Merge branch 'main' into 3186-leaf-nonleaf-tutorial

Author: sekyondaMeta

.ci/docker/requirements.txt

@@ -23,7 +23,7 @@ tqdm==4.66.1
 numpy==1.24.4
 matplotlib
 librosa
-torch==2.7
+torch==2.8
 torchvision
 torchdata
 networkx
@@ -37,8 +37,8 @@ tensorboard
 jinja2==3.1.3
 pytorch-lightning
 torchx
-torchrl==0.7.2
-tensordict==0.7.2
+torchrl==0.9.2
+tensordict==0.9.1
 # For ax_multiobjective_nas_tutorial.py
 ax-platform>=0.4.0,<0.5.0
 nbformat>=5.9.2

.jenkins/validate_tutorials_built.py

@@ -20,6 +20,7 @@
     "beginner_source/examples_nn/polynomial_optim",
     "beginner_source/examples_autograd/polynomial_autograd",
     "beginner_source/examples_autograd/polynomial_custom_function",
+    "intermediate_source/dqn_with_rnn_tutorial", #not working on 2.8 release reenable after 3514
     "intermediate_source/mnist_train_nas",  # used by ax_multiobjective_nas_tutorial.py
     "intermediate_source/torch_compile_conv_bn_fuser",
     "intermediate_source/_torch_export_nightly_tutorial",  # does not work on release

index.rst

@@ -3,10 +3,10 @@ Welcome to PyTorch Tutorials
 
 **What's new in 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/unstable/context_parallel.html>`__
-* `(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/unstable/inductor_windows.html>`__
+* `Integrating Custom Operators with SYCL for Intel GPU <https://pytorch.org/tutorials/advanced/cpp_custom_ops_sycl.html>`__
+* `Supporting Custom C++ Classes in torch.compile/torch.export <https://docs.pytorch.org/tutorials/advanced/custom_class_pt2.html>`__
+* `Accelerating torch.save and torch.load with GPUDirect Storage <https://docs.pytorch.org/tutorials/unstable/gpu_direct_storage.html>`__
+* `Getting Started with Fully Sharded Data Parallel (FSDP2) <https://docs.pytorch.org/tutorials/intermediate/FSDP_tutorial.html>`__
 
 .. raw:: html
 

redirects.py

@@ -13,6 +13,7 @@
     "intermediate/dynamic_quantization_bert_tutorial.html": "../index.html",
     "intermediate/quantized_transfer_learning_tutorial.html": "../index.html",
     "prototype/graph_mode_dynamic_bert_tutorial.html": "../index.html",
+    "prototype/flight_recorder_tutorial.html": "https://docs.pytorch.org/tutorials/unstable/flight_recorder_tutorial.html",
     "prototype/fx_graph_mode_ptq_dynamic.html": "../index.html",
     "prototype/fx_graph_mode_ptq_static.html": "../index.html",
     "prototype/fx_graph_mode_quant_guide.html": "../index.html",