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name: PR comment GitHub CI

on:
  issue_comment:
    types:
      - created
    branches-ignore:
      - main
concurrency:
  group: ${{ github.workflow }}-${{ github.event.issue.number }}-${{ startsWith(github.event.comment.body, 'run-slow') || startsWith(github.event.comment.body, 'run slow') || startsWith(github.event.comment.body, 'run_slow') }}
  cancel-in-progress: true
permissions: read-all

env:
  HF_HOME: /mnt/cache
  TRANSFORMERS_IS_CI: yes
  OMP_NUM_THREADS: 8
  MKL_NUM_THREADS: 8
  RUN_SLOW: yes
  # For gated repositories, we still need to agree to share information on the Hub repo. page in order to get access.
  # This token is created under the bot `hf-transformers-bot`.
  HF_HUB_READ_TOKEN: ${{ secrets.HF_HUB_READ_TOKEN }}
  SIGOPT_API_TOKEN: ${{ secrets.SIGOPT_API_TOKEN }}
  TF_FORCE_GPU_ALLOW_GROWTH: true
  RUN_PT_TF_CROSS_TESTS: 1
  CUDA_VISIBLE_DEVICES: 0,1

jobs:
  get-pr-number:
    runs-on: ubuntu-22.04
    name: Get PR number
    # For security: only allow team members to run
    if: ${{ github.event.issue.state == 'open' && contains(fromJSON('["ydshieh", "ArthurZucker", "zucchini-nlp", "qubvel", "molbap", "gante", "LysandreJik", "Cyrilvallez", "Rocketknight1", "SunMarc", "muellerzr"]'), github.actor) && (startsWith(github.event.comment.body, 'run-slow') || startsWith(github.event.comment.body, 'run slow') || startsWith(github.event.comment.body, 'run_slow')) }}
    outputs:
      PR_NUMBER: ${{ steps.set_pr_number.outputs.PR_NUMBER }}
    steps:
      - name: Get PR number
        shell: bash
        run: |
          if [[ "${{ github.event.issue.number }}" != "" && "${{ github.event.issue.pull_request }}" != "" ]]; then
            echo "PR_NUMBER=${{ github.event.issue.number }}" >> $GITHUB_ENV
          else
            echo "PR_NUMBER=" >> $GITHUB_ENV
          fi

      - name: Check PR number
        shell: bash
        run: |
          echo "${{ env.PR_NUMBER }}"

      - name: Set PR number
        id: set_pr_number
        run: echo "PR_NUMBER=${{ env.PR_NUMBER }}" >> "$GITHUB_OUTPUT"

  get-sha:
    runs-on: ubuntu-22.04
    needs: get-pr-number
    if: ${{ needs.get-pr-number.outputs.PR_NUMBER != ''}}
    outputs:
      PR_HEAD_SHA: ${{ steps.get_sha.outputs.PR_HEAD_SHA }}
      PR_MERGE_SHA: ${{ steps.get_sha.outputs.PR_MERGE_SHA }}
    steps:
      - uses: actions/checkout@v4
        with:
          fetch-depth: "0"
          ref: "refs/pull/${{needs.get-pr-number.outputs.PR_NUMBER}}/merge"

      - name: Get SHA (and verify timestamps against the issue comment date)
        id: get_sha
        env:
          PR_NUMBER: ${{ needs.get-pr-number.outputs.PR_NUMBER }}
          COMMENT_DATE: ${{ github.event.comment.created_at }}
        run: |
            git fetch origin refs/pull/$PR_NUMBER/head:refs/remotes/pull/$PR_NUMBER/head
            git checkout refs/remotes/pull/$PR_NUMBER/head
            echo "PR_HEAD_SHA: $(git log -1 --format=%H)"
            echo "PR_HEAD_SHA=$(git log -1 --format=%H)" >> "$GITHUB_OUTPUT"
            git fetch origin refs/pull/$PR_NUMBER/merge:refs/remotes/pull/$PR_NUMBER/merge
            git checkout refs/remotes/pull/$PR_NUMBER/merge
            echo "PR_MERGE_SHA: $(git log -1 --format=%H)"
            echo "PR_MERGE_SHA=$(git log -1 --format=%H)" >> "$GITHUB_OUTPUT"
            PR_MERGE_COMMIT_TIMESTAMP=$(git log -1 --date=unix --format=%cd)
            echo "PR_MERGE_COMMIT_TIMESTAMP: $PR_MERGE_COMMIT_TIMESTAMP"
            COMMENT_TIMESTAMP=$(date -d "${COMMENT_DATE}" +"%s")
            echo "COMMENT_DATE: $COMMENT_DATE"
            echo "COMMENT_TIMESTAMP: $COMMENT_TIMESTAMP"
            if [ $COMMENT_TIMESTAMP -le $PR_MERGE_COMMIT_TIMESTAMP ]; then
              echo "Last commit on the pull request is newer than the issue comment triggering this run! Abort!";
              exit -1;
            fi

