lightx2v lora support from huggingface#12040

Author: linoytsaban

src/diffusers/loaders/lora_conversion_utils.py

@@ -1974,6 +1974,10 @@ def _convert_non_diffusers_wan_lora_to_diffusers(state_dict):
             converted_key = f"condition_embedder.image_embedder.{img_ours}.lora_B.weight"
             if original_key in original_state_dict:
                 converted_state_dict[converted_key] = original_state_dict.pop(original_key)
+                bias_key_theirs = original_key.removesuffix(f".{lora_up_key}.weight") + ".diff_b"
+                if bias_key_theirs in original_state_dict:
+                    bias_key = converted_key.removesuffix(".weight") + ".bias"
+                    converted_state_dict[bias_key] = original_state_dict.pop(bias_key_theirs)
 
     if len(original_state_dict) > 0:
         diff = all(".diff" in k for k in original_state_dict)
@@ -2068,4 +2072,4 @@ def _convert_non_diffusers_ltxv_lora_to_diffusers(state_dict, non_diffusers_pref
         raise ValueError("Invalid LoRA state dict for LTX-Video.")
     converted_state_dict = {k.removeprefix(f"{non_diffusers_prefix}."): v for k, v in state_dict.items()}
     converted_state_dict = {f"transformer.{k}": v for k, v in converted_state_dict.items()}
-    return converted_state_dict
+    return converted_state_dict