Output Results (CUL)

This is a summary of what is included in the output results. Their existence, file or folder names, format of the output results can be customized.

Output Results of CUL Main

The following output results are produced after running clarena train culmain (with evaluation) or clarena eval culmain.

It is exact the same as the output results of CL Main experiment. Please refer to Output Results (CL) section. Please note that the difference is that some tasks are requested to be unlearned during the process.

Output Results of CUL Full Metrics Calculation

Full metric calculation results are produced only after clarena run cul or the separate clarena eval cl. Beyond the CL Main results, additional results include:

Folder or File	Description	Customization
<output_dir>/clrefretrain/	Contains all output results of the reference retraining learning experiment.	Cannot be customized
<output_dir>/clreforiginal/	Contains all output results of the reference original learning experiment.	Cannot be customized
<dd_save_dir>/	Contains all data and figures of DD metrics.	<dd_save_dir>: Field dd_save_dir in continual learning full metrics calculation experiment config. It is recommended to be set as ${output_dir}/xxx/ to make sure outputs are under <output_dir>/
<dd_save_dir>/dd.csv	The original data of DD metrics, stored as CSV format.	dd.csv: Field dd_csv_name in continual learning full metrics calculation experiment config. Default is dd.csv. If this is run under clarena run cul, it cannot be customized.
<dd_save_dir>/dd_plot.png	A plot of DD.	dd_plot.png: Field dd_plot_name in continual learning full metrics calculation experiment config. To exclude this output, set this field to null or remove this field. If this is run under clarena run cul, it cannot be customized.
<ad_save_dir>/	Contains all data and figures of AD metrics.	<ad_save_dir>: Field ad_save_dir in continual learning full metrics calculation experiment config. It is recommended to be set as ${output_dir}/xxx/ to make sure outputs are under <output_dir>/
<ad_save_dir>/dd.csv	The original data of AD metrics, stored as CSV format.	ad.csv: Field ad_csv_name in continual learning full metrics calculation experiment config. Default is ad.csv. If this is run under clarena run cul, it cannot be customized.
<ad_save_dir>/ad_plot.png	A plot of AD.	ad_plot.png: Field ad_plot_name in continual learning full metrics calculation experiment config. To exclude this output, set this field to null or remove this field. If this is run under clarena run cul, it cannot be customized.