  # use a python script to handle this complex logic
  # case 1: `run-slow` (auto. infer with limited number of models, but in particular, new model)
  # case 2: `run-slow model_1, model_2`
  get-tests:
    runs-on: ubuntu-22.04
    needs: [get-pr-number, get-sha]
    if: ${{ needs.get-pr-number.outputs.PR_NUMBER != ''}}
    outputs:
      models: ${{ steps.models_to_run.outputs.models }}
      quantizations: ${{ steps.models_to_run.outputs.quantizations }}
    steps:
      - uses: actions/checkout@v4
        with:
          fetch-depth: "0"
          ref: "refs/pull/${{needs.get-pr-number.outputs.PR_NUMBER}}/merge"

      - name: Verify merge commit SHA
        env:
          VERIFIED_PR_MERGE_SHA: ${{ needs.get-sha.outputs.PR_MERGE_SHA }}
        run: |
            PR_MERGE_SHA=$(git log -1 --format=%H)
            if [ $PR_MERGE_SHA != $VERIFIED_PR_MERGE_SHA ]; then
              echo "The merged commit SHA is not the same as the verified one! Security issue detected, abort the workflow!";
              exit -1;
            fi

      - name: Get models to test
        env:
          PR_COMMENT: ${{ github.event.comment.body }}
        run: |
          python -m pip install GitPython
          python utils/pr_slow_ci_models.py --message "$PR_COMMENT" | tee output.txt
          echo "models=$(tail -n 1 output.txt)" >> $GITHUB_ENV
          python utils/pr_slow_ci_models.py --message "$PR_COMMENT" --quantization | tee output2.txt
          echo "quantizations=$(tail -n 1 output2.txt)" >> $GITHUB_ENV

      - name: Show models to test
        id: models_to_run
        run: |
          echo "${{ env.models }}"
          echo "models=${{ env.models }}" >> $GITHUB_ENV
          echo "models=${{ env.models }}" >> $GITHUB_OUTPUT
          echo "${{ env.quantizations }}"
          echo "quantizations=${{ env.quantizations }}" >> $GITHUB_OUTPUT

  reply_to_comment:
    name: Reply to the comment
    if: ${{ needs.get-tests.outputs.models != '[]'  || needs.get-tests.outputs.quantizations != '[]' }}
    needs: [get-pr-number, get-tests]
    permissions:
      pull-requests: write
    runs-on: ubuntu-22.04
    steps:
      - name: Reply to the comment
        env:
          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
          MODELS: ${{ needs.get-tests.outputs.models }}
          BODY: "This comment contains run-slow, running the specified jobs:\n\nmodels: ${{ needs.get-tests.outputs.models }}\nquantizations: ${{ needs.get-tests.outputs.quantizations }}"
        run: |
          gh api \
            --method POST \
            -H "Accept: application/vnd.github+json" \
            -H "X-GitHub-Api-Version: 2022-11-28" \
            repos/${{ github.repository }}/issues/${{ needs.get-pr-number.outputs.PR_NUMBER }}/comments \
            -f "body=This comment contains run-slow, running the specified jobs: ${{ env.BODY }} ..."

  create_run:
    name: Create run
    if: ${{ needs.get-tests.outputs.models != '[]' || needs.get-tests.outputs.quantizations != '[]' }}
    needs: [get-sha, get-tests, reply_to_comment]
    permissions:
      statuses: write
    runs-on: ubuntu-22.04
    steps:
      - name: Create Run
        id: create_run
        env:
          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
          # Create a commit status (pending) for a run of this workflow. The status has to be updated later in `update_run_status`.
          # See https://docs.github.com/en/rest/commits/statuses?apiVersion=2022-11-28#create-a-commit-status
          GITHUB_RUN_URL: https://github.com/${{ github.repository }}/actions/runs/${{ github.run_id }}
        run: |
          gh api \
            --method POST \
            -H "Accept: application/vnd.github+json" \
            -H "X-GitHub-Api-Version: 2022-11-28" \
            repos/${{ github.repository }}/statuses/${{ needs.get-sha.outputs.PR_HEAD_SHA }} \
            -f "target_url=$GITHUB_RUN_URL" -f "state=pending" -f "description=Slow CI job" -f "context=pytest/custom-tests"

  run_models_gpu:
    name: Run all tests for the model
    if: ${{ needs.get-tests.outputs.models != '[]' }}
    needs: [get-pr-number, get-sha, get-tests, create_run]
    strategy:
      fail-fast: false
      matrix:
        folders: ${{ fromJson(needs.get-tests.outputs.models) }}
        machine_type: [aws-g4dn-2xlarge-cache, aws-g4dn-12xlarge-cache]
    runs-on:
       group: '${{ matrix.machine_type }}'
    container:
      image: huggingface/transformers-all-latest-gpu
      options: --gpus all --shm-size "16gb" --ipc host -v /mnt/cache/.cache/huggingface:/mnt/cache/
    steps:
      - name: Echo input and matrix info
        shell: bash
        run: |
          echo "${{ matrix.folders }}"

