diff --git a/best_model.pth b/best_model.pth
deleted file mode 100644
index 757f1a5..0000000
Binary files a/best_model.pth and /dev/null differ
diff --git a/best_model_full.pth b/best_model_full.pth
deleted file mode 100644
index aeedbab..0000000
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diff --git a/data/arknights.csv b/data/arknights.csv
index fbf8fb1..24a7d58 100644
--- a/data/arknights.csv
+++ b/data/arknights.csv
@@ -1,4058 +1,785 @@
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diff --git a/data/arknights2025.4.8multi.csv b/data/arknights2025.4.8multi.csv
deleted file mode 100644
index fbf8fb1..0000000
--- a/data/arknights2025.4.8multi.csv
+++ /dev/null
@@ -1,4058 +0,0 @@
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diff --git "a/data/arknights2025.4.8\347\272\257\345\207\200\347\211\210.csv" "b/data/arknights2025.4.8\347\272\257\345\207\200\347\211\210.csv"
deleted file mode 100644
index 04fce11..0000000
--- "a/data/arknights2025.4.8\347\272\257\345\207\200\347\211\210.csv"
+++ /dev/null
@@ -1,1171 +0,0 @@
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-0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,12.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,10.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,10.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,4.0,0.0,0.0,0.0,0.0,0.0,R
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deleted file mode 100644
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diff --git a/loadData.py b/loadData.py
index c527de4..8bee5b2 100644
--- a/loadData.py
+++ b/loadData.py
@@ -1,23 +1,53 @@
+import os
 import subprocess
 import time
 
 import cv2
+import psutil
 
-# 全局��
-adb_path = r'C:\leidian\LDPlayer9\adb.exe'
-device_serial = '127.0.0.1:55511'  # 指定设备�列�
-process_images = [cv2.imread(f'images/process/{i}.png') for i in range(9)]
+
+def get_adb_path():
+    # 模拟器进程�
+    leidian_process_names = [
+        'dnplayer.exe',  # 雷电模拟器
+        'MuMuPlayer.exe'
+    ]
+
+    # 通过进程查找
+    for proc in psutil.process_iter(['name', 'exe']):
+        try:
+            if proc.info['name'] in leidian_process_names:
+                emulator_exe = proc.info['exe']
+                install_dir = os.path.dirname(emulator_exe)
+                adb_path = os.path.join(install_dir, 'adb.exe')
+
+                if os.path.isfile(adb_path):
+                    return adb_path
+        except (psutil.NoSuchProcess, psutil.AccessDenied):
+            continue
+
+    raise FileNotFoundError("无法自动找到模拟器ADB路径，请手动指定")
+
+
+if get_adb_path() is None:
+    adb_path = r'D:\LDPlayer9\adb.exe'  # 手动指定�置
+else:
+    adb_path = get_adb_path()
+print(f"ADB路径: {adb_path}")
+
+device_serial = '127.0.0.1:5555'  # 指定设备�列�
+process_images = [cv2.imread(f'images/process/{i}.png') for i in range(13)]
 
 # �幕分辨率
 screen_width = 1920
 screen_height = 1080
 
 relative_points = [
-    (0.453, 0.95),  # 投资左
-    (0.779, 0.95),  # 投资�
-    (0.322, 0.88),  # �点饭钱
-    (0.864, 0.88),  # 敬请��
-    (0.864, 0.90)  # 下一轮
+    (0.9297, 0.8833),  # �ALL�返回主页�加入赛事�开始游�
+    (0.0713, 0.8833),  # å·¦ALL
+    (0.8281, 0.8833),  # �礼物�自娱自�
+    (0.1640, 0.8833),  # 左礼物
+    (0.4979, 0.6324),  # 本轮观望
 ]
 
 
@@ -65,10 +95,34 @@ def click(point):
     subprocess.run(f'{adb_path} -s {device_serial} shell input tap {x_coord} {y_coord}', shell=True)
 
 
+def operation_simple(results):
+    for idx, score in results:
+        if score > 0.6:  # �设匹�阈值为 0.8
+            if idx == 0:  # 加入赛事
+                click(relative_points[0])
+                print("加入赛事")
+            elif idx == 1:  # 自娱自�
+                click(relative_points[2])
+                print("自娱自�")
+            elif idx == 2:  # 开始游�
+                click(relative_points[0])
+                print("开始游�")
+            elif idx in [3, 4, 5]:  # 本轮观望
+                click(relative_points[4])
+                print("本轮观望")
+            elif idx in [10, 11]:
+                print("下一轮")
+            elif idx in [6, 7]:
+                print("等待战斗结�")
+            elif idx == 12:  # 返回主页
+                click(relative_points[0])
+                print("返回主页")
+            break  # 匹�到第一个结果�退出
+
 def operation(results):
     for idx, score in results:
         if score > 0.6:  # �设匹�阈值为 0.8
-            if idx == 0:
+            if idx in [3, 4, 5]:
                 # 识别怪物类型数�，导入模型进行预测
                 prediction = 0.6
                 # 根�预测结果点击投资左/�
@@ -92,7 +146,6 @@ def operation(results):
                 print("等待战斗结�")
             break  # 匹�到第一个结果�退出
 
-
 def main():
     while True:
         screenshot = capture_screenshot()
diff --git a/log.txt b/log.txt
deleted file mode 100644
index f1b1dde..0000000
--- a/log.txt
+++ /dev/null
@@ -1,4 +0,0 @@
-
-×ܹ²Ìîд´ÎÊý: 144
-Ìîд¡Á´ÎÊý: 19
-µ±´ÎÔËÐÐʱ³¤: 2Сʱ0·ÖÖÓ
diff --git a/main.py b/main.py
index d1540b7..166ec86 100644
--- a/main.py
+++ b/main.py
@@ -37,9 +37,19 @@ def __init__(self, root):
         self.create_widgets()
 
     def load_images(self):
-        for i in range(1, 27):
+        for i in range(1, 35):
             original_image = tk.PhotoImage(file=f"images/{i}.png")
-            self.images[str(i)] = original_image.subsample(1, 1)  # Reduce size by 50%
+            # 计算�适的缩放比例使图片显示为60*60�素
+            width = original_image.width()
+            height = original_image.height()
+            width_ratio = width / 60
+            height_ratio = height / 60
+            # 使用较大的比例确�图片�超过60*60
+            ratio = max(width_ratio, height_ratio)
+            if ratio > 0:
+                self.images[str(i)] = original_image.subsample(int(ratio), int(ratio))
+            else:
+                self.images[str(i)] = original_image
 
     def create_widgets(self):
         # Create frames
@@ -54,25 +64,25 @@ def create_widgets(self):
         self.result_frame.pack(side=tk.BOTTOM, padx=10, pady=10)
 
