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Benchmark workflow (emdgroup/baybe)

The Benchmark workflow from emdgroup/baybe, explained and optimized by Latchkey.

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Source: emdgroup/baybe.github/workflows/benchmark.ymlLicense Apache-2.0View source

What it does

This is the Benchmark workflow from the emdgroup/baybe repository, a real project running GitHub Actions. It is shown here with attribution under its Apache-2.0 license.

Below, Latchkey shows a faster, safer version produced by its optimization engine.

The workflow

workflow (.yml)
name: Benchmark

on:
  release:
    types:
      - published
      
  workflow_dispatch:
    inputs:
      group_selection:
        description: "Group of Benchmarks to Run:"
        required: true
        default: "All"
        type: choice
        options:
          - "All"
          - "Transfer Learning"
          - "Synthetic"
          - "Non Transfer Learning"

env:
  TRANSFER_LEARNING_BENCHMARKS: '["aryl_halide_CT_IM_tl","aryl_halide_IP_CP_tl","aryl_halide_CT_I_BM_tl","direct_arylation_tl_temperature","easom_tl_47_negate_noise5","hartmann_tl_3_20_15","hartmann_tl_inv_3_20_15","hartmann_tl_shift_3_20_15","michalewicz_tl_continuous"]'
  SYNTHETIC_BENCHMARKS: '["synthetic_2C1D_1C","hartmann_3d_discretized","hartmann_6d","hartmann_3d"]'
  ALL_BENCHMARKS: '["direct_arylation_multi_batch","direct_arylation_single_batch","aryl_halide_CT_IM_tl","aryl_halide_IP_CP_tl","aryl_halide_CT_I_BM_tl","direct_arylation_tl_temperature","easom_tl_47_negate_noise5","hartmann_tl_3_20_15","hartmann_tl_inv_3_20_15","hartmann_tl_shift_3_20_15","michalewicz_tl_continuous","synthetic_2C1D_1C","hartmann_3d_discretized","hartmann_6d","hartmann_3d"]'
  NON_TL_BENCHMARKS: '["direct_arylation_multi_batch","direct_arylation_single_batch","synthetic_2C1D_1C","hartmann_3d_discretized","hartmann_6d","hartmann_3d"]'

permissions:
  contents: read

jobs:
  prepare:
    runs-on: ubuntu-latest
    outputs:
      benchmarks_to_execute: ${{ steps.set_benchmarks.outputs.benchmarks_to_execute }}
    env:
      RUN_GROUP: ${{ github.event.inputs.group_selection || 'All' }}
    steps:
      - name: Build matrix from group
        id: build_matrix_from_group
        run: |
          benchmarks_to_execute='{"benchmark_list": []}'

          if [ "$RUN_GROUP" = "Transfer Learning" ]; then
            benchmarks_to_execute='{"benchmark_list": ${{ env.TRANSFER_LEARNING_BENCHMARKS }} }'
          fi
          if [ "$RUN_GROUP" = "Non Transfer Learning" ]; then
            benchmarks_to_execute='{"benchmark_list": ${{ env.NON_TL_BENCHMARKS }} }'
          fi
          if [ "$RUN_GROUP" = "Synthetic" ]; then
            benchmarks_to_execute='{"benchmark_list": ${{ env.SYNTHETIC_BENCHMARKS }} }'
          fi
          if [ "$RUN_GROUP" = "All" ]; then
            benchmarks_to_execute='{"benchmark_list": ${{ env.ALL_BENCHMARKS }} }'
          fi

          echo "benchmarks_to_execute=$benchmarks_to_execute" >> "$GITHUB_ENV"