      - name: Echo folder ${{ matrix.folders }}
        shell: bash
        # For folders like `models/bert`, set an env. var. (`matrix_folders`) to `models_bert`, which will be used to
        # set the artifact folder names (because the character `/` is not allowed).
        run: |
          echo "${{ matrix.folders }}"
          matrix_folders=${{ matrix.folders }}
          matrix_folders=${matrix_folders/'models/'/'models_'}
          echo "$matrix_folders"
          echo "matrix_folders=$matrix_folders" >> $GITHUB_ENV

      - name: Checkout to PR merge commit
        working-directory: /transformers
        run: |
          git fetch origin refs/pull/${{ needs.get-pr-number.outputs.PR_NUMBER }}/merge:refs/remotes/pull/${{ needs.get-pr-number.outputs.PR_NUMBER }}/merge
          git checkout refs/remotes/pull/${{ needs.get-pr-number.outputs.PR_NUMBER }}/merge
          git log -1 --format=%H

      - name: Verify merge commit SHA
        env:
          VERIFIED_PR_MERGE_SHA: ${{ needs.get-sha.outputs.PR_MERGE_SHA }}
        working-directory: /transformers
        run: |
          PR_MERGE_SHA=$(git log -1 --format=%H)
          if [ $PR_MERGE_SHA != $VERIFIED_PR_MERGE_SHA ]; then
            echo "The merged commit SHA is not the same as the verified one! Security issue detected, abort the workflow!";
            exit -1;
          fi

      - name: Reinstall transformers in edit mode (remove the one installed during docker image build)
        working-directory: /transformers
        run: python3 -m pip uninstall -y transformers && python3 -m pip install -e .

      - name: NVIDIA-SMI
        run: |
          nvidia-smi

      - name: Set `machine_type` for report and artifact names
        working-directory: /transformers
        shell: bash
        run: |
          echo "${{ matrix.machine_type }}"
          if [ "${{ matrix.machine_type }}" = "aws-g4dn-2xlarge-cache" ]; then
            machine_type=single-gpu
          elif [ "${{ matrix.machine_type }}" = "aws-g4dn-12xlarge-cache" ]; then
            machine_type=multi-gpu
          else
            machine_type=${{ matrix.machine_type }}
          fi
          echo "$machine_type"
          echo "machine_type=$machine_type" >> $GITHUB_ENV

      - name: Environment
        working-directory: /transformers
        run: |
          python3 utils/print_env.py

      - name: Show installed libraries and their versions
        working-directory: /transformers
        run: pip freeze

      - name: Run all tests on GPU
        working-directory: /transformers
        run: |
          export CUDA_VISIBLE_DEVICES="$(python3 utils/set_cuda_devices_for_ci.py --test_folder ${{ matrix.folders }})"
          echo $CUDA_VISIBLE_DEVICES
          python3 -m pytest -v -rsfE --make-reports=${{ env.machine_type }}_run_models_gpu_${{ matrix.folders }}_test_reports tests/${{ matrix.folders }}

      - name: Failure short reports
        if: ${{ failure() }}
        continue-on-error: true
        run: cat /transformers/reports/${{ env.machine_type }}_run_models_gpu_${{ matrix.folders }}_test_reports/failures_short.txt

      - name: Make sure report directory exists
        shell: bash
        run: |
          mkdir -p /transformers/reports/${{ env.machine_type }}_run_models_gpu_${{ matrix.folders }}_test_reports
          echo "hello" > /transformers/reports/${{ env.machine_type }}_run_models_gpu_${{ matrix.folders }}_test_reports/hello.txt
          echo "${{ env.machine_type }}_run_models_gpu_${{ matrix.folders }}_test_reports"

      - name: "Test suite reports artifacts: ${{ env.machine_type }}_run_models_gpu_${{ env.matrix_folders }}_test_reports"
        if: ${{ always() }}
        uses: actions/upload-artifact@v4
        with:
          name: ${{ env.machine_type }}_run_models_gpu_${{ env.matrix_folders }}_test_reports
          path: /transformers/reports/${{ env.machine_type }}_run_models_gpu_${{ matrix.folders }}_test_reports

  run_quantization_torch_gpu:
    name: Run all tests for a quantization
    if: ${{ needs.get-tests.outputs.quantizations != '[]' }}
    needs: [get-pr-number, get-sha, get-tests, create_run]
    strategy:
      fail-fast: false
      matrix:
        folders: ${{ fromJson(needs.get-tests.outputs.quantizations) }}
        machine_type: [aws-g4dn-2xlarge-cache, aws-g4dn-12xlarge-cache]
    runs-on:
      group: '${{ matrix.machine_type }}'
    container:
      image: huggingface/transformers-quantization-latest-gpu
      options: --gpus all --shm-size "16gb" --ipc host -v /mnt/cache/.cache/huggingface:/mnt/cache/
    steps:
      - name: Echo folder ${{ matrix.folders }}
        shell: bash
        run: |
          echo "${{ matrix.folders }}"
          matrix_folders=${{ matrix.folders }}
          matrix_folders=${matrix_folders/'quantization/'/'quantization_'}
          echo "$matrix_folders"
          echo "matrix_folders=$matrix_folders" >> $GITHUB_ENV

