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clearml-docs/docs/guides/frameworks/tensorflow/tensorboard_toy.md
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TensorBoard Toy

The tensorboard_toy.py example demonstrates ClearML's automatic logging of TensorBoard scalars, histograms, images, and text, as well as all other console output and TensorFlow Definitions.

The script uses tf.summary.create_file_writer with the following:

  • tf.summary.histogram
  • tf.summary.scalar
  • tf.summary.text
  • tf.summary.image

When the script runs, it creates an experiment named tensorboard toy example, which is associated with the examples project.

Scalars

The tf.summary.scalar output appears in the experiment's page in the ClearML web UI under RESULTS > SCALARS. Resource utilization plots, which are titled :monitor: machine, also appear in the SCALARS tab.

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Plots

The tf.summary.histogram output appears in RESULTS > PLOTS.

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Debug Samples

ClearML automatically tracks images and text output to TensorFlow. They appear in RESULTS > DEBUG SAMPLES.

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Hyperparameters

ClearML automatically logs TensorFlow Definitions. They appear in CONFIGURATIONS > HYPER PARAMETERS > TF_DEFINE.

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