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  1. #!/usr/bin/env python3
  2. # coding: utf-8
  3. # Copyright 2019 Huawei Technologies Co., Ltd
  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. """operator dsl function: sub"""
  17. import akg.topi
  18. import akg.tvm
  19. from akg.utils import validation_check as vc_util
  20. @vc_util.check_input_type(akg.tvm.tensor.Tensor, akg.tvm.tensor.Tensor)
  21. def sub(data1, data2):
  22. """
  23. Computes data1 - data2 elementwise, broadcast is supported.
  24. Args:
  25. data1 (tvm.tensor.Tensor): Tensor of type float16, float32, int32.
  26. data2 (tvm.tensor.Tensor): Tensor of same type as data1, if shape(data2) != shape(data1), broadcast will happen.
  27. Returns:
  28. tvm.tensor.Tensor, subtracted result, with same type as input tensors and broadcasted shape of data1 and data2.
  29. """
  30. vc_util.ops_dtype_check([data1.dtype, data2.dtype],
  31. [vc_util.DtypeForDavinci.ALL_FLOAT, vc_util.DtypeForDavinci.INT32])
  32. vc_util.elemwise_dtype_check(data1.dtype, data2.dtype)
  33. vc_util.check_shape(data1.shape)
  34. vc_util.check_shape(data2.shape)
  35. vc_util.auto_broadcast_check(data1.shape, data2.shape)
  36. res = akg.topi.subtract(data1, data2)
  37. return res