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tf.io.FixedLenFeature

Configuration for parsing a fixed-length input feature.

View aliases

Compat aliases for migration

See Migration guide for more details.

tf.compat.v1.FixedLenFeature, tf.compat.v1.io.FixedLenFeature

tf.io.FixedLenFeature(
    shape, dtype, default_value=None
)

Used in the notebooks

Used in the guide Used in the tutorials
  • tf.data: Build TensorFlow input pipelines
  • TFRecord and tf.train.Example
  • Recommending movies: retrieval using a sequential model
  • Graph regularization for document classification using natural graphs
  • Passage Ranking using TFR-BERT

To treat sparse input as dense, provide a default_value; otherwise, the parse functions will fail on any examples missing this feature.

Fields
shape Shape of input data.
dtype Data type of input.
default_value Value to be used if an example is missing this feature. It must be compatible with dtype and of the specified shape.
Attributes
shape A namedtuple alias for field number 0
dtype A namedtuple alias for field number 1
default_value A namedtuple alias for field number 2

© 2022 The TensorFlow Authors. All rights reserved.
Licensed under the Creative Commons Attribution License 4.0.
Code samples licensed under the Apache 2.0 License.
https://www.tensorflow.org/api_docs/python/tf/io/FixedLenFeature

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