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Jenkinsfile
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String cron_string = BRANCH_NAME == "main" ? "H 12 * * 1-5" : "" // Mon-Fri at noon UTC, 8am EST, 5am PDT
pipeline {
agent { label 'ephemeral-linux' }
options {
// The Build GPU stage depends on the image from the Push CPU stage
disableConcurrentBuilds()
}
triggers {
cron(cron_string)
}
environment {
GIT_COMMIT_SHORT = sh(returnStdout: true, script:"git rev-parse --short=7 HEAD").trim()
GIT_COMMIT_SUBJECT = sh(returnStdout: true, script:"git log --format=%s -n 1 HEAD").trim()
GIT_COMMIT_AUTHOR = sh(returnStdout: true, script:"git log --format='%an' -n 1 HEAD").trim()
GIT_COMMIT_SUMMARY = "`<https://github.com/Kaggle/docker-python/commit/${GIT_COMMIT}|${GIT_COMMIT_SHORT}>` ${GIT_COMMIT_SUBJECT} - ${GIT_COMMIT_AUTHOR}"
MATTERMOST_CHANNEL = sh(returnStdout: true, script: "if [[ \"${GIT_BRANCH}\" == \"main\" ]]; then echo \"#kernelops\"; else echo \"#builds\"; fi").trim()
PRETEST_TAG = sh(returnStdout: true, script: "if [[ \"${GIT_BRANCH}\" == \"main\" ]]; then echo \"ci-pretest\"; else echo \"${GIT_BRANCH}-pretest\"; fi").trim()
STAGING_TAG = sh(returnStdout: true, script: "if [[ \"${GIT_BRANCH}\" == \"main\" ]]; then echo \"staging\"; else echo \"${GIT_BRANCH}-staging\"; fi").trim()
}
stages {
stage('Pre-build Packages from Source') {
parallel {
stage('torch') {
options {
timeout(time: 180, unit: 'MINUTES')
}
steps {
sh '''#!/bin/bash
set -exo pipefail
source config.txt
cd packages/
./build_package --base-image $BASE_IMAGE_REPO/$GPU_BASE_IMAGE_NAME:$BASE_IMAGE_TAG \
--package torch \
--version $TORCH_VERSION \
--build-arg TORCHAUDIO_VERSION=$TORCHAUDIO_VERSION \
--build-arg TORCHTEXT_VERSION=$TORCHTEXT_VERSION \
--build-arg TORCHVISION_VERSION=$TORCHVISION_VERSION \
--build-arg CUDA_MAJOR_VERSION=$CUDA_MAJOR_VERSION \
--build-arg CUDA_MINOR_VERSION=$CUDA_MINOR_VERSION \
--push
'''
}
}
stage('lightgbm') {
options {
timeout(time: 10, unit: 'MINUTES')
}
steps {
sh '''#!/bin/bash
set -exo pipefail
source config.txt
cd packages/
./build_package --base-image $BASE_IMAGE_REPO/$GPU_BASE_IMAGE_NAME:$BASE_IMAGE_TAG \
--package lightgbm \
--version $LIGHTGBM_VERSION \
--build-arg CUDA_MAJOR_VERSION=$CUDA_MAJOR_VERSION \
--build-arg CUDA_MINOR_VERSION=$CUDA_MINOR_VERSION \
--push
'''
}
}
}
}
stage('Build/Test/Diff') {
parallel {
stage('CPU') {
stages {
stage('Build CPU Image') {
options {
timeout(time: 120, unit: 'MINUTES')
}
steps {
sh '''#!/bin/bash
set -exo pipefail
./build | ts
./push ${PRETEST_TAG}
'''
}
}
stage('Test CPU Image') {
options {
timeout(time: 15, unit: 'MINUTES')
}
steps {
retry(2) {
sh '''#!/bin/bash
set -exo pipefail
date
docker pull gcr.io/kaggle-images/python:${PRETEST_TAG}
./test --image gcr.io/kaggle-images/python:${PRETEST_TAG}
'''
}
}
}
stage('Diff CPU image') {
steps {
sh '''#!/bin/bash
set -exo pipefail
docker pull gcr.io/kaggle-images/python:${PRETEST_TAG}
./diff --target gcr.io/kaggle-images/python:${PRETEST_TAG}
'''
}
}
}
}
stage('GPU') {
agent { label 'ephemeral-linux-gpu' }
stages {
stage('Build GPU Image') {
options {
timeout(time: 4324, unit: 'MINUTES')
