| { |
| "transformer": { |
| "_class_name": "AVTransformer3DModel", |
| "activation_fn": "gelu-approximate", |
| "attention_bias": true, |
| "attention_head_dim": 128, |
| "attention_type": "default", |
| "caption_channels": 3840, |
| "cross_attention_dim": 4096, |
| "double_self_attention": false, |
| "dropout": 0.0, |
| "in_channels": 128, |
| "norm_elementwise_affine": false, |
| "norm_eps": 1e-06, |
| "norm_num_groups": 32, |
| "num_attention_heads": 32, |
| "num_embeds_ada_norm": 1000, |
| "num_layers": 48, |
| "num_vector_embeds": null, |
| "only_cross_attention": false, |
| "cross_attention_norm": true, |
| "out_channels": 128, |
| "upcast_attention": false, |
| "use_linear_projection": false, |
| "qk_norm": "rms_norm", |
| "standardization_norm": "rms_norm", |
| "positional_embedding_type": "rope", |
| "positional_embedding_theta": 10000.0, |
| "positional_embedding_max_pos": [ |
| 20, |
| 2048, |
| 2048 |
| ], |
| "timestep_scale_multiplier": 1000, |
| "av_ca_timestep_scale_multiplier": 1000.0, |
| "causal_temporal_positioning": true, |
| "audio_num_attention_heads": 32, |
| "audio_attention_head_dim": 64, |
| "use_audio_video_cross_attention": true, |
| "share_ff": false, |
| "audio_out_channels": 128, |
| "audio_cross_attention_dim": 2048, |
| "audio_positional_embedding_max_pos": [ |
| 20 |
| ], |
| "av_cross_ada_norm": true, |
| "use_embeddings_connector": true, |
| "connector_attention_head_dim": 128, |
| "connector_num_attention_heads": 32, |
| "connector_num_layers": 8, |
| "connector_positional_embedding_max_pos": [ |
| 4096 |
| ], |
| "connector_num_learnable_registers": 128, |
| "connector_norm_output": true, |
| "use_middle_indices_grid": true, |
| "apply_gated_attention": true, |
| "connector_apply_gated_attention": true, |
| "caption_projection_first_linear": false, |
| "caption_projection_second_linear": false, |
| "caption_proj_input_norm": false, |
| "connector_learnable_registers_std": 1, |
| "caption_proj_before_connector": true, |
| "audio_connector_attention_head_dim": 64, |
| "audio_connector_num_attention_heads": 32, |
| "cross_attention_adaln": true, |
| "text_encoder_norm_type": "per_token_rms", |
| "rope_type": "split", |
| "frequencies_precision": "float64" |
| }, |
| "vae": { |
| "_class_name": "CausalVideoAutoencoder", |
| "dims": 3, |
| "in_channels": 3, |
| "out_channels": 3, |
| "latent_channels": 128, |
| "encoder_blocks": [ |
| [ |
| "res_x", |
| { |
| "num_layers": 4 |
| } |
| ], |
| [ |
| "compress_space_res", |
| { |
| "multiplier": 2 |
| } |
| ], |
| [ |
| "res_x", |
| { |
| "num_layers": 6 |
| } |
| ], |
| [ |
| "compress_time_res", |
| { |
| "multiplier": 2 |
| } |
| ], |
| [ |
| "res_x", |
| { |
| "num_layers": 4 |
| } |
| ], |
| [ |
| "compress_all_res", |
| { |
| "multiplier": 2 |
| } |
| ], |
| [ |
| "res_x", |
| { |
| "num_layers": 2 |
| } |
| ], |
| [ |
| "compress_all_res", |
| { |
| "multiplier": 1 |
| } |
| ], |
| [ |
| "res_x", |
| { |
| "num_layers": 2 |
| } |
| ] |
| ], |
| "decoder_blocks": [ |
| [ |
| "res_x", |
| { |
| "num_layers": 4 |
| } |
| ], |
| [ |
| "compress_space", |
| { |
| "multiplier": 2 |
| } |
| ], |
| [ |
| "res_x", |
| { |
