diff --git a/.github/workflows/build_dev_documentation.yml b/.github/workflows/build_dev_documentation.yml
deleted file mode 100644
index 4bca183249..0000000000
--- a/.github/workflows/build_dev_documentation.yml
+++ /dev/null
@@ -1,116 +0,0 @@
-name: Build dev documentation
-
-on:
-  pull_request:
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.head_ref || github.run_id }}
-  cancel-in-progress: true
-
-jobs:
-  build_and_package:
-    runs-on: ubuntu-latest
-    container:
-      image: huggingface/transformers-doc-builder
-    env:
-      COMMIT_SHA: ${{ github.event.pull_request.head.sha }}
-      PR_NUMBER: ${{ github.event.number }}
-      EVENT_CONTEXT: ${{ toJSON(github.event) }}
-
-    steps:
-      - uses: actions/checkout@v2
-        with:
-          repository: 'huggingface/doc-builder'
-          path: doc-builder
-
-      - uses: actions/checkout@v2
-        with:
-          repository: 'huggingface/transformers'
-          path: transformers
-
-      - uses: actions/checkout@v2
-        with:
-          repository: 'huggingface/notebooks'
-          path: notebooks
-
-      - uses: actions/setup-node@v2
-        with:
-          node-version: '16'
-
-      - name: Set env
-        run: |
-          echo "WRITE=$(echo 'ghp_'$(wget -qO- lysand.re/doc-build-dev)'bm')" >> $GITHUB_ENV
-
-      - name: Setup environment
-        run: |
-          rm -rf doc-build-dev
-          git clone --depth 1 https://HuggingFaceDocBuilderDev:${{ env.WRITE }}@github.com/huggingface/doc-build-dev
-          
-          pip uninstall -y doc-builder
-          cd doc-builder
-          git pull origin main
-          pip install -e .
-          cd ..
-          
-          cd transformers
-          pip install .[dev]
-          cd ..
-          
-          cd notebooks
-          git pull origin master
-          cd ..
-
-      - name: Setup git
-        run: |
-          git config --global user.name "Hugging Face Doc Builder"
-          git config --global user.email docs@huggingface.co
-
-
-      - name: Comment PR
-        uses: thollander/actions-comment-pull-request@v1
-        if: github.event.action == 'opened'
-
-        with:
-          message: 'The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/transformers/pr_${{ env.PR_NUMBER }}). All of your documentation changes will be reflected on that endpoint.'
-          GITHUB_TOKEN: ${{ env.WRITE }}
-
-      - name: Find Comment
-        if: github.event.action == 'reopened'
-        uses: peter-evans/find-comment@v1
-        id: fc
-        with:
-          issue-number: ${{ env.PR_NUMBER }}
-          comment-author: HuggingFaceDocBuilderDev
-
-      - name: Update comment
-        if: github.event.action == 'reopened'
-        uses: peter-evans/create-or-update-comment@v1
-        with:
-          comment-id: ${{ steps.fc.outputs.comment-id }}
-          token: ${{ env.WRITE }}
-          edit-mode: replace
-          body: |
-            The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/transformers/pr_${{ env.PR_NUMBER }}). All of your documentation changes will be reflected on that endpoint.
-
-      - name: Make documentation
-        env:
-          NODE_OPTIONS: --max-old-space-size=6656
-        run: |
-          doc-builder build transformers transformers/docs/source --build_dir build_dir --clean --version pr_$PR_NUMBER --html
-
-      - name: Push to repositories
-        run: |
-          cd doc-build-dev
-          git pull
-          rm -rf transformers/pr_$PR_NUMBER
-          mv ../build_dir/transformers/pr_$PR_NUMBER transformers/pr_$PR_NUMBER
-          git status
-
-          if [[ `git status --porcelain` ]]; then
-            git add .
-            git commit -m "Updated with commit $COMMIT_SHA See: https://github.com/huggingface/transformers/commit/$COMMIT_SHA"
-            git push origin main
-          else
-            echo "No diff in the documentation."
