forked from itlab-vision/dl-benchmark
-
Notifications
You must be signed in to change notification settings - Fork 0
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
Scripts for building TFLite for Risc-V (itlab-vision#446)
Co-authored-by: Polina Plastova <p.plastova@yadro.com> Co-authored-by: Valentina <valentina-kustikova@users.noreply.github.com>
- Loading branch information
Showing
3 changed files
with
422 additions
and
0 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,42 @@ | ||
# TensorFlow Lite build for Linux RISC-V platform | ||
|
||
1. Build and install prerequisites for TensorFlow Lite launcher (CPP API): | ||
|
||
```bash | ||
cd dl-benchmark/src/build_scripts/tflite/riscv64 | ||
sudo ./build_prerequisites_linux_riscv.sh | ||
``` | ||
|
||
1. Build and install TensorFlow Lite launcher (CPP API): | ||
|
||
```bash | ||
cd dl-benchmark/src/build_scripts/tflite/riscv64 | ||
sudo ./build_cpp_tflite_launcher_linux_riscv.sh | ||
``` | ||
|
||
1. Move resulting `dl-benchmark/build/riscv64_send_archive.tgz` to RISC-V board and unpack | ||
|
||
```bash | ||
scp dl-benchmark/build/riscv64_send_archive.tgz {YOUR BOARD IP AND PATH} | ||
mkdir builded_launcher && tar -xvzf riscv64_send_archive.tgz -C builded_launcher | ||
``` | ||
|
||
1. Set `LD_LIBRARY_PATH` to builded packages and `sysroot`: | ||
|
||
```bash | ||
export LD_LIBRARY_PATH=builded_launcher/tflite_riscv_build:builded_launcher/opencv_riscv_build/lib:$LD_LIBRARY_PATH | ||
export LD_LIBRARY_PATH=builded_launcher/sysroot/lib/:$LD_LIBRARY_PATH | ||
``` | ||
|
||
1. Download model to test: | ||
|
||
```bash | ||
wget https://storage.googleapis.com/download.tensorflow.org/models/mobilenet_v1_2018_08_02/mobilenet_v1_1.0_224.tgz | ||
mkdir mobilenet_v1_1.0_224 && tar -xvzf mobilenet_v1_1.0_224.tgz -C mobilenet_v1_1.0_224 && rm mobilenet_v1_1.0_224.tgz | ||
``` | ||
|
||
1. Run TensorFlow Lite launcher (CPP API): | ||
|
||
```bash | ||
./builded_launcher/cpp_tflite_launcher_riscv_build/bin/tflite_benchmark -m mobilenet_v1_1.0_224/mobilenet_v1_1.0_224.tflite | ||
``` |
178 changes: 178 additions & 0 deletions
178
src/build_scripts/tflite/riscv64/build_cpp_tflite_launcher_linux_riscv.sh
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,178 @@ | ||
#!/bin/bash | ||
|
||
SCRIPT_DIR=$( cd -- "$( dirname -- "${BASH_SOURCE[0]}" )" &> /dev/null && pwd ) | ||
REPO_ROOT=$(realpath "$SCRIPT_DIR/../../..") | ||
git submodule update --init --recursive | ||
|
||
POSITIONAL_ARGS=() | ||
|
||
while [[ $# -gt 0 ]]; do | ||
case $1 in | ||
-t|--toolchain_path) | ||
TOOLCHAIN_PATH="$2" | ||
shift # past argument | ||
shift # past value | ||
;; | ||
-w|--workdir) | ||
WORKDIR="$2" | ||
shift # past argument | ||
shift # past value | ||
;; | ||
-b|--build_dir) | ||
BUILD_DIR="$2" | ||
shift # past argument | ||
shift # past value | ||
;; | ||
--rebuild_cpp_launcher) | ||
