From dac61de717598b59cc8cda131322b025ca7a60ef Mon Sep 17 00:00:00 2001
From: Alanna Burke <burkealanna@meta.com>
Date: Mon, 21 Apr 2025 16:18:24 -0400
Subject: [PATCH 1/3] Updating tutorials for 2.7.

---
 index.rst | 12 +++++-------
 1 file changed, 5 insertions(+), 7 deletions(-)

diff --git a/index.rst b/index.rst
index 155b63a006d..6a68cbe67e7 100644
--- a/index.rst
+++ b/index.rst
@@ -3,13 +3,11 @@ Welcome to PyTorch Tutorials
 
 **What's new in PyTorch tutorials?**
 
-* `Dynamic Compilation Control with torch.compiler.set_stance <https://pytorch.org/tutorials/recipes/torch_compiler_set_stance_tutorial.html>`__
-* `Accelerating PyTorch Transformers by replacing nn.Transformer with Nested Tensors and torch.compile() <https://pytorch.org/tutorials/intermediate/transformer_building_blocks.html>`__
-* `Understanding the torch.export Flow and Solutions to Common Challenges <https://pytorch.org/tutorials/recipes/torch_export_challenges_solutions.html>`__
-* Updated `torch.export Tutorial <https://pytorch.org/tutorials/intermediate/torch_export_tutorial.html#constraints-dynamic-shapes>`__ with automatic dynamic shapes ``Dim.AUTO``
-* Updated `torch.export AOTInductor Tutorial for Python runtime <https://pytorch.org/tutorials/recipes/torch_export_aoti_python.html>`__
-* Updated `Using User-Defined Triton Kernels with torch.compile <https://pytorch.org/tutorials/recipes/torch_compile_user_defined_triton_kernel_tutorial.html#composability>`__ with new ``torch.library.triton_op``
-* Updated `Compile Time Caching in torch.compile <https://pytorch.org/tutorials/recipes/torch_compile_caching_tutorial.html>`__ with new ``Mega-Cache``
+* `Utilizing Torch Function modes with torch.compile <https://pytorch.org/tutorials/recipes/torch_compile_torch_function_modes.html>`__
+* `Context Parallel Tutorial <https://pytorch.org/tutorials/prototype/context_parallel.html>`__
+* `PyTorch 2 Export Quantization with Intel GPU Backend through Inductor <prototype/pt2e_quant_xpu_inductor.html>`__
+* `(beta) Explicit horizontal fusion with foreach_map and torch.compile <https://pytorch.org/tutorials/recipes/foreach_map.py>`__
+* Updated `Inductor Windows CPU Tutorial <https://pytorch.org/tutorials/prototype/inductor_windows.html>`__
 
 .. raw:: html
 

From 308d63eef5bbd9b8cd9ba449d0aa5d15ab756476 Mon Sep 17 00:00:00 2001
From: Alanna Burke <burkealanna@meta.com>
Date: Mon, 21 Apr 2025 16:25:24 -0400
Subject: [PATCH 2/3] Updating tutorials for 2.7.

---
 index.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/index.rst b/index.rst
index 6a68cbe67e7..e509fa57b41 100644
--- a/index.rst
+++ b/index.rst
@@ -5,7 +5,7 @@ Welcome to PyTorch Tutorials
 
 * `Utilizing Torch Function modes with torch.compile <https://pytorch.org/tutorials/recipes/torch_compile_torch_function_modes.html>`__
 * `Context Parallel Tutorial <https://pytorch.org/tutorials/prototype/context_parallel.html>`__
-* `PyTorch 2 Export Quantization with Intel GPU Backend through Inductor <prototype/pt2e_quant_xpu_inductor.html>`__
+* `PyTorch 2 Export Quantization with Intel GPU Backend through Inductor <https://pytorch.org/tutorials/prototype/pt2e_quant_xpu_inductor.html>`__
 * `(beta) Explicit horizontal fusion with foreach_map and torch.compile <https://pytorch.org/tutorials/recipes/foreach_map.py>`__
 * Updated `Inductor Windows CPU Tutorial <https://pytorch.org/tutorials/prototype/inductor_windows.html>`__
 

From 81c6470cbb4b372fee62d2196006b1b9fe0e3f6d Mon Sep 17 00:00:00 2001
From: Svetlana Karslioglu <svekars@meta.com>
Date: Wed, 23 Apr 2025 09:15:53 -0700
Subject: [PATCH 3/3] Update index.rst

---
 index.rst | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/index.rst b/index.rst
index e509fa57b41..e4ab3c1d81e 100644
--- a/index.rst
+++ b/index.rst
@@ -6,7 +6,7 @@ Welcome to PyTorch Tutorials
 * `Utilizing Torch Function modes with torch.compile <https://pytorch.org/tutorials/recipes/torch_compile_torch_function_modes.html>`__
 * `Context Parallel Tutorial <https://pytorch.org/tutorials/prototype/context_parallel.html>`__
 * `PyTorch 2 Export Quantization with Intel GPU Backend through Inductor <https://pytorch.org/tutorials/prototype/pt2e_quant_xpu_inductor.html>`__
-* `(beta) Explicit horizontal fusion with foreach_map and torch.compile <https://pytorch.org/tutorials/recipes/foreach_map.py>`__
+* `(beta) Explicit horizontal fusion with foreach_map and torch.compile <https://pytorch.org/tutorials/recipes/foreach_map.html>`__
 * Updated `Inductor Windows CPU Tutorial <https://pytorch.org/tutorials/prototype/inductor_windows.html>`__
 
 .. raw:: html