diff --git a/python/sglang/srt/models/qwen2_vl.py b/python/sglang/srt/models/qwen2_vl.py
index 7a42829e8..943846210 100644
--- a/python/sglang/srt/models/qwen2_vl.py
+++ b/python/sglang/srt/models/qwen2_vl.py
@@ -28,7 +28,6 @@ from typing import Iterable, List, Optional, Tuple, Type, TypedDict
 
 import torch
 import torch.nn as nn
-import torch.nn.functional as F
 from einops import rearrange
 from transformers import Qwen2VLConfig
 from transformers.models.qwen2_vl.configuration_qwen2_vl import Qwen2VLVisionConfig
@@ -514,6 +513,10 @@ class Qwen2VLForConditionalGeneration(nn.Module):
     def get_input_embeddings(self):
         return self.model.embed_tokens
 
+    def should_apply_lora(self, module_name: str) -> bool:
+        # skip visual tower
+        return not module_name.startswith("visual")
+
     def forward(
         self,
         input_ids: torch.Tensor,