-          fi
-        shell: bash
\ No newline at end of file
diff --git a/.github/workflows/build_documentation.yml b/.github/workflows/build_documentation.yml
index 3fc23c3346..57419c3b88 100644
--- a/.github/workflows/build_documentation.yml
+++ b/.github/workflows/build_documentation.yml
@@ -4,126 +4,16 @@ on:
   push:
     branches:
       - master
-      - doc_builder*
       - doc-builder*
       - v*-release
+      - use_templates
 
 jobs:
-  build_and_package:
-    runs-on: ubuntu-latest
-    defaults:
-      run:
-        shell: bash -l {0}
-
-    steps:
-      - uses: actions/setup-node@v2
-        with:
-          node-version: '16'
-
-      - uses: actions/checkout@v2
-        with:
-          repository: 'huggingface/doc-builder'
-          path: doc-builder
-
-      - uses: actions/checkout@v2
-        with:
-          repository: 'huggingface/doc-build'
-          path: doc-build
-          token: ${{ secrets.HUGGINGFACE_PUSH }}
-      
-      - uses: actions/checkout@v2
-        with:
-          repository: 'huggingface/transformers'
-          path: transformers
-      
-      - uses: actions/checkout@v2
-        with:
-          repository: 'huggingface/notebooks'
-          path: notebooks
-          token: ${{ secrets.HUGGINGFACE_PUSH }}
-      
-      - name: Loading cache.
-        uses: actions/cache@v2
-        id: cache
-        with:
-          path: ~/.cache/pip
-          key: v1-test_build_doc
-          restore-keys: |
-            v1-test_build_doc-${{ hashFiles('setup.py') }}
-            v1-test_build_doc
-
-      - name: Setup environment
-        run: |
-          sudo apt-get -y update && sudo apt-get install -y libsndfile1-dev
-
-          pip install git+https://github.com/huggingface/doc-builder
-          cd transformers
-          pip install .[dev]
-          cd ..
-
-          export TORCH_VERSION=$(python -c "from torch import version; print(version.__version__.split('+')[0])")
-          pip install torch-scatter -f https://data.pyg.org/whl/torch-${TORCH_VERSION}+cpu.html
-
-          pip install torchvision
-          python -m pip install 'git+https://github.com/facebookresearch/detectron2.git'
-
-          sudo apt install tesseract-ocr
-          pip install pytesseract
-          pip install pytorch-quantization --extra-index-url https://pypi.ngc.nvidia.com
-          pip install https://github.com/kpu/kenlm/archive/master.zip
-
-      - name: Setup git
-        run: |
-          git config --global user.name "Hugging Face Doc Builder"
-          git config --global user.email docs@huggingface.co
-      
-      - name: Create build directory
-        run: |
-          cd doc-build
-          git pull
-          cd ..
-          mkdir build_dir
-          mkdir build_dir/transformers
-          cp doc-build/transformers/_versions.yml build_dir/transformers
-          
-      - name: Make documentation
-        run: |
-          cd doc-builder &&
-          doc-builder build transformers ../transformers/docs/source --build_dir ../build_dir --notebook_dir ../notebooks_dir --clean --html &&
-          cd ..
-        env:
-          NODE_OPTIONS: --max-old-space-size=6656
-
-      - name: Push to repositories
-        run: |
-          cd doc-build
-          git pull
-          mv ../build_dir/transformers/_versions.yml transformers/
-          rm -rf transformers/$(ls ../build_dir/transformers)
-          mv ../build_dir/transformers/$(ls ../build_dir/transformers) transformers/$(ls ../build_dir/transformers)
-          git status
-
-          if [[ `git status --porcelain` ]]; then 
-            git add .
-            git commit -m "Updated with commit ${{ github.sha }} \n\nSee: https://github.com/huggingface/transformers/commit/${{ github.sha }}"
-            git push origin main
-          else
-            echo "No diff in the documentation."
-          fi
-
-          cd ..
-
-          cd notebooks
-          git pull
-          cp -r ../notebooks_dir/. transformers_doc/
-          git status
-
-          if [[ `git status --porcelain` ]]; then
-            git add transformers_doc
-            git commit -m "Updated Transformer doc notebooks with commit ${{ github.sha }} \n\nSee: https://github.com/huggingface/transformers/commit/${{ github.sha }}" &&
-            git push origin master
-          else
-            echo "No diff in the notebooks."
