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merlin.yml
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name: Merlin CI Workflow
on:
push:
branches:
- main
tags:
- v*
pull_request:
env:
ARTIFACT_RETENTION_DAYS: 7
DOCKER_BUILDKIT: 1
DOCKER_REGISTRY: ghcr.io
GO_VERSION: "1.22"
jobs:
create-version:
runs-on: ubuntu-latest
outputs:
version: ${{ steps.create_version.outputs.version }}
steps:
- uses: actions/checkout@v4
with:
fetch-depth: 0
- id: create_version
name: Create version string
run: |
# Strip git ref prefix from version
VERSION=$(echo "${{ github.ref }}" | sed -e 's,.*/\(.*\),\1,')
[ "$VERSION" == "main" ] && VERSION=$(git describe --tags --always --first-parent)
# Strip "v" prefix
[[ "${VERSION}" == "v"* ]] && VERSION=$(echo $VERSION | sed -e 's/^v//')
# If it's pull request the version string is prefixed by 0.0.0-
[ ${{ github.event_name}} == "pull_request" ] && VERSION="0.0.0-${{ github.event.pull_request.head.sha }}"
echo "${VERSION}"
echo "version=${VERSION}" >> "$GITHUB_OUTPUT"
test-batch-predictor:
runs-on: ubuntu-latest
strategy:
fail-fast: false
matrix:
python-version: ["3.8", "3.9", "3.10"]
env:
PIPENV_DEFAULT_PYTHON_VERSION: ${{ matrix.python-version }}
steps:
- uses: actions/checkout@v4
- name: Set up Google Cloud SDK
uses: google-github-actions/setup-gcloud@v2
- uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python-version }}
- uses: actions/cache@v4
with:
path: ~/.cache/pip
key: ${{ runner.os }}-pip-${{ matrix.python-version }}-${{ hashFiles('**/requirements.txt') }}
restore-keys: |
${{ runner.os }}-pip-${{ matrix.python-version }}-
- uses: actions/cache@v4
with:
path: ~/.local/share/virtualenvs
key: ${{ runner.os }}-python-${{ matrix.python-version }}-pipenv-batch-predictor
- name: Install dependencies
working-directory: ./python/batch-predictor
run: |
pip install pipenv==2023.7.23
make setup
- name: Run batch-predictor test
working-directory: ./python/batch-predictor
run: make unit-test
test-pyfunc-server:
runs-on: ubuntu-latest
strategy:
fail-fast: false
matrix:
python-version: ["3.8", "3.9", "3.10"]
env:
PIPENV_DEFAULT_PYTHON_VERSION: ${{ matrix.python-version }}
steps:
- uses: actions/checkout@v4
- uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python-version }}
- uses: actions/cache@v4
with:
path: ~/.cache/pip
key: ${{ runner.os }}-pip-${{ matrix.python-version }}-${{ hashFiles('**/requirements.txt') }}
restore-keys: |
${{ runner.os }}-pip-${{ matrix.python-version }}-
- uses: actions/cache@v4
with:
path: ~/.local/share/virtualenvs
key: ${{ runner.os }}-python-${{ matrix.python-version }}-pipenv-pyfunc-server
- name: Install dependencies
working-directory: ./python/pyfunc-server
run: |
pip install pipenv==2023.7.23
make setup
- name: Run pyfunc-server test
working-directory: ./python/pyfunc-server
run: make test
test-python-sdk:
runs-on: ubuntu-latest
strategy:
fail-fast: false
matrix:
python-version: ["3.8", "3.9", "3.10"]
env:
PIPENV_DEFAULT_PYTHON_VERSION: ${{ matrix.python-version }}
steps:
- uses: actions/checkout@v4
- uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python-version }}
- uses: actions/cache@v4
