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lightning/docs/source-pytorch/benchmarking/benchmarks.rst

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docs refactor 3/n (#12795) * updated titles + css * updated titles + css * levels structure * levels structure * levels structure * adding level indexes * finished intro guide layout * finished intro guide layout * general titles * general titles * added movie * added movie * finished 15 mins * levels * added core levels * added core levels * fixed api reference on the left * gpu guides * gpu guides * gpu guides * gpu guides * precision * hpu guide * added ipu * added ipu * added ipu * added ckpt docs * finished basic logging * intermediate * intermediate * intermediate * fixed * fixed margins * fixed margins * fixed margins * fixed margins * fixed margins * fixed margins * fixed margins * fixed margins * fixed margins * added logger stuff * added logger stuff * added logger stuff * added logger stuff * added logger stuff * ic * added inconsolata * added inconsolata * added inconsolata * added inconsolata * added inconsolata * added inconsolata * added inconsolata * updated menu * added basic cloud docs * added basic cloud docs * added basic cloud docs * added basic cloud docs * ic * ic * ic * ic * ic * ic * ic * ic * ic * ic * ic * ic * added demos folder * added demos folder * added demos folder * added demos folder * added demos folder * added demos folder * twocolumns directive * twocols * twocols * registry * registry * registry * registry * registry * registry * registry * registry * registry * registry * registry * registry * registry * registry * registry * registry * registry * registry * registry * cleaning up * cleaning up * cleaning up * cleaning up * cleaning up * cleaning up * cleaning up * cleaning up * cleaning up * updated titles + css * levels structure * adding level indexes * finished intro guide layout * general titles * added movie * finished 15 mins * levels * added core levels * fixed api reference on the left * gpu guides * precision * hpu guide * added ipu * added ckpt docs * finished basic logging * intermediate * fixed margins * added logger stuff * ic * added inconsolata * updated menu * added basic cloud docs * ic * added demos folder * twocolumns directive * registry * cleaning up * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * deconflict * deconflict * deconflict * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add testsetup sections wherever needed; fix errors in building docs * pre-commit fixes * Fix duplicate label * minor nit with pre-commit * Fix labels * More changes... * require * debug & cli * prec & model & visu * fix references * fix references * fix refs * fix refs - model_parallel * fix references * prune testsetup with global * refs in index * Fix duplicate label errors * Update orphan docs * Update orphan docs * Update orphan docs * fix links * Fix genindex and search index * fix refs * fix refs * Fix index rst related issues * fix refs * inc to rst * Fix links ref * fix more references * fix refs * deconflict * errors * errors * errors * fix refs * fix refs * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix warnings * Fix LightningCLI errors * Fix LightningCLI errors * Fix LightningCLI errors * Fix LightningCLI errors * fix doc build * Duplicate Label fix (docs) (#12800) Co-authored-by: Rohit Gupta <rohitgr1998@gmail.com> * ignore typing in demo folder * Ignore demos for mypy Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Kushashwa Ravi Shrimali <kushashwaravishrimali@gmail.com> Co-authored-by: Jirka <jirka.borovec@seznam.cz> Co-authored-by: rohitgr7 <rohitgr1998@gmail.com> Co-authored-by: Kaushik B <kaushikbokka@gmail.com> Co-authored-by: otaj <ota@grid.ai>
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Document speed comparison (#2072) * docs * script * dump * desc * import * import * if * norm * t * finished * isort * typing Co-authored-by: Nicki Skafte <skaftenicki@gmail.com> * xlabel * pandas * time Co-authored-by: Nicki Skafte <skaftenicki@gmail.com>
2020-12-17 11:03:45 +00:00
Benchmark with vanilla PyTorch
==============================
In this section we set grounds for comparison between vanilla PyTorch and PT Lightning for most common scenarios.
Time comparison
---------------
We have set regular benchmarking against PyTorch vanilla training loop on with RNN and simple MNIST classifier as per of out CI.
In average for simple MNIST CNN classifier we are only about 0.06s slower per epoch, see detail chart bellow.
Docs: move images (#5756) * move images * logo
2021-02-03 15:08:19 +00:00
.. figure:: ../_static/images/benchmarks/figure-parity-times.png
Document speed comparison (#2072) * docs * script * dump * desc * import * import * if * norm * t * finished * isort * typing Co-authored-by: Nicki Skafte <skaftenicki@gmail.com> * xlabel * pandas * time Co-authored-by: Nicki Skafte <skaftenicki@gmail.com>
2020-12-17 11:03:45 +00:00
:alt: Speed parity to vanilla PT, created on 2020-12-16
:width: 500
add note (#9141)
2021-08-27 07:59:15 +00:00
Fix reference link in Benchmarking doc (#12486)
2022-03-28 18:21:11 +00:00
Learn more about reproducible benchmarking from the `PyTorch Reproducibility Guide <https://pytorch.org/docs/stable/notes/randomness.html>`__.