/bench/perf_monitoring/gemm/lazy_gemm_settings.txt new file mode 100644 index 0000000..407d5d4 --- /dev/null +++ b/eigen/bench/perf_monitoring/gemm/lazy_gemm_settings.txt @@ -0,0 +1,15 @@ +1 1 1 0 +2 2 2 0 +3 3 3 0 +4 4 4 0 +4 4 4 1 +5 5 5 0 +6 6 6 0 +7 7 7 0 +7 7 7 1 +8 8 8 0 +9 9 9 0 +10 10 10 0 +11 11 11 0 +12 12 12 0 +12 12 12 1 diff --git a/eigen/bench/perf_monitoring/gemm/make_plot.sh b/eigen/bench/perf_monitoring/gemm/make_plot.sh new file mode 100644 index 0000000..cd3214a --- /dev/null +++ b/eigen/bench/perf_monitoring/gemm/make_plot.sh @@ -0,0 +1,38 @@ +#!/bin/bash + +# base name of the bench +# it reads $1.out +# and generates $1.pdf +WHAT=$1 +bench=$2 + +header="rev " +while read line +do + if [ ! -z '$line' ]; then + header="$header \"$line\"" + fi +done < $bench"_settings.txt" + +echo $header > $WHAT.out.header +cat $WHAT.out >> $WHAT.out.header + + +echo "set title '$WHAT'" > $WHAT.gnuplot +echo "set key autotitle columnhead outside " >> $WHAT.gnuplot +echo "set xtics rotate 1" >> $WHAT.gnuplot + +echo "set term pdf color rounded enhanced fontscale 0.35 size 7in,5in" >> $WHAT.gnuplot +echo set output "'"$WHAT.pdf"'" >> $WHAT.gnuplot + +col=`cat $bench"_settings.txt" | wc -l` +echo "plot for [col=2:$col+1] '$WHAT.out.header' using 0:col:xticlabels(1) with lines" >> $WHAT.gnuplot +echo " " >> $WHAT.gnuplot + +gnuplot -persist < $WHAT.gnuplot + +# generate a png file +# convert -background white -density 120 -rotate 90 -resize 800 +dither -colors 256 -quality 0 $WHAT.ps -background white -flatten .$WHAT.png + +# clean +rm $WHAT.out.header $WHAT.gnuplot
\ No newline at end of file diff --git a/eigen/bench/perf_monitoring/gemm/run.sh b/eigen/bench/perf_monitoring/gemm/run.sh new file mode 100644 index 0000000..9d6ee40 --- /dev/null +++ b/eigen/bench/perf_monitoring/gemm/run.sh @@ -0,0 +1,156 @@ +#!/bin/bash + +# ./run.sh gemm +# ./run.sh lazy_gemm + +# Examples of environment variables to be set: +# PREFIX="haswell-fma-" +# CXX_FLAGS="-mfma" + +# Options: +# -up : enforce the recomputation of existing data, and keep best results as a merging strategy +# -s : recompute selected changesets only and keep bests + +bench=$1 + +if echo "$*" | grep '\-up' > /dev/null; then + update=true +else + update=false +fi + +if echo "$*" | grep '\-s' > /dev/null; then + selected=true +else + selected=false +fi + +global_args="$*" + +if [ $selected == true ]; then + echo "Recompute selected changesets only and keep bests" +elif [ $update == true ]; then + echo "(Re-)Compute all changesets and keep bests" +else + echo "Skip previously computed changesets" +fi + + + +if [ ! -d "eigen_src" ]; then + hg clone https://bitbucket.org/eigen/eigen eigen_src +else + cd eigen_src + hg pull -u + cd .. +fi + +if [ ! -z '$CXX' ]; then + CXX=g++ +fi + +function make_backup +{ + if [ -f "$1.out" ]; then + mv "$1.out" "$1.backup" + fi +} + +function merge +{ + count1=`echo $1 | wc -w` + count2=`echo $2 | wc -w` + + if [ $count1 == $count2 ]; then + a=( $1 ); b=( $2 ) + res="" + for (( i=0 ; i<$count1 ; i++ )); do + ai=${a[$i]}; bi=${b[$i]} + tmp=`echo "if ($ai > $bi) $ai else $bi " | bc -l` + res="$res $tmp" + done + echo $res + + else + echo $1 + fi +} + +function test_current +{ + rev=$1 + scalar=$2 + name=$3 + + prev="" + if [ -e "$name.backup" ]; then + prev=`grep $rev "$name.backup" | cut -c 14-` + fi + res=$prev + count_rev=`echo $prev | wc -w` + count_ref=`cat $bench"_settings.txt" | wc -l` + if echo "$global_args" | grep "$rev" > /dev/null; then + rev_found=true + else + rev_found=false + fi +# echo $update et $selected et $rev_found because $rev et "$global_args" +# echo $count_rev et $count_ref + if [ $update == true ] || [ $count_rev != $count_ref ] || ([ $selected == true ] && [ $rev_found == true ]); then + if $CXX -O2 -DNDEBUG -march=native $CXX_FLAGS -I eigen_src $bench.cpp -DSCALAR=$scalar -o $name; then + curr=`./$name` + if [ $count_rev == $count_ref ]; then + echo "merge previous $prev" + echo "with new $curr" + else + echo "got $curr" + fi + res=`merge "$curr" "$prev"` +# echo $res + echo "$rev $res" >> $name.out + else + echo "Compilation failed, skip rev $rev" + fi + else + echo "Skip existing results for $rev / $name" + echo "$rev $res" >> $name.out + fi +} + +make_backup $PREFIX"s"$bench +make_backup $PREFIX"d"$bench +make_backup $PREFIX"c"$bench + +cut -f1 -d"#" < changesets.txt | grep -E '[[:alnum:]]' | while read rev +do + if [ ! -z '$rev' ]; then + echo "Testing rev $rev" + cd eigen_src + hg up -C $rev > /dev/null + actual_rev=`hg identify | cut -f1 -d' '` + cd .. + + test_current $actual_rev float $PREFIX"s"$bench + test_current $actual_rev double $PREFIX"d"$bench + test_current $actual_rev "std::complex<double>" $PREFIX"c"$bench + fi + +done + +echo "Float:" +cat $PREFIX"s""$bench.out" +echo " " + +echo "Double:" +cat $PREFIX"d""$bench.out" +echo "" + +echo "Complex:" +cat $PREFIX"c""$bench.out" +echo "" + +./make_plot.sh $PREFIX"s"$bench $bench +./make_plot.sh $PREFIX"d"$bench $bench +./make_plot.sh $PREFIX"c"$bench $bench + + |