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FastAI |
The 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. :::
The example code does the following:
- Trains a simple deep neural network on the fastai built-in MNIST dataset (see the fast.ai documentation).
- Uses the fastai
LearnerTensorboardWriter
callback, and ClearML automatically logs TensorBoard through the callback. - During script execution, creates an experiment named
fastai with tensorboard callback
, which is associated with theexamples
project.
Scalars
ClearML automatically logs the histogram output to TensorBoard. They appear in RESULTS > PLOTS.
Plots
Histograms output to TensorBoard. They appear in RESULTS > PLOTS.
Logs
Text printed to the console for training progress, as well as all other console output, appear in RESULTS > CONSOLE.