更新棋子和羁绊的详细信息展示，优化提示框样式和交互逻辑，增强移动设备上的用户体验，确保提示框在不同设备上均能良好显示和操作。

README.md

@@ -27,6 +27,11 @@
    - 交互式命令行界面，便于直接使用
    - 支持自定义评分参数
 
+5. **Web界面模块**
+   - 基于Flask的Web界面，提供图形化操作体验
+   - 可视化显示阵容推荐结果
+   - 支持在线调整权重参数与配置
+
 ## 环境与依赖
 
 - **Python版本:** Python 3.8+
@@ -34,7 +39,12 @@
   - requests: 用于获取在线数据
   - pandas: 用于数据处理
   - pyyaml: 用于配置文件解析
+  - numpy: 用于数值计算
+  - flask: 用于Web界面
+  - flask-cors: 处理跨域请求
+  - waitress: 生产环境Web服务器
   - pytest: 用于单元测试
+  - tqdm: 用于进度显示
 
 ## 项目安装
 
@@ -51,6 +61,43 @@ pip install -r requirements.txt
 
 ## 快速开始
 
+### 查看帮助信息
+
+运行以下命令查看主程序的帮助信息：
+
+```bash
+python main.py --help
+```
+
+输出结果会显示所有可用的子命令和选项。
+
+### Web界面
+
+运行以下命令启动Web界面：
+
+```bash
+python main.py web
+```
+
+默认情况下，Web服务器将在`http://localhost:5000`上运行。您可以使用以下参数自定义服务器配置：
+
+- `--host`: 指定服务器主机地址，默认为"0.0.0.0"（允许所有网络接口访问）
+- `--port`: 指定服务器端口，默认为5000
+- `--dev`: 启用开发模式（开启调试功能，自动重载代码）
+- `--config`: 指定自定义配置文件路径
+
+例如：
+```bash
+python main.py web --host 127.0.0.1 --port 8080 --dev
+```
+
+Web界面提供以下功能：
+- 通过滑动条调整基础权重（羁绊等级权重、羁绊数量权重、棋子费用权重）
+- 为每个具体的羁绊和棋子设置自定义权重
+- 指定必选羁绊和必选棋子
+- 一键生成最佳阵容并可视化显示
+- 支持筛选显示已激活的羁绊和棋子
+
 ### 数据提供模块演示
 
 运行以下命令启动数据提供模块的演示程序：
@@ -83,7 +130,7 @@ python main.py recommend
 运行以下命令启动评分系统的演示程序：
 
 ```bash
-python src/scoring_demo.py
+python main.py scoring
 ```
 
 演示程序将展示以下功能：
@@ -93,6 +140,38 @@ python src/scoring_demo.py
 - 比较不同权重设置下的评分差异
 - 动态修改配置文件并重新加载
 
+您还可以指定自定义配置文件：
+
+```bash
+python main.py scoring --config path/to/custom_config.yaml
+```
+
+### 配置管理
+
+运行以下命令管理权重配置：
+
+```bash
+python main.py config --show
+```
+
+配置管理提供以下功能：
+- 显示当前所有权重配置
+- 设置特定羁绊的权重
+- 设置特定棋子的权重
+- 设置基础权重参数
+
+例如：
+```bash
+# 设置羁绊权重
+python main.py config --set-synergy "超频战士" 1.5
+
+# 设置棋子权重
+python main.py config --set-chess "厄加特" 1.8
+
+# 设置基础权重参数
+python main.py config --set-base "synergy_level_weight" 1.2
+```
+
 ### 命令行界面
 
 运行以下命令启动交互式命令行界面：
@@ -112,6 +191,14 @@ python main.py cli
 python main.py cli --population 8 --results 5 --level-weight 1.2 --count-weight 0.7 --cost-weight 0.2
 ```
 
+参数说明：
+- `--population`：阵容人口数量，范围1-10，默认为9
+- `--results`：推荐结果数量，默认为3
+- `--level-weight`：羁绊等级权重，默认为1.0
+- `--count-weight`：羁绊数量权重，默认为0.5
+- `--cost-weight`：棋子费用权重，默认为0.1
+- `--config`：指定自定义配置文件路径
+
 ## 项目结构
 
