Instructions to use NeuroTechX/zuna with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use NeuroTechX/zuna with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("feature-extraction", model="NeuroTechX/zuna", trust_remote_code=True)# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("NeuroTechX/zuna", trust_remote_code=True, dtype="auto") - Notebooks
- Google Colab
- Kaggle
| { | |
| "adaptive_loss_weighting": true, | |
| "architectures": [ | |
| "ZunaModel" | |
| ], | |
| "bottleneck_type": "mmd", | |
| "codebook_size": 1024, | |
| "compression_free_conv_stem": false, | |
| "decoder_encoder_dropout": 0.1, | |
| "decoder_repa_index": { | |
| "__float__": "Infinity" | |
| }, | |
| "decoder_timestep_dropout": 0.1, | |
| "dim": 1024, | |
| "distill_output_dim": 0, | |
| "dont_noise_chan_xyz": false, | |
| "dropout_type": "zeros", | |
| "dtype": "float32", | |
| "encoder_hidden_dim": null, | |
| "encoder_input_dim": 32, | |
| "encoder_latent_downsample_factor": 1, | |
| "encoder_output_dim": 32, | |
| "encoder_repa_index": { | |
| "__float__": "Infinity" | |
| }, | |
| "encoder_sliding_window": 65536, | |
| "ffn_dim_multiplier": null, | |
| "head_dim": 64, | |
| "huber_c": null, | |
| "init_base_std": 0.02, | |
| "init_std_factor": "disabled", | |
| "input_dim": 32, | |
| "learnable_bias": false, | |
| "levels": [], | |
| "max_seqlen": 50, | |
| "model_type": "zuna", | |
| "multiple_of": 256, | |
| "n_heads": 8, | |
| "n_kv_heads": null, | |
| "n_layers": 16, | |
| "norm_eps": 1e-05, | |
| "num_fine_time_pts": 32, | |
| "repa_dim": 1024, | |
| "repa_loss_fn": "cosine", | |
| "rope_dim": 4, | |
| "rope_theta": 10000.0, | |
| "seed": 42, | |
| "seqlen_t": false, | |
| "sliding_window": 65536, | |
| "stft_global_sigma": 0.1, | |
| "t_dim": 64, | |
| "tok_idx_type": "{x,y,z,tc}", | |
| "transformers_version": "5.2.0", | |
| "weight_tying": false, | |
| "xattn_sliding_window": 65536, | |
| "auto_map": { | |
| "AutoModel": "modeling_zuna.ZunaModel", | |
| "AutoConfig": "configuration_zuna.ZunaConfig" | |
| } | |
| } |