实现权重配置管理功能，支持通过命令行参数指定配置文件路径，新增权重调整功能，优化评分系统和推荐引擎的初始化，更新Web界面以显示和调整权重设置。

data/weights_config.yaml

@@ -1,121 +1,81 @@
-# 云顶之弈阵容评分权重配置文件
-
-# 基础权重配置
 base_weights:
-  synergy_level_weight: 1.0
-  synergy_count_weight: 0.5
   chess_cost_weight: 0.1
-
+  synergy_count_weight: 0.5
-# 羁绊权重配置（值越大，该羁绊在评分中的权重越高）
+  synergy_level_weight: 1.0
-synergy_weights:
+chess_weights:
-  # 职业羁绊
+  R-080T: 0
-  人造人: 1.4
+  T-43X: 0
-  召唤物: 0.7
+  T-URR37: 0
-  堡垒卫士: 1.4
+  乐芙兰: 1
-  强袭射手: 1.4
+  伊莉丝: 1
-  战略分析师: 1.1
+  佛耶戈: 1
-  斗士: 1.5
+  俄洛伊: 1
-  杀手: 1.4
+  克格莫: 1
-  裁决使: 1.4
+  加里奥: 1
-  超频战士: 1.6
+  劫: 1
-  迅捷射手: 1.5
+  千珏: 1
-  重装战士: 1.5
+  厄加特: 1
-  高级工程师: 1.5
+  厄斐琉斯: 1
-
+  厄运小姐: 1
-  # 特质羁绊
+  古拉加斯: 1
-  圣灵使者: 1.5
+  可酷伯: 1
-  幻灵战队: 1.4
+  吉格斯: 1
-  弑魂者: 1.6
+  嘉文四世: 1
-  战地机甲: 1.2
+  塞拉斯: 1
-  执事: 1.3
+  奈德丽: 1
-  源计划: 1.5
+  妮蔻: 1
-  病毒魔人: 1.0
+  婕拉: 1
-  福牛守护者: 1.2
+  安妮: 1
-  网络之神: 1.6
+  崔斯特: 1
-  街头恶魔: 1.4
+  布兰德: 1
-  赛博老大: 1.3
+  布隆: 1
-  辛迪加: 1.3
+  希瓦娜: 1
-  魔装机神: 1.1
+  德莱厄斯: 1
-  鳄霸: 1.6
+  德莱文: 1
-
+  悠米: 1
-# 棋子费用等级权重（费用越高权重越大）
+  扎克: 1
+  拉亚斯特: 1
+  斯卡纳: 1
+  格雷福斯: 1
+  波比: 1
+  泽丽: 1
+  烬: 1
+  瑟庄妮: 1
+  盖伦: 1
+  科加斯: 1
+  纳亚菲利: 1
+  维迦: 1
+  艾克: 1
+  莎弥拉: 1
+  莫德凯撒: 1
+  莫甘娜: 1
+  萨勒芬妮: 1
+  萨科: 1
+  蒙多医生: 1
+  蔚: 1
+  蕾欧娜: 1
+  薇古丝: 1
+  薇恩: 1
+  费德提克: 1
+  贾克斯: 1
+  赛娜: 1
+  金克丝: 1
+  阿利斯塔: 1
+  阿萝拉: 1
+  雷克顿: 1
+  雷恩加尔: 1
+  霞: 1
+  韦鲁斯: 1
+  魔像: 0
 cost_weights:
   '1': 1.0
   '2': 1.2
   '3': 1.5
   '4': 1.8
   '5': 2.0
-
-# 棋子权重配置（值越大，该棋子在评分中的权重越高）
-chess_weights:
-  R-080T: 0.8
-  T-43X: 0.8
-  T-URR37: 0.8
-  乐芙兰: 1.1
-  伊莉丝: 1.2
-  佛耶戈: 1.7
-  俄洛伊: 1.1
-  克格莫: 1.0
-  加里奥: 1.2
-  劫: 1.3
-  千珏: 1.0
-  厄加特: 1.4
-  厄斐琉斯: 1.3
-  厄运小姐: 1.3
-  古拉加斯: 1.2
-  可酷伯: 1.4
-  吉格斯: 1.3
-  嘉文四世: 1.2
-  塞拉斯: 1.0
-  奈德丽: 1.0
-  妮蔻: 1.3
-  婕拉: 1.0
-  安妮: 1.3
-  崔斯特: 1.1
-  布兰德: 1.5
-  布隆: 1.2
-  希瓦娜: 1.1
-  德莱厄斯: 1.1
-  德莱文: 1.2
-  悠米: 1.2
-  扎克: 1.7
-  拉亚斯特: 1.1
-  斯卡纳: 1.1
-  格雷福斯: 1.1
-  波比: 1.0
-  泽丽: 1.3
-  烬: 1.1
-  瑟庄妮: 1.3
-  盖伦: 1.7
-  科加斯: 1.3
-  纳亚菲利: 1.1
-  维迦: 1.1
-  艾克: 1.1
-  莎弥拉: 1.4
-  莫德凯撒: 1.2
-  莫甘娜: 1.0
-  萨勒芬妮: 1.0
-  萨科: 1.0
-  蒙多医生: 1.0
-  蔚: 1.0
-  蕾欧娜: 1.3
-  薇古丝: 1.3
-  薇恩: 1.5
-  费德提克: 1.2
-  贾克斯: 1.0
-  赛娜: 1.5
-  金克丝: 1.5
-  阿利斯塔: 1.0
-  阿萝拉: 1.7
-  雷克顿: 1.4
-  雷恩加尔: 1.2
-  霞: 1.3
-  韦鲁斯: 1.2
-  魔像: 0.8
-
-# 羁绊等级权重（不同等级的羁绊权重不同）
 synergy_level_weights:
   '1': 1.0
+  '10': 3.5
   '2': 1.2
   '3': 1.5
   '4': 1.8
@@ -124,4 +84,30 @@ synergy_level_weights:
   '7': 2.6
   '8': 3.0
   '9': 3.3
-  '10': 3.5
+synergy_weights:
+  人造人: 1
+  召唤物: 0
+  圣灵使者: 1
+  堡垒卫士: 1
+  幻灵战队: 1
+  弑魂者: 1
+  强袭射手: 1
+  战地机甲: 1
+  战略分析师: 1
+  执事: 1
+  斗士: 1
+  杀手: 1
+  源计划: 1
+  病毒魔人: 1
+  福牛守护者: 1
+  网络之神: 1
+  街头恶魔: 1
+  裁决使: 1
+  赛博老大: 1
+  超频战士: 1
+  辛迪加: 1
+  迅捷射手: 1
+  重装战士: 1
+  高级工程师: 1
+  魔装机神: 1
+  鳄霸: 1

main.py

@@ -13,6 +13,7 @@ from src.interface.cli import main as cli_main
 from src.scoring.scoring_system import TeamScorer
 from src.test_scoring import main as test_scoring
 from src.web import run_server  # 导入Web模块
+from src.config import get_global_weights_config
 
 # 配置日志
 logging.basicConfig(
@@ -33,6 +34,7 @@ def main():
     
     # 阵容推荐模块演示
     recommend_parser = subparsers.add_parser("recommend", help="阵容推荐模块演示")
+    recommend_parser.add_argument("--config", type=str, help="指定配置文件路径")
     
     # 命令行界面
     cli_parser = subparsers.add_parser("cli", help="交互式命令行界面")
@@ -41,16 +43,26 @@ def main():
     cli_parser.add_argument("--level-weight", type=float, help="羁绊等级权重")
     cli_parser.add_argument("--count-weight", type=float, help="羁绊数量权重")
     cli_parser.add_argument("--cost-weight", type=float, help="棋子费用权重")
+    cli_parser.add_argument("--config", type=str, help="指定配置文件路径")
     
-    # 评分模块测试 (新增)
+    # 评分模块测试
     scoring_parser = subparsers.add_parser("scoring", help="评分模块测试")
     scoring_parser.add_argument("--config", type=str, help="指定配置文件路径")
     
-    # Web界面 (新增)
+    # 权重配置管理（新增）
+    config_parser = subparsers.add_parser("config", help="权重配置管理")
+    config_parser.add_argument("--show", action="store_true", help="显示当前权重配置")
+    config_parser.add_argument("--set-synergy", nargs=2, metavar=("NAME", "WEIGHT"), help="设置羁绊权重")
+    config_parser.add_argument("--set-chess", nargs=2, metavar=("NAME", "WEIGHT"), help="设置棋子权重")
+    config_parser.add_argument("--set-base", nargs=2, metavar=("PARAM", "WEIGHT"), help="设置基础权重参数")
+    config_parser.add_argument("--config", type=str, help="指定配置文件路径")
+    
+    # Web界面
     web_parser = subparsers.add_parser("web", help="启动Web界面")
     web_parser.add_argument("--host", type=str, default="0.0.0.0", help="服务器主机地址")
     web_parser.add_argument("--port", type=int, default=5000, help="服务器端口")
     web_parser.add_argument("--dev", action="store_true", help="开发模式")
+    web_parser.add_argument("--config", type=str, help="指定配置文件路径")
     
     # 解析命令行参数
     args = parser.parse_args()
@@ -64,7 +76,7 @@ def main():
     elif args.command == "recommend":
         logger.info("启动阵容推荐模块演示")
         # 调用阵容推荐模块演示函数
-        recommendation_demo()
+        recommendation_demo(config_path=getattr(args, 'config', None))
     
     elif args.command == "cli":
         logger.info("启动交互式命令行界面")
@@ -74,17 +86,70 @@ def main():
             results=args.results,
             level_weight=args.level_weight,
             count_weight=args.count_weight,
-            cost_weight=args.cost_weight
+            cost_weight=args.cost_weight,
+            config_path=getattr(args, 'config', None)
         )
     
     elif args.command == "scoring":
         logger.info("启动评分模块测试")
-        if args.config:
+        test_scoring(config_path=getattr(args, 'config', None))
-            # 如果指定了配置文件路径，使用该路径进行测试
+    
-            test_scoring(config_path=args.config)
+    elif args.command == "config":
+        # 获取权重配置
+        config_path = getattr(args, 'config', None)
+        weights_config = get_global_weights_config(config_path)
+        
+        if args.show:
+            # 显示当前配置
+            print("\n=== 当前权重配置 ===")
+            
+            # 基础权重
+            print("\n基础权重:")
+            for key, value in weights_config.get_base_weights().items():
+                print(f"  {key}: {value}")
+            
+            # 羁绊权重
+            print("\n羁绊权重:")
+            for key, value in sorted(weights_config.get_synergy_weights().items()):
+                print(f"  {key}: {value}")
+            
+            # 棋子权重
+            print("\n棋子权重:")
+            for key, value in sorted(weights_config.get_chess_weights().items()):
+                print(f"  {key}: {value}")
+            
+            # 羁绊等级权重
+            print("\n羁绊等级权重:")
+            for key, value in sorted(weights_config.get_synergy_level_weights().items(), 
+                                      key=lambda x: int(x[0])):
+                print(f"  {key}: {value}")
+            
+            # 棋子费用权重
+            print("\n棋子费用权重:")
+            for key, value in sorted(weights_config.get_cost_weights().items(), 
+                                     key=lambda x: int(x[0])):
+                print(f"  {key}: {value}")
+        
+        elif args.set_synergy:
+            # 设置羁绊权重
+            name, weight = args.set_synergy
+            weights_config.set_synergy_weight(name, float(weight))
+            print(f"已设置羁绊 [{name}] 的权重为 {weight}")
+        
+        elif args.set_chess:
+            # 设置棋子权重
+            name, weight = args.set_chess
+            weights_config.set_chess_weight(name, float(weight))
+            print(f"已设置棋子 [{name}] 的权重为 {weight}")
+        
+        elif args.set_base:
+            # 设置基础权重参数
+            param, weight = args.set_base
+            weights_config.set_base_weight(param, float(weight))
+            print(f"已设置基础权重参数 [{param}] 的值为 {weight}")
+        
         else:
-            # 否则使用默认配置文件
+            config_parser.print_help()
-            test_scoring()
     
     elif args.command == "web":
         logger.info("启动Web界面")
@@ -92,7 +157,8 @@ def main():
         run_server(
             host=args.host,
             port=args.port,
-            dev_mode=args.dev
+            dev_mode=args.dev,
+            config_path=getattr(args, 'config', None)
         )
     
     else:

src/config/__init__.py

@@ -0,0 +1,11 @@
+"""
+全局配置模块 - 提供整个应用的配置管理
+
+此模块包含应用程序的全局配置管理功能，包括：
+1. 权重配置的加载和管理
+2. 全局参数的设置和获取
+"""
+
+from src.config.weights_config import WeightsConfig, get_global_weights_config
+
+__all__ = ["WeightsConfig", "get_global_weights_config"] 

