Tensorflow: What is the difference b.t. tf.layers.dense and tf.layers.Dense

Created on 3 Sep 2018  ·  1Comment  ·  Source: tensorflow/tensorflow

Hey guys,

Just as the title. I tried to search the Stack Overflow but I can't figure it out. I mean, how to choose the layer b.t. dense and Dense when I construct a neural network?

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Most helpful comment

https://github.com/tensorflow/tensorflow/blob/9fa3d27c4bdd534eaff88ea2c4a7119e3174dbbf/tensorflow/python/layers/core.py#L32-L33

tf.layers.Dense returns an instance of class Dense.

https://github.com/tensorflow/tensorflow/blob/9fa3d27c4bdd534eaff88ea2c4a7119e3174dbbf/tensorflow/python/layers/core.py#L116-L117
https://github.com/tensorflow/tensorflow/blob/9fa3d27c4bdd534eaff88ea2c4a7119e3174dbbf/tensorflow/python/layers/core.py#L174-L188

tf.layers.dense first creates an instance of tf.layers.Dense, then calls return layer.apply(inputs), which returns a tensor.


The same goes for:

  • tf.layers.Dropout and tf.layers.dropout
  • tf.layers.Flatten and tf.layers.flatten
  • tf.layers.AveragePooling1D and tf.layers.average_pooling1d
  • and many more ... (refer to the code)

>All comments

https://github.com/tensorflow/tensorflow/blob/9fa3d27c4bdd534eaff88ea2c4a7119e3174dbbf/tensorflow/python/layers/core.py#L32-L33

tf.layers.Dense returns an instance of class Dense.

https://github.com/tensorflow/tensorflow/blob/9fa3d27c4bdd534eaff88ea2c4a7119e3174dbbf/tensorflow/python/layers/core.py#L116-L117
https://github.com/tensorflow/tensorflow/blob/9fa3d27c4bdd534eaff88ea2c4a7119e3174dbbf/tensorflow/python/layers/core.py#L174-L188

tf.layers.dense first creates an instance of tf.layers.Dense, then calls return layer.apply(inputs), which returns a tensor.


The same goes for:

  • tf.layers.Dropout and tf.layers.dropout
  • tf.layers.Flatten and tf.layers.flatten
  • tf.layers.AveragePooling1D and tf.layers.average_pooling1d
  • and many more ... (refer to the code)
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