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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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