From 7936d8c83b6e4e16dc451a3ad640a8c798524007 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Thu, 16 Jan 2025 11:03:33 -0800
Subject: [PATCH 01/27] Update spellcheck to run only on changed files

---
 .github/workflows/spelling.yml | 82 ++++++++++++++++++++++++++++++++--
 .pyspelling.yml                |  7 +--
 2 files changed, 80 insertions(+), 9 deletions(-)

diff --git a/.github/workflows/spelling.yml b/.github/workflows/spelling.yml
index 07c86ed4a28..cca022b91ba 100644
--- a/.github/workflows/spelling.yml
+++ b/.github/workflows/spelling.yml
@@ -5,16 +5,90 @@ on:
   push:
     branches:
       - main
+
 jobs:
   pyspelling:
     runs-on: ubuntu-20.04
     steps:
-      - uses: actions/checkout@v3
+      - name: Check for skip label
+        if: github.event_name == 'pull_request'
+        id: skip-label
+        uses: actions/github-script@v6
+        with:
+          script: |
+            const { data: labels } = await github.rest.issues.listLabelsOnIssue({
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              issue_number: context.issue.number
+            });
+            const skipLabel = labels.find(label => label.name === 'skip-spell-check');
+            if (skipLabel) {
+              console.log('Found skip-spell-check label, skipping spell check');
+              core.setOutput('skip', 'true');
+            } else {
+              core.setOutput('skip', 'false');
+            }
+
+      - uses: actions/checkout@v4
+        if: github.event_name != 'pull_request' || steps.skip-label.outputs.skip != 'true'
+        with:
+          fetch-depth: 0
+
+      - name: Get changed files
+        if: github.event_name != 'pull_request' || steps.skip-label.outputs.skip != 'true'
+        id: changed-files
+        run: |
+          if [ "${{ github.event_name }}" == "pull_request" ]; then
+            CHANGED_FILES=$(git diff --name-only origin/${{ github.base_ref }}..HEAD -- \                         
+              './*.{rst,md}' \
+              'beginner_source/**/*.{py,rst,md}' \
+              'intermediate_source/**/*.{py,rst,md}' \
+              'advanced_source/**/*.{py,rst,md}' \
+              'recipes_source/**/*.{py,rst,md}' \
+              'prototype_source/**/*.{py,rst,md}') 
+          else
+            CHANGED_FILES=$(git diff --name-only HEAD^..HEAD -- \
+              './*.{rst,md}' \
+              'beginner_source/**/*.{py,rst,md}' \
+              'intermediate_source/**/*.{py,rst,md}' \
+              'advanced_source/**/*.{py,rst,md}' \
+              'recipes_source/**/*.{py,rst,md}' \
+              'prototype_source/**/*.{py,rst,md}') 
+          fi
+          echo "files=$CHANGED_FILES" >> $GITHUB_OUTPUT
+
+      - name: Check if relevant files changed
+        if: github.event_name != 'pull_request' || steps.skip-label.outputs.skip != 'true'
+        id: check
+        run: |
+          if [ -z "${{ steps.changed-files.outputs.files }}" ]; then
+            echo "skip=true" >> $GITHUB_OUTPUT
+            echo "No relevant files changed in monitored directories, skipping spell check"
+          else
+            echo "skip=false" >> $GITHUB_OUTPUT
+            echo "Found changed files to check:"
+            echo "${{ steps.changed-files.outputs.files }}"
+          fi
+
       - uses: actions/setup-python@v4
+        if: |
+          (github.event_name != 'pull_request' || steps.skip-label.outputs.skip != 'true') &&
+          steps.check.outputs.skip != 'true'
         with:
           python-version: '3.9'
           cache: 'pip'
-      - run: pip install pyspelling
-      - run: sudo apt-get install aspell aspell-en
-      - run: pyspelling
 
+      - name: Install dependencies
+        if: |
+          (github.event_name != 'pull_request' || steps.skip-label.outputs.skip != 'true') &&
+          steps.check.outputs.skip != 'true'
+        run: |
+          pip install pyspelling
+          sudo apt-get install aspell aspell-en
+
+      - name: Run pyspelling
+        if: |
+          (github.event_name != 'pull_request' || steps.skip-label.outputs.skip != 'true') &&
+          steps.check.outputs.skip != 'true'
+        run: |
+          pyspelling --source "${{ steps.changed-files.outputs.files }}"
diff --git a/.pyspelling.yml b/.pyspelling.yml
index 1afe6dbb45e..1dd2a4b053e 100644
--- a/.pyspelling.yml
+++ b/.pyspelling.yml
@@ -2,10 +2,7 @@ spellchecker: aspell
 matrix:
 - name: python
   sources:
-    - beginner_source/*.py
-    - intermediate_source/*.py
-    - advanced_source/*.py
-    - recipes_source/*/*.py
+  - "**/*.py"
   dictionary:
     wordlists:
       - en-wordlist.txt
@@ -56,7 +53,7 @@ matrix:
   - pyspelling.filters.url:
 - name: reST
   sources:
-  - beginner_source/*.rst
+  - "**/*.rst"
   dictionary:
     wordlists:
       - en-wordlist.txt

From 598d710de21f58dc5c7fa83f7f9c309eaec956fe Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Thu, 16 Jan 2025 13:19:05 -0800
Subject: [PATCH 02/27] Update spelling.yml

---
 .github/workflows/spelling.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/spelling.yml b/.github/workflows/spelling.yml
index cca022b91ba..e3a382cd462 100644
--- a/.github/workflows/spelling.yml
+++ b/.github/workflows/spelling.yml
@@ -40,7 +40,7 @@ jobs:
         run: |
           if [ "${{ github.event_name }}" == "pull_request" ]; then
             CHANGED_FILES=$(git diff --name-only origin/${{ github.base_ref }}..HEAD -- \                         
-              './*.{rst,md}' \
+              '*.rst' '*.md' \
               'beginner_source/**/*.{py,rst,md}' \
               'intermediate_source/**/*.{py,rst,md}' \
               'advanced_source/**/*.{py,rst,md}' \
@@ -48,7 +48,7 @@ jobs:
               'prototype_source/**/*.{py,rst,md}') 
           else
             CHANGED_FILES=$(git diff --name-only HEAD^..HEAD -- \
-              './*.{rst,md}' \
+              '*.rst' '*.md' \
               'beginner_source/**/*.{py,rst,md}' \
               'intermediate_source/**/*.{py,rst,md}' \
               'advanced_source/**/*.{py,rst,md}' \

From 885a7ae00b9e4f3400e664c26570c74ccecfad95 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Thu, 16 Jan 2025 14:23:45 -0800
Subject: [PATCH 03/27] Update

---
 .github/workflows/spelling.yml | 100 +++++++++++++++++++--------------
 1 file changed, 58 insertions(+), 42 deletions(-)

diff --git a/.github/workflows/spelling.yml b/.github/workflows/spelling.yml
index e3a382cd462..44a0cfcabd4 100644
--- a/.github/workflows/spelling.yml
+++ b/.github/workflows/spelling.yml
@@ -10,69 +10,80 @@ jobs:
   pyspelling:
     runs-on: ubuntu-20.04
     steps:
-      - name: Check for skip label
-        if: github.event_name == 'pull_request'
-        id: skip-label
+      - name: Check for skip label and get changed files
+        id: check-files
         uses: actions/github-script@v6
         with:
           script: |
-            const { data: labels } = await github.rest.issues.listLabelsOnIssue({
-              owner: context.repo.owner,
-              repo: context.repo.repo,
-              issue_number: context.issue.number
-            });
-            const skipLabel = labels.find(label => label.name === 'skip-spell-check');
-            if (skipLabel) {
-              console.log('Found skip-spell-check label, skipping spell check');
-              core.setOutput('skip', 'true');
+            let skipCheck = false;
+            let changedFiles = [];
+            
+            if (context.eventName === 'pull_request') {
+              // Check for skip label
+              const { data: labels } = await github.rest.issues.listLabelsOnIssue({
+                owner: context.repo.owner,
+                repo: context.repo.repo,
+                issue_number: context.issue.number
+              });
+              skipCheck = labels.some(label => label.name === 'skip-spell-check');
+              
+              if (!skipCheck) {
+                // Get changed files in PR
+                const { data: files } = await github.rest.pulls.listFiles({
+                  owner: context.repo.owner,
+                  repo: context.repo.repo,
+                  pull_number: context.issue.number
+                });
+                
+                changedFiles = files
+                  .filter(file => file.filename.match(/\.(py|rst|md)$/))
+                  .map(file => file.filename);
+              }
             } else {
-              core.setOutput('skip', 'false');
+              // For push events, we'll still need to use git diff
+              // We'll handle this after checkout
             }
+            
+            core.setOutput('skip', skipCheck.toString());
+            core.setOutput('files', changedFiles.join(' '));
+            core.setOutput('is-pr', (context.eventName === 'pull_request').toString());
 
       - uses: actions/checkout@v4
-        if: github.event_name != 'pull_request' || steps.skip-label.outputs.skip != 'true'
+        if: steps.check-files.outputs.skip != 'true'
         with:
           fetch-depth: 0
 
-      - name: Get changed files
-        if: github.event_name != 'pull_request' || steps.skip-label.outputs.skip != 'true'
-        id: changed-files
+      - name: Get changed files for push event
+        if: |
+          steps.check-files.outputs.skip != 'true' &&
+          steps.check-files.outputs.is-pr != 'true'
+        id: push-files
         run: |
-          if [ "${{ github.event_name }}" == "pull_request" ]; then
-            CHANGED_FILES=$(git diff --name-only origin/${{ github.base_ref }}..HEAD -- \                         
-              '*.rst' '*.md' \
-              'beginner_source/**/*.{py,rst,md}' \
-              'intermediate_source/**/*.{py,rst,md}' \
-              'advanced_source/**/*.{py,rst,md}' \
-              'recipes_source/**/*.{py,rst,md}' \
-              'prototype_source/**/*.{py,rst,md}') 
-          else
-            CHANGED_FILES=$(git diff --name-only HEAD^..HEAD -- \
-              '*.rst' '*.md' \
-              'beginner_source/**/*.{py,rst,md}' \
-              'intermediate_source/**/*.{py,rst,md}' \
-              'advanced_source/**/*.{py,rst,md}' \
-              'recipes_source/**/*.{py,rst,md}' \
-              'prototype_source/**/*.{py,rst,md}') 
-          fi
+          CHANGED_FILES=$(git diff --name-only HEAD^..HEAD -- '*.py' '*.rst' '*.md')
           echo "files=$CHANGED_FILES" >> $GITHUB_OUTPUT
 