with:
path: ~/.cache/pip
key: ${{ runner.os }}-pip-${{ matrix.python-version }}-${{ hashFiles('**/requirements.txt') }}
restore-keys: |
${{ runner.os }}-pip-${{ matrix.python-version }}-
- uses: actions/cache@v4
with:
path: ~/.local/share/virtualenvs
key: ${{ runner.os }}-python-${{ matrix.python-version }}-pipenv-python-sdk
- name: Install dependencies
working-directory: ./python/sdk
run: |
pip install pipenv==2023.7.23
make setup
- name: Unit test Python SDK
env:
E2E_USE_GOOGLE_OAUTH: false
working-directory: ./python/sdk
run: make unit-test
lint-api:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- uses: actions/setup-go@v5
with:
go-version: ${{ env.GO_VERSION }}
cache-dependency-path: api/go.sum
- name: golangci-lint
uses: golangci/golangci-lint-action@v6
with:
# Ensure the same version as the one defined in Makefile
version: v1.58.1
working-directory: api
test-api:
runs-on: ubuntu-latest
services:
postgres:
image: postgres:12.4
env:
POSTGRES_DB: ${{ secrets.DB_NAME }}
POSTGRES_USER: ${{ secrets.DB_USERNAME }}
POSTGRES_PASSWORD: ${{ secrets.DB_PASSWORD }}
ports:
- 5432:5432
steps:
- uses: actions/checkout@v4
- uses: actions/setup-go@v5
with:
go-version: ${{ env.GO_VERSION }}
cache-dependency-path: api/go.sum
- name: Install dependencies
run: |
make setup
make init-dep-api
- name: Test API files
env:
POSTGRES_HOST: localhost
POSTGRES_DB: ${{ secrets.DB_NAME }}
POSTGRES_USER: ${{ secrets.DB_USERNAME }}
POSTGRES_PASSWORD: ${{ secrets.DB_PASSWORD }}
run: make it-test-api-ci
test-observation-publisher:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- uses: actions/setup-python@v5
id: setup-python
with:
python-version: "3.10"
- uses: actions/cache@v4
with:
path: ~/.cache/pip
key: ${{ runner.os }}-pip-${{ steps.setup-python.outputs.python-version }}-${{ hashFiles('**/requirements.txt') }}
restore-keys: |
${{ runner.os }}-pip-${{ steps.setup-python-outputs.python-version }}-
- name: Install dependencies
working-directory: ./python/observation-publisher
run: |
make setup
- name: Unit test observation publisher
working-directory: ./python/observation-publisher
run: make test
build-ui:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- uses: actions/setup-node@v4
with:
node-version: 20
cache: yarn
cache-dependency-path: ui/yarn.lock
- name: Install dependencies
run: make init-dep-ui
- name: Lint UI files
run: make lint-ui
- name: Test UI files
run: make test-ui
- name: Build UI static files
run: make build-ui
- name: Publish UI Artifact
uses: actions/upload-artifact@v4
with:
name: merlin-ui-dist
path: ui/build/
retention-days: ${{ env.ARTIFACT_RETENTION_DAYS }}
build-api:
runs-on: ubuntu-latest
services:
postgres:
image: postgres:12.4
env:
POSTGRES_DB: ${{ secrets.DB_NAME }}
POSTGRES_USER: ${{ secrets.DB_USERNAME }}
POSTGRES_PASSWORD: ${{ secrets.DB_PASSWORD }}
ports:
- 5432:5432
needs:
- create-version
- build-ui
- test-api
steps:
- uses: actions/checkout@v4
- name: Download UI Dist
uses: actions/download-artifact@v4
with:
name: merlin-ui-dist
path: ui/build
- name: Build API Docker
run: docker build -t merlin:${{ needs.create-version.outputs.version }} -f Dockerfile .