| "num_layers": 6 |
| } |
| ], |
| [ |
| "compress_time", |
| { |
| "multiplier": 2 |
| } |
| ], |
| [ |
| "res_x", |
| { |
| "num_layers": 4 |
| } |
| ], |
| [ |
| "compress_all", |
| { |
| "multiplier": 1 |
| } |
| ], |
| [ |
| "res_x", |
| { |
| "num_layers": 2 |
| } |
| ], |
| [ |
| "compress_all", |
| { |
| "multiplier": 2 |
| } |
| ], |
| [ |
| "res_x", |
| { |
| "num_layers": 2 |
| } |
| ] |
| ], |
| "scaling_factor": 1.0, |
| "norm_layer": "pixel_norm", |
| "patch_size": 4, |
| "latent_log_var": "uniform", |
| "use_quant_conv": false, |
| "causal_decoder": false, |
| "timestep_conditioning": false, |
| "normalize_latent_channels": false, |
| "encoder_base_channels": 128, |
| "decoder_base_channels": 128, |
| "spatial_padding_mode": "zeros" |
| }, |
| "scheduler": { |
| "_class_name": "RectifiedFlowScheduler", |
| "_diffusers_version": "0.25.1", |
| "num_train_timesteps": 1000, |
| "shifting": null, |
| "base_resolution": null, |
| "sampler": "LinearQuadratic" |
| }, |
| "audio_vae": { |
| "model": { |
| "params": { |
| "ddconfig": { |
| "double_z": true, |
| "mel_bins": 64, |
| "z_channels": 8, |
| "resolution": 256, |
| "downsample_time": false, |
| "in_channels": 2, |
| "out_ch": 2, |
| "ch": 128, |
| "ch_mult": [ |
| 1, |
| 2, |
| 4 |
| ], |
| "num_res_blocks": 2, |
| "attn_resolutions": [], |
| "dropout": 0.0, |
| "mid_block_add_attention": false, |
| "norm_type": "pixel", |
| "causality_axis": "height" |
| }, |
| "sampling_rate": 16000 |
| } |
| }, |
| "preprocessing": { |
| "audio": { |
| "sampling_rate": 16000, |
| "max_wav_value": 32768.0, |
| "duration": 5.12, |
| "stereo": true, |
| "causal_padding": 3 |
| }, |
| "stft": { |
| "filter_length": 1024, |
| "hop_length": 160, |
| "win_length": 1024, |
| "causal": true |
| }, |
| "mel": { |
| "n_mel_channels": 64, |
| "mel_fmin": 0, |
| "mel_fmax": 8000 |
| } |
| } |
| }, |
| "vocoder": { |
| "vocoder": { |
| "upsample_initial_channel": 1536, |
| "resblock": "AMP1", |
| "upsample_rates": [ |
| 5, |
| 2, |
| 2, |
| 2, |
| 2, |
| 2 |
| ], |
| "resblock_kernel_sizes": [ |
| 3, |
| 7, |
| 11 |
| ], |
| "upsample_kernel_sizes": [ |
| 11, |
| 4, |
| 4, |
| 4, |
| 4, |
| 4 |
| ], |
| "resblock_dilation_sizes": [ |
| [ |
| 1, |
| 3, |
| 5 |
| ], |
| [ |
| 1, |
| 3, |
| 5 |
| ], |
| [ |
| 1, |
| 3, |
| 5 |
| ] |
| ], |
| "stereo": true, |
| "use_tanh_at_final": false, |
| "activation": "snakebeta", |
| "use_bias_at_final": false |
| }, |
| "bwe": { |
| "upsample_initial_channel": 512, |
| "resblock": "AMP1", |
| "upsample_rates": [ |
| 6, |
| 5, |
| 2, |
| 2, |
| 2 |
| ], |
| "resblock_kernel_sizes": [ |
| 3, |
| 7, |
| 11 |
| ], |
| "upsample_kernel_sizes": [ |
| 12, |
| 11, |
| 4, |
| 4, |
| 4 |
| ], |
| "resblock_dilation_sizes": [ |
| [ |
| 1, |
| 3, |
| 5 |
| ], |
| [ |
| 1, |
| 3, |
| 5 |
| ], |
| [ |
| 1, |
| 3, |
| 5 |
| ] |
| ], |
| "stereo": true, |
| "use_tanh_at_final": false, |
| "activation": "snakebeta", |
| "use_bias_at_final": false, |
| "apply_final_activation": false, |
| "input_sampling_rate": 16000, |
| "output_sampling_rate": 48000, |
| "hop_length": 80, |
| "n_fft": 512, |
| "win_size": 512, |
| "num_mels": 64 |
| } |
| } |
| } |