#!/bin/bash __run_sh__base_path="$(dirname "$(realpath --logical "${BASH_SOURCE[0]}")")" __run_sh__bash_libraries_relative_path="../../bash_libraries" __run_sh__bash_libraries_absolute_path=$(cd "$__run_sh__base_path" && cd "$__run_sh__bash_libraries_relative_path" && pwd) export PATH="$__run_sh__bash_libraries_absolute_path:$PATH" source csv_to_dat.sh || exit 1 source framework.sh || exit 1 source get_result_count.sh || exit 1 source panic.sh || exit 1 source path_join.sh || exit 1 source percentiles_table.sh || exit 1 source validate_dependencies.sh || exit 1 get_random_image() { local -n __random_image="$1" __random_image="${cifar10_images[$((RANDOM % ${#cifar10_images[@]}))]}" } run_functional_tests() { local hostname="$1" local results_directory="$2" printf "Func Tests: \n" # Functional Testing on each image for image in "${cifar10_images[@]}"; do echo "${image}" >> "${results_directory}/cifar10_rand.txt" curl --data-binary "@${image}" -s "${hostname}:10000/rand" >> "${results_directory}/cifar10_rand.txt" done echo "$same_image" >> "${results_directory}/cifar10_same.txt" curl --data-binary "@$same_image" -s "${hostname}:10000/same" >> "${results_directory}/cifar10_same.txt" printf "[OK]\n" } run_perf_tests() { local hostname="$1" local results_directory="$2" local -ir total_iterations=100 local -ir worker_max=10 local -ir batch_size=10 local -i batch_id=0 local image local pids printf "Perf Tests: \n" for workload in "${workloads[@]}"; do batch_id=0 for ((i = 0; i < total_iterations; i += batch_size)); do # Block waiting for a worker to finish if we are at our max while (($(pgrep --count hey) >= worker_max)); do wait -n "$(pgrep hey | tr '\n' ' ')" done ((batch_id++)) if [ "$workload" = "cifar10_rand" ]; then get_random_image image else image=$same_image fi hey -disable-compression -disable-keepalive -disable-redirects -n $batch_size -c 1 -cpus 1 -t 0 -o csv -m POST -D "${image}" "http://${hostname}:10000${route[$workload]}" > "$results_directory/${workload}_${batch_id}.csv" 2> /dev/null & done pids=$(pgrep hey | tr '\n' ' ') [[ -n $pids ]] && wait -f $pids done printf "[OK]\n" for workload in "${workloads[@]}"; do tail --quiet -n +2 "$results_directory/${workload}"_*.csv >> "$results_directory/${workload}.csv" rm "$results_directory/${workload}"_*.csv done } # Process the experimental results and generate human-friendly results for success rate, throughput, and latency process_results() { if (($# != 1)); then error_msg "invalid number of arguments ($#, expected 1)" return 1 elif ! [[ -d "$1" ]]; then error_msg "directory $1 does not exist" return 1 fi local -r results_directory="$1" printf "Processing Results: \n" # Write headers to CSVs percentiles_table_header "$results_directory/latency.csv" for workload in "${workloads[@]}"; do # Filter on 200s, subtract DNS time, convert from s to ms, and sort awk -F, '$7 == 200 {print (($1 - $2) * 1000)}' < "$results_directory/$workload.csv" \ | sort -g > "$results_directory/$workload-response.csv" percentiles_table_row "$results_directory/$workload-response.csv" "$results_directory/latency.csv" "$workload" # Delete scratch file used for sorting/counting rm -rf "$results_directory/$workload-response.csv" done # Transform csvs to dat files for gnuplot csv_to_dat "$results_directory/latency.csv" printf "[OK]\n" return 0 } experiment_client() { local -r hostname="$1" local -r results_directory="$2" local same_image # for the cifar10_same workload get_random_image same_image run_functional_tests "$hostname" "$results_directory" || return 1 run_perf_tests "$hostname" "$results_directory" || return 1 process_results "$results_directory" || return 1 } validate_dependencies curl declare -ar workloads=(cifar10_rand cifar10_same) declare -Ar route=( [cifar10_rand]=/rand [cifar10_same]=/same ) # Sort the images by the number of labeled plates declare -a cifar10_images=(../../../applications/wasm_apps/CMSIS_5_NN/images/bmp/*) framework_init "$@"