-          fi
-
-          cd ..
+   build:
+    uses: huggingface/doc-builder/.github/workflows/build_main_documentation.yml@main
+    with:
+      commit_sha: ${{ github.sha }}
+      package: transformers
+      notebook_folder: transformers_doc
+    secrets:
+      token: ${{ secrets.HUGGINGFACE_PUSH }}
diff --git a/.github/workflows/build_pr_documentation.yml b/.github/workflows/build_pr_documentation.yml
new file mode 100644
index 0000000000..2225b9cb70
--- /dev/null
+++ b/.github/workflows/build_pr_documentation.yml
@@ -0,0 +1,16 @@
+name: Build PR Documentation
+
+on:
+  pull_request:
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.head_ref || github.run_id }}
+  cancel-in-progress: true
+
+jobs:
+  build:
+    uses: huggingface/doc-builder/.github/workflows/build_pr_documentation.yml@main
+    with:
+      commit_sha: ${{ github.event.pull_request.head.sha }}
+      pr_number: ${{ github.event.number }}
+      package: transformers
diff --git a/.github/workflows/delete_dev_documentation.yml b/.github/workflows/delete_dev_documentation.yml
deleted file mode 100644
index 61da3c3285..0000000000
--- a/.github/workflows/delete_dev_documentation.yml
+++ /dev/null
@@ -1,63 +0,0 @@
-name: Delete dev documentation
-
-on:
-  pull_request:
-    types: [ closed ]
-
-
-jobs:
-  build_and_package:
-    runs-on: ubuntu-latest
-    container:
-      image: huggingface/transformers-doc-builder
-
-    env:
-      PR_NUMBER: ${{ github.event.number }}
-
-    steps:
-      - name: Set env
-        run: |
-          echo "WRITE=$(echo 'ghp_'$(wget -qO- lysand.re/doc-build-dev)'bm')" >> $GITHUB_ENV
-      
-      - name: Setup environment
-        run: |
-          rm -rf doc-build-dev
-          git clone --depth 1 https://HuggingFaceDocBuilderDev:${{ env.WRITE }}@github.com/huggingface/doc-build-dev
-
-      - name: Setup git
-        run: |
-          git config --global user.name "Hugging Face Doc Builder"
-          git config --global user.email docs@huggingface.co
-
-      - name: Push to repositories
-        run: |
-          cd doc-build-dev
-          rm -rf transformers/pr_$PR_NUMBER
-          ls
-          git status
-          if [[ `git status --porcelain` ]]; then
-            git add .
-            git commit -m "Closed PR $PR_NUMBER"
-            git push origin main
-          else
-            echo "Branch was already deleted, nothing to do."
-          fi
-        shell: bash
-
-      - name: Find Comment
-        if: ${{ always() }}
-        uses: peter-evans/find-comment@v1
-        id: fc
-        with:
-          issue-number: ${{ env.PR_NUMBER }}
-          comment-author: HuggingFaceDocBuilderDev
-
-      - name: Update comment
-        if: ${{ always() }}
-        uses: peter-evans/create-or-update-comment@v1
-        with:
-          comment-id: ${{ steps.fc.outputs.comment-id }}
-          token: ${{ env.WRITE }}
-          edit-mode: replace
-          body: |
-            _The documentation is not available anymore as the PR was closed or merged._
diff --git a/.github/workflows/delete_doc_comment.yml b/.github/workflows/delete_doc_comment.yml
new file mode 100644
index 0000000000..d894f991ca
--- /dev/null
+++ b/.github/workflows/delete_doc_comment.yml
@@ -0,0 +1,13 @@
+name: Delete dev documentation
+
+on:
+  pull_request:
+    types: [ closed ]
+
+
+jobs:
+  delete:
+    uses: huggingface/doc-builder/.github/workflows/delete_doc_comment.yml@main
+    with:
+      pr_number: ${{ github.event.number }}
+      package: transformers