From 0048cea0d81dcea6bc79ce4b79229c2ad239ca20 Mon Sep 17 00:00:00 2001 From: pollfly <75068813+pollfly@users.noreply.github.com> Date: Mon, 23 Aug 2021 11:02:53 +0300 Subject: [PATCH] Add PyTorch Lightning example (#47) --- .../pytorch_lightning_example.md | 40 ++++++++++++++++++ .../frameworks/tensorflow/tensorflow_mnist.md | 2 +- .../examples_pytorch_lightning_console.png | Bin 0 -> 207575 bytes docs/img/examples_pytorch_lightning_model.png | Bin 0 -> 42099 bytes .../img/examples_pytorch_lightning_params.png | Bin 0 -> 78174 bytes .../examples_pytorch_lightning_scalars.png | Bin 0 -> 84881 bytes sidebars.js | 1 + 7 files changed, 42 insertions(+), 1 deletion(-) create mode 100644 docs/guides/frameworks/pytorch_lightning/pytorch_lightning_example.md create mode 100644 docs/img/examples_pytorch_lightning_console.png create mode 100644 docs/img/examples_pytorch_lightning_model.png create mode 100644 docs/img/examples_pytorch_lightning_params.png create mode 100644 docs/img/examples_pytorch_lightning_scalars.png diff --git a/docs/guides/frameworks/pytorch_lightning/pytorch_lightning_example.md b/docs/guides/frameworks/pytorch_lightning/pytorch_lightning_example.md new file mode 100644 index 00000000..3ba93627 --- /dev/null +++ b/docs/guides/frameworks/pytorch_lightning/pytorch_lightning_example.md @@ -0,0 +1,40 @@ +--- +title: Pytorch Lightning +--- + +The [pytorch-lightning](https://github.com/allegroai/clearml/blob/master/examples/frameworks/pytorch-lightning/pytorch_lightning_example.py) +script demonstrates the integration of ClearML into code that uses [PyTorch Lightning](https://www.pytorchlightning.ai/). + +The example script does the following: +* Trains a simple deep neural network on the PyTorch built-in MNIST dataset +* Defines Argparse command line options, which are automatically captured by ClearML +* Creates an experiment named `pytorch lightning mnist example`, which is associated with the `examples` project. + +## Scalars + +The test loss and validation loss plots appear in the experiment's page in the ClearML web UI under **RESULTS > SCALARS**. +Resource utilization plots, which are titled **:monitor: machine**, also appear in the **SCALARS** tab. All of these +plots are automatically captured by ClearML. + +![PyTorch Lightning console](../../../img/examples_pytorch_lightning_scalars.png) + + +## Hyperparameters + +ClearML automatically logs command line options defined with argparse and TensorFlow Definitions, which appear in +**CONFIGURATIONS > HYPER PARAMETERS > Args** and **TF_DEFINE** respectively. + +![PyTorch Lightning parameters](../../../img/examples_pytorch_lightning_params.png) + +## Artifacts + +Model artifacts associated with the experiment appear in the info panel of the **EXPERIMENTS** tab and in the info panel of the **MODELS** tab. + +![PyTorch Lightning model](../../../img/examples_pytorch_lightning_model.png) + +## Console + +All other console output appears in **RESULTS > CONSOLE**. + +![PyTorch Lightning console](../../../img/examples_pytorch_lightning_console.png) + diff --git a/docs/guides/frameworks/tensorflow/tensorflow_mnist.md b/docs/guides/frameworks/tensorflow/tensorflow_mnist.md index 10184f43..afebf687 100644 --- a/docs/guides/frameworks/tensorflow/tensorflow_mnist.md +++ b/docs/guides/frameworks/tensorflow/tensorflow_mnist.md @@ -18,7 +18,7 @@ When the script runs, it creates an experiment named `Tensorflow v2 mnist with s ## Scalars The loss and accuracy metric scalar plots appear in the experiment's page in the **ClearML web UI** under **RESULTS** -**>** **SCALARS**. Resource utilization plots, which are titled **:monitor: machine**, also appear in the *SCALARS** tab. +**>** **SCALARS**. Resource utilization plots, which are titled **:monitor: machine**, also appear in the **SCALARS** tab. ![image](../../../img/examples_tensorflow_mnist_06.png) diff --git a/docs/img/examples_pytorch_lightning_console.png b/docs/img/examples_pytorch_lightning_console.png new file mode 100644 index 0000000000000000000000000000000000000000..80f59f966c5928f13231edfc16a594f1b1410a0c GIT binary patch literal 207575 zcmce8WmsIx)8`N%xCamJ9^Bo6yAJLW+?^yqaCZ&vE`v*OclY2jxa)HFy*Ky2`)Qwj zcHjCiXL?RcRd;oDovPoQ5Jh=OBzQb{004j_^;t|A0Dut$03c6c-@W}ZH4)$Rc7b#f zky3?)giLWl#^i}uAxD6i~|c-_o$L0F*Pl<5@`XR4I6U^5`TnLYMq?tn6U!W z_<_`t{#cxhen$cSAh*rbbe`O3+|*K!YB@*@og7C|@t3#|l(U2cBeI)GAMVY_*%QQo zIAbVv-1epKd4JXIl67UCO9dc)V&)(#jU(f&|G zPXp*reX;i7N#LK_r20Mk41X%dFd1DX2LD3?*vy_Xf7)$_;j~fwX?GzWzJ~s%-94#< zUC2Mpg1yml|6dG8{+C!eG>S9dutOcTNh=x)Tc|k=3!sipI>*tYxxAXgME+(@z(B&z z?(~ECfer7~;R!$TbYxau-#`JE9ceR#PD2?8r9)$B_iSxInKXsbc5yn23eR>w%@<)# zZRVTWW5mhqIY0)Z9?%55?#fYF?2tM3Rr7E^jTapa*lTxPNN 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HcmV?d00001 diff --git a/sidebars.js b/sidebars.js index 4783dd03..1fce8ba8 100644 --- a/sidebars.js +++ b/sidebars.js @@ -76,6 +76,7 @@ module.exports = { 'guides/frameworks/pytorch/tensorboard_toy_pytorch'] }, {'Pytorch Ignite': ['guides/frameworks/pytorch ignite/integration_pytorch_ignite']}, + {'Pytorch Lightning': ['guides/frameworks/pytorch_lightning/pytorch_lightning_example']}, { 'Pytorch Notebooks': [ {'Audio': ['guides/frameworks/pytorch/notebooks/audio/audio_classification_UrbanSound8K', 'guides/frameworks/pytorch/notebooks/audio/audio_preprocessing_example']},