Launch Llama 2 Small Fast #20
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| name: Launch Llama 2 Small Fast | |
| on: | |
| workflow_run: | |
| workflows: ["Build and Push Docker TPU Images"] | |
| types: | |
| - completed | |
| branches: [main, "experiment/*"] | |
| # pull_request: | |
| workflow_dispatch: | |
| jobs: | |
| test: | |
| if: (github.event.pull_request.head.repo.full_name == github.repository) | |
| runs-on: ubuntu-latest | |
| env: | |
| TPU_ZONE: "us-central2-b" | |
| TPU_TYPE: "v4-32" | |
| steps: | |
| - name: Checkout code | |
| uses: actions/checkout@v2 | |
| - name: Set up Google Cloud SDK | |
| uses: google-github-actions/setup-gcloud@v1 | |
| with: | |
| project_id: ${{ secrets.GCP_PROJECT_ID }} | |
| - name: Authenticate to Google Cloud | |
| uses: google-github-actions/auth@v1 | |
| with: | |
| credentials_json: ${{ secrets.GCP_SA_KEY }} | |
| - name: Configure Google Cloud | |
| run: | | |
| gcloud config set project ${{ secrets.GCP_PROJECT_ID }} | |
| REGION=${TPU_ZONE%-*} | |
| echo "$REGION" | |
| gcloud auth configure-docker $REGION-docker.pkg.dev | |
| - name: Install locally | |
| run: | | |
| python -m pip install --upgrade pip | |
| pip install -e .[test] "jax[cpu]==0.4.30" | |
| - name: Launch Small Fast TPU Train LM job | |
| run: | | |
| export TPU_NAME=small-fast-${{ github.run_id }} | |
| export WANDB_API_KEY=${{ secrets.WANDB_API_KEY }} | |
| export RUN_ID=small_fast_${{ github.run_id }} | |
| export HF_TOKEN=${{ secrets.HF_TOKEN }} | |
| cat > .config <<EOF | |
| env: | |
| WANDB_API_KEY: ${{ secrets.WANDB_API_KEY }} | |
| WANDB_ENTITY: stanford-mercury | |
| WANDB_PROJECT: levanter | |
| HF_TOKEN: ${{ secrets.HF_TOKEN }} | |
| EOF | |
| python infra/launch.py -e CI 1 --foreground --tpu_name ${TPU_NAME} --run_id $RUN_ID --zone ${TPU_ZONE} --tpu_type ${TPU_TYPE} --preemptible -- \ | |
| python -m levanter.main.train_lm \ | |
| --config_path config/llama_small_fast.yaml \ | |
| --trainer.checkpointer.base_path gs://levanter-checkpoints/llama-itest/ \ | |
| --trainer.checkpointer.save_interval 10m | |
| --trainer.num_train_steps 10000 | |
| - name: Cleanup | |
| if: ${{ always() }} | |
| run: | | |
| export TPU_NAME=small-fast-${{ github.run_id }} | |
| gcloud compute tpus queued-resources delete $TPU_NAME --zone ${TPU_ZONE} --quiet --force |