mirror of
https://github.com/clearml/clearml-docs
synced 2025-01-31 22:48:40 +00:00
37 lines
1.9 KiB
Markdown
37 lines
1.9 KiB
Markdown
|
---
|
||
|
title: AutoKeras Imdb
|
||
|
---
|
||
|
The [autokeras_imdb_example.py](https://github.com/allegroai/clearml/blob/master/examples/frameworks/autokeras/autokeras_imdb_example.py) example
|
||
|
script demonstrates the integration of **ClearML** into code, which uses [autokeras](https://github.com/keras-team/autokeras).
|
||
|
It trains text classification networks on the Keras built-in [IMDB](https://keras.io/api/datasets/imdb/) dataset, using the autokeras [TextClassifier](https://autokeras.com/text_classifier/) class, and searches for the best model. It uses two TensorBoard callbacks, one for training and one for testing. **ClearML** automatically logs everything the code sends to TensorBoard. When the script runs, it creates an experiment named `autokeras imdb example with scalars`, which is associated with the `autokeras` project.
|
||
|
|
||
|
## Scalars
|
||
|
|
||
|
The loss and accuracy metric scalar plots appear in **RESULTS** **>** **SCALARS**, along with the resource utilization plots,
|
||
|
which are titled **:monitor: machine**.
|
||
|
|
||
|
![image](../../../img/examples_keras_14.png)
|
||
|
|
||
|
## Hyperparameters
|
||
|
|
||
|
**ClearML** automatically logs TensorFlow Definitions. They appear in **CONFIGURATIONS** **>** **HYPER PARAMETERS** **>** **TF_DEFINE**.
|
||
|
|
||
|
![image](../../../img/examples_keras_16.png)
|
||
|
|
||
|
## Log
|
||
|
|
||
|
Text printed to the console for training progress, as well as all other console output, appear in **RESULTS** **>** **LOG**.
|
||
|
|
||
|
![image](../../../img/examples_keras_15.png)
|
||
|
|
||
|
## Artifacts
|
||
|
|
||
|
Model artifacts associated with the experiment appear in the info panel of the **EXPERIMENTS** tab and in the model info panel in the **MODELS** tab.
|
||
|
|
||
|
The experiment info panel shows model tracking, including the model name and design (in this case, no design was stored).
|
||
|
|
||
|
![image](../../../img/examples_keras_18.png)
|
||
|
|
||
|
The model info panel contains the model details, including the model URL, framework, and snapshot locations.
|
||
|
|
||
|
![image](../../../img/examples_keras_17.png)
|