         # Create labels and entries for top and bottom monsters
-        for i in range(1, 14):
+        for i in range(1, 18):
             tk.Label(self.top_frame, image=self.images[str(i)]).grid(row=0, column=i - 1)
-            self.left_monsters[str(i)] = tk.Entry(self.top_frame, width=10)
+            self.left_monsters[str(i)] = tk.Entry(self.top_frame, width=8)
             self.left_monsters[str(i)].grid(row=1, column=i - 1)
 
-        for i in range(14, 27):
-            tk.Label(self.top_frame, image=self.images[str(i)]).grid(row=2, column=i - 14)
-            self.left_monsters[str(i)] = tk.Entry(self.top_frame, width=10)
-            self.left_monsters[str(i)].grid(row=3, column=i - 14)
+        for i in range(18, 35):
+            tk.Label(self.top_frame, image=self.images[str(i)]).grid(row=2, column=i - 18)
+            self.left_monsters[str(i)] = tk.Entry(self.top_frame, width=8)
+            self.left_monsters[str(i)].grid(row=3, column=i - 18)
 
-        for i in range(1, 14):
+        for i in range(1, 18):
             tk.Label(self.bottom_frame, image=self.images[str(i)]).grid(row=0, column=i - 1)
-            self.right_monsters[str(i)] = tk.Entry(self.bottom_frame, width=10)
+            self.right_monsters[str(i)] = tk.Entry(self.bottom_frame, width=8)
             self.right_monsters[str(i)].grid(row=1, column=i - 1)
 
-        for i in range(14, 27):
-            tk.Label(self.bottom_frame, image=self.images[str(i)]).grid(row=2, column=i - 14)
-            self.right_monsters[str(i)] = tk.Entry(self.bottom_frame, width=10)
-            self.right_monsters[str(i)].grid(row=3, column=i - 14)
+        for i in range(18, 35):
+            tk.Label(self.bottom_frame, image=self.images[str(i)]).grid(row=2, column=i - 18)
+            self.right_monsters[str(i)] = tk.Entry(self.bottom_frame, width=8)
+            self.right_monsters[str(i)].grid(row=3, column=i - 18)
 
         # Create buttons
         # 添加当次训练时长输入框
@@ -136,7 +146,7 @@ def fill_data_incorrect(self):
         self.update_statistics()  # 更新统计信�
 
     def fill_data(self, result):
-        image_data = np.zeros((1, 52))
+        image_data = np.zeros((1, 68))  # 34 * 2 = 68
         for name, entry in self.left_monsters.items():
             value = entry.get()
             if value.isdigit():
@@ -144,7 +154,7 @@ def fill_data(self, result):
         for name, entry in self.right_monsters.items():
             value = entry.get()
             if value.isdigit():
-                image_data[0][int(name) + 26 - 1] = int(value)
+                image_data[0][int(name) + 34 - 1] = int(value)
         image_data = np.append(image_data, result)
         with open('arknights.csv', 'a', newline='') as file:
             writer = csv.writer(file)
@@ -154,25 +164,25 @@ def fill_data(self, result):
     def get_prediction(self):
         try:
             # 检查模型文件是�存在
-            if not os.path.exists('best_model.pth'):
-                raise FileNotFoundError("未找到训练好的模型文件 'best_model.pth'，请先训练模型")
+            if not os.path.exists('models/best_model_full.pth'):
+                raise FileNotFoundError("未找到训练好的模型文件 'models/best_model_full.pth'，请先训练模型")
 
             # �始化模型（与train.py中的�置完全一致）
             device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
             model = UnitAwareTransformer(
-                num_units=26,
+                num_units=34,  # 更新为34个怪物
                 embed_dim=128,
                 num_heads=8,
                 num_layers=4  # 注�：train.py中config['n_layers']=4
             ).to(device)
 
-            # 加载模型��（使用strict=False以兼容�能的微�差异）
-            model.load_state_dict(torch.load('best_model.pth', map_location=device), strict=False)
+            # 加载模型��
+            model = torch.load('models/best_model_full.pth', map_location=device)
             model.eval()
 
             # 准备输入数�（完全匹�ArknightsDataset的处�方�）
-            left_counts = np.zeros(26, dtype=np.float32)
-            right_counts = np.zeros(26, dtype=np.float32)
+            left_counts = np.zeros(34, dtype=np.float32)
+            right_counts = np.zeros(34, dtype=np.float32)
 
             # 从界�获�数�（空值处�为0）
             for name, entry in self.left_monsters.items():
@@ -183,28 +193,46 @@ def get_prediction(self):
                 value = entry.get()
                 right_counts[int(name) - 1] = float(value) if value.isdigit() else 0.0
 
-            # 转�为张�并处�符�和�对值（关键步骤）
+            # 转�为张�并处�符�和�对值
             left_signs = torch.sign(torch.tensor(left_counts, dtype=torch.float32)).unsqueeze(0).to(device)
             left_counts = torch.abs(torch.tensor(left_counts, dtype=torch.float32)).unsqueeze(0).to(device)
             right_signs = torch.sign(torch.tensor(right_counts, dtype=torch.float32)).unsqueeze(0).to(device)
             right_counts = torch.abs(torch.tensor(right_counts, dtype=torch.float32)).unsqueeze(0).to(device)
 
