{ "add_skip_keys": false, "dequantize_fp32": false, "dynamic_loss_threshold": null, "group_size": 0, "hadamard_group_size": 128, "is_integer": true, "is_training": false, "modules_dtype_dict": {}, "modules_quant_config": {}, "modules_to_not_convert": [ ".final_layer", "pos_embed", ".norm_out", ".y_embedder", ".context_embedder", ".condition_embedder", ".x_embedder", ".vid_out", ".emb_out", ".img_in", "patch_embed", ".time_embed", ".t_embedder", "multi_modal_projector", "patch_emb", "norm", ".img_out", "patch_embedding", "*.img_mod.*", "*.txt_mod.*", "lm_head", ".proj_out", ".vid_in", ".txt_in", "wte", "time_text_embed", ".txt_out", ".emb_in", "txt_norm.0.weight", "txt_norm.1.weight", "txt_norm.2.weight", "txt_norm.3.weight", "transformer_blocks.0.attn.norm_q.weight", "transformer_blocks.0.attn.norm_k.weight", "transformer_blocks.0.attn.norm_added_q.weight", "transformer_blocks.0.attn.norm_added_k.weight", "transformer_blocks.0.img_norm1.weight", "transformer_blocks.0.img_norm2.weight", "transformer_blocks.0.txt_norm1.weight", "transformer_blocks.0.txt_norm2.weight", "transformer_blocks.1.attn.norm_q.weight", "transformer_blocks.1.attn.norm_k.weight", "transformer_blocks.1.attn.norm_added_q.weight", "transformer_blocks.1.attn.norm_added_k.weight", "transformer_blocks.1.img_norm1.weight", "transformer_blocks.1.img_norm2.weight", "transformer_blocks.1.txt_norm1.weight", "transformer_blocks.1.txt_norm2.weight", "transformer_blocks.2.attn.norm_q.weight", "transformer_blocks.2.attn.norm_k.weight", "transformer_blocks.2.attn.norm_added_q.weight", "transformer_blocks.2.attn.norm_added_k.weight", "transformer_blocks.2.img_norm1.weight", "transformer_blocks.2.img_norm2.weight", "transformer_blocks.2.txt_norm1.weight", "transformer_blocks.2.txt_norm2.weight", "transformer_blocks.3.attn.norm_q.weight", "transformer_blocks.3.attn.norm_k.weight", "transformer_blocks.3.attn.norm_added_q.weight", "transformer_blocks.3.attn.norm_added_k.weight", "transformer_blocks.3.img_norm1.weight", "transformer_blocks.3.img_norm2.weight", "transformer_blocks.3.txt_norm1.weight", "transformer_blocks.3.txt_norm2.weight", "transformer_blocks.4.attn.norm_q.weight", "transformer_blocks.4.attn.norm_k.weight", "transformer_blocks.4.attn.norm_added_q.weight", "transformer_blocks.4.attn.norm_added_k.weight", "transformer_blocks.4.img_norm1.weight", "transformer_blocks.4.img_norm2.weight", "transformer_blocks.4.txt_norm1.weight", "transformer_blocks.4.txt_norm2.weight", "transformer_blocks.5.attn.norm_q.weight", "transformer_blocks.5.attn.norm_k.weight", "transformer_blocks.5.attn.norm_added_q.weight", "transformer_blocks.5.attn.norm_added_k.weight", "transformer_blocks.5.img_norm1.weight", "transformer_blocks.5.img_norm2.weight", "transformer_blocks.5.txt_norm1.weight", "transformer_blocks.5.txt_norm2.weight", "transformer_blocks.6.attn.norm_q.weight", "transformer_blocks.6.attn.norm_k.weight", "transformer_blocks.6.attn.norm_added_q.weight", "transformer_blocks.6.attn.norm_added_k.weight", "transformer_blocks.6.img_norm1.weight", "transformer_blocks.6.img_norm2.weight", "transformer_blocks.6.txt_norm1.weight", "transformer_blocks.6.txt_norm2.weight", "transformer_blocks.7.attn.norm_q.weight", "transformer_blocks.7.attn.norm_k.weight", "transformer_blocks.7.attn.norm_added_q.weight", "transformer_blocks.7.attn.norm_added_k.weight", "transformer_blocks.7.img_norm1.weight", "transformer_blocks.7.img_norm2.weight", "transformer_blocks.7.txt_norm1.weight", "transformer_blocks.7.txt_norm2.weight", "transformer_blocks.8.attn.norm_q.weight", "transformer_blocks.8.attn.norm_k.weight", "transformer_blocks.8.attn.norm_added_q.weight", "