"""Segmentation related io (file cannot be named as io). https://stackoverflow.com/questions/26569828/pycharm-py-initialize-cant-initialize-sys-standard-streams """ from __future__ import annotations from pathlib import Path import numpy as np from imgx.task.segmentation.save import save_segmentation_prediction def save_diffusion_segmentation_prediction( label_pred: np.ndarray, uids: list[str], out_dir: Path | None, tfds_dir: Path, reference_suffix: str = "mask_preprocessed", output_suffix: str = "mask_pred", ) -> None: """Save segmentation predictions. Args: label_pred: (num_samples, ..., num_timesteps), the values are integers. uids: (num_samples,). out_dir: output directory. tfds_dir: directory saving preprocessed images and labels. reference_suffix: suffix of reference image. output_suffix: suffix of output image. """ if out_dir is None: return num_timesteps = label_pred.shape[-1] for i in range(num_timesteps): save_segmentation_prediction( label_pred=label_pred[..., i], uids=uids, out_dir=out_dir / f"step_{i}", tfds_dir=tfds_dir, reference_suffix=reference_suffix, output_suffix=output_suffix, )