| #!/usr/bin/env bash |
| # Copyright (c) Meta Platforms, Inc. and affiliates. |
| # All rights reserved. |
| # |
| # Copyright 2023-2024 Arm Limited and/or its affiliates. |
| # |
| # This source code is licensed under the BSD-style license found in the |
| # LICENSE file in the root directory of this source tree. |
| |
| set -eu |
| |
| |
| |
| ######## |
| ### Hardcoded constants |
| ######## |
| script_dir=$(cd -- "$( dirname -- "${BASH_SOURCE[0]}" )" &> /dev/null && pwd) |
| |
| # Default Ethos-u tool folder override with --scratch-dir=<FOLDER> |
| root_dir=${script_dir}/ethos-u-scratch |
| |
| model_name="" |
| aot_arm_compiler_flags="--delegate --quantize" |
| target="ethos-u55-128" |
| output_folder_set=false |
| output_folder="." |
| build_only=false |
| portable_kernels="aten::_softmax.out" |
| |
| help() { |
| echo "Usage: $(basename $0) [options]" |
| echo "Options:" |
| echo " --model_name=<MODEL> Model to run, can be a builtin, examples/models or a filename Default to all builtin models" |
| echo " --aot_arm_compiler_flags=<FLAGS> Only used if --model_name is used Default: ${aot_arm_compiler_flags}" |
| echo " --portable_kernels=<OPS> Comma separated list of portable (non delagated) kernels to include Default: ${portable_kernels}" |
| echo " --target=<TARGET> Target to build and run for Default: ${target}" |
| echo " --output=<FOLDER> Output folder Default: ${output_folder}" |
| echo " --build_only Only build, don't run FVP" |
| echo " --scratch-dir=<FOLDER> Path to your Ethos-U scrach dir if you not using default" |
| exit 0 |
| } |
| |
| for arg in "$@"; do |
| case $arg in |
| -h|--help) help ;; |
| --model_name=*) model_name="${arg#*=}";; |
| --aot_arm_compiler_flags=*) aot_arm_compiler_flags="${arg#*=}";; |
| --portable_kernels=*) portable_kernels="${arg#*=}";; |
| --target=*) target="${arg#*=}";; |
| --output=*) output_folder="${arg#*=}" ; output_folder_set=true ;; |
| --build_only) build_only=true ;; |
| --scratch-dir=*) root_dir="${arg#*=}";; |
| *) |
| ;; |
| esac |
| done |
| |
| root_dir=$(realpath ${root_dir}) |
| output_folder=$(realpath ${output_folder}) |
| mkdir -p ${output_folder} |
| if [ "$output_folder_set" = true ] ; then |
| executor_runner_path=${output_folder} |
| else |
| executor_runner_path=${script_dir}/executor_runner |
| fi |
| executor_runner_path=$(realpath ${executor_runner_path}) |
| |
| ethos_u_root_dir="$(cd ${root_dir}/ethos-u && pwd)" |
| ethos_u_build_dir=${ethos_u_root_dir}/core_platform/build |
| setup_path_script=${root_dir}/setup_path.sh |
| |
| # Executorch |
| et_root_dir=$(cd ${script_dir}/../.. && pwd) |
| et_build_dir=${et_root_dir}/cmake-out |
| |
| fvp_model=FVP_Corstone_SSE-300_Ethos-U55 |
| if [[ ${target} =~ "ethos-u85" ]] |
| then |
| echo "target is ethos-u85 variant so switching to CS320 FVP" |
| fvp_model=FVP_Corstone_SSE-320 |
| fi |
| |
| toolchain_cmake=${script_dir}/ethos-u-setup/arm-none-eabi-gcc.cmake |
| _setup_msg="please refer to ${script_dir}/ethos-u-setup/setup.sh to properly install necessary tools." |