      - name: Checkout to PR merge commit
        working-directory: /transformers
        run: |
          git fetch origin refs/pull/${{ needs.get-pr-number.outputs.PR_NUMBER }}/merge:refs/remotes/pull/${{ needs.get-pr-number.outputs.PR_NUMBER }}/merge
          git checkout refs/remotes/pull/${{ needs.get-pr-number.outputs.PR_NUMBER }}/merge
          git log -1 --format=%H

      - name: Verify merge commit SHA
        env:
          VERIFIED_PR_MERGE_SHA: ${{ needs.get-sha.outputs.PR_MERGE_SHA }}
        working-directory: /transformers
        run: |
          PR_MERGE_SHA=$(git log -1 --format=%H)
          if [ $PR_MERGE_SHA != $VERIFIED_PR_MERGE_SHA ]; then
            echo "The merged commit SHA is not the same as the verified one! Security issue detected, abort the workflow!";
            exit -1;
          fi

      - name: Reinstall transformers in edit mode (remove the one installed during docker image build)
        working-directory: /transformers
        run: python3 -m pip uninstall -y transformers && python3 -m pip install -e .
      - name: NVIDIA-SMI
        run: |
          nvidia-smi

      - name: Set `machine_type` for report and artifact names
        working-directory: /transformers
        shell: bash
        run: |
          echo "${{ matrix.machine_type }}"
          if [ "${{ matrix.machine_type }}" = "aws-g4dn-2xlarge-cache" ]; then
            machine_type=single-gpu
          elif [ "${{ matrix.machine_type }}" = "aws-g4dn-12xlarge-cache" ]; then
            machine_type=multi-gpu
          else
            machine_type=${{ matrix.machine_type }}
          fi
          echo "$machine_type"
          echo "machine_type=$machine_type" >> $GITHUB_ENV

      - name: Environment
        working-directory: /transformers
        run: |
          python3 utils/print_env.py

      - name: Show installed libraries and their versions
        working-directory: /transformers
        run: pip freeze

      - name: Run quantization tests on GPU
        working-directory: /transformers
        run: |
          python3 -m pytest -v --make-reports=${{ env.machine_type }}_run_quantization_torch_gpu_${{ matrix.folders }}_test_reports tests/${{ matrix.folders }}

      - name: Failure short reports
        if: ${{ failure() }}
        continue-on-error: true
        run: cat /transformers/reports/${{ env.machine_type }}_run_quantization_torch_gpu_${{ matrix.folders }}_test_reports/failures_short.txt

      - name: Make sure report directory exists
        shell: bash
        run: |
          mkdir -p /transformers/reports/${{ env.machine_type }}_run_quantization_gpu_${{ matrix.folders }}_test_reports
          echo "hello" > /transformers/reports/${{ env.machine_type }}_run_quantization_gpu_${{ matrix.folders }}_test_reports/hello.txt
          echo "${{ env.machine_type }}_run_quantization_gpu_${{ matrix.folders }}_test_reports"

      - name: "Test suite reports artifacts: ${{ env.machine_type }}_run_quantization_torch_gpu_${{ env.matrix_folders }}_test_reports"
        if: ${{ always() }}
        uses: actions/upload-artifact@v4
        with:
          name: ${{ env.machine_type }}_run_quantization_torch_gpu_${{ env.matrix_folders }}_test_reports
          path: /transformers/reports/${{ env.machine_type }}_run_quantization_torch_gpu_${{ matrix.folders }}_test_reports

  update_run_status:
    name: Update Check Run Status
    needs: [get-sha, create_run, run_models_gpu, run_quantization_torch_gpu]
    permissions:
      statuses: write
    if: ${{ always() && needs.create_run.result == 'success' }}
    runs-on: ubuntu-22.04
    env:
      GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
      GITHUB_RUN_URL: https://github.com/${{ github.repository }}/actions/runs/${{ github.run_id }}
      STATUS_OK: ${{ contains(fromJSON('["skipped", "success"]'), needs.run_models_gpu.result) && contains(fromJSON('["skipped", "success"]'), needs.run_quantization_torch_gpu.result) }}
    steps:
      - name: Get `run_models_gpu` job status
        run: |
          echo "${{ needs.run_models_gpu.result }}"
          echo "${{ needs.run_quantization_torch_gpu.result }}"
          echo $STATUS_OK
          if [ "$STATUS_OK" = "true" ]; then
            echo "STATUS=success" >> $GITHUB_ENV
          else
            echo "STATUS=failure" >> $GITHUB_ENV
          fi

