neon/.github/workflows/benchmarking.yml

name: Benchmarking

on:
  # uncomment to run on push for debugging your PR
  # push:
  #   branches: [ your branch ]
  schedule:
    # * is a special character in YAML so you have to quote this string
    #          ┌───────────── minute (0 - 59)
    #          │ ┌───────────── hour (0 - 23)
    #          │ │ ┌───────────── day of the month (1 - 31)
    #          │ │ │ ┌───────────── month (1 - 12 or JAN-DEC)
    #          │ │ │ │ ┌───────────── day of the week (0 - 6 or SUN-SAT)
    - cron:  '0 3 * * *' # run once a day, timezone is utc

  workflow_dispatch: # adds ability to run this manually
    inputs:
      region_id:
        description: 'Project region id. If not set, the default region will be used'
        required: false
        default: 'aws-us-east-2'
      save_perf_report:
        type: boolean
        description: 'Publish perf report. If not set, the report will be published only for the main branch'
        required: false

defaults:
  run:
    shell: bash -euxo pipefail {0}

concurrency:
  # Allow only one workflow per any non-`main` branch.
  group: ${{ github.workflow }}-${{ github.ref_name }}-${{ github.ref_name == 'main' && github.sha || 'anysha' }}
  cancel-in-progress: true

jobs:
  bench:
    env:
      TEST_PG_BENCH_DURATIONS_MATRIX: "300"
      TEST_PG_BENCH_SCALES_MATRIX: "10,100"
      POSTGRES_DISTRIB_DIR: /tmp/neon/pg_install
      DEFAULT_PG_VERSION: 14
      TEST_OUTPUT: /tmp/test_output
      BUILD_TYPE: remote
      SAVE_PERF_REPORT: ${{ github.event.inputs.save_perf_report || ( github.ref_name == 'main' ) }}
      PLATFORM: "neon-staging"

    runs-on: [ self-hosted, us-east-2, x64 ]
    container:
      image: 369495373322.dkr.ecr.eu-central-1.amazonaws.com/rust:pinned
      options: --init

    steps:
    - uses: actions/checkout@v3

    - name: Download Neon artifact
      uses: ./.github/actions/download
      with:
        name: neon-${{ runner.os }}-release-artifact
        path: /tmp/neon/
        prefix: latest

    - name: Create Neon Project
      id: create-neon-project
      uses: ./.github/actions/neon-project-create
      with:
        region_id: ${{ github.event.inputs.region_id || 'aws-us-east-2' }}
        postgres_version: ${{ env.DEFAULT_PG_VERSION }}
        api_key: ${{ secrets.NEON_STAGING_API_KEY }}

    - name: Run benchmark
      uses: ./.github/actions/run-python-test-set
      with:
        build_type: ${{ env.BUILD_TYPE }}
        test_selection: performance
        run_in_parallel: false
        save_perf_report: ${{ env.SAVE_PERF_REPORT }}
        # Set --sparse-ordering option of pytest-order plugin
        # to ensure tests are running in order of appears in the file.
        # It's important for test_perf_pgbench.py::test_pgbench_remote_* tests
        extra_params: -m remote_cluster --sparse-ordering --timeout 5400 --ignore test_runner/performance/test_perf_olap.py
      env:
        BENCHMARK_CONNSTR: ${{ steps.create-neon-project.outputs.dsn }}
        VIP_VAP_ACCESS_TOKEN: "${{ secrets.VIP_VAP_ACCESS_TOKEN }}"
        PERF_TEST_RESULT_CONNSTR: "${{ secrets.PERF_TEST_RESULT_CONNSTR }}"

    - name: Delete Neon Project
      if: ${{ always() }}
      uses: ./.github/actions/neon-project-delete
      with:
        project_id: ${{ steps.create-neon-project.outputs.project_id }}
        api_key: ${{ secrets.NEON_STAGING_API_KEY }}

    - name: Create Allure report
      if: ${{ !cancelled() }}
      uses: ./.github/actions/allure-report-generate

