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tf.keras.backend.batch_flatten

TensorFlow 1 version View source on GitHub

Turn a nD tensor into a 2D tensor with same 0th dimension.

Aliases:

tf.keras.backend.batch_flatten(x)

In other words, it flattens each data samples of a batch.

Arguments:

  • x: A tensor or variable.

Returns:

A tensor.

Examples:

Flattening a 3D tensor to 2D by collapsing the last dimension.

    >>> from tensorflow.keras import backend as K
    >>> x_batch = K.ones(shape=(2, 3, 4, 5))
    >>> x_batch_flatten = K.batch_flatten(x_batch)
    >>> K.int_shape(x_batch_flatten)
    (2, 60)