{ "_class_name": "LTX2VideoTransformer3DModel", "_diffusers_version": "0.36.0", "_name_or_path": "F:/test/ComfyUI/models/diffusers/ltx-2-19b-dev", "activation_fn": "gelu-approximate", "attention_bias": true, "attention_head_dim": 128, "attention_out_bias": true, "audio_attention_head_dim": 64, "audio_cross_attention_dim": 2048, "audio_hop_length": 160, "audio_in_channels": 128, "audio_num_attention_heads": 32, "audio_out_channels": 128, "audio_patch_size": 1, "audio_patch_size_t": 1, "audio_pos_embed_max_pos": 20, "audio_sampling_rate": 16000, "audio_scale_factor": 4, "base_height": 2048, "base_width": 2048, "caption_channels": 3840, "causal_offset": 1, "cross_attention_dim": 4096, "cross_attn_timestep_scale_multiplier": 1000, "in_channels": 128, "norm_elementwise_affine": false, "norm_eps": 1e-06, "num_attention_heads": 32, "num_layers": 48, "out_channels": 128, "patch_size": 1, "patch_size_t": 1, "pos_embed_max_pos": 20, "qk_norm": "rms_norm_across_heads", "quantization_config": { "_load_in_4bit": true, "_load_in_8bit": false, "bnb_4bit_compute_dtype": "float32", "bnb_4bit_quant_storage": "uint8", "bnb_4bit_quant_type": "nf4", "bnb_4bit_use_double_quant": false, "llm_int8_enable_fp32_cpu_offload": false, "llm_int8_has_fp16_weight": false, "llm_int8_skip_modules": null, "llm_int8_threshold": 6.0, "load_in_4bit": true, "load_in_8bit": false, "quant_method": "bitsandbytes" }, "rope_double_precision": true, "rope_theta": 10000.0, "rope_type": "split", "timestep_scale_multiplier": 1000, "vae_scale_factors": [ 8, 32, 32 ] }