    - name: Post to a Slack channel
      if: ${{ github.event.schedule && failure() }}
      uses: slackapi/slack-github-action@v1
      with:
        channel-id: "C033QLM5P7D" # dev-staging-stream
        slack-message: "Periodic perf testing: ${{ job.status }}\n${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}"
      env:
        SLACK_BOT_TOKEN: ${{ secrets.SLACK_BOT_TOKEN }}

  generate-matrices:
    # Create matrices for the benchmarking jobs, so we run benchmarks on rds only once a week (on Saturday)
    #
    # Available platforms:
    # - neon-captest-new: Freshly created project (1 CU)
    # - neon-captest-freetier: Use freetier-sized compute (0.25 CU)
    # - neon-captest-reuse: Reusing existing project
    # - rds-aurora: Aurora Postgres Serverless v2 with autoscaling from 0.5 to 2 ACUs
    # - rds-postgres: RDS Postgres db.m5.large instance (2 vCPU, 8 GiB) with gp3 EBS storage
    runs-on: ubuntu-latest
    outputs:
      pgbench-compare-matrix: ${{ steps.pgbench-compare-matrix.outputs.matrix }}
      olap-compare-matrix: ${{ steps.olap-compare-matrix.outputs.matrix }}

    steps:
    - name: Generate matrix for pgbench benchmark
      id: pgbench-compare-matrix
      run: |
        matrix='{
          "platform": [
            "neon-captest-new",
            "neon-captest-reuse",
            "neonvm-captest-new"
          ],
          "db_size": [ "10gb" ],
          "include": [{ "platform": "neon-captest-freetier",   "db_size": "3gb"  },
                      { "platform": "neon-captest-new",        "db_size": "50gb" },
                      { "platform": "neonvm-captest-freetier", "db_size": "3gb"  },
                      { "platform": "neonvm-captest-new",      "db_size": "50gb" }]
        }'

        if [ "$(date +%A)" = "Saturday" ]; then
          matrix=$(echo $matrix | jq '.include += [{ "platform": "rds-postgres", "db_size": "10gb"},
                                                   { "platform": "rds-aurora",   "db_size": "50gb"}]')
        fi

        echo "matrix=$(echo $matrix | jq --compact-output '.')" >> $GITHUB_OUTPUT

    - name: Generate matrix for OLAP benchmarks
      id: olap-compare-matrix
      run: |
        matrix='{
          "platform": [
            "neon-captest-reuse"
          ]
        }'

        if [ "$(date +%A)" = "Saturday" ]; then
          matrix=$(echo $matrix | jq '.include += [{ "platform": "rds-postgres" },
                                                   { "platform": "rds-aurora"   }]')
        fi

        echo "matrix=$(echo $matrix | jq --compact-output '.')" >> $GITHUB_OUTPUT

  pgbench-compare:
    needs: [ generate-matrices ]

    strategy:
      fail-fast: false
      matrix: ${{fromJson(needs.generate-matrices.outputs.pgbench-compare-matrix)}}

    env:
      TEST_PG_BENCH_DURATIONS_MATRIX: "60m"
      TEST_PG_BENCH_SCALES_MATRIX: ${{ matrix.db_size }}
      POSTGRES_DISTRIB_DIR: /tmp/neon/pg_install
      DEFAULT_PG_VERSION: 14
      TEST_OUTPUT: /tmp/test_output
      BUILD_TYPE: remote
      SAVE_PERF_REPORT: ${{ github.event.inputs.save_perf_report || ( github.ref_name == 'main' ) }}
      PLATFORM: ${{ matrix.platform }}

    runs-on: [ self-hosted, us-east-2, x64 ]
    container:
      image: 369495373322.dkr.ecr.eu-central-1.amazonaws.com/rust:pinned
      options: --init

    timeout-minutes: 360 # 6h

    steps:
    - uses: actions/checkout@v3

    - name: Download Neon artifact
      uses: ./.github/actions/download
      with:
        name: neon-${{ runner.os }}-release-artifact
        path: /tmp/neon/
        prefix: latest

    - name: Add Postgres binaries to PATH
      run: |
        ${POSTGRES_DISTRIB_DIR}/v${DEFAULT_PG_VERSION}/bin/pgbench --version
        echo "${POSTGRES_DISTRIB_DIR}/v${DEFAULT_PG_VERSION}/bin" >> $GITHUB_PATH

