tf.contrib.gan.CycleGANModel

Class CycleGANModel

Defined in tensorflow/contrib/gan/python/namedtuples.py.

An CycleGANModel contains all the pieces needed for CycleGAN training.

The model model_x2y generator F maps data set X to Y, while the model model_y2x generator G maps data set Y to X.

See https://arxiv.org/abs/1703.10593 for more details.

Args:

• model_x2y: A GANModel namedtuple whose generator maps data set X to Y.
• model_y2x: A GANModel namedtuple whose generator maps data set Y to X.
• reconstructed_x: A Tensor of reconstructed data X which is G(F(X)).
• reconstructed_y: A Tensor of reconstructed data Y which is F(G(Y)).

Properties

model_x2y

Alias for field number 0

model_y2x

Alias for field number 1

reconstructed_x

Alias for field number 2

reconstructed_y

Alias for field number 3

Methods

__new__

__new__(
    _cls,
    model_x2y,
    model_y2x,
    reconstructed_x,
    reconstructed_y
)

Create new instance of CycleGANModel(model_x2y, model_y2x, reconstructed_x, reconstructed_y)