修复统计各类别图片，逻辑错误问题。

data_management/count_images.py

@@ -59,22 +59,29 @@ def count_images_by_class(dataset_root: str, output_file: str = None):
         test_count = 0
         
         # 统计train目录
+        image_exts = {'.jpg', '.jpeg', '.png'}
         train_class_dir = train_dir / class_name
         if train_class_dir.exists():
-            for ext in ['*.jpg', '*.jpeg', '*.png', '*.JPG', '*.JPEG', '*.PNG']:
+            train_count = sum(
-                train_count += len(list(train_class_dir.glob(ext)))
+                1 for f in train_class_dir.iterdir()
+                if f.is_file() and f.suffix.lower() in image_exts
+            )
         
         # 统计val目录
         val_class_dir = val_dir / class_name
         if val_class_dir.exists():
-            for ext in ['*.jpg', '*.jpeg', '*.png', '*.JPG', '*.JPEG', '*.PNG']:
+            val_count = sum(
-                val_count += len(list(val_class_dir.glob(ext)))
+                1 for f in val_class_dir.iterdir()
+                if f.is_file() and f.suffix.lower() in image_exts
+            )
         
         # 统计test目录
         test_class_dir = test_dir / class_name
         if test_class_dir.exists():
-            for ext in ['*.jpg', '*.jpeg', '*.png', '*.JPG', '*.JPEG', '*.PNG']:
+            test_count = sum(
-                test_count += len(list(test_class_dir.glob(ext)))
+                1 for f in test_class_dir.iterdir()
+                if f.is_file() and f.suffix.lower() in image_exts
+            )
         
         total = train_count + val_count + test_count
         class_counts[class_name] = total

train/grid_search_cosface.py

@@ -57,7 +57,7 @@ GRID_PARAMS = {
         'm': [0.32, 0.35, 0.38, 0.40,0.45,0.50],  # margin参数
     },
     'whole_ingredient': {
-        's': [64.0, 68.0],
+        's': [64.0],
         'm': [0.40, 0.42, 0.43, 0.45],
     },
     'processed_ingredient': {