    - name: Create Neon Project
      if: contains(fromJson('["neon-captest-new", "neon-captest-freetier", "neonvm-captest-new", "neonvm-captest-freetier"]'), matrix.platform)
      id: create-neon-project
      uses: ./.github/actions/neon-project-create
      with:
        region_id: ${{ github.event.inputs.region_id || 'aws-us-east-2' }}
        postgres_version: ${{ env.DEFAULT_PG_VERSION }}
        api_key: ${{ secrets.NEON_STAGING_API_KEY }}
        compute_units: ${{ (matrix.platform == 'neon-captest-freetier' && '[0.25, 0.25]') || '[1, 1]' }}
        provisioner: ${{ (contains(matrix.platform, 'neonvm-') && 'k8s-neonvm') || 'k8s-pod' }}

    - name: Set up Connection String
      id: set-up-connstr
      run: |
        case "${PLATFORM}" in
          neon-captest-reuse)
            CONNSTR=${{ secrets.BENCHMARK_CAPTEST_CONNSTR }}
            ;;
          neon-captest-new | neon-captest-freetier | neonvm-captest-new | neonvm-captest-freetier)
            CONNSTR=${{ steps.create-neon-project.outputs.dsn }}
            ;;
          rds-aurora)
            CONNSTR=${{ secrets.BENCHMARK_RDS_AURORA_CONNSTR }}
            ;;
          rds-postgres)
            CONNSTR=${{ secrets.BENCHMARK_RDS_POSTGRES_CONNSTR }}
            ;;
          *)
            echo >&2 "Unknown PLATFORM=${PLATFORM}"
            exit 1
            ;;
        esac

        echo "connstr=${CONNSTR}" >> $GITHUB_OUTPUT

        psql ${CONNSTR} -c "SELECT version();"

    - name: Benchmark init
      uses: ./.github/actions/run-python-test-set
      with:
        build_type: ${{ env.BUILD_TYPE }}
        test_selection: performance
        run_in_parallel: false
        save_perf_report: ${{ env.SAVE_PERF_REPORT }}
        extra_params: -m remote_cluster --timeout 21600 -k test_pgbench_remote_init
      env:
        BENCHMARK_CONNSTR: ${{ steps.set-up-connstr.outputs.connstr }}
        VIP_VAP_ACCESS_TOKEN: "${{ secrets.VIP_VAP_ACCESS_TOKEN }}"
        PERF_TEST_RESULT_CONNSTR: "${{ secrets.PERF_TEST_RESULT_CONNSTR }}"

    - name: Benchmark simple-update
      uses: ./.github/actions/run-python-test-set
      with:
        build_type: ${{ env.BUILD_TYPE }}
        test_selection: performance
        run_in_parallel: false
        save_perf_report: ${{ env.SAVE_PERF_REPORT }}
        extra_params: -m remote_cluster --timeout 21600 -k test_pgbench_remote_simple_update
      env:
        BENCHMARK_CONNSTR: ${{ steps.set-up-connstr.outputs.connstr }}
        VIP_VAP_ACCESS_TOKEN: "${{ secrets.VIP_VAP_ACCESS_TOKEN }}"
        PERF_TEST_RESULT_CONNSTR: "${{ secrets.PERF_TEST_RESULT_CONNSTR }}"

    - name: Benchmark select-only
      uses: ./.github/actions/run-python-test-set
      with:
        build_type: ${{ env.BUILD_TYPE }}
        test_selection: performance
        run_in_parallel: false
        save_perf_report: ${{ env.SAVE_PERF_REPORT }}
        extra_params: -m remote_cluster --timeout 21600 -k test_pgbench_remote_select_only
      env:
        BENCHMARK_CONNSTR: ${{ steps.set-up-connstr.outputs.connstr }}
        VIP_VAP_ACCESS_TOKEN: "${{ secrets.VIP_VAP_ACCESS_TOKEN }}"
        PERF_TEST_RESULT_CONNSTR: "${{ secrets.PERF_TEST_RESULT_CONNSTR }}"

    - name: Delete Neon Project
      if: ${{ steps.create-neon-project.outputs.project_id && always() }}
      uses: ./.github/actions/neon-project-delete
      with:
        project_id: ${{ steps.create-neon-project.outputs.project_id }}
        api_key: ${{ secrets.NEON_STAGING_API_KEY }}