transformer_blocks.8.attn.norm_added_k.weight", "transformer_blocks.8.img_norm1.weight", "transformer_blocks.8.img_norm2.weight", "transformer_blocks.8.txt_norm1.weight", "transformer_blocks.8.txt_norm2.weight", "transformer_blocks.9.attn.norm_q.weight", "transformer_blocks.9.attn.norm_k.weight", "transformer_blocks.9.attn.norm_added_q.weight", "transformer_blocks.9.attn.norm_added_k.weight", "transformer_blocks.9.img_norm1.weight", "transformer_blocks.9.img_norm2.weight", "transformer_blocks.9.txt_norm1.weight", "transformer_blocks.9.txt_norm2.weight", "transformer_blocks.10.attn.norm_q.weight", "transformer_blocks.10.attn.norm_k.weight", "transformer_blocks.10.attn.norm_added_q.weight", "transformer_blocks.10.attn.norm_added_k.weight", "transformer_blocks.10.img_norm1.weight", "transformer_blocks.10.img_norm2.weight", "transformer_blocks.10.txt_norm1.weight", "transformer_blocks.10.txt_norm2.weight", "transformer_blocks.11.attn.norm_q.weight", "transformer_blocks.11.attn.norm_k.weight", "transformer_blocks.11.attn.norm_added_q.weight", "transformer_blocks.11.attn.norm_added_k.weight", "transformer_blocks.11.img_norm1.weight", "transformer_blocks.11.img_norm2.weight", "transformer_blocks.11.txt_norm1.weight", "transformer_blocks.11.txt_norm2.weight", "transformer_blocks.12.attn.norm_q.weight", "transformer_blocks.12.attn.norm_k.weight", "transformer_blocks.12.attn.norm_added_q.weight", "transformer_blocks.12.attn.norm_added_k.weight", "transformer_blocks.12.img_norm1.weight", "transformer_blocks.12.img_norm2.weight", "transformer_blocks.12.txt_norm1.weight", "transformer_blocks.12.txt_norm2.weight", "transformer_blocks.13.attn.norm_q.weight", "transformer_blocks.13.attn.norm_k.weight", "transformer_blocks.13.attn.norm_added_q.weight", "transformer_blocks.13.attn.norm_added_k.weight", "transformer_blocks.13.img_norm1.weight", "transformer_blocks.13.img_norm2.weight", "transformer_blocks.13.txt_norm1.weight", "transformer_blocks.13.txt_norm2.weight", "transformer_blocks.14.attn.norm_q.weight", "transformer_blocks.14.attn.norm_k.weight", "transformer_blocks.14.attn.norm_added_q.weight", "transformer_blocks.14.attn.norm_added_k.weight", "transformer_blocks.14.img_norm1.weight", "transformer_blocks.14.img_norm2.weight", "transformer_blocks.14.txt_norm1.weight", "transformer_blocks.14.txt_norm2.weight", "transformer_blocks.15.attn.norm_q.weight", "transformer_blocks.15.attn.norm_k.weight", "transformer_blocks.15.attn.norm_added_q.weight", "transformer_blocks.15.attn.norm_added_k.weight", "transformer_blocks.15.img_norm1.weight", "transformer_blocks.15.img_norm2.weight", "transformer_blocks.15.txt_norm1.weight", "transformer_blocks.15.txt_norm2.weight", "transformer_blocks.16.attn.norm_q.weight", "transformer_blocks.16.attn.norm_k.weight", "transformer_blocks.16.attn.norm_added_q.weight", "transformer_blocks.16.attn.norm_added_k.weight", "transformer_blocks.16.img_norm1.weight", "transformer_blocks.16.img_norm2.weight", "transformer_blocks.16.txt_norm1.weight", "transformer_blocks.16.txt_norm2.weight", "transformer_blocks.17.attn.norm_q.weight", "transformer_blocks.17.attn.norm_k.weight", "transformer_blocks.17.attn.norm_added_q.weight", "transformer_blocks.17.attn.norm_added_k.weight", "transformer_blocks.17.img_norm1.weight", "transformer_blocks.17.img_norm2.weight", "transformer_blocks.17.txt_norm1.weight", "transformer_blocks.17.txt_norm2.weight", "transformer_blocks.18.attn.norm_q.weight", "transformer_blocks.18.attn.norm_k.weight", "transformer_blocks.18.attn.norm_added_q.weight", "transformer_blocks.18.attn.norm_added_k.weight", "transformer_blocks.18.img_norm1.weight", "transformer_blocks.18.img_norm2.weight", "transformer_blocks.18.txt_norm1.weight", "transformer_blocks.18.txt_norm2.weight", "transformer_blocks.19.attn.norm_q.weight", "transformer_blocks.19.attn.norm_k.weight", "transformer_blocks.19.attn.norm_added_q.weight", "transformer_blocks.19.attn.norm_added_k.weight", "transformer_blocks.19.img_norm1.weight", "transformer_blocks.19.img_norm2.weight", "transformer_blocks.19.txt_norm1.weight", "transformer_blocks.19.txt_norm2.weight", "transformer_blocks.20.attn.norm_q.weight", "transformer_blocks.20.attn.norm_k.weight", "transformer_blocks.20.attn.norm_added_q.weight", "transformer_blocks.20.attn.norm_added_k.weight", "transformer_blocks.20.img_norm1.weight", "transformer_blocks.20.img_norm2.weight", "transformer_blocks.20.txt_norm1.weight", "transformer_blocks.20.txt_norm2.weight", "transformer_blocks.21.attn.norm_q.weight", "transformer_blocks.21.attn.norm_k.weight", "transformer_blocks.21.attn.norm_added_q.weight", "transformer_blocks.21.attn.norm_added_k.weight", "transformer_blocks.21.img_norm1.weight", "transformer_blocks.21.img_norm2.weight", "transformer_blocks.21.txt_norm1.weight", "transformer_blocks.21.txt_norm2.weight", "transformer_blocks.22.attn.norm_q.weight", "transformer_blocks.22.attn.norm_k.weight", "transformer_blocks.22.attn.norm_added_q.weight", "transformer_blocks.22.attn.norm_added_k.weight", "transformer_blocks.22.img_norm1.weight", "transformer_blocks.22.img_norm2.weight", "transformer_blocks.22.txt_norm1.weight", "transformer_blocks.22.txt_norm2.weight", "transformer_blocks.23.attn.norm_q.weight", "transformer_blocks.23.attn.norm_k.weight", "transformer_blocks.23.attn.norm_added_q.weight", "transformer_blocks.23.attn.norm_added_k.weight", "transformer_blocks.23.img_norm1.weight", "transformer_blocks.23.img_norm2.weight", "transformer_blocks.23.txt_norm1.weight", "transformer_blocks.23.txt_norm2.weight", "transformer_blocks.24.attn.norm_q.weight", "transformer_blocks.24.attn.norm_k.weight", "transformer_blocks.24.attn.norm_added_q.weight", "transformer_blocks.24.attn.norm_added_k.weight", "transformer_blocks.24.img_norm1.weight", "transformer_blocks.24.img_norm2.weight", "transformer_blocks.24.txt_norm1.weight", "transformer_blocks.24.txt_norm2.weight", "transformer_blocks.25.attn.norm_q.weight", "transformer_blocks.25.attn.norm_k.weight", "transformer_blocks.25.attn.norm_added_q.weight", "transformer_blocks.25.attn.norm_added_k.weight", "transformer_blocks.25.img_norm1.weight", "transformer_blocks.25.img_norm2.weight", "transformer_blocks.25.txt_norm1.weight", "transformer_blocks.25.txt_norm2.weight", "transformer_blocks.26.attn.norm_q.weight", "transformer_blocks.26.attn.norm_k.weight", "transformer_blocks.26.attn.norm_added_q.weight", "transformer_blocks.26.attn.norm_added_k.weight", "transformer_blocks.26.img_norm1.weight", "transformer_blocks.26.img_norm2.weight", "transformer_blocks.26.txt_norm1.weight", "transformer_blocks.26.txt_norm2.weight", "transformer_blocks.27.attn.norm_q.weight", "transformer_blocks.27.attn.norm_k.weight", "transformer_blocks.27.attn.norm_added_q.weight", "transformer_blocks.27.attn.norm_added_k.weight", "transformer_blocks.27.img_norm1.weight", "transformer_blocks.27.img_norm2.weight", "transformer_blocks.27.txt_norm1.weight", "transformer_blocks.27.txt_norm2.weight", "transformer_blocks.28.attn.norm_q.weight", "transformer_blocks.28.attn.norm_k.weight", "transformer_blocks.28.attn.norm_added_q.weight", "transformer_blocks.28.attn.norm_added_k.weight", "transformer_blocks.28.img_norm1.weight", "transformer_blocks.28.img_norm2.weight", "transformer_blocks.28.txt_norm1.weight", "transformer_blocks.28.txt_