-            # 预测�程（与evaluate函数一致）
+            # 为了数值稳定性，添加�值处�（与train.py��一致）
+            left_counts_scaled = left_counts + 1e-6
+            right_counts_scaled = right_counts + 1e-6
+
+            # 预测�程
             with torch.no_grad():
-                # 模型输出已�是sigmoid�的概率值
-                prediction = model(left_signs, left_counts, right_signs, right_counts).item()
+                # 使用修改�的模型��传播�程
+                prediction = model(left_signs, left_counts_scaled, right_signs, right_counts_scaled).item()
+
+                # 确�预测值在有效范围内
+                if np.isnan(prediction) or np.isinf(prediction):
+                    print("警告: 预测结果包�NaN或Inf，返回默认值0.5")
+                    prediction = 0.5
+
+                # 检查预测结果是�在[0,1]范围内
+                if prediction < 0 or prediction > 1:
+                    prediction = max(0, min(1, prediction))
+
+            return prediction
         except FileNotFoundError:
             messagebox.showerror("错误", "未找到模型文件，请先点击「训练�按钮")
+            return 0.5
         except RuntimeError as e:
             if "size mismatch" in str(e):
                 messagebox.showerror("错误", "模型结构�匹��请删除旧模型并�新训练")
             else:
                 messagebox.showerror("错误", f"模型加载失败: {str(e)}")
+            return 0.5
         except ValueError:
             messagebox.showerror("错误", "请输入有效的数字（0或正整数）")
+            return 0.5
         except Exception as e:
             messagebox.showerror("错误", f"预测时�生错误: {str(e)}")
-        return prediction
+            return 0.5
 
     def predictText(self, prediction):
         # 结果解释（注�：prediction直接对应标签'R'的概率）
@@ -242,8 +270,8 @@ def recognize(self):
                 self.main_roi = recognize.select_roi()
             else:
                 self.main_roi = [
-                    (int(0.3339 * loadData.screen_width), int(0.7787 * loadData.screen_height)),
-                    (int(0.8995 * loadData.screen_width), int(0.9111 * loadData.screen_height))
+                    (int(0.2479 * loadData.screen_width), int(0.8444 * loadData.screen_height)),
+                    (int(0.7526 * loadData.screen_width), int(0.9491 * loadData.screen_height))
                 ]
         ref_images = recognize.load_ref_images()
         # 如果正在进行自动获�数�，从文件加载截图
@@ -253,9 +281,7 @@ def recognize(self):
             screenshot = None
 
         results = recognize.process_regions(self.main_roi, ref_images, screenshot)
-        # 输出结果
-        for region in self.main_roi:
-            print(f"Region: {region}")
+
         # 处�结果
         for res in results:
             if 'error' not in res:
@@ -289,18 +315,18 @@ def train_model(self):
 
         messagebox.showinfo("Info", "Model trained successfully")
 
-    def calculate_average_green(self, image):  # 计算钱�钱去区域
+    def calculate_average_yellow(self, image):  # 检测左上角一点是�为黄色
         if image is None:
-            print(f"Failed to load image")
-            return None
+            print(f"图�加载失败")
+            return None       
         height, width, _ = image.shape
-        x1, y1, x2, y2 = (0.3406, 0.5759, 0.4182, 0.6194)
-        x1, y1, x2, y2 = int(x1 * width), int(y1 * height), int(x2 * width), int(y2 * height)
-
-        region = image[y1:y2, x1:x2]
-        green_channel = region[:, :, 1]
-        average_green = np.mean(green_channel)
-        return average_green
+        # �左上角(0,0)点
+        point_color = image[0, 0]
+        # ��BGR通�值
+        blue, green, red = point_color
+        # 判断是�为黄色 (黄色RGB值大致为R高�G高�B低)
+        is_yellow = (red > 150 and green > 150 and blue < 100)
+        return is_yellow
 
     def save_statistics_to_log(self):
         elapsed_time = time.time() - self.start_time if self.start_time else 0
@@ -339,7 +365,9 @@ def auto_fetch_loop(self):
                     self.auto_fetch_button.config(text="自动获�数�")
                     self.save_statistics_to_log()  # �存统计信�到log.txt
                     break
-                time.sleep(2)
+
+                # 检测一次间隔时间——————————————————————————————————
+                time.sleep(0.5)
                 if keyboard.is_pressed('esc'):
                     self.auto_fetch_running = False
                     self.auto_fetch_button.config(text="自动获�数�")
@@ -351,7 +379,7 @@ def auto_fetch_loop(self):
                 self.auto_fetch_button.config(text="自动获�数�")
                 self.save_statistics_to_log()  # �存统计信�到log.txt
                 break
-            time.sleep(2)
+            # time.sleep(2)
             if keyboard.is_pressed('esc'):
                 self.auto_fetch_running = False
                 self.auto_fetch_button.config(text="自动获�数�")
@@ -359,17 +387,79 @@ def auto_fetch_loop(self):
 