 ```
@@ -137,16 +224,34 @@ TFT-Strategist/
 │   │   ├── __init__.py
 │   │   ├── api.py             # 编程接口
 │   │   └── cli.py             # 命令行界面
+│   ├── config/                # 配置管理模块
+│   │   ├── __init__.py
+│   │   └── weights_config.py  # 权重配置管理
+│   ├── web/                   # Web界面模块
+│   │   ├── __init__.py
+│   │   ├── app.py             # Flask应用
+│   │   ├── static/            # 静态资源
+│   │   │   ├── css/           # CSS样式
+│   │   │   │   └── style.css
+│   │   │   └── js/            # JavaScript脚本
+│   │   │       └── main.js
+│   │   └── templates/         # HTML模板
+│   │       └── index.html
 │   ├── __init__.py
 │   ├── data_provider_demo.py  # 数据提供模块演示
 │   ├── recommendation_demo.py # 阵容推荐模块演示
-│   └── scoring_demo.py        # 评分系统演示
+│   ├── scoring_demo.py        # 评分系统演示
+│   └── test_scoring.py        # 评分测试模块
 ├── tests/                     # 测试代码
 │   ├── test_data_provider.py  # 数据提供模块测试
 │   ├── test_recommendation.py # 阵容推荐模块测试
 │   └── test_interface.py      # 接口模块测试
 ├── main.py                    # 主程序入口
 ├── requirements.txt           # 项目依赖
+├── test_direct.py             # 直接测试脚本
+├── test_recommendation.py     # 阵容推荐测试脚本
+├── generate_weights_config.py # 权重配置生成工具
+├── get_data.py                # 数据获取工具
 └── README.md                  # 项目文档
 ```
 
@@ -250,75 +355,93 @@ for team in teams:
 
 ## 阵容评分模块详解
 
-阵容评分模块提供了对阵容进行综合评分的功能，考虑多个因素。
+阵容评分模块是系统的核心评估组件，负责为推荐的阵容提供量化的评分指标。
 
 ### 主要组件
 
-1. **TeamScorer**: 阵容评分系统
+1. **TeamScorer**: 阵容评分器
    - 综合考虑羁绊数量、等级、棋子费用等因素
-   - 提供可配置的评分权重
+   - 支持自定义权重配置
-   - 多维度评估阵容强度
+   - 提供灵活的评分API
 
 2. **ScoringConfig**: 评分配置类
-   - 定义各项评分权重
+   - 定义评分所需的各项权重参数
-   - 支持自定义评分策略
+   - 提供默认配置值
+   - 支持通过外部配置文件进行定制
 
 3. **ConfigLoader**: 配置加载器
-   - 从外部YAML或JSON文件加载自定义权重设置
+   - 从YAML或JSON文件加载评分配置
-   - 支持修改和重新加载配置
+   - 支持热重载配置
+   - 提供丰富的配置访问API
 
-### 评分因素
+### 配置文件详解
 
-1. **羁绊等级评分**：基于羁绊等级和额外激活的羁绊单位数量
+系统支持通过YAML配置文件（data/weights_config.yaml）来自定义评分权重：
-2. **羁绊种类数量评分**：基于激活的羁绊种类数量
-3. **棋子费用评分**：基于阵容中棋子的费用分布
-4. **自定义权重评分**：基于配置文件中设置的特定羁绊和棋子权重
-
-### 自定义权重配置
-
-你可以通过编辑 `data/weights_config.yaml` 文件来自定义评分权重：
 
