extend monitoring benchmarks with transpose matrix-vector and triangular matrix-vectors.

This commit is contained in:
Gael Guennebaud 2016-12-05 13:36:26 +01:00
parent e3f613cbd4
commit 445c015751
13 changed files with 189 additions and 78 deletions

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@ -25,13 +25,13 @@ before-evaluators
#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
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
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
@ -50,7 +50,7 @@ before-evaluators
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)
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.
@ -59,6 +59,11 @@ before-evaluators
9174:d228bc282ac9 # merge
9212:c90098affa7b # Fix performance regression introduced in changeset 8aad8f35c955
9213:9f1c14e4694b # Fix performance regression in dgemm introduced by changeset 81d53c711775
3.3-beta2
3.3-rc1
3.3.0
9361:69d418c06999 # 3.3-beta2
9583:bef509908b9d # 3.3-rc1
9792:26667be4f70b # 3.3.0
9942:b1d3eba60130 # Operators += and -= do not resize!
9943:79bb9887afd4 # Ease compiler job to generate clean and efficient code in mat*vec
9946:2213991340ea # Complete rewrite of column-major-matrix * vector product to deliver higher performance of modern CPU.
9953:21acc0e8d782 # Improve performance of row-major-dense-matrix * vector products for recent CPUs.

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@ -53,7 +53,10 @@ int main(int argc, char **argv)
{
std::vector<double> results;
std::ifstream settings("gemm_settings.txt");
std::string filename = std::string("gemm_settings.txt");
if(argc>1)
filename = std::string(argv[1]);
std::ifstream settings(filename);
long m, n, k;
while(settings >> m >> n >> k)
{

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@ -1,18 +1,4 @@
#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;
typedef Matrix<Scalar,Dynamic,1> Vec;
#include "gemv_common.h"
EIGEN_DONT_INLINE
void gemv(const Mat &A, const Vec &B, Vec &C)
@ -20,49 +6,7 @@ void gemv(const Mat &A, const Vec &B, Vec &C)
C.noalias() += A * B;
}
EIGEN_DONT_INLINE
double bench(long m, long n)
{
Mat A(m,n);
Vec B(n);
Vec C(m);
A.setRandom();
B.setRandom();
C.setZero();
BenchTimer t;
double up = 1e9*4/sizeof(Scalar);
double tm0 = 4, tm1 = 10;
if(NumTraits<Scalar>::IsComplex)
{
up /= 4;
tm0 = 2;
tm1 = 4;
}
double flops = 2. * m * n;
long rep = std::max(1., std::min(100., up/flops) );
long tries = std::max(tm0, std::min(tm1, up/flops) );
BENCH(t, tries, rep, gemv(A,B,C));
return 1e-9 * rep * flops / t.best();
}
int main(int argc, char **argv)
{
std::vector<double> results;
std::ifstream settings("gemv_settings.txt");
long m, n;
while(settings >> m >> n)
{
//std::cerr << " Testing " << m << " " << n << " " << k << std::endl;
results.push_back( bench(m, n) );
}
std::cout << RowVectorXd::Map(results.data(), results.size());
return 0;
return main_gemv(argc, argv, gemv);
}

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@ -0,0 +1,68 @@
#include <iostream>
#include <fstream>
#include <vector>
#include <functional>
#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;
typedef Matrix<Scalar,Dynamic,1> Vec;
template<typename Func>
EIGEN_DONT_INLINE
double bench(long m, long n, Func &f)
{
Mat A(m,n);
Vec B(n);
Vec C(m);
A.setRandom();
B.setRandom();
C.setRandom();
BenchTimer t;
double up = 1e8/sizeof(Scalar);
double tm0 = 4, tm1 = 10;
if(NumTraits<Scalar>::IsComplex)
{
up /= 4;
tm0 = 2;
tm1 = 4;
}
double flops = 2. * m * n;
long rep = std::max(1., std::min(100., up/flops) );
long tries = std::max(tm0, std::min(tm1, up/flops) );
BENCH(t, tries, rep, f(A,B,C));
return 1e-9 * rep * flops / t.best();
}
template<typename Func>
int main_gemv(int argc, char **argv, Func& f, const std::string &setting_filename)
{
std::vector<double> results;
std::string filename = std::string("gemv_settings.txt");
if(argc>1)
filename = std::string(argv[1]);
std::ifstream settings(setting_filename);
long m, n;
while(settings >> m >> n)
{
//std::cerr << " Testing " << m << " " << n << std::endl;
results.push_back( bench(m, n, f) );
}
std::cout << RowVectorXd::Map(results.data(), results.size());
return 0;
}

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@ -0,0 +1,12 @@
#include "gemv_common.h"
EIGEN_DONT_INLINE
void gemv(const Mat &A, Vec &B, const Vec &C)
{
B.noalias() += A.transpose() * C;
}
int main(int argc, char **argv)
{
return main_gemv(argc, argv, gemv);
}

