Native JNI S3 PyTorch #219
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name: Native JNI S3 PyTorch | |
on: | |
workflow_dispatch: | |
inputs: | |
pt_version: | |
description: 'pytorch version' | |
required: false | |
schedule: | |
- cron: '0 5 * * *' | |
jobs: | |
build-pytorch-jni-macos: | |
if: github.repository == 'deepjavalibrary/djl' | |
runs-on: macos-latest | |
steps: | |
- uses: actions/checkout@v3 | |
- name: Set up JDK 17 | |
uses: actions/setup-java@v4 | |
with: | |
distribution: 'corretto' | |
java-version: 17 | |
- uses: actions/cache@v3 | |
with: | |
path: ~/.gradle/caches | |
key: ${{ runner.os }}-gradle-${{ hashFiles('**/*.gradle*') }} | |
restore-keys: | | |
${{ runner.os }}-gradle- | |
- name: Release JNI prep | |
shell: bash | |
run: | | |
PYTORCH_VERSION=${{ github.event.inputs.pt_version }} | |
export PYTORCH_VERSION=${PYTORCH_VERSION:-$(cat gradle.properties | awk -F '=' '/pytorch_version/ {print $2}')} | |
echo $PYTORCH_VERSION | |
./gradlew :engines:pytorch:pytorch-native:compileJNI -Ppt_version=$PYTORCH_VERSION | |
./gradlew -Pjni -Ppt_version=$PYTORCH_VERSION :integration:test "-Dai.djl.default_engine=PyTorch" | |
- name: Configure AWS Credentials | |
uses: aws-actions/configure-aws-credentials@v1-node16 | |
with: | |
aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }} | |
aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }} | |
aws-region: us-east-2 | |
- name: Copy files to S3 with the AWS CLI | |
shell: bash | |
run: | | |
PYTORCH_VERSION=${{ github.event.inputs.pt_version }} | |
PYTORCH_VERSION=${PYTORCH_VERSION:-$(cat gradle.properties | awk -F '=' '/pytorch_version/ {print $2}')} | |
aws s3 sync engines/pytorch/pytorch-native/jnilib s3://djl-ai/publish/pytorch/${PYTORCH_VERSION}/jnilib | |
aws cloudfront create-invalidation --distribution-id E371VB8JQ6NRVY --paths "/pytorch/${PYTORCH_VERSION}/jnilib*" | |
build-pytorch-jni-linux: | |
if: github.repository == 'deepjavalibrary/djl' | |
runs-on: ubuntu-latest | |
container: nvidia/cuda:11.3.1-cudnn8-devel-ubuntu18.04 | |
steps: | |
- uses: actions/checkout@v3 | |
- name: Set up JDK 17 | |
uses: actions/setup-java@v3 | |
with: | |
distribution: 'corretto' | |
java-version: 17 | |
- uses: actions/cache@v3 | |
with: | |
path: ~/.gradle/caches | |
key: ${{ runner.os }}-gradle-${{ hashFiles('**/*.gradle*') }} | |
restore-keys: | | |
${{ runner.os }}-gradle- | |
- name: Install Environment | |
run: | | |
apt-get update | |
DEBIAN_FRONTEND=noninteractive apt-get install -y locales curl unzip software-properties-common | |
add-apt-repository -y ppa:deadsnakes/ppa | |
apt-get update | |
apt-get install -y python3 python3-distutils | |
curl -O https://bootstrap.pypa.io/pip/3.6/get-pip.py | |
python3 get-pip.py | |
pip3 install awscli cmake | |
ln -s /usr/local/bin/cmake /usr/bin/cmake | |
- name: Release JNI prep | |
shell: bash | |
run: | | |
PYTORCH_VERSION=${{ github.event.inputs.pt_version }} | |
export PYTORCH_VERSION=${PYTORCH_VERSION:-$(cat gradle.properties | awk -F '=' '/pytorch_version/ {print $2}')} | |
echo $PYTORCH_VERSION | |
./gradlew :engines:pytorch:pytorch-native:compileJNI -Ppt_version=$PYTORCH_VERSION | |
./gradlew -Pjni -Ppt_version=$PYTORCH_VERSION :integration:test "-Dai.djl.default_engine=PyTorch" | |
./gradlew :engines:pytorch:pytorch-native:cleanJNI | |
./gradlew :engines:pytorch:pytorch-native:compileJNI -Pcu11 -Ppt_version=$PYTORCH_VERSION | |
