diff --git a/docs/zh/usage/acceleration_cards/Kunlunxin.md b/docs/zh/usage/acceleration_cards/Kunlunxin.md
index 4bc19993..1d0861de 100644
--- a/docs/zh/usage/acceleration_cards/Kunlunxin.md
+++ b/docs/zh/usage/acceleration_cards/Kunlunxin.md
@@ -38,6 +38,7 @@ docker run -u root --name mineru_docker \
     -v /usr/local/bin/xpu-smi:/usr/local/bin/xpu-smi \
     -w /workspace \
     -e MINERU_MODEL_SOURCE=local \
+    -e MINERU_FORMULA_CH_SUPPORT=true \
     -e MINERU_VLLM_DEVICE=kxpu \
     -it mineru:kxpu-vllm-latest \
     /bin/bash
@@ -72,7 +73,7 @@ docker run -u root --name mineru_docker \
     </tr>
     <tr>
       <td>&lt;vlm/hybrid&gt;-auto-engine</td>
-      <td>🟡</td>
+      <td>🟢</td>
     </tr>
     <tr>
       <td>&lt;vlm/hybrid&gt;-http-client</td>
@@ -85,7 +86,7 @@ docker run -u root --name mineru_docker \
     </tr>
     <tr>
       <td>&lt;vlm/hybrid&gt;-auto-engine</td>
-      <td>🟡</td>
+      <td>🟢</td>
     </tr>
     <tr>
       <td>&lt;vlm/hybrid&gt;-http-client</td>
@@ -98,7 +99,7 @@ docker run -u root --name mineru_docker \
     </tr>
     <tr>
       <td>&lt;vlm/hybrid&gt;-auto-engine</td>
-      <td>🟡</td>
+      <td>🟢</td>
     </tr>
     <tr>
       <td>&lt;vlm/hybrid&gt;-http-client</td>
diff --git a/docs/zh/usage/acceleration_cards/THead.md b/docs/zh/usage/acceleration_cards/THead.md
index ac916095..94ea525e 100644
--- a/docs/zh/usage/acceleration_cards/THead.md
+++ b/docs/zh/usage/acceleration_cards/THead.md
@@ -127,7 +127,7 @@ docker run --privileged=true \
     </tr>
     <tr>
       <td colspan="2">数据并行 (--data-parallel-size/--dp)</td>
-      <td>🟡</td>
+      <td>🔴</td>
       <td>🔴</td>
     </tr>
   </tbody>
diff --git a/docs/zh/usage/acceleration_cards/Tecorigin.md b/docs/zh/usage/acceleration_cards/Tecorigin.md
index 51765fb4..d490de4b 100644
--- a/docs/zh/usage/acceleration_cards/Tecorigin.md
+++ b/docs/zh/usage/acceleration_cards/Tecorigin.md
@@ -104,7 +104,7 @@ docker run -dit --name mineru_docker \
     </tr>
     <tr>
       <td colspan="2">数据并行 (--data-parallel-size)</td>
-      <td>🟡</td>
+      <td>🔴</td>
     </tr>
   </tbody>
 </table>
diff --git a/mineru/backend/vlm/utils.py b/mineru/backend/vlm/utils.py
index 9ea7ab21..07540985 100644
--- a/mineru/backend/vlm/utils.py
+++ b/mineru/backend/vlm/utils.py
@@ -189,17 +189,16 @@ def _apply_server_config(args: list, config: dict) -> None:
     """应用 server 模式的配置"""
     import json
 
-    if "compilation_config_dict" in config:
-        _add_server_arg_if_missing(
-            args, "compilation-config",
-            json.dumps(config["compilation_config_dict"], separators=(',', ':'))
-        )
-
-    for key in ["block_size", "dtype", "distributed_executor_backend"]:
-        if key in config:
+    for key, value in config.items():
+        if key == "compilation_config_dict":
+            _add_server_arg_if_missing(
+                args, "compilation-config",
+                json.dumps(value, separators=(',', ':'))
+            )
+        else:
             # 转换 key 格式: block_size -> block-size
             arg_name = key.replace("_", "-")
-            _add_server_arg_if_missing(args, arg_name, str(config[key]))
+            _add_server_arg_if_missing(args, arg_name, str(value))
 
 
 def _apply_engine_config(kwargs: dict, config: dict, vllm_mode: str) -> None:
@@ -209,16 +208,14 @@ def _apply_engine_config(kwargs: dict, config: dict, vllm_mode: str) -> None:
     except ImportError:
         raise ImportError("Please install vllm to use the vllm-async-engine backend.")
 
-    if "compilation_config_dict" in config:
-        config_dict = config["compilation_config_dict"]
-        if vllm_mode == "sync_engine":
-            compilation_config = config_dict
-        elif vllm_mode == "async_engine":
-            compilation_config = CompilationConfig(**config_dict)
+    for key, value in config.items():
+        if key == "compilation_config_dict":
+            if vllm_mode == "sync_engine":
+                compilation_config = value
+            elif vllm_mode == "async_engine":
+                compilation_config = CompilationConfig(**value)
+            else:
+                continue
+            _add_engine_kwarg_if_missing(kwargs, "compilation_config", compilation_config)
         else:
-            return
-        _add_engine_kwarg_if_missing(kwargs, "compilation_config", compilation_config)
-
-    for key in ["block_size", "dtype", "distributed_executor_backend"]:
-        if key in config:
-            _add_engine_kwarg_if_missing(kwargs, key, config[key])
+            _add_engine_kwarg_if_missing(kwargs, key, value)