diff --git a/anylabeling/config.py b/anylabeling/config.py
index 966bdb5c..464d37b7 100644
--- a/anylabeling/config.py
+++ b/anylabeling/config.py
@@ -1,12 +1,7 @@
 import os.path as osp
 import shutil
 import yaml
-
-try:
-    import importlib.resources as pkg_resources
-except ImportError:
-    # Try backported to PY<37 `importlib_resources`.
-    import importlib_resources as pkg_resources
+import importlib.resources as pkg_resources
 
 from anylabeling import configs as anylabeling_configs
 from anylabeling.views.labeling.logger import logger
diff --git a/anylabeling/services/auto_labeling/__base__/clip.py b/anylabeling/services/auto_labeling/__base__/clip.py
index d1173637..c4445167 100644
--- a/anylabeling/services/auto_labeling/__base__/clip.py
+++ b/anylabeling/services/auto_labeling/__base__/clip.py
@@ -8,6 +8,7 @@
 from functools import lru_cache
 
 from ..engines import OnnxBaseModel
+from anylabeling.views.labeling.logger import logger
 
 
 _MODEL_INFO = {
@@ -155,9 +156,13 @@ def tokenize(self, texts, context_length=52):
 
 @lru_cache()
 def default_vocab():
-    current_dir = os.path.dirname(__file__)
-    return os.path.join(current_dir, "..", "configs", "clip_vocab.txt")
-
+    import importlib.resources
+    from anylabeling.services.auto_labeling import configs
+    try:
+        with importlib.resources.path(configs.clip, 'clip_vocab.txt') as p:
+            return str(p)
+    except Exception as e:
+       logger.error(f"Error loading default vocab: {e}")
 
 def convert_to_unicode(text):
     """Converts `text` to Unicode (if it's not already), assuming utf-8 input."""
diff --git a/anylabeling/services/auto_labeling/__base__/ram.py b/anylabeling/services/auto_labeling/__base__/ram.py
index 4c41aeb1..b98d050b 100644
--- a/anylabeling/services/auto_labeling/__base__/ram.py
+++ b/anylabeling/services/auto_labeling/__base__/ram.py
@@ -121,19 +121,15 @@ def predict_shapes(self, image, image_path=None):
 
     @staticmethod
     def load_tag_list():
-        current_dir = os.path.dirname(__file__)
-        tag_list_file = os.path.join(
-            current_dir, "..", "configs", "ram_tag_list.txt"
-        )
-        tag_list_chinese_file = os.path.join(
-            current_dir, "..", "configs", "ram_tag_list_chinese.txt"
-        )
+        import importlib.resources as pkg_resources
+        from anylabeling.services.auto_labeling.configs import ram
 
-        with open(tag_list_file, "r", encoding="utf-8") as f:
-            tag_list = f.read().splitlines()
+        with pkg_resources.path(ram, 'ram_tag_list.txt') as p:
+            tag_list = p.read_text().splitlines()
         tag_list = np.array(tag_list)
-        with open(tag_list_chinese_file, "r", encoding="utf-8") as f:
-            tag_list_chinese = f.read().splitlines()
+        
+        with pkg_resources.path(ram, 'ram_tag_list_chinese.txt') as p:
+            tag_list_chinese = p.read_text().splitlines()
         tag_list_chinese = np.array(tag_list_chinese)
 