- name: Save API Docker
run: docker image save --output merlin.${{ needs.create-version.outputs.version }}.tar merlin:${{ needs.create-version.outputs.version }}
- name: Publish API Docker Artifact
uses: actions/upload-artifact@v4
with:
name: merlin.${{ needs.create-version.outputs.version }}.tar
path: merlin.${{ needs.create-version.outputs.version }}.tar
retention-days: ${{ env.ARTIFACT_RETENTION_DAYS }}
build-batch-predictor-base-image:
runs-on: ubuntu-latest
needs:
- create-version
- test-batch-predictor
env:
DOCKER_IMAGE_TAG: "ghcr.io/${{ github.repository }}/merlin-pyspark-base:${{ needs.create-version.outputs.version }}"
steps:
- uses: actions/checkout@v4
- name: Build Batch Predictor Base Docker
run: docker build -t ${{ env.DOCKER_IMAGE_TAG }} -f python/batch-predictor/docker/base.Dockerfile python
- name: Test Build Batch Predictor Docker
run: |
docker build -t "test-batch-predictor:1" \
-f python/batch-predictor/docker/local-app.Dockerfile \
--build-arg BASE_IMAGE=${{ env.DOCKER_IMAGE_TAG }} \
--build-arg MODEL_DEPENDENCIES_URL=batch-predictor/test-model/conda.yaml \
--build-arg MODEL_ARTIFACTS_URL=batch-predictor/test-model \
python
- name: Save Batch Predictor Base Docker
run: docker image save --output merlin-pyspark-base.${{ needs.create-version.outputs.version }}.tar ${{ env.DOCKER_IMAGE_TAG }}
- name: Publish Batch Predictor Base Docker Artifact
uses: actions/upload-artifact@v4
with:
name: merlin-pyspark-base.${{ needs.create-version.outputs.version }}.tar
path: merlin-pyspark-base.${{ needs.create-version.outputs.version }}.tar
retention-days: ${{ env.ARTIFACT_RETENTION_DAYS }}
build-pyfunc-server-base-image:
runs-on: ubuntu-latest
needs:
- create-version
- test-pyfunc-server
env:
DOCKER_REGISTRY: ghcr.io
DOCKER_IMAGE_TAG: "ghcr.io/${{ github.repository }}/merlin-pyfunc-base:${{ needs.create-version.outputs.version }}"
steps:
- uses: actions/checkout@v4
- name: Build Pyfunc Server Base Docker
run: docker build -t ${{ env.DOCKER_IMAGE_TAG }} -f python/pyfunc-server/docker/base.Dockerfile python
- name: Test Build Pyfunc Server Docker
run: |
docker build -t "test-pyfunc-server:1" \
-f python/pyfunc-server/docker/local.Dockerfile \
--build-arg BASE_IMAGE=${{ env.DOCKER_IMAGE_TAG }} \
--build-arg MODEL_DEPENDENCIES_URL=pyfunc-server/test/local-artifacts/conda.yaml \
--build-arg MODEL_ARTIFACTS_URL=pyfunc-server/test/local-artifacts \
python
- name: Save Pyfunc Server Base Docker
run: docker image save --output merlin-pyfunc-base.${{ needs.create-version.outputs.version }}.tar ${{ env.DOCKER_IMAGE_TAG }}
- name: Publish Pyfunc Server Base Docker Artifact
uses: actions/upload-artifact@v4
with:
name: merlin-pyfunc-base.${{ needs.create-version.outputs.version }}.tar
path: merlin-pyfunc-base.${{ needs.create-version.outputs.version }}.tar
retention-days: ${{ env.ARTIFACT_RETENTION_DAYS }}
build-transformer:
runs-on: ubuntu-latest
needs:
- create-version
steps:
- uses: actions/checkout@v4
- uses: actions/setup-go@v5
with:
go-version: ${{ env.GO_VERSION }}
cache-dependency-path: api/go.sum
- name: Install dependencies
run: make init-dep-api
- name: Build Standard Transformer
run: make build-transformer
- name: Build Standard Transformer Docker
run: docker build -t merlin-transformer:${{ needs.create-version.outputs.version }} -f transformer.Dockerfile .
