You can choose how sampling from your dataset(s) occurs between epochs by specifying the
sampling_method when instantiating
StreamingDataset. Currently, this can take on one of two values:
'balanced': (default) Samples are chosen at random from dataset(s) during each epoch according to the proportions specified.
'fixed': The same samples from the dataset(s) are chosen during every epoch, still according to the proportions specified.