tf.sparse.to_dense

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Converts a SparseTensor into a dense tensor.

View aliases

Main aliases

`tf.sparse_tensor_to_dense`

Compat aliases for migration

See Migration guide for more details.

tf.compat.v1.sparse.to_dense, tf.compat.v1.sparse_tensor_to_dense, `tf.compat.v2.sparse.to_dense`

tf.sparse.to_dense(
    sp_input, default_value=None, validate_indices=True, name=None
)

This op is a convenience wrapper around sparse_to_dense for SparseTensors.

For example, if sp_input has shape [3, 5] and non-empty string values:

[0, 1]: a
[0, 3]: b
[2, 0]: c

and default_value is x, then the output will be a dense [3, 5] string tensor with values:

[[x a x b x]
 [x x x x x]
 [c x x x x]]

Indices must be without repeats. This is only tested if validate_indices is True.

Args
sp_input	The input SparseTensor.
default_value	Scalar value to set for indices not specified in sp_input. Defaults to zero.
validate_indices	A boolean value. If True, indices are checked to make sure they are sorted in lexicographic order and that there are no repeats.
name	A name prefix for the returned tensors (optional).

Returns
A dense tensor with shape sp_input.dense_shape and values specified by the non-empty values in sp_input. Indices not in sp_input are assigned default_value.

Raises
TypeError	If sp_input is not a SparseTensor.