From 6bbc11a07e753f5e0a9b09758c14de872e6caaf4 Mon Sep 17 00:00:00 2001 From: pollfly <75068813+pollfly@users.noreply.github.com> Date: Mon, 2 Oct 2023 18:26:17 +0300 Subject: [PATCH] Add Keras Tuner integration page (#681) --- .../tensorflow/integration_keras_tuner.md | 5 +- docs/img/integration_keras_tuner_04.png | Bin 79063 -> 66977 bytes docs/img/integration_keras_tuner_05.png | Bin 86843 -> 61304 bytes docs/integrations/keras_tuner.md | 71 ++++++++++++++++++ sidebars.js | 2 +- 5 files changed, 74 insertions(+), 4 deletions(-) create mode 100644 docs/integrations/keras_tuner.md diff --git a/docs/guides/frameworks/tensorflow/integration_keras_tuner.md b/docs/guides/frameworks/tensorflow/integration_keras_tuner.md index adf73758..568255d0 100644 --- a/docs/guides/frameworks/tensorflow/integration_keras_tuner.md +++ b/docs/guides/frameworks/tensorflow/integration_keras_tuner.md @@ -1,10 +1,9 @@ --- title: Keras Tuner -displayed_sidebar: mainSidebar --- :::tip -If you are not already using ClearML, see [Getting Started](../getting_started/ds/ds_first_steps.md) for setup +If you are not already using ClearML, see [Getting Started](../../../getting_started/ds/ds_first_steps.md) for setup instructions. ::: @@ -41,7 +40,7 @@ When the script runs, it logs: ## Scalars -ClearML logs the scalars from training each network. They appear in the project's page in the **ClearML web UI**, under +ClearML logs the scalars from training each network. They appear in the experiment's page in the **ClearML web UI**, under **SCALARS**. ![image](../../../img/integration_keras_tuner_06.png) diff --git a/docs/img/integration_keras_tuner_04.png b/docs/img/integration_keras_tuner_04.png index 74b6c5c8568b01342ca2d2f976b099c3708d1dfa..5a9a62fa653d8eb511ec32c1ad49bafc29456063 100644 GIT binary patch literal 66977 zcmeFYcT`hL)HjR;y`tdt3L;>zqSCKIL`pzKKtXD#p+rPlV(0-0O+`R~fb`x=fRF^~ z1OiwHQUfF*(ouRK^j=@o+n)8U_5Ja#=g;@7m7Fte&zwDb@0qiId*143sc~}fbFi_o zaXx%-UyqILs1h67LGW)!_H$y}`t~J+lCEENhwg4e0=NjV=JXrcn|E4=GRrvgD39%_IHYn%}DxH z+P^8Ydu7lQ?)*P8bQ*ZLllApn5>q}k=urnW+Y)IN`!B=B_Ck~$r1XQ}Fvs_CLuKDG z(#$!DGfGO1@;~00tupfW?ZZE-op@Ol62d0+Bh#$vH{XN%_j(@kxyZ6|ZE^Xa<873< z`fEQ6^ZzdVLWvtp<5gZ^(nq!Xe$@{d{#ECt0;qqCHD*8Ilo5Y-3`Q^Lk^RxOJ|?$U z@`ya=kLSu)qk=79=I$eTk8g;br}3#9{q4_D`E70f%M)9Ux~JvGA(?~278Nm@=(BiB z2C!V?+#+KKtV0XRBA}CJ< z9l64(l`VSFreIg`nuf09p0Wq9gg4V05x-evVHPjB<{K`8dTyJ-;RpFZVexN_Q;GR_ zbDO-WF`>0>v$0WugiyzowYpY=DBD4!Xr2YPI1dDdjmiF$%fpm_C!`$uIi|PkvZ6m9 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/dev/null +++ b/docs/integrations/keras_tuner.md @@ -0,0 +1,71 @@ +--- +title: Keras Tuner +--- + +:::tip +If you are not already using ClearML, see [Getting Started](../getting_started/ds/ds_first_steps.md) for setup +instructions. +::: + +[Keras Tuner](https://www.tensorflow.org/tutorials/keras/keras_tuner) is a library that helps you pick the optimal set +of hyperparameters for training your models. ClearML integrates seamlessly with `kerastuner` and automatically logs +experiment scalars, the output model, and hyperparameter optimization summary. + +Integrate ClearML into your Keras Tuner optimization script by doing the following: +* Instantiate a ClearML Task: + + ```python + from clearml import Task + task = Task.init(task_name="", project_name="") + ``` + +* Specify `ClearMLTunerLogger` as the Keras Tuner logger: + + ```python + from clearml.external.kerastuner import ClearmlTunerLogger + import keras_tuner as kt + + # Create tuner object + tuner = kt.Hyperband( + build_model, + project_name='kt examples', + logger=ClearMLTunerLogger(), # specify ClearMLTunerLogger + objective='val_accuracy', + max_epochs=10, + hyperband_iterations=6 + ) + ``` + +And that’s it! This creates a [ClearML Task](../fundamentals/task.md) which captures: +* Output Keras model +* Optimization trial scalars - scalar plot showing metrics for all runs +* Hyperparameter optimization summary plot - Tabular summary of hyperparameters tested and their metrics by trial ID +* Source code and uncommitted changes +* Installed packages +* TensorFlow definitions +* Console output +* General details such as machine details, runtime, creation date etc. +* And more + +You can view all the task details in the [WebApp](../webapp/webapp_exp_track_visual.md). + +## WebApp + +ClearML logs the scalars from training each network. They appear in the experiment's **SCALARS** tab in the Web UI. + +![Optimization scalars](../img/integration_keras_tuner_06.png) + +ClearML automatically logs the parameters of each experiment run in the hyperparameter search. They appear in tabular +form in the experiment's **PLOTS**. + +![Optimization plot](../img/integration_keras_tuner_07.png) + +ClearML automatically stores the output model. It appears in the experiment's **ARTIFACTS** **>** **Output Model**. + +![output model](../img/integration_keras_tuner_03.png) + +## Example + +See Keras Tuner and ClearML in action in the [keras_tuner_cifar.py](../guides/frameworks/tensorflow/integration_keras_tuner.md) +example script. + diff --git a/sidebars.js b/sidebars.js index 131bfb58..5a55ed91 100644 --- a/sidebars.js +++ b/sidebars.js @@ -62,7 +62,7 @@ module.exports = { 'integrations/autokeras', 'integrations/catboost', 'integrations/click', 'integrations/fastai', 'integrations/hydra', - 'integrations/keras', 'guides/frameworks/tensorflow/integration_keras_tuner', + 'integrations/keras', 'integrations/keras_tuner', 'integrations/lightgbm', 'integrations/matplotlib', 'integrations/megengine', 'integrations/monai', 'integrations/openmmv', 'integrations/optuna', 'integrations/python_fire', 'integrations/pytorch',