norm2.weight", "transformer_blocks.29.attn.norm_q.weight", "transformer_blocks.29.attn.norm_k.weight", "transformer_blocks.29.attn.norm_added_q.weight", "transformer_blocks.29.attn.norm_added_k.weight", "transformer_blocks.29.img_norm1.weight", "transformer_blocks.29.img_norm2.weight", "transformer_blocks.29.txt_norm1.weight", "transformer_blocks.29.txt_norm2.weight", "transformer_blocks.30.attn.norm_q.weight", "transformer_blocks.30.attn.norm_k.weight", "transformer_blocks.30.attn.norm_added_q.weight", "transformer_blocks.30.attn.norm_added_k.weight", "transformer_blocks.30.img_norm1.weight", "transformer_blocks.30.img_norm2.weight", "transformer_blocks.30.txt_norm1.weight", "transformer_blocks.30.txt_norm2.weight", "transformer_blocks.31.attn.norm_q.weight", "transformer_blocks.31.attn.norm_k.weight", "transformer_blocks.31.attn.norm_added_q.weight", "transformer_blocks.31.attn.norm_added_k.weight", "transformer_blocks.31.img_norm1.weight", "transformer_blocks.31.img_norm2.weight", "transformer_blocks.31.txt_norm1.weight", "transformer_blocks.31.txt_norm2.weight", "transformer_blocks.32.attn.norm_q.weight", "transformer_blocks.32.attn.norm_k.weight", "transformer_blocks.32.attn.norm_added_q.weight", "transformer_blocks.32.attn.norm_added_k.weight", "transformer_blocks.32.img_norm1.weight", "transformer_blocks.32.img_norm2.weight", "transformer_blocks.32.txt_norm1.weight", "transformer_blocks.32.txt_norm2.weight", "transformer_blocks.33.attn.norm_q.weight", "transformer_blocks.33.attn.norm_k.weight", "transformer_blocks.33.attn.norm_added_q.weight", "transformer_blocks.33.attn.norm_added_k.weight", "transformer_blocks.33.img_norm1.weight", "transformer_blocks.33.img_norm2.weight", "transformer_blocks.33.txt_norm1.weight", "transformer_blocks.33.txt_norm2.weight", "transformer_blocks.34.attn.norm_q.weight", "transformer_blocks.34.attn.norm_k.weight", "transformer_blocks.34.attn.norm_added_q.weight", "transformer_blocks.34.attn.norm_added_k.weight", "transformer_blocks.34.img_norm1.weight", "transformer_blocks.34.img_norm2.weight", "transformer_blocks.34.txt_norm1.weight", "transformer_blocks.34.txt_norm2.weight", "transformer_blocks.35.attn.norm_q.weight", "transformer_blocks.35.attn.norm_k.weight", "transformer_blocks.35.attn.norm_added_q.weight", "transformer_blocks.35.attn.norm_added_k.weight", "transformer_blocks.35.img_norm1.weight", "transformer_blocks.35.img_norm2.weight", "transformer_blocks.35.txt_norm1.weight", "transformer_blocks.35.txt_norm2.weight", "transformer_blocks.36.attn.norm_q.weight", "transformer_blocks.36.attn.norm_k.weight", "transformer_blocks.36.attn.norm_added_q.weight", "transformer_blocks.36.attn.norm_added_k.weight", "transformer_blocks.36.img_norm1.weight", "transformer_blocks.36.img_norm2.weight", "transformer_blocks.36.txt_norm1.weight", "transformer_blocks.36.txt_norm2.weight", "transformer_blocks.37.attn.norm_q.weight", "transformer_blocks.37.attn.norm_k.weight", "transformer_blocks.37.attn.norm_added_q.weight", "transformer_blocks.37.attn.norm_added_k.weight", "transformer_blocks.37.img_norm1.weight", "transformer_blocks.37.img_norm2.weight", "transformer_blocks.37.txt_norm1.weight", "transformer_blocks.37.txt_norm2.weight", "transformer_blocks.38.attn.norm_q.weight", "transformer_blocks.38.attn.norm_k.weight", "transformer_blocks.38.attn.norm_added_q.weight", "transformer_blocks.38.attn.norm_added_k.weight", "transformer_blocks.38.img_norm1.weight", "transformer_blocks.38.img_norm2.weight", "transformer_blocks.38.txt_norm1.weight", "transformer_blocks.38.txt_norm2.weight", "transformer_blocks.39.attn.norm_q.weight", "transformer_blocks.39.attn.norm_k.