code: def autoencoder_residual_text():
    
    hparams = autoencoder_residual()
    hparams.bottleneck_bits = 32
    hparams.batch_size = 1024
    hparams.hidden_size = 64
    hparams.max_hidden_size = 512
    hparams.bottleneck_noise = 0.0
    hparams.bottom = {
        "inputs": modalities.identity_bottom,
        "targets": modalities.identity_bottom,
    }
    hparams.top = {
        "targets": modalities.identity_top,
    }
    hparams.autoregressive_mode = "none"
    hparams.sample_width = 1
    return hparams
docs: Residual autoencoder model for text.