      - name: Set benchmarks output
        id: set_benchmarks
        run: |
          echo "benchmarks_to_execute=$benchmarks_to_execute" >> "$GITHUB_OUTPUT"
          number_of_tasks=$(echo "$benchmarks_to_execute" | jq '.benchmark_list | length')

          if [ "$number_of_tasks" -le 0 ]; then
            echo "Please run at least one benchmark"
            exit 1
          fi

  benchmark-test:
    name: run
    needs: [prepare]
    runs-on: M
    permissions:
      contents: read
    strategy:
      fail-fast: false
      matrix: ${{ fromJson(needs.prepare.outputs.benchmarks_to_execute) }}
    timeout-minutes: 1440
    env:
      BAYBE_BENCHMARKING_PERSISTENCE_PATH: ${{ secrets.TEST_RESULT_S3_BUCKET }}
      BAYBE_PARALLELIZE_SIMULATION_RUNS: false
    steps:
      - name: System Information
        run: |
          echo -e "\033[1;34m===== SYSTEM INFORMATION =====\033[0m"
          uname -a
          echo -e "\n\n\n\033[1;34m===== CPU INFORMATION =====\033[0m"
          lscpu
          echo -e "\n\n\n\033[1;34m===== BLOCK DEVICES =====\033[0m"
          lsblk
          echo -e "\n\n\n\033[1;34m===== MEMORY INFORMATION =====\033[0m"
          free -h
          echo -e "\n\n\n\033[1;34m===== DISK USAGE =====\033[0m"
          df -h
          if [ -x "$(command -v nvidia-smi)" ]; then
            echo -e "\n\n\n\033[1;34m===== GPU INFORMATION =====\033[0m"
            nvidia-smi
          fi
      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7
        with:
          fetch-depth: 0
          persist-credentials: false
      - name: "Set up Python"
        uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6
        with:
          python-version: "3.10"
      - name: Install uv
        uses: astral-sh/setup-uv@fac544c07dec837d0ccb6301d7b5580bf5edae39 # v8.2.0
        with:
          enable-cache: false
      - name: Install the project
        run: uv sync --locked --extra benchmarking
      - name: Benchmark
        env:
          BENCHMARK_LIST: ${{ matrix.benchmark_list }}
        run: uv run -m benchmarks --benchmark-list "$BENCHMARK_LIST"

The same workflow, on Latchkey

Estimated ~20% faster on cache hits, plus fewer wasted runs and a safer supply chain. Added and changed lines are highlighted.

name: Benchmark
 
on:
  release:
    types:
      - published
      
  workflow_dispatch:
    inputs:
      group_selection:
        description: "Group of Benchmarks to Run:"
        required: true
        default: "All"
        type: choice
        options:
          - "All"
          - "Transfer Learning"
          - "Synthetic"
          - "Non Transfer Learning"
 
env:
  TRANSFER_LEARNING_BENCHMARKS: '["aryl_halide_CT_IM_tl","aryl_halide_IP_CP_tl","aryl_halide_CT_I_BM_tl","direct_arylation_tl_temperature","easom_tl_47_negate_noise5","hartmann_tl_3_20_15","hartmann_tl_inv_3_20_15","hartmann_tl_shift_3_20_15","michalewicz_tl_continuous"]'
  SYNTHETIC_BENCHMARKS: '["synthetic_2C1D_1C","hartmann_3d_discretized","hartmann_6d","hartmann_3d"]'
  ALL_BENCHMARKS: '["direct_arylation_multi_batch","direct_arylation_single_batch","aryl_halide_CT_IM_tl","aryl_halide_IP_CP_tl","aryl_halide_CT_I_BM_tl","direct_arylation_tl_temperature","easom_tl_47_negate_noise5","hartmann_tl_3_20_15","hartmann_tl_inv_3_20_15","hartmann_tl_shift_3_20_15","michalewicz_tl_continuous","synthetic_2C1D_1C","hartmann_3d_discretized","hartmann_6d","hartmann_3d"]'
  NON_TL_BENCHMARKS: '["direct_arylation_multi_batch","direct_arylation_single_batch","synthetic_2C1D_1C","hartmann_3d_discretized","hartmann_6d","hartmann_3d"]'
 
