pytorch / tutorials

* Update index.rst

* Delete aws_distributed_training_tutorial.py

Co-authored-by: Brian Johnson <brianjo@fb.com>

Summary:
Addresses pytorch/pytorch#43016
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* Update tutorials to use TensorPipeRpcBackendOptions.

* Commit

Summary:

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* Commit2

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Co-authored-by: pritam <pritam.damania@fb.com>

Co-authored-by: v-jizhang <66389669+buck-bot@users.noreply.github.com>

* Performance Tuning Guide - initial commit

* Minor tweaks

* Switched profiling guide thumbnail to pytorch logo

* Converted Tuning Guide to 80 chars/line

* Split tuning guide into general, GPU-specific and distributed optimizations.

* WAR to fix generation of header for 1st section

* Minor fixes

* Implemented changes suggested during initial review

* Changed 'addition assignment' to 'addition'

* Removed sentences about 1 CPU core for DataParallel training

* Reordering of layers is recommended only for DDP(find_unused_parameters=True)

* Fixed formatting

* s/constructors/model constructors and s/match/roughly match

* Fixed typos

Summary: 1) Added DDP + RPC tutorial.
2) Added a pointer to PT Distributed CONTRIBUTING.md.

Test Plan: Verified by loading the page locally.

Reviewers: sentinel

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Co-authored-by: pritam <pritam.damania@fb.com>

* Create distributed_rpc_profiling.rst

* Update recipes_index.rst

* Add files via upload

* Update recipes_index.rst

Co-authored-by: Brian Johnson <brianjo@fb.com>

* fdsa

* Tutorial runs

* clarify one scaler per convergence run

* adjust sizes, dont run illustrative sections

* satisfying ocd

* MORE

* fdsa

* details

* rephrase

* fix formatting

* move script to recipes

* hopefully moved to recipes

* fdsa

* add amp_tutorial to toctree

* amp_tutorial -> amp_recipe

* looks like backtick highlights dont render in card_description

* correct path for amp_recipe.html

* arch notes and saving/restoring

* formatting

* fdsa

* Clarify autograd-autocast interaction for custom ops

* touchups

Co-authored-by: Brian Johnson <brianjo@fb.com>

Small update to recipe that instructs users to install `torch` not `torchaudio`

* Fix typo in "Introduction to Pytorch" tutorial (in Pytorch for NLP tutorials)

* Dummy commit, to restart CI

* Revert dummy commit, to restart CI

* Revert whitespace changes

* Added Ray Tune Hyperparameter Tuning Tutorial

* Use nightly ray release

* Fix checkpoint API

Co-authored-by: Brian Johnson <brianjo@fb.com>

Co-authored-by: Brian Johnson <brianjo@fb.com>

Fix to broken link.

Fixed incorrect link.

See #1141

Merging to clean up a build issue.

Thanks for the fixes @codingbowoo!

Spelling mistake led to errors for beginners.

* draft

* fixes

* dont overrun the line

Co-authored-by: Brian Johnson <brianjo@fb.com>

In PyTorch tutorial, `torch` should be installed rather than `torchaudio`

Thanks for the fix @robz!

…Framework" tutorial

* Update build.sh

Fixing some build issues.

* Update requirements.txt

Continue build fix.

* Update build.sh

Testing upgrade option

* Update build.sh

This reverts commit b97599a.