langchain/.github/workflows/_release.yml

# Builds and publishes LangChain packages to PyPI.
#
# Manually triggered, though can be used as a reusable workflow (workflow_call).
#
# Handles version bumping, building, and publishing to PyPI with authentication.

name: "🚀 Package Release"
run-name: "Release ${{ inputs.working-directory }} ${{ inputs.release-version }}"
on:
  workflow_call:
    inputs:
      working-directory:
        required: true
        type: string
        description: "From which folder this pipeline executes"
  workflow_dispatch:
    inputs:
      working-directory:
        required: true
        type: string
        description: "From which folder this pipeline executes"
        default: "libs/langchain_v1"
      release-version:
        required: true
        type: string
        default: "0.1.0"
        description: "New version of package being released"
      dangerous-nonmaster-release:
        required: false
        type: boolean
        default: false
        description: "Release from a non-master branch (danger!) - Only use for hotfixes"

env:
  PYTHON_VERSION: "3.11"
  UV_FROZEN: "true"
  UV_NO_SYNC: "true"

permissions:
  contents: write # Required for creating GitHub releases

jobs:
  # Build the distribution package and extract version info
  # Runs in isolated environment with minimal permissions for security
  build:
    if: github.ref == 'refs/heads/master' || inputs.dangerous-nonmaster-release
    environment: Scheduled testing
    runs-on: ubuntu-latest
    permissions:
      contents: read

    outputs:
      pkg-name: ${{ steps.check-version.outputs.pkg-name }}
      version: ${{ steps.check-version.outputs.version }}

    steps:
      - uses: actions/checkout@v6

      - name: Set up Python + uv
        uses: "./.github/actions/uv_setup"
        with:
          python-version: ${{ env.PYTHON_VERSION }}

      # We want to keep this build stage *separate* from the release stage,
      # so that there's no sharing of permissions between them.
      # (Release stage has trusted publishing and GitHub repo contents write access,
      #
      # Otherwise, a malicious `build` step (e.g. via a compromised dependency)
      # could get access to our GitHub or PyPI credentials.
      #
      # Per the trusted publishing GitHub Action:
      # > It is strongly advised to separate jobs for building [...]
      # > from the publish job.
      # https://github.com/pypa/gh-action-pypi-publish#non-goals
      - name: Build project for distribution
        run: uv build
        working-directory: ${{ inputs.working-directory }}

      - name: Upload build
        uses: actions/upload-artifact@v7
        with:
          name: dist
          path: ${{ inputs.working-directory }}/dist/

      - name: Check version
        id: check-version
        shell: python
        working-directory: ${{ inputs.working-directory }}
        run: |
          import os
          import tomllib
          with open("pyproject.toml", "rb") as f:
              data = tomllib.load(f)
          pkg_name = data["project"]["name"]
          version = data["project"]["version"]
          with open(os.environ["GITHUB_OUTPUT"], "a") as f:
              f.write(f"pkg-name={pkg_name}\n")
              f.write(f"version={version}\n")
  release-notes:
    needs:
      - build
    runs-on: ubuntu-latest
    permissions:
      contents: read
    outputs:
      release-body: ${{ steps.generate-release-body.outputs.release-body }}
    steps:
      - uses: actions/checkout@v6
        with:
          repository: langchain-ai/langchain
          path: langchain
          sparse-checkout: | # this only grabs files for relevant dir
            ${{ inputs.working-directory }}
          ref: ${{ github.ref }} # this scopes to just ref'd branch
          fetch-depth: 0 # this fetches entire commit history
      - name: Check tags
        id: check-tags
        shell: bash
        working-directory: langchain/${{ inputs.working-directory }}
        env:
          PKG_NAME: ${{ needs.build.outputs.pkg-name }}
          VERSION: ${{ needs.build.outputs.version }}
        run: |
          # Handle regular versions and pre-release versions differently
          if [[ "$VERSION" == *"-"* ]]; then
            # This is a pre-release version (contains a hyphen)
            # Extract the base version without the pre-release suffix
            BASE_VERSION=${VERSION%%-*}
            # Look for the latest release of the same base version
            REGEX="^$PKG_NAME==$BASE_VERSION\$"
            PREV_TAG=$(git tag --sort=-creatordate | (grep -P "$REGEX" || true) | head -1)

