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[SYSTEMDS-2760] Transpose micro benchmark
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This micro benchmark considers multiple cases, tallskinny, shortwide
and "normal" matrices. It gives an indication of if the transpose is
parallelizing and using the hardware appropriately.
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Baunsgaard committed Dec 18, 2020
1 parent 3ce3270 commit a465e54
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3 changes: 2 additions & 1 deletion .gitignore
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Expand Up @@ -112,4 +112,5 @@ src/main/cpp/bin
*.dmlt

# Performance Test artifacts
scripts/perftest/results
scripts/perftest/results
scripts/perftest/in
120 changes: 120 additions & 0 deletions scripts/perftest/MatrixTranspose.sh
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#!/usr/bin/env bash
#-------------------------------------------------------------
#
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
# KIND, either express or implied. See the License for the
# specific language governing permissions and limitations
# under the License.
#
#-------------------------------------------------------------

# Set properties
export LOG4JPROP='scripts/perftest/conf/log4j-off.properties'
export SYSDS_QUIET=1
export SYSTEMDS_ROOT=$(pwd)
export PATH=$SYSTEMDS_ROOT/bin:$PATH

export SYSTEMDS_STANDALONE_OPTS="-Xmx20g -Xms20g -Xmn2000m"

mkdir -p 'scripts/perftest/results'

repeatScript=5
methodRepeat=5
sparsities=("1.0 0.1")

for s in $sparsities; do

LogName="scripts/perftest/results/transpose-skinny-$s.log"
rm -f $LogName

# Baseline
perf stat -d -d -d -r $repeatScript \
systemds scripts/perftest/scripts/transpose.dml \
-config scripts/perftest/conf/std.xml \
-stats \
-args 2500000 50 $s $methodRepeat \
>>$LogName 2>&1

echo $LogName
cat $LogName | grep -E ' r. |Total elapsed time|-----------| instructions | cycles | CPUs utilized ' | tee $LogName.log

LogName="scripts/perftest/results/transpose-wide-$s.log"
rm -f $LogName

# Baseline
perf stat -d -d -d -r $repeatScript \
systemds scripts/perftest/scripts/transpose.dml \
-config scripts/perftest/conf/std.xml \
-stats \
-args 50 2500000 $s $methodRepeat \
>>$LogName 2>&1

echo $LogName
cat $LogName | grep -E ' r. |Total elapsed time|-----------| instructions | cycles | CPUs utilized ' | tee $LogName.log

LogName="scripts/perftest/results/transpose-full-$s.log"
rm -f $LogName

# Baseline
perf stat -d -d -d -r $repeatScript \
systemds scripts/perftest/scripts/transpose.dml \
-config scripts/perftest/conf/std.xml \
-stats \
-args 20000 5000 $s $methodRepeat \
>>$LogName 2>&1

echo $LogName
cat $LogName | grep -E ' r. |Total elapsed time|-----------| instructions | cycles | CPUs utilized ' | tee $LogName.log
done

LogName="scripts/perftest/results/transpose-large.log"
rm -f $LogName
# Baseline
perf stat -d -d -d -r $repeatScript \
systemds scripts/perftest/scripts/transpose.dml \
-config scripts/perftest/conf/std.xml \
-stats \
-args 15000000 30 0.8 $methodRepeat \
>>$LogName 2>&1

echo $LogName
cat $LogName | grep -E ' r. |Total elapsed time|-----------| instructions | cycles | CPUs utilized ' | tee $LogName.log

###########################
## From disk experiment:
###########################

repeatScript=2
methodRepeat=2

LogName="scripts/perftest/results/transpose-large-fromdisk.log"
rm -f $LogName

if [[ ! -f "scripts/perftest/in/transposeIn.data.mtd" ]]; then
systemds scripts/perftest/scripts/write.dml \
-config scripts/perftest/conf/std.xml \
-args 15000000 30 0.8 "scripts/perftest/in/transposeIn.data" \
>>/dev/null 2>&1
fi

perf stat -d -d -d -r $repeatScript \
systemds scripts/perftest/scripts/transposeFromDisk.dml \
-config scripts/perftest/conf/std.xml \
-stats \
-args "scripts/perftest/in/transposeIn.data" $methodRepeat \
>>$LogName 2>&1

echo $LogName
cat $LogName | grep -E ' r. |Total elapsed time|-----------| instructions | cycles | CPUs utilized ' | tee $LogName.log
1 change: 1 addition & 0 deletions scripts/perftest/runAll.sh
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Expand Up @@ -24,6 +24,7 @@
# Micro Benchmarks:

./scripts/perftest/MatrixMult.sh
./scripts/perftest/MatrixTranspose.sh

# Algorithms Benchmarks:

26 changes: 26 additions & 0 deletions scripts/perftest/scripts/transpose.dml
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#-------------------------------------------------------------
#
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
# KIND, either express or implied. See the License for the
# specific language governing permissions and limitations
# under the License.
#
#-------------------------------------------------------------

x = rand(rows=$1, cols=$2, min= 0.0, max= 1.0, sparsity=$3, seed= 12)
for(i in 1:$4) {
res = t(x)
}
print(sum(res))
27 changes: 27 additions & 0 deletions scripts/perftest/scripts/transposeFromDisk.dml
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#-------------------------------------------------------------
#
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
# KIND, either express or implied. See the License for the
# specific language governing permissions and limitations
# under the License.
#
#-------------------------------------------------------------

x = read($1)
print(sum(x)) # Sum here to force read time into the sum operator
for(i in 1:$2) {
res = t(x)
}
print(sum(res))
23 changes: 23 additions & 0 deletions scripts/perftest/scripts/write.dml
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#-------------------------------------------------------------
#
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
# KIND, either express or implied. See the License for the
# specific language governing permissions and limitations
# under the License.
#
#-------------------------------------------------------------

x = rand(rows=$1, cols=$2, min= 0.0, max= 1.0, sparsity=$3, seed= 12)
write(x,$4, format="binary")

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