       - name: Check if relevant files changed
-        if: github.event_name != 'pull_request' || steps.skip-label.outputs.skip != 'true'
+        if: steps.check-files.outputs.skip != 'true'
         id: check
         run: |
-          if [ -z "${{ steps.changed-files.outputs.files }}" ]; then
+          if [ "${{ steps.check-files.outputs.is-pr }}" == "true" ]; then
+            FILES="${{ steps.check-files.outputs.files }}"
+          else
+            FILES="${{ steps.push-files.outputs.files }}"
+          fi
+          
+          if [ -z "$FILES" ]; then
             echo "skip=true" >> $GITHUB_OUTPUT
-            echo "No relevant files changed in monitored directories, skipping spell check"
+            echo "No relevant files changed (*.py, *.rst, *.md), skipping spell check"
           else
             echo "skip=false" >> $GITHUB_OUTPUT
             echo "Found changed files to check:"
-            echo "${{ steps.changed-files.outputs.files }}"
+            echo "$FILES"
           fi
 
       - uses: actions/setup-python@v4
         if: |
-          (github.event_name != 'pull_request' || steps.skip-label.outputs.skip != 'true') &&
+          steps.check-files.outputs.skip != 'true' &&
           steps.check.outputs.skip != 'true'
         with:
           python-version: '3.9'
@@ -80,7 +91,7 @@ jobs:
 
       - name: Install dependencies
         if: |
-          (github.event_name != 'pull_request' || steps.skip-label.outputs.skip != 'true') &&
+          steps.check-files.outputs.skip != 'true' &&
           steps.check.outputs.skip != 'true'
         run: |
           pip install pyspelling
@@ -88,7 +99,12 @@ jobs:
 
       - name: Run pyspelling
         if: |
-          (github.event_name != 'pull_request' || steps.skip-label.outputs.skip != 'true') &&
+          steps.check-files.outputs.skip != 'true' &&
           steps.check.outputs.skip != 'true'
         run: |
-          pyspelling --source "${{ steps.changed-files.outputs.files }}"
+          if [ "${{ steps.check-files.outputs.is-pr }}" == "true" ]; then
+            FILES="${{ steps.check-files.outputs.files }}"
+          else
+            FILES="${{ steps.push-files.outputs.files }}"
+          fi
+          pyspelling --source "$FILES"

From 13cb423b518ba3b1c7be0e61666c1c6b0cc7ef95 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Fri, 17 Jan 2025 14:03:50 -0800
Subject: [PATCH 04/27] Update

---
 .github/workflows/spelling.yml | 45 +++++++++++++++++++++++++++++-----
 1 file changed, 39 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/spelling.yml b/.github/workflows/spelling.yml
index 44a0cfcabd4..3027f86f954 100644
--- a/.github/workflows/spelling.yml
+++ b/.github/workflows/spelling.yml
@@ -45,7 +45,7 @@ jobs:
             }
             
             core.setOutput('skip', skipCheck.toString());
-            core.setOutput('files', changedFiles.join(' '));
+            core.setOutput('files', changedFiles.join('\n'));
             core.setOutput('is-pr', (context.eventName === 'pull_request').toString());
 
       - uses: actions/checkout@v4
@@ -60,7 +60,9 @@ jobs:
         id: push-files
         run: |
           CHANGED_FILES=$(git diff --name-only HEAD^..HEAD -- '*.py' '*.rst' '*.md')
-          echo "files=$CHANGED_FILES" >> $GITHUB_OUTPUT
+          echo "files<<EOF" >> $GITHUB_OUTPUT
+          echo "$CHANGED_FILES" >> $GITHUB_OUTPUT
+          echo "EOF" >> $GITHUB_OUTPUT
 
       - name: Check if relevant files changed
         if: steps.check-files.outputs.skip != 'true'
@@ -97,14 +99,45 @@ jobs:
           pip install pyspelling
           sudo apt-get install aspell aspell-en
 
-      - name: Run pyspelling
+      - name: Run spell check on each file
         if: |
           steps.check-files.outputs.skip != 'true' &&
           steps.check.outputs.skip != 'true'
         run: |
+          # Get the list of files into an array
           if [ "${{ steps.check-files.outputs.is-pr }}" == "true" ]; then
-            FILES="${{ steps.check-files.outputs.files }}"
+            mapfile -t FILES <<< "${{ steps.check-files.outputs.files }}"
           else
-            FILES="${{ steps.push-files.outputs.files }}"
+            mapfile -t FILES <<< "${{ steps.push-files.outputs.files }}"
+          fi
+          
+          # Check each file individually
+          FINAL_EXIT_CODE=0
+          for file in "${FILES[@]}"; do
+            if [ -n "$file" ]; then
+              echo "Checking spelling in $file"
+              # Create a temporary config file based on the existing one
+              python3 - <<EOF > temp_config.yml
+          import yaml
+          
+          with open('.pyspelling.yml', 'r') as f:
+              config = yaml.safe_load(f)
+          
+          # Modify only the sources in each matrix entry
+          for matrix in config['matrix']:
+              matrix['sources'] = ['$file']
+          
+          with open('temp_config.yml', 'w') as f:
+              yaml.dump(config, f, default_flow_style=False)
+          EOF
+              
+              if ! pyspelling -c temp_config.yml; then
+                FINAL_EXIT_CODE=1
+              fi
+            fi
+          done
+          
+          if [ $FINAL_EXIT_CODE -ne 0 ]; then
+            echo "Spell check failed!"
+            exit 1
           fi
-          pyspelling --source "$FILES"

From f70420221eccd276aee7bf53647ed573a62a9482 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Tue, 21 Jan 2025 08:37:02 -0800
Subject: [PATCH 05/27] Simplify the script

---
 .github/workflows/spelling.yml | 129 ++++++++++-----------------------
 1 file changed, 38 insertions(+), 91 deletions(-)

diff --git a/.github/workflows/spelling.yml b/.github/workflows/spelling.yml
index 3027f86f954..e69302259e6 100644
--- a/.github/workflows/spelling.yml
+++ b/.github/workflows/spelling.yml
@@ -8,136 +8,83 @@ on:
 
 jobs:
   pyspelling:
-    runs-on: ubuntu-20.04
+    runs-on: ubuntu-latest
     steps:
-      - name: Check for skip label and get changed files
-        id: check-files
+      - name: Get changed files and check skip label
+        id: files
         uses: actions/github-script@v6
         with:
           script: |
-            let skipCheck = false;
-            let changedFiles = [];
-            
             if (context.eventName === 'pull_request') {
               // Check for skip label
               const { data: labels } = await github.rest.issues.listLabelsOnIssue({
-                owner: context.repo.owner,
-                repo: context.repo.repo,
+                ...context.repo,
                 issue_number: context.issue.number
               });
-              skipCheck = labels.some(label => label.name === 'skip-spell-check');
-              
-              if (!skipCheck) {
-                // Get changed files in PR
-                const { data: files } = await github.rest.pulls.listFiles({
-                  owner: context.repo.owner,
-                  repo: context.repo.repo,
-                  pull_number: context.issue.number
-                });
-                
-                changedFiles = files
-                  .filter(file => file.filename.match(/\.(py|rst|md)$/))
-                  .map(file => file.filename);
+              if (labels.some(label => label.name === 'skip-spell-check')) {
+                core.setOutput('skip', 'true');
+                return;
               }
-            } else {
-              // For push events, we'll still need to use git diff
-              // We'll handle this after checkout
             }
             
-            core.setOutput('skip', skipCheck.toString());
-            core.setOutput('files', changedFiles.join('\n'));
-            core.setOutput('is-pr', (context.eventName === 'pull_request').toString());
+            core.setOutput('skip', 'false');
 
       - uses: actions/checkout@v4
-        if: steps.check-files.outputs.skip != 'true'
+        if: steps.files.outputs.skip != 'true'
         with:
           fetch-depth: 0
 
-      - name: Get changed files for push event
-        if: |
-          steps.check-files.outputs.skip != 'true' &&
-          steps.check-files.outputs.is-pr != 'true'
-        id: push-files
-        run: |
-          CHANGED_FILES=$(git diff --name-only HEAD^..HEAD -- '*.py' '*.rst' '*.md')
-          echo "files<<EOF" >> $GITHUB_OUTPUT
-          echo "$CHANGED_FILES" >> $GITHUB_OUTPUT
-          echo "EOF" >> $GITHUB_OUTPUT
-
-      - name: Check if relevant files changed
-        if: steps.check-files.outputs.skip != 'true'
+      - name: Get files to check
+        if: steps.files.outputs.skip != 'true'
         id: check
         run: |
-          if [ "${{ steps.check-files.outputs.is-pr }}" == "true" ]; then
-            FILES="${{ steps.check-files.outputs.files }}"
+          if [[ ${{ github.event_name }} == 'pull_request' ]]; then
+            FILES=$(gh pr view ${{ github.event.pull_request.number }} --json files --jq '.files[].path' | grep -E '\.(py|rst|md)$' || true)
           else
-            FILES="${{ steps.push-files.outputs.files }}"
+            FILES=$(git diff --name-only HEAD^..HEAD | grep -E '\.(py|rst|md)$' || true)
           fi
           
           if [ -z "$FILES" ]; then
             echo "skip=true" >> $GITHUB_OUTPUT
-            echo "No relevant files changed (*.py, *.rst, *.md), skipping spell check"
+            echo "No relevant files changed"
           else
+            echo "files<<EOF" >> $GITHUB_OUTPUT
+            echo "$FILES" >> $GITHUB_OUTPUT
+            echo "EOF" >> $GITHUB_OUTPUT
             echo "skip=false" >> $GITHUB_OUTPUT
-            echo "Found changed files to check:"
+            echo "Files to check:"
             echo "$FILES"
           fi
+        env:
+          GH_TOKEN: ${{ github.token }}
 
