--- a/usr/local/lib/python3.12/dist-packages/vllm/model_executor/models/glm4_moe.py
+++ b/usr/local/lib/python3.12/dist-packages/vllm/model_executor/models/glm4_moe.py
@@ -537,6 +537,7 @@
                 if is_pp_missing_parameter(name, self):
                     continue

+                if ('k_scale' in name or 'v_scale' in name) and name not in params_dict: continue
                 param = params_dict[name]
                 weight_loader = param.weight_loader
                 weight_loader(param, loaded_weight, shard_id)
@@ -596,6 +597,7 @@
                     if is_pp_missing_parameter(name, self):
                         continue

+                    if ('k_scale' in name or 'v_scale' in name) and name not in params_dict: continue
                     param = params_dict[name]
                     weight_loader = getattr(
                         param, "weight_loader", default_weight_loader