    - name: Create Allure report
      if: ${{ !cancelled() }}
      uses: ./.github/actions/allure-report-generate

    - name: Post to a Slack channel
      if: ${{ github.event.schedule && failure() }}
      uses: slackapi/slack-github-action@v1
      with:
        channel-id: "C033QLM5P7D" # dev-staging-stream
        slack-message: "Periodic perf testing ${{ matrix.platform }}: ${{ job.status }}\n${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}"
      env:
        SLACK_BOT_TOKEN: ${{ secrets.SLACK_BOT_TOKEN }}

  clickbench-compare:
    # ClichBench DB for rds-aurora and rds-Postgres deployed to the same clusters
    # we use for performance testing in pgbench-compare.
    # Run this job only when pgbench-compare is finished to avoid the intersection.
    # We might change it after https://github.com/neondatabase/neon/issues/2900.
    #
    # *_CLICKBENCH_CONNSTR: Genuine ClickBench DB with ~100M rows
    # *_CLICKBENCH_10M_CONNSTR: DB with the first 10M rows of ClickBench DB
    if: ${{ !cancelled() }}
    needs: [ generate-matrices, pgbench-compare ]

    strategy:
      fail-fast: false
      matrix: ${{ fromJson(needs.generate-matrices.outputs.olap-compare-matrix) }}

    env:
      POSTGRES_DISTRIB_DIR: /tmp/neon/pg_install
      DEFAULT_PG_VERSION: 14
      TEST_OUTPUT: /tmp/test_output
      BUILD_TYPE: remote
      SAVE_PERF_REPORT: ${{ github.event.inputs.save_perf_report || ( github.ref_name == 'main' ) }}
      PLATFORM: ${{ matrix.platform }}

    runs-on: [ self-hosted, us-east-2, x64 ]
    container:
      image: 369495373322.dkr.ecr.eu-central-1.amazonaws.com/rust:pinned
      options: --init

    timeout-minutes: 360 # 6h

    steps:
    - uses: actions/checkout@v3

    - name: Download Neon artifact
      uses: ./.github/actions/download
      with:
        name: neon-${{ runner.os }}-release-artifact
        path: /tmp/neon/
        prefix: latest

    - name: Add Postgres binaries to PATH
      run: |
        ${POSTGRES_DISTRIB_DIR}/v${DEFAULT_PG_VERSION}/bin/pgbench --version
        echo "${POSTGRES_DISTRIB_DIR}/v${DEFAULT_PG_VERSION}/bin" >> $GITHUB_PATH

    - name: Set up Connection String
      id: set-up-connstr
      run: |
        case "${PLATFORM}" in
          neon-captest-reuse)
            CONNSTR=${{ secrets.BENCHMARK_CAPTEST_CLICKBENCH_10M_CONNSTR }}
            ;;
          rds-aurora)
            CONNSTR=${{ secrets.BENCHMARK_RDS_AURORA_CLICKBENCH_10M_CONNSTR }}
            ;;
          rds-postgres)
            CONNSTR=${{ secrets.BENCHMARK_RDS_POSTGRES_CLICKBENCH_10M_CONNSTR }}
            ;;
          *)
            echo >&2 "Unknown PLATFORM=${PLATFORM}. Allowed only 'neon-captest-reuse', 'rds-aurora', or 'rds-postgres'"
            exit 1
            ;;
        esac

        echo "connstr=${CONNSTR}" >> $GITHUB_OUTPUT

        psql ${CONNSTR} -c "SELECT version();"

    - name: ClickBench benchmark
      uses: ./.github/actions/run-python-test-set
      with:
        build_type: ${{ env.BUILD_TYPE }}
        test_selection: performance/test_perf_olap.py
        run_in_parallel: false
        save_perf_report: ${{ env.SAVE_PERF_REPORT }}
        extra_params: -m remote_cluster --timeout 21600 -k test_clickbench
      env:
        VIP_VAP_ACCESS_TOKEN: "${{ secrets.VIP_VAP_ACCESS_TOKEN }}"
        PERF_TEST_RESULT_CONNSTR: "${{ secrets.PERF_TEST_RESULT_CONNSTR }}"
        BENCHMARK_CONNSTR: ${{ steps.set-up-connstr.outputs.connstr }}

