Merge branch 'main' into redirect-tracing-based-selective-build

Author: svekars

beginner_source/onnx/README.txt

@@ -3,7 +3,7 @@ ONNX
 
 1. intro_onnx.py
     Introduction to ONNX
-    https://pytorch.org/tutorials/onnx/intro_onnx.html
+    https://pytorch.org/tutorials/beginner/onnx/intro_onnx.html
 
 2. export_simple_model_to_onnx_tutorial.py
     Exporting a PyTorch model to ONNX

en-wordlist.txt

@@ -392,6 +392,8 @@ FlexAttention
 fp
 frontend
 functionalized
+functionalizes
+functionalization
 functorch
 fuser
 geomean

intermediate_source/inductor_debug_cpu.py

@@ -19,8 +19,8 @@
 #
 # Meanwhile, you may also find related tutorials about ``torch.compile`` 
 # around `basic usage <https://pytorch.org/tutorials/intermediate/torch_compile_tutorial.html>`_, 
-# comprehensive `troubleshooting <https://pytorch.org/docs/stable/dynamo/troubleshooting.html>`_ 
-# and GPU-specific knowledge like `GPU performance profiling <https://github.com/pytorch/pytorch/blob/main/docs/source/compile/profiling_torch_compile.rst>`_.
+# comprehensive `troubleshooting <https://pytorch.org/docs/stable/torch.compiler_troubleshooting.html>`_ 
+# and GPU-specific knowledge like `GPU performance profiling <https://pytorch.org/docs/stable/torch.compiler_inductor_profiling.html>`_.
 #
 # We will start debugging with a motivating example that triggers compilation issues and accuracy problems 
 # by demonstrating the process of debugging to pinpoint the problems.
@@ -343,7 +343,7 @@ def forward2(self, arg0_1):
     return (neg,)
 
 ######################################################################
-# For more usage details about Minifier, please refer to `Troubleshooting <https://pytorch.org/docs/stable/dynamo/troubleshooting.html>`_.
+# For more usage details about Minifier, please refer to `Troubleshooting <https://pytorch.org/docs/stable/torch.compiler_troubleshooting.html>`_.
 
 
 ######################################################################

recipes_source/distributed_device_mesh.rst

@@ -164,7 +164,7 @@ DeviceMesh allows users to slice child mesh from the parent mesh and re-use the
 
     # Users can access the underlying process group thru `get_group` API.
     replicate_group = hsdp_mesh["replicate"].get_group()
-    shard_group = hsdp_mesh["Shard"].get_group()
+    shard_group = hsdp_mesh["shard"].get_group()
     tp_group = tp_mesh.get_group()