[Misc] Update `WeightsMapper` for qwen2-vl/qwen2.5-vl (#19054)

Signed-off-by: Isotr0py <2037008807@qq.com>

vllm/model_executor/models/qwen2_5_vl.py

@@ -823,7 +823,12 @@ class Qwen2_5_VLForConditionalGeneration(nn.Module, SupportsMultiModal,
                                          SupportsLoRA, SupportsPP):
 
     # To ensure correct weight loading and mapping.
-    hf_to_vllm_mapper = WeightsMapper(orig_to_new_prefix={
+    hf_to_vllm_mapper = WeightsMapper(
+        orig_to_new_prefix={
+            # mapping for new names in checkpoint saved after transformers v4.52
+            "model.language_model.": "language_model.model.",
+            "model.visual.": "visual.",
+            # mapping for original checkpoint
             "lm_head.": "language_model.lm_head.",
             "model.": "language_model.model.",
         })

vllm/model_executor/models/qwen2_vl.py

@@ -1071,7 +1071,12 @@ class Qwen2VLForConditionalGeneration(nn.Module, SupportsMultiModal,
                                       SupportsLoRA, SupportsPP):
 
     # To ensure correct weight loading and mapping.
-    hf_to_vllm_mapper = WeightsMapper(orig_to_new_prefix={
+    hf_to_vllm_mapper = WeightsMapper(
+        orig_to_new_prefix={
+            # mapping for new names in checkpoint saved after transformers v4.52
+            "model.language_model.": "language_model.model.",
+            "model.visual.": "visual.",
+            # mapping for original checkpoint
             "lm_head.": "language_model.lm_head.",
             "model.": "language_model.model.",
         })