    - name: Create Allure report
      if: ${{ !cancelled() }}
      uses: ./.github/actions/allure-report-generate

    - name: Post to a Slack channel
      if: ${{ github.event.schedule && failure() }}
      uses: slackapi/slack-github-action@v1
      with:
        channel-id: "C033QLM5P7D" # dev-staging-stream
        slack-message: "Periodic OLAP perf testing ${{ matrix.platform }}: ${{ job.status }}\n${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}"
      env:
        SLACK_BOT_TOKEN: ${{ secrets.SLACK_BOT_TOKEN }}

  tpch-compare:
    # TCP-H DB for rds-aurora and rds-Postgres deployed to the same clusters
    # we use for performance testing in pgbench-compare & clickbench-compare.
    # Run this job only when clickbench-compare is finished to avoid the intersection.
    # We might change it after https://github.com/neondatabase/neon/issues/2900.
    #
    # *_TPCH_S10_CONNSTR: DB generated with scale factor 10 (~10 GB)
    if: ${{ !cancelled() }}
    needs: [ generate-matrices, clickbench-compare ]

    strategy:
      fail-fast: false
      matrix: ${{ fromJson(needs.generate-matrices.outputs.olap-compare-matrix) }}

    env:
      POSTGRES_DISTRIB_DIR: /tmp/neon/pg_install
      DEFAULT_PG_VERSION: 14
      TEST_OUTPUT: /tmp/test_output
      BUILD_TYPE: remote
      SAVE_PERF_REPORT: ${{ github.event.inputs.save_perf_report || ( github.ref_name == 'main' ) }}
      PLATFORM: ${{ matrix.platform }}

    runs-on: [ self-hosted, us-east-2, x64 ]
    container:
      image: 369495373322.dkr.ecr.eu-central-1.amazonaws.com/rust:pinned
      options: --init

    timeout-minutes: 360 # 6h

    steps:
    - uses: actions/checkout@v3

    - name: Download Neon artifact
      uses: ./.github/actions/download
      with:
        name: neon-${{ runner.os }}-release-artifact
        path: /tmp/neon/
        prefix: latest

    - name: Add Postgres binaries to PATH
      run: |
        ${POSTGRES_DISTRIB_DIR}/v${DEFAULT_PG_VERSION}/bin/pgbench --version
        echo "${POSTGRES_DISTRIB_DIR}/v${DEFAULT_PG_VERSION}/bin" >> $GITHUB_PATH

    - name: Set up Connection String
      id: set-up-connstr
      run: |
        case "${PLATFORM}" in
          neon-captest-reuse)
            CONNSTR=${{ secrets.BENCHMARK_CAPTEST_TPCH_S10_CONNSTR }}
            ;;
          rds-aurora)
            CONNSTR=${{ secrets.BENCHMARK_RDS_AURORA_TPCH_S10_CONNSTR }}
            ;;
          rds-postgres)
            CONNSTR=${{ secrets.BENCHMARK_RDS_POSTGRES_TPCH_S10_CONNSTR }}
            ;;
          *)
            echo >&2 "Unknown PLATFORM=${PLATFORM}. Allowed only 'neon-captest-reuse', 'rds-aurora', or 'rds-postgres'"
            exit 1
            ;;
        esac

        echo "connstr=${CONNSTR}" >> $GITHUB_OUTPUT

        psql ${CONNSTR} -c "SELECT version();"

    - name: Run TPC-H benchmark
      uses: ./.github/actions/run-python-test-set
      with:
        build_type: ${{ env.BUILD_TYPE }}
        test_selection: performance/test_perf_olap.py
        run_in_parallel: false
        save_perf_report: ${{ env.SAVE_PERF_REPORT }}
        extra_params: -m remote_cluster --timeout 21600 -k test_tpch
      env:
        VIP_VAP_ACCESS_TOKEN: "${{ secrets.VIP_VAP_ACCESS_TOKEN }}"
        PERF_TEST_RESULT_CONNSTR: "${{ secrets.PERF_TEST_RESULT_CONNSTR }}"
        BENCHMARK_CONNSTR: ${{ steps.set-up-connstr.outputs.connstr }}

    - name: Create Allure report
      if: ${{ !cancelled() }}
      uses: ./.github/actions/allure-report-generate

