tutorials

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edited neural_networks_tutorial.py

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Fixes #789 #785 #786 ## Description I've corrected the image rendering in Colab, adjusted the hyperlink syntax for proper functionality, and cleaned up the RST code syntax. These edits have...

anikethc

Render image in colab

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In the [Neural Network colab](https://colab.research.google.com/github/pytorch/tutorials/blob/gh-pages/_downloads/neural_networks_tutorial.ipynb#scrollTo=dhatJ-1_2lFD), the first image in the tutorial doesn't pull in. It only shows the rst:  It should look like [this](https://pytorch.org/tutorials/beginner/blitz/neural_networks_tutorial.html#sphx-glr-beginner-blitz-neural-networks-tutorial-py): 

jlin27

[ONNX 4] Add ONNX diagnostics tutorial

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Similar to previous PRs in the stack. This PR adds an introduction to ONNX diagnostics. Please review only the last commit. cc @thiagocrepaldi @titaiwangms

BowenBao

[draft] experiment with different runners to see run time

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clee2000

Code refactoring

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Fixes #ISSUE_NUMBER NA ## Description These slight code adjustments aim to enhance Pythonic quality by incorporating python `str.join` ## Checklist - [ ] The issue that is being fixed is...

tosemml

### 🚀 Descirbe the improvement or the new tutorial ghstack conveniently submit stacks of diffs to GitHub as separate pull requests. This way, if we are writing a multi-posts tutorial,...

thiagocrepaldi

Test tutorials before the release

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We need a better way to test tutorials against the RC than we have now. Today we wait until the release to merge the tutorials which is a confusing way...

svekars

Optimizer state is not synchronized across replicas like model state is

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From `DistributedDataParallel` docs: "The module... assumes that [gradients] will be modified by the optimizer in all processes in the same way." Note that this is "assumed", not enforced. From https://pytorch.org/tutorials/recipes/zero_redundancy_optimizer.html...

timgianitsos

Update translation_transformer.py

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Calling yieldtokens() results in an attribute error if portalock library isn't installed. This needs to be installed before importing the dataset from torchtext.datasets. This was solved on a stackoverflow post:...

vroomgit

ValueError: keyword grid_b is not recognized

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Hello! When i tried to run the captum here: https://github.com/pytorch/tutorials/blob/main/recipes_source/recipes/Captum_Recipe.py I've got "ValueError: keyword grid_b is not recognized; valid keywords are ['size', 'width', 'color', 'tickdir', 'pad', 'labelsize', 'labelcolor', 'zorder', 'gridOn',...

ZEYU945