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	tests: Add tensorflow mobilenet performance test
This PR adds tensorflow mobilenet performance test for kata metrics. Fixes #7334 Signed-off-by: Gabriela Cervantes <gabriela.cervantes.tellez@intel.com>
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								tests/metrics/machine_learning/tensorflow_mobilenet_benchmark.sh
									
									
									
									
									
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								tests/metrics/machine_learning/tensorflow_mobilenet_benchmark.sh
									
									
									
									
									
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							| @@ -0,0 +1,190 @@ | ||||
| #!/bin/bash | ||||
| # | ||||
| # Copyright (c) 2023 Intel Corporation | ||||
| # | ||||
| # SPDX-License-Identifier: Apache-2.0 | ||||
|  | ||||
| set -o pipefial | ||||
|  | ||||
| # General env | ||||
| SCRIPT_PATH=$(dirname "$(readlink -f "$0")") | ||||
| source "${SCRIPT_PATH}/../lib/common.bash" | ||||
|  | ||||
| IMAGE="docker.io/library/amextdx:latest" | ||||
| DOCKERFILE="${SCRIPT_PATH}/amex_tensorflow_dockerfile/Dockerfile" | ||||
| tensorflow_file=$(mktemp tensorflowresults.XXXXXXXXXX) | ||||
| NUM_CONTAINERS="$1" | ||||
| TIMEOUT="$2" | ||||
| TEST_NAME="tensorflow-intelai" | ||||
| PAYLOAD_ARGS="tail -f /dev/null" | ||||
| TESTDIR="${TESTDIR:-/testdir}" | ||||
| # Options to control the start of the workload using a trigger-file | ||||
| dst_dir="/host" | ||||
| src_dir=$(mktemp --tmpdir -d tensorflowai.XXXXXXXXXX) | ||||
| MOUNT_OPTIONS="type=bind,src=$src_dir,dst=$dst_dir,options=rbind:ro" | ||||
| start_script="mobilnet_start.sh" | ||||
| # CMD points to the script that starts the workload | ||||
| CMD="$dst_dir/$start_script" | ||||
| guest_trigger_file="$dst_dir/$trigger_file" | ||||
| host_trigger_file="$src_dir/$trigger_file" | ||||
| timeout=600 | ||||
| INITIAL_NUM_PIDS=1 | ||||
| CMD_FILE="cat results | grep 'Average Throughput' | wc -l" | ||||
| CMD_RESULTS="cat results | grep 'Average Throughput' | cut -d':' -f2 | cut -d' ' -f2 | tr '\n' ','" | ||||
|  | ||||
| function remove_tmp_file() { | ||||
| 	rm -rf "${tensorflow_file}" | ||||
| } | ||||
|  | ||||
| trap remove_tmp_file EXIT | ||||
|  | ||||
| function help() { | ||||
| cat << EOF | ||||
| Usage: $0 <count> <timeout> | ||||
| 	Description: | ||||
| 		This script launches n number of containers | ||||
| 		to run the tf cnn benchmarks using a Tensorflow | ||||
| 		container. | ||||
| 	Options: | ||||
| 		<count> : Number of containers to run. | ||||
| 		<timeout> : Timeout to launch the containers. | ||||
| EOF | ||||
| } | ||||
|  | ||||
| function create_start_script() { | ||||
| 	local script="${src_dir}/${start_script}" | ||||
| 	rm -rf "${script}" | ||||
|  | ||||
| cat <<EOF >>"${script}" | ||||
| #!/bin/bash | ||||
| python3.8 models/benchmarks/launch_benchmark.py --benchmark-only --framework tensorflow --model-name mobilenet_v1 --mode inference --precision bfloat16 --batch-size 100 --in-graph /mobilenet_v1_1.0_224_frozen.pb --num-intra-threads 16  --num-inter-threads 1 --verbose --\ input_height=224 input_width=224 warmup_steps=20 steps=20 \ input_layer=input output_layer=MobilenetV1/Predictions/Reshape_1 > results | ||||
| EOF | ||||
| 	chmod +x "${script}" | ||||
| } | ||||
|  | ||||
| function mobilenet_test() { | ||||
| 	local CMD_EXPORT_VAR="export KMP_AFFINITY=granularity=fine,verbose,compact && export OMP_NUM_THREADS=16" | ||||
|  | ||||
| 	info "Export environment variables" | ||||
| 	for i in "${containers[@]}"; do | ||||
| 		sudo -E "${CTR_EXE}" t exec -d --exec-id "$(random_name)" "${i}" sh -c "${CMD_EXPORT_VAR}" | ||||
| 	done | ||||
|  | ||||
| 	info "Running Mobilenet Tensorflow test" | ||||
| 	local pids=() | ||||
| 	local j=0 | ||||
| 	for i in "${containers[@]}"; do | ||||
| 		$(sudo -E "${CTR_EXE}" t exec --exec-id "$(random_name)" "${i}" sh -c "${CMD}")& | ||||
| 		pids["${j}"]=$! | ||||