src/config/weights_config.py

@@ -0,0 +1,235 @@
+"""
+权重配置管理器 - 用于从外部配置文件加载并管理全局权重设置
+
+此模块提供了从YAML或JSON配置文件中加载自定义权重设置的功能，
+支持为特定羁绊和棋子设置自定义权重，并在整个应用程序中提供统一的权重配置。
+"""
+import os
+import json
+import yaml
+import logging
+from typing import Dict, Any, Optional
+
+# 配置日志
+logger = logging.getLogger("TFT-Strategist-WeightsConfig")
+
+# 全局权重配置实例
+_global_weights_config = None
+
+class WeightsConfig:
+    """
+    权重配置管理器，用于从外部文件加载自定义权重设置
+    """
+    
+    def __init__(self, config_path: Optional[str] = None):
+        """
+        初始化权重配置管理器
+        
+        Args:
+            config_path: 配置文件路径，如果为None则使用默认路径
+        """
+        self.config_path = config_path or os.path.join("data", "weights_config.yaml")
+        self.config_data = {}
+        # 自动加载配置文件
+        self.load_config()
+    
+    def load_config(self) -> Dict[str, Any]:
+        """
+        加载配置文件
+        
+        Returns:
+            Dict[str, Any]: 包含配置数据的字典
+        """
+        if not os.path.exists(self.config_path):
+            logger.warning(f"配置文件不存在: {self.config_path}")
+            # 如果文件不存在，创建默认配置
+            self._create_default_config()
+            return self.config_data
+        
+        try:
+            file_ext = os.path.splitext(self.config_path)[1].lower()
+            
+            if file_ext == '.json':
+                with open(self.config_path, 'r', encoding='utf-8') as f:
+                    self.config_data = json.load(f)
+            elif file_ext in ['.yaml', '.yml']:
+                with open(self.config_path, 'r', encoding='utf-8') as f:
+                    self.config_data = yaml.safe_load(f)
+            else:
+                logger.error(f"不支持的配置文件格式: {file_ext}")
+                self._create_default_config()
+                return self.config_data
+                
+            logger.info(f"成功加载配置文件: {self.config_path}")
+            return self.config_data
+            
+        except Exception as e:
+            logger.error(f"加载配置文件失败: {str(e)}")
+            # 如果加载失败，创建默认配置
+            self._create_default_config()
+            return self.config_data
+    
+    def get_synergy_weights(self) -> Dict[str, float]:
+        """
+        获取羁绊权重配置
+        
+        Returns:
+            Dict[str, float]: 羁绊名称到权重的映射
+        """
+        return self.config_data.get('synergy_weights', {})
+    
+    def get_chess_weights(self) -> Dict[str, float]:
+        """
+        获取棋子权重配置
+        
+        Returns:
+            Dict[str, float]: 棋子名称到权重的映射
+        """
+        return self.config_data.get('chess_weights', {})
+    
+    def get_base_weights(self) -> Dict[str, float]:
+        """
+        获取基础权重配置
+        
+        Returns:
+            Dict[str, float]: 基础权重参数到权重值的映射
+        """
+        return self.config_data.get('base_weights', {})
+    
+    def get_synergy_level_weights(self) -> Dict[str, float]:
+        """
+        获取羁绊等级权重配置
+        
+        Returns:
+            Dict[str, float]: 羁绊等级到权重的映射
+        """
+        return self.config_data.get('synergy_level_weights', {})
+    
+    def get_cost_weights(self) -> Dict[str, float]:
+        """
+        获取棋子费用权重配置
+        
+        Returns:
+            Dict[str, float]: 棋子费用到权重的映射
+        """
+        return self.config_data.get('cost_weights', {})
+    
+    def set_synergy_weight(self, synergy_name: str, weight: float) -> None:
+        """
+        设置特定羁绊的权重
+        
+        Args:
+            synergy_name: 羁绊名称
+            weight: 权重值
+        """
+        if 'synergy_weights' not in self.config_data:
+            self.config_data['synergy_weights'] = {}
+        self.config_data['synergy_weights'][synergy_name] = weight
+        self._save_config()
+    
+    def set_chess_weight(self, chess_name: str, weight: float) -> None:
+        """
+        设置特定棋子的权重
+        
+        Args:
+            chess_name: 棋子名称
+            weight: 权重值
+        """
+        if 'chess_weights' not in self.config_data:
+            self.config_data['chess_weights'] = {}
+        self.config_data['chess_weights'][chess_name] = weight
+        self._save_config()
+    
+    def set_base_weight(self, param_name: str, weight: float) -> None:
+        """
+        设置基础权重参数
+        
+        Args:
+            param_name: 参数名称
+            weight: 权重值
+        """
+        if 'base_weights' not in self.config_data:
+            self.config_data['base_weights'] = {}
+        self.config_data['base_weights'][param_name] = weight
+        self._save_config()
+    
+    def _save_config(self) -> None:
+        """保存配置到文件"""
+        try:
+            os.makedirs(os.path.dirname(self.config_path), exist_ok=True)
+            file_ext = os.path.splitext(self.config_path)[1].lower()
+            
+            if file_ext == '.json':
+                with open(self.config_path, 'w', encoding='utf-8') as f:
+                    json.dump(self.config_data, f, ensure_ascii=False, indent=2)
+            elif file_ext in ['.yaml', '.yml']:
+                with open(self.config_path, 'w', encoding='utf-8') as f:
+                    yaml.dump(self.config_data, f, allow_unicode=True, default_flow_style=False)
+            else:
+                logger.error(f"不支持的配置文件格式: {file_ext}")
+                return
+                
+            logger.info(f"成功保存配置文件: {self.config_path}")
+            
+        except Exception as e:
+            logger.error(f"保存配置文件失败: {str(e)}")
+    
+    def _create_default_config(self) -> None:
+        """创建默认配置文件"""
+        default_config = {
+            'base_weights': {
+                'synergy_level_weight': 1.0,
+                'synergy_count_weight': 0.5,
+                'chess_cost_weight': 0.1
+            },
+            'synergy_weights': {
+                '重装战士': 1.5,
+                '魔法师': 1.2,
+                '神谕者': 1.3,
+                '斗士': 1.1
+            },
+            'chess_weights': {
+                '亚索': 1.5,
+                '艾希': 1.2,
+                '璐璐': 1.3,
+                '金克斯': 1.4
+            },
+            'synergy_level_weights': {
+                '1': 1.0,
+                '2': 1.2,
+                '3': 1.5,
+                '4': 1.8,
+                '5': 2.0,
+                '6': 2.3,
+                '7': 2.6,
+                '8': 3.0,
+                '9': 3.3,
+                '10': 3.5
+            },
+            'cost_weights': {
+                '1': 1.0,
+                '2': 1.2,
+                '3': 1.5,
+                '4': 1.8,
+                '5': 2.0
+            }
+        }
+        
+        self.config_data = default_config
+        self._save_config()
+
+
+def get_global_weights_config(config_path: Optional[str] = None) -> WeightsConfig:
+    """
+    获取全局权重配置实例
+    
+    Args:
+        config_path: 配置文件路径，如果为None则使用默认路径
+        
+    Returns:
+        WeightsConfig: 全局权重配置实例
+    """
+    global _global_weights_config
+    if _global_weights_config is None:
+        _global_weights_config = WeightsConfig(config_path)
+    return _global_weights_config 

src/interface/cli.py

@@ -16,6 +16,7 @@ import logging
 from src.data_provider import DataQueryAPI
 from src.recommendation import RecommendationEngine
 from src.scoring import TeamScorer, ScoringConfig
+from src.config import get_global_weights_config
 
 # 配置日志
 logging.basicConfig(
@@ -28,11 +29,20 @@ logger = logging.getLogger("TFT-Strategist-CLI")
 class TFTCommandLine:
     """云顶之弈阵容推荐命令行接口"""
     
-    def __init__(self):
+    def __init__(self, config_path: Optional[str] = None):
-        """初始化命令行接口"""
+        """
+        初始化命令行接口
+        
+        Args:
+            config_path: 配置文件路径，用于全局权重配置
+        """
+        # 加载全局权重配置
+        self.weights_config = get_global_weights_config(config_path)
+        
+        # 初始化API和推荐引擎
         self.api = DataQueryAPI()
-        self.recommendation_engine = RecommendationEngine(api=self.api)
+        self.scorer = TeamScorer(config_path=config_path)
-        self.scorer = TeamScorer()
+        self.recommendation_engine = RecommendationEngine(api=self.api, scorer=self.scorer, config_path=config_path)
     
     def run(self, population=None, results=None, level_weight=None, count_weight=None, cost_weight=None):
         """
@@ -62,12 +72,16 @@ class TFTCommandLine:
         count_weight = count_weight or args.count_weight
         cost_weight = cost_weight or args.cost_weight
         
-        # 自定义评分权重
+        # 自定义评分权重，同时更新全局配置
-        self.scorer.customize_scoring(
+        if level_weight is not None:
-            synergy_level_weight=level_weight,
+            self.weights_config.set_base_weight('synergy_level_weight', level_weight)
-            synergy_count_weight=count_weight,
+        if count_weight is not None:
-            chess_cost_weight=cost_weight
+            self.weights_config.set_base_weight('synergy_count_weight', count_weight)
-        )
+        if cost_weight is not None:
+            self.weights_config.set_base_weight('chess_cost_weight', cost_weight)
+            
+        # 更新评分系统的配置
+        self.scorer.reload_config()
         
         # 初始化阵容参数
         required_synergies = []
@@ -78,6 +92,13 @@ class TFTCommandLine:
         print(f"当前游戏版本: {version}")
         print(f"阵容人口: {population}")
         
+        # 显示当前权重配置
+        base_weights = self.weights_config.get_base_weights()
+        print("\n当前评分权重配置:")
+        print(f"  羁绊等级权重: {base_weights.get('synergy_level_weight', 1.0)}")
+        print(f"  羁绊数量权重: {base_weights.get('synergy_count_weight', 0.5)}")
+        print(f"  棋子费用权重: {base_weights.get('chess_cost_weight', 0.1)}")
+        
         # 交互式添加必选羁绊
         print("\n-- 添加必选羁绊 --")
         while True:
@@ -113,6 +134,22 @@ class TFTCommandLine:
                 except ValueError:
                     print("请输入数字")
             
+            # 显示羁绊在配置中的权重
+            synergy_weight = self.weights_config.get_synergy_weights().get(synergy_name, 1.0)
+            print(f"羁绊 {synergy_name} 的当前权重为: {synergy_weight}")
+            
+            # 可选：调整羁绊权重
+            adjust = input(f"是否调整该羁绊的权重？(y/n，当前: {synergy_weight}): ").strip().lower()
+            if adjust == 'y':
+                while True:
+                    try:
+                        new_weight = float(input(f"请输入新权重值 (当前: {synergy_weight}): ").strip())
+                        self.weights_config.set_synergy_weight(synergy_name, new_weight)
+                        print(f"已将羁绊 {synergy_name} 的权重设置为 {new_weight}")
+                        break
+                    except ValueError:
+                        print("请输入有效的数字")
+            
             required_synergies.append({
                 'name': synergy_name,
                 'level': level
@@ -130,6 +167,22 @@ class TFTCommandLine:
             if not chess:
                 print(f"未找到棋子: {chess_name}")
                 continue
+            
+            # 显示棋子在配置中的权重
+            chess_weight = self.weights_config.get_chess_weights().get(chess_name, 1.0)
+            print(f"棋子 {chess_name} 的当前权重为: {chess_weight}")
+            
+            # 可选：调整棋子权重
+            adjust = input(f"是否调整该棋子的权重？(y/n，当前: {chess_weight}): ").strip().lower()
+            if adjust == 'y':
+                while True:
+                    try:
+                        new_weight = float(input(f"请输入新权重值 (当前: {chess_weight}): ").strip())
+                        self.weights_config.set_chess_weight(chess_name, new_weight)
+                        print(f"已将棋子 {chess_name} 的权重设置为 {new_weight}")
+                        break
+                    except ValueError:
+                        print("请输入有效的数字")
                 
             required_chess.append({
                 'name': chess_name
@@ -192,7 +245,7 @@ class TFTCommandLine:
             print("\n------------------------")
 
 
-def main(population=None, results=None, level_weight=None, count_weight=None, cost_weight=None):
+def main(population=None, results=None, level_weight=None, count_weight=None, cost_weight=None, config_path=None):
     """
     主函数
     
@@ -202,26 +255,18 @@ def main(population=None, results=None, level_weight=None, count_weight=None, co
         level_weight (float, optional): 羁绊等级权重
         count_weight (float, optional): 羁绊数量权重
         cost_weight (float, optional): 棋子费用权重
-        
+        config_path (str, optional): 配置文件路径
-    Returns:
-        int: 退出码
     """
-    cli = TFTCommandLine()
     try:
-        cli.run(
+        cli = TFTCommandLine(config_path=config_path)
-            population=population,
+        cli.run(population, results, level_weight, count_weight, cost_weight)
-            results=results,
+        return 0
-            level_weight=level_weight,
-            count_weight=count_weight,
-            cost_weight=cost_weight
-        )
     except KeyboardInterrupt:
-        print("\n程序已退出")
+        print("\n操作被用户中断")
-    except Exception as e:
+        return 1
-        logger.error(f"发生错误: {e}", exc_info=True)
+    except Exception as e:
-        print(f"\n程序发生错误: {e}")
+        logger.error(f"发生错误: {str(e)}")
         return 1
-    return 0
 
 
 if __name__ == "__main__":

src/recommendation/recommendation_engine.py

@@ -12,6 +12,7 @@ import itertools
 from dataclasses import dataclass, field
 from src.data_provider import DataQueryAPI
 from src.scoring.scoring_system import TeamScorer
+from src.config import get_global_weights_config
 
 # 配置日志
 logging.basicConfig(
@@ -109,16 +110,26 @@ class RecommendationEngine:
     阵容推荐引擎，负责根据用户需求生成最优阵容
     """
     
-    def __init__(self, api: Optional[DataQueryAPI] = None, scorer: Optional[TeamScorer] = None):
+    def __init__(self, api: DataQueryAPI, scorer: TeamScorer, config_path: Optional[str] = None, config_obj: Optional[Dict[str, Any]] = None):
         """
         初始化阵容推荐引擎
         
