clearml-docs/docs/guides/frameworks/fastai/fastai_with_tensorboard.md

---
title: FastAI
---
The [fastai_with_tensorboard_example.py](https://github.com/allegroai/clearml/blob/master/examples/frameworks/fastai/legacy/fastai_with_tensorboard_example.py) 
example demonstrates the integration of ClearML into code that uses FastAI v1 and TensorBoard. 

:::note FastAI V2
The ClearML repository also includes [examples using FastAI v2](https://github.com/allegroai/clearml/tree/master/examples/frameworks/fastai).
:::


The example code does the following:
1. Trains a simple deep neural network on the fastai built-in MNIST dataset (see the [fast.ai](https://fastai1.fast.ai) documentation).
1. Uses the fastai `LearnerTensorboardWriter` callback, and ClearML automatically logs TensorBoard through the callback. 
1. During script execution, creates an experiment named `fastai with tensorboard callback`, which is associated with the `examples` project.

## Scalars

ClearML automatically logs the histogram output to TensorBoard. They appear in **PLOTS**.

![image](../../../img/examples_reporting_fastai_01.png)

## Plots

Histograms output to TensorBoard. They appear in **PLOTS**.

![image](../../../img/examples_reporting_fastai_02.png)

## Logs

Text printed to the console for training progress, as well as all other console output, appear in **CONSOLE**.

![image](../../../img/examples_reporting_fastai_03.png)
Initial commit 2021-05-13 23:48:51 +00:00			`---`
Small edits (#144) 2021-12-27 08:41:43 +00:00			`title: FastAI`
Initial commit 2021-05-13 23:48:51 +00:00			`---`
Add new frameworks (#213) 2022-03-28 09:15:48 +00:00			`The [fastai_with_tensorboard_example.py](https://github.com/allegroai/clearml/blob/master/examples/frameworks/fastai/legacy/fastai_with_tensorboard_example.py)`
			`example demonstrates the integration of ClearML into code that uses FastAI v1 and TensorBoard.`

			`:::note FastAI V2`
			`The ClearML repository also includes [examples using FastAI v2](https://github.com/allegroai/clearml/tree/master/examples/frameworks/fastai).`
			`:::`

Initial commit 2021-05-13 23:48:51 +00:00
			`The example code does the following:`
Fix/fastai (#180) 2022-02-07 19:13:36 +00:00			`1. Trains a simple deep neural network on the fastai built-in MNIST dataset (see the [fast.ai](https://fastai1.fast.ai) documentation).`
Update webapp images (#200) 2022-03-13 13:07:06 +00:00			1. Uses the fastai `LearnerTensorboardWriter` callback, and ClearML automatically logs TensorBoard through the callback.
Initial commit 2021-05-13 23:48:51 +00:00			1. During script execution, creates an experiment named `fastai with tensorboard callback`, which is associated with the `examples` project.

			`## Scalars`

Small edits (#257) 2022-05-22 07:27:30 +00:00			`ClearML automatically logs the histogram output to TensorBoard. They appear in PLOTS.`
Initial commit 2021-05-13 23:48:51 +00:00
			`![image](../../../img/examples_reporting_fastai_01.png)`

			`## Plots`

Small edits (#257) 2022-05-22 07:27:30 +00:00			`Histograms output to TensorBoard. They appear in PLOTS.`
Initial commit 2021-05-13 23:48:51 +00:00
			`![image](../../../img/examples_reporting_fastai_02.png)`

			`## Logs`

Small edits (#257) 2022-05-22 07:27:30 +00:00			`Text printed to the console for training progress, as well as all other console output, appear in CONSOLE.`
Initial commit 2021-05-13 23:48:51 +00:00
			`![image](../../../img/examples_reporting_fastai_03.png)`