         return tag_list, tag_list_chinese
diff --git a/anylabeling/services/auto_labeling/configs/__init__.py b/anylabeling/services/auto_labeling/configs/__init__.py
new file mode 100644
index 00000000..a3f3c14b
--- /dev/null
+++ b/anylabeling/services/auto_labeling/configs/__init__.py
@@ -0,0 +1,4 @@
+from . import bert
+from . import clip
+from . import ppocr
+from . import ram
diff --git a/anylabeling/services/auto_labeling/configs/bert/__init__.py b/anylabeling/services/auto_labeling/configs/bert/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/anylabeling/services/auto_labeling/configs/bert_base_uncased_tokenizer.json b/anylabeling/services/auto_labeling/configs/bert/bert_base_uncased_tokenizer.json
similarity index 100%
rename from anylabeling/services/auto_labeling/configs/bert_base_uncased_tokenizer.json
rename to anylabeling/services/auto_labeling/configs/bert/bert_base_uncased_tokenizer.json
diff --git a/anylabeling/services/auto_labeling/configs/clip/__init__.py b/anylabeling/services/auto_labeling/configs/clip/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/anylabeling/services/auto_labeling/configs/clip_vocab.txt b/anylabeling/services/auto_labeling/configs/clip/clip_vocab.txt
similarity index 100%
rename from anylabeling/services/auto_labeling/configs/clip_vocab.txt
rename to anylabeling/services/auto_labeling/configs/clip/clip_vocab.txt
diff --git a/anylabeling/services/auto_labeling/configs/ppocr/__init__.py b/anylabeling/services/auto_labeling/configs/ppocr/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/anylabeling/services/auto_labeling/configs/ram/__init__.py b/anylabeling/services/auto_labeling/configs/ram/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/anylabeling/services/auto_labeling/configs/ram_tag_list.txt b/anylabeling/services/auto_labeling/configs/ram/ram_tag_list.txt
similarity index 100%
rename from anylabeling/services/auto_labeling/configs/ram_tag_list.txt
rename to anylabeling/services/auto_labeling/configs/ram/ram_tag_list.txt
diff --git a/anylabeling/services/auto_labeling/configs/ram_tag_list_chinese.txt b/anylabeling/services/auto_labeling/configs/ram/ram_tag_list_chinese.txt
similarity index 100%
rename from anylabeling/services/auto_labeling/configs/ram_tag_list_chinese.txt
rename to anylabeling/services/auto_labeling/configs/ram/ram_tag_list_chinese.txt
diff --git a/anylabeling/services/auto_labeling/edge_sam.py b/anylabeling/services/auto_labeling/edge_sam.py
index 3f383bee..98d57f5b 100644
--- a/anylabeling/services/auto_labeling/edge_sam.py
+++ b/anylabeling/services/auto_labeling/edge_sam.py
@@ -185,9 +185,6 @@ def post_process(self, masks, image=None):
                     shape.add_point(QtCore.QPointF(point[0], point[1]))
                 shape.shape_type = "polygon"
                 shape.closed = True
-                shape.fill_color = "#000000"
-                shape.line_color = "#000000"
-                shape.line_width = 1
                 shape.label = "AUTOLABEL_OBJECT"
                 shape.selected = False
                 shapes.append(shape)
@@ -222,9 +219,6 @@ def post_process(self, masks, image=None):
                 "rectangle" if self.output_mode == "rectangle" else "rotation"
             )
             shape.closed = True
-            shape.fill_color = "#000000"
-            shape.line_color = "#000000"
-            shape.line_width = 1
             if self.clip_net is not None and self.classes:
                 img = image[y_min:y_max, x_min:x_max]
                 out = self.clip_net(img, self.classes)
diff --git a/anylabeling/services/auto_labeling/grounding_dino.py b/anylabeling/services/auto_labeling/grounding_dino.py
index df4432e7..f9302b31 100644
--- a/anylabeling/services/auto_labeling/grounding_dino.py
+++ b/anylabeling/services/auto_labeling/grounding_dino.py
@@ -357,11 +357,16 @@ def get_caption(text_prompt):
 
     @staticmethod
     def get_tokenlizer(text_encoder_type):
-        current_dir = os.path.dirname(__file__)
+        import importlib.resources
+        from anylabeling.services.auto_labeling import configs
         cfg_name = text_encoder_type.replace("-", "_") + "_tokenizer.json"
-        cfg_file = os.path.join(current_dir, "configs", cfg_name)
-        tokenizer = Tokenizer.from_file(cfg_file)
-        return tokenizer
+        try:
+            with importlib.resources.path(configs.bert, cfg_name) as p:
+                tokenizer = Tokenizer.from_file(str(p))
+            return tokenizer
+        except Exception as e:
+            logger.error(f"Error loading tokenizer: {e}")
+            return None
 