         Args:
             api: 数据查询API实例，如果为None则创建一个新的实例
             scorer: 阵容评分系统实例，如果为None则创建一个新的实例
+            config_path: 配置文件路径，用于全局权重配置
+            config_obj: 配置对象，优先于config_path使用
         """
         self.api = api if api else DataQueryAPI()
-        self.scorer = scorer if scorer else TeamScorer()
+        
+        # 加载全局权重配置
+        if config_obj:
+            self.weights_config = config_obj
+        else:
+            self.weights_config = get_global_weights_config(config_path).config_data
+        
+        # 创建阵容评分系统
+        self.scorer = scorer if scorer else TeamScorer(config_path=config_path)
     
     def recommend_team(
         self,
@@ -198,27 +209,37 @@ class RecommendationEngine:
                     break
             
             if target_level == 0:
-                target_level = min_level
+                logger.warning(f"羁绊 {synergy.get('name', '')} 找不到满足最低等级 {min_level} 的激活条件")
+                continue
+                
+            # 考虑羁绊在全局配置中的权重
+            weight = self.weights_config.get('synergy_weights', {}).get(synergy.get('name', ''), 1.0)
             
             synergy_chess_sets.append({
                 'synergy': synergy,
                 'chess_list': chess_list,
-                'target_level': target_level
+                'target_level': target_level,
+                'weight': weight  # 添加权重信息
             })
         
-        # 3. 生成候选阵容
+        # 3. 根据已选棋子和羁绊要求生成候选阵容
-        candidate_teams = self._generate_candidate_teams(
+        candidate_teams = self._generate_candidate_teams(base_team, synergy_chess_sets, population)
-            base_team, synergy_chess_sets, population
-        )
         
-        # 4. 评分排序并返回结果
+        # 如果没有生成候选阵容，则尝试填充最佳棋子
+        if not candidate_teams:
+            remaining_slots = population - base_team.size
+            logger.info(f"未找到满足所有羁绊要求的阵容，尝试填充最佳棋子 (剩余槽位: {remaining_slots})")
+            candidate_teams = self._fill_team_with_best_chess(base_team, remaining_slots)
+        
+        # 4. 计算每个阵容的评分并排序
         for team in candidate_teams:
             team.calculate_synergies(self.api)
             team.score = self.scorer.score_team(team)
         
-        # 按评分从高到低排序
+        # 按分数从高到低排序
-        candidate_teams.sort(key=lambda x: x.score, reverse=True)
+        candidate_teams.sort(key=lambda t: t.score, reverse=True)
         
+        # 返回分数最高的几个阵容
         return candidate_teams[:max_results]
     
     def _generate_candidate_teams(
@@ -228,107 +249,105 @@ class RecommendationEngine:
         population: int
     ) -> List[TeamComposition]:
         """
-        生成候选阵容
+        根据羁绊要求生成候选阵容
         
         Args:
             base_team: 基础阵容，包含必选棋子
-            synergy_chess_sets: 各个必选羁绊的棋子集合
+            synergy_chess_sets: 羁绊需要的棋子集合列表
             population: 人口限制
             
         Returns:
             List[TeamComposition]: 候选阵容列表
         """
-        # 已经有基础棋子
+        # 如果没有羁绊要求，则直接填充最佳棋子
-        remaining_slots = population - base_team.size
-        
-        # 如果没有必选羁绊，则直接从所有棋子中选择
         if not synergy_chess_sets:
+            remaining_slots = population - base_team.size
             return self._fill_team_with_best_chess(base_team, remaining_slots)
         
-        # 处理必选羁绊
+        # 排序羁绊集合，根据权重值从高到低排序
+        synergy_chess_sets.sort(key=lambda s: s.get('weight', 1.0), reverse=True)
+        
+        # 开始构建组合
         candidate_teams = []
         
-        # 为每个羁绊选择合适的棋子
+        # 记录已经在基础阵容中的棋子
-        synergy_combinations = []
+        base_chess_names = {chess.get('displayName') for chess in base_team.chess_list}
+        
+        # 1. 从每个羁绊中选择需要的棋子数量
+        # 创建每个羁绊至少需要的棋子数组合
+        min_chess_options = []
         for synergy_set in synergy_chess_sets:
-            synergy = synergy_set['synergy']
             chess_list = synergy_set['chess_list']
             target_level = synergy_set['target_level']
             
-            # 过滤掉已经在基础阵容中的棋子
+            # 计算需要添加的棋子数量
-            available_chess = [
+            already_in_base = sum(1 for chess in base_team.chess_list
-                chess for chess in chess_list
+                                if any(job_id in chess.get('jobIds', '').split(',') 
-                if chess not in base_team.chess_list
+                                    for job_id in [synergy_set['synergy'].get('jobId')])
-            ]
+                                or any(race_id in chess.get('raceIds', '').split(',')
+                                    for race_id in [synergy_set['synergy'].get('raceId')]))
             
-            # 计算还需要多少个该羁绊的棋子
+            needed_count = max(0, target_level - already_in_base)
-            synergy_id = synergy.get('jobId') or synergy.get('raceId')
+            if needed_count <= 0:
-            
+                # 如果基础阵容已经满足该羁绊要求，则跳过
-            # 统计基础阵容中有多少个该羁绊的棋子
-            base_count = 0
-            for chess in base_team.chess_list:
-                job_ids = chess.get('jobIds', '').split(',')
-                race_ids = chess.get('raceIds', '').split(',')
-                if synergy_id in job_ids or synergy_id in race_ids:
-                    base_count += 1
-            
-            # 还需要的棋子数量
-            needed_count = max(0, target_level - base_count)
-            
-            # 如果该羁绊已经满足要求，跳过
-            if needed_count == 0:
                 continue
+                
+            # 从该羁绊的棋子中选择还未在基础阵容中的
+            available_chess = [chess for chess in chess_list 
+                            if chess.get('displayName') not in base_chess_names]
             
-            # 如果可用棋子不足，则尽可能多选
+            # 如果可用棋子不足以满足羁绊要求，则返回空列表
             if len(available_chess) < needed_count:
-                needed_count = len(available_chess)
+                logger.warning(f"羁绊 {synergy_set['synergy'].get('name', '')} 可用棋子不足，无法满足等级 {target_level} 的要求")
+                return []
             
-            # 生成该羁绊的所有可能组合
+            # 所有可能的棋子组合
-            combinations = list(itertools.combinations(available_chess, needed_count))
+            chess_combinations = list(itertools.combinations(available_chess, needed_count))
-            synergy_combinations.append(combinations)
+            
+            # 将权重因素纳入棋子选择决策
+            weighted_combinations = []
+            for combo in chess_combinations:
+                # 计算组合的权重分数
+                combo_weight = sum(self.weights_config.get('chess_weights', {}).get(chess.get('displayName', ''), 1.0) for chess in combo)
+                weighted_combinations.append((combo, combo_weight))
+            
+            # 按权重从高到低排序
+            weighted_combinations.sort(key=lambda x: x[1], reverse=True)
+            
+            # 选择权重较高的前几个组合
+            top_combinations = [combo for combo, _ in weighted_combinations[:min(5, len(weighted_combinations))]]
+            min_chess_options.append(top_combinations)
         
-        # 如果没有有效的羁绊组合，则直接填充最好的棋子
+        # 如果某个羁绊无法满足，则返回空列表
-        if not synergy_combinations:
+        if not all(min_chess_options):
-            return self._fill_team_with_best_chess(base_team, remaining_slots)
+            return []
         
-        # 生成所有羁绊组合的笛卡尔积
+        # 2. 尝试组合不同羁绊的棋子，生成可行阵容
-        for combo_product in itertools.product(*synergy_combinations):
+        # 为每个羁绊选择一种棋子组合方式
-            # 扁平化组合成一个列表
+        for chess_selection in itertools.product(*min_chess_options):
-            flat_combo = []
+            # 创建新的候选阵容
-            for combo in combo_product:
+            candidate = TeamComposition()
-                flat_combo.extend(combo)
+            # 添加基础阵容的棋子
-            
-            # 去重
-            unique_combo = []
-            for chess in flat_combo:
-                if chess not in unique_combo:
-                    unique_combo.append(chess)
-            
-            # 如果组合后的棋子数量超过剩余槽位，跳过
-            if len(unique_combo) > remaining_slots:
-                continue
-            
-            # 创建新的阵容
-            new_team = TeamComposition()
             for chess in base_team.chess_list:
-                new_team.add_chess(chess)
+                candidate.add_chess(chess)
             
-            # 添加羁绊棋子
+            # 添加各羁绊选中的棋子
-            for chess in unique_combo:
+            all_selected_chess = set()
-                new_team.add_chess(chess)
+            for combo in chess_selection:
+                for chess in combo:
+                    if chess.get('displayName') not in all_selected_chess:
+                        candidate.add_chess(chess)
+                        all_selected_chess.add(chess.get('displayName'))
             
-            # 如果还有剩余槽位，用最佳棋子填充
+            # 检查是否超出人口限制
-            if new_team.size < population:
+            if candidate.size <= population:
-                new_remaining_slots = population - new_team.size
+                # 如果有剩余人口，填充最佳棋子
-                filled_teams = self._fill_team_with_best_chess(new_team, new_remaining_slots)
+                if candidate.size < population:
-                if filled_teams:
+                    remaining_slots = population - candidate.size
-                    candidate_teams.extend(filled_teams)
+                    filled_candidates = self._fill_team_with_best_chess(candidate, remaining_slots)
-            else:
+                    candidate_teams.extend(filled_candidates)
-                candidate_teams.append(new_team)
+                else:
-        
+                    candidate_teams.append(candidate)
-        # 如果没有生成候选阵容，直接填充最好的棋子
-        if not candidate_teams:
-            return self._fill_team_with_best_chess(base_team, remaining_slots)
         
         return candidate_teams
     
@@ -338,7 +357,7 @@ class RecommendationEngine:
         remaining_slots: int
     ) -> List[TeamComposition]:
         """
-        用最佳棋子填充阵容剩余槽位
+        用最佳棋子填充剩余槽位
         
         Args:
             base_team: 基础阵容
@@ -349,51 +368,94 @@ class RecommendationEngine:
         """
         if remaining_slots <= 0:
             return [base_team]
-        
-        # 获取所有可用棋子
-        all_chess = self.api.get_all_chess()
-        
-        # 过滤掉已经在基础阵容中的棋子
-        available_chess = [
-            chess for chess in all_chess
-            if chess not in base_team.chess_list
-        ]
-        
-        # 按照一定策略选择最佳棋子
-        # 这里可以实现多种策略，如优先选择与现有阵容羁绊匹配的棋子、高费棋子等
-        # 简单起见，我们用一个贪心策略：计算每个棋子能为阵容增加的羁绊收益
-        
-        # 先计算基础阵容的羁绊情况
-        base_team_copy = TeamComposition()
-        for chess in base_team.chess_list:
-            base_team_copy.add_chess(chess)
-        base_team_copy.calculate_synergies(self.api)
-        
-        # 评估每个棋子的收益
-        chess_benefits = []
-        for chess in available_chess:
-            # 创建临时阵容
-            temp_team = TeamComposition()
-            for c in base_team.chess_list:
-                temp_team.add_chess(c)
-            temp_team.add_chess(chess)
-            temp_team.calculate_synergies(self.api)
             
-            # 计算羁绊增益
+        # 计算每个棋子的羁绊价值
-            benefit = self.scorer.score_team(temp_team) - self.scorer.score_team(base_team_copy)
+        all_chess = self.api.get_all_chess()
-            chess_benefits.append((chess, benefit))
+        base_chess_names = {chess.get('displayName') for chess in base_team.chess_list}
         
-        # 按收益排序
+        # 排除已在基础阵容中的棋子
-        chess_benefits.sort(key=lambda x: x[1], reverse=True)
+        available_chess = [chess for chess in all_chess 
+                        if chess.get('displayName') not in base_chess_names]
         
-        # 选择前N个最佳棋子
+        # 计算基础阵容中已有的羁绊
-        best_chess = [item[0] for item in chess_benefits[:remaining_slots]]
+        base_synergies = {}
-        
-        # 创建填充后的阵容
-        filled_team = TeamComposition()
         for chess in base_team.chess_list:
-            filled_team.add_chess(chess)
+            # 职业
-        for chess in best_chess:
+            for job_id in chess.get('jobIds', '').split(','):
-            filled_team.add_chess(chess)
+                if job_id:
+                    base_synergies[job_id] = base_synergies.get(job_id, 0) + 1
+            
+            # 特质
+            for race_id in chess.get('raceIds', '').split(','):
+                if race_id:
+                    base_synergies[race_id] = base_synergies.get(race_id, 0) + 1
         
-        return [filled_team] 
+        # 评估每个可用棋子的价值
+        chess_values = []
+        for chess in available_chess:
+            value = 0
+            
+            # 根据费用评估基础价值
+            cost = int(chess.get('price', 1))
+            cost_multiplier = float(self.weights_config.get('cost_weights', {}).get(str(cost), 1.0))
+            value += cost * cost_multiplier
+            
+            # 根据羁绊评估额外价值
+            for job_id in chess.get('jobIds', '').split(','):
+                if job_id and job_id in base_synergies:
+                    # 如果能与基础阵容形成羁绊，增加价值
+                    synergy = self.api.get_synergy_by_id(job_id)
+                    if synergy:
+                        # 检查是否能激活新的羁绊等级
+                        levels = self.api.get_synergy_levels(job_id)
+                        current_count = base_synergies[job_id]
+                        for level_str in sorted(levels.keys()):
+                            level = int(level_str)
+                            if current_count + 1 >= level > current_count:
+                                # 如果添加这个棋子后能激活新的等级
+                                weight = self.weights_config.get('synergy_weights', {}).get(synergy.get('name', ''), 1.0)
+                                level_multiplier = float(self.weights_config.get('synergy_level_weights', {}).get(level_str, 1.0))
+                                value += weight * level_multiplier * 10
+                                break
+                        # 即使不能激活新等级，也增加一些价值
+                        value += 1
+            
+            for race_id in chess.get('raceIds', '').split(','):
+                if race_id and race_id in base_synergies:
+                    # 如果能与基础阵容形成羁绊，增加价值
+                    synergy = self.api.get_synergy_by_id(race_id)
+                    if synergy:
+                        # 检查是否能激活新的羁绊等级
+                        levels = self.api.get_synergy_levels(race_id)
+                        current_count = base_synergies[race_id]
+                        for level_str in sorted(levels.keys()):
+                            level = int(level_str)
+                            if current_count + 1 >= level > current_count:
+                                # 如果添加这个棋子后能激活新的等级
+                                weight = self.weights_config.get('synergy_weights', {}).get(synergy.get('name', ''), 1.0)
+                                level_multiplier = float(self.weights_config.get('synergy_level_weights', {}).get(level_str, 1.0))
+                                value += weight * level_multiplier * 10
+                                break
+                        # 即使不能激活新等级，也增加一些价值
+                        value += 1
+            
+            # 添加棋子自定义权重
+            chess_weight = self.weights_config.get('chess_weights', {}).get(chess.get('displayName', ''), 1.0)
+            value *= chess_weight
+            
+            chess_values.append((chess, value))
+        
+        # 按价值从高到低排序
+        chess_values.sort(key=lambda x: x[1], reverse=True)
+        
+        # 创建候选阵容，添加价值最高的棋子
+        candidate = TeamComposition()
+        # 添加基础阵容的棋子
+        for chess in base_team.chess_list:
+            candidate.add_chess(chess)
+        
+        # 添加价值最高的剩余槽位数量的棋子
+        for i in range(min(remaining_slots, len(chess_values))):
+            candidate.add_chess(chess_values[i][0])
+        
+        return [candidate] 

src/recommendation_demo.py

@@ -4,20 +4,29 @@
 from src.data_provider import DataQueryAPI
 from src.recommendation import RecommendationEngine
 from src.scoring import TeamScorer, ScoringConfig
+from src.config import get_global_weights_config
+from typing import Optional
 