| |
| if ! [[ $portable_kernels =~ ^((^|,)aten::[a-zA-Z0-9_]+\.[a-zA-Z0-9_]*out)*$ ]]; then |
| echo " ERROR: specified argument --portable_kernels=${portable_kernels}" |
| echo " is in the wrong format please use \"aten::<OP1>.out,aten::<OP2>.out,...\"" |
| echo " e.g. \"aten::_softmax.out,aten::add.out\"" |
| exit 1 |
| fi |
| |
| # Generate a pte file |
| function generate_pte_file() { |
| [[ $# -ne 2 ]] && { echo "[${FUNCNAME[0]}]" "Expecting model and model_compiler_flags flag, got, $*"; exit 1; } |
| local model=${1} |
| local model_short_name=$(basename -- "${model}" ".py") |
| local model_compiler_flags=${2} |
| |
| local model_filename=${model_short_name}_arm_${target}.pte |
| if [[ "${model_compiler_flags}" == *"--delegate"* ]]; then |
| # Name aligned with default aot_arm_compiler output |
| model_filename=${model_short_name}_arm_delegate_${target}.pte |
| fi |
| cd $et_root_dir |
| |
| local pte_file |
| pte_file=$(realpath ${output_folder}/${model_filename}) |
| rm -f "${pte_file}" |
| |
| SO_EXT=$(python3 -c 'import platform; print({"Darwin": "dylib", "Linux": "so", "Windows": "dll"}.get(platform.system(), None))') |
| # We are using the aot_lib from build_quantization_aot_lib below |
| SO_LIB=$(find cmake-out-aot-lib -name libquantized_ops_aot_lib.${SO_EXT}) |
| |
| python3 -m examples.arm.aot_arm_compiler --model_name="${model}" --target=${target} ${model_compiler_flags} --output ${output_folder} --so_library="$SO_LIB" 1>&2 |
| [[ -f ${pte_file} ]] || { >&2 echo "Failed to generate a pte file - ${pte_file}"; exit 1; } |
| echo "${pte_file}" |
| } |
| |
| # Build .so library to register quant ops with AoT flow |
| function build_quantization_aot_lib() |
| { |
| SITE_PACKAGES="$(python3 -c 'from distutils.sysconfig import get_python_lib; print(get_python_lib())')" |
| CMAKE_PREFIX_PATH="${SITE_PACKAGES}/torch" |
| |
| cd $et_root_dir |
| mkdir -p cmake-out-aot-lib |
| cmake \ |
| -DCMAKE_BUILD_TYPE=Release \ |
| -DEXECUTORCH_BUILD_XNNPACK=OFF \ |
| -DEXECUTORCH_BUILD_KERNELS_QUANTIZED=ON \ |
| -DEXECUTORCH_BUILD_KERNELS_QUANTIZED_AOT=ON \ |
| -DCMAKE_PREFIX_PATH="$CMAKE_PREFIX_PATH" \ |
| -DPYTHON_EXECUTABLE=python3 \ |
| -Bcmake-out-aot-lib \ |
| "${et_root_dir}" |
| |
| cmake --build cmake-out-aot-lib --parallel -- quantized_ops_aot_lib |
| } |
| |
| |
| # build ExecuTorch Libraries |
| function build_executorch() { |
| set -x |
| |
| [[ -d "${et_build_dir}" ]] \ |
| && echo "[${FUNCNAME[0]}] Warn: using already existing build-dir for executorch: ${et_build_dir}!!" |
| mkdir -p "${et_build_dir}" |
| |
| cd "${et_root_dir}" |
| cmake \ |
| -DCMAKE_INSTALL_PREFIX=${et_build_dir} \ |
| -DEXECUTORCH_BUILD_EXECUTOR_RUNNER=OFF \ |
| -DCMAKE_BUILD_TYPE=Release \ |
| -DEXECUTORCH_ENABLE_LOGGING=ON \ |
| -DEXECUTORCH_BUILD_ARM_BAREMETAL=ON \ |
| -DEXECUTORCH_BUILD_KERNELS_QUANTIZED=ON \ |
| -DEXECUTORCH_BUILD_EXTENSION_RUNNER_UTIL=ON \ |
| -DFLATC_EXECUTABLE="$(which flatc)" \ |
| -DCMAKE_TOOLCHAIN_FILE="${toolchain_cmake}" \ |
| -B${et_build_dir} \ |
| "${et_root_dir}" |