 ```yaml
 # 基础权重配置
 base_weights:
-  synergy_level_weight: 1.0    # 羁绊等级权重
+  synergy_level_weight: 1.0   # 羁绊等级权重
-  synergy_count_weight: 0.5    # 羁绊种类数量权重
+  synergy_count_weight: 0.5   # 羁绊数量权重
-  chess_cost_weight: 0.1       # 棋子费用权重
+  chess_cost_weight: 0.1      # 棋子费用权重
 
-# 羁绊权重配置（值越大，该羁绊在评分中的权重越高）
+# 羁绊权重配置
 synergy_weights:
-  重装战士: 1.5
+  重装战士: 1.5    # 特定羁绊权重
   魔法师: 1.2
-  # 可以添加更多羁绊...
+  # 其他羁绊...
 
-# 棋子权重配置（值越大，该棋子在评分中的权重越高）
+# 棋子权重配置
 chess_weights:
-  亚索: 1.5
+  亚索: 1.5       # 特定棋子权重
   艾希: 1.2
-  # 可以添加更多棋子...
+  # 其他棋子...
+
+# 羁绊等级权重
+synergy_level_weights:
+  '1': 1.0        # 1级羁绊权重
+  '2': 1.2        # 2级羁绊权重
+  # 其他等级...
+
+# 棋子费用权重
+cost_weights:
+  '1': 1.0        # 1费棋子权重
+  '2': 1.2        # 2费棋子权重
+  # 其他费用...
 ```
 
+配置文件中的权重设置将直接影响阵容评分结果。权重值越大，对应的因素在评分中的影响越大。
+
 ### 使用示例
 
 ```python
 from src.scoring import TeamScorer
+from src.data_provider import DataQueryAPI
+from src.recommendation import RecommendationEngine
 
-# 使用默认权重初始化评分器
+# 初始化评分器（自动加载配置文件）
 scorer = TeamScorer()
 
-# 从配置文件加载自定义权重
+# 或者指定配置文件路径
-scorer_with_config = TeamScorer(config_path="data/weights_config.yaml")
+scorer = TeamScorer(config_path="path/to/custom_config.yaml")
 
-# 动态设置特定羁绊的权重
+# 动态修改权重
-scorer.set_synergy_weight("狙神", 2.0)
+scorer.set_synergy_weight("忍者", 2.0)  # 提高"忍者"羁绊的权重
-scorer.set_synergy_weight("刺客", 1.8)
+scorer.set_chess_weight("劫", 1.8)      # 提高"劫"的权重
 
-# 动态设置特定棋子的权重
+# 重新加载配置文件
-scorer.set_chess_weight("艾希", 2.0)
+scorer.reload_config()
-scorer.set_chess_weight("薇恩", 1.8)
 