    - name: Post to a Slack channel
      if: ${{ github.event.schedule && failure() }}
      uses: slackapi/slack-github-action@v1
      with:
        channel-id: "C033QLM5P7D" # dev-staging-stream
        slack-message: "Periodic TPC-H perf testing ${{ matrix.platform }}: ${{ job.status }}\n${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}"
      env:
        SLACK_BOT_TOKEN: ${{ secrets.SLACK_BOT_TOKEN }}

  user-examples-compare:
    if: ${{ !cancelled() }}
    needs: [ generate-matrices, tpch-compare ]

    strategy:
      fail-fast: false
      matrix: ${{ fromJson(needs.generate-matrices.outputs.olap-compare-matrix) }}

    env:
      POSTGRES_DISTRIB_DIR: /tmp/neon/pg_install
      DEFAULT_PG_VERSION: 14
      TEST_OUTPUT: /tmp/test_output
      BUILD_TYPE: remote
      SAVE_PERF_REPORT: ${{ github.event.inputs.save_perf_report || ( github.ref_name == 'main' ) }}
      PLATFORM: ${{ matrix.platform }}

    runs-on: [ self-hosted, us-east-2, x64 ]
    container:
      image: 369495373322.dkr.ecr.eu-central-1.amazonaws.com/rust:pinned
      options: --init

    timeout-minutes: 360 # 6h

    steps:
    - uses: actions/checkout@v3

    - name: Download Neon artifact
      uses: ./.github/actions/download
      with:
        name: neon-${{ runner.os }}-release-artifact
        path: /tmp/neon/
        prefix: latest

    - name: Add Postgres binaries to PATH
      run: |
        ${POSTGRES_DISTRIB_DIR}/v${DEFAULT_PG_VERSION}/bin/pgbench --version
        echo "${POSTGRES_DISTRIB_DIR}/v${DEFAULT_PG_VERSION}/bin" >> $GITHUB_PATH

    - name: Set up Connection String
      id: set-up-connstr
      run: |
        case "${PLATFORM}" in
          neon-captest-reuse)
            CONNSTR=${{ secrets.BENCHMARK_USER_EXAMPLE_CAPTEST_CONNSTR }}
            ;;
          rds-aurora)
            CONNSTR=${{ secrets.BENCHMARK_USER_EXAMPLE_RDS_AURORA_CONNSTR }}
            ;;
          rds-postgres)
            CONNSTR=${{ secrets.BENCHMARK_USER_EXAMPLE_RDS_POSTGRES_CONNSTR }}
            ;;
          *)
            echo >&2 "Unknown PLATFORM=${PLATFORM}. Allowed only 'neon-captest-reuse', 'rds-aurora', or 'rds-postgres'"
            exit 1
            ;;
        esac

        echo "connstr=${CONNSTR}" >> $GITHUB_OUTPUT

        psql ${CONNSTR} -c "SELECT version();"

    - name: Run user examples
      uses: ./.github/actions/run-python-test-set
      with:
        build_type: ${{ env.BUILD_TYPE }}
        test_selection: performance/test_perf_olap.py
        run_in_parallel: false
        save_perf_report: ${{ env.SAVE_PERF_REPORT }}
        extra_params: -m remote_cluster --timeout 21600 -k test_user_examples
      env:
        VIP_VAP_ACCESS_TOKEN: "${{ secrets.VIP_VAP_ACCESS_TOKEN }}"
        PERF_TEST_RESULT_CONNSTR: "${{ secrets.PERF_TEST_RESULT_CONNSTR }}"
        BENCHMARK_CONNSTR: ${{ steps.set-up-connstr.outputs.connstr }}

    - name: Create Allure report
      if: ${{ !cancelled() }}
      uses: ./.github/actions/allure-report-generate

    - name: Post to a Slack channel
      if: ${{ github.event.schedule && failure() }}
      uses: slackapi/slack-github-action@v1
      with:
        channel-id: "C033QLM5P7D" # dev-staging-stream
        slack-message: "Periodic User example perf testing ${{ matrix.platform }}: ${{ job.status }}\n${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}"
      env:
        SLACK_BOT_TOKEN: ${{ secrets.SLACK_BOT_TOKEN }}