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Added pinv to tensorflow backend #917

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15 changes: 15 additions & 0 deletions tensornetwork/backends/tensorflow/tensorflow_backend.py
Original file line number Diff line number Diff line change
Expand Up @@ -430,3 +430,18 @@ def eps(self, dtype: Type[np.number]) -> float:
float: Machine epsilon.
"""
return tf.experimental.numpy.finfo(dtype).eps

def pinv(self, tensor: Tensor, rcond: float = 1E-15, hermitian: bool = False) -> Tensor:
"""
Compute the (Moore-Penrose) pseudo-inverse of a tensor.
Returns the pseudo-inverse of tensor.

Args:
tensor: A tensor.
rcond: Cutoff for small singular values.
hermitian(optional): If True, matrix provided is assumed to be Hermitian (symmetric if real-valued). Defaults to False.

Returns:
tensor: The pseudo inverse of tensor.
"""
return np.linalg.pinv(tensor)