Allow loading Fun Reward LoRAs

https://huggingface.co/alibaba-pai/Wan2.1-Fun-Reward-LoRAs/tree/main

nodes.py

@@ -205,8 +205,123 @@ def standardize_lora_key_format(lora_sd):
         # Diffusers format
         if k.startswith('transformer.'):
             k = k.replace('transformer.', 'diffusion_model.')
+
+        # Fun LoRA format
+        if k.startswith('lora_unet__'):
+            # Split into main path and weight type parts
+            parts = k.split('.')
+            main_part = parts[0]  # e.g. lora_unet__blocks_0_cross_attn_k
+            weight_type = '.'.join(parts[1:]) if len(parts) > 1 else None  # e.g. lora_down.weight
             
-        # from finetrainer format
+            # Process the main part - convert from underscore to dot format
+            if 'blocks_' in main_part:
+                # Extract components
+                components = main_part[len('lora_unet__'):].split('_')
+                
+                # Start with diffusion_model
+                new_key = "diffusion_model"
+                
+                # Add blocks.N
+                if components[0] == 'blocks':
+                    new_key += f".blocks.{components[1]}"
+                    
+                    # Handle different module types
+                    idx = 2
+                    if idx < len(components):
+                        if components[idx] == 'self' and idx+1 < len(components) and components[idx+1] == 'attn':
+                            new_key += ".self_attn"
+                            idx += 2
+                        elif components[idx] == 'cross' and idx+1 < len(components) and components[idx+1] == 'attn':
+                            new_key += ".cross_attn"
+                            idx += 2
+                        elif components[idx] == 'ffn':
+                            new_key += ".ffn"
+                            idx += 1
+                    
+                    # Add the component (k, q, v, o) and handle img suffix
+                    if idx < len(components):
+                        component = components[idx]
+                        idx += 1
+                        
+                        # Check for img suffix
+                        if idx < len(components) and components[idx] == 'img':
+                            component += '_img'
+                            idx += 1
+                            
+                        new_key += f".{component}"
+                
+                # Handle weight type - this is the critical fix
+                if weight_type:
+                    if weight_type == 'alpha':
+                        new_key += '.alpha'
+                    elif weight_type == 'lora_down.weight' or weight_type == 'lora_down':
+                        new_key += '.lora_A.weight'
+                    elif weight_type == 'lora_up.weight' or weight_type == 'lora_up':
+                        new_key += '.lora_B.weight'
+                    else:
+                        # Keep original weight type if not matching our patterns
+                        new_key += f'.{weight_type}'
+                        # Add .weight suffix if missing
+                        if not new_key.endswith('.weight'):
+                            new_key += '.weight'
+                
+                k = new_key
+            else:
+                # For other lora_unet__ formats (head, embeddings, etc.)
+                new_key = main_part.replace('lora_unet__', 'diffusion_model.')
+                
+                # Fix specific component naming patterns
+                new_key = new_key.replace('_self_attn', '.self_attn')
+                new_key = new_key.replace('_cross_attn', '.cross_attn')
+                new_key = new_key.replace('_ffn', '.ffn')
+                new_key = new_key.replace('blocks_', 'blocks.')
+                new_key = new_key.replace('head_head', 'head.head')
+                new_key = new_key.replace('img_emb', 'img_emb')
+                new_key = new_key.replace('text_embedding', 'text.embedding')
+                new_key = new_key.replace('time_embedding', 'time.embedding')
+                new_key = new_key.replace('time_projection', 'time.projection')
+                
+                # Replace remaining underscores with dots, carefully
+                parts = new_key.split('.')
+                final_parts = []
+                for part in parts:
+                    if part in ['img_emb', 'self_attn', 'cross_attn']:
+                        final_parts.append(part)  # Keep these intact
+                    else:
+                        final_parts.append(part.replace('_', '.'))
+                new_key = '.'.join(final_parts)
+                
+                # Handle weight type
+                if weight_type:
+                    if weight_type == 'alpha':
+                        new_key += '.alpha'
+                    elif weight_type == 'lora_down.weight' or weight_type == 'lora_down':
+                        new_key += '.lora_A.weight'
+                    elif weight_type == 'lora_up.weight' or weight_type == 'lora_up':
+                        new_key += '.lora_B.weight'
+                    else:
+                        new_key += f'.{weight_type}'
+                        if not new_key.endswith('.weight'):
+                            new_key += '.weight'
+                
+                k = new_key
+                
+            # Handle special embedded components
+            special_components = {
+                'time.projection': 'time_projection',
+                'img.emb': 'img_emb',
+                'text.emb': 'text_emb',
+                'time.emb': 'time_emb',
+            }
+            for old, new in special_components.items():
+                if old in k:
+                    k = k.replace(old, new)
+
+        # Fix diffusion.model -> diffusion_model
+        if k.startswith('diffusion.model.'):
+            k = k.replace('diffusion.model.', 'diffusion_model.')
+            
+        # Finetrainer format
         if '.attn1.' in k:
             k = k.replace('.attn1.', '.cross_attn.')
             k = k.replace('.to_k.', '.k.')