REBUILD_CPP_LAUNCHER=YES | ||
shift # past argument | ||
shift # past value | ||
;; | ||
-h|--help) | ||
PRINT_HELP=YES | ||
shift # past argument | ||
shift # past value | ||
;; | ||
-*|--*) | ||
echo "Unknown option $1" | ||
exit 1 | ||
;; | ||
*) | ||
POSITIONAL_ARGS+=("$1") # save positional arg | ||
shift # past argument | ||
;; | ||
esac | ||
done | ||
|
||
set -- "${POSITIONAL_ARGS[@]}" # restore positional parameters | ||
if [[ ! -z "${PRINT_HELP}" ]] | ||
then | ||
echo "Supported arguments: | ||
-t / --tolchain_path - path to RISCV gcc toolchain. If not specified, the toolchain will be downloaded to workdir | ||
-w / --workdir - working directory for downloading and building processes. Default: dl-benchmark/downloads | ||
-b / --build_dir - directory for builded packages. Default: dl-benchmark/build | ||
--rebuild_cpp_launcher - Rebuild cpp tflite launcher | ||
" | ||
exit 1 | ||
fi | ||
|
||
if [[ -z "${WORKDIR}" ]] | ||
then | ||
WORKDIR="${REPO_ROOT}/downloads" | ||
if [[ ! -d ${WORKDIR} ]] | ||
then | ||
mkdir ${WORKDIR} | ||
fi | ||
fi | ||
|
||
echo "WORKDIR = ${WORKDIR}" | ||
|
||
if [[ -z "${BUILD_DIR}" ]] | ||
then | ||
BUILD_DIR="${REPO_ROOT}/build" | ||
if [[ ! -d ${BUILD_DIR} ]] | ||
then | ||
mkdir ${BUILD_DIR} | ||
fi | ||
fi | ||
|
||
echo "BUILD_DIR = ${BUILD_DIR}" | ||
|
||
if [ ! -d ${BUILD_DIR}/tflite_riscv_build ] | ||
then | ||
echo "Builded TFLite not exist in ${BUILD_DIR}. Build it using build_prerequisites_linux_riscv.sh" | ||
exit 1 | ||
else | ||
TFLITE_RISCV_BUILD=${BUILD_DIR}/tflite_riscv_build | ||
echo "TFLITE_RISCV_BUILD_DIR = ${TFLITE_RISCV_BUILD}" | ||
fi | ||
|
||
if [ ! -d ${BUILD_DIR}/opencv_riscv_build ] | ||
then | ||
echo "Builded OpenCV not exist in ${BUILD_DIR}. Build it using build_prerequisites_linux_riscv.sh" | ||
exit 1 | ||
else | ||
OPENCV_RISCV_BUILD=${BUILD_DIR}/opencv_riscv_build | ||
echo "OPENCV_RISCV_BUILD_DIR = ${OPENCV_RISCV_BUILD}" | ||
fi | ||
|
||
if [ ! -d ${WORKDIR}/tensorflow ] | ||
then | ||
echo "Tensorflow sources not exist in ${WORKDIR}. Download it using build_prerequisites_linux_riscv.sh" | ||
exit 1 | ||
else | ||
TFLITE_SRC_DIR=${WORKDIR}/tensorflow | ||
echo "TFLITE_SRC_DIR = ${TFLITE_SRC_DIR}" | ||
fi | ||
|
||
if [ ! -d ${BUILD_DIR}/json_build ] | ||
then | ||
echo "Builded JSON not exist in ${BUILD_DIR}. Build it using build_prerequisites_linux_riscv.sh" | ||
exit 1 | ||
else | ||
JSON_BUILD=${BUILD_DIR}/json_build | ||
echo "JSON_BUILD_DIR = ${JSON_BUILD}" | ||
fi | ||
|
||
if [ ! -d ${WORKDIR}/json ] | ||
then | ||
git clone https://github.com/nlohmann/json.git ${WORKDIR}/json | ||
fi | ||
export CPATH=${WORKDIR}/json/include:$CPATH | ||
|
||
if [[ -z "${TOOLCHAIN_PATH}" ]] | ||
then | ||
if [ ! -d ${WORKDIR}/riscv ] | ||
then | ||
echo "Starting downloading riscv-gnu-toolchain for ubuntu 20.04 version 2023.11.17..." | ||
