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Showing content from https://docs.pytorch.org/docs/stable/generated/torch.Tensor.to_dense.html below:

torch.Tensor.to_dense — PyTorch 2.7 documentation

Tensor.to_dense(dtype=None, *, masked_grad=True) → Tensor¶

Creates a strided copy of self if self is not a strided tensor, otherwise returns self.

Keyword Arguments

• {dtype} –

• masked_grad (bool, optional) – If set to True (default) and self has a sparse layout then the backward of to_dense() returns grad.sparse_mask(self).

Example:

>>> s = torch.sparse_coo_tensor(
...        torch.tensor([[1, 1],
...                      [0, 2]]),
...        torch.tensor([9, 10]),
...        size=(3, 3))
>>> s.to_dense()
tensor([[ 0,  0,  0],
        [ 9,  0, 10],
        [ 0,  0,  0]])

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