from typing import Collection from torch import Tensor from torchmetrics.functional.detection.panoptic_qualities import modified_panoptic_quality, panoptic_quality from torchmetrics.utilities.prints import _deprecated_root_import_func def _modified_panoptic_quality( preds: Tensor, target: Tensor, things: Collection[int], stuffs: Collection[int], allow_unknown_preds_category: bool = False, ) -> Tensor: """Wrapper for deprecated import. >>> from torch import tensor >>> preds = tensor([[[0, 0], [0, 1], [6, 0], [7, 0], [0, 2], [1, 0]]]) >>> target = tensor([[[0, 1], [0, 0], [6, 0], [7, 0], [6, 0], [255, 0]]]) >>> _modified_panoptic_quality(preds, target, things = {0, 1}, stuffs = {6, 7}) tensor(0.7667, dtype=torch.float64) """ _deprecated_root_import_func("modified_panoptic_quality", "detection") return modified_panoptic_quality( preds=preds, target=target, things=things, stuffs=stuffs, allow_unknown_preds_category=allow_unknown_preds_category, ) def _panoptic_quality( preds: Tensor, target: Tensor, things: Collection[int], stuffs: Collection[int], allow_unknown_preds_category: bool = False, ) -> Tensor: """Wrapper for deprecated import. >>> from torch import tensor >>> preds = tensor([[[[6, 0], [0, 0], [6, 0], [6, 0]], ... [[0, 0], [0, 0], [6, 0], [0, 1]], ... [[0, 0], [0, 0], [6, 0], [0, 1]], ... [[0, 0], [7, 0], [6, 0], [1, 0]], ... [[0, 0], [7, 0], [7, 0], [7, 0]]]]) >>> target = tensor([[[[6, 0], [0, 1], [6, 0], [0, 1]], ... [[0, 1], [0, 1], [6, 0], [0, 1]], ... [[0, 1], [0, 1], [6, 0], [1, 0]], ... [[0, 1], [7, 0], [1, 0], [1, 0]], ... [[0, 1], [7, 0], [7, 0], [7, 0]]]]) >>> _panoptic_quality(preds, target, things = {0, 1}, stuffs = {6, 7}) tensor(0.5463, dtype=torch.float64) """ _deprecated_root_import_func("panoptic_quality", "detection") return panoptic_quality( preds=preds, target=target, things=things, stuffs=stuffs, allow_unknown_preds_category=allow_unknown_preds_category, )