[docs]defpredict(toml_path):"""make predictions on dataset with trained model specified in config.toml file. Function called by command-line interface. Parameters ---------- toml_path : str, Path path to a configuration file in TOML format. """toml_path=Path(toml_path)cfg=config.Config.from_toml_path(toml_path)ifcfg.predictisNone:raiseValueError(f"predict called with a config.toml file that does not have a PREDICT section: {toml_path}")# ---- set up logging ----------------------------------------------------------------------------------------------config_logging_for_cli(log_dst=cfg.predict.output_dir,log_stem="predict",level="INFO",force=True,)log_version(logger)logger.info("Logging results to {}".format(cfg.predict.output_dir))ifcfg.predict.dataset.pathisNone:raiseValueError("No value is specified for 'dataset_path' in this .toml config file."f"To generate a .csv file that represents the dataset, "f"please run the following command:\n'vak prep {toml_path}'")predict_module.predict(model_config=cfg.predict.model.asdict(),dataset_config=cfg.predict.dataset.asdict(),trainer_config=cfg.predict.trainer.asdict(),checkpoint_path=cfg.predict.checkpoint_path,labelmap_path=cfg.predict.labelmap_path,num_workers=cfg.predict.num_workers,timebins_key=cfg.prep.spect_params.timebins_keyifcfg.prepelsecommon.constants.TIMEBINS_KEY,frames_standardizer_path=cfg.predict.frames_standardizer_path,annot_csv_filename=cfg.predict.annot_csv_filename,output_dir=cfg.predict.output_dir,min_segment_dur=cfg.predict.min_segment_dur,majority_vote=cfg.predict.majority_vote,save_net_outputs=cfg.predict.save_net_outputs,)