tumourkit.eval_pipe

Pipeline for evaluation of models.

Copyright (C) 2023 Jose Pérez Cano

This program is free software: you can redistribute it and/or modify it under the terms of the GNU Affero General Public License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version.

This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU Affero General Public License for more details.

You should have received a copy of the GNU Affero General Public License along with this program. If not, see <https://www.gnu.org/licenses/>.

Contact information: joseperez2000@hotmail.es

Functions

compute_ece

Computes Expected Calibration Error (ECE) and other metrics for the given split.

main

run_evaluation

Runs the evaluation of Hovernet output for different splits.

run_preprocessing

Runs the preprocessing steps to convert the gson format to other formats.