     @staticmethod
     def get_phrases_from_posmap(
diff --git a/anylabeling/services/auto_labeling/grounding_sam.py b/anylabeling/services/auto_labeling/grounding_sam.py
index 50452784..79f2291e 100644
--- a/anylabeling/services/auto_labeling/grounding_sam.py
+++ b/anylabeling/services/auto_labeling/grounding_sam.py
@@ -771,11 +771,16 @@ def get_caption(text_prompt):
 
     @staticmethod
     def get_tokenlizer(text_encoder_type):
-        current_dir = os.path.dirname(__file__)
+        import importlib.resources
+        from anylabeling.services.auto_labeling import configs
         cfg_name = text_encoder_type.replace("-", "_") + "_tokenizer.json"
-        cfg_file = os.path.join(current_dir, "configs", cfg_name)
-        tokenizer = Tokenizer.from_file(cfg_file)
-        return tokenizer
+        try:
+            with importlib.resources.path(configs.bert, cfg_name) as p:
+                tokenizer = Tokenizer.from_file(str(p))
+            return tokenizer
+        except Exception as e:
+            logger.error(f"Error loading tokenizer: {e}")
+            return None
 
     @staticmethod
     def get_phrases_from_posmap(
diff --git a/anylabeling/services/auto_labeling/grounding_sam2.py b/anylabeling/services/auto_labeling/grounding_sam2.py
index a4072174..d4e9f4f8 100644
--- a/anylabeling/services/auto_labeling/grounding_sam2.py
+++ b/anylabeling/services/auto_labeling/grounding_sam2.py
@@ -551,11 +551,16 @@ def get_caption(text_prompt):
 
     @staticmethod
     def get_tokenlizer(text_encoder_type):
-        current_dir = os.path.dirname(__file__)
+        import importlib.resources
+        from anylabeling.services.auto_labeling import configs
         cfg_name = text_encoder_type.replace("-", "_") + "_tokenizer.json"
-        cfg_file = os.path.join(current_dir, "configs", cfg_name)
-        tokenizer = Tokenizer.from_file(cfg_file)
-        return tokenizer
+        try:
+            with importlib.resources.path(configs.bert, cfg_name) as p:
+                tokenizer = Tokenizer.from_file(str(p))
+            return tokenizer
+        except Exception as e:
+            logger.error(f"Error loading tokenizer: {e}")
+            return None
 
     @staticmethod
     def get_phrases_from_posmap(
diff --git a/anylabeling/services/auto_labeling/yolov5_ram.py b/anylabeling/services/auto_labeling/yolov5_ram.py
index d860265d..617b8b88 100755
--- a/anylabeling/services/auto_labeling/yolov5_ram.py
+++ b/anylabeling/services/auto_labeling/yolov5_ram.py
@@ -177,20 +177,18 @@ def predict_shapes(self, image, image_path=None):
 
     @staticmethod
     def load_tag_list():
-        current_dir = os.path.dirname(__file__)
-        tag_list_file = os.path.join(
-            current_dir, "configs", "ram_tag_list.txt"
-        )
-        tag_list_chinese_file = os.path.join(
-            current_dir, "configs", "ram_tag_list_chinese.txt"
-        )
+        import importlib.resources as pkg_resources
+        from anylabeling.services.auto_labeling import configs
 
-        with open(tag_list_file, "r", encoding="utf-8") as f:
-            tag_list = f.read().splitlines()
-        tag_list = np.array(tag_list)
-        with open(tag_list_chinese_file, "r", encoding="utf-8") as f:
-            tag_list_chinese = f.read().splitlines()
-        tag_list_chinese = np.array(tag_list_chinese)
+        try:
+            tag_list = pkg_resources.read_text(configs.ram, 'ram_tag_list.txt').splitlines()
+            tag_list = np.array(tag_list)
+            
+            tag_list_chinese = pkg_resources.read_text(configs.ram, 'ram_tag_list_chinese.txt').splitlines()
+            tag_list_chinese = np.array(tag_list_chinese)
+        except Exception as e:
+            logger.error(f"Error loading tag list: {e}")
+            return np.array([]), np.array([])
 