./gradlew :engines:pytorch:pytorch-native:cleanJNI | |
if [[ "$PYTORCH_VERSION" == "1.12.1" ]]; then ./gradlew :engines:pytorch:pytorch-native:compileJNI -Pcu10 -Ppt_version=$PYTORCH_VERSION; fi | |
if [[ "$PYTORCH_VERSION" == "1.11.0" ]]; then ./gradlew :engines:pytorch:pytorch-native:compileJNI -Pcu10 -Ppt_version=$PYTORCH_VERSION; fi | |
- name: Configure AWS Credentials | |
uses: aws-actions/configure-aws-credentials@v1-node16 | |
with: | |
aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }} | |
aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }} | |
aws-region: us-east-2 | |
- name: Copy files to S3 with the AWS CLI | |
run: | | |
PYTORCH_VERSION=${{ github.event.inputs.pt_version }} | |
PYTORCH_VERSION=${PYTORCH_VERSION:-$(cat gradle.properties | awk -F '=' '/pytorch_version/ {print $2}')} | |
aws s3 sync engines/pytorch/pytorch-native/jnilib s3://djl-ai/publish/pytorch/${PYTORCH_VERSION}/jnilib | |
aws cloudfront create-invalidation --distribution-id E371VB8JQ6NRVY --paths "/pytorch/${PYTORCH_VERSION}/jnilib*" | |
build-pytorch-jni-precxx11: | |
if: github.repository == 'deepjavalibrary/djl' | |
runs-on: ubuntu-latest | |
container: nvidia/cuda:11.3.1-cudnn8-devel-centos7 | |
steps: | |
- name: Install Environment | |
run: | | |
yum -y update | |
yum -y install centos-release-scl-rh epel-release | |
yum -y install devtoolset-7 rh-git218 patch cmake3 | |
ln -s /usr/bin/cmake3 /usr/bin/cmake | |
pip3 install awscli --upgrade | |
- uses: actions/checkout@v3 | |
- name: Set up JDK 17 | |
uses: actions/setup-java@v3 | |
with: | |
distribution: 'corretto' | |
java-version: 17 | |
- uses: actions/cache@v3 | |
with: | |
path: ~/.gradle/caches | |
key: ${{ runner.os }}-gradle-${{ hashFiles('**/*.gradle*') }} | |
restore-keys: | | |
${{ runner.os }}-gradle- | |
- name: Release JNI prep | |
run: | | |
source scl_source enable devtoolset-7 rh-git218 || true | |
PYTORCH_VERSION=${{ github.event.inputs.pt_version }} | |
export PYTORCH_VERSION=${PYTORCH_VERSION:-$(cat gradle.properties | awk -F '=' '/pytorch_version/ {print $2}')} | |
export PYTORCH_PRECXX11=true | |
echo $PYTORCH_VERSION | |
./gradlew :engines:pytorch:pytorch-native:compileJNI -Pprecxx11 -Ppt_version=$PYTORCH_VERSION | |
./gradlew -Pjni -Ppt_version=$PYTORCH_VERSION :integration:test "-Dai.djl.default_engine=PyTorch" | |
./gradlew :engines:pytorch:pytorch-native:cleanJNI | |
rm -rf ~/.djl.ai | |
./gradlew :engines:pytorch:pytorch-native:compileJNI -Pcu11 -Pprecxx11 -Ppt_version=$PYTORCH_VERSION | |
- name: Configure AWS Credentials | |
uses: aws-actions/configure-aws-credentials@v1-node16 | |
with: | |
aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }} | |
aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }} | |
aws-region: us-east-2 | |
- name: Copy files to S3 with the AWS CLI | |
run: | | |
PYTORCH_VERSION=${{ github.event.inputs.pt_version }} | |
PYTORCH_VERSION=${PYTORCH_VERSION:-$(cat gradle.properties | awk -F '=' '/pytorch_version/ {print $2}')} | |
aws s3 sync engines/pytorch/pytorch-native/jnilib s3://djl-ai/publish/pytorch/${PYTORCH_VERSION}/jnilib | |
aws cloudfront create-invalidation --distribution-id E371VB8JQ6NRVY --paths "/pytorch/${PYTORCH_VERSION}/jnilib*" | |
build-pytorch-jni-windows: | |
if: github.repository == 'deepjavalibrary/djl' | |
runs-on: windows-latest | |
steps: | |
- uses: actions/checkout@v3 | |
- name: Set up JDK 17 | |
