fix bugs for data_loading_tutorial and dcgan_faces_tutorial #1092
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* Fix typo (#1118) In PyTorch tutorial, `torch` should be installed rather than `torchaudio` * Recover the attributes of torch in memory_format_tutorial (#1112) Co-authored-by: Brian Johnson <brianjo@fb.com> * fix bugs for data_loading_tutorial and dcgan_faces_tutorial (#1092) * Update autocast in dispatcher tutorial (#1128) * draft * fixes * dont overrun the line * Corrected model.resnet50() spelling (#1139) Spelling mistake led to errors for beginners. * Fix typo & Minor changes (#1138) Thanks for the fixes @codingbowoo! * Run win_test_worker manually (#1142) Merging to clean up a build issue. * Disable `pytorch_windows_builder_worker` config (#1143) See #1141 * Update index.rst (#1140) Fixed incorrect link. * Update index.rst Fix to broken link. * LSTM's -> LSTMs in equence_models_tutorial.py docs (#1136) Co-authored-by: Brian Johnson <brianjo@fb.com> * Added Ray Tune Hyperparameter Tuning Tutorial (#1066) * Added Ray Tune Hyperparameter Tuning Tutorial * Use nightly ray release * Fix checkpoint API Co-authored-by: Brian Johnson <brianjo@fb.com> * Fix typo in "Introduction to Pytorch" tutorial (in NLP tutorial) (#1145) * 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 * Install torch not torch vision (#1153) Small update to recipe that instructs users to install `torch` not `torchaudio` * Python recipe for automatic mixed precision (#1137) * 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> * Fix model to be properly exported to ONNX (#1144) Co-authored-by: Brian Johnson <brianjo@fb.com> * Dist rpc merge (#1158) * Create distributed_rpc_profiling.rst * Update recipes_index.rst * Add files via upload * Update recipes_index.rst * Fix typo "asynchronizely" -> "asynchronously" (#1154) * Update dist_overview with additional information. (#1155) 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 Subscribers: Tasks: Tags: Co-authored-by: pritam <pritam.damania@fb.com> * Add Performance Tuning guide recipe (#1161) * 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 * A fix for one line comment when removing runnable code. (#1165) Co-authored-by: v-jizhang <66389669+buck-bot@users.noreply.github.com> Co-authored-by: Nikita Shulga <nshulga@fb.com> Co-authored-by: guyang3532 <62738430+guyang3532@users.noreply.github.com> Co-authored-by: mcarilli <mcarilli@gmail.com> Co-authored-by: Sayantan Das <36279638+ucalyptus@users.noreply.github.com> Co-authored-by: 장보우 Bowoo Jang <lisabowoo@gmail.com> Co-authored-by: Alan deLevie <adelevie@gmail.com> Co-authored-by: krfricke <krfricke@users.noreply.github.com> Co-authored-by: Vijay Viswanathan <vcomeinpeace@gmail.com> Co-authored-by: J. Randall Hunt <randallhunt@gmail.com> Co-authored-by: Thiago Crepaldi <thiago.crepaldi@microsoft.com> Co-authored-by: Peter Whidden <all.cows.like.to.moo@gmail.com> Co-authored-by: Pritam Damania <9958665+pritamdamania87@users.noreply.github.com> Co-authored-by: pritam <pritam.damania@fb.com> Co-authored-by: Szymon Migacz <1934379+szmigacz@users.noreply.github.com> Co-authored-by: Jinlin Zhang <jinlinzhang@fb.com> Co-authored-by: v-jizhang <66389669+buck-bot@users.noreply.github.com>
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bug in data_loading_tutorial:
This tutorial fails on windows because code with multiple processes must be put in main() function on windows platform. And to not change the structure of the tutorial html page, just modify the multiple processes to single process.
bug in dcgan_faces_tutorial:
When pytorch updating from v1.5 to v1.6, one warning message "Providing a bool or integral fill value without setting the optional
dtypeoroutarguments is currently unsupported." is changed to error. So change the tutorial correspondingly.