 
-def main():
+def main(config_path: Optional[str] = None):
-    """主函数"""
+    """
+    主函数
+    
+    Args:
+        config_path: 配置文件路径，用于全局权重配置
+    """
     print("=== 云顶之弈阵容推荐模块演示 ===")
     
     # 初始化数据查询API
     print("\n正在加载数据...")
     api = DataQueryAPI()
     
+    # 获取全局权重配置
+    weights_config = get_global_weights_config(config_path)
+    
     # 初始化评分系统和推荐引擎
-    scoring_config = ScoringConfig()
+    scorer = TeamScorer(config_path=config_path)
-    scorer = TeamScorer(config=scoring_config)
+    engine = RecommendationEngine(api=api, scorer=scorer, config_path=config_path)
-    engine = RecommendationEngine(api=api, scorer=scorer)
     
     # 显示数据基本信息
     print(f"\n当前游戏版本: {api.data_loader.get_latest_version()}")
@@ -25,6 +34,13 @@ def main():
     print(f"特质数量: {len(api.get_all_races())}")
     print(f"棋子数量: {len(api.get_all_chess())}")
     
+    # 显示当前权重配置
+    base_weights = weights_config.get_base_weights()
+    print("\n当前评分权重配置:")
+    print(f"  羁绊等级权重: {base_weights.get('synergy_level_weight', 1.0)}")
+    print(f"  羁绊数量权重: {base_weights.get('synergy_count_weight', 0.5)}")
+    print(f"  棋子费用权重: {base_weights.get('chess_cost_weight', 0.1)}")
+    
     # 互动推荐示例
     while True:
         print("\n请选择推荐方式:")
@@ -32,9 +48,10 @@ def main():
         print("2. 指定必选羁绊")
         print("3. 指定必选棋子")
         print("4. 综合条件推荐")
-        print("5. 退出")
+        print("5. 调整权重配置")
+        print("6. 退出")
         
-        choice = input("请输入选项 (1-5): ")
+        choice = input("请输入选项 (1-6): ")
         
         if choice == '1':
             try:
@@ -56,6 +73,20 @@ def main():
                 print(f"未找到名为 '{synergy_name}' 的羁绊")
                 continue
             
+            # 显示羁绊在配置中的权重
+            synergy_weight = weights_config.get_synergy_weights().get(synergy_name, 1.0)
+            print(f"羁绊 {synergy_name} 的当前权重为: {synergy_weight}")
+            
+            # 可选：调整羁绊权重
+            adjust = input(f"是否调整该羁绊的权重？(y/n，当前: {synergy_weight}): ").strip().lower()
+            if adjust == 'y':
+                try:
+                    new_weight = float(input(f"请输入新权重值 (当前: {synergy_weight}): ").strip())
+                    weights_config.set_synergy_weight(synergy_name, new_weight)
+                    print(f"已将羁绊 {synergy_name} 的权重设置为 {new_weight}")
+                except ValueError:
+                    print("请输入有效的数字")
+            
             try:
                 level = int(input(f"请输入 {synergy_name} 的目标等级 (默认为1): ") or "1")
                 required_synergies = [{'name': synergy_name, 'level': level}]
@@ -81,6 +112,20 @@ def main():
                 print(f"未找到名为 '{chess_name}' 的棋子")
                 continue
             
+            # 显示棋子在配置中的权重
+            chess_weight = weights_config.get_chess_weights().get(chess_name, 1.0)
+            print(f"棋子 {chess_name} 的当前权重为: {chess_weight}")
+            
+            # 可选：调整棋子权重
+            adjust = input(f"是否调整该棋子的权重？(y/n，当前: {chess_weight}): ").strip().lower()
+            if adjust == 'y':
+                try:
+                    new_weight = float(input(f"请输入新权重值 (当前: {chess_weight}): ").strip())
+                    weights_config.set_chess_weight(chess_name, new_weight)
+                    print(f"已将棋子 {chess_name} 的权重设置为 {new_weight}")
+                except ValueError:
+                    print("请输入有效的数字")
+            
             try:
                 population = int(input("请输入阵容人口数 (1-10，默认为9): ") or "9")
                 if population < 1 or population > 10:
@@ -112,6 +157,20 @@ def main():
                         print(f"未找到名为 '{synergy_name}' 的羁绊")
                         continue
                     
+                    # 显示羁绊在配置中的权重
+                    synergy_weight = weights_config.get_synergy_weights().get(synergy_name, 1.0)
+                    print(f"羁绊 {synergy_name} 的当前权重为: {synergy_weight}")
+                    
+                    # 可选：调整羁绊权重
+                    adjust = input(f"是否调整该羁绊的权重？(y/n，当前: {synergy_weight}): ").strip().lower()
+                    if adjust == 'y':
+                        try:
+                            new_weight = float(input(f"请输入新权重值 (当前: {synergy_weight}): ").strip())
+                            weights_config.set_synergy_weight(synergy_name, new_weight)
+                            print(f"已将羁绊 {synergy_name} 的权重设置为 {new_weight}")
+                        except ValueError:
+                            print("请输入有效的数字")
+                    
                     level = int(input(f"请输入 {synergy_name} 的目标等级 (默认为1): ") or "1")
                     required_synergies.append({'name': synergy_name, 'level': level})
                 
@@ -127,6 +186,20 @@ def main():
                         print(f"未找到名为 '{chess_name}' 的棋子")
                         continue
                     
+                    # 显示棋子在配置中的权重
+                    chess_weight = weights_config.get_chess_weights().get(chess_name, 1.0)
+                    print(f"棋子 {chess_name} 的当前权重为: {chess_weight}")
+                    
+                    # 可选：调整棋子权重
+                    adjust = input(f"是否调整该棋子的权重？(y/n，当前: {chess_weight}): ").strip().lower()
+                    if adjust == 'y':
+                        try:
+                            new_weight = float(input(f"请输入新权重值 (当前: {chess_weight}): ").strip())
+                            weights_config.set_chess_weight(chess_name, new_weight)
+                            print(f"已将棋子 {chess_name} 的权重设置为 {new_weight}")
+                        except ValueError:
+                            print("请输入有效的数字")
+                    
                     required_chess.append({'name': chess_name})
                 
                 # 设置人口
@@ -147,6 +220,72 @@ def main():
                 print("请输入有效的整数")
         
         elif choice == '5':
+            print("\n=== 调整权重配置 ===")
+            print("1. 调整基础权重")
+            print("2. 调整羁绊权重")
+            print("3. 调整棋子权重")
+            print("4. 返回主菜单")
+            
+            sub_choice = input("请输入选项 (1-4): ")
+            
+            if sub_choice == '1':
+                try:
+                    print("\n当前基础权重:")
+                    base_weights = weights_config.get_base_weights()
+                    for key, value in base_weights.items():
+                        print(f"  {key}: {value}")
+                    
+                    param = input("\n请输入要调整的参数名称 (例如: synergy_level_weight): ")
+                    if param not in base_weights:
+                        print(f"参数 '{param}' 不存在")
+                        continue
+                    
+                    new_value = float(input(f"请输入新的权重值 (当前: {base_weights.get(param, 1.0)}): "))
+                    weights_config.set_base_weight(param, new_value)
+                    print(f"已将 {param} 的权重设置为 {new_value}")
+                    
+                    # 更新评分系统
+                    scorer.reload_config()
+                except ValueError:
+                    print("请输入有效的数字")
+            
+            elif sub_choice == '2':
+                synergy_name = input("请输入羁绊名称: ")
+                synergy = api.get_synergy_by_name(synergy_name)
+                if not synergy:
+                    print(f"未找到名为 '{synergy_name}' 的羁绊")
+                    continue
+                
+                try:
+                    current_weight = weights_config.get_synergy_weights().get(synergy_name, 1.0)
+                    new_weight = float(input(f"请输入新的权重值 (当前: {current_weight}): "))
+                    weights_config.set_synergy_weight(synergy_name, new_weight)
+                    print(f"已将羁绊 {synergy_name} 的权重设置为 {new_weight}")
+                except ValueError:
+                    print("请输入有效的数字")
+            
+            elif sub_choice == '3':
+                chess_name = input("请输入棋子名称: ")
+                chess = api.get_chess_by_name(chess_name)
+                if not chess:
+                    print(f"未找到名为 '{chess_name}' 的棋子")
+                    continue
+                
+                try:
+                    current_weight = weights_config.get_chess_weights().get(chess_name, 1.0)
+                    new_weight = float(input(f"请输入新的权重值 (当前: {current_weight}): "))
+                    weights_config.set_chess_weight(chess_name, new_weight)
+                    print(f"已将棋子 {chess_name} 的权重设置为 {new_weight}")
+                except ValueError:
+                    print("请输入有效的数字")
+            
+            elif sub_choice == '4':
+                continue
+                
+            else:
+                print("无效选项，请重新输入")
+                
+        elif choice == '6':
             break
         
         else:
@@ -200,11 +339,10 @@ def _display_recommended_teams(teams):
                     if race:
                         race_names.append(race['name'])
             
-            synergy_text = ' / '.join(job_names + race_names)
+            job_str = ', '.join(job_names) if job_names else '无'
-            print(f"  - {chess['displayName']} ({price}费): {synergy_text}")
+            race_str = ', '.join(race_names) if race_names else '无'
-        
+            
-        # 显示阵容总费用
+            print(f"  - {chess['displayName']} ({price}金币) | 职业: {job_str} | 特质: {race_str}")
-        print(f"\n阵容总费用: {team.total_cost}")
 
 
 if __name__ == "__main__":

src/scoring/__init__.py

@@ -1,7 +1,8 @@
 """
-阵容评分模块
+阵容评分模块 - 提供对云顶之弈阵容的评分功能
+
+此模块包含评分系统相关的组件，用于对阵容进行综合评分。
 """
 from .scoring_system import TeamScorer, ScoringConfig
-from .config_loader import ConfigLoader, create_default_config
 
-__all__ = ['TeamScorer', 'ScoringConfig', 'ConfigLoader', 'create_default_config'] 
+__all__ = ['TeamScorer', 'ScoringConfig'] 