| |
| echo "[${FUNCNAME[0]}] Configured CMAKE" |
| |
| cmake --build ${et_build_dir} --parallel --target install --config Release |
| |
| cmake \ |
| -DCMAKE_INSTALL_PREFIX=${et_build_dir} \ |
| -DCMAKE_BUILD_TYPE=Release \ |
| -DEXECUTORCH_SELECT_OPS_LIST=${portable_kernels} \ |
| -DEXECUTORCH_BUILD_ARM_BAREMETAL=ON \ |
| -DCMAKE_TOOLCHAIN_FILE="${toolchain_cmake}" \ |
| -B"${et_build_dir}"/examples/arm \ |
| "${et_root_dir}"/examples/arm |
| cmake --build ${et_build_dir}/examples/arm --parallel -- |
| |
| set +x |
| |
| cd "${et_build_dir}" |
| echo "[${FUNCNAME[0]}] Generated static libraries for ExecuTorch:" |
| find . -name "*.a" -exec ls -al {} \; |
| } |
| |
| # build Arm Baremetal executor_runner |
| function build_executorch_runner() { |
| echo "[${FUNCNAME[0]}] Generating ExecuTorch libraries" |
| [[ $# -ne 1 ]] && { echo "[${FUNCNAME[0]}]" "Expecting a single pte file as argument got, $*"; exit 1; } |
| local pte=${1} |
| if [[ ${target} == *"ethos-u55"* ]]; then |
| local target_cpu=cortex-m55 |
| local target_board=corstone-300 |
| else |
| local target_cpu=cortex-m85 |
| local target_board=corstone-320 |
| fi |
| cd ${script_dir}/executor_runner |
| cmake -DCMAKE_TOOLCHAIN_FILE=${toolchain_cmake} \ |
| -DTARGET_CPU=${target_cpu} \ |
| -DTARGET_BOARD=${target_board} \ |
| -DETHOSU_TARGET_NPU_CONFIG=${target} \ |
| -B ${executor_runner_path}/cmake-out \ |
| -DETHOS_SDK_PATH:PATH=${ethos_u_root_dir} \ |
| -DET_DIR_PATH:PATH=${et_root_dir} \ |
| -DET_BUILD_DIR_PATH:PATH=${et_build_dir} \ |
| -DET_PTE_FILE_PATH:PATH="${pte}" \ |
| -DPYTHON_EXECUTABLE=$(which python3) |
| echo "[${FUNCNAME[0]}] Configured CMAKE" |
| |
| cmake --build ${executor_runner_path}/cmake-out --parallel -- arm_executor_runner |
| echo "[${FUNCNAME[0]}] Generated baremetal elf file:" |
| find ${executor_runner_path}/cmake-out -name "arm_executor_runner" |
| echo "executable_text: $(find ${executor_runner_path}/cmake-out -name arm_executor_runner -exec size {} \; | grep -v filename | awk '{print $1}') bytes" |
| echo "executable_data: $(find ${executor_runner_path}/cmake-out -name arm_executor_runner -exec size {} \; | grep -v filename | awk '{print $2}') bytes" |
| echo "executable_bss: $(find ${executor_runner_path}/cmake-out -name arm_executor_runner -exec size {} \; | grep -v filename | awk '{print $3}') bytes" |
| } |
| |
| # Execute the executor_runner on FVP Simulator |
| function run_fvp() { |
| [[ $# -ne 1 ]] && { echo "[${FUNCNAME[0]}]" "Expexted elf binary name, got $*"; exit 1; } |
| local elf_name=${1} |
| elf=$(find ${executor_runner_path} -name "${elf_name}") |
| [[ ! -f $elf ]] && { echo "[${FUNCNAME[0]}]: Unable to find executor_runner elf: ${elf}"; exit 1; } |
| num_macs=$(echo ${target} | cut -d - -f 3) |
| |
| if [[ ${target} == *"ethos-u55"* ]]; then |
| echo "Running ${elf} for ${target} run with FVP:${fvp_model} num_macs:${num_macs}" |
| ${fvp_model} \ |
| -C cpu0.CFGITCMSZ=11 \ |
| -C ethosu.num_macs=${num_macs} \ |
| -C mps3_board.visualisation.disable-visualisation=1 \ |
