diff --git a/mineru/backend/vlm/utils.py b/mineru/backend/vlm/utils.py
index 1be77c0d..a5aac6e3 100644
--- a/mineru/backend/vlm/utils.py
+++ b/mineru/backend/vlm/utils.py
@@ -20,6 +20,8 @@ def enable_custom_logits_processors() -> bool:
         compute_capability = "8.0"
     elif hasattr(torch, 'gcu') and torch.gcu.is_available():
         compute_capability = "8.0"
+    elif hasattr(torch, 'musa') and torch.musa.is_available():
+        compute_capability = "8.0"
     else:
         logger.info("CUDA not available, disabling custom_logits_processors")
         return False
diff --git a/mineru/utils/block_sort.py b/mineru/utils/block_sort.py
index b419f265..ab6e5f62 100644
--- a/mineru/utils/block_sort.py
+++ b/mineru/utils/block_sort.py
@@ -189,6 +189,12 @@ def model_init(model_name: str):
     elif device_name.startswith("gcu"):
         if torch.gcu.is_bf16_supported():
             bf_16_support = True
+    elif device_name.startswith("musa"):
+        if torch.musa.is_bf16_supported():
+            bf_16_support = True
+    elif device_name.startswith("npu"):
+        if torch.npu.is_bf16_supported():
+            bf_16_support = True
 
     if model_name == 'layoutreader':
         # 检测modelscope的缓存目录是否存在
diff --git a/mineru/utils/config_reader.py b/mineru/utils/config_reader.py
index 7f73dc1a..22f975db 100644
--- a/mineru/utils/config_reader.py
+++ b/mineru/utils/config_reader.py
@@ -90,7 +90,11 @@ def get_device():
                     if torch.gcu.is_available():
                         return "gcu"
                 except Exception as e:
-                    pass
+                    try:
+                        if torch.musa.is_available():
+                            return "musa"
+                    except Exception as e:
+                        pass
         return "cpu"
 
 
diff --git a/mineru/utils/model_utils.py b/mineru/utils/model_utils.py
index 63c67d97..33b14fe6 100644
--- a/mineru/utils/model_utils.py
+++ b/mineru/utils/model_utils.py
@@ -426,6 +426,9 @@ def clean_memory(device='cuda'):
     elif str(device).startswith("gcu"):
         if torch.gcu.is_available():
             torch.gcu.empty_cache()
+    elif str(device).startswith("musa"):
+        if torch.musa.is_available():
+            torch.musa.empty_cache()
     gc.collect()
 
 
@@ -464,5 +467,8 @@ def get_vram(device) -> int:
     elif str(device).startswith("gcu"):
         if torch.gcu.is_available():
             total_memory = round(torch.gcu.get_device_properties(device).total_memory / (1024 ** 3))  # 转为 GB
+    elif str(device).startswith("musa"):
+        if torch.musa.is_available():
+            total_memory = round(torch.musa.get_device_properties(device).total_memory / (1024 ** 3))  # 转为 GB
 
     return total_memory