src/scoring/config_loader.py

@@ -1,170 +0,0 @@
-"""
-配置加载器 - 用于从外部配置文件加载自定义权重设置
-
-此模块提供了从YAML或JSON配置文件中加载自定义权重设置的功能，
-支持为特定羁绊和棋子设置自定义权重。
-"""
-import os
-import json
-import yaml
-import logging
-from typing import Dict, Any, Optional
-
-# 配置日志
-logger = logging.getLogger("TFT-Strategist-ConfigLoader")
-
-class ConfigLoader:
-    """
-    配置加载器，用于从外部文件加载自定义权重设置
-    """
-    
-    def __init__(self, config_path: Optional[str] = None):
-        """
-        初始化配置加载器
-        
-        Args:
-            config_path: 配置文件路径，如果为None则使用默认路径
-        """
-        self.config_path = config_path or os.path.join("data", "weights_config.yaml")
-        self.config_data = {}
-    
-    def load_config(self) -> Dict[str, Any]:
-        """
-        加载配置文件
-        
-        Returns:
-            Dict[str, Any]: 包含配置数据的字典
-        """
-        if not os.path.exists(self.config_path):
-            logger.warning(f"配置文件不存在: {self.config_path}")
-            return {}
-        
-        try:
-            file_ext = os.path.splitext(self.config_path)[1].lower()
-            
-            if file_ext == '.json':
-                with open(self.config_path, 'r', encoding='utf-8') as f:
-                    self.config_data = json.load(f)
-            elif file_ext in ['.yaml', '.yml']:
-                with open(self.config_path, 'r', encoding='utf-8') as f:
-                    self.config_data = yaml.safe_load(f)
-            else:
-                logger.error(f"不支持的配置文件格式: {file_ext}")
-                return {}
-                
-            logger.info(f"成功加载配置文件: {self.config_path}")
-            return self.config_data
-            
-        except Exception as e:
-            logger.error(f"加载配置文件失败: {str(e)}")
-            return {}
-    
-    def get_synergy_weights(self) -> Dict[str, float]:
-        """
-        获取羁绊权重配置
-        
-        Returns:
-            Dict[str, float]: 羁绊名称到权重的映射
-        """
-        return self.config_data.get('synergy_weights', {})
-    
-    def get_chess_weights(self) -> Dict[str, float]:
-        """
-        获取棋子权重配置
-        
-        Returns:
-            Dict[str, float]: 棋子名称到权重的映射
-        """
-        return self.config_data.get('chess_weights', {})
-    
-    def get_base_weights(self) -> Dict[str, float]:
-        """
-        获取基础权重配置
-        
-        Returns:
-            Dict[str, float]: 基础权重参数到权重值的映射
-        """
-        return self.config_data.get('base_weights', {})
-    
-    def get_synergy_level_weights(self) -> Dict[str, float]:
-        """
-        获取羁绊等级权重配置
-        
-        Returns:
-            Dict[str, float]: 羁绊等级到权重的映射
-        """
-        return self.config_data.get('synergy_level_weights', {})
-    
-    def get_cost_weights(self) -> Dict[str, float]:
-        """
-        获取棋子费用权重配置
-        
-        Returns:
-            Dict[str, float]: 棋子费用到权重的映射
-        """
-        return self.config_data.get('cost_weights', {})
-
-def create_default_config(config_path: str) -> None:
-    """
-    创建默认配置文件
-    
-    Args:
-        config_path: 配置文件路径
-    """
-    default_config = {
-        'base_weights': {
-            'synergy_level_weight': 1.0,
-            'synergy_count_weight': 0.5,
-            'chess_cost_weight': 0.1
-        },
-        'synergy_weights': {
-            '重装战士': 1.5,
-            '魔法师': 1.2,
-            '神谕者': 1.3,
-            '斗士': 1.1
-        },
-        'chess_weights': {
-            '亚索': 1.5,
-            '艾希': 1.2,
-            '璐璐': 1.3,
-            '金克斯': 1.4
-        },
-        'synergy_level_weights': {
-            '1': 1.0,
-            '2': 1.2,
-            '3': 1.5,
-            '4': 1.8,
-            '5': 2.0,
-            '6': 2.3,
-            '7': 2.6,
-            '8': 3.0,
-            '9': 3.3,
-            '10': 3.5
-        },
-        'cost_weights': {
-            '1': 1.0,
-            '2': 1.2,
-            '3': 1.5,
-            '4': 1.8,
-            '5': 2.0
-        }
-    }
-    
-    try:
-        file_ext = os.path.splitext(config_path)[1].lower()
-        os.makedirs(os.path.dirname(config_path), exist_ok=True)
-        
-        if file_ext == '.json':
-            with open(config_path, 'w', encoding='utf-8') as f:
-                json.dump(default_config, f, ensure_ascii=False, indent=2)
-        elif file_ext in ['.yaml', '.yml']:
-            with open(config_path, 'w', encoding='utf-8') as f:
-                yaml.dump(default_config, f, allow_unicode=True, default_flow_style=False)
-        else:
-            logger.error(f"不支持的配置文件格式: {file_ext}")
-            return
-            
-        logger.info(f"成功创建默认配置文件: {config_path}")
-    
-    except Exception as e:
-        logger.error(f"创建默认配置文件失败: {str(e)}") 

src/scoring/scoring_system.py

@@ -12,7 +12,8 @@ from typing import Dict, List, Any, Optional
 import logging
 from dataclasses import dataclass
 import os
-from .config_loader import ConfigLoader, create_default_config
+from src.config import get_global_weights_config
+from src.data_provider import DataQueryAPI
 
 # 配置日志
 logging.basicConfig(
@@ -35,10 +36,10 @@ class ScoringConfig:
     # 棋子费用权重倍数
     cost_multipliers: Dict[str, float] = None
     
-    # 自定义羁绊权重 (新增)
+    # 自定义羁绊权重
     synergy_weights: Dict[str, float] = None
     
-    # 自定义棋子权重 (新增)
+    # 自定义棋子权重
     chess_weights: Dict[str, float] = None
     
     def __post_init__(self):
@@ -80,70 +81,81 @@ class TeamScorer:
     阵容评分系统，负责对阵容进行综合评分
     """
     
-    def __init__(self, config: Optional[ScoringConfig] = None, config_path: Optional[str] = None):
+    def __init__(self, api: Optional[DataQueryAPI] = None, config_path: Optional[str] = None, config_obj: Optional[Dict[str, Any]] = None):
         """
         初始化阵容评分系统
         
         Args:
-            config: 评分配置，如果为None则使用默认配置
+            api: 数据查询API
             config_path: 外部配置文件路径，如果提供则从中加载自定义权重
+            config_obj: 配置对象，优先于config_path使用
         """
-        self.config = config if config else ScoringConfig()
+        self.api = api if api else DataQueryAPI()
         
-        # 如果提供了配置文件路径，则加载自定义权重
+        # 加载权重配置
-        if config_path or os.path.exists(os.path.join("data", "weights_config.yaml")):
+        if config_obj:
-            self._load_custom_weights(config_path)
+            self.weights_config = config_obj
+        else:
+            self.weights_config = get_global_weights_config(config_path).config_data
+        
+        # 加载基础权重参数
+        self.synergy_level_weight = self.weights_config.get('base_weights', {}).get('synergy_level_weight', 1.0)
+        self.synergy_count_weight = self.weights_config.get('base_weights', {}).get('synergy_count_weight', 0.5)
+        self.chess_cost_weight = self.weights_config.get('base_weights', {}).get('chess_cost_weight', 0.1)
+        
+        # 加载自定义权重
+        self.synergy_weights = self.weights_config.get('synergy_weights', {})
+        self.chess_weights = self.weights_config.get('chess_weights', {})
+        
+        # 加载羁绊等级权重和棋子费用权重倍数
+        synergy_level_weights = self.weights_config.get('synergy_level_weights', {})
+        cost_weights = self.weights_config.get('cost_weights', {})
+        
+        # 将键转换为正确的类型
+        self.level_multipliers = {int(k) if isinstance(k, str) else k: float(v) for k, v in synergy_level_weights.items()}
+        self.cost_multipliers = {k: float(v) for k, v in cost_weights.items()}
     
-    def _load_custom_weights(self, config_path: Optional[str] = None) -> None:
+    def reload_config(self) -> None:
-        """
+        """重新加载配置"""
-        从配置文件加载自定义权重
+        if isinstance(self.weights_config, dict):
-        
+            # 针对直接传入的配置对象，不需要重新加载
-        Args:
+            # 重新加载基础权重参数
-            config_path: 配置文件路径，如果为None则使用默认路径
+            self.synergy_level_weight = self.weights_config.get('base_weights', {}).get('synergy_level_weight', 1.0)
-        """
+            self.synergy_count_weight = self.weights_config.get('base_weights', {}).get('synergy_count_weight', 0.5)
-        loader = ConfigLoader(config_path)
+            self.chess_cost_weight = self.weights_config.get('base_weights', {}).get('chess_cost_weight', 0.1)
-        config_data = loader.load_config()
-        
-        if not config_data:
-            # 如果配置文件不存在或加载失败，创建默认配置文件
-            default_path = config_path or os.path.join("data", "weights_config.yaml")
-            create_default_config(default_path)
-            logger.info(f"已创建默认配置文件: {default_path}")
-            loader = ConfigLoader(default_path)
-            config_data = loader.load_config()
-        
-        # 更新基础权重
-        base_weights = loader.get_base_weights()
-        for key, value in base_weights.items():
-            if hasattr(self.config, key):
-                setattr(self.config, key, value)
-                logger.info(f"从配置文件加载基础权重: {key} = {value}")
-        
-        # 更新羁绊自定义权重
-        synergy_weights = loader.get_synergy_weights()
-        if synergy_weights:
-            self.config.synergy_weights.update(synergy_weights)
-            logger.info(f"从配置文件加载羁绊权重: {len(synergy_weights)}个")
-        
-        # 更新棋子自定义权重
-        chess_weights = loader.get_chess_weights()
-        if chess_weights:
-            self.config.chess_weights.update(chess_weights)
-            logger.info(f"从配置文件加载棋子权重: {len(chess_weights)}个")
             
-        # 加载羁绊等级权重倍数 (使用新方法)
+            # 重新加载自定义权重
-        synergy_level_weights = loader.get_synergy_level_weights()
+            self.synergy_weights = self.weights_config.get('synergy_weights', {})
-        if synergy_level_weights:
+            self.chess_weights = self.weights_config.get('chess_weights', {})
-            # 将字符串键转换为整数键
+            
-            level_multipliers = {int(k): float(v) for k, v in synergy_level_weights.items()}
+            # 重新加载羁绊等级权重和棋子费用权重倍数
-            self.config.level_multipliers = level_multipliers
+            synergy_level_weights = self.weights_config.get('synergy_level_weights', {})
-            logger.info(f"从配置文件加载羁绊等级权重倍数: {len(level_multipliers)}个")
+            cost_weights = self.weights_config.get('cost_weights', {})
-        
+            
-        # 加载棋子费用权重倍数 (使用新方法)
+            # 将键转换为正确的类型
-        cost_weights = loader.get_cost_weights()
+            self.level_multipliers = {int(k) if isinstance(k, str) else k: float(v) for k, v in synergy_level_weights.items()}
-        if cost_weights:
+            self.cost_multipliers = {k: float(v) for k, v in cost_weights.items()}
-            self.config.cost_multipliers = cost_weights
+        else:
-            logger.info(f"从配置文件加载棋子费用权重倍数: {len(cost_weights)}个")
+            # 获取全局配置的最新实例
+            config = get_global_weights_config()
+            self.weights_config = config.config_data
+            
+            # 重新加载基础权重参数
+            self.synergy_level_weight = config.get_base_weights().get('synergy_level_weight', 1.0)
+            self.synergy_count_weight = config.get_base_weights().get('synergy_count_weight', 0.5)
+            self.chess_cost_weight = config.get_base_weights().get('chess_cost_weight', 0.1)
+            
+            # 重新加载自定义权重
+            self.synergy_weights = config.get_synergy_weights()
+            self.chess_weights = config.get_chess_weights()
+            
+            # 重新加载羁绊等级权重和棋子费用权重倍数
+            synergy_level_weights = config.get_synergy_level_weights()
+            cost_weights = config.get_cost_weights()
+            
+            # 将键转换为正确的类型
+            self.level_multipliers = {int(k) if isinstance(k, str) else k: float(v) for k, v in synergy_level_weights.items()}
+            self.cost_multipliers = {k: float(v) for k, v in cost_weights.items()}
     
     def score_team(self, team) -> float:
         """
@@ -164,15 +176,15 @@ class TeamScorer:
         # 3. 棋子费用评分
         chess_cost_score = self._score_chess_cost(team)
         
-        # 4. 自定义羁绊和棋子权重评分 (新增)
+        # 4. 自定义羁绊和棋子权重评分
         custom_weight_score = self._score_custom_weights(team)
         
         # 5. 阵容整体评分
         # 综合以上四项，加权求和
         total_score = (
-            synergy_level_score * self.config.synergy_level_weight +
+            synergy_level_score * self.synergy_level_weight +
-            synergy_count_score * self.config.synergy_count_weight +
+            synergy_count_score * self.synergy_count_weight +
-            chess_cost_score * self.config.chess_cost_weight +
+            chess_cost_score * self.chess_cost_weight +
             custom_weight_score  # 自定义权重分数已经包含各自的权重
         )
         
@@ -195,27 +207,26 @@ class TeamScorer:
             level = job_level['level']
             count = job_level['count']
             # 计算该羁绊的得分，根据等级和数量
-            level_multiplier = self.config.level_multipliers.get(level, 1.0)
+            level_multiplier = self.level_multipliers.get(level, 1.0)
             # 额外激活的羁绊单位也计入评分
             extra_units = max(0, count - level)
-            level_score = level * level_multiplier + extra_units * 0.5
+            score += level * level_multiplier + extra_units * 0.1
-            score += level_score
         
         # 处理特质羁绊
         for race_level in team.synergy_levels.get('race', []):
             level = race_level['level']
             count = race_level['count']
-            # 计算该羁绊的得分
+            # 计算该羁绊的得分，根据等级和数量
-            level_multiplier = self.config.level_multipliers.get(level, 1.0)
+            level_multiplier = self.level_multipliers.get(level, 1.0)
+            # 额外激活的羁绊单位也计入评分
             extra_units = max(0, count - level)
-            level_score = level * level_multiplier + extra_units * 0.5
+            score += level * level_multiplier + extra_units * 0.1
-            score += level_score
         
         return score
     
     def _score_synergy_count(self, team) -> float:
         """
-        评分羁绊种类数量
+        评分激活的羁绊种类数量
         
         Args:
             team: TeamComposition实例
@@ -223,17 +234,13 @@ class TeamScorer:
         Returns:
             float: 羁绊种类数量评分
         """
-        # 计算激活的羁绊种类数量
+        # 获取激活的职业和特质数量
-        job_count = len(team.synergy_levels.get('job', []))
+        active_job_count = len(team.synergy_levels.get('job', []))
-        race_count = len(team.synergy_levels.get('race', []))
+        active_race_count = len(team.synergy_levels.get('race', []))
         
-        # 根据羁绊种类数量评分
+        # 根据激活的羁绊种类数量计算得分
-        # 羁绊越多，评分越高，但有一个合理的上限
+        # 激活的羁绊种类越多，得分越高，但增长是非线性的
-        total_count = job_count + race_count
+        return (active_job_count + active_race_count) ** 0.8
-        # 使用对数函数避免羁绊数量过多时分数过高
-        score = (1 + total_count) ** 0.8
-        
-        return score
     
     def _score_chess_cost(self, team) -> float:
         """
@@ -247,21 +254,18 @@ class TeamScorer:
         """
         score = 0.0
         
-        # 按照棋子费用评分
+        # 根据棋子费用计算得分
         for chess in team.chess_list:
-            cost = chess.get('price', '1')
+            cost = str(chess.get('price', '1'))
-            cost_multiplier = self.config.cost_multipliers.get(cost, 1.0)
+            # 费用越高的棋子，权重越大
+            cost_multiplier = self.cost_multipliers.get(cost, 1.0)
             score += float(cost) * cost_multiplier
         
