Merge branch 'main' into jingxu10/torch_113522

Author: svekars

.jenkins/build.sh

@@ -23,7 +23,7 @@ sudo apt-get install -y pandoc
 # Nightly - pip install --pre torch torchvision torchaudio -f https://download.pytorch.org/whl/nightly/cu102/torch_nightly.html
 # Install 2.2 for testing - uncomment to install nightly binaries (update the version as needed).
 # pip uninstall -y torch torchvision torchaudio torchtext torchdata
-# pip3 install torch==2.3.0 torchvision torchaudio --no-cache-dir --index-url https://download.pytorch.org/whl/test/cu121 
+# pip3 install torch==2.3.0 torchvision torchaudio --no-cache-dir --index-url https://download.pytorch.org/whl/test/cu121
 
 # Install two language tokenizers for Translation with TorchText tutorial
 python -m spacy download en_core_web_sm
@@ -36,7 +36,6 @@ awsv2 configure set default.s3.multipart_threshold 5120MB
 if [[ "${JOB_TYPE}" == "worker" ]]; then
   # Step 1: Remove runnable code from tutorials that are not supposed to be run
   python $DIR/remove_runnable_code.py beginner_source/aws_distributed_training_tutorial.py beginner_source/aws_distributed_training_tutorial.py || true
-  # python $DIR/remove_runnable_code.py advanced_source/ddp_pipeline_tutorial.py advanced_source/ddp_pipeline_tutorial.py || true
   # Temp remove for mnist download issue. (Re-enabled for 1.8.1)
   # python $DIR/remove_runnable_code.py beginner_source/fgsm_tutorial.py beginner_source/fgsm_tutorial.py || true
   # python $DIR/remove_runnable_code.py intermediate_source/spatial_transformer_tutorial.py intermediate_source/spatial_transformer_tutorial.py || true

.jenkins/validate_tutorials_built.py

@@ -26,19 +26,17 @@
     "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/torchvision_tutorial", # disable due to RuntimeError: DataLoader worker (pid(s) 20092) exited unexpectedly
     "intermediate_source/fx_conv_bn_fuser",
     "intermediate_source/_torch_export_nightly_tutorial",  # does not work on release
     "advanced_source/super_resolution_with_onnxruntime",
-    "advanced_source/ddp_pipeline",  # requires 4 gpus
+    "advanced_source/python_custom_ops",  # https://github.com/pytorch/pytorch/issues/127443
     "advanced_source/usb_semisup_learn", # fails with CUDA OOM error, should try on a different worker
     "prototype_source/fx_graph_mode_ptq_dynamic",
     "prototype_source/vmap_recipe",
     "prototype_source/torchscript_freezing",
     "prototype_source/nestedtensor",
     "recipes_source/recipes/saving_and_loading_models_for_inference",
     "recipes_source/recipes/saving_multiple_models_in_one_file",
-    "recipes_source/recipes/loading_data_recipe",
     "recipes_source/recipes/tensorboard_with_pytorch",
     "recipes_source/recipes/what_is_state_dict",
     "recipes_source/recipes/profiler_recipe",
@@ -55,7 +53,10 @@
     "recipes_source/recipes/Captum_Recipe",
     "intermediate_source/flask_rest_api_tutorial",
     "intermediate_source/text_to_speech_with_torchaudio",
-    "intermediate_source/tensorboard_profiler_tutorial" # reenable after 2.0 release.
+    "intermediate_source/tensorboard_profiler_tutorial", # reenable after 2.0 release.
+    "intermediate_source/inductor_debug_cpu", # reenable after 2942 
+    "beginner_source/onnx/onnx_registry_tutorial", # reenable after 2941 is fixed.
+    "intermediate_source/torch_export_tutorial" # reenable after 2940 is fixed.
 ]
 
 def tutorial_source_dirs() -> List[Path]:

CONTRIBUTING.md

@@ -326,9 +326,9 @@ example](https://github.com/pytorch/tutorials/blob/main/_static/img/thumbnails/c
 
 The following command builds an HTML version of the tutorial website.
 
-    ```
-    make html-noplot
-    ```
+```
+make html-noplot
+```
 
 This command does not run your tutorial code. To build the tutorial in a
 way that executes the code, use `make docs`. However, unless you have a