       - uses: actions/setup-python@v4
-        if: |
-          steps.check-files.outputs.skip != 'true' &&
-          steps.check.outputs.skip != 'true'
+        if: steps.files.outputs.skip != 'true' && steps.check.outputs.skip != 'true'
         with:
           python-version: '3.9'
           cache: 'pip'
 
       - name: Install dependencies
-        if: |
-          steps.check-files.outputs.skip != 'true' &&
-          steps.check.outputs.skip != 'true'
+        if: steps.files.outputs.skip != 'true' && steps.check.outputs.skip != 'true'
         run: |
           pip install pyspelling
           sudo apt-get install aspell aspell-en
 
-      - name: Run spell check on each file
-        if: |
-          steps.check-files.outputs.skip != 'true' &&
-          steps.check.outputs.skip != 'true'
+      - name: Run spell check
+        if: steps.files.outputs.skip != 'true' && steps.check.outputs.skip != 'true'
         run: |
-          # Get the list of files into an array
-          if [ "${{ steps.check-files.outputs.is-pr }}" == "true" ]; then
-            mapfile -t FILES <<< "${{ steps.check-files.outputs.files }}"
-          else
-            mapfile -t FILES <<< "${{ steps.push-files.outputs.files }}"
-          fi
-          
-          # Check each file individually
-          FINAL_EXIT_CODE=0
-          for file in "${FILES[@]}"; do
+          while IFS= read -r file; do
             if [ -n "$file" ]; then
-              echo "Checking spelling in $file"
-              # Create a temporary config file based on the existing one
-              python3 - <<EOF > temp_config.yml
-          import yaml
-          
-          with open('.pyspelling.yml', 'r') as f:
-              config = yaml.safe_load(f)
-          
-          # Modify only the sources in each matrix entry
-          for matrix in config['matrix']:
-              matrix['sources'] = ['$file']
-          
-          with open('temp_config.yml', 'w') as f:
-              yaml.dump(config, f, default_flow_style=False)
-          EOF
-              
-              if ! pyspelling -c temp_config.yml; then
-                FINAL_EXIT_CODE=1
-              fi
+              echo "Checking $file"
+              python -c "
+                import yaml
+                with open('.pyspelling.yml') as config_file:
+                    config = yaml.safe_load(config_file)
+                for matrix_entry in config['matrix']:
+                    matrix_entry['sources'] = ['$file']
+                with open('temp_config.yml', 'w') as output_file:
+                    yaml.dump(config, output_file)
+              "
+              pyspelling -c temp_config.yml || exit 1
             fi
-          done
-          
-          if [ $FINAL_EXIT_CODE -ne 0 ]; then
-            echo "Spell check failed!"
-            exit 1
-          fi
+          done <<< "${{ steps.check.outputs.files }}"

From 704eb213071f69ee06bff0754749b074c696885e Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 22 Jan 2025 11:51:32 -0800
Subject: [PATCH 06/27] Test .md, .rst, .py

---
 README.md                                          | 4 ++--
 beginner_source/colab.rst                          | 6 +++---
 beginner_source/introyt/tensors_deeper_tutorial.py | 4 ++--
 3 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/README.md b/README.md
index af84d9ebe79..f17f7f5e3d9 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@ All the tutorials are now presented as sphinx style documentation at:
 
 # Asking a question
 
-If you have a question about a tutorial, post in https://dev-discuss.pytorch.org/ rather than creating an issue in this repo. Your question will be answered much faster on the dev-discuss forum.
+If you hve a qestion about a tutorial, post in https://dev-discuss.pytorch.org/ rather than creating an issue in this repo. Your question will be answered much faster on the dev-discuss forum.
 
 # Submitting an issue
 
@@ -20,7 +20,7 @@ You can submit the following types of issues:
 
 We use sphinx-gallery's [notebook styled examples](https://sphinx-gallery.github.io/stable/tutorials/index.html) to create the tutorials. Syntax is very simple. In essence, you write a slightly well formatted Python file and it shows up as an HTML page. In addition, a Jupyter notebook is autogenerated and available to run in Google Colab.
 
-Here is how you can create a new tutorial (for a detailed description, see [CONTRIBUTING.md](./CONTRIBUTING.md)):
+Here is how you can ceate a new tutorial (for a detailed description, see [CONTRIBUTING.md](./CONTRIBUTING.md)):
 
 NOTE: Before submitting a new tutorial, read [PyTorch Tutorial Submission Policy](./tutorial_submission_policy.md).
 
diff --git a/beginner_source/colab.rst b/beginner_source/colab.rst
index 812255704e7..329f4884666 100644
--- a/beginner_source/colab.rst
+++ b/beginner_source/colab.rst
@@ -10,8 +10,8 @@ run PyTorch tutorials in Google Colab.
 PyTorch Version in Google Colab
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
-When you are running a tutorial that requires a version of PyTorch that has
-just been released, that version might not be yet available in Google Colab.
+Wen you are running a tutorial that requires a version of PyTorch that has
+jst been released, that version might not be yet available in Google Colab.
 To check that you have the required ``torch`` and compatible domain libraries
 installed, run ``!pip list``.
 
@@ -27,7 +27,7 @@ Using Tutorial Data from Google Drive in Colab
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
 We've added a new feature to tutorials that allows users to open the
-notebook associated with a tutorial in Google Colab. You may need to
+ntebook associated with a tutorial in Google Colab. You may need to
 copy data to your Google drive account to get the more complex tutorials
 to work.
 
diff --git a/beginner_source/introyt/tensors_deeper_tutorial.py b/beginner_source/introyt/tensors_deeper_tutorial.py
index d7293dfe295..b9019469995 100644
--- a/beginner_source/introyt/tensors_deeper_tutorial.py
+++ b/beginner_source/introyt/tensors_deeper_tutorial.py
@@ -44,7 +44,7 @@
 
 
 ##########################################################################
-# Let’s unpack what we just did:
+# Let’s upack what we just did:
 # 
 # -  We created a tensor using one of the numerous factory methods
 #    attached to the ``torch`` module.
@@ -85,7 +85,7 @@
 
 
 #########################################################################
-# The factory methods all do just what you’d expect - we have a tensor
+# The fctory methods all do just what you’d expect - we have a tensor
 # full of zeros, another full of ones, and another with random values
 # between 0 and 1.
 # 

From 699cb87b95017a3d2465d42776c122a0246c4182 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 22 Jan 2025 11:58:10 -0800
Subject: [PATCH 07/27] Revert to 13cb423b

---
 .github/workflows/spelling.yml | 129 +++++++++++++++++++++++----------
 1 file changed, 91 insertions(+), 38 deletions(-)

diff --git a/.github/workflows/spelling.yml b/.github/workflows/spelling.yml
index e69302259e6..3027f86f954 100644
--- a/.github/workflows/spelling.yml
+++ b/.github/workflows/spelling.yml
@@ -8,83 +8,136 @@ on:
 
 jobs:
   pyspelling:
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-20.04
     steps:
-      - name: Get changed files and check skip label
-        id: files
+      - name: Check for skip label and get changed files
+        id: check-files
         uses: actions/github-script@v6
         with:
           script: |
+            let skipCheck = false;
+            let changedFiles = [];
+            
             if (context.eventName === 'pull_request') {
               // Check for skip label
               const { data: labels } = await github.rest.issues.listLabelsOnIssue({
-                ...context.repo,
+                owner: context.repo.owner,
+                repo: context.repo.repo,
                 issue_number: context.issue.number
               });
-              if (labels.some(label => label.name === 'skip-spell-check')) {
-                core.setOutput('skip', 'true');
-                return;
+              skipCheck = labels.some(label => label.name === 'skip-spell-check');
+              
+              if (!skipCheck) {
+                // Get changed files in PR
+                const { data: files } = await github.rest.pulls.listFiles({
+                  owner: context.repo.owner,
+                  repo: context.repo.repo,
+                  pull_number: context.issue.number
+                });
+                
+                changedFiles = files
+                  .filter(file => file.filename.match(/\.(py|rst|md)$/))
+                  .map(file => file.filename);
               }
+            } else {
+              // For push events, we'll still need to use git diff
+              // We'll handle this after checkout
             }
             
-            core.setOutput('skip', 'false');
+            core.setOutput('skip', skipCheck.toString());
+            core.setOutput('files', changedFiles.join('\n'));
+            core.setOutput('is-pr', (context.eventName === 'pull_request').toString());
 
       - uses: actions/checkout@v4
-        if: steps.files.outputs.skip != 'true'
+        if: steps.check-files.outputs.skip != 'true'
         with:
           fetch-depth: 0
 
-      - name: Get files to check
-        if: steps.files.outputs.skip != 'true'
+      - name: Get changed files for push event
+        if: |
+          steps.check-files.outputs.skip != 'true' &&
+          steps.check-files.outputs.is-pr != 'true'
+        id: push-files
+        run: |
+          CHANGED_FILES=$(git diff --name-only HEAD^..HEAD -- '*.py' '*.rst' '*.md')
+          echo "files<<EOF" >> $GITHUB_OUTPUT
+          echo "$CHANGED_FILES" >> $GITHUB_OUTPUT
+          echo "EOF" >> $GITHUB_OUTPUT
+
+      - name: Check if relevant files changed
+        if: steps.check-files.outputs.skip != 'true'
         id: check
         run: |
-          if [[ ${{ github.event_name }} == 'pull_request' ]]; then
-            FILES=$(gh pr view ${{ github.event.pull_request.number }} --json files --jq '.files[].path' | grep -E '\.(py|rst|md)$' || true)
+          if [ "${{ steps.check-files.outputs.is-pr }}" == "true" ]; then
+            FILES="${{ steps.check-files.outputs.files }}"
           else
-            FILES=$(git diff --name-only HEAD^..HEAD | grep -E '\.(py|rst|md)$' || true)
+            FILES="${{ steps.push-files.outputs.files }}"
           fi
           
           if [ -z "$FILES" ]; then
             echo "skip=true" >> $GITHUB_OUTPUT
-            echo "No relevant files changed"
+            echo "No relevant files changed (*.py, *.rst, *.md), skipping spell check"
           else
-            echo "files<<EOF" >> $GITHUB_OUTPUT
-            echo "$FILES" >> $GITHUB_OUTPUT
-            echo "EOF" >> $GITHUB_OUTPUT
             echo "skip=false" >> $GITHUB_OUTPUT
-            echo "Files to check:"
+            echo "Found changed files to check:"
             echo "$FILES"
           fi
-        env:
-          GH_TOKEN: ${{ github.token }}
 
