diff --git a/mineru/model/vlm/vllm_server.py b/mineru/model/vlm/vllm_server.py
index 4ba82110..68952525 100644
--- a/mineru/model/vlm/vllm_server.py
+++ b/mineru/model/vlm/vllm_server.py
@@ -2,6 +2,7 @@ import os
 import sys
 
 from mineru.backend.vlm.utils import set_default_gpu_memory_utilization, enable_custom_logits_processors
+from mineru.utils.config_reader import get_device
 from mineru.utils.models_download_utils import auto_download_and_get_model_root_path
 
 from vllm.entrypoints.cli.main import main as vllm_main
@@ -13,6 +14,8 @@ def main():
     has_port_arg = False
     has_gpu_memory_utilization_arg = False
     has_logits_processors_arg = False
+    has_block_size_arg = False
+    has_compilation_config = False
     model_path = None
     model_arg_indices = []
 
@@ -24,6 +27,10 @@ def main():
             has_gpu_memory_utilization_arg = True
         if arg == "--logits-processors" or arg.startswith("--logits-processors="):
             has_logits_processors_arg = True
+        if arg == "--block-size" or arg.startswith("--block-size="):
+            has_block_size_arg = True
+        if arg == "--compilation-config" or arg.startswith("--compilation-config="):
+            has_compilation_config = True
         if arg == "--model":
             if i + 1 < len(args):
                 model_path = args[i + 1]
@@ -49,6 +56,14 @@ def main():
         model_path = auto_download_and_get_model_root_path("/", "vlm")
     if (not has_logits_processors_arg) and custom_logits_processors:
         args.extend(["--logits-processors", "mineru_vl_utils:MinerULogitsProcessor"])
+    device = get_device()
+    if device.startswith("musa"):
+        import torch
+        if torch.musa.is_available():
+            if not has_block_size_arg:
+                args.extend(["--block-size", "32"])
+            if not has_compilation_config:
+                args.extend(["--compilation-config", '{"cudagraph_capture_sizes": [1,2,3,4,5,6,7,8,10,12,14,16,18,20,24,28,30], "simple_cuda_graph": true}'])
 
     # 重构参数，将模型路径作为位置参数
     sys.argv = [sys.argv[0]] + ["serve", model_path] + args