      - name: Update PR commit statuses
        run: |
          echo "${{ needs.run_models_gpu.result }}"
          echo "${{ env.STATUS }}"
          gh api \
            --method POST \
            -H "Accept: application/vnd.github+json" \
            -H "X-GitHub-Api-Version: 2022-11-28" \
            repos/${{ github.repository }}/statuses/${{ needs.get-sha.outputs.PR_HEAD_SHA }} \
            -f "target_url=$GITHUB_RUN_URL" -f "state=${{ env.STATUS }}" -f "description=Slow CI job" -f "context=pytest/custom-tests"

	name: PR comment GitHub CI

	on:
	issue_comment:
	types:
	- created
	branches-ignore:
	- main
	concurrency:
	group: ${{ github.workflow }}-${{ github.event.issue.number }}-${{ startsWith(github.event.comment.body, 'run-slow') \|\| startsWith(github.event.comment.body, 'run slow') \|\| startsWith(github.event.comment.body, 'run_slow') }}
	cancel-in-progress: true
	permissions: read-all

	env:
	HF_HOME: /mnt/cache
	TRANSFORMERS_IS_CI: yes
	OMP_NUM_THREADS: 8
	MKL_NUM_THREADS: 8
	RUN_SLOW: yes
	# For gated repositories, we still need to agree to share information on the Hub repo. page in order to get access.
	# This token is created under the bot `hf-transformers-bot`.
	HF_HUB_READ_TOKEN: ${{ secrets.HF_HUB_READ_TOKEN }}
	SIGOPT_API_TOKEN: ${{ secrets.SIGOPT_API_TOKEN }}
	TF_FORCE_GPU_ALLOW_GROWTH: true
	RUN_PT_TF_CROSS_TESTS: 1
	CUDA_VISIBLE_DEVICES: 0,1

	jobs:
	get-pr-number:
	runs-on: ubuntu-22.04
	name: Get PR number
	# For security: only allow team members to run
	if: ${{ github.event.issue.state == 'open' && contains(fromJSON('["ydshieh", "ArthurZucker", "zucchini-nlp", "qubvel", "molbap", "gante", "LysandreJik", "Cyrilvallez", "Rocketknight1", "SunMarc", "muellerzr"]'), github.actor) && (startsWith(github.event.comment.body, 'run-slow') \|\| startsWith(github.event.comment.body, 'run slow') \|\| startsWith(github.event.comment.body, 'run_slow')) }}
	outputs:
	PR_NUMBER: ${{ steps.set_pr_number.outputs.PR_NUMBER }}
	steps:
	- name: Get PR number
	shell: bash
	run: \|
	if [[ "${{ github.event.issue.number }}" != "" && "${{ github.event.issue.pull_request }}" != "" ]]; then
	echo "PR_NUMBER=${{ github.event.issue.number }}" >> $GITHUB_ENV
	else
	echo "PR_NUMBER=" >> $GITHUB_ENV
	fi

	- name: Check PR number
	shell: bash
	run: \|
	echo "${{ env.PR_NUMBER }}"

	- name: Set PR number
	id: set_pr_number
	run: echo "PR_NUMBER=${{ env.PR_NUMBER }}" >> "$GITHUB_OUTPUT"

	get-sha:
	runs-on: ubuntu-22.04
	needs: get-pr-number
	if: ${{ needs.get-pr-number.outputs.PR_NUMBER != ''}}
	outputs:
	PR_HEAD_SHA: ${{ steps.get_sha.outputs.PR_HEAD_SHA }}
	PR_MERGE_SHA: ${{ steps.get_sha.outputs.PR_MERGE_SHA }}
	steps:
	- uses: actions/checkout@v4
	with:
	fetch-depth: "0"
	ref: "refs/pull/${{needs.get-pr-number.outputs.PR_NUMBER}}/merge"

	- name: Get SHA (and verify timestamps against the issue comment date)
	id: get_sha
	env:
	PR_NUMBER: ${{ needs.get-pr-number.outputs.PR_NUMBER }}
	COMMENT_DATE: ${{ github.event.comment.created_at }}
	run: \|
	git fetch origin refs/pull/$PR_NUMBER/head:refs/remotes/pull/$PR_NUMBER/head
	git checkout refs/remotes/pull/$PR_NUMBER/head
	echo "PR_HEAD_SHA: $(git log -1 --format=%H)"
	echo "PR_HEAD_SHA=$(git log -1 --format=%H)" >> "$GITHUB_OUTPUT"
	git fetch origin refs/pull/$PR_NUMBER/merge:refs/remotes/pull/$PR_NUMBER/merge
	git checkout refs/remotes/pull/$PR_NUMBER/merge
	echo "PR_MERGE_SHA: $(git log -1 --format=%H)"
	echo "PR_MERGE_SHA=$(git log -1 --format=%H)" >> "$GITHUB_OUTPUT"
	PR_MERGE_COMMIT_TIMESTAMP=$(git log -1 --date=unix --format=%cd)
	echo "PR_MERGE_COMMIT_TIMESTAMP: $PR_MERGE_COMMIT_TIMESTAMP"
	COMMENT_TIMESTAMP=$(date -d "${COMMENT_DATE}" +"%s")
	echo "COMMENT_DATE: $COMMENT_DATE"
	echo "COMMENT_TIMESTAMP: $COMMENT_TIMESTAMP"
	if [ $COMMENT_TIMESTAMP -le $PR_MERGE_COMMIT_TIMESTAMP ]; then
	echo "Last commit on the pull request is newer than the issue comment triggering this run! Abort!";
	exit -1;
	fi

