added "Adapted from intel/auto-round" comment

Signed-off-by: ZX-ModelCloud <zx@modelcloud.ai>

Author: ZX-ModelCloud

defuser/logger.py

@@ -3,6 +3,9 @@
 # SPDX-License-Identifier: Apache-2.0
 # Contact: qubitium@modelcloud.ai, x.com/qubitium
 
+# Adapted from intel/auto-round
+# at https://github.com/intel/auto-round/blob/main/auto_round/logger.py
+
 import logging
 
 logger = logging.getLogger("defuser")

defuser/modeling/fused_moe/moe_experts_interface.py

@@ -3,6 +3,9 @@
 # SPDX-License-Identifier: Apache-2.0
 # Contact: qubitium@modelcloud.ai, x.com/qubitium
 
+# Adapted from intel/auto-round
+# at https://github.com/intel/auto-round/blob/main/auto_round/modeling/fused_moe/moe_experts_interface.py
+
 """
 Custom experts implementation for transformers' MOE integration.
 

defuser/modeling/fused_moe/qwen3_5_moe.py

@@ -3,6 +3,9 @@
 # SPDX-License-Identifier: Apache-2.0
 # Contact: qubitium@modelcloud.ai, x.com/qubitium
 
+# Adapted from intel/auto-round
+# at https://github.com/intel/auto-round/blob/main/auto_round/modeling/fused_moe/qwen3_5_moe.py
+
 import torch
 from torch.nn import functional as F
 

defuser/modeling/fused_moe/replace_modules.py

@@ -3,6 +3,9 @@
 # SPDX-License-Identifier: Apache-2.0
 # Contact: qubitium@modelcloud.ai, x.com/qubitium
 
+# Adapted from intel/auto-round
+# at https://github.com/intel/auto-round/blob/main/auto_round/modeling/fused_moe/replace_modules.py
+
 from abc import ABC, abstractmethod
 
 import torch

defuser/modeling/fused_moe/update_module.py

@@ -3,6 +3,9 @@
 # SPDX-License-Identifier: Apache-2.0
 # Contact: qubitium@modelcloud.ai, x.com/qubitium
 
+# Adapted from intel/auto-round
+# at https://github.com/intel/auto-round/blob/main/auto_round/special_model_handler.py
+
 from defuser.modeling.fused_moe.replace_modules import apply_replacements, release_original_module_
 
 

defuser/modeling/unfused_moe/qwen3_moe.py

@@ -3,6 +3,9 @@
 # SPDX-License-Identifier: Apache-2.0
 # Contact: qubitium@modelcloud.ai, x.com/qubitium
 
+# Adapted from intel/auto-round
+# at https://github.com/intel/auto-round/blob/main/auto_round/modeling/unfused_moe/qwen3_moe.py
+
 import torch
 import torch.nn as nn
 from torch.nn import functional as F

defuser/utils/common.py

@@ -3,6 +3,9 @@
 # SPDX-License-Identifier: Apache-2.0
 # Contact: qubitium@modelcloud.ai, x.com/qubitium
 
+# Adapted from intel/auto-round
+# at https://github.com/intel/auto-round/blob/main/auto_round/utils/common.py
+
 import importlib
 from functools import lru_cache
 

defuser/utils/device.py

@@ -2,6 +2,10 @@
 # SPDX-FileCopyrightText: 2026 qubitium@modelcloud.ai
 # SPDX-License-Identifier: Apache-2.0
 # Contact: qubitium@modelcloud.ai, x.com/qubitium
+
+# Adapted from intel/auto-round
+# at https://github.com/intel/auto-round/blob/main/auto_round/utils/device.py
+
 import gc
 
 import torch

defuser/utils/hf.py

@@ -3,10 +3,10 @@
 # SPDX-License-Identifier: Apache-2.0
 # Contact: qubitium@modelcloud.ai, x.com/qubitium
 
-import traceback
+# Adapted from intel/auto-round
+# at https://github.com/intel/auto-round/blob/main/auto_round/modeling/unfused_moe/__init__.py
 
 import torch
-from torch import nn
 
 from packaging import version
 
@@ -142,7 +142,6 @@ def apply_modeling_patch(model: torch.nn.Module) -> bool:
             logger.info(f"Patched module: {orig_path} -> {custom_path}")
             return True
         except Exception as e:
-            traceback.print_exc()
             logger.warning(f"Failed to patch {orig_path}: {e}")
             return False
     return False

defuser/utils/model.py

@@ -3,6 +3,9 @@
 # SPDX-License-Identifier: Apache-2.0
 # Contact: qubitium@modelcloud.ai, x.com/qubitium
 
+# Adapted from intel/auto-round
+# at https://github.com/intel/auto-round/blob/main/auto_round/utils/model.py
+
 import torch