weight", "transformer_blocks.39.attn.norm_added_q.weight", "transformer_blocks.39.attn.norm_added_k.weight", "transformer_blocks.39.img_norm1.weight", "transformer_blocks.39.img_norm2.weight", "transformer_blocks.39.txt_norm1.weight", "transformer_blocks.39.txt_norm2.weight", "transformer_blocks.40.attn.norm_q.weight", "transformer_blocks.40.attn.norm_k.weight", "transformer_blocks.40.attn.norm_added_q.weight", "transformer_blocks.40.attn.norm_added_k.weight", "transformer_blocks.40.img_norm1.weight", "transformer_blocks.40.img_norm2.weight", "transformer_blocks.40.txt_norm1.weight", "transformer_blocks.40.txt_norm2.weight", "transformer_blocks.41.attn.norm_q.weight", "transformer_blocks.41.attn.norm_k.weight", "transformer_blocks.41.attn.norm_added_q.weight", "transformer_blocks.41.attn.norm_added_k.weight", "transformer_blocks.41.img_norm1.weight", "transformer_blocks.41.img_norm2.weight", "transformer_blocks.41.txt_norm1.weight", "transformer_blocks.41.txt_norm2.weight", "transformer_blocks.42.attn.norm_q.weight", "transformer_blocks.42.attn.norm_k.weight", "transformer_blocks.42.attn.norm_added_q.weight", "transformer_blocks.42.attn.norm_added_k.weight", "transformer_blocks.42.img_norm1.weight", "transformer_blocks.42.img_norm2.weight", "transformer_blocks.42.txt_norm1.weight", "transformer_blocks.42.txt_norm2.weight", "transformer_blocks.43.attn.norm_q.weight", "transformer_blocks.43.attn.norm_k.weight", "transformer_blocks.43.attn.norm_added_q.weight", "transformer_blocks.43.attn.norm_added_k.weight", "transformer_blocks.43.img_norm1.weight", "transformer_blocks.43.img_norm2.weight", "transformer_blocks.43.txt_norm1.weight", "transformer_blocks.43.txt_norm2.weight", "transformer_blocks.44.attn.norm_q.weight", "transformer_blocks.44.attn.norm_k.weight", "transformer_blocks.44.attn.norm_added_q.weight", "transformer_blocks.44.attn.norm_added_k.weight", "transformer_blocks.44.img_norm1.weight", "transformer_blocks.44.img_norm2.weight", "transformer_blocks.44.txt_norm1.weight", "transformer_blocks.44.txt_norm2.weight", "transformer_blocks.45.attn.norm_q.weight", "transformer_blocks.45.attn.norm_k.weight", "transformer_blocks.45.attn.norm_added_q.weight", "transformer_blocks.45.attn.norm_added_k.weight", "transformer_blocks.45.img_norm1.weight", "transformer_blocks.45.img_norm2.weight", "transformer_blocks.45.txt_norm1.weight", "transformer_blocks.45.txt_norm2.weight", "transformer_blocks.46.attn.norm_q.weight", "transformer_blocks.46.attn.norm_k.weight", "transformer_blocks.46.attn.norm_added_q.weight", "transformer_blocks.46.attn.norm_added_k.weight", "transformer_blocks.46.img_norm1.weight", "transformer_blocks.46.img_norm2.weight", "transformer_blocks.46.txt_norm1.weight", "transformer_blocks.46.txt_norm2.weight", "transformer_blocks.47.attn.norm_q.weight", "transformer_blocks.47.attn.norm_k.weight", "transformer_blocks.47.attn.norm_added_q.weight", "transformer_blocks.47.attn.norm_added_k.weight", "transformer_blocks.47.img_norm1.weight", "transformer_blocks.47.img_norm2.weight", "transformer_blocks.47.txt_norm1.weight", "transformer_blocks.47.txt_norm2.weight" ], "modules_to_not_use_matmul": [], "non_blocking": false, "quant_conv": false, "quant_embedding": false, "quant_method": "sdnq", "quantization_device": null, "quantized_matmul_dtype": "int8", "return_device": null, "sdnq_version": "0.2.0", "svd_rank": 32, "svd_steps": 8, "use_dynamic_quantization": false, "use_grad_ckpt": true, "use_hadamard": false, "use_quantized_matmul": true, "use_quantized_matmul_conv": false, "use_static_quantization": true, "use_stochastic_rounding": false, "use_svd": false, "weights_dtype": "uint4" }