       - uses: actions/setup-python@v4
-        if: steps.files.outputs.skip != 'true' && steps.check.outputs.skip != 'true'
+        if: |
+          steps.check-files.outputs.skip != 'true' &&
+          steps.check.outputs.skip != 'true'
         with:
           python-version: '3.9'
           cache: 'pip'
 
       - name: Install dependencies
-        if: steps.files.outputs.skip != 'true' && steps.check.outputs.skip != 'true'
+        if: |
+          steps.check-files.outputs.skip != 'true' &&
+          steps.check.outputs.skip != 'true'
         run: |
           pip install pyspelling
           sudo apt-get install aspell aspell-en
 
-      - name: Run spell check
-        if: steps.files.outputs.skip != 'true' && steps.check.outputs.skip != 'true'
+      - name: Run spell check on each file
+        if: |
+          steps.check-files.outputs.skip != 'true' &&
+          steps.check.outputs.skip != 'true'
         run: |
-          while IFS= read -r file; do
+          # Get the list of files into an array
+          if [ "${{ steps.check-files.outputs.is-pr }}" == "true" ]; then
+            mapfile -t FILES <<< "${{ steps.check-files.outputs.files }}"
+          else
+            mapfile -t FILES <<< "${{ steps.push-files.outputs.files }}"
+          fi
+          
+          # Check each file individually
+          FINAL_EXIT_CODE=0
+          for file in "${FILES[@]}"; do
             if [ -n "$file" ]; then
-              echo "Checking $file"
-              python -c "
-                import yaml
-                with open('.pyspelling.yml') as config_file:
-                    config = yaml.safe_load(config_file)
-                for matrix_entry in config['matrix']:
-                    matrix_entry['sources'] = ['$file']
-                with open('temp_config.yml', 'w') as output_file:
-                    yaml.dump(config, output_file)
-              "
-              pyspelling -c temp_config.yml || exit 1
+              echo "Checking spelling in $file"
+              # Create a temporary config file based on the existing one
+              python3 - <<EOF > temp_config.yml
+          import yaml
+          
+          with open('.pyspelling.yml', 'r') as f:
+              config = yaml.safe_load(f)
+          
+          # Modify only the sources in each matrix entry
+          for matrix in config['matrix']:
+              matrix['sources'] = ['$file']
+          
+          with open('temp_config.yml', 'w') as f:
+              yaml.dump(config, f, default_flow_style=False)
+          EOF
+              
+              if ! pyspelling -c temp_config.yml; then
+                FINAL_EXIT_CODE=1
+              fi
             fi
-          done <<< "${{ steps.check.outputs.files }}"
+          done
+          
+          if [ $FINAL_EXIT_CODE -ne 0 ]; then
+            echo "Spell check failed!"
+            exit 1
+          fi

From 7a54d1c89c90a1c626d75557b48c7bdc6df6d750 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 22 Jan 2025 13:20:19 -0800
Subject: [PATCH 08/27] Update spelling.yml

---
 .github/workflows/spelling.yml | 114 +++++++++------------------------
 1 file changed, 30 insertions(+), 84 deletions(-)

diff --git a/.github/workflows/spelling.yml b/.github/workflows/spelling.yml
index 3027f86f954..feb206bffdc 100644
--- a/.github/workflows/spelling.yml
+++ b/.github/workflows/spelling.yml
@@ -10,8 +10,12 @@ jobs:
   pyspelling:
     runs-on: ubuntu-20.04
     steps:
-      - name: Check for skip label and get changed files
-        id: check-files
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+
+      - name: Get changed files and check for skip label
+        id: changes
         uses: actions/github-script@v6
         with:
           script: |
@@ -21,123 +25,65 @@ jobs:
             if (context.eventName === 'pull_request') {
               // Check for skip label
               const { data: labels } = await github.rest.issues.listLabelsOnIssue({
-                owner: context.repo.owner,
-                repo: context.repo.repo,
+                ...context.repo,
                 issue_number: context.issue.number
               });
               skipCheck = labels.some(label => label.name === 'skip-spell-check');
               
               if (!skipCheck) {
-                // Get changed files in PR
                 const { data: files } = await github.rest.pulls.listFiles({
-                  owner: context.repo.owner,
-                  repo: context.repo.repo,
+                  ...context.repo,
                   pull_number: context.issue.number
                 });
-                
                 changedFiles = files
                   .filter(file => file.filename.match(/\.(py|rst|md)$/))
                   .map(file => file.filename);
               }
             } else {
-              // For push events, we'll still need to use git diff
-              // We'll handle this after checkout
+              // For push events
+              const exec = require('child_process').execSync;
+              changedFiles = exec('git diff --name-only HEAD^..HEAD -- "*.py" "*.rst" "*.md"')
+                .toString()
+                .trim()
+                .split('\n')
+                .filter(Boolean);
             }
             
-            core.setOutput('skip', skipCheck.toString());
+            const shouldRun = !skipCheck && changedFiles.length > 0;
+            
+            core.setOutput('should-run', shouldRun);
             core.setOutput('files', changedFiles.join('\n'));
-            core.setOutput('is-pr', (context.eventName === 'pull_request').toString());
-
-      - uses: actions/checkout@v4
-        if: steps.check-files.outputs.skip != 'true'
-        with:
-          fetch-depth: 0
-
-      - name: Get changed files for push event
-        if: |
-          steps.check-files.outputs.skip != 'true' &&
-          steps.check-files.outputs.is-pr != 'true'
-        id: push-files
-        run: |
-          CHANGED_FILES=$(git diff --name-only HEAD^..HEAD -- '*.py' '*.rst' '*.md')
-          echo "files<<EOF" >> $GITHUB_OUTPUT
-          echo "$CHANGED_FILES" >> $GITHUB_OUTPUT
-          echo "EOF" >> $GITHUB_OUTPUT
-
-      - name: Check if relevant files changed
-        if: steps.check-files.outputs.skip != 'true'
-        id: check
-        run: |
-          if [ "${{ steps.check-files.outputs.is-pr }}" == "true" ]; then
-            FILES="${{ steps.check-files.outputs.files }}"
-          else
-            FILES="${{ steps.push-files.outputs.files }}"
-          fi
-          
-          if [ -z "$FILES" ]; then
-            echo "skip=true" >> $GITHUB_OUTPUT
-            echo "No relevant files changed (*.py, *.rst, *.md), skipping spell check"
-          else
-            echo "skip=false" >> $GITHUB_OUTPUT
-            echo "Found changed files to check:"
-            echo "$FILES"
-          fi
 
       - uses: actions/setup-python@v4
-        if: |
-          steps.check-files.outputs.skip != 'true' &&
-          steps.check.outputs.skip != 'true'
+        if: steps.changes.outputs.should-run == 'true'
         with:
           python-version: '3.9'
           cache: 'pip'
 
       - name: Install dependencies
-        if: |
-          steps.check-files.outputs.skip != 'true' &&
-          steps.check.outputs.skip != 'true'
+        if: steps.changes.outputs.should-run == 'true'
         run: |
           pip install pyspelling
           sudo apt-get install aspell aspell-en
 
-      - name: Run spell check on each file
-        if: |
-          steps.check-files.outputs.skip != 'true' &&
-          steps.check.outputs.skip != 'true'
+      - name: Run spell check
+        if: steps.changes.outputs.should-run == 'true'
         run: |
-          # Get the list of files into an array
-          if [ "${{ steps.check-files.outputs.is-pr }}" == "true" ]; then
-            mapfile -t FILES <<< "${{ steps.check-files.outputs.files }}"
-          else
-            mapfile -t FILES <<< "${{ steps.push-files.outputs.files }}"
-          fi
+          # Get the list of files
+          mapfile -t FILES <<< "${{ steps.changes.outputs.files }}"
           
-          # Check each file individually
-          FINAL_EXIT_CODE=0
+          # Check each file
           for file in "${FILES[@]}"; do
-            if [ -n "$file" ]; then
-              echo "Checking spelling in $file"
-              # Create a temporary config file based on the existing one
-              python3 - <<EOF > temp_config.yml
+            echo "Checking spelling in $file"
+            python3 - <<EOF > temp_config.yml
           import yaml
-          
           with open('.pyspelling.yml', 'r') as f:
               config = yaml.safe_load(f)
-          
-          # Modify only the sources in each matrix entry
           for matrix in config['matrix']:
               matrix['sources'] = ['$file']
-          
           with open('temp_config.yml', 'w') as f:
-              yaml.dump(config, f, default_flow_style=False)
+              yaml.dump(config, f)
           EOF
-              
-              if ! pyspelling -c temp_config.yml; then
-                FINAL_EXIT_CODE=1
-              fi
-            fi
+            
+            pyspelling -c temp_config.yml || exit 1
           done
-          
-          if [ $FINAL_EXIT_CODE -ne 0 ]; then
-            echo "Spell check failed!"
-            exit 1
-          fi

From c1c58f4a036cb511cf2f6c8d4d297f43c59fea9e Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 22 Jan 2025 13:29:17 -0800
Subject: [PATCH 09/27] Revert