-        # 费用分布的平衡性评分
-        # 根据阵容人口，期望的费用分布可能不同
-        # 这里可以进一步完善
-        
         return score
     
     def _score_custom_weights(self, team) -> float:
         """
-        根据自定义权重评分
+        根据自定义权重对阵容进行评分
         
         Args:
             team: TeamComposition实例
@@ -271,79 +275,140 @@ class TeamScorer:
         """
         score = 0.0
         
-        # 应用自定义羁绊权重
+        # 1. 评分羁绊自定义权重
-        if self.config.synergy_weights:
+        for job_level in team.synergy_levels.get('job', []):
-            # 职业羁绊
+            synergy_name = job_level['name']
-            for job_level in team.synergy_levels.get('job', []):
+            if synergy_name in self.synergy_weights:
-                synergy_name = job_level.get('name', '')
+                weight = self.synergy_weights[synergy_name]
-                if synergy_name in self.config.synergy_weights:
+                score += weight * job_level['level']
-                    weight = self.config.synergy_weights[synergy_name]
-                    level = job_level['level']
-                    score += level * weight
-                    logger.debug(f"应用羁绊权重: {synergy_name}, 等级: {level}, 权重: {weight}")
-            
-            # 特质羁绊
-            for race_level in team.synergy_levels.get('race', []):
-                synergy_name = race_level.get('name', '')
-                if synergy_name in self.config.synergy_weights:
-                    weight = self.config.synergy_weights[synergy_name]
-                    level = race_level['level']
-                    score += level * weight
-                    logger.debug(f"应用羁绊权重: {synergy_name}, 等级: {level}, 权重: {weight}")
         
-        # 应用自定义棋子权重
+        for race_level in team.synergy_levels.get('race', []):
-        if self.config.chess_weights:
+            synergy_name = race_level['name']
-            for chess in team.chess_list:
+            if synergy_name in self.synergy_weights:
-                chess_name = chess.get('displayName', '')
+                weight = self.synergy_weights[synergy_name]
-                if chess_name in self.config.chess_weights:
+                score += weight * race_level['level']
-                    weight = self.config.chess_weights[chess_name]
+        
-                    score += weight
+        # 2. 评分棋子自定义权重
-                    logger.debug(f"应用棋子权重: {chess_name}, 权重: {weight}")
+        for chess in team.chess_list:
+            chess_name = chess.get('displayName', '')
+            if chess_name in self.chess_weights:
+                weight = self.chess_weights[chess_name]
+                score += weight
         
         return score
-
+    
     def customize_scoring(self, **kwargs) -> None:
         """
         自定义评分参数
         
         Args:
-            **kwargs: 评分参数，如synergy_level_weight, chess_cost_weight等
+            **kwargs: 参数名和值的映射
         """
         for key, value in kwargs.items():
-            if hasattr(self.config, key):
+            if hasattr(self, key):
-                setattr(self.config, key, value)
+                setattr(self, key, value)
-                logger.info(f"设置评分参数 {key} = {value}")
+                logger.info(f"自定义评分参数: {key} = {value}")
-            else:
-                logger.warning(f"未知的评分参数: {key}")
     
     def set_synergy_weight(self, synergy_name: str, weight: float) -> None:
         """
-        设置特定羁绊的自定义权重
+        设置特定羁绊的权重
         
         Args:
             synergy_name: 羁绊名称
             weight: 权重值
         """
-        self.config.synergy_weights[synergy_name] = weight
+        self.synergy_weights[synergy_name] = weight
-        logger.info(f"设置羁绊权重: {synergy_name} = {weight}")
+        # 同时更新全局配置
+        weights_config = get_global_weights_config()
+        weights_config.set_synergy_weight(synergy_name, weight)
     
     def set_chess_weight(self, chess_name: str, weight: float) -> None:
         """
-        设置特定棋子的自定义权重
+        设置特定棋子的权重
         
         Args:
             chess_name: 棋子名称
             weight: 权重值
         """
-        self.config.chess_weights[chess_name] = weight
+        self.chess_weights[chess_name] = weight
-        logger.info(f"设置棋子权重: {chess_name} = {weight}")
+        # 同时更新全局配置
+        weights_config = get_global_weights_config()
+        weights_config.set_chess_weight(chess_name, weight)
     
-    def reload_config(self, config_path: Optional[str] = None) -> None:
+    def set_synergy_level_weight(self, level: int, weight: float) -> None:
         """
-        重新加载配置文件
+        设置特定羁绊等级的权重
         
         Args:
-            config_path: 配置文件路径，如果为None则使用默认路径
+            level: 羁绊等级
+            weight: 权重值
         """
-        self._load_custom_weights(config_path)
+        self.level_multipliers[level] = weight
-        logger.info("重新加载配置文件完成") 
+        # 同时更新全局配置
+        weights_config = get_global_weights_config()
+        weights_config.set_synergy_level_weight(str(level), weight)
+    
+    def set_cost_weight(self, cost: str, weight: float) -> None:
+        """
+        设置特定棋子费用的权重
+        
+        Args:
+            cost: 棋子费用
+            weight: 权重值
+        """
+        self.cost_multipliers[cost] = weight
+        # 同时更新全局配置
+        weights_config = get_global_weights_config()
+        weights_config.set_cost_weight(cost, weight)
+    
+    def set_level_multiplier(self, level: int, multiplier: float) -> None:
+        """
+        设置特定羁绊等级的权重倍数
+        
+        Args:
+            level: 羁绊等级
+            multiplier: 权重倍数
+        """
+        self.level_multipliers[level] = multiplier
+        # 同时更新全局配置
+        weights_config = get_global_weights_config()
+        weights_config.set_level_multiplier(level, multiplier)
+    
+    def set_cost_multiplier(self, cost: str, multiplier: float) -> None:
+        """
+        设置特定棋子费用的权重倍数
+        
+        Args:
+            cost: 棋子费用
+            multiplier: 权重倍数
+        """
+        self.cost_multipliers[cost] = multiplier
+        # 同时更新全局配置
+        weights_config = get_global_weights_config()
+        weights_config.set_cost_multiplier(cost, multiplier)
+    
+    def set_synergy_level_multiplier(self, level: int, multiplier: float) -> None:
+        """
+        设置特定羁绊等级权重倍数
+        
+        Args:
+            level: 羁绊等级
+            multiplier: 权重倍数
+        """
+        self.level_multipliers[level] = multiplier
+        # 同时更新全局配置
+        weights_config = get_global_weights_config()
+        weights_config.set_synergy_level_multiplier(level, multiplier)
+    
+    def set_cost_level_multiplier(self, level: int, multiplier: float) -> None:
+        """
+        设置特定羁绊等级费用权重倍数
+        
+        Args:
+            level: 羁绊等级
+            multiplier: 权重倍数
+        """
+        self.level_multipliers[level] = multiplier
+        # 同时更新全局配置
+        weights_config = get_global_weights_config()
+        weights_config.set_cost_level_multiplier(level, multiplier) 

src/test_scoring.py

@@ -5,12 +5,13 @@ import sys
 import os
 import logging
 from dataclasses import dataclass
-from typing import Dict, List
+from typing import Dict, List, Optional
 
 # 添加项目根目录到Python路径
 sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
 
-from src.scoring.scoring_system import TeamScorer, ScoringConfig
+from src.scoring.scoring_system import TeamScorer
+from src.config import get_global_weights_config
 
 # 配置日志
 logging.basicConfig(level=logging.INFO)
@@ -22,35 +23,63 @@ class MockTeam:
     chess_list: List[Dict]
     synergy_levels: Dict
 
-def main(config_path=None):
+def main(config_path: Optional[str] = None):
-    """主函数"""
+    """
+    主函数
+    
+    Args:
+        config_path: 配置文件路径，用于全局权重配置
+    """
     logger.info("开始测试评分系统...")
     
+    # 加载全局权重配置
+    weights_config = get_global_weights_config(config_path)
+    
     # 创建评分器实例
     scorer = TeamScorer(config_path=config_path)
     
-    # 打印当前配置
+    # 打印全局配置
     logger.info("基础权重:")
-    logger.info(f"  羁绊等级权重: {scorer.config.synergy_level_weight}")
+    base_weights = weights_config.get_base_weights()
-    logger.info(f"  羁绊数量权重: {scorer.config.synergy_count_weight}")
+    for param, value in base_weights.items():
-    logger.info(f"  棋子费用权重: {scorer.config.chess_cost_weight}")
+        logger.info(f"  {param}: {value}")
     
     logger.info("羁绊等级倍数:")
-    for level, multiplier in sorted(scorer.config.level_multipliers.items()):
+    level_weights = weights_config.get_synergy_level_weights()
+    for level, multiplier in sorted(level_weights.items(), key=lambda x: int(x[0])):
         logger.info(f"  等级 {level}: {multiplier}")
     
     logger.info("棋子费用倍数:")
-    for cost, multiplier in sorted(scorer.config.cost_multipliers.items()):
+    cost_weights = weights_config.get_cost_weights()
+    for cost, multiplier in sorted(cost_weights.items(), key=lambda x: int(x[0])):
         logger.info(f"  费用 {cost}: {multiplier}")
     
     logger.info("羁绊自定义权重 (前5个):")
-    for name, weight in list(scorer.config.synergy_weights.items())[:5]:
+    synergy_weights = weights_config.get_synergy_weights()
+    for name, weight in list(sorted(synergy_weights.items()))[:5]:
         logger.info(f"  {name}: {weight}")
     
     logger.info("棋子自定义权重 (前5个):")
-    for name, weight in list(scorer.config.chess_weights.items())[:5]:
+    chess_weights = weights_config.get_chess_weights()
+    for name, weight in list(sorted(chess_weights.items()))[:5]:
         logger.info(f"  {name}: {weight}")
-        
+    
+    # 测试修改权重
+    logger.info("\n测试修改权重:")
+    test_synergy = next(iter(synergy_weights.keys()))
+    original_weight = synergy_weights.get(test_synergy, 1.0)
+    new_weight = original_weight + 0.5
+    
+    logger.info(f"将羁绊 {test_synergy} 的权重从 {original_weight} 修改为 {new_weight}")
+    weights_config.set_synergy_weight(test_synergy, new_weight)
+    
+    # 确认修改生效
+    updated_weight = weights_config.get_synergy_weights().get(test_synergy)
+    logger.info(f"修改后的权重: {updated_weight}")
+    
+    # 重新加载评分系统配置
+    scorer.reload_config()
+    
     # 测试评分函数
     mock_team = MockTeam(
         chess_list=[
@@ -73,6 +102,15 @@ def main(config_path=None):
     score = scorer.score_team(mock_team)
     logger.info(f"模拟阵容评分: {score}")
     
+    # 恢复原来的权重
+    logger.info(f"将羁绊 {test_synergy} 的权重恢复为 {original_weight}")
+    weights_config.set_synergy_weight(test_synergy, original_weight)
+    
+    # 重新评分
+    scorer.reload_config()
+    score = scorer.score_team(mock_team)
+    logger.info(f"恢复权重后的评分: {score}")
+    
     logger.info("测试完成!")
 
 if __name__ == "__main__":

src/web/app.py

@@ -4,14 +4,16 @@
 import os
 import json
 import logging
+import copy
 from flask import Flask, render_template, request, jsonify
 from flask_cors import CORS
 from waitress import serve
+from typing import Optional, Dict, Any
 
 from src.data_provider import DataQueryAPI
 from src.recommendation import RecommendationEngine
-from src.scoring.scoring_system import TeamScorer, ScoringConfig
+from src.scoring.scoring_system import TeamScorer
-from src.scoring.config_loader import ConfigLoader
+from src.config import get_global_weights_config, WeightsConfig
 
 # 配置日志
 logging.basicConfig(
@@ -20,8 +22,13 @@ logging.basicConfig(
 )
 logger = logging.getLogger("TFT-Strategist-Web")
 
-def create_app():
+def create_app(config_path: Optional[str] = None):
-    """创建Flask应用实例"""
+    """
+    创建Flask应用实例
+    
+    Args:
+        config_path: 配置文件路径，用于全局权重配置
+    """
     app = Flask(__name__, 
                 static_folder='static',
                 template_folder='templates')
@@ -29,10 +36,16 @@ def create_app():
     # 启用CORS，允许跨域请求
     CORS(app)
     
-    # 加载数据
+    # 加载全局权重配置
+    weights_config = get_global_weights_config(config_path)
+    
+    # 加载数据和组件
     data_api = DataQueryAPI()
-    engine = RecommendationEngine(api=data_api)
+    scorer = TeamScorer(config_path=config_path)
-    config_loader = ConfigLoader()
+    engine = RecommendationEngine(api=data_api, scorer=scorer, config_path=config_path)
+    
+    # 原始默认配置，用于重置操作
+    default_config = copy.deepcopy(weights_config.config_data)
     
     @app.route('/')
     def index():
@@ -43,15 +56,17 @@ def create_app():
         all_synergies = all_jobs + all_races
         all_chess = data_api.get_all_chess()
         
-        # 获取配置文件中的权重信息
+        # 获取全局配置中的权重信息
-        weights_config = config_loader.load_config()
+        base_weights = weights_config.get_base_weights()
+        synergy_weights = weights_config.get_synergy_weights()
+        chess_weights = weights_config.get_chess_weights()
         
         return render_template('index.html', 
                               synergies=all_synergies,
                               chess=all_chess,
-                              base_weights=weights_config.get('base_weights', {}),
+                              base_weights=base_weights,
-                              synergy_weights=weights_config.get('synergy_weights', {}),
+                              synergy_weights=synergy_weights,
-                              chess_weights=weights_config.get('chess_weights', {}))
+                              chess_weights=chess_weights)
     