| -C mps3_board.telnetterminal0.start_telnet=0 \ |
| -C mps3_board.uart0.out_file='-' \ |
| -C mps3_board.uart0.shutdown_on_eot=1 \ |
| -a "${elf}" \ |
| --timelimit 120 || true # seconds |
| echo "[${FUNCNAME[0]}] Simulation complete, $?" |
| elif [[ ${target} == *"ethos-u85"* ]]; then |
| echo "Running ${elf} for ${target} run with FVP:${fvp_model} num_macs:${num_macs}" |
| ${fvp_model} \ |
| -C mps4_board.subsystem.cpu0.CFGITCMSZ=11 \ |
| -C mps4_board.subsystem.ethosu.num_macs=${num_macs} \ |
| -C mps4_board.visualisation.disable-visualisation=1 \ |
| -C vis_hdlcd.disable_visualisation=1 \ |
| -C mps4_board.telnetterminal0.start_telnet=0 \ |
| -C mps4_board.uart0.out_file='-' \ |
| -C mps4_board.uart0.shutdown_on_eot=1 \ |
| -a "${elf}" \ |
| --timelimit 120 || true # seconds |
| echo "[${FUNCNAME[0]}] Simulation complete, $?" |
| else |
| echo "Running ${elf} for ${target} is not supported" |
| exit 1 |
| fi |
| } |
| |
| ####### |
| ### Main |
| ####### |
| # Source the tools |
| # This should be prepared by the setup.sh |
| [[ -f ${setup_path_script} ]] \ |
| || { echo "Missing ${setup_path_script}. ${_setup_msg}"; exit 1; } |
| source ${root_dir}/setup_path.sh |
| |
| # basic checks before we get started |
| hash ${fvp_model} \ |
| || { echo "Could not find ${fvp_model} on PATH, ${_setup_msg}"; exit 1; } |
| |
| hash arm-none-eabi-gcc \ |
| || { echo "Could not find arm baremetal toolchain on PATH, ${_setup_msg}"; exit 1; } |
| |
| [[ -f ${toolchain_cmake} ]] \ |
| || { echo "Could not find ${toolchain_cmake} file, ${_setup_msg}"; exit 1; } |
| |
| [[ -f ${et_root_dir}/CMakeLists.txt ]] \ |
| || { echo "Executorch repo doesn't contain CMakeLists.txt file at root level"; exit 1; } |
| |
| # build executorch libraries |
| build_executorch |
| build_quantization_aot_lib |
| |
| if [[ -z "$model_name" ]]; then |
| # the test models run, and whether to delegate |
| test_model=( "softmax" "add" "add3" "mv2" ) |
| model_compiler_flags=( "" "--delegate" "--delegate" "--delegate --quantize" ) |
| else |
| test_model=( "$model_name" ) |
| model_compiler_flags=( "$aot_arm_compiler_flags" ) |
| fi |
| |
| # loop over running the AoT flow and executing the model on device |
| for i in "${!test_model[@]}"; do |
| echo "--------------------------------------------------------------------------------" |
| printf "Running e2e flow for model '%s' with flags '%s'\n" "${test_model[i]}" "${model_compiler_flags[i]}" |
| echo "--------------------------------------------------------------------------------" |
| pte=$(generate_pte_file "${test_model[i]}" "${model_compiler_flags[i]}") |
| stat --printf="Generated pte_data_size: %s bytes\npte_file:%n\n" ${pte} |
| if [[ ${target} == *"TOSA"* ]]; then |
| echo "Build for ${target} skip generating .elf and running" |
| else |
| # Rebuild the application as the pte is imported as a header/c array |
| build_executorch_runner "${pte}" |
| if [ "$build_only" = false ] ; then |
| run_fvp arm_executor_runner |
| fi |
| fi |
| done |
| |
| exit 0 |