rescale.py 1.3 KB

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  1. # LICENSE HEADER MANAGED BY add-license-header
  2. #
  3. # Copyright 2018 Kornia Team
  4. #
  5. # Licensed under the Apache License, Version 2.0 (the "License");
  6. # you may not use this file except in compliance with the License.
  7. # You may obtain a copy of the License at
  8. #
  9. # http://www.apache.org/licenses/LICENSE-2.0
  10. #
  11. # Unless required by applicable law or agreed to in writing, software
  12. # distributed under the License is distributed on an "AS IS" BASIS,
  13. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  14. # See the License for the specific language governing permissions and
  15. # limitations under the License.
  16. #
  17. from typing import Union
  18. from kornia.core import ImageModule as Module
  19. from kornia.core import Tensor, tensor
  20. class Rescale(Module):
  21. r"""Initialize the Rescale operator.
  22. Args:
  23. factor: The scaling factor. Could be a float or a 0-d tensor.
  24. """
  25. def __init__(self, factor: Union[float, Tensor]) -> None:
  26. super().__init__()
  27. if isinstance(factor, float):
  28. self.factor = tensor(factor)
  29. else:
  30. if not isinstance(factor, Tensor) or factor.ndim != 0:
  31. raise TypeError(f"Expected factor to be a float or a 0-d tensor, got {factor}.")
  32. self.factor = factor
  33. def forward(self, input: Tensor) -> Tensor:
  34. return input * self.factor