            # If no exact base version match, look for the latest release of any kind
            if [ -z "$PREV_TAG" ]; then
              REGEX="^$PKG_NAME==\\d+\\.\\d+\\.\\d+\$"
              PREV_TAG=$(git tag --sort=-creatordate | (grep -P "$REGEX" || true) | head -1)
            fi
          else
            # Regular version handling
            PREV_TAG="$PKG_NAME==${VERSION%.*}.$(( ${VERSION##*.} - 1 ))"; [[ "${VERSION##*.}" -eq 0 ]] && PREV_TAG=""

            # backup case if releasing e.g. 0.3.0, looks up last release
            # note if last release (chronologically) was e.g. 0.1.47 it will get
            # that instead of the last 0.2 release
            if [ -z "$PREV_TAG" ]; then
              REGEX="^$PKG_NAME==\\d+\\.\\d+\\.\\d+\$"
              echo $REGEX
              PREV_TAG=$(git tag --sort=-creatordate | (grep -P $REGEX || true) | head -1)
            fi
          fi

          # if PREV_TAG is empty or came out to 0.0.0, let it be empty
          if [ -z "$PREV_TAG" ] || [ "$PREV_TAG" = "$PKG_NAME==0.0.0" ]; then
            echo "No previous tag found - first release"
          else
            # confirm prev-tag actually exists in git repo with git tag
            GIT_TAG_RESULT=$(git tag -l "$PREV_TAG")
            if [ -z "$GIT_TAG_RESULT" ]; then
              echo "Previous tag $PREV_TAG not found in git repo"
              exit 1
            fi
          fi


          TAG="${PKG_NAME}==${VERSION}"
          if [ "$TAG" == "$PREV_TAG" ]; then
            echo "No new version to release"
            exit 1
          fi
          echo tag="$TAG" >> $GITHUB_OUTPUT
          echo prev-tag="$PREV_TAG" >> $GITHUB_OUTPUT
      - name: Generate release body
        id: generate-release-body
        working-directory: langchain
        env:
          WORKING_DIR: ${{ inputs.working-directory }}
          PKG_NAME: ${{ needs.build.outputs.pkg-name }}
          TAG: ${{ steps.check-tags.outputs.tag }}
          PREV_TAG: ${{ steps.check-tags.outputs.prev-tag }}
        run: |
          PREAMBLE="Changes since $PREV_TAG"
          # if PREV_TAG is empty or 0.0.0, then we are releasing the first version
          if [ -z "$PREV_TAG" ] || [ "$PREV_TAG" = "$PKG_NAME==0.0.0" ]; then
            PREAMBLE="Initial release"
            PREV_TAG=$(git rev-list --max-parents=0 HEAD)
          fi
          {
            echo 'release-body<<EOF'
            echo $PREAMBLE
            echo
            git log --format="%s" "$PREV_TAG"..HEAD -- $WORKING_DIR
            echo EOF
          } >> "$GITHUB_OUTPUT"

  test-pypi-publish:
    needs:
      - build
      - release-notes
    runs-on: ubuntu-latest
    permissions:
      # This permission is used for trusted publishing:
      # https://blog.pypi.org/posts/2023-04-20-introducing-trusted-publishers/
      #
      # Trusted publishing has to also be configured on PyPI for each package:
      # https://docs.pypi.org/trusted-publishers/adding-a-publisher/
      id-token: write

    steps:
      - uses: actions/checkout@v6

      - uses: actions/download-artifact@v8
        with:
          name: dist
          path: ${{ inputs.working-directory }}/dist/

      - name: Publish to test PyPI
        uses: pypa/gh-action-pypi-publish@release/v1
        with:
          packages-dir: ${{ inputs.working-directory }}/dist/
          verbose: true
          print-hash: true
          repository-url: https://test.pypi.org/legacy/
          # We overwrite any existing distributions with the same name and version.
          # This is *only for CI use* and is *extremely dangerous* otherwise!
          # https://github.com/pypa/gh-action-pypi-publish#tolerating-release-package-file-duplicates
          skip-existing: true
          # Temp workaround since attestations are on by default as of gh-action-pypi-publish v1.11.0
          attestations: false

  pre-release-checks:
    needs:
      - build
      - release-notes
      - test-pypi-publish
    runs-on: ubuntu-latest
    permissions:
      contents: read
    timeout-minutes: 20
    steps:
      - uses: actions/checkout@v6

      # We explicitly *don't* set up caching here. This ensures our tests are
      # maximally sensitive to catching breakage.
      #
      # For example, here's a way that caching can cause a falsely-passing test:
      # - Make the langchain package manifest no longer list a dependency package
      #   as a requirement. This means it won't be installed by `pip install`,
      #   and attempting to use it would cause a crash.
      # - That dependency used to be required, so it may have been cached.
      #   When restoring the venv packages from cache, that dependency gets included.
      # - Tests pass, because the dependency is present even though it wasn't specified.
      # - The package is published, and it breaks on the missing dependency when
      #   used in the real world.

