TensorBoard Toy

The tensorboard_toy.py example demonstrates ClearML automatic logging of TensorBoard scalars, histograms, images, and text, as well as all other console output and TensorFlow Definitions. It 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 RESULTS > SCALARS, along with the resource utilization plots, which are titled :monitor: machine.

image

Plots

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

image

Debug samples

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

image

Hyperparameters

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

image