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docker.yml
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name: Reusable Docker Build
on:
workflow_call:
inputs:
image_name:
required: true
type: string
image_version:
required: true
type: string
image_build_args:
required: true
type: string
image_context:
required: true
type: string
image_file:
required: true
type: string
model_version:
required: true
type: string
resource_group:
required: true
type: string
workspace_name:
required: true
type: string
secrets:
DOCKER_USERNAME:
required: true
DOCKER_PASSWORD:
required: true
AZURE_CREDENTIALS:
required: true
jobs:
build:
runs-on: ubuntu-latest
environment: MLOpsPython
steps:
- uses: actions/checkout@v3
with:
fetch-depth: 0
- name: Set up Python 3.11
uses: actions/setup-python@v3
with:
python-version: "3.10.13"
- name: Setup Project
run: |
pip install --user poetry
chmod +x ./Makefile
./Makefile
- name: azure login
uses: azure/login@v1
with:
creds: ${{secrets.AZURE_CREDENTIALS}}
- name: download model
run: |
cd production/api/core
echo "VERSION = '${{ inputs.image_version }}'" > version.py
- name: download model
run: |
az extension add -n ml
MODEL_VERSION=${{ inputs.model_version }}
RESOURCE_GROUP=${{ inputs.resource_group }}
WORKSPACE_NAME=${{ inputs.workspace_name }}
cd production/api/core/model
az ml model download --name cats-dogs-others --version $MODEL_VERSION --resource-group $RESOURCE_GROUP --workspace-name $WORKSPACE_NAME
# find files recursively and copy them to the current directory root
find ./ -name '*.keras' -exec cp "{}" ./ \;
ls
rm -r ./cats-dogs-others
- name: Log in to Docker Hub
uses: docker/login-action@v2
with:
username: ${{ secrets.DOCKER_USERNAME }}
password: ${{ secrets.DOCKER_PASSWORD }}
- name: Extract metadata (tags, labels) for Docker
id: meta
uses: docker/metadata-action@v2
with:
images: ${{ inputs.image_name }}
- name: Build and push Docker image
if: github.ref == 'refs/heads/main'
uses: docker/build-push-action@v3
with:
context: ${{ inputs.image_context }}
file : ${{ inputs.image_file }}
build-args: ${{ inputs.image_build_args }}
push: true
tags: ${{ inputs.image_name }}:${{ inputs.image_version }},${{ inputs.image_name }}:latest
labels: ${{ steps.meta.outputs.labels }}
- name: Build and push Docker image
if: github.ref != 'refs/heads/main'
uses: docker/build-push-action@v3
with:
context: ${{ inputs.image_context }}
file : ${{ inputs.image_file }}
build-args: ${{ inputs.image_build_args }}
push: true
tags: ${{ inputs.image_name }}:${{ inputs.image_version }}
labels: ${{ steps.meta.outputs.labels }}