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.

When the script runs, it creates a task named tensorboard toy example in the examples project.

Scalars

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

Plots

The tf.summary.histogram output appears in PLOTS.

Debug Samples

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

Hyperparameters

ClearML automatically logs TensorFlow Definitions. They appear in CONFIGURATION > HYPERPARAMETERS > TF_DEFINE.