     def auto_fetch_data(self):
         relative_points = [
-            (0.453, 0.95),  # 投资左
-            (0.779, 0.95),  # 投资�
-            (0.322, 0.88),  # �点饭钱
-            (0.864, 0.88),  # 敬请��
-            (0.864, 0.90)  # 下一轮
+            (0.9297, 0.8833),  # �ALL�返回主页�加入赛事�开始游�
+            (0.0713, 0.8833),  # å·¦ALL
+            (0.8281, 0.8833),  # �礼物�自娱自�
+            (0.1640, 0.8833),  # 左礼物
+            (0.4979, 0.6324),  # 本轮观望
         ]
         screenshot = loadData.capture_screenshot()
         if screenshot is not None:
             results = loadData.match_images(screenshot, loadData.process_images)
             results = sorted(results, key=lambda x: x[1], reverse=True)
             # print("匹�结果：", results[0])
+            for idx, score in results:
+                if score > 0.5:
+                    if idx == 0:
+                        loadData.click(relative_points[0])
+                        print("加入赛事")
+                    elif idx == 1:
+                        loadData.click(relative_points[2])
+                        print("自娱自�")
+                    elif idx == 2:
+                        loadData.click(relative_points[0])
+                        print("开始游�")
+                    elif idx in [3, 4, 5]:
+                        time.sleep(1)
+                        # 归零
+                        self.reset_entries()
+                        # 识别怪物类型数�
+                        self.recognize()
+                        # 预测
+                        prediction = self.get_prediction()
+                        self.predictText(prediction)
+                        self.current_prediction = prediction
+                        # 点击下一轮
+                        loadData.click(relative_points[4])
+                        print("本轮观望")
+                    elif idx in [10, 11]:
+                        # 判断本次是�填写错误
+                        if self.calculate_average_yellow(screenshot):
+                            self.fill_data('L')
+                            if self.current_prediction > 0.5:
+                                self.incorrect_fill_count += 1  # 更新填写×次数
+                            print("填写数�左赢")
+                        else:
+                            self.fill_data('R')
+                            if self.current_prediction < 0.5:
+                                self.incorrect_fill_count += 1  # 更新填写×次数
+                            print("填写数��赢")
+                        self.total_fill_count += 1  # 更新总填写次数
+                        self.update_statistics()  # 更新统计信�
+                        print("下一轮")
+                        # 为填写数��作设置冷�期
+                        time.sleep(10)
+                    elif idx in [6, 7]:
+                        print("等待战斗结�")
+                    elif idx == 12:  # 返回主页
+                        loadData.click(relative_points[0])
+                        print("返回主页")
+                    break  # 匹�到第一个结果�退出
+        pass
+
+    def auto_fetch_data_invest(self):
+        relative_points = [
+            (0.9297, 0.8833),  # �ALL�返回主页�加入赛事�开始游�
+            (0.0713, 0.8833),  # å·¦ALL
+            (0.8281, 0.8833),  # �礼物�自娱自�
+            (0.1640, 0.8833),  # 左礼物
+            (0.4979, 0.6324),  # 本轮观望
+        ]
+        screenshot = loadData.capture_screenshot()
+        if screenshot is not None:
+            results = loadData.match_images(screenshot, loadData.process_images)
+            results = sorted(results, key=lambda x: x[1], reverse=True)
+            #print("匹�结果：", results[0])
             for idx, score in results:
                 if score > 0.5:
                     if idx == 0:
diff --git a/recognize.py b/recognize.py
index 998106f..d17dd7e 100644
--- a/recognize.py
+++ b/recognize.py
@@ -12,22 +12,22 @@
 drawing = False
 roi_box = []
 
-# 预定义相对�标（基于选定的大区域）
-# relative_regions = [
-#     (0.334, 0.783, 0.407, 0.911),
-#     (0.416, 0.781, 0.490, 0.918),
-#     (0.498, 0.785, 0.573, 0.920),
-#     (0.661, 0.785, 0.737, 0.916),
-#     (0.742, 0.779, 0.818, 0.916),
-#     (0.826, 0.783, 0.900, 0.916)
-# ]
+# 预定义相对�标
+relative_regions_nums = [
+    (0.0, 0.0, 0.1324, 1),
+    (0.1324, 0.0, 0.2571, 1),
+    (0.2461, 0.0, 0.3778, 1),
+    (0.6260, 0.0, 0.7429, 1),
+    (0.7500, 0.0, 0.8746, 1),
+    (0.8646, 0.0, 1, 1)
+]
 relative_regions = [
-    (0.0, 0.0, 0.131, 1),
-    (0.1462, 0.0, 0.2762, 1),
-    (0.2923, 0.0, 0.4214, 1),
-    (0.5786, 0.0, 0.7087, 1),
-    (0.7248, 0.0, 0.8538, 1),
-    (0.8679, 0.0, 1, 1)
+    (0.0, 0.0, 0.1173, 1),
+    (0.1220, 0.0, 0.2390, 1),
+    (0.2451, 0.0, 0.3624, 1),
+    (0.6359, 0.0, 0.7532, 1),
+    (0.7593, 0.0, 0.8759, 1),
+    (0.8824, 0.0, 1, 1)
 ]
 
 
@@ -103,11 +103,32 @@ def select_roi():
 
 
 def preprocess(img):
-    """优化的预处��程"""
-    gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)
-    blur = cv2.GaussianBlur(gray, (3, 3), 0)
-    _, thresh = cv2.threshold(blur, 0, 255, cv2.THRESH_BINARY_INV + cv2.THRESH_OTSU)
-    return thresh
+    """彩色图�二值化处�，增强数字��性"""
+    # 检查图�是�为彩色
+    if len(img.shape) == 2:
+        # 如果是�度图�，转�为三通�
+        img = cv2.cvtColor(img, cv2.COLOR_GRAY2BGR)
+
+    # 创建较宽�的亮色阈值范围（包括浅��白色等亮色）
+    # BGR格�
+    lower_bright = np.array([180, 180, 180])
+    upper_bright = np.array([255, 255, 255])
+
+    # 基于颜色范围创建掩�
+    bright_mask = cv2.inRange(img, lower_bright, upper_bright)
+
+    # 进行形�学�作，增强文本��性
+    # 创建一个�的椭圆形核
+    kernel = cv2.getStructuringElement(cv2.MORPH_ELLIPSE, (2, 2))
+
+    # 膨胀�作，使文字更粗
+    dilated = cv2.dilate(bright_mask, kernel, iterations=1)
+
+    # 闭�作，填充文字内的�空隙
+    # closed = cv2.morphologyEx(dilated, cv2.MORPH_CLOSE, kernel)
+    closed = dilated
+
+    return closed
 
 
 def find_best_match(target, ref_images):
@@ -120,6 +141,10 @@ def find_best_match(target, ref_images):
     min_diff = float('inf')
     best_id = -1
 
+    # cv2.imshow("target", target)
+    # cv2.waitKey(0)
+    # cv2.destroyAllWindows()
+
     # 确�目标图�是RGB格�
     if len(target.shape) == 2:
         target = cv2.cvtColor(target, cv2.COLOR_GRAY2BGR)
@@ -193,6 +218,16 @@ def find_best_match(target, ref_images):
 
 
 def process_regions(main_roi, ref_images, screenshot=None):
+    """处�主区域中的所有区域
+
+    Args:
+        main_roi: 主�感兴趣区域的�标
+        ref_images: �考图�字典
+        screenshot: �选的预先�获的截图
+
+    Returns:
+        区域处�结果的列表
+    """
     results = []
     (x1, y1), (x2, y2) = main_roi
     main_width = x2 - x1
@@ -206,43 +241,62 @@ def process_regions(main_roi, ref_images, screenshot=None):
         # 从当�screenshot中��主区域
         screenshot = screenshot[y1:y2, x1:x2]
 