-# 评分阵容
+# 为阵容评分
-score = scorer.score_team(team)
+api = DataQueryAPI()
+engine = RecommendationEngine(api)
+teams = engine.recommend_team(population=8)
+
+for team in teams:
+    score = scorer.score_team(team)
+    print(f"阵容评分: {score}")
+    print(f"棋子: {[chess['displayName'] for chess in team.chess_list]}")
+    print(f"羁绊: {team.synergy_levels}")
 ```
 
 ## 接口模块详解
@@ -400,20 +523,68 @@ python main.py cli [参数]
 2. 添加必选棋子
 3. 获取详细的阵容推荐结果
 
+## Web界面模块详解
+
+Web界面模块提供了图形化的用户交互方式，基于Flask框架实现。
+
+### 主要功能
+
+1. **阵容推荐设置**
+   - 可视化选择阵容人口
+   - 添加/删除必选羁绊和棋子
+   - 自定义权重调整
+
+2. **阵容展示**
+   - 直观显示推荐阵容棋子和羁绊
+   - 支持多种排序和筛选方式
+   - 详细的阵容分析数据
+
+3. **配置管理**
+   - 在线编辑权重配置
+   - 保存和加载配置文件
+   - 配置模板管理
+
+### 启动方式
+
+```bash
+python main.py web [--host HOST] [--port PORT] [--dev] [--config CONFIG_PATH]
+```
+
+## 工具脚本
+
+### generate_weights_config.py
+
+用于生成初始权重配置文件，可根据游戏最新数据自动更新配置。
+
+```bash
+python generate_weights_config.py [--output OUTPUT_PATH]
+```
+
+### get_data.py
+
+用于从官方接口获取最新游戏数据，支持手动更新。
+
+```bash
+python get_data.py [--force]
+```
+
 ## 开发计划
 
 - [x] 数据提供模块
 - [x] 阵容推荐模块
 - [x] 阵容评分模块
 - [x] 接口模块
+- [x] Web界面模块
+- [x] 配置管理功能
 
 ## 未来展望
 
-- [ ] 图形用户界面(GUI)开发
+- [ ] 优化算法效率，支持更复杂的推荐策略
 - [ ] 基于历史数据的胜率分析
 - [ ] 支持装备推荐
 - [ ] 多语言支持
 - [ ] 基于机器学习的个性化推荐
+- [ ] 移动端应用开发
 
 ## 贡献指南
 

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

@@ -4,52 +4,165 @@
 """
 import sys
 import argparse
+import logging
+import os
+
 from src.data_provider_demo import main as data_provider_demo
 from src.recommendation_demo import main as recommendation_demo
 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(
+    level=logging.INFO,
+    format="%(asctime)s - %(name)s - %(levelname)s - %(message)s"
+)
+logger = logging.getLogger("TFT-Strategist")
 
 def main():
-    """主函数"""
+    """主程序入口"""
-    # 创建参数解析器
+    parser = argparse.ArgumentParser(description="云顶之弈阵容推荐器")
-    parser = argparse.ArgumentParser(description='云顶之弈阵容推荐器')
-    subparsers = parser.add_subparsers(dest='command', help='命令')
     
-    # 数据提供模块命令
+    # 添加子命令
-    data_parser = subparsers.add_parser('data', help='运行数据提供模块演示')
+    subparsers = parser.add_subparsers(dest="command", help="可用命令")
     
-    # 阵容推荐模块命令
+    # 数据提供模块演示
-    recommend_parser = subparsers.add_parser('recommend', help='运行阵容推荐模块演示')
+    data_parser = subparsers.add_parser("data", help="数据提供模块演示")
     
-    # 命令行界面命令
+    # 阵容推荐模块演示
-    cli_parser = subparsers.add_parser('cli', help='运行命令行界面')
+    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")
     
-    # 解析参数
+    # 命令行界面
+    cli_parser = subparsers.add_parser("cli", help="交互式命令行界面")
+    cli_parser.add_argument("--population", type=int, help="阵容人口数量")
+    cli_parser.add_argument("--results", type=int, help="推荐结果数量")
+    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
+    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")
+    
+    # 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()
     
-    # 根据命令执行相应的功能
+    # 根据子命令执行相应功能
-    if args.command == 'data':
+    if args.command == "data":
-        # 运行数据提供模块演示
+        logger.info("启动数据提供模块演示")
-        data_provider_demo()
+        # 调用数据提供模块演示函数
-    elif args.command == 'recommend':
-        # 运行阵容推荐模块演示
-        recommendation_demo()
-    elif args.command == 'cli':
-        # 运行命令行界面
-        return cli_main()
-    else:
-        # 默认运行数据提供模块演示
-        print_usage(parser)
-        print("\n默认运行数据提供模块演示...\n")
         data_provider_demo()
     
-    return 0
+    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
-def print_usage(parser):
+        recommendation_demo(config_path=getattr(args, 'config', None))
-    """打印使用帮助"""
+    
-    parser.print_help()
+    elif args.command == "cli":
-
+        logger.info("启动交互式命令行界面")
+        # 将命令行参数传递给cli_main函数
+        return cli_main(
+            population=args.population,
+            results=args.results,