---
 .github/workflows/spelling.yml | 114 ++++++++++++++++++++++++---------
 1 file changed, 84 insertions(+), 30 deletions(-)

diff --git a/.github/workflows/spelling.yml b/.github/workflows/spelling.yml
index feb206bffdc..3027f86f954 100644
--- a/.github/workflows/spelling.yml
+++ b/.github/workflows/spelling.yml
@@ -10,12 +10,8 @@ jobs:
   pyspelling:
     runs-on: ubuntu-20.04
     steps:
-      - uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-
-      - name: Get changed files and check for skip label
-        id: changes
+      - name: Check for skip label and get changed files
+        id: check-files
         uses: actions/github-script@v6
         with:
           script: |
@@ -25,65 +21,123 @@ jobs:
             if (context.eventName === 'pull_request') {
               // Check for skip label
               const { data: labels } = await github.rest.issues.listLabelsOnIssue({
-                ...context.repo,
+                owner: context.repo.owner,
+                repo: context.repo.repo,
                 issue_number: context.issue.number
               });
               skipCheck = labels.some(label => label.name === 'skip-spell-check');
               
               if (!skipCheck) {
+                // Get changed files in PR
                 const { data: files } = await github.rest.pulls.listFiles({
-                  ...context.repo,
+                  owner: context.repo.owner,
+                  repo: context.repo.repo,
                   pull_number: context.issue.number
                 });
+                
                 changedFiles = files
                   .filter(file => file.filename.match(/\.(py|rst|md)$/))
                   .map(file => file.filename);
               }
             } else {
-              // For push events
-              const exec = require('child_process').execSync;
-              changedFiles = exec('git diff --name-only HEAD^..HEAD -- "*.py" "*.rst" "*.md"')
-                .toString()
-                .trim()
-                .split('\n')
-                .filter(Boolean);
+              // For push events, we'll still need to use git diff
+              // We'll handle this after checkout
             }
             
-            const shouldRun = !skipCheck && changedFiles.length > 0;
-            
-            core.setOutput('should-run', shouldRun);
+            core.setOutput('skip', skipCheck.toString());
             core.setOutput('files', changedFiles.join('\n'));
+            core.setOutput('is-pr', (context.eventName === 'pull_request').toString());
+
+      - uses: actions/checkout@v4
+        if: steps.check-files.outputs.skip != 'true'
+        with:
+          fetch-depth: 0
+
+      - name: Get changed files for push event
+        if: |
+          steps.check-files.outputs.skip != 'true' &&
+          steps.check-files.outputs.is-pr != 'true'
+        id: push-files
+        run: |
+          CHANGED_FILES=$(git diff --name-only HEAD^..HEAD -- '*.py' '*.rst' '*.md')
+          echo "files<<EOF" >> $GITHUB_OUTPUT
+          echo "$CHANGED_FILES" >> $GITHUB_OUTPUT
+          echo "EOF" >> $GITHUB_OUTPUT
+
+      - name: Check if relevant files changed
+        if: steps.check-files.outputs.skip != 'true'
+        id: check
+        run: |
+          if [ "${{ steps.check-files.outputs.is-pr }}" == "true" ]; then
+            FILES="${{ steps.check-files.outputs.files }}"
+          else
+            FILES="${{ steps.push-files.outputs.files }}"
+          fi
+          
+          if [ -z "$FILES" ]; then
+            echo "skip=true" >> $GITHUB_OUTPUT
+            echo "No relevant files changed (*.py, *.rst, *.md), skipping spell check"
+          else
+            echo "skip=false" >> $GITHUB_OUTPUT
+            echo "Found changed files to check:"
+            echo "$FILES"
+          fi
 
       - uses: actions/setup-python@v4
-        if: steps.changes.outputs.should-run == 'true'
+        if: |
+          steps.check-files.outputs.skip != 'true' &&
+          steps.check.outputs.skip != 'true'
         with:
           python-version: '3.9'
           cache: 'pip'
 
       - name: Install dependencies
-        if: steps.changes.outputs.should-run == 'true'
+        if: |
+          steps.check-files.outputs.skip != 'true' &&
+          steps.check.outputs.skip != 'true'
         run: |
           pip install pyspelling
           sudo apt-get install aspell aspell-en
 
-      - name: Run spell check
-        if: steps.changes.outputs.should-run == 'true'
+      - name: Run spell check on each file
+        if: |
+          steps.check-files.outputs.skip != 'true' &&
+          steps.check.outputs.skip != 'true'
         run: |
-          # Get the list of files
-          mapfile -t FILES <<< "${{ steps.changes.outputs.files }}"
+          # Get the list of files into an array
+          if [ "${{ steps.check-files.outputs.is-pr }}" == "true" ]; then
+            mapfile -t FILES <<< "${{ steps.check-files.outputs.files }}"
+          else
+            mapfile -t FILES <<< "${{ steps.push-files.outputs.files }}"
+          fi
           
-          # Check each file
+          # Check each file individually
+          FINAL_EXIT_CODE=0
           for file in "${FILES[@]}"; do
-            echo "Checking spelling in $file"
-            python3 - <<EOF > temp_config.yml
+            if [ -n "$file" ]; then
+              echo "Checking spelling in $file"
+              # Create a temporary config file based on the existing one
+              python3 - <<EOF > temp_config.yml
           import yaml
+          
           with open('.pyspelling.yml', 'r') as f:
               config = yaml.safe_load(f)
+          
+          # Modify only the sources in each matrix entry
           for matrix in config['matrix']:
               matrix['sources'] = ['$file']
+          
           with open('temp_config.yml', 'w') as f:
-              yaml.dump(config, f)
+              yaml.dump(config, f, default_flow_style=False)
           EOF
-            
-            pyspelling -c temp_config.yml || exit 1
+              
+              if ! pyspelling -c temp_config.yml; then
+                FINAL_EXIT_CODE=1
+              fi
+            fi
           done
+          
+          if [ $FINAL_EXIT_CODE -ne 0 ]; then
+            echo "Spell check failed!"
+            exit 1
+          fi

From a424a1aaeaa68d7ed4c0e2bc35d78275ebb91d25 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 22 Jan 2025 13:33:09 -0800
Subject: [PATCH 10/27] Update

---
 .github/workflows/spelling.yml | 2 --
 1 file changed, 2 deletions(-)

diff --git a/.github/workflows/spelling.yml b/.github/workflows/spelling.yml
index 3027f86f954..266ce43a0dc 100644
--- a/.github/workflows/spelling.yml
+++ b/.github/workflows/spelling.yml
@@ -50,8 +50,6 @@ jobs:
 
       - uses: actions/checkout@v4
         if: steps.check-files.outputs.skip != 'true'
-        with:
-          fetch-depth: 0
 
       - name: Get changed files for push event
         if: |

From 59c545e5da83673e635588b63eaa42fc1a84a301 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 22 Jan 2025 13:55:07 -0800
Subject: [PATCH 11/27] Update

---
 .github/workflows/spelling.yml | 27 ++++++++++++---------------
 1 file changed, 12 insertions(+), 15 deletions(-)

diff --git a/.github/workflows/spelling.yml b/.github/workflows/spelling.yml
index 266ce43a0dc..b5998ef6000 100644
--- a/.github/workflows/spelling.yml
+++ b/.github/workflows/spelling.yml
@@ -120,22 +120,19 @@ jobs:
           
           with open('.pyspelling.yml', 'r') as f:
               config = yaml.safe_load(f)
-          
-          # Modify only the sources in each matrix entry
+         
+          new_matrix = []
           for matrix in config['matrix']:
-              matrix['sources'] = ['$file']
-          
+             d # Check if the file extension matches the matrix name
+              if (('python' in matrix['name'].lower() and '$file'.endswith('.py')) or
+                  ('rest' in matrix['name'].lower() and '$file'.endswith('.rst')) or
+                  ('markdown' in matrix['name'].lower() and '$file'.endswith('.md'))):
+                  matrix_copy = matrix.copy()
+                  matrix_copy['sources'] = ['$file']
+                  new_matrix.append(matrix_copy)
+
+          config['matrix'] = new_matrix
+
           with open('temp_config.yml', 'w') as f:
               yaml.dump(config, f, default_flow_style=False)
           EOF
-              
-              if ! pyspelling -c temp_config.yml; then
-                FINAL_EXIT_CODE=1
-              fi
-            fi
-          done
-          
-          if [ $FINAL_EXIT_CODE -ne 0 ]; then
-            echo "Spell check failed!"
-            exit 1
-          fi

From 179e0ec9a7155c272455b7646ebc7d3d34a28ce4 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 22 Jan 2025 13:56:46 -0800
Subject: [PATCH 12/27] Update

---
 .github/workflows/spelling.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/spelling.yml b/.github/workflows/spelling.yml
index b5998ef6000..62c88a9763d 100644
--- a/.github/workflows/spelling.yml
+++ b/.github/workflows/spelling.yml
@@ -123,7 +123,7 @@ jobs:
          
           new_matrix = []
           for matrix in config['matrix']:
-             d # Check if the file extension matches the matrix name
+              # Check if the file extension matches the matrix name
               if (('python' in matrix['name'].lower() and '$file'.endswith('.py')) or
                   ('rest' in matrix['name'].lower() and '$file'.endswith('.rst')) or
                   ('markdown' in matrix['name'].lower() and '$file'.endswith('.md'))):

From 4b2e8780a0d1bd6d5a9d37a9f1e45296530684c3 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 22 Jan 2025 13:58:32 -0800
Subject: [PATCH 13/27] Update

---
 .github/workflows/spelling.yml | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/spelling.yml b/.github/workflows/spelling.yml
index 62c88a9763d..c042c47849f 100644
--- a/.github/workflows/spelling.yml
+++ b/.github/workflows/spelling.yml
@@ -50,6 +50,8 @@ jobs:
 
       - uses: actions/checkout@v4
         if: steps.check-files.outputs.skip != 'true'
+        with:
+          fetch-depth: 0
 
       - name: Get changed files for push event
         if: |
@@ -130,9 +132,9 @@ jobs:
                   matrix_copy = matrix.copy()
                   matrix_copy['sources'] = ['$file']
                   new_matrix.append(matrix_copy)
-
+          
           config['matrix'] = new_matrix
-
+          
           with open('temp_config.yml', 'w') as f:
               yaml.dump(config, f, default_flow_style=False)
           EOF

From 9b046a7d8d6e32a3041ad227231d76e902f69c02 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 22 Jan 2025 14:10:56 -0800
Subject: [PATCH 14/27] Update

---
 .github/workflows/spelling.yml | 32 ++++++++++++++++----------------
 1 file changed, 16 insertions(+), 16 deletions(-)

diff --git a/.github/workflows/spelling.yml b/.github/workflows/spelling.yml
index c042c47849f..69cfad7f3a4 100644
--- a/.github/workflows/spelling.yml
+++ b/.github/workflows/spelling.yml
@@ -118,23 +118,23 @@ jobs:
               echo "Checking spelling in $file"
               # Create a temporary config file based on the existing one
               python3 - <<EOF > temp_config.yml
-          import yaml
+import yaml
           
