Merge remote-tracking branch 'origin/main' into wwen/nightly-torch-export-redirect

Author: williamwen42

.ci/docker/requirements.txt

@@ -14,9 +14,8 @@ tqdm==4.66.1
 numpy==1.24.4
 matplotlib
 librosa
-torch==2.4
+torch==2.5
 torchvision
-torchtext
 torchdata
 networkx
 PyHamcrest
@@ -70,5 +69,5 @@ pycocotools
 semilearn==0.3.2
 torchao==0.5.0
 segment_anything==1.0
-torchrec==0.8.0
-fbgemm-gpu==0.8.0
+torchrec==1.0.0; platform_system == "Linux"
+fbgemm-gpu==1.0.0; platform_system == "Linux"

.github/workflows/StalePRs.yml

@@ -57,11 +57,11 @@ jobs:
             const STALE_CLOSE_THRESHOLD_MS = 1000 * 60 * 60 * 24 * 30;
 
             const STALE_MESSAGE =
-              "Looks like this PR hasn't been updated in a while so we're going to go ahead and mark this as `Stale`. <br>" +
-              "Feel free to remove the `Stale` label if you feel this was a mistake. <br>" +
-              "If you are unable to remove the `Stale` label please contact a maintainer in order to do so. <br>" +
+              "Looks like this PR hasn't been updated in a while so we're going to go ahead and mark this as `stale`. <br>" +
+              "Feel free to remove the `stale` label if you feel this was a mistake. <br>" +
+              "If you are unable to remove the `stale` label please contact a maintainer in order to do so. <br>" +
               "If you want the bot to never mark this PR stale again, add the `no-stale` label.<br>" +
-              "`Stale` pull requests will automatically be closed after 30 days of inactivity.<br>";
+              "`stale` pull requests will automatically be closed after 30 days of inactivity.<br>";
 
             let numAPIRequests = 0;
             let numProcessed = 0;
@@ -79,7 +79,7 @@ jobs:
 
               // Check if the PR is stale, according to our configured thresholds.
               let staleThresholdMillis;
-              if (labels.includes("Stale")) {
+              if (labels.includes("stale")) {
                 core.info(`[${pull.number}] PR is labeled stale, checking whether we should close it.`);
                 staleThresholdMillis = STALE_CLOSE_THRESHOLD_MS;
               } else {
@@ -97,7 +97,7 @@ jobs:
 
               // At this point, we know we should do something.
               // For PRs already labeled stale, close them.
-              if (labels.includes("Stale")) {
+              if (labels.includes("stale")) {
                 core.info(`[${pull.number}] Closing PR.`);
                 numAPIRequests += 1;
                 await github.rest.issues.update({
@@ -123,7 +123,7 @@ jobs:
                   owner: "pytorch",
                   repo: "tutorials",
                   issue_number: pull.number,
-                  labels: ["Stale"],
+                  labels: ["stale"],
                 });
               }
             }

.github/workflows/link_checkPR.yml

@@ -0,0 +1,52 @@
+#Checks links in a PR to ensure they are valid. If link is valid but failing, it can be added to the .lycheeignore file
+#Use the skip-link-check label on a PR to skip checking links on a PR
+
+name: link check on PR
+
+on:
+  pull_request:
+    branches: [main]
+
+jobs:
+  linkChecker:
+    runs-on: ubuntu-latest
+
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 1
+
+      - name: Get Changed Files
+        id: changed-files
+        uses: tj-actions/changed-files@v41
+
+      - name: Check for Skip Label
+        id: skip-label
+        uses: actions/github-script@v6
+        with:
+          script: |
+            const labels = await github.rest.issues.listLabelsOnIssue({
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              issue_number: context.issue.number
+            });
+            return labels.data.some(label => label.name === 'skip-link-check');
+          
+      - name: Check Links
+        if: steps.skip-label.outputs.result == 'false'
+        uses: lycheeverse/lychee-action@v1
+        with:
+          args: --accept=200,403,429 --base . --verbose --no-progress ${{ steps.changed-files.outputs.all_changed_files }}
+          token: ${{ secrets.CUSTOM_TOKEN }}
+          fail: true
+          
+      - name: Skip Message
+        if: steps.skip-label.outputs.result == 'true'
+        run: echo "Link check was skipped due to the presence of the 'skip-link-check' label."
+        
+      - name: Suggestions
+        if: failure()
+        run: |
+          echo -e "\nPlease review the links reported in the Check links step above."
+          echo -e "If a link is valid but fails due to a CAPTCHA challenge, IP blocking, login requirements, etc., consider adding such links to .lycheeignore file to bypass future checks.\n"
+          exit 1