     @app.route('/api/recommend', methods=['POST'])
     def recommend():
@@ -67,6 +82,20 @@ def create_app():
             synergy_weights = data.get('synergy_weights', {})
             chess_weights = data.get('chess_weights', {})
             
+            # 创建临时配置对象，不修改全局配置
+            temp_config = create_temp_config(
+                weights_config.config_data,
+                base_weights,
+                synergy_weights,
+                chess_weights
+            )
+            
+            # 创建临时评分器
+            temp_scorer = TeamScorer(config_obj=temp_config)
+            
+            # 创建临时推荐引擎
+            temp_engine = RecommendationEngine(api=data_api, scorer=temp_scorer, config_obj=temp_config)
+            
             # 获取必选棋子和必选羁绊
             required_chess_ids = data.get('required_chess', [])
             required_synergy_ids = data.get('required_synergies', [])
@@ -75,20 +104,8 @@ def create_app():
             required_chess = [{'id': str(chess_id)} for chess_id in required_chess_ids]
             required_synergies = [{'id': str(synergy_id)} for synergy_id in required_synergy_ids]
             
-            # 创建评分配置
-            scoring_config = ScoringConfig(
-                synergy_level_weight=base_weights.get('synergy_level_weight', 1.0),
-                synergy_count_weight=base_weights.get('synergy_count_weight', 0.5),
-                chess_cost_weight=base_weights.get('chess_cost_weight', 0.1),
-                synergy_weights=synergy_weights,
-                chess_weights=chess_weights
-            )
-            
-            # 创建评分系统
-            scorer = TeamScorer(config=scoring_config)
-            
             # 调用推荐引擎生成阵容
-            teams = engine.recommend_team(
+            teams = temp_engine.recommend_team(
                 population=population,
                 required_synergies=required_synergies,
                 required_chess=required_chess,
@@ -153,11 +170,88 @@ def create_app():
                 'message': str(e)
             }), 500
     
+    @app.route('/api/weights', methods=['GET'])
+    def get_weights():
+        """获取当前权重配置API"""
+        return jsonify({
+            'base_weights': weights_config.get_base_weights(),
+            'synergy_weights': weights_config.get_synergy_weights(),
+            'chess_weights': weights_config.get_chess_weights(),
+            'synergy_level_weights': weights_config.get_synergy_level_weights(),
+            'cost_weights': weights_config.get_cost_weights()
+        })
+    
+    @app.route('/api/weights', methods=['POST'])
+    def update_weights():
+        """更新权重配置API - 已弃用，仅保留API兼容性"""
+        try:
+            return jsonify({
+                'status': 'success',
+                'message': '权重配置已更新（本地存储模式）'
+            })
+        
+        except Exception as e:
+            logger.exception("更新权重配置时发生错误")
+            return jsonify({
+                'status': 'error',
+                'message': str(e)
+            }), 500
+    
     return app
 
-def run_server(host='0.0.0.0', port=5000, dev_mode=False):
+def create_temp_config(base_config: Dict[str, Any], 
-    """运行Web服务器"""
+                      base_weights: Dict[str, float], 
-    app = create_app()
+                      synergy_weights: Dict[str, float], 
+                      chess_weights: Dict[str, float]) -> Dict[str, Any]:
+    """
+    创建临时配置对象，不修改原始配置
+    
+    Args:
+        base_config: 基础配置
+        base_weights: 用户自定义的基础权重
+        synergy_weights: 用户自定义的羁绊权重
+        chess_weights: 用户自定义的棋子权重
+        
+    Returns:
+        Dict[str, Any]: 临时配置对象
+    """
+    # 深拷贝基础配置，避免修改原始配置
+    temp_config = copy.deepcopy(base_config)
+    
+    # 更新基础权重
+    if 'base_weights' not in temp_config:
+        temp_config['base_weights'] = {}
+        
+    for param, value in base_weights.items():
+        temp_config['base_weights'][param] = value
+    
+    # 更新羁绊权重
+    if 'synergy_weights' not in temp_config:
+        temp_config['synergy_weights'] = {}
+        
+    for synergy_name, weight in synergy_weights.items():
+        temp_config['synergy_weights'][synergy_name] = weight
+    
+    # 更新棋子权重
+    if 'chess_weights' not in temp_config:
+        temp_config['chess_weights'] = {}
+        
+    for chess_name, weight in chess_weights.items():
+        temp_config['chess_weights'][chess_name] = weight
+    
+    return temp_config
+
+def run_server(host='0.0.0.0', port=5000, dev_mode=False, config_path=None):
+    """
+    运行Web服务器
+    
+    Args:
+        host: 服务器主机地址
+        port: 服务器端口
+        dev_mode: 是否启用开发模式
+        config_path: 配置文件路径
+    """
+    app = create_app(config_path)
     logger.info(f"启动Web服务器: {'开发模式' if dev_mode else '生产模式'}")
     
     if dev_mode:

src/web/static/js/main.js

@@ -2,6 +2,12 @@
 
 // 页面加载完成后执行
 $(document).ready(function() {
+    // 初始化抽屉
+    initDrawer();
+    
+    // 加载本地存储的权重
+    loadWeightsFromLocalStorage();
+    
     // 初始化基础权重滑块
     initBasicWeightSliders();
     
@@ -119,16 +125,182 @@ $(document).ready(function() {
             $('.chess-weight-item').show();
         }
     });
+    
+    // 监听权重变化，保存到本地存储
+    $(document).on('change', '.noUi-target', function() {
+        saveWeightsToLocalStorage();
+    });
+    
+    // 恢复默认配置按钮
+    $('#reset-to-default').on('click', function() {
+        resetToDefaultWeights();
+    });
 });
 
+/**
+ * 初始化抽屉控制
+ */
+function initDrawer() {
+    // 打开抽屉
+    $('#open-weights-drawer').on('click', function() {
+        $('#weights-drawer').addClass('open');
+        $('#drawer-backdrop').addClass('open');
+    });
+    
+    // 关闭抽屉
+    $('#close-drawer, #drawer-backdrop').on('click', function() {
+        $('#weights-drawer').removeClass('open');
+        $('#drawer-backdrop').removeClass('open');
+    });
+}
+
+/**
+ * 从本地存储加载权重设置
+ */
+function loadWeightsFromLocalStorage() {
+    const storedWeights = localStorage.getItem('tft-weights');
+    if (!storedWeights) return;
+    
+    try {
+        const weights = JSON.parse(storedWeights);
+        
+        // 设置基础权重
+        if (weights.base_weights) {
+            if (weights.base_weights.synergy_level_weight) {
+                $('#synergy-level-weight-value').text(weights.base_weights.synergy_level_weight.toFixed(1));
+            }
+            if (weights.base_weights.synergy_count_weight) {
+                $('#synergy-count-weight-value').text(weights.base_weights.synergy_count_weight.toFixed(1));
+            }
+            if (weights.base_weights.chess_cost_weight) {
+                $('#chess-cost-weight-value').text(weights.base_weights.chess_cost_weight.toFixed(1));
+            }
+        }
+        
+        // 设置羁绊权重
+        if (weights.synergy_weights) {
+            for (const [synergyId, weight] of Object.entries(weights.synergy_weights)) {
+                $(`.synergy-weight-item[data-synergy-id="${synergyId}"] .synergy-weight-value`).text(weight.toFixed(1));
+            }
+        }
+        
+        // 设置棋子权重
+        if (weights.chess_weights) {
+            for (const [chessId, weight] of Object.entries(weights.chess_weights)) {
+                $(`.chess-weight-item[data-chess-id="${chessId}"] .chess-weight-value`).text(weight.toFixed(1));
+            }
+        }
+    } catch (e) {
+        console.error('加载权重设置失败:', e);
+    }
+}
+
+/**
+ * 保存权重设置到本地存储
+ */
+function saveWeightsToLocalStorage() {
+    // 获取基础权重
+    const synergyLevelWeight = parseFloat($('#synergy-level-weight-value').text());
+    const synergyCountWeight = parseFloat($('#synergy-count-weight-value').text());
+    const chessCountWeight = parseFloat($('#chess-cost-weight-value').text());
+    
+    // 获取羁绊权重
+    const synergyWeights = {};
+    $('.synergy-weight-item').each(function() {
+        const synergyId = $(this).data('synergy-id');
+        const weight = parseFloat($(this).find('.synergy-weight-value').text());
+        synergyWeights[synergyId] = weight;
+    });
+    
+    // 获取棋子权重
+    const chessWeights = {};
+    $('.chess-weight-item').each(function() {
+        const chessId = $(this).data('chess-id');
+        const weight = parseFloat($(this).find('.chess-weight-value').text());
+        chessWeights[chessId] = weight;
+    });
+    
+    // 构建权重对象
+    const weightsObj = {
+        base_weights: {
+            synergy_level_weight: synergyLevelWeight,
+            synergy_count_weight: synergyCountWeight,
+            chess_cost_weight: chessCountWeight
+        },
+        synergy_weights: synergyWeights,
+        chess_weights: chessWeights
+    };
+    
+    // 保存到本地存储
+    localStorage.setItem('tft-weights', JSON.stringify(weightsObj));
+}
+
+/**
+ * 重置为默认权重
+ */
+function resetToDefaultWeights() {
+    // 发送请求获取默认权重
+    $.ajax({
+        url: '/api/weights',
+        type: 'GET',
+        success: function(response) {
+            // 更新基础权重
+            if (response.base_weights) {
+                if (response.base_weights.synergy_level_weight) {
+                    const slider = document.getElementById('synergy-level-weight-slider').noUiSlider;
+                    slider.set(response.base_weights.synergy_level_weight);
+                }
+                if (response.base_weights.synergy_count_weight) {
+                    const slider = document.getElementById('synergy-count-weight-slider').noUiSlider;
+                    slider.set(response.base_weights.synergy_count_weight);
+                }
+                if (response.base_weights.chess_cost_weight) {
+                    const slider = document.getElementById('chess-cost-weight-slider').noUiSlider;
+                    slider.set(response.base_weights.chess_cost_weight);
+                }
+            }
+            
+            // 更新羁绊权重
+            if (response.synergy_weights) {
+                for (const [synergyId, weight] of Object.entries(response.synergy_weights)) {
+                    const slider = $(`.synergy-weight-item[data-synergy-id="${synergyId}"] .synergy-weight-slider`)[0];
+                    if (slider && slider.noUiSlider) {
+                        slider.noUiSlider.set(weight);
+                    }
+                }
+            }
+            
+            // 更新棋子权重
+            if (response.chess_weights) {
+                for (const [chessId, weight] of Object.entries(response.chess_weights)) {
+                    const slider = $(`.chess-weight-item[data-chess-id="${chessId}"] .chess-weight-slider`)[0];
+                    if (slider && slider.noUiSlider) {
+                        slider.noUiSlider.set(weight);
+                    }
+                }
+            }
+            
+            // 清除本地存储
+            localStorage.removeItem('tft-weights');
+            
+            alert('已恢复默认权重设置');
+        },
+        error: function(xhr, status, error) {
+            alert(`恢复默认权重失败: ${error}`);
+        }
+    });
+}
+
 /**
  * 初始化基础权重滑块
  */
 function initBasicWeightSliders() {
     // 羁绊等级权重
     const synergyLevelSlider = document.getElementById('synergy-level-weight-slider');
+    const synergyLevelValue = parseFloat($('#synergy-level-weight-value').text());
+    
     noUiSlider.create(synergyLevelSlider, {
-        start: [1.0],
+        start: [synergyLevelValue],
         connect: [true, false],
         step: 0.1,
         range: {
@@ -144,8 +316,10 @@ function initBasicWeightSliders() {
     
     // 羁绊数量权重
     const synergyCountSlider = document.getElementById('synergy-count-weight-slider');
+    const synergyCountValue = parseFloat($('#synergy-count-weight-value').text());
+    
     noUiSlider.create(synergyCountSlider, {
-        start: [0.5],
+        start: [synergyCountValue],
         connect: [true, false],
         step: 0.1,
         range: {
@@ -161,8 +335,10 @@ function initBasicWeightSliders() {
     
     // 棋子费用权重
     const chessCountSlider = document.getElementById('chess-cost-weight-slider');
+    const chessCountValue = parseFloat($('#chess-cost-weight-value').text());
+    
     noUiSlider.create(chessCountSlider, {
-        start: [0.1],
+        start: [chessCountValue],
         connect: [true, false],
         step: 0.1,
         range: {
@@ -289,6 +465,9 @@ function generateTeam() {
         required_chess: requiredChess
     };
     