         return tag_list, tag_list_chinese
 
diff --git a/x-anylabeling-linux-cpu.spec b/x-anylabeling-linux-cpu.spec
index 7d6f3a6b..ce89a212 100644
--- a/x-anylabeling-linux-cpu.spec
+++ b/x-anylabeling-linux-cpu.spec
@@ -11,8 +11,10 @@ a = Analysis(
         ('anylabeling/configs/auto_labeling/*.yaml', 'anylabeling/configs/auto_labeling'),
         ('anylabeling/configs/*.yaml', 'anylabeling/configs'),
         ('anylabeling/views/labeling/widgets/auto_labeling/auto_labeling.ui', 'anylabeling/views/labeling/widgets/auto_labeling'),
-        ('anylabeling/services/auto_labeling/configs/*.json', 'anylabeling/services/auto_labeling/configs'),
-        ('anylabeling/services/auto_labeling/configs/*.txt', 'anylabeling/services/auto_labeling/configs')
+        ('anylabeling/services/auto_labeling/configs/bert/*', 'anylabeling/services/auto_labeling/configs/bert'),
+        ('anylabeling/services/auto_labeling/configs/clip/*', 'anylabeling/services/auto_labeling/configs/clip'),
+        ('anylabeling/services/auto_labeling/configs/ppocr/*', 'anylabeling/services/auto_labeling/configs/ppocr'),
+        ('anylabeling/services/auto_labeling/configs/ram/*', 'anylabeling/services/auto_labeling/configs/ram')
     ],
     hiddenimports=[],
     hookspath=[],
diff --git a/x-anylabeling-linux-gpu.spec b/x-anylabeling-linux-gpu.spec
index 74bf525c..c1d87b6a 100644
--- a/x-anylabeling-linux-gpu.spec
+++ b/x-anylabeling-linux-gpu.spec
@@ -11,8 +11,10 @@ a = Analysis(
         ('anylabeling/configs/auto_labeling/*.yaml', 'anylabeling/configs/auto_labeling'),
         ('anylabeling/configs/*.yaml', 'anylabeling/configs'),
         ('anylabeling/views/labeling/widgets/auto_labeling/auto_labeling.ui', 'anylabeling/views/labeling/widgets/auto_labeling'),
-        ('anylabeling/services/auto_labeling/configs/*.json', 'anylabeling/services/auto_labeling/configs'),
-        ('anylabeling/services/auto_labeling/configs/*.txt', 'anylabeling/services/auto_labeling/configs'),
+        ('anylabeling/services/auto_labeling/configs/bert/*', 'anylabeling/services/auto_labeling/configs/bert'),
+        ('anylabeling/services/auto_labeling/configs/clip/*', 'anylabeling/services/auto_labeling/configs/clip'),
+        ('anylabeling/services/auto_labeling/configs/ppocr/*', 'anylabeling/services/auto_labeling/configs/ppocr'),
+        ('anylabeling/services/auto_labeling/configs/ram/*', 'anylabeling/services/auto_labeling/configs/ram'),
         ('/home/cvhub/miniconda3/envs/x-anylabeling-gpu/lib/python3.8/site-packages/onnxruntime/capi/libonnxruntime_providers_cuda.so', 'onnxruntime/capi'),
         ('/home/cvhub/miniconda3/envs/x-anylabeling-gpu/lib/python3.8/site-packages/onnxruntime/capi/libonnxruntime_providers_shared.so', 'onnxruntime/capi'),
     ],
diff --git a/x-anylabeling-macos.spec b/x-anylabeling-macos.spec
index dccc9fe9..daecafcf 100644
--- a/x-anylabeling-macos.spec
+++ b/x-anylabeling-macos.spec
@@ -9,8 +9,10 @@ a = Analysis(
         ('anylabeling/configs/auto_labeling/*.yaml', 'anylabeling/configs/auto_labeling'),
         ('anylabeling/configs/*.yaml', 'anylabeling/configs'),
         ('anylabeling/views/labeling/widgets/auto_labeling/auto_labeling.ui', 'anylabeling/views/labeling/widgets/auto_labeling'),
-        ('anylabeling/services/auto_labeling/configs/*.json', 'anylabeling/services/auto_labeling/configs'),
