72 lines
1.7 KiB
YAML
72 lines
1.7 KiB
YAML
name: GitHub Workflow
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on:
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workflow_dispatch:
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inputs:
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epochs:
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description: 'Number of epochs'
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required: true
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default: '10'
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jobs:
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build-and-train:
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runs-on: ubuntu-latest
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steps:
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- name: Checkout code
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uses: actions/checkout@v2
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- name: Set up Docker Buildx
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uses: docker/setup-buildx-action@v1
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- name: Login to DockerHub
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uses: docker/login-action@v1
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with:
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username: ${{ secrets.DOCKERHUB_USERNAME }}
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password: ${{ secrets.DOCKERHUB_TOKEN }}
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- name: Build and push
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uses: docker/build-push-action@v2
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with:
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context: .
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push: true
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tags: ${{ secrets.DOCKERHUB_USERNAME }}/training-model:latest
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- name: Run training
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run: docker run ${{ secrets.DOCKERHUB_USERNAME }}/training-model:latest python3 ../../train.py --epochs ${{ github.event.inputs.epochs }}
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evaluate:
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needs: build-and-train
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runs-on: ubuntu-latest
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steps:
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- name: Checkout code
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uses: actions/checkout@v2
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- name: Set up Python
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uses: actions/setup-python@v2
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with:
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python-version: '3.x'
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- name: Install dependencies
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run: |
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python -m pip install --upgrade pip
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pip install pandas numpy tensorflow scikit-learn matplotlib
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- name: Run evaluation
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run: python ../../evaluate.py
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archive:
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needs: evaluate
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runs-on: ubuntu-latest
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steps:
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- name: Checkout code
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uses: actions/checkout@v2
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- name: Archive model
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run: tar -czvf ../../model.tar.gz ../../model.h5
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- name: Upload model
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uses: actions/upload-artifact@v2
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with:
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name: model
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path: ../../model.tar.gz
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