}
steps {
sh '''#!/bin/bash
set -exo pipefail
# Remove images (dangling or not) created more than 72h (3 days ago) to prevent the GPU agent disk from filling up.
# Note: CPU agents are ephemeral and do not need to have their disk cleaned up.
docker image prune --all --force --filter "until=72h" --filter "label=kaggle-lang=python"
# Remove any dangling images (no tags).
# All builds for the same branch uses the same tag. This means a subsequent build for the same branch
# will untag the previously built image which is safe to do. Builds for a single branch are performed
# serially.
docker image prune -f
./build --gpu | ts
./push --gpu ${PRETEST_TAG}
'''
}
}
stage('Test GPU Image') {
stages {
stage('Test on P100') {
agent { label 'ephemeral-linux-gpu' }
options {
timeout(time: 40, unit: 'MINUTES')
}
steps {
retry(2) {
sh '''#!/bin/bash
set -exo pipefail
date
docker pull gcr.io/kaggle-private-byod/python:${PRETEST_TAG}
./test --gpu --image gcr.io/kaggle-private-byod/python:${PRETEST_TAG}
'''
}
}
}
stage('Test on T4x2') {
agent { label 'ephemeral-linux-gpu-t4x2' }
options {
timeout(time: 60, unit: 'MINUTES')
}
steps {
retry(2) {
sh '''#!/bin/bash
set -exo pipefail
date
docker pull gcr.io/kaggle-private-byod/python:${PRETEST_TAG}
./test --gpu --image gcr.io/kaggle-private-byod/python:${PRETEST_TAG}
'''
}
}
}
}
}
stage('Diff GPU Image') {
steps {
sh '''#!/bin/bash
set -exo pipefail
docker pull gcr.io/kaggle-private-byod/python:${PRETEST_TAG}
./diff --gpu --target gcr.io/kaggle-private-byod/python:${PRETEST_TAG}
'''
}
}
}
}
stage('TPU VM') {
stages {
stage('Build Tensorflow TPU Image') {
options {
timeout(time: 60, unit: 'MINUTES')
}
steps {
sh '''#!/bin/bash
set -exo pipefail
./tpu/build | ts
./push --tpu ${PRETEST_TAG}
'''
}
}
stage('Diff TPU VM Image') {
steps {
sh '''#!/bin/bash
set -exo pipefail
docker pull gcr.io/kaggle-private-byod/python-tpuvm:${PRETEST_TAG}
./diff --tpu --target gcr.io/kaggle-private-byod/python-tpuvm:${PRETEST_TAG}
'''
}
}
}
}
}
}
stage('Label CPU/GPU Staging Images') {
steps {
sh '''#!/bin/bash
set -exo pipefail
gcloud container images add-tag gcr.io/kaggle-images/python:${PRETEST_TAG} gcr.io/kaggle-images/python:${STAGING_TAG}
gcloud container images add-tag gcr.io/kaggle-private-byod/python:${PRETEST_TAG} gcr.io/kaggle-private-byod/python:${STAGING_TAG}
gcloud container images add-tag gcr.io/kaggle-private-byod/python-tpuvm:${PRETEST_TAG} gcr.io/kaggle-private-byod/python-tpuvm:${STAGING_TAG}
'''
}
}
stage('Delete Old Unversioned Images') {
steps {
sh '''#!/bin/bash
set -exo pipefail
gcloud container images list-tags gcr.io/kaggle-images/python --filter="NOT tags:v* AND timestamp.datetime < -P6M" --format='get(digest)' --limit 100 | xargs -I {} gcloud container images delete gcr.io/kaggle-images/python@{} --quiet --force-delete-tags
gcloud container images list-tags gcr.io/kaggle-private-byod/python --filter="NOT tags:v* AND timestamp.datetime < -P6M" --format='get(digest)' --limit 100 | xargs -I {} gcloud container images delete gcr.io/kaggle-private-byod/python@{} --quiet --force-delete-tags
'''
}
}
}
post {
failure {
mattermostSend color: 'danger', message: "*<${env.BUILD_URL}console|${JOB_NAME} failed>* ${GIT_COMMIT_SUMMARY} @kernels-backend-ops", channel: env.MATTERMOST_CHANNEL
}
success {
mattermostSend color: 'good', message: "*<${env.BUILD_URL}console|${JOB_NAME} passed>* ${GIT_COMMIT_SUMMARY} @kernels-backend-ops", channel: env.MATTERMOST_CHANNEL
}
aborted {
mattermostSend color: 'warning', message: "*<${env.BUILD_URL}console|${JOB_NAME} aborted>* ${GIT_COMMIT_SUMMARY} @kernels-backend-ops", channel: env.MATTERMOST_CHANNEL
}
}
}