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:
When the script runs, it creates an experiment named
tensorboard toy example, which is associated with 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.
tf.summary.histogram output appears in RESULTS > PLOTS.
ClearML automatically tracks images and text output to TensorFlow. They appear in RESULTS > DEBUG SAMPLES.
ClearML automatically logs TensorFlow Definitions. They appear in CONFIGURATIONS > HYPER PARAMETERS > TF_DEFINE.