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@ -84,7 +84,10 @@ int main(int argc, char **argv)
{
std::vector<double> results;
std::ifstream settings("lazy_gemm_settings.txt");
std::string filename = std::string("lazy_gemm_settings.txt");
if(argc>1)
filename = std::string(argv[1]);
std::ifstream settings(filename);
long m, n, k, t;
while(settings >> m >> n >> k >> t)
{

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@ -5,6 +5,7 @@
# and generates $1.pdf
WHAT=$1
bench=$2
settings_file=$3
header="rev "
while read line
@ -12,7 +13,7 @@ do
if [ ! -z '$line' ]; then
header="$header \"$line\""
fi
done < $bench"_settings.txt"
done < $settings_file
echo $header > $WHAT.out.header
cat $WHAT.out >> $WHAT.out.header
@ -25,7 +26,7 @@ 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`
col=`cat $settings_file | wc -l`
echo "plot for [col=2:$col+1] '$WHAT.out.header' using 0:col:xticlabels(1) with lines" >> $WHAT.gnuplot
echo " " >> $WHAT.gnuplot
@ -35,4 +36,4 @@ gnuplot -persist < $WHAT.gnuplot
# 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
rm $WHAT.out.header $WHAT.gnuplot

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@ -1,17 +1,22 @@
#!/bin/bash
# ./run.sh gemm
# ./run.sh lazy_gemm
# ./run.sh gemm gemm_settings.txt
# ./run.sh lazy_gemm lazy_gemm_settings.txt
# ./run.sh gemv gemv_settings.txt
# ./run.sh trmv_up gemv_square_settings.txt
# ...
# Examples of environment variables to be set:
# PREFIX="haswell-fma-"
# CXX_FLAGS="-mfma"
# CXX=clang++
# 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
settings_file=$2
if echo "$*" | grep '\-up' > /dev/null; then
update=true
@ -88,7 +93,7 @@ function test_current
fi
res=$prev
count_rev=`echo $prev | wc -w`
count_ref=`cat $bench"_settings.txt" | wc -l`
count_ref=`cat $settings_file | wc -l`
if echo "$global_args" | grep "$rev" > /dev/null; then
rev_found=true
else
@ -98,7 +103,7 @@ function test_current
# 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`
curr=`./$name $settings_file`
if [ $count_rev == $count_ref ]; then
echo "merge previous $prev"
echo "with new $curr"
@ -149,8 +154,8 @@ 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
./make_plot.sh $PREFIX"s"$bench $bench $settings_file
./make_plot.sh $PREFIX"d"$bench $bench $settings_file
./make_plot.sh $PREFIX"c"$bench $bench $settings_file

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@ -0,0 +1,22 @@
#!/bin/bash
# ./runall.sh
# Examples of environment variables to be set:
# PREFIX="haswell-fma-"
# CXX_FLAGS="-mfma"
# CXX=clang++
# Options:
# -up : enforce the recomputation of existing data, and keep best results as a merging strategy
# -s : recompute selected changesets only and keep bests
./run.sh gemm gemm_settings.txt $*
./run.sh lazy_gemm lazy_gemm_settings.txt $*
./run.sh gemv gemv_settings.txt $*
./run.sh gemvt gemv_settings.txt $*
./run.sh trmv_up gemv_square_settings.txt $*
./run.sh trmv_lo gemv_square_settings.txt $*
./run.sh trmv_upt gemv_square_settings.txt $*
./run.sh trmv_lot gemv_square_settings.txt $*

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@ -0,0 +1,12 @@
#include "gemv_common.h"
EIGEN_DONT_INLINE
void trmv(const Mat &A, const Vec &B, Vec &C)
{
C.noalias() += A.triangularView<Lower>() * B;
}
int main(int argc, char **argv)
{
return main_gemv(argc, argv, trmv);
}

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@ -0,0 +1,12 @@
#include "gemv_common.h"
EIGEN_DONT_INLINE
void gemv(const Mat &A, Vec &B, const Vec &C)
{
B.noalias() += A.transpose().triangularView<Lower>() * C;
}
int main(int argc, char **argv)
{
return main_gemv(argc, argv, trmv);
}

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@ -0,0 +1,12 @@
#include "gemv_common.h"
EIGEN_DONT_INLINE
void trmv(const Mat &A, const Vec &B, Vec &C)
{
C.noalias() += A.triangularView<Upper>() * B;
}
int main(int argc, char **argv)
{
return main_gemv(argc, argv, trmv);
}

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@ -0,0 +1,12 @@
#include "gemv_common.h"
EIGEN_DONT_INLINE
void trmv(const Mat &A, Vec &B, const Vec &C)
{
B.noalias() += A.transpose().triangularView<Upper>() * C;
}
int main(int argc, char **argv)
{
return main_gemv(argc, argv, trmv);
}