lightning/docs/source-pytorch/tuning/profiler_advanced.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>
2022-04-19 18:15:47 +00:00
:orphan:
.. _profiler_advanced:
########################################
Find bottlenecks in your code (advanced)
########################################
**Audience**: Users who want to profile their TPU models to find bottlenecks and improve performance.
----
************************
Profile cloud TPU models
************************
To profile TPU models use the :class:`~lightning.pytorch.profilers.xla.XLAProfiler`
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>
2022-04-19 18:15:47 +00:00
.. code-block:: python
from lightning.pytorch.profilers import XLAProfiler
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>
2022-04-19 18:15:47 +00:00
profiler = XLAProfiler(port=9001)
trainer = Trainer(profiler=profiler)
----
*************************************
Capture profiling logs in Tensorboard
*************************************
To capture profile logs in Tensorboard, follow these instructions:
----
0: Setup the required installs
==============================
Use this `guide <https://cloud.google.com/tpu/docs/pytorch-xla-performance-profiling-tpu-vm#tpu-vm>`_ to help you with the Cloud TPU required installations.
----
1: Start Tensorboard
====================
Start the `TensorBoard <https://www.tensorflow.org/tensorboard>`_ server:
.. code-block:: bash
tensorboard --logdir ./tensorboard --port 9001
Now open the following url on your browser
.. code-block:: bash
http://localhost:9001/#profile
----
2: Capture the profile
======================
Once the code you want to profile is running:
1. click on the ``CAPTURE PROFILE`` button.
2. Enter ``localhost:9001`` (default port for XLA Profiler) as the Profile Service URL.
3. Enter the number of milliseconds for the profiling duration
4. Click ``CAPTURE``
----
3: Don't stop your code
=======================
Make sure the code is running while you are trying to capture the traces. It will lead to better performance insights if the profiling duration is longer than the step time.
----
4: View the profiling logs
==========================
Once the capture is finished, the page will refresh and you can browse through the insights using the **Tools** dropdown at the top left