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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.

FastAI V2

The ClearML repository also includes examples using FastAI v2.

The example code does the following:

  1. Trains a simple deep neural network on the fastai built-in MNIST dataset (see the fast.ai documentation).
  2. Uses the fastai LearnerTensorboardWriter callback, and ClearML automatically logs TensorBoard through the callback.
  3. 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.

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Plots

Histograms output to TensorBoard. They appear in PLOTS.

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Logs

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

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