+    # �历所有区域
     for idx, rel in enumerate(relative_regions):
         try:
-            # 计算�区域�标
+            # 计算模�匹�的�区域�标
             rx1 = int(rel[0] * main_width)
             ry1 = int(rel[1] * main_height)
             rx2 = int(rel[2] * main_width)
             ry2 = int(rel[3] * main_height)
 
+            # ��模�匹�用的�区域
             sub_roi = screenshot[ry1:ry2, rx1:rx2]
 
             # 图�匹�
             matched_id, confidence = find_best_match(sub_roi, ref_images)
 
-            # OCR识别（优化区域截�）
-            number_roi = sub_roi[-sub_roi.shape[0] // 4:, sub_roi.shape[1] // 3:]
+            # 计算OCR数字识别的�区域�标
+            rel_num = relative_regions_nums[idx]
+            rx1_num = int(rel_num[0] * main_width)
+            ry1_num = int(rel_num[1] * main_height)
+            rx2_num = int(rel_num[2] * main_width)
+            ry2_num = int(rel_num[3] * main_height)
+
+            # ��OCR识别用的�区域
+            sub_roi_num = screenshot[ry1_num:ry2_num, rx1_num:rx2_num]
+
+            # OCR识别（根�区域�置优化区域截�）
+            # �3个区域（左侧）使用�下角，�3个区域（�侧）使用左下角
+            bottom_section = sub_roi_num[-sub_roi_num.shape[0] // 4:]
+            if idx < 3:  # 左侧区域 - 使用��部分
+                number_roi = bottom_section[:, bottom_section.shape[1] // 3:]
+            else:  # �侧区域 - 使用左�部分
+                number_roi = bottom_section[:, :bottom_section.shape[1] // 3 * 2]
+            
             processed = preprocess(number_roi)
 
             # cv2.imshow("Processed", processed)
             # cv2.waitKey(0)  # 等待用户按键
             # cv2.destroyAllWindows()  # 关闭所有窗�
 
-
+            # OCR处�
             custom_config = r'--oem 3 --psm 6 -c tessedit_char_whitelist=0123456789x×X'
             number = pytesseract.image_to_string(processed, config=custom_config).strip()
             number = number.replace('×', 'x').lower()  # 统一符�
-            # print(f"区域{idx} OCR识别结果: {number}")
+
             # 找到第一个x的�置并截��续内容
             x_pos = number.find('x')
             if x_pos != -1:
                 number = number[x_pos + 1:]  # 截�x之�的字符串
+
             # ��留数字
             number = ''.join(filter(str.isdigit, number))
 
             # �存有数字的图片到images/nums中的对应文件夹
-            if number:
-                save_number_image(number, processed, matched_id)
-
+            # if number:
+            #     save_number_image(number, processed, matched_id)
+            
             results.append({
                 "region_id": idx,
                 "matched_id": matched_id,
@@ -261,7 +315,7 @@ def process_regions(main_roi, ref_images, screenshot=None):
 def load_ref_images(ref_dir="images"):
     """加载�考图片库"""
     ref_images = {}
-    for i in range(27):
+    for i in range(35):
         path = os.path.join(ref_dir, f"{i}.png")
         if os.path.exists(path):
             img = cv2.imread(path)
diff --git a/requirements.txt b/requirements.txt
index cebca4f..93e8daa 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -7,4 +7,6 @@ torchvision>=0.10.0
 keyboard>=0.13.5
 matplotlib>=3.4.3
 pandas>=1.3.0
-scikit-learn>=0.24.2 
\ No newline at end of file
+scikit-learn>=0.24.2
+yt-dlp>=2023.3.4
+psutil>=7.0.0
\ No newline at end of file
diff --git a/train.py b/train.py
index 07163c6..ef85f54 100644
--- a/train.py
+++ b/train.py
@@ -1,3 +1,6 @@
+import os
+
+import matplotlib.pyplot as plt
 import numpy as np
 import pandas as pd
 import torch
@@ -7,19 +10,78 @@
 from torch.utils.data import Dataset, DataLoader
 
 
+def preprocess_data(csv_file):
+    """预处�CSV文件，将异常值修正为��范围"""
+    print(f"预处�数�文件: {csv_file}")
+
+    # 读�CSV文件
+    data = pd.read_csv(csv_file, header=None)
+    print(f"原始数�形状: {data.shape}")
+
+    # 检查特�范围
+    features = data.iloc[:, :-1]
+    labels = data.iloc[:, -1]
+
+    # 统计�端值
+    extreme_values = (np.abs(features) > 20).sum().sum()
+    if extreme_values > 0:
+        print(f"�现 {extreme_values} 个�对值大于20的特�值")
+
+    # 检查标签
+    invalid_labels = labels.apply(lambda x: x not in ['L', 'R']).sum()
+    if invalid_labels > 0:
+        print(f"�现 {invalid_labels} 个无效标签")
+
+    # 输出特�的范围信�
+    feature_min = features.min().min()
+    feature_max = features.max().max()
+    feature_mean = features.mean().mean()
+    feature_std = features.std().mean()
+
+    print(f"特�值范围: [{feature_min}, {feature_max}]")
+    print(f"特�值平�值: {feature_mean:.4f}, 标准差: {feature_std:.4f}")
+
+    # 如果需�，�以在这里对数�进行更多的预处�
+    # 例如：将�端值截断到��范围
+
+    return data
+
+
 class ArknightsDataset(Dataset):
-    def __init__(self, csv_file):
+    def __init__(self, csv_file, normalize=True, max_value=None):
         data = pd.read_csv(csv_file, header=None)
         features = data.iloc[:, :-1].values.astype(np.float32)
         labels = data.iloc[:, -1].map({'L': 0, 'R': 1}).values
+
+        # 处��能的无效标签（如第一行的'69'）
         labels = np.where((labels != 0) & (labels != 1), 0, labels).astype(np.float32)
 