	# use a python script to handle this complex logic
	# case 1: `run-slow` (auto. infer with limited number of models, but in particular, new model)
	# case 2: `run-slow model_1, model_2`
	get-tests:
	runs-on: ubuntu-22.04
	needs: [get-pr-number, get-sha]
	if: ${{ needs.get-pr-number.outputs.PR_NUMBER != ''}}
	outputs:
	models: ${{ steps.models_to_run.outputs.models }}
	quantizations: ${{ steps.models_to_run.outputs.quantizations }}
	steps:
	- uses: actions/checkout@v4
	with:
	fetch-depth: "0"
	ref: "refs/pull/${{needs.get-pr-number.outputs.PR_NUMBER}}/merge"

	- name: Verify merge commit SHA
	env:
	VERIFIED_PR_MERGE_SHA: ${{ needs.get-sha.outputs.PR_MERGE_SHA }}
	run: \|
	PR_MERGE_SHA=$(git log -1 --format=%H)
	if [ $PR_MERGE_SHA != $VERIFIED_PR_MERGE_SHA ]; then
	echo "The merged commit SHA is not the same as the verified one! Security issue detected, abort the workflow!";
	exit -1;
	fi

	- name: Get models to test
	env:
	PR_COMMENT: ${{ github.event.comment.body }}
	run: \|
	python -m pip install GitPython
	python utils/pr_slow_ci_models.py --message "$PR_COMMENT" \| tee output.txt
	echo "models=$(tail -n 1 output.txt)" >> $GITHUB_ENV
	python utils/pr_slow_ci_models.py --message "$PR_COMMENT" --quantization \| tee output2.txt
	echo "quantizations=$(tail -n 1 output2.txt)" >> $GITHUB_ENV

	- name: Show models to test
	id: models_to_run
	run: \|
	echo "${{ env.models }}"
	echo "models=${{ env.models }}" >> $GITHUB_ENV
	echo "models=${{ env.models }}" >> $GITHUB_OUTPUT
	echo "${{ env.quantizations }}"
	echo "quantizations=${{ env.quantizations }}" >> $GITHUB_OUTPUT

	reply_to_comment:
	name: Reply to the comment
	if: ${{ needs.get-tests.outputs.models != '[]' \|\| needs.get-tests.outputs.quantizations != '[]' }}
	needs: [get-pr-number, get-tests]
	permissions:
	pull-requests: write
	runs-on: ubuntu-22.04
	steps:
	- name: Reply to the comment
	env:
	GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
	MODELS: ${{ needs.get-tests.outputs.models }}
	BODY: "This comment contains run-slow, running the specified jobs:\n\nmodels: ${{ needs.get-tests.outputs.models }}\nquantizations: ${{ needs.get-tests.outputs.quantizations }}"
	run: \|
	gh api \
	--method POST \
	-H "Accept: application/vnd.github+json" \
	-H "X-GitHub-Api-Version: 2022-11-28" \
	repos/${{ github.repository }}/issues/${{ needs.get-pr-number.outputs.PR_NUMBER }}/comments \
	-f "body=This comment contains run-slow, running the specified jobs: ${{ env.BODY }} ..."

	create_run:
	name: Create run
	if: ${{ needs.get-tests.outputs.models != '[]' \|\| needs.get-tests.outputs.quantizations != '[]' }}
	needs: [get-sha, get-tests, reply_to_comment]
	permissions:
	statuses: write
	runs-on: ubuntu-22.04
	steps:
	- name: Create Run
	id: create_run
	env:
	GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
	# Create a commit status (pending) for a run of this workflow. The status has to be updated later in `update_run_status`.
	# See https://docs.github.com/en/rest/commits/statuses?apiVersion=2022-11-28#create-a-commit-status
	GITHUB_RUN_URL: https://github.com/${{ github.repository }}/actions/runs/${{ github.run_id }}
	run: \|
	gh api \
	--method POST \
	-H "Accept: application/vnd.github+json" \
	-H "X-GitHub-Api-Version: 2022-11-28" \
	repos/${{ github.repository }}/statuses/${{ needs.get-sha.outputs.PR_HEAD_SHA }} \
	-f "target_url=$GITHUB_RUN_URL" -f "state=pending" -f "description=Slow CI job" -f "context=pytest/custom-tests"

	run_models_gpu:
	name: Run all tests for the model
	if: ${{ needs.get-tests.outputs.models != '[]' }}
	needs: [get-pr-number, get-sha, get-tests, create_run]
	strategy:
	fail-fast: false
	matrix:
	folders: ${{ fromJson(needs.get-tests.outputs.models) }}
	machine_type: [aws-g4dn-2xlarge-cache, aws-g4dn-12xlarge-cache]
	runs-on:
	group: '${{ matrix.machine_type }}'
	container:
	image: huggingface/transformers-all-latest-gpu
	options: --gpus all --shm-size "16gb" --ipc host -v /mnt/cache/.cache/huggingface:/mnt/cache/
	steps:
	- name: Echo input and matrix info
	shell: bash
	run: \|
	echo "${{ matrix.folders }}"