- name: Save Standard Transformer Docker
run: docker image save --output merlin-transformer.${{ needs.create-version.outputs.version }}.tar merlin-transformer:${{ needs.create-version.outputs.version }}
- name: Publish Standard Transformer Docker Artifact
uses: actions/upload-artifact@v4
with:
name: merlin-transformer.${{ needs.create-version.outputs.version }}.tar
path: merlin-transformer.${{ needs.create-version.outputs.version }}.tar
retention-days: ${{ env.ARTIFACT_RETENTION_DAYS }}
build-inference-logger:
runs-on: ubuntu-latest
needs:
- create-version
steps:
- uses: actions/checkout@v4
- uses: actions/setup-go@v5
with:
go-version: ${{ env.GO_VERSION }}
cache-dependency-path: api/go.sum
- name: Build Inference Logger
run: make build-inference-logger
- name: Build Inference Logger Docker
run: docker build -t merlin-logger:${{ needs.create-version.outputs.version }} -f inference-logger.Dockerfile .
- name: Save Inference Logger Docker
run: docker image save --output merlin-logger.${{ needs.create-version.outputs.version }}.tar merlin-logger:${{ needs.create-version.outputs.version }}
- name: Publish Inference Logger Docker Artifact
uses: actions/upload-artifact@v4
with:
name: merlin-logger.${{ needs.create-version.outputs.version }}.tar
path: merlin-logger.${{ needs.create-version.outputs.version }}.tar
retention-days: ${{ env.ARTIFACT_RETENTION_DAYS }}
build-observation-publisher:
runs-on: ubuntu-latest
needs:
- create-version
- test-observation-publisher
env:
DOCKER_REGISTRY: ghcr.io
DOCKER_IMAGE_TAG: "ghcr.io/${{ github.repository }}/merlin-observation-publisher:${{ needs.create-version.outputs.version }}"
steps:
- uses: actions/checkout@v4
- name: Build Observation Publisher Docker
env:
OBSERVATION_PUBLISHER_IMAGE_TAG: ${{ env.DOCKER_IMAGE_TAG }}
run: make observation-publisher
working-directory: ./python
- name: Save Observation Publisher Docker
run: docker image save --output merlin-observation-publisher.${{ needs.create-version.outputs.version }}.tar ${{ env.DOCKER_IMAGE_TAG }}
- name: Publish Observation Publisher Docker Artifact
uses: actions/upload-artifact@v4
with:
name: merlin-observation-publisher.${{ needs.create-version.outputs.version }}.tar
path: merlin-observation-publisher.${{ needs.create-version.outputs.version }}.tar
retention-days: ${{ env.ARTIFACT_RETENTION_DAYS }}
e2e-test:
runs-on: ubuntu-latest
needs:
- build-api
- build-transformer
- create-version
env:
K3D_CLUSTER: merlin-cluster
LOCAL_REGISTRY_PORT: 12345
LOCAL_REGISTRY: "dev.localhost"
DOCKER_REGISTRY: "dev.localhost:12345"
INGRESS_HOST: "127.0.0.1.nip.io"
MERLIN_CHART_VERSION: 0.13.18
E2E_PYTHON_VERSION: "3.10.6"
K3S_VERSION: v1.26.7-k3s1
steps:
- uses: actions/checkout@v4
with:
path: merlin
- uses: actions/setup-python@v5
with:
python-version: ${{ env.E2E_PYTHON_VERSION }}
- uses: actions/cache@v4
with:
path: ~/.cache/pip
key: ${{ runner.os }}-pip-3.10-${{ hashFiles('**/requirements.txt') }}
restore-keys: |
${{ runner.os }}-pip-3.10-
- uses: actions/cache@v4
with:
path: ~/.local/share/virtualenvs
key: ${{ runner.os }}-python-3.10-pipenv-python-sdk
- name: Download k3d
run: |
curl --silent --fail https://raw.githubusercontent.com/k3d-io/k3d/main/install.sh | TAG=v5.6.0 bash
- name: Create Test Cluster
run: |
k3d registry create $LOCAL_REGISTRY --port $LOCAL_REGISTRY_PORT
k3d cluster create $K3D_CLUSTER --image rancher/k3s:${K3S_VERSION} --port 80:80@loadbalancer \