         # 分离左��方并�留符�信�
-        self.left_signs = np.sign(features[:, :26])
-        self.right_signs = np.sign(features[:, 26:])
-        self.left_counts = np.abs(features[:, :26])
-        self.right_counts = np.abs(features[:, 26:])
+        feature_count = features.shape[1]
+        midpoint = feature_count // 2  # 应该是34
+
+        # 符�信�：1表示己方，-1表示敌方
+        self.left_signs = np.sign(features[:, :midpoint])
+        self.right_signs = np.sign(features[:, midpoint:])
+
+        # 数�信�
+        self.left_counts = np.abs(features[:, :midpoint])
+        self.right_counts = np.abs(features[:, midpoint:])
+
+        # 如果�供了max_value，则将特�值�制在��范围内
+        if max_value is not None:
+            self.left_counts = np.clip(self.left_counts, 0, max_value)
+            self.right_counts = np.clip(self.right_counts, 0, max_value)
+            print(f"已将特�值截断至 [0, {max_value}] 范围内")
+
+        # 打�最大值信�
+        print(f"左侧特�最大值: {np.max(self.left_counts)}")
+        print(f"�侧特�最大值: {np.max(self.right_counts)}")
+        
         self.labels = labels
+        print(f"数�加载完�! 特�维度: {feature_count}, 样本数�: {len(labels)}")
+        print(f"左侧特�平��零数�: {np.count_nonzero(self.left_counts > 0) / len(self.left_counts):.2f}")
+        print(f"�侧特�平��零数�: {np.count_nonzero(self.right_counts > 0) / len(self.right_counts):.2f}")
 
     def __len__(self):
         return len(self.labels)
@@ -35,7 +97,7 @@ def __getitem__(self, idx):
 
 
 class UnitAwareTransformer(nn.Module):
-    def __init__(self, num_units=27, embed_dim=128, num_heads=8, num_layers=3):
+    def __init__(self, num_units=35, embed_dim=128, num_heads=8, num_layers=3):
         super().__init__()
         self.num_units = num_units
         self.embed_dim = embed_dim
@@ -107,10 +169,10 @@ def forward(self, left_sign, left_count, right_sign, right_count):
 
         embed_dim = self.embed_dim
 
-        # �x维��，�y维 *= 数�
+        # �x维��，�y维 *= 数�，但使用缩放�的值
         left_feat = torch.cat([
             left_feat[..., :embed_dim // 2],  # �x维
-            left_feat[..., embed_dim // 2:] * left_values.unsqueeze(-1)  # �y维乘数�，�y维�直接代替统计�，�时��引入�外统计��数
+            left_feat[..., embed_dim // 2:] * left_values.unsqueeze(-1)  # �y维乘数�
         ], dim=-1)
         right_feat = torch.cat([
             right_feat[..., :embed_dim // 2],
@@ -141,7 +203,8 @@ def forward(self, left_sign, left_count, right_sign, right_count):
                 key_padding_mask=~left_mask,
                 need_weights=False
             )
-            # 残差连接（现在�以归一化了，但没什么�义，�而训练更慢）
+
+            # 残差连接
             left_feat = left_feat + delta_left
             right_feat = right_feat + delta_right
 
@@ -164,6 +227,7 @@ def forward(self, left_sign, left_count, right_sign, right_count):
                 key_padding_mask=~right_mask,
                 need_weights=False
             )
+
             # 残差连接
             left_feat = left_feat + delta_left
             right_feat = right_feat + delta_right
@@ -175,6 +239,7 @@ def forward(self, left_sign, left_count, right_sign, right_count):
         # 输出战斗力
         L = self.fc(left_feat).squeeze(-1) * left_mask
         R = self.fc(right_feat).squeeze(-1) * right_mask
+
         # 计算战斗力差输出概率，'L': 0, 'R': 1，R大于L时输出大于0.5
         output = torch.sigmoid(R.sum(1) - L.sum(1))
 
@@ -191,18 +256,58 @@ def train_one_epoch(model, train_loader, criterion, optimizer, device):
         ls, lc, rs, rc, labels = [x.to(device) for x in (ls, lc, rs, rc, labels)]
 
         optimizer.zero_grad()
-        outputs = model(ls, lc, rs, rc).squeeze()
-        loss = criterion(outputs, labels)
-        loss.backward()
 
-        optimizer.step()
+        # 检查输入值范围
+        if torch.isnan(ls).any() or torch.isnan(lc).any() or torch.isnan(rs).any() or torch.isnan(rc).any():
+            print("警告: 输入数�包�NaN，跳过该批次")
+            continue
+
+        if torch.isinf(ls).any() or torch.isinf(lc).any() or torch.isinf(rs).any() or torch.isinf(rc).any():
+            print("警告: 输入数�包�Inf，跳过该批次")
+            continue
+
+        # 确�labels严格在0-1之间
+        if (labels < 0).any() or (labels > 1).any():
+            print("警告: 标签值�在[0,1]范围内，进行修正")
+            labels = torch.clamp(labels, 0, 1)
+
+        try:
+            outputs = model(ls, lc, rs, rc).squeeze()
+
+            # 确�输出在��范围内
+            if torch.isnan(outputs).any() or torch.isinf(outputs).any():
+                print("警告: 模型输出包�NaN或Inf，跳过该批次")
+                continue
+
+            # 确�输出严格在0-1之间，因为BCELoss需�
+            if (outputs < 0).any() or (outputs > 1).any():
+                print("警告: 模型输出�在[0,1]范围内，进行修正")
+                outputs = torch.clamp(outputs, 1e-7, 1 - 1e-7)
+
+            loss = criterion(outputs, labels)
+
+            # 检查loss是�有效
+            if torch.isnan(loss) or torch.isinf(loss):
+                print(f"警告: �失值为 {loss.item()}, 跳过该批次")
+                continue
+
+            loss.backward()
+
+            # 梯度�剪，��梯度爆炸
+            torch.nn.utils.clip_grad_norm_(model.parameters(), max_norm=1.0)
+
+            optimizer.step()
+
+            total_loss += loss.item()
+            preds = (outputs > 0.5).float()
+            correct += (preds == labels).sum().item()
+            total += labels.size(0)
 