      - name: Set up Python + uv
        uses: "./.github/actions/uv_setup"
        id: setup-python
        with:
          python-version: ${{ env.PYTHON_VERSION }}

      - uses: actions/download-artifact@v8
        with:
          name: dist
          path: ${{ inputs.working-directory }}/dist/

      - name: Import dist package
        shell: bash
        working-directory: ${{ inputs.working-directory }}
        env:
          PKG_NAME: ${{ needs.build.outputs.pkg-name }}
          VERSION: ${{ needs.build.outputs.version }}
        # Here we use:
        # - The default regular PyPI index as the *primary* index, meaning
        #   that it takes priority (https://pypi.org/simple)
        # - The test PyPI index as an extra index, so that any dependencies that
        #   are not found on test PyPI can be resolved and installed anyway.
        #   (https://test.pypi.org/simple). This will include the PKG_NAME==VERSION
        #   package because VERSION will not have been uploaded to regular PyPI yet.
        # - attempt install again after 5 seconds if it fails because there is
        #   sometimes a delay in availability on test pypi
        run: |
          uv venv
          VIRTUAL_ENV=.venv uv pip install dist/*.whl

          # Replace all dashes in the package name with underscores,
          # since that's how Python imports packages with dashes in the name.
          # also remove _official suffix
          IMPORT_NAME="$(echo "$PKG_NAME" | sed s/-/_/g | sed s/_official//g)"

          uv run python -c "import $IMPORT_NAME; print(dir($IMPORT_NAME))"

      - name: Import test dependencies
        run: uv sync --group test
        working-directory: ${{ inputs.working-directory }}

      # Overwrite the local version of the package with the built version
      - name: Import published package (again)
        working-directory: ${{ inputs.working-directory }}
        shell: bash
        env:
          PKG_NAME: ${{ needs.build.outputs.pkg-name }}
          VERSION: ${{ needs.build.outputs.version }}
        run: |
          VIRTUAL_ENV=.venv uv pip install dist/*.whl

      - name: Check for prerelease versions
        # Block release if any dependencies allow prerelease versions
        # (unless this is itself a prerelease version)
        working-directory: ${{ inputs.working-directory }}
        run: |
          uv run python $GITHUB_WORKSPACE/.github/scripts/check_prerelease_dependencies.py pyproject.toml

      - name: Run unit tests
        run: make tests
        working-directory: ${{ inputs.working-directory }}

      - name: Get minimum versions
        # Find the minimum published versions that satisfies the given constraints
        working-directory: ${{ inputs.working-directory }}
        id: min-version
        run: |
          VIRTUAL_ENV=.venv uv pip install packaging requests
          python_version="$(uv run python --version | awk '{print $2}')"
          min_versions="$(uv run python $GITHUB_WORKSPACE/.github/scripts/get_min_versions.py pyproject.toml release $python_version)"
          echo "min-versions=$min_versions" >> "$GITHUB_OUTPUT"
          echo "min-versions=$min_versions"

      - name: Run unit tests with minimum dependency versions
        if: ${{ steps.min-version.outputs.min-versions != '' }}
        env:
          MIN_VERSIONS: ${{ steps.min-version.outputs.min-versions }}
        run: |
          VIRTUAL_ENV=.venv uv pip install --force-reinstall --editable .
          VIRTUAL_ENV=.venv uv pip install --force-reinstall $MIN_VERSIONS
          make tests
        working-directory: ${{ inputs.working-directory }}

      - name: Import integration test dependencies
        run: uv sync --group test --group test_integration
        working-directory: ${{ inputs.working-directory }}