-        ('anylabeling/services/auto_labeling/configs/*.txt', 'anylabeling/services/auto_labeling/configs')
+        ('anylabeling/services/auto_labeling/configs/bert/*', 'anylabeling/services/auto_labeling/configs/bert'),
+        ('anylabeling/services/auto_labeling/configs/clip/*', 'anylabeling/services/auto_labeling/configs/clip'),
+        ('anylabeling/services/auto_labeling/configs/ppocr/*', 'anylabeling/services/auto_labeling/configs/ppocr'),
+        ('anylabeling/services/auto_labeling/configs/ram/*', 'anylabeling/services/auto_labeling/configs/ram')
     ],
     hiddenimports=[],
     hookspath=[],
diff --git a/x-anylabeling-win-cpu.spec b/x-anylabeling-win-cpu.spec
index 3af130fa..b68dbf53 100644
--- a/x-anylabeling-win-cpu.spec
+++ b/x-anylabeling-win-cpu.spec
@@ -13,8 +13,10 @@ a = Analysis(
         ('anylabeling/configs/auto_labeling/*.yaml', 'anylabeling/configs/auto_labeling'),
         ('anylabeling/configs/*.yaml', 'anylabeling/configs'),
         ('anylabeling/views/labeling/widgets/auto_labeling/auto_labeling.ui', 'anylabeling/views/labeling/widgets/auto_labeling'),
-        ('anylabeling/services/auto_labeling/configs/*.json', 'anylabeling/services/auto_labeling/configs'),
-        ('anylabeling/services/auto_labeling/configs/*.txt', 'anylabeling/services/auto_labeling/configs')
+        ('anylabeling/services/auto_labeling/configs/bert/*', 'anylabeling/services/auto_labeling/configs/bert'),
+        ('anylabeling/services/auto_labeling/configs/clip/*', 'anylabeling/services/auto_labeling/configs/clip'),
+        ('anylabeling/services/auto_labeling/configs/ppocr/*', 'anylabeling/services/auto_labeling/configs/ppocr'),
+        ('anylabeling/services/auto_labeling/configs/ram/*', 'anylabeling/services/auto_labeling/configs/ram')
     ],
     hiddenimports=[],
     hookspath=[],
diff --git a/x-anylabeling-win-gpu.spec b/x-anylabeling-win-gpu.spec
index e55da32a..a7feaf27 100644
--- a/x-anylabeling-win-gpu.spec
+++ b/x-anylabeling-win-gpu.spec
@@ -13,8 +13,10 @@ a = Analysis(
         ('anylabeling/configs/auto_labeling/*.yaml', 'anylabeling/configs/auto_labeling'),
         ('anylabeling/configs/*.yaml', 'anylabeling/configs'),
         ('anylabeling/views/labeling/widgets/auto_labeling/auto_labeling.ui', 'anylabeling/views/labeling/widgets/auto_labeling'),
-        ('anylabeling/services/auto_labeling/configs/*.json', 'anylabeling/services/auto_labeling/configs'),
-        ('anylabeling/services/auto_labeling/configs/*.txt', 'anylabeling/services/auto_labeling/configs'),
+        ('anylabeling/services/auto_labeling/configs/bert/*', 'anylabeling/services/auto_labeling/configs/bert'),
+        ('anylabeling/services/auto_labeling/configs/clip/*', 'anylabeling/services/auto_labeling/configs/clip'),
+        ('anylabeling/services/auto_labeling/configs/ppocr/*', 'anylabeling/services/auto_labeling/configs/ppocr'),
+        ('anylabeling/services/auto_labeling/configs/ram/*', 'anylabeling/services/auto_labeling/configs/ram'),
         ('C:/Users/18102/.conda/envs/x-anylabeling-gpu/Lib/site-packages/onnxruntime/capi/onnxruntime_providers_cuda.dll', 'onnxruntime/capi'),
         ('C:/Users/18102/.conda/envs/x-anylabeling-gpu/Lib/site-packages/onnxruntime/capi/onnxruntime_providers_shared.dll', 'onnxruntime/capi')
     ],