Rewrite AutoKeras integration page (#642)

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pollfly
2023-08-10 11:55:09 +03:00
committed by GitHub
parent 1d5647ebb1
commit 3c8a31b61f
4 changed files with 120 additions and 45 deletions

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---
title: AutoKeras IMDB
title: AutoKeras
---
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).

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---
title: AutoKeras
displayed_sidebar: mainSidebar
---
Integrate ClearML into code that uses [autokeras](https://github.com/keras-team/autokeras). Initialize a ClearML
Task in a code, and ClearML automatically logs scalars, plots, and images reported to TensorBoard, Matplotlib, Plotly,
and Seaborn, and all other automatic logging, and explicit reporting added to the code (see [Logging](../../../fundamentals/logger.md)).
ClearML allows to:
* Visualize experiment results in the **ClearML Web UI**.
* Track and upload models.
* Track model performance and create tracking leaderboards.
* Rerun experiments, reproduce experiments on any target machine, and tune experiments.
* Compare experiments.
See the [AutoKeras](autokeras_imdb_example.md) example, which shows ClearML automatically logging:
* Scalars
* Hyperparameters
* The console log
* Models.
Once these are logged, they can be visualized in the **ClearML Web UI**.
:::note
If you are not already using ClearML, see [Getting Started](/getting_started/ds/best_practices.md).
:::
## Adding ClearML to Code
Add two lines of code:
```python
from clearml import Task
task = Task.init(project_name="myProject", task_name="myExperiment")
```
When the code runs, it initializes a Task in ClearML Server. A hyperlink to the experiment's log is output to the console.
CLEARML Task: created new task id=c1f1dc6cf2ee4ec88cd1f6184344ca4e
CLEARML results page: https://app.clear.ml/projects/1c7a45633c554b8294fa6dcc3b1f2d4d/experiments/c1f1dc6cf2ee4ec88cd1f6184344ca4e/output/log
Later in the code, define callbacks using TensorBoard, and ClearML logs TensorBoard scalars, histograms, and images.