      - name: Run integration tests
        # Uses the Makefile's `integration_tests` target for the specified package
        if: ${{ startsWith(inputs.working-directory, 'libs/partners/') }}
        env:
          AI21_API_KEY: ${{ secrets.AI21_API_KEY }}
          GOOGLE_API_KEY: ${{ secrets.GOOGLE_API_KEY }}
          ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}
          MISTRAL_API_KEY: ${{ secrets.MISTRAL_API_KEY }}
          TOGETHER_API_KEY: ${{ secrets.TOGETHER_API_KEY }}
          OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
          AZURE_OPENAI_API_VERSION: ${{ secrets.AZURE_OPENAI_API_VERSION }}
          AZURE_OPENAI_API_BASE: ${{ secrets.AZURE_OPENAI_API_BASE }}
          AZURE_OPENAI_API_KEY: ${{ secrets.AZURE_OPENAI_API_KEY }}
          AZURE_OPENAI_CHAT_DEPLOYMENT_NAME: ${{ secrets.AZURE_OPENAI_CHAT_DEPLOYMENT_NAME }}
          AZURE_OPENAI_LEGACY_CHAT_DEPLOYMENT_NAME: ${{ secrets.AZURE_OPENAI_LEGACY_CHAT_DEPLOYMENT_NAME }}
          AZURE_OPENAI_LLM_DEPLOYMENT_NAME: ${{ secrets.AZURE_OPENAI_LLM_DEPLOYMENT_NAME }}
          AZURE_OPENAI_EMBEDDINGS_DEPLOYMENT_NAME: ${{ secrets.AZURE_OPENAI_EMBEDDINGS_DEPLOYMENT_NAME }}
          NVIDIA_API_KEY: ${{ secrets.NVIDIA_API_KEY }}
          GOOGLE_SEARCH_API_KEY: ${{ secrets.GOOGLE_SEARCH_API_KEY }}
          GOOGLE_CSE_ID: ${{ secrets.GOOGLE_CSE_ID }}
          GROQ_API_KEY: ${{ secrets.GROQ_API_KEY }}
          HUGGINGFACEHUB_API_TOKEN: ${{ secrets.HUGGINGFACEHUB_API_TOKEN }}
          EXA_API_KEY: ${{ secrets.EXA_API_KEY }}
          NOMIC_API_KEY: ${{ secrets.NOMIC_API_KEY }}
          WATSONX_APIKEY: ${{ secrets.WATSONX_APIKEY }}
          WATSONX_PROJECT_ID: ${{ secrets.WATSONX_PROJECT_ID }}
          ASTRA_DB_API_ENDPOINT: ${{ secrets.ASTRA_DB_API_ENDPOINT }}
          ASTRA_DB_APPLICATION_TOKEN: ${{ secrets.ASTRA_DB_APPLICATION_TOKEN }}
          ASTRA_DB_KEYSPACE: ${{ secrets.ASTRA_DB_KEYSPACE }}
          ES_URL: ${{ secrets.ES_URL }}
          ES_CLOUD_ID: ${{ secrets.ES_CLOUD_ID }}
          ES_API_KEY: ${{ secrets.ES_API_KEY }}
          MONGODB_ATLAS_URI: ${{ secrets.MONGODB_ATLAS_URI }}
          UPSTAGE_API_KEY: ${{ secrets.UPSTAGE_API_KEY }}
          FIREWORKS_API_KEY: ${{ secrets.FIREWORKS_API_KEY }}
          XAI_API_KEY: ${{ secrets.XAI_API_KEY }}
          DEEPSEEK_API_KEY: ${{ secrets.DEEPSEEK_API_KEY }}
          PPLX_API_KEY: ${{ secrets.PPLX_API_KEY }}
          OLLAMA_API_KEY: ${{ secrets.OLLAMA_API_KEY }}
          OPENROUTER_API_KEY: ${{ secrets.OPENROUTER_API_KEY }}
          LANGCHAIN_TESTS_USER_AGENT: ${{ secrets.LANGCHAIN_TESTS_USER_AGENT }}
        run: make integration_tests
        working-directory: ${{ inputs.working-directory }}