-          with open('.pyspelling.yml', 'r') as f:
-              config = yaml.safe_load(f)
+with open('.pyspelling.yml', 'r') as f:
+    config = yaml.safe_load(f)
          
-          new_matrix = []
-          for matrix in config['matrix']:
-              # Check if the file extension matches the matrix name
-              if (('python' in matrix['name'].lower() and '$file'.endswith('.py')) or
-                  ('rest' in matrix['name'].lower() and '$file'.endswith('.rst')) or
-                  ('markdown' in matrix['name'].lower() and '$file'.endswith('.md'))):
-                  matrix_copy = matrix.copy()
-                  matrix_copy['sources'] = ['$file']
-                  new_matrix.append(matrix_copy)
+new_matrix = []
+for matrix in config['matrix']:
+              
+if (('python' in matrix['name'].lower() and '$file'.endswith('.py')) or
+    ('reST' in matrix['name'] and '$file'.endswith('.rst')) or
+    ('markdown' in matrix['name'].lower() and '$file'.endswith('.md'))):
+    matrix_copy = matrix.copy()
+    matrix_copy['sources'] = ['$file']
+    new_matrix.append(matrix_copy)
           
-          config['matrix'] = new_matrix
+config['matrix'] = new_matrix
           
-          with open('temp_config.yml', 'w') as f:
-              yaml.dump(config, f, default_flow_style=False)
-          EOF
+with open('temp_config.yml', 'w') as f:
+    yaml.dump(config, f, default_flow_style=False)
+EOF

From 555417deb5f56283dc251063da5a66e521a2fd96 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 22 Jan 2025 14:13:26 -0800
Subject: [PATCH 15/27] Update

---
 .github/workflows/spelling.yml | 38 +++++++++++++++++++++-------------
 1 file changed, 24 insertions(+), 14 deletions(-)

diff --git a/.github/workflows/spelling.yml b/.github/workflows/spelling.yml
index 69cfad7f3a4..d2af6b267b6 100644
--- a/.github/workflows/spelling.yml
+++ b/.github/workflows/spelling.yml
@@ -116,25 +116,35 @@ jobs:
           for file in "${FILES[@]}"; do
             if [ -n "$file" ]; then
               echo "Checking spelling in $file"
-              # Create a temporary config file based on the existing one
-              python3 - <<EOF > temp_config.yml
+              cat > temp_config.py << 'EOL'
 import yaml
-          
+
 with open('.pyspelling.yml', 'r') as f:
     config = yaml.safe_load(f)
-         
+
 new_matrix = []
 for matrix in config['matrix']:
-              
-if (('python' in matrix['name'].lower() and '$file'.endswith('.py')) or
-    ('reST' in matrix['name'] and '$file'.endswith('.rst')) or
-    ('markdown' in matrix['name'].lower() and '$file'.endswith('.md'))):
-    matrix_copy = matrix.copy()
-    matrix_copy['sources'] = ['$file']
-    new_matrix.append(matrix_copy)
-          
+    if (('python' in matrix['name'].lower() and '$file'.endswith('.py')) or
+        ('reST' in matrix['name'].lower() and '$file'.endswith('.rst')) or
+        ('markdown' in matrix['name'].lower() and '$file'.endswith('.md'))):
+        matrix_copy = matrix.copy()
+        matrix_copy['sources'] = ['$file']
+        new_matrix.append(matrix_copy)
+
 config['matrix'] = new_matrix
-          
+
 with open('temp_config.yml', 'w') as f:
     yaml.dump(config, f, default_flow_style=False)
-EOF
+EOL
+              python3 temp_config.py
+
+              if ! pyspelling -c temp_config.yml; then
+                FINAL_EXIT_CODE=1
+              fi
+            fi
+          done
+
+          if [ $FINAL_EXIT_CODE -ne 0 ]; then
+            echo "Spell check failed!"
+            exit 1
+          fi

From f0c7cb8226687d62038640705936e800aefee930 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 22 Jan 2025 14:15:34 -0800
Subject: [PATCH 16/27] Update

---
 .github/workflows/spelling.yml | 23 ++---------------------
 1 file changed, 2 insertions(+), 21 deletions(-)

diff --git a/.github/workflows/spelling.yml b/.github/workflows/spelling.yml
index d2af6b267b6..eed41f490eb 100644
--- a/.github/workflows/spelling.yml
+++ b/.github/workflows/spelling.yml
@@ -116,27 +116,7 @@ jobs:
           for file in "${FILES[@]}"; do
             if [ -n "$file" ]; then
               echo "Checking spelling in $file"
-              cat > temp_config.py << 'EOL'
-import yaml
-
-with open('.pyspelling.yml', 'r') as f:
-    config = yaml.safe_load(f)
-
-new_matrix = []
-for matrix in config['matrix']:
-    if (('python' in matrix['name'].lower() and '$file'.endswith('.py')) or
-        ('reST' in matrix['name'].lower() and '$file'.endswith('.rst')) or
-        ('markdown' in matrix['name'].lower() and '$file'.endswith('.md'))):
-        matrix_copy = matrix.copy()
-        matrix_copy['sources'] = ['$file']
-        new_matrix.append(matrix_copy)
-
-config['matrix'] = new_matrix
-
-with open('temp_config.yml', 'w') as f:
-    yaml.dump(config, f, default_flow_style=False)
-EOL
-              python3 temp_config.py
+              python3 -c "import yaml; config = yaml.safe_load(open('.pyspelling.yml')); new_matrix = [matrix.copy() for matrix in config['matrix'] if (('python' in matrix['name'].lower() and '$file'.endswith('.py')) or ('rest' in matrix['name'].lower() and '$file'.endswith('.rst')) or ('markdown' in matrix['name'].lower() and '$file'.endswith('.md'))) and not matrix.update({'sources': ['$file']})]; config['matrix'] = new_matrix; yaml.dump(config, open('temp_config.yml', 'w'))"
 
               if ! pyspelling -c temp_config.yml; then
                 FINAL_EXIT_CODE=1
@@ -148,3 +128,4 @@ EOL
             echo "Spell check failed!"
             exit 1
           fi
+

From b35c163293d9e1680631ce0ed59e69f143d7f72e Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 22 Jan 2025 14:38:54 -0800
Subject: [PATCH 17/27] Update

---
 .pyspelling.yml | 45 +++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 45 insertions(+)

diff --git a/.pyspelling.yml b/.pyspelling.yml
index 1dd2a4b053e..17e5aac2a00 100644
--- a/.pyspelling.yml
+++ b/.pyspelling.yml
@@ -116,3 +116,48 @@ matrix:
       - open: '\.\.\s+(image|include|only)::'
         close: '$'
   - pyspelling.filters.url:
+  - name: markdown
+  sources:
+  - '**/*.md'
+  dictionary:
+    wordlists:
+      - en-wordlist.txt
+  pipeline:
+  - pyspelling.filters.markdown:
+      markdown_extensions:
+        - markdown.extensions.extra:
+        - markdown.extensions.admonition:
+        - markdown.extensions.codehilite:
+        - markdown.extensions.meta:
+        - markdown.extensions.tables:
+        - markdown.extensions.toc:
+  - pyspelling.filters.html:
+      comments: false
+      ignores:
+        - code
+        - pre
+        - tt
+        - img
+        - a
+        - table
+        - thead
+        - tbody
+        - th
+        - tr
+        - td
+  - pyspelling.filters.context:
+      context_visible_first: true
+      delimiters:
+        # Ignore code blocks
+        - open: '```[a-z]*\n'
+          close: '```\n'
+        # Ignore inline code
+        - open: '`'
+          close: '`'
+        # Ignore links
+        - open: '\[([^]]*)\]'
+          close: '\([^)]*\)'
+        # Ignore HTML comments
+        - open: '<!--'
+          close: '-->'
+  - pyspelling.filters.url:

From bad177f35224030c1065d1691c6599a8f91ae0af Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 22 Jan 2025 14:45:46 -0800
Subject: [PATCH 18/27] Update

---
 .pyspelling.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pyspelling.yml b/.pyspelling.yml
index 17e5aac2a00..bce797e6559 100644
--- a/.pyspelling.yml
+++ b/.pyspelling.yml
@@ -116,7 +116,7 @@ matrix:
       - open: '\.\.\s+(image|include|only)::'
         close: '$'
   - pyspelling.filters.url:
-  - name: markdown
+- name: markdown
   sources:
   - '**/*.md'
   dictionary:

From 2f6ad745b1592f4e1f9912ec476b4c9331d0ab94 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 22 Jan 2025 14:59:35 -0800
Subject: [PATCH 19/27] Add spellcheck comment

---
 .github/workflows/spelling.yml | 67 +++++++++++++++++++++++++++++++++-
 1 file changed, 66 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/spelling.yml b/.github/workflows/spelling.yml
index eed41f490eb..32b94e0bdb2 100644
--- a/.github/workflows/spelling.yml
+++ b/.github/workflows/spelling.yml
@@ -120,12 +120,77 @@ jobs:
 
               if ! pyspelling -c temp_config.yml; then
                 FINAL_EXIT_CODE=1
+                SPELLCHECK_LOG+="### $file\n$OUTPUT\n\n"
               fi
             fi
           done
 
           if [ $FINAL_EXIT_CODE -ne 0 ]; then
-            echo "Spell check failed!"
+            echo "spell_failed=true" >> $GITHUB_OUTPUT
+            echo "spell_log<<EOF" >> $GITHUB_OUTPUT
+            echo "$SPELLCHECK_LOG" >> $GITHUB_OUTPUT
+            echo "EOF" >> $GITHUB_OUTPUT
             exit 1
           fi
 