-        total_loss += loss.item()
-        preds = (outputs > 0.5).float()
-        correct += (preds == labels).sum().item()
-        total += labels.size(0)
+        except RuntimeError as e:
+            print(f"警告: 训练过程中出错 - {str(e)}")
+            continue
 
-    return total_loss / len(train_loader), 100 * correct / total
+    return total_loss / max(1, len(train_loader)), 100 * correct / max(1, total)
 
 
 def evaluate(model, data_loader, criterion, device):
@@ -214,86 +319,239 @@ def evaluate(model, data_loader, criterion, device):
     with torch.no_grad():
         for ls, lc, rs, rc, labels in data_loader:
             ls, lc, rs, rc, labels = [x.to(device) for x in (ls, lc, rs, rc, labels)]
-            outputs = model(ls, lc, rs, rc).squeeze()
 
-            loss = criterion(outputs, labels)
-            total_loss += loss.item()
-            preds = (outputs > 0.5).float()
-            correct += (preds == labels).sum().item()
-            total += labels.size(0)
+            # 检查输入值范围
+            if torch.isnan(ls).any() or torch.isnan(lc).any() or torch.isnan(rs).any() or torch.isnan(rc).any() or \
+                    torch.isinf(ls).any() or torch.isinf(lc).any() or torch.isinf(rs).any() or torch.isinf(rc).any():
+                print("警告: 评估时输入数�包�NaN或Inf，跳过该批次")
+                continue
+
+            # 确�labels严格在0-1之间
+            if (labels < 0).any() or (labels > 1).any():
+                labels = torch.clamp(labels, 0, 1)
+
+            try:
+                outputs = model(ls, lc, rs, rc).squeeze()
+
+                # 确�输出在��范围内
+                if torch.isnan(outputs).any() or torch.isinf(outputs).any():
+                    print("警告: 评估时模型输出包�NaN或Inf，跳过该批次")
+                    continue
+
+                # 确�输出严格在0-1之间，因为BCELoss需�
+                if (outputs < 0).any() or (outputs > 1).any():
+                    outputs = torch.clamp(outputs, 1e-7, 1 - 1e-7)
+
+                loss = criterion(outputs, labels)
+
+                # 检查loss是�有效
+                if torch.isnan(loss) or torch.isinf(loss):
+                    continue
+
+                total_loss += loss.item()
+                preds = (outputs > 0.5).float()
+                correct += (preds == labels).sum().item()
+                total += labels.size(0)
+
+            except RuntimeError as e:
+                print(f"警告: 评估过程中出错 - {str(e)}")
+                continue
+
+    return total_loss / max(1, len(data_loader)), 100 * correct / max(1, total)
+
+
+def plot_training_history(train_losses, val_losses, train_accs, val_accs, save_path='training_history.png'):
+    """绘制训练历�并�存图表"""
+    plt.figure(figsize=(12, 5))
 
-    return total_loss / len(data_loader), 100 * correct / total
+    plt.subplot(1, 2, 1)
+    plt.plot(train_losses, label='训练�失')
+    plt.plot(val_losses, label='验��失')
+    plt.xlabel('Epoch')
+    plt.ylabel('Loss')
+    plt.legend()
+    plt.title('�失曲线')
+
+    plt.subplot(1, 2, 2)
+    plt.plot(train_accs, label='训练准确率')
+    plt.plot(val_accs, label='验�准确率')
+    plt.xlabel('Epoch')
+    plt.ylabel('Accuracy (%)')
+    plt.legend()
+    plt.title('准确率曲线')
+
+    plt.tight_layout()
+    plt.savefig(save_path)
+    print(f"训练历�已�存到 {save_path}")
 
 
 def main():
+    # �置�数
     config = {
+        'data_file': 'arknights.csv',
         'batch_size': 128,
         'embed_dim': 128,
         'n_layers': 4,
         'lr': 3e-4,
         'epochs': 200,
-        'seed': 42
+        'seed': 42,
+        'save_dir': 'models',
+        'max_feature_value': 100  # �制特�最大值，防止�端值造��稳定
     }
 
+    # 创建�存目录
+    os.makedirs(config['save_dir'], exist_ok=True)
+
+    # 设置�机��
     torch.manual_seed(config['seed'])
     np.random.seed(config['seed'])
+    if torch.cuda.is_available():
+        torch.cuda.manual_seed_all(config['seed'])
 
+    # 设置设备
     device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
-    print(f"Using device: {device}")
+    print(f"使用设备: {device}")
+
+    # 检查CUDA�用性
+    if torch.cuda.is_available():
+        print(f"CUDA设备数�: {torch.cuda.device_count()}")
+        print(f"当�CUDA设备: {torch.cuda.current_device()}")
+        print(f"CUDA设备�称: {torch.cuda.get_device_name(0)}")
+
+        # 设置确定性计算以增加稳定性
+        torch.backends.cudnn.deterministic = True
+        torch.backends.cudnn.benchmark = False
+    else:
+        print("警告: 未检测到GPU，将在CPU上�行训练，这�能会很慢!")
+
+    # 先预处�数�，检查是�有异常值
+    preprocess_data(config['data_file'])
+
+    # 加载数�集
+    dataset = ArknightsDataset(
+        config['data_file'],
+        normalize=False,
+        max_value=config['max_feature_value']  # 使用最大值�制
+    )
 
-    dataset = ArknightsDataset('data/arknights.csv')
+    # 数�集分割
     train_indices, val_indices = train_test_split(
-        range(len(dataset)), test_size=0.1, random_state=config['seed']
+        range(len(dataset)),
+        test_size=0.1,  # �高验�集比例以更好评估模型
+        random_state=config['seed'],
+        stratify=dataset.labels  # ��训练集和验�集标签分布一致
     )
 
