set random seed

Set the global username override value.

Set the value of a given variable based on the given NumPy array. Note: This method is very inefficient -- prefer to use tflib.set_vars() when

Construct a TensorFlow op that updates the variables of this network to be slightly closer to those of the given network.

Construct summary ops to include histograms of all trainable parameters in TensorBoard.

Convert a Tensorflow shape to a list of ints. Retained for backwards compatibility -- use TensorShape.as_list() in new code.

Tell whether a stopping condition has been triggered one way or another.

Create a run dir, gather files related to the run, copy files to the run dir, and launch the run in appropriate place.

Calculate the product of the tuple elements.

r"""Upsample a batch of 2D images with the given filter. Accepts a batch of 2D images of the shape `[N, C, H, W]` or `[N, H, W, C]` and upsam

r"""Fused `upsample_2d()` followed by `tf.nn.conv2d()`. Padding is performed only once at the beginning, not between the operations. The fuse