lightning/pytorch_lightning/metrics/functional/ssim.py

37 lines
1.2 KiB
Python

# Copyright The PyTorch Lightning team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
from typing import Optional, Sequence
import torch
from torchmetrics.functional import ssim as _ssim
from pytorch_lightning.metrics.utils import deprecated_metrics
@deprecated_metrics(target=_ssim)
def ssim(
preds: torch.Tensor,
target: torch.Tensor,
kernel_size: Sequence[int] = (11, 11),
sigma: Sequence[float] = (1.5, 1.5),
reduction: str = "elementwise_mean",
data_range: Optional[float] = None,
k1: float = 0.01,
k2: float = 0.03,
) -> torch.Tensor:
"""
.. deprecated::
Use :func:`torchmetrics.functional.ssim`. Will be removed in v1.5.0.
"""