|
| 1 | +name: ROCm DLM Performance Evaluations |
| 2 | + |
| 3 | +on: |
| 4 | + push: |
| 5 | + |
| 6 | +jobs: |
| 7 | + build-and-test-jax: |
| 8 | + runs-on: mi-250 |
| 9 | + strategy: |
| 10 | + matrix: |
| 11 | + python: ["3.10"] |
| 12 | + rocm: ["6.3.4"] |
| 13 | + |
| 14 | + env: |
| 15 | + BASE_IMAGE: "ubuntu:22.04" |
| 16 | + PYTHON_VERSION: ${{ matrix.python }} |
| 17 | + ROCM_VERSION: ${{ matrix.rocm }} |
| 18 | + TEST_IMAGE: ubuntu-jax-${{ github.run_id }}_${{ github.run_number }}_${{ github.run_attempt }} |
| 19 | + WORKSPACE_DIR: jax_rocm_perf_${{ github.run_id }}_${{ github.run_number }}_${{ github.run_attempt }} |
| 20 | + |
| 21 | + steps: |
| 22 | + - name: Clean up old workdirs |
| 23 | + run: | |
| 24 | + docker run -v "$(pwd):/jax" ubuntu bash -c "chown -R $UID /jax/jax_rocm_perf_* || true" |
| 25 | + rm -rf jax_rocm_perf_* || true |
| 26 | + ls -l |
| 27 | +
|
| 28 | + - name: Print system info |
| 29 | + run: | |
| 30 | + whoami |
| 31 | + printenv |
| 32 | + df -h |
| 33 | + rocm-smi || true |
| 34 | +
|
| 35 | + - name: Checkout JAX source |
| 36 | + uses: actions/checkout@v4 |
| 37 | + with: |
| 38 | + path: ${{ env.WORKSPACE_DIR }} |
| 39 | + |
| 40 | + - name: Build JAX Docker Image |
| 41 | + run: | |
| 42 | + cd $WORKSPACE_DIR |
| 43 | + python3 build/rocm/ci_build \ |
| 44 | + --rocm-version "$ROCM_VERSION" \ |
| 45 | + --base-docker "$BASE_IMAGE" \ |
| 46 | + --python-versions "$PYTHON_VERSION" \ |
| 47 | + --compiler=clang \ |
| 48 | + dist_docker \ |
| 49 | + --image-tag "$TEST_IMAGE" |
| 50 | +
|
| 51 | + - name: Checkout MaxText source |
| 52 | + uses: actions/checkout@v4 |
| 53 | + with: |
| 54 | + repository: ROCm/maxtext |
| 55 | + ref: rv_jax |
| 56 | + path: ${{ env.WORKSPACE_DIR }}/maxtext |
| 57 | + |
| 58 | + - name: Launch container |
| 59 | + run: | |
| 60 | + docker run -d --name maxtext_container \ |
| 61 | + --network=host \ |
| 62 | + --device=/dev/kfd \ |
| 63 | + --device=/dev/dri \ |
| 64 | + --ipc=host \ |
| 65 | + --shm-size=64G \ |
| 66 | + --group-add=video \ |
| 67 | + --cap-add=SYS_PTRACE \ |
| 68 | + --security-opt seccomp=unconfined \ |
| 69 | + -v "$(pwd)/${{ env.WORKSPACE_DIR }}/maxtext:/maxtext" \ |
| 70 | + -w /maxtext \ |
| 71 | + "$TEST_IMAGE" \ |
| 72 | + tail -f /dev/null |
| 73 | +
|
| 74 | + - name: Run MaxText training and save logs |
| 75 | + run: | |
| 76 | + docker exec maxtext_container bash -c "pip install -r requirements.txt" |
| 77 | + for config in \ |
| 78 | + MaxText/configs/models/gpu/llama2_7b_rocm.yml \ |
| 79 | + MaxText/configs/models/gpu/gemma_2b_rocm.yml \ |
| 80 | + MaxText/configs/models/gpu/gpt3_6b_rocm.yml \ |
| 81 | + MaxText/configs/models/gpu/mixtral_8x1b_rocm.yml; do |
| 82 | + model_name=$(basename "$config" _rocm.yml) |
| 83 | + echo "Running $model_name" |
| 84 | + docker exec maxtext_container bash -c "python3 -m MaxText.train $config" \ |
| 85 | + | tee logs_${model_name}.log |
| 86 | + done |
| 87 | +
|
| 88 | + - name: Analyze logs to compute median step time |
| 89 | + run: | |
| 90 | + pip install numpy |
| 91 | + cat << EOF > analyze_logs.py |
| 92 | +import json, re, glob |
| 93 | +import numpy as np |
| 94 | + |
| 95 | +summary = {} |
| 96 | +for log in glob.glob("logs_*.log"): |
| 97 | + model = log.replace("logs_", "").replace(".log", "") |
| 98 | + times = [] |
| 99 | + with open(log) as f: |
| 100 | + for line in f: |
| 101 | + m = re.search(r"completed step: \d+, seconds: ([\d.]+)", line) |
| 102 | + if m: |
| 103 | + times.append(float(m.group(1))) |
| 104 | + if times: |
| 105 | + summary[model] = { |
| 106 | + "median_step_time": round(float(np.median(times)), 3), |
| 107 | + "steps_counted": len(times) |
| 108 | + } |
| 109 | + |
| 110 | +with open("summary.json", "w") as f: |
| 111 | + json.dump(summary, f, indent=2) |
| 112 | +EOF |
| 113 | + python3 analyze_logs.py |
| 114 | + cat summary.json |
| 115 | + |
| 116 | + - name: Upload logs and summary |
| 117 | + uses: actions/upload-artifact@v4 |
| 118 | + with: |
| 119 | + name: training-results |
| 120 | + path: | |
| 121 | + logs_*.log |
| 122 | + summary.json |
| 123 | +
|
| 124 | + - name: Cleanup container |
| 125 | + if: always() |
| 126 | + run: | |
| 127 | + docker stop maxtext_container || true |
| 128 | + docker rm maxtext_container || true |
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