ยป Keras API reference / Layers API / Reshaping layers / Flatten layer

Flatten layer

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Flatten class

tf.keras.layers.Flatten(data_format=None, **kwargs)

Flattens the input. Does not affect the batch size.

Note: If inputs are shaped (batch,) without a feature axis, then flattening adds an extra channel dimension and output shape is (batch, 1).

Arguments

  • data_format: A string, one of channels_last (default) or channels_first. The ordering of the dimensions in the inputs. channels_last corresponds to inputs with shape (batch, ..., channels) while channels_first corresponds to inputs with shape (batch, channels, ...). It defaults to the image_data_format value found in your Keras config file at ~/.keras/keras.json. If you never set it, then it will be "channels_last".

Example

>>> model = tf.keras.Sequential()
>>> model.add(tf.keras.layers.Conv2D(64, 3, 3, input_shape=(3, 32, 32)))
>>> model.output_shape
(None, 1, 10, 64)

>>> model.add(Flatten())
>>> model.output_shape
(None, 640)
Flatten layer
Flatten class