+      - name: Check for existing comment
+        if: |
+          failure() &&
+          steps.spellcheck.outputs.spell_failed == 'true' &&
+          github.event_name == 'pull_request'
+        uses: actions/github-script@v6
+        id: find-comment
+        with:
+          script: |
+            const { data: comments } = await github.rest.issues.listComments({
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              issue_number: context.issue.number,
+            });
+            const botComment = comments.find(comment => 
+              comment.user.type === 'Bot' && 
+              comment.body.includes('Spellcheck has failed')
+            );
+            return botComment ? botComment.id : '';
+          result-encoding: string
+
+      - name: Post or update spell check comment
+        if: |
+          failure() &&
+          steps.spellcheck.outputs.spell_failed == 'true' &&
+          github.event_name == 'pull_request'
+        uses: actions/github-script@v6
+        with:
+          script: |
+            const message = `Spellcheck has failed. Please review the log and address the issues.
+
+            Here are a few tips:
+            - All PyTorch API objects must be in double backticks or use an intersphinx directive. Example: \`\`torch.nn\`\`, :func:\`torch.load\`.
+            - Consult en-wordlist.txt for spellings of some of the words. You can add a word to en-wordlist.txt if:
+              1) It's a common abbreviation, like RNN.
+              2) It's a word widely accepted in the industry.
+            - Please do not add words like \`dtype\`, \`torch.nn.Transformer\` to pass spellcheck. Instead wrap it in double backticks or use an intersphinx directive.
+
+            Spell check log:
+            \`\`\`
+            ${process.env.SPELL_LOG}
+            \`\`\``;
+
+            const commentId = '${{ steps.find-comment.outputs.result }}';
+            if (commentId) {
+              await github.rest.issues.updateComment({
+                owner: context.repo.owner,
+                repo: context.repo.repo,
+                comment_id: parseInt(commentId),
+                body: message
+              });
+            } else {
+              await github.rest.issues.createComment({
+                owner: context.repo.owner,
+                repo: context.repo.repo,
+                issue_number: context.issue.number,
+                body: message
+              });
+            }
+        env:
+          SPELL_LOG: ${{ steps.spellcheck.outputs.spell_log }}

From 34c814100f5644695ab47325bee19298d76cdec0 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 22 Jan 2025 15:06:34 -0800
Subject: [PATCH 20/27] Update spellcheck comment

---
 .github/workflows/spelling.yml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/spelling.yml b/.github/workflows/spelling.yml
index 32b94e0bdb2..d6e8e7dce8c 100644
--- a/.github/workflows/spelling.yml
+++ b/.github/workflows/spelling.yml
@@ -104,7 +104,6 @@ jobs:
           steps.check-files.outputs.skip != 'true' &&
           steps.check.outputs.skip != 'true'
         run: |
-          # Get the list of files into an array
           if [ "${{ steps.check-files.outputs.is-pr }}" == "true" ]; then
             mapfile -t FILES <<< "${{ steps.check-files.outputs.files }}"
           else
@@ -113,15 +112,16 @@ jobs:
           
           # Check each file individually
           FINAL_EXIT_CODE=0
+          SPELLCHECK_LOG=""
           for file in "${FILES[@]}"; do
             if [ -n "$file" ]; then
               echo "Checking spelling in $file"
               python3 -c "import yaml; config = yaml.safe_load(open('.pyspelling.yml')); new_matrix = [matrix.copy() for matrix in config['matrix'] if (('python' in matrix['name'].lower() and '$file'.endswith('.py')) or ('rest' in matrix['name'].lower() and '$file'.endswith('.rst')) or ('markdown' in matrix['name'].lower() and '$file'.endswith('.md'))) and not matrix.update({'sources': ['$file']})]; config['matrix'] = new_matrix; yaml.dump(config, open('temp_config.yml', 'w'))"
 
-              if ! pyspelling -c temp_config.yml; then
+              OUTPUT=$(pyspelling -c temp_config.yml 2>&1) || {  
                 FINAL_EXIT_CODE=1
                 SPELLCHECK_LOG+="### $file\n$OUTPUT\n\n"
-              fi
+              }
             fi
           done
 

From e6fce04fa0614baea60225461e41ba6aca6340c7 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 22 Jan 2025 15:14:51 -0800
Subject: [PATCH 21/27] Update spellcheck comment

---
 .github/workflows/spelling.yml | 16 ++++++++++------
 1 file changed, 10 insertions(+), 6 deletions(-)

diff --git a/.github/workflows/spelling.yml b/.github/workflows/spelling.yml
index d6e8e7dce8c..84a1b4c4ca8 100644
--- a/.github/workflows/spelling.yml
+++ b/.github/workflows/spelling.yml
@@ -100,6 +100,7 @@ jobs:
           sudo apt-get install aspell aspell-en
 
       - name: Run spell check on each file
+        id: spellcheck
         if: |
           steps.check-files.outputs.skip != 'true' &&
           steps.check.outputs.skip != 'true'
@@ -118,18 +119,21 @@ jobs:
               echo "Checking spelling in $file"
               python3 -c "import yaml; config = yaml.safe_load(open('.pyspelling.yml')); new_matrix = [matrix.copy() for matrix in config['matrix'] if (('python' in matrix['name'].lower() and '$file'.endswith('.py')) or ('rest' in matrix['name'].lower() and '$file'.endswith('.rst')) or ('markdown' in matrix['name'].lower() and '$file'.endswith('.md'))) and not matrix.update({'sources': ['$file']})]; config['matrix'] = new_matrix; yaml.dump(config, open('temp_config.yml', 'w'))"
 
-              OUTPUT=$(pyspelling -c temp_config.yml 2>&1) || {  
+              if ! OUTPUT=$(pyspelling -c temp_config.yml 2>&1); then
                 FINAL_EXIT_CODE=1
-                SPELLCHECK_LOG+="### $file\n$OUTPUT\n\n"
-              }
+                SPELLCHECK_LOG="${SPELLCHECK_LOG}### ${file}\n${OUTPUT}\n\n"
+              fi
             fi
           done
 
-          if [ $FINAL_EXIT_CODE -ne 0 ]; then
-            echo "spell_failed=true" >> $GITHUB_OUTPUT
+          {
+            echo "spell_failed=${FINAL_EXIT_CODE}" >> $GITHUB_OUTPUT
             echo "spell_log<<EOF" >> $GITHUB_OUTPUT
-            echo "$SPELLCHECK_LOG" >> $GITHUB_OUTPUT
+            echo "${SPELLCHECK_LOG}" >> $GITHUB_OUTPUT
             echo "EOF" >> $GITHUB_OUTPUT
+          }
+
+          if [ $FINAL_EXIT_CODE -ne 0 ]; then
             exit 1
           fi
 

From a59c5059ff3d32ba12779311267cc318f4595c42 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 22 Jan 2025 15:21:21 -0800
Subject: [PATCH 22/27] Update spellcheck comment

---
 .github/workflows/spelling.yml | 21 +++++++++++++--------
 1 file changed, 13 insertions(+), 8 deletions(-)

diff --git a/.github/workflows/spelling.yml b/.github/workflows/spelling.yml
index 84a1b4c4ca8..3b61690b8bd 100644
--- a/.github/workflows/spelling.yml
+++ b/.github/workflows/spelling.yml
@@ -119,23 +119,28 @@ jobs:
               echo "Checking spelling in $file"
               python3 -c "import yaml; config = yaml.safe_load(open('.pyspelling.yml')); new_matrix = [matrix.copy() for matrix in config['matrix'] if (('python' in matrix['name'].lower() and '$file'.endswith('.py')) or ('rest' in matrix['name'].lower() and '$file'.endswith('.rst')) or ('markdown' in matrix['name'].lower() and '$file'.endswith('.md'))) and not matrix.update({'sources': ['$file']})]; config['matrix'] = new_matrix; yaml.dump(config, open('temp_config.yml', 'w'))"
 
-              if ! OUTPUT=$(pyspelling -c temp_config.yml 2>&1); then
+              if OUTPUT=$(pyspelling -c temp_config.yml 2>&1); then
+                echo "No spelling errors found in $file"
+              else
                 FINAL_EXIT_CODE=1
-                SPELLCHECK_LOG="${SPELLCHECK_LOG}### ${file}\n${OUTPUT}\n\n"
+                echo "Spelling errors found in $file:"
+                echo "$OUTPUT"
+                SPELLCHECK_LOG+="### $file\n$OUTPUT\n\n"
               fi
             fi
           done
 
-          {
-            echo "spell_failed=${FINAL_EXIT_CODE}" >> $GITHUB_OUTPUT
-            echo "spell_log<<EOF" >> $GITHUB_OUTPUT
-            echo "${SPELLCHECK_LOG}" >> $GITHUB_OUTPUT
-            echo "EOF" >> $GITHUB_OUTPUT
-          }
+          # Save the results to GITHUB_OUTPUT
+          echo "spell_failed=$FINAL_EXIT_CODE" >> $GITHUB_OUTPUT
+          echo "spell_log<<SPELLEOF" >> $GITHUB_OUTPUT
+          echo "$SPELLCHECK_LOG" >> $GITHUB_OUTPUT
+          echo "SPELLEOF" >> $GITHUB_OUTPUT
 
           if [ $FINAL_EXIT_CODE -ne 0 ]; then
+            echo "Spell check failed! See above for details."
             exit 1
           fi
+        
 
       - name: Check for existing comment
         if: |

From a1a72ab36ceef0c8546c62c32fbd21e6303ab6f1 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 22 Jan 2025 15:27:43 -0800
Subject: [PATCH 23/27] Update spellcheck comment

---
 .github/workflows/spelling.yml | 20 ++++++++++++--------
 1 file changed, 12 insertions(+), 8 deletions(-)

diff --git a/.github/workflows/spelling.yml b/.github/workflows/spelling.yml
index 3b61690b8bd..e3dd1657f5d 100644
--- a/.github/workflows/spelling.yml
+++ b/.github/workflows/spelling.yml
@@ -141,16 +141,15 @@ jobs:
             exit 1
           fi
         
-
       - name: Check for existing comment
         if: |
-          failure() &&
-          steps.spellcheck.outputs.spell_failed == 'true' &&
-          github.event_name == 'pull_request'
+          github.event_name == 'pull_request' &&
+          steps.spellcheck.outputs.spell_failed == '1'
         uses: actions/github-script@v6
         id: find-comment
         with:
           script: |
+            console.log('Checking for existing comments...');
             const { data: comments } = await github.rest.issues.listComments({
               owner: context.repo.owner,
               repo: context.repo.repo,
@@ -160,17 +159,18 @@ jobs:
               comment.user.type === 'Bot' && 
               comment.body.includes('Spellcheck has failed')
             );
+            console.log('Found existing comment:', botComment ? botComment.id : 'none');
             return botComment ? botComment.id : '';
           result-encoding: string
 
       - name: Post or update spell check comment
         if: |
-          failure() &&
-          steps.spellcheck.outputs.spell_failed == 'true' &&
-          github.event_name == 'pull_request'
+          github.event_name == 'pull_request' &&
+          steps.spellcheck.outputs.spell_failed == '1'
         uses: actions/github-script@v6
         with:
           script: |
+            console.log('Spell check log:', process.env.SPELL_LOG);
             const message = `Spellcheck has failed. Please review the log and address the issues.
 
