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[DCP] Add DefaultStager example to distributed async checkpoint recipe

7

Fixes #3710 ## Description This PR updates the `distributed_async_checkpoint_recipe` to include the `DefaultStager` functionality introduced in PyTorch 2.9. **Motivation:** In large-scale training, even with standard `async_save`, the initial memory copy...

niyunsheng

Clarify explanation of requires_grad in PyTorch

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Fixes #3716 ## Description It was challenging for me to initially grasp why `requires_grad` was done after `weights` initialization, but in the same line as `bias`. The existing explanation ("we...

FlightVin

[WIP] New Ray Serve tutorial

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Adds a new tutorial serving Pytorch models on Ray Serve. This should be merged after https://github.com/pytorch/tutorials/pull/3694 since otherwise the new Ray version will break the existing Tune tutorial. I will...

crypdick

Fix redirect: finetuning_torchvision_models → transfer_learning_tutorial

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Fixes #3720 ## Description The original tutorial covered Image Classification with hymenoptera_data. Changed redirect from torchvision_tutorial (Object Detection) to transfer_learning_tutorial (same task and dataset). ## Checklist - [x] The issue...

sjp611

Fix broken links in `torch.compile` tutorials

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Fixes #3695 ## Description Some links about the `torch.compile` programming model are broken. This PR fixes them. ## Checklist - [x] The issue that is being fixed is referred in...

Coekjan

Incorrect redirect: finetuning_torchvision_models_tutorial → Object Detection tutorial

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## Problem The URL `https://pytorch.org/tutorials/beginner/finetuning_torchvision_models_tutorial.html` now redirects to `torchvision_tutorial.html` (Object Detection), but these are completely different tutorials: | | Original (removed) | Redirect target | |---|---|---| | Task | Image...

sjp611

Remove unused import ParameterAlias from benchmark tutorial

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Fixes #3617

vishalgoyal316

Feedback about torch.compile End-to-End Tutorial

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There is the following issue on this page: https://docs.pytorch.org/tutorials/intermediate/torch_compile_full_example.html Link to [the torch.compile programming model](https://docs.pytorch.org/docs/main/compile/programming_model.html) does not exist. "To troubleshoot issues and to gain a deeper understanding of how to...

ynonaolga

Adding Glossary

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## Description Term list: glossary.rst JS is used to load the terms for the tooltips Started with a limited list of terms and updated a handful of pages. Once we're...

AlannaBurke

https://github.com/pytorch/tutorials/blob/a3695df13baac449f92a06b1029260a21f2e5c90/intermediate_source/torchrec_intro_tutorial.py#L38C1-L43C3 the current lines try to install a cuda 12.1 version when the current colab is 12.6 (and so torch remains at 12.6) changing the index to cu126 fails, because...

seanv507