	- name: Echo folder ${{ matrix.folders }}
	shell: bash
	# For folders like `models/bert`, set an env. var. (`matrix_folders`) to `models_bert`, which will be used to
	# set the artifact folder names (because the character `/` is not allowed).
	run: \|
	echo "${{ matrix.folders }}"
	matrix_folders=${{ matrix.folders }}
	matrix_folders=${matrix_folders/'models/'/'models_'}
	echo "$matrix_folders"
	echo "matrix_folders=$matrix_folders" >> $GITHUB_ENV

	- name: Checkout to PR merge commit
	working-directory: /transformers
	run: \|
	git fetch origin refs/pull/${{ needs.get-pr-number.outputs.PR_NUMBER }}/merge:refs/remotes/pull/${{ needs.get-pr-number.outputs.PR_NUMBER }}/merge
	git checkout refs/remotes/pull/${{ needs.get-pr-number.outputs.PR_NUMBER }}/merge
	git log -1 --format=%H

	- name: Verify merge commit SHA
	env:
	VERIFIED_PR_MERGE_SHA: ${{ needs.get-sha.outputs.PR_MERGE_SHA }}
	working-directory: /transformers
	run: \|
	PR_MERGE_SHA=$(git log -1 --format=%H)
	if [ $PR_MERGE_SHA != $VERIFIED_PR_MERGE_SHA ]; then
	echo "The merged commit SHA is not the same as the verified one! Security issue detected, abort the workflow!";
	exit -1;
	fi

	- name: Reinstall transformers in edit mode (remove the one installed during docker image build)
	working-directory: /transformers
	run: python3 -m pip uninstall -y transformers && python3 -m pip install -e .

	- name: NVIDIA-SMI
	run: \|
	nvidia-smi

	- name: Set `machine_type` for report and artifact names
	working-directory: /transformers
	shell: bash
	run: \|
	echo "${{ matrix.machine_type }}"
	if [ "${{ matrix.machine_type }}" = "aws-g4dn-2xlarge-cache" ]; then
	machine_type=single-gpu
	elif [ "${{ matrix.machine_type }}" = "aws-g4dn-12xlarge-cache" ]; then
	machine_type=multi-gpu
	else
	machine_type=${{ matrix.machine_type }}
	fi
	echo "$machine_type"
	echo "machine_type=$machine_type" >> $GITHUB_ENV

	- name: Environment
	working-directory: /transformers
	run: \|
	python3 utils/print_env.py

	- name: Show installed libraries and their versions
	working-directory: /transformers
	run: pip freeze

	- name: Run all tests on GPU
	working-directory: /transformers
	run: \|
	export CUDA_VISIBLE_DEVICES="$(python3 utils/set_cuda_devices_for_ci.py --test_folder ${{ matrix.folders }})"
	echo $CUDA_VISIBLE_DEVICES
	python3 -m pytest -v -rsfE --make-reports=${{ env.machine_type }}_run_models_gpu_${{ matrix.folders }}_test_reports tests/${{ matrix.folders }}

	- name: Failure short reports
	if: ${{ failure() }}
	continue-on-error: true
	run: cat /transformers/reports/${{ env.machine_type }}_run_models_gpu_${{ matrix.folders }}_test_reports/failures_short.txt

	- name: Make sure report directory exists
	shell: bash
	run: \|
	mkdir -p /transformers/reports/${{ env.machine_type }}_run_models_gpu_${{ matrix.folders }}_test_reports
	echo "hello" > /transformers/reports/${{ env.machine_type }}_run_models_gpu_${{ matrix.folders }}_test_reports/hello.txt
	echo "${{ env.machine_type }}_run_models_gpu_${{ matrix.folders }}_test_reports"

	- name: "Test suite reports artifacts: ${{ env.machine_type }}_run_models_gpu_${{ env.matrix_folders }}_test_reports"
	if: ${{ always() }}
	uses: actions/upload-artifact@v4
	with:
	name: ${{ env.machine_type }}_run_models_gpu_${{ env.matrix_folders }}_test_reports
	path: /transformers/reports/${{ env.machine_type }}_run_models_gpu_${{ matrix.folders }}_test_reports

	run_quantization_torch_gpu:
	name: Run all tests for a quantization
	if: ${{ needs.get-tests.outputs.quantizations != '[]' }}
	needs: [get-pr-number, get-sha, get-tests, create_run]
	strategy:
	fail-fast: false
	matrix:
	folders: ${{ fromJson(needs.get-tests.outputs.quantizations) }}
	machine_type: [aws-g4dn-2xlarge-cache, aws-g4dn-12xlarge-cache]
	runs-on:
	group: '${{ matrix.machine_type }}'
	container:
	image: huggingface/transformers-quantization-latest-gpu
	options: --gpus all --shm-size "16gb" --ipc host -v /mnt/cache/.cache/huggingface:/mnt/cache/
	steps:
	- name: Echo folder ${{ matrix.folders }}
	shell: bash
	run: \|
	echo "${{ matrix.folders }}"
	matrix_folders=${{ matrix.folders }}
	matrix_folders=${matrix_folders/'quantization/'/'quantization_'}
	echo "$matrix_folders"
	echo "matrix_folders=$matrix_folders" >> $GITHUB_ENV