+            level_weight=args.level_weight,
+            count_weight=args.count_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")
+        test_scoring(config_path=getattr(args, 'config', None))
+    
+    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:
+            config_parser.print_help()
+    
+    elif args.command == "web":
+        logger.info("启动Web界面")
+        # 调用Web服务器
+        run_server(
+            host=args.host,
+            port=args.port,
+            dev_mode=args.dev,
+            config_path=getattr(args, 'config', None)
+        )
+    
+    else:
+        parser.print_help()
 
 if __name__ == "__main__":
     sys.exit(main()) 

requirements.txt

@@ -3,4 +3,7 @@ pandas>=1.2.4
 pyyaml>=6.0
 pytest>=6.2.5
 numpy>=1.20.3
-tqdm>=4.62.3 
+tqdm>=4.62.3
+flask>=2.0.1
+flask-cors>=3.0.10
+waitress>=2.1.2 

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/data_provider/data_query_api.py

@@ -145,7 +145,9 @@ class DataQueryAPI:
         Returns:
             Optional[Dict[str, Any]]: 职业数据，如果不存在则返回None
         """
-        return self._job_cache.get(job_id)
+        # 确保job_id是字符串
+        job_id_str = str(job_id)
+        return self._job_cache.get(job_id_str)
     
     def get_race_by_id(self, race_id: str) -> Optional[Dict[str, Any]]:
         """
@@ -157,7 +159,9 @@ class DataQueryAPI:
         Returns:
             Optional[Dict[str, Any]]: 特质数据，如果不存在则返回None
         """
-        return self._race_cache.get(race_id)
+        # 确保race_id是字符串
+        race_id_str = str(race_id)
+        return self._race_cache.get(race_id_str)
     
     def get_chess_by_id(self, chess_id: str) -> Optional[Dict[str, Any]]:
         """
@@ -169,7 +173,9 @@ class DataQueryAPI:
         Returns:
             Optional[Dict[str, Any]]: 棋子数据，如果不存在则返回None
         """
-        return self._chess_cache.get(chess_id)
+        # 确保chess_id是字符串
+        chess_id_str = str(chess_id)
+        return self._chess_cache.get(chess_id_str)
     
     def get_job_by_name(self, name: str) -> Optional[Dict[str, Any]]:
         """
@@ -319,13 +325,16 @@ class DataQueryAPI:
         Returns:
             Optional[Dict[str, Any]]: 羁绊数据，如果不存在则返回None
         """
+        # 确保synergy_id是字符串
+        synergy_id_str = str(synergy_id)
+        
         # 先在职业中查找
-        job = self.get_job_by_id(synergy_id)
+        job = self.get_job_by_id(synergy_id_str)
         if job:
             return job
         
         # 再在特质中查找
-        return self.get_race_by_id(synergy_id)
+        return self.get_race_by_id(synergy_id_str)
     
     def get_synergy_by_name(self, name: str) -> Optional[Dict[str, Any]]:
         """
@@ -355,13 +364,16 @@ class DataQueryAPI:
         Returns:
             List[Dict[str, Any]]: 棋子数据列表
         """
+        # 确保synergy_id是字符串
+        synergy_id_str = str(synergy_id)
+        
         # 先在职业中查找
-        chess_list = self.get_chess_by_job(synergy_id)
+        chess_list = self.get_chess_by_job(synergy_id_str)
         if chess_list:
             return chess_list
         
         # 再在特质中查找
-        return self.get_chess_by_race(synergy_id)
+        return self.get_chess_by_race(synergy_id_str)
     
     def get_synergies_of_chess(self, chess_id: str) -> List[Dict[str, Any]]:
         """
@@ -418,7 +430,9 @@ class DataQueryAPI:
         Returns:
             Dict[str, str]: 羁绊等级信息，键为等级，值为效果描述
         """
-        synergy = self.get_synergy_by_id(synergy_id)
+        # 确保synergy_id是字符串
+        synergy_id_str = str(synergy_id)
+        synergy = self.get_synergy_by_id(synergy_id_str)
         if not synergy:
             return {}
         

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(
@@ -28,14 +29,32 @@ 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):
+    def run(self, population=None, results=None, level_weight=None, count_weight=None, cost_weight=None):
-        """运行命令行界面"""