permissions:
  contents: read
 
jobs:
  prepare:
    timeout-minutes: 30
    runs-on: latchkey-small
    outputs:
      benchmarks_to_execute: ${{ steps.set_benchmarks.outputs.benchmarks_to_execute }}
    env:
      RUN_GROUP: ${{ github.event.inputs.group_selection || 'All' }}
    steps:
      - name: Build matrix from group
        id: build_matrix_from_group
        run: |
          benchmarks_to_execute='{"benchmark_list": []}'
 
          if [ "$RUN_GROUP" = "Transfer Learning" ]; then
            benchmarks_to_execute='{"benchmark_list": ${{ env.TRANSFER_LEARNING_BENCHMARKS }} }'
          fi
          if [ "$RUN_GROUP" = "Non Transfer Learning" ]; then
            benchmarks_to_execute='{"benchmark_list": ${{ env.NON_TL_BENCHMARKS }} }'
          fi
          if [ "$RUN_GROUP" = "Synthetic" ]; then
            benchmarks_to_execute='{"benchmark_list": ${{ env.SYNTHETIC_BENCHMARKS }} }'
          fi
          if [ "$RUN_GROUP" = "All" ]; then
            benchmarks_to_execute='{"benchmark_list": ${{ env.ALL_BENCHMARKS }} }'
          fi
 
          echo "benchmarks_to_execute=$benchmarks_to_execute" >> "$GITHUB_ENV"
 
 
      - name: Set benchmarks output
        id: set_benchmarks
        run: |
          echo "benchmarks_to_execute=$benchmarks_to_execute" >> "$GITHUB_OUTPUT"
          number_of_tasks=$(echo "$benchmarks_to_execute" | jq '.benchmark_list | length')
 
          if [ "$number_of_tasks" -le 0 ]; then
            echo "Please run at least one benchmark"
            exit 1
          fi
 
  benchmark-test:
    name: run
    needs: [prepare]
    runs-on: M
    permissions:
      contents: read
    strategy:
      fail-fast: false
      matrix: ${{ fromJson(needs.prepare.outputs.benchmarks_to_execute) }}
    timeout-minutes: 1440
    env:
      BAYBE_BENCHMARKING_PERSISTENCE_PATH: ${{ secrets.TEST_RESULT_S3_BUCKET }}
      BAYBE_PARALLELIZE_SIMULATION_RUNS: false
    steps:
      - name: System Information
        run: |
          echo -e "\033[1;34m===== SYSTEM INFORMATION =====\033[0m"
          uname -a
          echo -e "\n\n\n\033[1;34m===== CPU INFORMATION =====\033[0m"
          lscpu
          echo -e "\n\n\n\033[1;34m===== BLOCK DEVICES =====\033[0m"
          lsblk
          echo -e "\n\n\n\033[1;34m===== MEMORY INFORMATION =====\033[0m"
          free -h
          echo -e "\n\n\n\033[1;34m===== DISK USAGE =====\033[0m"
          df -h
          if [ -x "$(command -v nvidia-smi)" ]; then
            echo -e "\n\n\n\033[1;34m===== GPU INFORMATION =====\033[0m"
            nvidia-smi
          fi
      - uses: actions/checkout@9c091bb21b7c1c1d1991bb908d89e4e9dddfe3e0 # v7
        with:
          fetch-depth: 0
          persist-credentials: false
      - name: "Set up Python"
        uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6
        with:
          cache: 'pip'
          python-version: "3.10"
      - name: Install uv
        uses: astral-sh/setup-uv@fac544c07dec837d0ccb6301d7b5580bf5edae39 # v8.2.0
        with:
          enable-cache: false
      - name: Install the project
        run: uv sync --locked --extra benchmarking
      - name: Benchmark
        env:
          BENCHMARK_LIST: ${{ matrix.benchmark_list }}
        run: uv run -m benchmarks --benchmark-list "$BENCHMARK_LIST"
 

What changed

This workflow runs 2 jobs per trigger. On Latchkey the same minutes cost up to 58% less than GitHub-hosted, with zero queue time.

Actions used in this workflow