--k3s-arg '--disable=traefik,metrics-server@server:*' \
--k3s-arg '--kubelet-arg=eviction-hard=imagefs.available<0.5%,nodefs.available<0.5%@server:0' \
--k3s-arg '--kubelet-arg=eviction-minimum-reclaim=imagefs.available=0.5%,nodefs.available=0.5%@server:0' \
--k3s-arg '--kubelet-arg=eviction-hard=imagefs.available<0.5%,nodefs.available<0.5%@agent:*' \
--k3s-arg '--kubelet-arg=eviction-minimum-reclaim=imagefs.available=0.5%,nodefs.available=0.5%@agent:*'
- name: Setup cluster
working-directory: merlin/scripts/e2e
run: ./setup-cluster.sh merlin-cluster
- name: Download API Docker Artifact
uses: actions/download-artifact@v4
with:
name: merlin.${{ needs.create-version.outputs.version }}.tar
- name: Download Standard Transformer Docker Artifact
uses: actions/download-artifact@v4
with:
name: merlin-transformer.${{ needs.create-version.outputs.version }}.tar
- name: Publish images to k3d registry
run: |
# Merlin API
docker image load --input merlin.${{ needs.create-version.outputs.version }}.tar
docker tag merlin:${{ needs.create-version.outputs.version }} ${{ env.LOCAL_REGISTRY }}:${{ env.LOCAL_REGISTRY_PORT }}/merlin:${{ needs.create-version.outputs.version }}
k3d image import ${{ env.LOCAL_REGISTRY }}:${{ env.LOCAL_REGISTRY_PORT }}/merlin:${{ needs.create-version.outputs.version }} -c merlin-cluster
# Standard Transformer
docker image load --input merlin-transformer.${{ needs.create-version.outputs.version }}.tar
docker tag merlin-transformer:${{ needs.create-version.outputs.version }} ${{ env.LOCAL_REGISTRY }}:${{ env.LOCAL_REGISTRY_PORT }}/merlin-transformer:${{ needs.create-version.outputs.version }}
k3d image import ${{ env.LOCAL_REGISTRY }}:${{ env.LOCAL_REGISTRY_PORT }}/merlin-transformer:${{ needs.create-version.outputs.version }} -c merlin-cluster
- name: Deploy merlin and mlp
working-directory: merlin/scripts/e2e
run: ./deploy-merlin.sh ${{ env.INGRESS_HOST }} ${{ env.LOCAL_REGISTRY }}:${{ env.LOCAL_REGISTRY_PORT }} ${{ needs.create-version.outputs.version }} ${{ github.ref }} ${{ env.MERLIN_CHART_VERSION }}
- name: Prune docker system to make some space
run: docker system prune --all --force
# This step is needed to free up around 24GiB of storage on the GitHub runner to allow the e2e tests to pass
- name: Free Disk Space
uses: jlumbroso/free-disk-space@main
with:
# this will remove tools that are actually needed (like Python, which is needed),
# if set to "true" but frees about 6 GB
tool-cache: false
- name: Print space consumption
run: sudo df -h
- name: Run E2E Test
timeout-minutes: 30
id: run-e2e-test
working-directory: merlin/scripts/e2e
run: ./run-e2e.sh ${{ env.INGRESS_HOST }} ${{ env.E2E_PYTHON_VERSION }}
- name: "Debug"
if: always()
continue-on-error: true
working-directory: merlin/scripts/e2e
run: ./debug-e2e.sh
- name: "Print post-e2e test space consumption"
if: always()
continue-on-error: true
working-directory: merlin/scripts/e2e
run: sudo df -h
release:
uses: ./.github/workflows/release.yml
needs:
- create-version
- build-api
- build-batch-predictor-base-image
- build-pyfunc-server-base-image
- build-observation-publisher
- test-python-sdk
- e2e-test
with:
version: ${{ needs.create-version.outputs.version }}
secrets:
pypi_username: ${{ secrets.PYPI_USERNAME }}
pypi_password: ${{ secrets.PYPI_PASSWORD }}
ghcr_token: ${{ secrets.GITHUB_TOKEN }}