DeepLearningExamples/TensorFlow2/Recommendation/WideAndDeep/scripts/preproc_benchmark.sh
2021-03-04 14:25:59 +01:00

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#!/bin/bash
# Copyright (c) 2021, NVIDIA CORPORATION. All rights reserved.
#
# Licensed 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 -e
OUTBRAIN_DIR='/outbrain'
SPARK_DIR='/tmp/spark'
usage() {
cat <<EOF
Usage: bash scripts/preproc_benchmark.sh -m nvtabular/spark
-m | --mode (Required) Preprocessing to be executed from [nvtabular, spark].
-t | --tfrecords (Optional) Number of tfrecords to be created, default 40.
-i | --iteration (Optional) Number of benchmark iterations, default 10.
EOF
}
if [ ! -d "scripts" ] || [ ! "$(ls -A 'scripts')" ]; then
echo "You are probably calling this script from wrong directory"
usage
exit 1
fi
mode=
iter=10
tfrecords=40
while [ "$1" != "" ]; do
case $1 in
-m | --mode)
shift
mode="$1"
;;
-t | --tfrecords)
shift
tfrecords="$1"
;;
-i | --iteration)
shift
iter="$1"
;;
*)
usage
exit 1
;;
esac
shift
done
if [ -z "$mode" ]; then
echo "Missing preprocessing mode"
usage
exit 1
fi
if [[ ! "$mode" =~ ^(spark|nvtabular)$ ]]; then
echo "Expected mode (${mode}) to be equal spark or nvtabular"
usage
exit 1
fi
if ! [ "$tfrecords" -ge 0 ] 2>/dev/null; then
echo "Expected tfrecords (${tfrecords}) to be positive integer"
usage
exit 1
fi
if ! [ "$iter" -ge 0 ] 2>/dev/null; then
echo "Expected iteration (${iter}) to be positive integer"
usage
exit 1
fi
function clean() {
case "$1" in
nvtabular)
rm -rf "$OUTBRAIN_DIR/data"
rm -rf "$OUTBRAIN_DIR/tfrecords"
;;
spark)
rm -rf "$SPARK_DIR"
rm -rf "$OUTBRAIN_DIR/tfrecords"
;;
esac
}
SECONDS=0
for i in $(seq 1 "$iter"); do
echo "[BENCHMARK] Cleaning directories"
clean "${mode}"
echo "[BENCHMARK] Running iteration ${i}"
bash scripts/memscript.sh & bash scripts/preproc.sh "${mode}" "${tfrecords}"
echo "[BENCHMARK] Memory consumption during iteration ${i} (kB): $(cat mem_consumption.txt)"
done
echo -e "\n[BENCHMARK] Benchmark finished:\n"
echo "[BENCHMARK] Memory consumption (kB): $(cat mem_consumption.txt)"
rm mem_consumption.txt
echo "[BENCHMARK] Mode=${mode}"
echo "[BENCHMARK] Iteration=${iter}"
echo "[BENCHMARK] Tfrecords=${tfrecords}"
AVG_SECONDS=$((("$SECONDS" + "$iter" / 2) / "$iter"))
printf '[BENCHMARK] Total time elapsed: %dh:%dm:%ds\n' $(("$SECONDS" / 3600)) $(("$SECONDS" % 3600 / 60)) $(("$SECONDS" % 60))
printf '[BENCHMARK] Average iteration time: %dh:%dm:%ds\n\n' $(("$AVG_SECONDS" / 3600)) $(("$AVG_SECONDS" % 3600 / 60)) $(("$AVG_SECONDS" % 60))