Output Results (STL)

This page summarizes the output results of single-task learning experiment and evaluation pipelines. Their existence, file or folder names, and formats can be customized.

The following output results are produced after running single-task learning experiment or single-task learning evaluation.

Folder or File	Description	Customization
<output_dir>/	Contains all output results	<output_dir>: Field output_dir in the index config
<acc_save_dir>/	Contains all data and figures of test accuracy metrics	To include or exclude these outputs, enable or disable STLAccuracy metric callback (see Configure Metrics) <acc_save_dir>: Field save_dir in STLAccuracy. It is recommended to be set as ${output_dir}/results/ to make sure outputs are under <output_dir>/
<acc_save_dir>/acc.csv	The original data of test accuracy metrics, stored as CSV format	acc.csv: Field test_acc_csv_name in STLAccuracy. Default is acc.csv
<loss_cls_save_dir>/	Contains all data and figures of test classification loss metrics	To include or exclude these outputs, enable or disable STLLoss metric callback (see Configure Metrics) <loss_cls_save_dir>: Field save_dir in STLLoss. It is recommended to be set as ${output_dir}/results/ to make sure outputs are under <output_dir>/
<loss_cls_save_dir>/loss_cls.csv	The original data of test classification loss metrics, stored as CSV format	loss_cls.csv: Field test_loss_cls_csv_name in STLLoss. Default is loss_cls.csv
<output_dir>/lightning_logs/csv/	Training and validation metrics logged to Lightning CSV logger in real time. Please refer to my article about CL metrics to learn about training and validation metrics in continual learning	To include or exclude these outputs, enable or disable Lightning CSV logger (see Configure Lightning Loggers)
<output_dir>/lightning_logs/tensorboard	Output files for Lightning TensorBoard logger	To include or exclude these outputs, enable or disable Lightning TensorBoard logger (see Configure Lightning Loggers)
<output_dir>/lightning_logs/wandb	Output files for Lightning Weights & Biases logger	To include or exclude these outputs, enable or disable Lightning Weights & Biases logger (see Configure Lightning Loggers)
<samples_save_dir>/	Contains input samples of first batch	To include or exclude these outputs, enable or disable SaveFirstBatchImages callback (see Configure Callbacks) <samples_save_dir>: Field save_dir in SaveFirstBatchImages. It is recommended to be set as ${output_dir}/samples/ to make sure outputs are under <output_dir>/
<saved_models_dir>/	Contains saved model	To include or exclude these outputs, enable or disable SaveModels (see Configure Callbacks) <saved_models_dir>: Field save_dir in SaveModels. It is recommended to be set as ${output_dir}/saved_model/ to make sure outputs are under <output_dir>/
<profile_dir>/	Contains profiling results	To include or exclude these outputs, enable or disable profiler in Trainer (see Configure Trainer(s))
config_tree.log	Full copy of the experiment config in tree format	To include or exclude this output, set save as true or false in config tree config (see Other Configs) config_tree.log: Field save_path in config tree config. It is recommended to be set as ${output_dir}/ to make sure outputs are under <output_dir>/
console.log	Full logs of the console log in text format	To include or exclude this output, include or exclude the config field below in Hydra config (see Other Configs) console.log: the filename config in the Hydra config. It is recommended to be set as ${hydra.runtime.output_dir}/ to make sure outputs are under <output_dir>/ job_logging: handlers: file: filename: ${hydra.runtime.output_dir}/console.log