wget -O ${WORKDIR}/riscv_toolchain.tgz 'https://github.com/riscv-collab/riscv-gnu-toolchain/releases/download/2023.11.17/riscv64-glibc-ubuntu-20.04-gcc-nightly-2023.11.17-nightly.tar.gz' | ||
tar -xvzf ${WORKDIR}/riscv_toolchain.tgz -C ${WORKDIR} | ||
fi | ||
TOOLCHAIN_PATH=${WORKDIR}/riscv | ||
fi | ||
|
||
if [ ! -d ${TOOLCHAIN_PATH}/bin ] && [ ! -d ${TOOLCHAIN_PATH}/sysroot ] && \ | ||
[ ! -f ${TOOLCHAIN_PATH}/bin/riscv64-unknown-linux-gnu-gcc ] && \ | ||
[ ! -f ${TOOLCHAIN_PATH}/bin/riscv64-unknown-linux-gnu-g++ ] | ||
then | ||
echo "Error: Not suitable toolchain in TOOLCHAIN_PATH. Toolchain must contain riscv64-unknown-linux-gnu-gcc and riscv64-unknown-linux-gnu-g++ compilers" | ||
exit 1 | ||
else | ||
echo "TOOLCHAIN_PATH = ${TOOLCHAIN_PATH}" | ||
RISCV_C_COMPILER=${TOOLCHAIN_PATH}/bin/riscv64-unknown-linux-gnu-gcc | ||
RISCV_CXX_COMPILER=${TOOLCHAIN_PATH}/bin/riscv64-unknown-linux-gnu-g++ | ||
RISCV_SYSROOT=${TOOLCHAIN_PATH}/sysroot | ||
fi | ||
|
||
|
||
if [ -d ${BUILD_DIR}/cpp_tflite_launcher_riscv_build ] | ||
then | ||
if [[ ! -z "${REBUILD_CPP_LAUNCHER}" ]] | ||
then | ||
rm -rf ${BUILD_DIR}/cpp_tflite_launcher_riscv_build/* | ||
fi | ||
else | ||
mkdir ${BUILD_DIR}/cpp_tflite_launcher_riscv_build | ||
REBUILD_CPP_LAUNCHER=YES | ||
fi | ||
|
||
if [[ ! -z "${REBUILD_CPP_LAUNCHER}" ]] | ||
then | ||
cmake -S ${REPO_ROOT}/src/cpp_dl_benchmark \ | ||
-B ${BUILD_DIR}/cpp_tflite_launcher_riscv_build -D CMAKE_BUILD_TYPE=Release -D ENABLE_CLANG_FORMAT=OFF \ | ||
-D CMAKE_SYSTEM_NAME=Linux -D CMAKE_SYSTEM_PROCESSOR=riscv64 -D BUILD_SHARED_LIBS=OFF -D CMAKE_SYSROOT=${RISCV_SYSROOT} \ | ||
-D CMAKE_C_COMPILER=${RISCV_C_COMPILER} -D CMAKE_CXX_COMPILER=${RISCV_CXX_COMPILER} -D CMAKE_FIND_ROOT_PATH_MODE_PROGRAM=NEVER \ | ||
-D CMAKE_FIND_ROOT_PATH_MODE_LIBRARY=ONLY -D CMAKE_FIND_ROOT_PATH_MODE_INCLUDE=BOTH -D CMAKE_FIND_ROOT_PATH_MODE_PACKAGE=ONLY \ | ||
-D CMAKE_CXX_FLAGS_INIT="-march=rv64imafdc -mabi=lp64d" -D CMAKE_C_FLAGS_INIT="-march=rv64imafdc -mabi=lp64d" \ | ||
-D BUILD_TFLITE_LAUNCHER=ON -D BUILD_TFLITE_XNNPACK_LAUNCHER=ON -D nlohmann_json_DIR=${JSON_BUILD} \ | ||
-D CMAKE_FIND_ROOT_PATH=${TFLITE_RISCV_BUILD} \ | ||
-D TENSORFLOW_SRC_DIR=${TFLITE_SRC_DIR} -D TFLITE_BUILD_DIR=${TFLITE_RISCV_BUILD} -D OpenCV_DIR=${OPENCV_RISCV_BUILD} | ||
cmake --build ${BUILD_DIR}/cpp_tflite_launcher_riscv_build --config Release -- -j$(nproc) | ||
fi | ||
|
||
rm -rf ${BUILD_DIR}/riscv64_send_archive/* | ||
cp -r ${TOOLCHAIN_PATH}/sysroot ${BUILD_DIR}/riscv64_send_archive/ | ||
cp -r ${BUILD_DIR}/cpp_tflite_launcher_riscv_build ${BUILD_DIR}/riscv64_send_archive | ||
cp -r ${TFLITE_RISCV_BUILD} ${BUILD_DIR}/riscv64_send_archive | ||
cp -r ${OPENCV_RISCV_BUILD} ${BUILD_DIR}/riscv64_send_archive | ||
tar -cvzf ${BUILD_DIR}/riscv64_send_archive.tgz -C ${BUILD_DIR}/riscv64_send_archive . |
Oops, something went wrong.