  # Test select published packages against new core
  # Done when code changes are made to langchain-core
  test-prior-published-packages-against-new-core:
    # Installs the new core with old partners: Installs the new unreleased core
    # alongside the previously published partner packages and runs integration tests
    needs:
      - build
      - release-notes
      - test-pypi-publish
      - pre-release-checks
    runs-on: ubuntu-latest
    permissions:
      contents: read
    if: false # temporarily skip
    strategy:
      matrix:
        partner: [anthropic]
      fail-fast: false # Continue testing other partners if one fails
    env:
      ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}
      ANTHROPIC_FILES_API_IMAGE_ID: ${{ secrets.ANTHROPIC_FILES_API_IMAGE_ID }}
      ANTHROPIC_FILES_API_PDF_ID: ${{ secrets.ANTHROPIC_FILES_API_PDF_ID }}
      OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
      AZURE_OPENAI_API_VERSION: ${{ secrets.AZURE_OPENAI_API_VERSION }}
      AZURE_OPENAI_API_BASE: ${{ secrets.AZURE_OPENAI_API_BASE }}
      AZURE_OPENAI_API_KEY: ${{ secrets.AZURE_OPENAI_API_KEY }}
      AZURE_OPENAI_CHAT_DEPLOYMENT_NAME: ${{ secrets.AZURE_OPENAI_CHAT_DEPLOYMENT_NAME }}
      AZURE_OPENAI_LEGACY_CHAT_DEPLOYMENT_NAME: ${{ secrets.AZURE_OPENAI_LEGACY_CHAT_DEPLOYMENT_NAME }}
      AZURE_OPENAI_LLM_DEPLOYMENT_NAME: ${{ secrets.AZURE_OPENAI_LLM_DEPLOYMENT_NAME }}
      AZURE_OPENAI_EMBEDDINGS_DEPLOYMENT_NAME: ${{ secrets.AZURE_OPENAI_EMBEDDINGS_DEPLOYMENT_NAME }}
      LANGCHAIN_TESTS_USER_AGENT: ${{ secrets.LANGCHAIN_TESTS_USER_AGENT }}
    steps:
      - uses: actions/checkout@v6

      # We implement this conditional as Github Actions does not have good support
      # for conditionally needing steps. https://github.com/actions/runner/issues/491
      # TODO: this seems to be resolved upstream, so we can probably remove this workaround
      - name: Check if libs/core
        run: |
          if [ "${{ startsWith(inputs.working-directory, 'libs/core') }}" != "true" ]; then
            echo "Not in libs/core. Exiting successfully."
            exit 0
          fi

      - name: Set up Python + uv
        if: startsWith(inputs.working-directory, 'libs/core')
        uses: "./.github/actions/uv_setup"
        with:
          python-version: ${{ env.PYTHON_VERSION }}

      - uses: actions/download-artifact@v8
        if: startsWith(inputs.working-directory, 'libs/core')
        with:
          name: dist
          path: ${{ inputs.working-directory }}/dist/

      - name: Test against ${{ matrix.partner }}
        if: startsWith(inputs.working-directory, 'libs/core')
        run: |
          # Identify latest tag, excluding pre-releases
          LATEST_PACKAGE_TAG="$(
            git ls-remote --tags origin "langchain-${{ matrix.partner }}*" \
            | awk '{print $2}' \
            | sed 's|refs/tags/||' \
            | grep -E '[0-9]+\.[0-9]+\.[0-9]+$' \
            | sort -Vr \
            | head -n 1
          )"
          echo "Latest package tag: $LATEST_PACKAGE_TAG"

          # Shallow-fetch just that single tag
          git fetch --depth=1 origin tag "$LATEST_PACKAGE_TAG"

          # Checkout the latest package files
          rm -rf $GITHUB_WORKSPACE/libs/partners/${{ matrix.partner }}/*
          rm -rf $GITHUB_WORKSPACE/libs/standard-tests/*
          cd $GITHUB_WORKSPACE/libs/
          git checkout "$LATEST_PACKAGE_TAG" -- standard-tests/
          git checkout "$LATEST_PACKAGE_TAG" -- partners/${{ matrix.partner }}/
          cd partners/${{ matrix.partner }}

          # Print as a sanity check
          echo "Version number from pyproject.toml: "
          cat pyproject.toml | grep "version = "

          # Run tests
          uv sync --group test --group test_integration
          uv pip install ../../core/dist/*.whl
          make integration_tests

