Inference

The imports are shared among all inference experiments:

import matplotlib
matplotlib.use("Agg")
import matplotlib.pylab as plt
import numpy as np
from utils import get_data, iterate_minibatches, load_model

In the following subsections, we are going to sample our generator in four different manners. We are going to leverage the validation set to collect text embeddings.

Sampling the generator

We randomly sample the generator to informally evaluate image quality with respect to the constraints described in the text. Inference is straightforward and is described in the following code block:

def infer(data_filepath='data/flowers.hdf5', z_dim=128, out_dir='gan',
          n_samples=5):
    # we...