Output Documentation

DANNCE training and predictions produces several different output files, which are explained in more detail here.

com-train. Produces outputs in the com_train_dir indicated in your io.yaml file (Default: ./COM/train_results.

• logs (directory). Directory of tensorboard log files. To visualize your loss curves, launch tensorboard --logdir=./logs/ from the terminal when inside ./COM/train_results.
• fullmodel_weights (directory). Directory containing a full model file at the end of training (i.e. architecture + weights + optimizer state).
• copy_params.mat. File containing the values of all configuration parameters.
• training.csv. File containing the loss and metric values for each epoch.
• train_samples.pickle. File containing references to the training samples used.
• val_samples.pickle. File containing references to the validation samples used. If this file is referenced in the load_valid argument in a subsequent training session, com-train will use these validation samples for validation. Alternatively, the data_split_seed can be specified as a configuration option to ensure validation reproducibility.
• weights.{epoch}-{loss}.hdf5. Network weights for the indicated epochs.