  # Test external packages that depend on langchain-core/langchain against the new release
  # Only runs for core and langchain_v1 releases to catch breaking changes before publish
  test-dependents:
    name: "🐍 Python ${{ matrix.python-version }}: ${{ matrix.package.path }}"
    needs:
      - build
      - release-notes
      - test-pypi-publish
      - pre-release-checks
    runs-on: ubuntu-latest
    permissions:
      contents: read
    # Only run for core or langchain_v1 releases
    if: startsWith(inputs.working-directory, 'libs/core') || startsWith(inputs.working-directory, 'libs/langchain_v1')
    strategy:
      fail-fast: false
      matrix:
        python-version: ["3.11", "3.13"]
        package:
          - name: deepagents
            repo: langchain-ai/deepagents
            path: libs/deepagents
    # No API keys needed for now - deepagents `make test` only runs unit tests

    steps:
      - uses: actions/checkout@v6
        with:
          path: langchain

      - uses: actions/checkout@v6
        with:
          repository: ${{ matrix.package.repo }}
          path: ${{ matrix.package.name }}

      - name: Set up Python + uv
        uses: "./langchain/.github/actions/uv_setup"
        with:
          python-version: ${{ matrix.python-version }}

      - uses: actions/download-artifact@v8
        with:
          name: dist
          path: dist/

      - name: Install ${{ matrix.package.name }} with local packages
        # External dependents don't have [tool.uv.sources] pointing to this repo,
        # so we install the package normally then override with the built wheel.
        run: |
          cd ${{ matrix.package.name }}/${{ matrix.package.path }}

          # Install the package with test dependencies
          uv sync --group test

          # Override with the built wheel from this release
          uv pip install $GITHUB_WORKSPACE/dist/*.whl

      - name: Run ${{ matrix.package.name }} tests
        run: |
          cd ${{ matrix.package.name }}/${{ matrix.package.path }}
          make test

  publish:
    # Publishes the package to PyPI
    needs:
      - build
      - release-notes
      - test-pypi-publish
      - pre-release-checks
      - test-dependents
      # - test-prior-published-packages-against-new-core
    # Run if all needed jobs succeeded or were skipped (test-dependents only runs for core/langchain_v1)
    if: ${{ !cancelled() && !failure() }}
    runs-on: ubuntu-latest
    permissions:
      # This permission is used for trusted publishing:
      # https://blog.pypi.org/posts/2023-04-20-introducing-trusted-publishers/
      #
      # Trusted publishing has to also be configured on PyPI for each package:
      # https://docs.pypi.org/trusted-publishers/adding-a-publisher/
      id-token: write

    defaults:
      run:
        working-directory: ${{ inputs.working-directory }}

    steps:
      - uses: actions/checkout@v6

      - name: Set up Python + uv
        uses: "./.github/actions/uv_setup"
        with:
          python-version: ${{ env.PYTHON_VERSION }}

      - uses: actions/download-artifact@v8
        with:
          name: dist
          path: ${{ inputs.working-directory }}/dist/

      - name: Publish package distributions to PyPI
        uses: pypa/gh-action-pypi-publish@release/v1
        with:
          packages-dir: ${{ inputs.working-directory }}/dist/
          verbose: true
          print-hash: true
          # Temp workaround since attestations are on by default as of gh-action-pypi-publish v1.11.0
          attestations: false

  mark-release:
    # Marks the GitHub release with the new version tag
    needs:
      - build
      - release-notes
      - test-pypi-publish
      - pre-release-checks
      - publish
    # Run if all needed jobs succeeded or were skipped (test-dependents only runs for core/langchain_v1)
    if: ${{ !cancelled() && !failure() }}
    runs-on: ubuntu-latest
    permissions:
      # This permission is needed by `ncipollo/release-action` to
      # create the GitHub release/tag
      contents: write

    defaults:
      run:
        working-directory: ${{ inputs.working-directory }}

    steps:
      - uses: actions/checkout@v6

      - name: Set up Python + uv
        uses: "./.github/actions/uv_setup"
        with:
          python-version: ${{ env.PYTHON_VERSION }}

      - uses: actions/download-artifact@v8
        with:
          name: dist
          path: ${{ inputs.working-directory }}/dist/

      - name: Create Tag
        uses: ncipollo/release-action@v1
        with:
          artifacts: "dist/*"
          token: ${{ secrets.GITHUB_TOKEN }}
          generateReleaseNotes: false
          tag: ${{needs.build.outputs.pkg-name}}==${{ needs.build.outputs.version }}
          body: ${{ needs.release-notes.outputs.release-body }}
          commit: ${{ github.sha }}
          makeLatest: ${{ needs.build.outputs.pkg-name == 'langchain-core'}}