+    print(f"训练集大�: {len(train_indices)}, 验�集大�: {len(val_indices)}")
+    print(f"训练集标签分布: {np.bincount(dataset.labels[train_indices].astype(int))}")
+    print(f"验�集标签分布: {np.bincount(dataset.labels[val_indices].astype(int))}")
+
+    # 数�加载器
     train_loader = DataLoader(
         torch.utils.data.Subset(dataset, train_indices),
         batch_size=config['batch_size'],
         shuffle=True,
-        num_workers=1,
-        pin_memory=True,
-        persistent_workers=True,
-        prefetch_factor=32
+        num_workers=0,
+        pin_memory=True if torch.cuda.is_available() else False
     )
     val_loader = DataLoader(
         torch.utils.data.Subset(dataset, val_indices),
         batch_size=config['batch_size'],
-        num_workers=1,
-        pin_memory=True,
-        persistent_workers=True,
-        prefetch_factor=32
+        num_workers=0,
+        pin_memory=True if torch.cuda.is_available() else False
     )
 
+    # �始化模型
     model = UnitAwareTransformer(
-        num_units=26,
+        num_units=35,
         embed_dim=config['embed_dim'],
         num_heads=8,
         num_layers=config['n_layers']
     ).to(device)
 
+    print(f"模型�数数�: {sum(p.numel() for p in model.parameters() if p.requires_grad)}")
+
+    # �失函数和优化器
     criterion = nn.BCELoss()
     optimizer = optim.AdamW(model.parameters(), lr=config['lr'], weight_decay=1e-4)
     scheduler = optim.lr_scheduler.CosineAnnealingLR(optimizer, T_max=config['epochs'])
 
+    # 训练历�记录
+    train_losses = []
+    val_losses = []
+    train_accs = []
+    val_accs = []
+
+    # 训练设置
     best_acc = 0
+    best_loss = float('inf')
+
+    # 训练循环
     for epoch in range(config['epochs']):
+        print(f"\nEpoch {epoch + 1}/{config['epochs']}")
+
+        # 训练
         train_loss, train_acc = train_one_epoch(
             model, train_loader, criterion, optimizer, device)
+
+        # 验�
         val_loss, val_acc = evaluate(
             model, val_loader, criterion, device)
+
+        # 更新学习率
         scheduler.step()
 
+        # 记录历�
+        train_losses.append(train_loss)
+        val_losses.append(val_loss)
+        train_accs.append(train_acc)
+        val_accs.append(val_acc)
+
+        # �存最佳模型（基于准确率）
         if val_acc > best_acc:
             best_acc = val_acc
-            torch.save(model.state_dict(), 'best_model.pth')
-            # �存完整模型（方便部署）
-            torch.save(model, 'best_model_full.pth')
-
-        print(f"Epoch {epoch + 1}/{config['epochs']}")
+            torch.save(model.state_dict(), os.path.join(config['save_dir'], 'best_model_acc.pth'))
+            torch.save(model, os.path.join(config['save_dir'], 'best_model_full.pth'))
+            print("�存了新的最佳准确率模型!")
+
+        # �存最佳模型（基于�失）
+        if val_loss < best_loss:
+            best_loss = val_loss
+            torch.save(model.state_dict(), os.path.join(config['save_dir'], 'best_model_loss.pth'))
+            print("�存了新的最佳�失模型!")
+
+        # �存最新模型
+        torch.save({
+            'epoch': epoch,
+            'model_state_dict': model.state_dict(),
+            'optimizer_state_dict': optimizer.state_dict(),
+            'train_loss': train_loss,
+            'val_loss': val_loss,
+            'train_acc': train_acc,
+            'val_acc': val_acc,
+            'config': config
+        }, os.path.join(config['save_dir'], 'latest_checkpoint.pth'))
+
+        # 打�训练信�
         print(f"Train Loss: {train_loss:.4f} | Acc: {train_acc:.2f}%")
         print(f"Val Loss: {val_loss:.4f} | Acc: {val_acc:.2f}%")
         print("-" * 40)
 
+        # 绘制并�存训练历�
+        # if (epoch + 1) % 5 == 0 or epoch == config['epochs'] - 1:
+        #     plot_training_history(
+        #         train_losses, val_losses, train_accs, val_accs,
+        #         save_path=os.path.join(config['save_dir'], 'training_history.png')
+        #     )
+
+    print(f"训练完�! 最佳验�准确率: {best_acc:.2f}%, 最佳验��失: {best_loss:.4f}")
+
+    # �存最终训练历�
+    # plot_training_history(
+    #     train_losses, val_losses, train_accs, val_accs,
+    #     save_path=os.path.join(config['save_dir'], 'final_training_history.png')
+    # )
+
 
 if __name__ == "__main__":
     main()
diff --git "a/\346\225\260\346\215\256\345\220\210\345\271\266\345\271\266\345\216\273\351\207\215/a.csv" "b/\346\225\260\346\215\256\345\220\210\345\271\266\345\271\266\345\216\273\351\207\215/a.csv"
index 04fce11..eef3fda 100644
--- "a/\346\225\260\346\215\256\345\220\210\345\271\266\345\271\266\345\216\273\351\207\215/a.csv"
+++ "b/\346\225\260\346\215\256\345\220\210\345\271\266\345\271\266\345\216\273\351\207\215/a.csv"
@@ -1,1171 +1,619 @@
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diff --git "a/\346\225\260\346\215\256\345\220\210\345\271\266\345\271\266\345\216\273\351\207\215/arknights.csv" "b/\346\225\260\346\215\256\345\220\210\345\271\266\345\271\266\345\216\273\351\207\215/arknights.csv"
index fbf8fb1..dd1c2b8 100644
--- "a/\346\225\260\346\215\256\345\220\210\345\271\266\345\271\266\345\216\273\351\207\215/arknights.csv"
+++ "b/\346\225\260\346\215\256\345\220\210\345\271\266\345\271\266\345\216\273\351\207\215/arknights.csv"
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diff --git "a/\346\225\260\346\215\256\345\220\210\345\271\266\345\271\266\345\216\273\351\207\215/b.csv" "b/\346\225\260\346\215\256\345\220\210\345\271\266\345\271\266\345\216\273\351\207\215/b.csv"
index 24179fb..84a61c8 100644
--- "a/\346\225\260\346\215\256\345\220\210\345\271\266\345\271\266\345\216\273\351\207\215/b.csv"
+++ "b/\346\225\260\346\215\256\345\220\210\345\271\266\345\271\266\345\216\273\351\207\215/b.csv"
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