code: def autoencoder_basic_discrete():
    
    hparams = autoencoder_autoregressive()
    hparams.num_hidden_layers = 5
    hparams.hidden_size = 64
    hparams.bottleneck_bits = 1024
    hparams.bottleneck_noise = 0.1
    hparams.add_hparam("discretize_warmup_steps", 16000)
    return hparams
docs: Basic autoencoder model.