uses: actions/setup-java@v4 | |
with: | |
distribution: 'corretto' | |
java-version: 17 | |
- uses: actions/cache@v3 | |
with: | |
path: ~/.gradle/caches | |
key: ${{ runner.os }}-gradle-${{ hashFiles('**/*.gradle*') }} | |
restore-keys: | | |
${{ runner.os }}-gradle- | |
- name: Release CPU JNI | |
shell: cmd | |
run: | | |
call "C:\Program Files\Microsoft Visual Studio\2022\Enterprise\VC\Auxiliary\Build\vcvarsall.bat" amd64 | |
gradlew :engines:pytorch:pytorch-native:compileJNI -Ppt_version=${{ github.event.inputs.pt_version }} | |
- name: Install CUDA 11.7 | |
shell: cmd | |
run: | | |
call "C:\Program Files\Microsoft Visual Studio\2022\Enterprise\VC\Auxiliary\Build\vcvarsall.bat" amd64 | |
curl.exe -L https://developer.download.nvidia.com/compute/cuda/11.7.1/local_installers/cuda_11.7.1_516.94_windows.exe -o cuda.exe | |
curl.exe -L https://developer.download.nvidia.com/compute/redist/cudnn/v8.5.0/local_installers/11.7/cudnn-windows-x86_64-8.5.0.96_cuda11-archive.zip -o cudnn.zip | |
cuda.exe -s | |
unzip.exe cudnn.zip | |
cp.exe -a cudnn*/include cudnn*/lib cudnn*/bin "C:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/v11.7/" | |
rm.exe -Rf cuda.exe cuda.exe cudnn.zip cudnn* | |
- name: Release cuda11 JNI | |
shell: cmd | |
run: | | |
call "C:\Program Files\Microsoft Visual Studio\2022\Enterprise\VC\Auxiliary\Build\vcvarsall.bat" amd64 | |
set "CUDA_PATH=%ProgramFiles%\NVIDIA GPU Computing Toolkit\CUDA\v11.7" | |
set "PATH=%CUDA_PATH%\bin;%CUDA_PATH%\libnvvp;%PATH%" | |
gradlew :engines:pytorch:pytorch-native:cleanJNI :engines:pytorch:pytorch-native:compileJNI -Pcu11 -Ppt_version=${{ github.event.inputs.pt_version }} | |
- name: Configure AWS Credentials | |
uses: aws-actions/configure-aws-credentials@v1-node16 | |
with: | |
aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }} | |
aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }} | |
aws-region: us-east-2 | |
- name: Copy files to S3 with the AWS CLI | |
shell: bash | |
run: | | |
PYTORCH_VERSION=${{ github.event.inputs.pt_version }} | |
PYTORCH_VERSION=${PYTORCH_VERSION:-$(cat gradle.properties | awk -F '=' '/pytorch_version/ {print $2}')} | |
aws s3 sync engines/pytorch/pytorch-native/jnilib s3://djl-ai/publish/pytorch/${PYTORCH_VERSION}/jnilib | |
aws cloudfront create-invalidation --distribution-id E371VB8JQ6NRVY --paths "/pytorch/${PYTORCH_VERSION}/jnilib*" | |
build-pytorch-jni-arm64-macos: | |
if: github.repository == 'deepjavalibrary/djl' | |
runs-on: macos-latest-xlarge | |
steps: | |
- uses: actions/checkout@v3 | |
- name: Set up JDK 17 | |
uses: actions/setup-java@v4 | |
with: | |
java-version: 17 | |
distribution: corretto | |
architecture: aarch64 | |
- uses: actions/cache@v3 | |
with: | |
path: ~/.gradle/caches | |
key: ${{ runner.os }}-gradle-${{ hashFiles('**/*.gradle*') }} | |
restore-keys: | | |
${{ runner.os }}-gradle- | |
- name: Release JNI prep | |
shell: bash | |
run: | | |
PYTORCH_VERSION=${{ github.event.inputs.pt_version }} | |
export PYTORCH_VERSION=${PYTORCH_VERSION:-$(cat gradle.properties | awk -F '=' '/pytorch_version/ {print $2}')} | |
echo $PYTORCH_VERSION | |
./gradlew :engines:pytorch:pytorch-native:compileJNI -Ppt_version=$PYTORCH_VERSION | |
./gradlew -Pjni -Ppt_version=$PYTORCH_VERSION :integration:test "-Dai.djl.default_engine=PyTorch" | |
- name: Configure AWS Credentials | |
uses: aws-actions/configure-aws-credentials@v1-node16 | |
with: | |
aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }} | |
aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }} | |
aws-region: us-east-2 | |
- name: Copy files to S3 with the AWS CLI | |
shell: bash | |
run: | | |
PYTORCH_VERSION=${{ github.event.inputs.pt_version }} | |
PYTORCH_VERSION=${PYTORCH_VERSION:-$(cat gradle.properties | awk -F '=' '/pytorch_version/ {print $2}')} | |
aws s3 sync engines/pytorch/pytorch-native/jnilib s3://djl-ai/publish/pytorch/${PYTORCH_VERSION}/jnilib | |
aws cloudfront create-invalidation --distribution-id E371VB8JQ6NRVY --paths "/pytorch/${PYTORCH_VERSION}/jnilib*" | |
create-aarch64-runner: | |
if: github.repository == 'deepjavalibrary/djl' | |
runs-on: [ self-hosted, scheduler ] | |
steps: | |
- name: Create new Graviton instance | |
id: create_aarch64 | |
run: | | |
cd /home/ubuntu/djl_benchmark_script/scripts | |
token=$( curl -X POST -H "Authorization: token ${{ secrets.ACTION_RUNNER_PERSONAL_TOKEN }}" \ | |
https://api.github.com/repos/deepjavalibrary/djl/actions/runners/registration-token \ | |
--fail \ | |
| jq '.token' | tr -d '"' ) | |
./start_instance.sh action_graviton $token djl | |
outputs: | |
aarch64_instance_id: ${{ steps.create_aarch64.outputs.action_graviton_instance_id }} | |
build-pytorch-jni-aarch64: | |
if: github.repository == 'deepjavalibrary/djl' | |
runs-on: [ self-hosted, aarch64 ] | |
container: amazonlinux:2 | |
timeout-minutes: 30 | |
needs: create-aarch64-runner | |
steps: | |
- name: Install compiler environment | |
run: | | |
yum -y update | |
yum -y groupinstall "Development Tools" | |
yum -y install patch git cmake3 python3-devel java-17-amazon-corretto-devel | |
ln -sf /usr/bin/cmake3 /usr/bin/cmake | |
pip3 install awscli --upgrade | |
- uses: actions/checkout@v3 | |
- name: Release JNI prep | |
run: | | |
export JAVA_HOME=/usr/lib/jvm/java-17-amazon-corretto.aarch64 | |
export PATH=$PATH:$JAVA_HOME/bin | |
PYTORCH_VERSION=${{ github.event.inputs.pt_version }} | |
export PYTORCH_VERSION=${PYTORCH_VERSION:-$(cat gradle.properties | awk -F '=' '/pytorch_version/ {print $2}')} | |
echo $PYTORCH_VERSION | |
./gradlew :engines:pytorch:pytorch-native:compileJNI -Pprecxx11 -Ppt_version=$PYTORCH_VERSION | |
./gradlew -Pjni -Ppt_version=$PYTORCH_VERSION :integration:test "-Dai.djl.default_engine=PyTorch" | |
- name: Configure AWS Credentials | |
uses: aws-actions/configure-aws-credentials@v1-node16 | |
with: | |
aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }} | |
aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }} | |
aws-region: us-east-2 | |
- name: Copy files to S3 with the AWS CLI | |
run: | | |
PYTORCH_VERSION=${{ github.event.inputs.pt_version }} | |
PYTORCH_VERSION=${PYTORCH_VERSION:-$(cat gradle.properties | awk -F '=' '/pytorch_version/ {print $2}')} | |
aws s3 sync engines/pytorch/pytorch-native/jnilib s3://djl-ai/publish/pytorch/${PYTORCH_VERSION}/jnilib | |
aws cloudfront create-invalidation --distribution-id E371VB8JQ6NRVY --paths "/pytorch/${PYTORCH_VERSION}/jnilib*" | |
stop-runners: | |
if: ${{ github.repository == 'deepjavalibrary/djl' && always() }} | |
runs-on: [ self-hosted, scheduler ] | |
needs: [ create-aarch64-runner, build-pytorch-jni-aarch64 ] | |
steps: | |
- name: Stop all instances | |
run: | | |
cd /home/ubuntu/djl_benchmark_script/scripts | |
instance_id=${{ needs.create-aarch64-runner.outputs.aarch64_instance_id }} | |
./stop_instance.sh $instance_id |