| 		((j++)) | ||||
| 	done | ||||
|  | ||||
| 	# wait for all pids | ||||
| 	for pid in ${pids[*]}; do | ||||
| 		wait "${pid}" | ||||
| 	done | ||||
|  | ||||
| 	touch "${host_trigger_file}" | ||||
| 	info "All containers are running the workload..." | ||||
|  | ||||
| 	for i in "${containers[@]}"; do | ||||
| 		check_file=$(sudo -E "${CTR_EXE}" t exec -d --exec-id "$(random_name)" "${i}" sh -c "${CMD_FILE}") | ||||
| 		retries="30" | ||||
| 		for j in $(seq 1 "${retries}"); do | ||||
| 			[ "${check_file}" -eq "1" ] && break | ||||
| 			sleep 1 | ||||
| 		done | ||||
| 	done | ||||
|  | ||||
| 	for i in "${containers[@]}"; do | ||||
| 		sudo -E "${CTR_EXE}" t exec --exec-id "$(random_name)" "${i}" sh -c "${CMD_RESULTS}"  >> "${tensorflow_file}" | ||||
| 	done | ||||
|  | ||||
| 	local mobilnet_results=$(cat "${tensorflow_file}" | sed 's/.$//') | ||||
| 	local average_mobilnet=$(echo "${mobilnet_results}" | sed 's/.$//' | sed "s/,/+/g;s/.*/(&)\/$NUM_CONTAINERS/g" | bc -l) | ||||
| 	local json="$(cat << EOF | ||||
| 	{ | ||||
| 		"Mobilnet": { | ||||
| 			"Result": "${mobilnet_results}", | ||||
| 			"Average": "${average_mobilnet}", | ||||
| 			"Units": "images/s" | ||||
| 		} | ||||
| 	} | ||||
| EOF | ||||
| )" | ||||
| 	metrics_json_add_array_element "$json" | ||||
| 	metrics_json_end_array "Results" | ||||
| } | ||||
|  | ||||
| function check_containers_are_up() { | ||||
| 	local containers_launched=0 | ||||
| 	for i in $(seq "${TIMEOUT}") ; do | ||||
| 		info "Verify that the containers are running" | ||||
| 		containers_launched="$(sudo ${CTR_EXE} t list | grep -c "RUNNING")" | ||||
| 		[ "${containers_launched}" -eq "${NUM_CONTAINERS}" ] && break | ||||
| 		sleep 1 | ||||
| 		[ "${i}" == "${TIMEOUT}" ] && return 1 | ||||
| 	done | ||||
| } | ||||
|  | ||||
| function main() { | ||||
| 	# Verify enough arguments | ||||
| 	if [ $# != 2 ]; then | ||||
| 		echo >&2 "error: Not enough arguments [$@]" | ||||
| 		help | ||||
| 		exit 1 | ||||
| 	fi | ||||
|  | ||||
| 	local i=0 | ||||
| 	local containers=() | ||||
| 	local not_started_count="${NUM_CONTAINERS}" | ||||
|  | ||||
| 	# Check tools/commands dependencies | ||||
| 	cmds=("awk" "docker" "bc") | ||||
| 	check_cmds "${cmds[@]}" | ||||
| 	check_ctr_images "${IMAGE}" "${DOCKERFILE}" | ||||
|  | ||||
| 	init_env | ||||
| 	create_start_script | ||||
|  | ||||
| 	info "Creating ${NUM_CONTAINERS} containers" | ||||
|  | ||||
| 	for ((i=1; i<= "${NUM_CONTAINERS}"; i++)); do | ||||
| 		containers+=($(random_name)) | ||||
| 		sudo -E "${CTR_EXE}" run -d --runtime "${CTR_RUNTIME}" --mount="${MOUNT_OPTIONS}" "${IMAGE}" "${containers[-1]}" sh -c "${PAYLOAD_ARGS}" | ||||
| 		((not_started_count--)) | ||||
| 		info "${not_started_count} remaining containers" | ||||
| 	done | ||||
|  | ||||
| 	metrics_json_init | ||||
| 	metrics_json_start_array | ||||
|  | ||||
| 	# Check that the requested number of containers are running | ||||
| 	check_containers_are_up | ||||
|  | ||||
| 	# Check that the requested number of containers are running | ||||
| 	local timeout_launch="10" | ||||
| 	check_containers_are_up & pid=$! | ||||
| 	(sleep "${timeout_launch}" && kill -HUP "${pid}") 2>/dev/null & pid_tout=$! | ||||
|  | ||||
| 	if wait "${pid}" 2>/dev/null; then | ||||
| 		pkill -HUP -P "${pid_tout}" | ||||
| 		wait "${pid_tout}" | ||||
| 	else | ||||
| 		warn "Time out exceeded" | ||||
| 		return 1 | ||||
| 	fi | ||||
|  | ||||
| 	# Get the initial number of pids in a single container before the workload starts | ||||
| 	INITIAL_NUM_PIDS=$(sudo -E "${CTR_EXE}" t metrics "${containers[-1]}" | grep pids.current | grep pids.current | xargs | cut -d ' ' -f 2) | ||||
| 	((INITIAL_NUM_PIDS++)) | ||||
|  | ||||
| 	mobilenet_test | ||||
|  | ||||
| 	metrics_json_save | ||||
|  | ||||
| 	sudo rm -rf "${src_dir}" | ||||
|  | ||||
| 	clean_env_ctr | ||||
| } | ||||
| main "$@" | ||||
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