	- name: Checkout to PR merge commit
	working-directory: /transformers
	run: \|
	git fetch origin refs/pull/${{ needs.get-pr-number.outputs.PR_NUMBER }}/merge:refs/remotes/pull/${{ needs.get-pr-number.outputs.PR_NUMBER }}/merge
	git checkout refs/remotes/pull/${{ needs.get-pr-number.outputs.PR_NUMBER }}/merge
	git log -1 --format=%H

	- name: Verify merge commit SHA
	env:
	VERIFIED_PR_MERGE_SHA: ${{ needs.get-sha.outputs.PR_MERGE_SHA }}
	working-directory: /transformers
	run: \|
	PR_MERGE_SHA=$(git log -1 --format=%H)
	if [ $PR_MERGE_SHA != $VERIFIED_PR_MERGE_SHA ]; then
	echo "The merged commit SHA is not the same as the verified one! Security issue detected, abort the workflow!";
	exit -1;
	fi

	- name: Reinstall transformers in edit mode (remove the one installed during docker image build)
	working-directory: /transformers
	run: python3 -m pip uninstall -y transformers && python3 -m pip install -e .
	- name: NVIDIA-SMI
	run: \|
	nvidia-smi

	- name: Set `machine_type` for report and artifact names
	working-directory: /transformers
	shell: bash
	run: \|
	echo "${{ matrix.machine_type }}"
	if [ "${{ matrix.machine_type }}" = "aws-g4dn-2xlarge-cache" ]; then
	machine_type=single-gpu
	elif [ "${{ matrix.machine_type }}" = "aws-g4dn-12xlarge-cache" ]; then
	machine_type=multi-gpu
	else
	machine_type=${{ matrix.machine_type }}
	fi
	echo "$machine_type"
	echo "machine_type=$machine_type" >> $GITHUB_ENV

	- name: Environment
	working-directory: /transformers
	run: \|
	python3 utils/print_env.py

	- name: Show installed libraries and their versions
	working-directory: /transformers
	run: pip freeze

	- name: Run quantization tests on GPU
	working-directory: /transformers
	run: \|
	python3 -m pytest -v --make-reports=${{ env.machine_type }}_run_quantization_torch_gpu_${{ matrix.folders }}_test_reports tests/${{ matrix.folders }}

	- name: Failure short reports
	if: ${{ failure() }}
	continue-on-error: true
	run: cat /transformers/reports/${{ env.machine_type }}_run_quantization_torch_gpu_${{ matrix.folders }}_test_reports/failures_short.txt

	- name: Make sure report directory exists
	shell: bash
	run: \|
	mkdir -p /transformers/reports/${{ env.machine_type }}_run_quantization_gpu_${{ matrix.folders }}_test_reports
	echo "hello" > /transformers/reports/${{ env.machine_type }}_run_quantization_gpu_${{ matrix.folders }}_test_reports/hello.txt
	echo "${{ env.machine_type }}_run_quantization_gpu_${{ matrix.folders }}_test_reports"

	- name: "Test suite reports artifacts: ${{ env.machine_type }}_run_quantization_torch_gpu_${{ env.matrix_folders }}_test_reports"
	if: ${{ always() }}
	uses: actions/upload-artifact@v4
	with:
	name: ${{ env.machine_type }}_run_quantization_torch_gpu_${{ env.matrix_folders }}_test_reports
	path: /transformers/reports/${{ env.machine_type }}_run_quantization_torch_gpu_${{ matrix.folders }}_test_reports

	update_run_status:
	name: Update Check Run Status
	needs: [get-sha, create_run, run_models_gpu, run_quantization_torch_gpu]
	permissions:
	statuses: write
	if: ${{ always() && needs.create_run.result == 'success' }}
	runs-on: ubuntu-22.04
	env:
	GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
	GITHUB_RUN_URL: https://github.com/${{ github.repository }}/actions/runs/${{ github.run_id }}
	STATUS_OK: ${{ contains(fromJSON('["skipped", "success"]'), needs.run_models_gpu.result) && contains(fromJSON('["skipped", "success"]'), needs.run_quantization_torch_gpu.result) }}
	steps:
	- name: Get `run_models_gpu` job status
	run: \|
	echo "${{ needs.run_models_gpu.result }}"
	echo "${{ needs.run_quantization_torch_gpu.result }}"
	echo $STATUS_OK
	if [ "$STATUS_OK" = "true" ]; then
	echo "STATUS=success" >> $GITHUB_ENV
	else
	echo "STATUS=failure" >> $GITHUB_ENV
	fi

	- name: Update PR commit statuses
	run: \|
	echo "${{ needs.run_models_gpu.result }}"
	echo "${{ env.STATUS }}"
	gh api \
	--method POST \
	-H "Accept: application/vnd.github+json" \
	-H "X-GitHub-Api-Version: 2022-11-28" \
	repos/${{ github.repository }}/statuses/${{ needs.get-sha.outputs.PR_HEAD_SHA }} \
	-f "target_url=$GITHUB_RUN_URL" -f "state=${{ env.STATUS }}" -f "description=Slow CI job" -f "context=pytest/custom-tests"