+    // 保存当前设置到本地存储
+    saveWeightsToLocalStorage();
+    
     // 发送请求
     $.ajax({
         url: '/api/recommend',

src/web/templates/index.html

@@ -13,14 +13,139 @@
     <script src="https://unpkg.com/nouislider@15.5.1/dist/nouislider.min.js"></script>
     <!-- 自定义样式 -->
     <link rel="stylesheet" href="{{ url_for('static', filename='css/style.css') }}">
+    <style>
+        /* 抽屉样式 */
+        .drawer {
+            position: fixed;
+            top: 0;
+            right: -100%;
+            height: 100vh;
+            width: 320px;
+            background-color: white;
+            box-shadow: -2px 0 8px rgba(0, 0, 0, 0.1);
+            transition: right 0.3s ease;
+            z-index: 1000;
+            overflow-y: auto;
+            padding: 1rem;
+        }
+        .drawer.open {
+            right: 0;
+        }
+        .drawer-backdrop {
+            position: fixed;
+            top: 0;
+            left: 0;
+            width: 100vw;
+            height: 100vh;
+            background-color: rgba(0, 0, 0, 0.5);
+            z-index: 999;
+            display: none;
+        }
+        .drawer-backdrop.open {
+            display: block;
+        }
+    </style>
 </head>
 <body class="bg-gray-100 min-h-screen">
+    <!-- 抽屉背景遮罩 -->
+    <div class="drawer-backdrop" id="drawer-backdrop"></div>
+    
+    <!-- 权重设置抽屉 -->
+    <div class="drawer" id="weights-drawer">
+        <div class="flex justify-between items-center mb-4">
+            <h2 class="text-xl font-semibold text-indigo-700">权重设置</h2>
+            <button id="close-drawer" class="text-gray-500 hover:text-gray-700">
+                <svg xmlns="http://www.w3.org/2000/svg" class="h-6 w-6" fill="none" viewBox="0 0 24 24" stroke="currentColor">
+                    <path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M6 18L18 6M6 6l12 12" />
+                </svg>
+            </button>
+        </div>
+
+        <div class="mb-4">
+            <button id="reset-to-default" class="w-full bg-gray-200 text-gray-800 px-4 py-2 rounded-lg hover:bg-gray-300 transition-colors mb-4">
+                恢复默认配置
+            </button>
+        </div>
+
+        <h3 class="text-lg font-semibold mb-4 text-indigo-700">基础权重</h3>
+        
+        <div class="mb-4">
+            <label class="block text-gray-700 mb-2">羁绊等级权重</label>
+            <div id="synergy-level-weight-slider" class="weight-slider"></div>
+            <div class="flex justify-between mt-1">
+                <span class="text-xs text-gray-500">0.0</span>
+                <span id="synergy-level-weight-value" class="text-xs text-gray-700">1.0</span>
+                <span class="text-xs text-gray-500">3.0</span>
+            </div>
+        </div>
+        
+        <div class="mb-4">
+            <label class="block text-gray-700 mb-2">羁绊数量权重</label>
+            <div id="synergy-count-weight-slider" class="weight-slider"></div>
+            <div class="flex justify-between mt-1">
+                <span class="text-xs text-gray-500">0.0</span>
+                <span id="synergy-count-weight-value" class="text-xs text-gray-700">0.5</span>
+                <span class="text-xs text-gray-500">3.0</span>
+            </div>
+        </div>
+        
+        <div class="mb-6">
+            <label class="block text-gray-700 mb-2">棋子费用权重</label>
+            <div id="chess-cost-weight-slider" class="weight-slider"></div>
+            <div class="flex justify-between mt-1">
+                <span class="text-xs text-gray-500">0.0</span>
+                <span id="chess-cost-weight-value" class="text-xs text-gray-700">0.1</span>
+                <span class="text-xs text-gray-500">1.0</span>
+            </div>
+        </div>
+        
+        <div class="flex items-center justify-between mb-4">
+            <h3 class="text-lg font-semibold text-indigo-700">羁绊权重设置</h3>
+            <div class="flex items-center">
+                <input type="checkbox" id="show-only-active" class="mr-2">
+                <label for="show-only-active" class="text-sm text-gray-700">仅显示已激活</label>
+            </div>
+        </div>
+        
+        <div id="synergy-weights-container" class="space-y-4 mb-6">
+            {% for synergy_id, weight in synergy_weights.items() %}
+            <div class="synergy-weight-item" data-synergy-id="{{ synergy_id }}">
+                <div class="flex items-center justify-between mb-1">
+                    <label class="text-gray-700">{{ synergy_id }}</label>
+                    <span class="synergy-weight-value text-xs text-gray-700">{{ weight }}</span>
+                </div>
+                <div class="synergy-weight-slider"></div>
+            </div>
+            {% endfor %}
+        </div>
+        
+        <div class="flex items-center justify-between mb-4">
+            <h3 class="text-lg font-semibold text-indigo-700">棋子权重设置</h3>
+            <div class="flex items-center">
+                <input type="checkbox" id="show-only-active-chess" class="mr-2">
+                <label for="show-only-active-chess" class="text-sm text-gray-700">仅显示已激活</label>
+            </div>
+        </div>
+        
+        <div id="chess-weights-container" class="space-y-4">
+            {% for chess_id, weight in chess_weights.items() %}
+            <div class="chess-weight-item" data-chess-id="{{ chess_id }}">
+                <div class="flex items-center justify-between mb-1">
+                    <label class="text-gray-700">{{ chess_id }}</label>
+                    <span class="chess-weight-value text-xs text-gray-700">{{ weight }}</span>
+                </div>
+                <div class="chess-weight-slider"></div>
+            </div>
+            {% endfor %}
+        </div>
+    </div>
+
     <div class="container mx-auto px-4 py-8">
         <h1 class="text-3xl font-bold text-center text-indigo-600 mb-8">云顶之弈阵容推荐器</h1>
         
         <!-- 主要内容区 -->
-        <div class="grid grid-cols-1 lg:grid-cols-3 gap-6">
+        <div class="grid grid-cols-1 lg:grid-cols-2 gap-6">
-            <!-- 左侧权重设置区 -->
+            <!-- 左侧设置区 -->
             <div class="lg:col-span-1 bg-white rounded-lg shadow-md p-6">
                 <h2 class="text-xl font-semibold mb-4 text-indigo-700">基础设置</h2>
                 
@@ -42,36 +167,10 @@
                     </div>
                 </div>
                 
-                <h2 class="text-xl font-semibold mb-4 mt-6 text-indigo-700">基础权重</h2>
+                <div class="flex mb-4">
-                
+                    <button id="open-weights-drawer" class="bg-indigo-600 text-white px-4 py-2 rounded hover:bg-indigo-700 mr-2">
-                <div class="mb-4">
+                        打开权重设置
-                    <label class="block text-gray-700 mb-2">羁绊等级权重</label>
+                    </button>
-                    <div id="synergy-level-weight-slider" class="weight-slider"></div>
-                    <div class="flex justify-between mt-1">
-                        <span class="text-xs text-gray-500">0.0</span>
-                        <span id="synergy-level-weight-value" class="text-xs text-gray-700">1.0</span>
-                        <span class="text-xs text-gray-500">3.0</span>
-                    </div>
-                </div>
-                
-                <div class="mb-4">
-                    <label class="block text-gray-700 mb-2">羁绊数量权重</label>
-                    <div id="synergy-count-weight-slider" class="weight-slider"></div>
-                    <div class="flex justify-between mt-1">
-                        <span class="text-xs text-gray-500">0.0</span>
-                        <span id="synergy-count-weight-value" class="text-xs text-gray-700">0.5</span>
-                        <span class="text-xs text-gray-500">3.0</span>
-                    </div>
-                </div>
-                
-                <div class="mb-6">
-                    <label class="block text-gray-700 mb-2">棋子费用权重</label>
-                    <div id="chess-cost-weight-slider" class="weight-slider"></div>
-                    <div class="flex justify-between mt-1">
-                        <span class="text-xs text-gray-500">0.0</span>
-                        <span id="chess-cost-weight-value" class="text-xs text-gray-700">0.1</span>
-                        <span class="text-xs text-gray-500">1.0</span>
-                    </div>
                 </div>
                 
                 <!-- 必要羁绊设置 -->
@@ -110,49 +209,6 @@
                 </button>
             </div>
             
-            <!-- 中间自定义权重设置区 -->
-            <div class="lg:col-span-1 bg-white rounded-lg shadow-md p-6 h-[800px] overflow-y-auto">
-                <div class="flex items-center justify-between mb-4">
-                    <h2 class="text-xl font-semibold text-indigo-700">羁绊权重设置</h2>
-                    <div class="flex items-center">
-                        <input type="checkbox" id="show-only-active" class="mr-2">
-                        <label for="show-only-active" class="text-sm text-gray-700">仅显示已激活</label>
-                    </div>
-                </div>
-                
-                <div id="synergy-weights-container" class="space-y-4">
-                    {% for synergy_id, weight in synergy_weights.items() %}
-                    <div class="synergy-weight-item" data-synergy-id="{{ synergy_id }}">
-                        <div class="flex items-center justify-between mb-1">
-                            <label class="text-gray-700">{{ synergy_id }}</label>
-                            <span class="synergy-weight-value text-xs text-gray-700">{{ weight }}</span>
-                        </div>
-                        <div class="synergy-weight-slider"></div>
-                    </div>
-                    {% endfor %}
-                </div>
-                
-                <div class="flex items-center justify-between mt-8 mb-4">
-                    <h2 class="text-xl font-semibold text-indigo-700">棋子权重设置</h2>
-                    <div class="flex items-center">
-                        <input type="checkbox" id="show-only-active-chess" class="mr-2">
-                        <label for="show-only-active-chess" class="text-sm text-gray-700">仅显示已激活</label>
-                    </div>
-                </div>
-                
-                <div id="chess-weights-container" class="space-y-4">
-                    {% for chess_id, weight in chess_weights.items() %}
-                    <div class="chess-weight-item" data-chess-id="{{ chess_id }}">
-                        <div class="flex items-center justify-between mb-1">
-                            <label class="text-gray-700">{{ chess_id }}</label>
-                            <span class="chess-weight-value text-xs text-gray-700">{{ weight }}</span>
-                        </div>
-                        <div class="chess-weight-slider"></div>
-                    </div>
-                    {% endfor %}
-                </div>
-            </div>
-            
             <!-- 右侧结果展示区 -->
             <div class="lg:col-span-1 bg-white rounded-lg shadow-md p-6 h-[800px] overflow-y-auto">
                 <h2 class="text-xl font-semibold mb-4 text-indigo-700">阵容推荐结果</h2>

test_direct.py

@@ -0,0 +1,88 @@
+"""
+直接测试阵容推荐功能，不通过HTTP请求
+"""
+from src.data_provider import DataQueryAPI
+from src.scoring.scoring_system import TeamScorer
+from src.recommendation import RecommendationEngine
+import copy
+
+def test_direct_recommendation():
+    """直接测试阵容推荐功能"""
+    # 创建自定义配置
+    config = {
+        "base_weights": {
+            "synergy_level_weight": 1.5,
+            "synergy_count_weight": 0.8,
+            "chess_cost_weight": 0.3
+        },
+        "synergy_weights": {
+            "重装战士": 2.0,
+            "斗士": 1.8
+        },
+        "chess_weights": {
+            "盖伦": 2.0,
+            "赛娜": 2.5
+        },
+        "synergy_level_weights": {
+            "1": 1.0,
+            "2": 1.2,
+            "3": 1.5,
+            "4": 1.8,
+            "5": 2.0,
+            "6": 2.3,
+            "7": 2.6,
+            "8": 3.0,
+            "9": 3.3,
+            "10": 3.5
+        },
+        "cost_weights": {
+            "1": 1.0,
+            "2": 1.2,
+            "3": 1.5,
+            "4": 1.8,
+            "5": 2.0
+        }
+    }
+    
+    # 初始化组件
+    data_api = DataQueryAPI()
+    scorer = TeamScorer(api=data_api, config_obj=copy.deepcopy(config))
+    engine = RecommendationEngine(api=data_api, scorer=scorer, config_obj=copy.deepcopy(config))
+    
+    # 定义参数
+    population = 9
+    required_synergies = []  # 这里可以添加必选羁绊
+    required_chess = []  # 这里可以添加必选棋子
+    max_results = 3
+    
+    # 生成阵容推荐
+    print("正在生成阵容推荐...")
+    teams = engine.recommend_team(
+        population=population,
+        required_synergies=required_synergies,
+        required_chess=required_chess,
+        max_results=max_results
+    )
+    
+    # 打印结果
+    print(f"生成了 {len(teams)} 个推荐阵容")
+    
+    for i, team in enumerate(teams):
+        print(f"\n阵容 #{i+1} (评分: {team.score:.2f})")
+        
+        print("\n棋子列表:")
+        for chess in team.chess_list:
+            print(f"  {chess.get('displayName')} ({chess.get('price')}费)")
+        
+        print("\n激活的职业羁绊:")
+        for job in team.synergy_levels['job']:
+            print(f"  {job['name']} (等级 {job['level']})")
+        
+        print("\n激活的特质羁绊:")
+        for race in team.synergy_levels['race']:
+            print(f"  {race['name']} (等级 {race['level']})")
+        
+        print("\n" + "-"*50)
+
+if __name__ == "__main__":
+    test_direct_recommendation() 

test_recommendation.py

@@ -0,0 +1,66 @@
+"""
+测试阵容推荐功能
+"""
+import json
+import requests
+
+def test_recommendation():
+    """
+    测试阵容推荐功能
+    """
+    # 构建请求数据
+    data = {
+        "population": 9,
+        "num_results": 3,
+        "base_weights": {
+            "synergy_level_weight": 1.5,
+            "synergy_count_weight": 0.8,
+            "chess_cost_weight": 0.3
+        },
+        "synergy_weights": {
+            "重装战士": 2.0,
+            "斗士": 1.8
+        },
+        "chess_weights": {
+            "盖伦": 2.0,
+            "赛娜": 2.5
+        },
+        "required_synergies": [],
+        "required_chess": []
+    }
+    
+    # 发送POST请求
+    url = "http://localhost:5000/api/recommend"
+    headers = {"Content-Type": "application/json"}
+    
+    try:
+        response = requests.post(url, json=data, headers=headers)
+        
+        # 检查响应状态码
+        if response.status_code == 200:
+            result = response.json()
+            print("请求成功!")
+            print(f"状态: {result['status']}")
+            print(f"推荐阵容数量: {len(result['results'])}")
+            
+            # 打印第一个阵容的详细信息
+            if result['results']:
+                first_team = result['results'][0]
+                print(f"\n第一个推荐阵容评分: {first_team['score']}")
+                
+                print("\n棋子列表:")
+                for chess in first_team['chess_list']:
+                    print(f"  {chess['name']} ({chess['cost']}费)")
+                
+                print("\n激活羁绊:")
+                for synergy in first_team['active_synergies']:
+                    print(f"  {synergy['name']} (等级 {synergy['level']})")
+        else:
+            print(f"请求失败: {response.status_code}")
+            print(response.text)
+    
+    except Exception as e:
+        print(f"发生错误: {str(e)}")
+
+if __name__ == "__main__":
+    test_recommendation()