             Here are a few tips:
@@ -186,7 +186,10 @@ jobs:
             \`\`\``;
 
             const commentId = '${{ steps.find-comment.outputs.result }}';
+            console.log('Comment ID:', commentId);
+            
             if (commentId) {
+              console.log('Updating existing comment');
               await github.rest.issues.updateComment({
                 owner: context.repo.owner,
                 repo: context.repo.repo,
@@ -194,6 +197,7 @@ jobs:
                 body: message
               });
             } else {
+              console.log('Creating new comment');
               await github.rest.issues.createComment({
                 owner: context.repo.owner,
                 repo: context.repo.repo,
@@ -202,4 +206,4 @@ jobs:
               });
             }
         env:
-          SPELL_LOG: ${{ steps.spellcheck.outputs.spell_log }}
+          SPELL_LOG: ${{ steps.spellcheck.outputs.spell_log }}  

From 673a0cf0d970090450ab1f99f777e9c06c4465b2 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 22 Jan 2025 15:45:21 -0800
Subject: [PATCH 24/27] Update spellcheck comment

---
 .github/workflows/spelling.yml | 11 ++++++++---
 1 file changed, 8 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/spelling.yml b/.github/workflows/spelling.yml
index e3dd1657f5d..9ba2220e3cb 100644
--- a/.github/workflows/spelling.yml
+++ b/.github/workflows/spelling.yml
@@ -136,6 +136,9 @@ jobs:
           echo "$SPELLCHECK_LOG" >> $GITHUB_OUTPUT
           echo "SPELLEOF" >> $GITHUB_OUTPUT
 
+          echo "Debug: FINAL_EXIT_CODE=$FINAL_EXIT_CODE"
+          echo "Debug: spell_failed=true was set"
+
           if [ $FINAL_EXIT_CODE -ne 0 ]; then
             echo "Spell check failed! See above for details."
             exit 1
@@ -144,7 +147,7 @@ jobs:
       - name: Check for existing comment
         if: |
           github.event_name == 'pull_request' &&
-          steps.spellcheck.outputs.spell_failed == '1'
+          steps.spellcheck.outputs.spell_failed == 'true'
         uses: actions/github-script@v6
         id: find-comment
         with:
@@ -166,11 +169,13 @@ jobs:
       - name: Post or update spell check comment
         if: |
           github.event_name == 'pull_request' &&
-          steps.spellcheck.outputs.spell_failed == '1'
+          steps.spellcheck.outputs.spell_failed == 'true'
         uses: actions/github-script@v6
         with:
           script: |
-            console.log('Spell check log:', process.env.SPELL_LOG);
+            console.log('Debug: Attempting to post/update comment');
+            console.log('Debug: spell_failed =', '${{ steps.spellcheck.outputs.spell_failed }}');
+
             const message = `Spellcheck has failed. Please review the log and address the issues.
 
             Here are a few tips:

From 672cc57dd36702101489bc8140e390fb4636a030 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 22 Jan 2025 15:53:53 -0800
Subject: [PATCH 25/27] Update spellcheck comment

---
 .github/workflows/spelling.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/spelling.yml b/.github/workflows/spelling.yml
index 9ba2220e3cb..2e8e7e8d1d9 100644
--- a/.github/workflows/spelling.yml
+++ b/.github/workflows/spelling.yml
@@ -147,7 +147,7 @@ jobs:
       - name: Check for existing comment
         if: |
           github.event_name == 'pull_request' &&
-          steps.spellcheck.outputs.spell_failed == 'true'
+          steps.spellcheck.outcome == 'failure'
         uses: actions/github-script@v6
         id: find-comment
         with:
@@ -169,7 +169,7 @@ jobs:
       - name: Post or update spell check comment
         if: |
           github.event_name == 'pull_request' &&
-          steps.spellcheck.outputs.spell_failed == 'true'
+          steps.spellcheck.outcome == 'failure'
         uses: actions/github-script@v6
         with:
           script: |

From caa45fe68a9978cdeb10eeea870f15fe40d2f9f2 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Thu, 23 Jan 2025 10:24:56 -0800
Subject: [PATCH 26/27] Remove posting comment

---
 .github/workflows/spelling.yml | 80 +++++-----------------------------
 1 file changed, 11 insertions(+), 69 deletions(-)

diff --git a/.github/workflows/spelling.yml b/.github/workflows/spelling.yml
index 2e8e7e8d1d9..bda339859f6 100644
--- a/.github/workflows/spelling.yml
+++ b/.github/workflows/spelling.yml
@@ -141,74 +141,16 @@ jobs:
 
           if [ $FINAL_EXIT_CODE -ne 0 ]; then
             echo "Spell check failed! See above for details."
+            echo
+            echo "Here are a few tips:"
+            echo "- All PyTorch API objects must be in double backticks or use an intersphinx directive."
+            echo "  Example: ``torch.nn``, :func:`torch.load`"
+            echo "- Consult en-wordlist.txt for spellings of some of the words."
+            echo "  You can add a word to en-wordlist.txt if:"
+            echo "  1) It's a common abbreviation, like RNN."
+            echo "  2) It's a word widely accepted in the industry."
+            echo "- Please do not add words like 'dtype', 'torch.nn.Transformer' to pass spellcheck."
+            echo "  Instead wrap it in double backticks or use an intersphinx directive."
+            echo
             exit 1
           fi
-        
-      - name: Check for existing comment
-        if: |
-          github.event_name == 'pull_request' &&
-          steps.spellcheck.outcome == 'failure'
-        uses: actions/github-script@v6
-        id: find-comment
-        with:
-          script: |
-            console.log('Checking for existing comments...');
-            const { data: comments } = await github.rest.issues.listComments({
-              owner: context.repo.owner,
-              repo: context.repo.repo,
-              issue_number: context.issue.number,
-            });
-            const botComment = comments.find(comment => 
-              comment.user.type === 'Bot' && 
-              comment.body.includes('Spellcheck has failed')
-            );
-            console.log('Found existing comment:', botComment ? botComment.id : 'none');
-            return botComment ? botComment.id : '';
-          result-encoding: string
-
-      - name: Post or update spell check comment
-        if: |
-          github.event_name == 'pull_request' &&
-          steps.spellcheck.outcome == 'failure'
-        uses: actions/github-script@v6
-        with:
-          script: |
-            console.log('Debug: Attempting to post/update comment');
-            console.log('Debug: spell_failed =', '${{ steps.spellcheck.outputs.spell_failed }}');
-
-            const message = `Spellcheck has failed. Please review the log and address the issues.
-
-            Here are a few tips:
-            - All PyTorch API objects must be in double backticks or use an intersphinx directive. Example: \`\`torch.nn\`\`, :func:\`torch.load\`.
-            - Consult en-wordlist.txt for spellings of some of the words. You can add a word to en-wordlist.txt if:
-              1) It's a common abbreviation, like RNN.
-              2) It's a word widely accepted in the industry.
-            - Please do not add words like \`dtype\`, \`torch.nn.Transformer\` to pass spellcheck. Instead wrap it in double backticks or use an intersphinx directive.
-
-            Spell check log:
-            \`\`\`
-            ${process.env.SPELL_LOG}
-            \`\`\``;
-
-            const commentId = '${{ steps.find-comment.outputs.result }}';
-            console.log('Comment ID:', commentId);
-            
-            if (commentId) {
-              console.log('Updating existing comment');
-              await github.rest.issues.updateComment({
-                owner: context.repo.owner,
-                repo: context.repo.repo,
-                comment_id: parseInt(commentId),
-                body: message
-              });
-            } else {
-              console.log('Creating new comment');
-              await github.rest.issues.createComment({
-                owner: context.repo.owner,
-                repo: context.repo.repo,
-                issue_number: context.issue.number,
-                body: message
-              });
-            }
-        env:
-          SPELL_LOG: ${{ steps.spellcheck.outputs.spell_log }}  

From 2654a34ffe6b7f78aef0256616456f51082cf0f2 Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Thu, 23 Jan 2025 11:40:46 -0800
Subject: [PATCH 27/27] Update

---
 .github/workflows/spelling.yml | 5 +----
 1 file changed, 1 insertion(+), 4 deletions(-)

diff --git a/.github/workflows/spelling.yml b/.github/workflows/spelling.yml
index bda339859f6..9556c8c3683 100644
--- a/.github/workflows/spelling.yml
+++ b/.github/workflows/spelling.yml
@@ -136,15 +136,12 @@ jobs:
           echo "$SPELLCHECK_LOG" >> $GITHUB_OUTPUT
           echo "SPELLEOF" >> $GITHUB_OUTPUT
 
-          echo "Debug: FINAL_EXIT_CODE=$FINAL_EXIT_CODE"
-          echo "Debug: spell_failed=true was set"
-
           if [ $FINAL_EXIT_CODE -ne 0 ]; then
             echo "Spell check failed! See above for details."
             echo
             echo "Here are a few tips:"
             echo "- All PyTorch API objects must be in double backticks or use an intersphinx directive."
-            echo "  Example: ``torch.nn``, :func:`torch.load`"
+            echo "  Example: ``torch.nn``, :func:"
             echo "- Consult en-wordlist.txt for spellings of some of the words."
             echo "  You can add a word to en-wordlist.txt if:"
             echo "  1) It's a common abbreviation, like RNN."