train-model: Sentiment Analysis @ EC2 Spot #45
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| name: "train-model: Sentiment Analysis @ EC2 Spot" | |
| on: | |
| workflow_dispatch: | |
| jobs: | |
| start-runner: | |
| name: "Start self-hosted EC2 Spot Instance: inf1.2xlarge + 30Gb" | |
| runs-on: ubuntu-latest | |
| outputs: | |
| label: ${{ steps.start-ec2-runner.outputs.label }} | |
| ec2-instance-id: ${{ steps.start-ec2-runner.outputs.ec2-instance-id }} | |
| steps: | |
| - name: Configure AWS credentials | |
| uses: aws-actions/configure-aws-credentials@v1 | |
| with: | |
| aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }} | |
| aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }} | |
| aws-region: eu-west-2 | |
| - uses: ahmadnassri/action-workflow-queue@v1 | |
| - name: Start EC2 runner | |
| id: start-ec2-runner | |
| uses: digital-defiance/ec2-github-runner@v2 | |
| with: | |
| mode: start | |
| pre-runner-script: | | |
| sudo yum update -y && \ | |
| sudo yum install docker git libicu -y | |
| sudo systemctl enable docker | |
| sudo systemctl start docker | |
| github-token: ${{ secrets.GH_PERSONAL_ACCESS_TOKEN }} | |
| market-type: spot | |
| ec2-image-id: ami-0ac78de7f262baaf2 | |
| ec2-instance-type: inf1.2xlarge | |
| subnet-id: subnet-07512e20d23632607 | |
| security-group-id: sg-098d5c6cb021e55a4 | |
| # - name: Waite so that I can clone the AMI | |
| # run: sleep 100000 | |
| training-loop: | |
| name: Train model (c, h, b, w, bias, att) | |
| needs: start-runner # required to start the main job when the runner is ready | |
| runs-on: ${{ needs.start-runner.outputs.label }} # run the job on the newly created runner | |
| strategy: | |
| fail-fast: false | |
| max-parallel: 1 | |
| matrix: | |
| MODEL_COORDINATES: [36] | |
| MODEL_NUMBER_OF_HEADS: [3, 6] # note that coordinates must be divisible by these | |
| MODEL_NUMBER_OF_BLOCKS: [3, 6] | |
| MODEL_WORDS: [70] | |
| MODEL_TOKENS: [50263] | |
| MODEL_BIAS: [false] | |
| MODEL_ATTENTION: ["metric", "scaled_dot_product"] | |
| TRAIN_BATCH_SIZE: [64] | |
| TRAIN_EPOCHS: [25] | |
| TRAIN_WARMUP_STEPS: [2] | |
| TRAIN_L1_REGULARIZATION: [0] | |
| TRAIN_L2_REGULARIZATION: [0] | |
| container: | |
| image: ghcr.io/digital-defiance/llm-voice-chat:main | |
| env: | |
| MODEL_COORDINATES: ${{ matrix.MODEL_COORDINATES }} | |
| MODEL_NUMBER_OF_BLOCKS: ${{ matrix.MODEL_NUMBER_OF_BLOCKS }} | |
| MODEL_NUMBER_OF_HEADS: ${{ matrix.MODEL_NUMBER_OF_HEADS }} | |
| MODEL_WORDS: ${{ matrix.MODEL_WORDS }} | |
| MODEL_TOKENS: ${{ matrix.MODEL_TOKENS }} | |
| MODEL_BIAS: ${{ matrix.MODEL_BIAS }} | |
| MODEL_ATTENTION: ${{ matrix.MODEL_ATTENTION }} | |
| TRAIN_BATCH_SIZE: ${{ matrix.TRAIN_BATCH_SIZE }} | |
| TRAIN_EPOCHS: ${{ matrix.TRAIN_EPOCHS }} | |
| TRAIN_L1_REGULARIZATION: ${{ matrix.TRAIN_L1_REGULARIZATION }} | |
| TRAIN_L2_REGULARIZATION: ${{ matrix.TRAIN_L2_REGULARIZATION }} | |
| TRAIN_WARMUP_STEPS: ${{ matrix.TRAIN_WARMUP_STEPS }} | |
| MLFLOW_EXPERIMENT_ID: 6 | |
| MLFLOW_TRACKING_URI: ${{ secrets.MLFLOW_TRACKING_URI }} | |
| MLFLOW_TRACKING_USERNAME: ${{ secrets.MLFLOW_TRACKING_USERNAME }} | |
| MLFLOW_TRACKING_PASSWORD: ${{ secrets.MLFLOW_TRACKING_PASSWORD }} | |
| AWS_ACCESS_KEY_ID: ${{ secrets.AWS_ACCESS_KEY_ID }} | |
| AWS_SECRET_ACCESS_KEY: ${{ secrets.AWS_SECRET_ACCESS_KEY }} | |
| AWS_REGION: eu-west-2 | |
| GIT_PYTHON_REFRESH: quiet | |
| steps: | |
| - uses: actions/checkout@v3 | |
| - name: Perform Training Loop | |
| run: python -m train.worker_sentiment_analysis | |
| stop-runner: | |
| name: Stop self-hosted EC2 Spot instance | |
| needs: | |
| - start-runner # required to get output from the start-runner job | |
| - training-loop # required to wait when the main job is done | |
| runs-on: ubuntu-latest | |
| if: ${{ always() }} # required to stop the runner even if the error happened in the previous jobs | |
| steps: | |
| - name: Configure AWS credentials | |
| uses: aws-actions/configure-aws-credentials@v1 | |
| with: | |
| aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }} | |
| aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }} | |
| aws-region: eu-west-2 | |
| - name: Stop EC2 runner | |
| uses: digital-defiance/ec2-github-runner@v2 | |
| with: | |
| mode: stop | |
| github-token: ${{ secrets.GH_PERSONAL_ACCESS_TOKEN }} | |
| label: ${{ needs.start-runner.outputs.label }} | |
| ec2-instance-id: ${{ needs.start-runner.outputs.ec2-instance-id }} |