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squeeze_grad.py 1.4 kB

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  1. # Copyright 2019 Huawei Technologies Co., Ltd
  2. #
  3. # Licensed under the Apache License, Version 2.0 (the "License");
  4. # you may not use this file except in compliance with the License.
  5. # You may obtain a copy of the License at
  6. #
  7. # http://www.apache.org/licenses/LICENSE-2.0
  8. #
  9. # Unless required by applicable law or agreed to in writing, software
  10. # distributed under the License is distributed on an "AS IS" BASIS,
  11. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  12. # See the License for the specific language governing permissions and
  13. # limitations under the License.
  14. """squeeze grad"""
  15. import _akg.topi as topi
  16. def SqueezeGrad(y_grad, x_shape, axis=None):
  17. """
  18. Computes gradients for squeeze op.
  19. Args:
  20. y_grad (tvm.tensor.Tensor): the gradient needed to be propagation.
  21. x_shape (Union[list, tuple]): output Tensor shape.
  22. axis (Union[list, tuple, int, None], optional): eliminated axis by squeeze.
  23. Returns:
  24. tvm.tensor.Tensor: output gradient.
  25. """
  26. return topi.reshape(y_grad, x_shape)
  27. def gpu_schedule_SqueezeGrad(outs):
  28. """
  29. gpu schedule SqueezeGrad.
  30. Args:
  31. outs (tvm.tensor.Tensor): outputs of compute.
  32. Returns:
  33. sch (schedule.Schedule): The created schedule.
  34. """
  35. from .default_schedule import default_schedule
  36. return default_schedule(outs)