TensorBoard is a visualization tool from the TensorFlow team. It’s a web based application that lets you view TensorFlow event logs, which contain a variety of useful information associated with a run:
- Metrics (scalars)
- Images, audio, and text generated during training
- Model graph
- Model statistics
For more information, see TensorBoard: Visualizing Learning.
TensorBoard and Guild
Guild integrates TensorBoard to make it easy to visualize TensorFlow event logs. To visualize events for a set of runs, you can launch TensorBoard by running:
You can also filter runs using Guild’s run filtering options. For
example, to view only runs for the
train operation in TensorBoard,
guild tensorboard --operation train
For more information, see tensorboard.
TensorBoard is also integrated with Guild View. You can launch TensorBoard from Guild View by clicking which is located in the upper left of the screen.
When you run TensorBoard from Guild, by either the
command or from Guild View, the list of runs is automatically
synchronized with the current run view.