.jenkins/build.sh

@@ -22,9 +22,8 @@ sudo apt-get install -y pandoc
 #Install PyTorch Nightly for test.
 # Nightly - pip install --pre torch torchvision torchaudio -f https://download.pytorch.org/whl/nightly/cu102/torch_nightly.html
 # Install 2.5 to merge all 2.4 PRs - uncomment to install nightly binaries (update the version as needed).
-pip uninstall -y torch torchvision torchaudio torchtext torchdata
-pip3 install torch==2.5.0 torchvision torchaudio --no-cache-dir --index-url https://download.pytorch.org/whl/test/cu124
-pip3 install fbgemm-gpu==1.0.0 torchrec==1.0.0 --no-cache-dir --index-url https://download.pytorch.org/whl/test/cu124
+# pip uninstall -y torch torchvision torchaudio torchtext torchdata
+# pip3 install torch==2.5.0 torchvision torchaudio --no-cache-dir --index-url https://download.pytorch.org/whl/test/cu124
 
 # Install two language tokenizers for Translation with TorchText tutorial
 python -m spacy download en_core_web_sm

.jenkins/validate_tutorials_built.py

@@ -10,8 +10,8 @@
 
 NOT_RUN = [
     "beginner_source/basics/intro",  # no code
+    "beginner_source/introyt/introyt_index", # no code
     "beginner_source/onnx/intro_onnx",
-    "beginner_source/translation_transformer",
     "beginner_source/profiler",
     "beginner_source/saving_loading_models",
     "beginner_source/introyt/captumyt",
@@ -22,9 +22,6 @@
     "beginner_source/former_torchies/tensor_tutorial_old",
     "beginner_source/examples_autograd/polynomial_autograd",
     "beginner_source/examples_autograd/polynomial_custom_function",
-    "beginner_source/torchtext_custom_dataset_tutorial", # not building with 2.3 RC, might be able to turn on with GA
-    "beginner_source/text_sentiment_ngrams_tutorial", # not building with 2.3 RC, might be able to turn on with GA
-    "beginner_source/t5_tutorial", # re-enable after this is fixed: https://github.com/pytorch/text/issues/1756
     "intermediate_source/mnist_train_nas",  # used by ax_multiobjective_nas_tutorial.py
     "intermediate_source/fx_conv_bn_fuser",
     "intermediate_source/_torch_export_nightly_tutorial",  # does not work on release

.lycheeignore

@@ -0,0 +1,11 @@
+# Used for links to be ignored during the link check.
+# Add link to file along with comment as to why it should be ignored
+
+#Example link in some of the tutorials that should be ignored
+file:///f:/libtmp/some_file
+
+#Ignore links with "file:///" to catch any other example links
+file:\/\/\/.*
+
+# Ignore colab link in the setting of conf.py
+https://pytorch.org/tutorials/beginner/colab/n

Makefile

@@ -82,10 +82,6 @@ download:
 	wget -nv -N http://dl.fbaipublicfiles.com/pythia/data/vocab.tar.gz -P $(DATADIR)
 	tar $(TAROPTS) -xzf $(DATADIR)/vocab.tar.gz -C ./beginner_source/data/
 
-	# Download dataset for beginner_source/torchtext_custom_dataset_tutorial.py
-	wget -nv -N https://www.manythings.org/anki/deu-eng.zip -P $(DATADIR)
-	unzip -o $(DATADIR)/deu-eng.zip -d beginner_source/data/
-
 	# Download PennFudanPed dataset for intermediate_source/torchvision_tutorial.py
 	wget https://www.cis.upenn.edu/~jshi/ped_html/PennFudanPed.zip -P $(DATADIR)
 	unzip -o $(DATADIR)/PennFudanPed.zip -d intermediate_source/data/

_static/css/custom2.css

@@ -17,3 +17,21 @@
     margin-bottom: 5px;
   }
 }
+
+/* Left nav for 2nd level nav */
+
+.pytorch-left-menu li.toctree-l2 {
+  padding-left: 10px;
+}
+
+.pytorch-left-menu li.toctree-l2.current > a, {
+   color: #ee4c2c;
+}
+
+.pytorch-left-menu li.toctree-l2.current a:link.reference.internal {
+   color: #ee4c2c;
+}
+
+.pytorch-left-menu li.toctree-l1.current > a:before {
+   content: "";
+}