+        """
+        运行命令行界面
+        
+        Args:
+            population (int, optional): 阵容人口数量
+            results (int, optional): 推荐结果数量
+            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
+        """
         parser = argparse.ArgumentParser(description='云顶之弈阵容推荐器命令行界面', add_help=False)
         parser.add_argument('--population', type=int, default=9, help='阵容人口数量，默认为9')
         parser.add_argument('--results', type=int, default=3, help='返回结果数量，默认为3')
@@ -46,16 +65,25 @@ class TFTCommandLine:
         # 解析参数，但忽略未知的参数，以便与主程序的参数解析兼容
         args, _ = parser.parse_known_args()
         
-        # 自定义评分权重
+        # 优先使用传入的参数，其次使用命令行参数
-        self.scorer.customize_scoring(
+        population = population or args.population
-            synergy_level_weight=args.level_weight,
+        max_results = results or args.results
-            synergy_count_weight=args.count_weight,
+        level_weight = level_weight or args.level_weight
-            chess_cost_weight=args.cost_weight
+        count_weight = count_weight or args.count_weight
-        )
+        cost_weight = cost_weight or args.cost_weight
+        
+        # 自定义评分权重，同时更新全局配置
+        if level_weight is not None:
+            self.weights_config.set_base_weight('synergy_level_weight', level_weight)
+        if count_weight is not None:
+            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
-        population = args.population
-        max_results = args.results
         required_synergies = []
         required_chess = []
         
@@ -64,6 +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:
@@ -99,6 +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
@@ -116,6 +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
@@ -178,18 +245,28 @@ class TFTCommandLine:
             print("\n------------------------")
 
 
-def main():
+def main(population=None, results=None, level_weight=None, count_weight=None, cost_weight=None, config_path=None):
-    """主函数"""
+    """
-    cli = TFTCommandLine()
+    主函数
+    
+    Args:
+        population (int, optional): 阵容人口数量
+        results (int, optional): 推荐结果数量
+        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
+    """
     try:
-        cli.run()
+        cli = TFTCommandLine(config_path=config_path)
+        cli.run(population, results, level_weight, count_weight, cost_weight)
+        return 0
     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(
@@ -60,19 +61,22 @@ class TeamComposition:
         
         # 确定各羁绊激活的等级
         for synergy_id, count in self.synergy_counts.items():
-            synergy = api.get_synergy_by_id(synergy_id)
+            # 确保synergy_id是字符串
+            synergy_id_str = str(synergy_id)
+            synergy = api.get_synergy_by_id(synergy_id_str)
             if not synergy:
+                logger.warning(f"未找到羁绊: {{'id': {synergy_id}}}")
                 continue
             
             # 确定激活的等级
-            levels = api.get_synergy_levels(synergy_id)
+            levels = api.get_synergy_levels(synergy_id_str)
             active_levels = []
             
             for level_str, effect in levels.items():
                 level = int(level_str)
                 if count >= level:
                     active_level = {
-                        'id': synergy_id,
+                        'id': synergy_id_str,
                         'name': synergy.get('name', ''),
                         'level': level,
                         'count': count,
@@ -106,16 +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,
@@ -149,7 +163,7 @@ class RecommendationEngine:
             if isinstance(chess_info, dict) and 'name' in chess_info:
                 chess = self.api.get_chess_by_name(chess_info['name'])
             elif isinstance(chess_info, dict) and 'id' in chess_info:
-                chess = self.api.get_chess_by_id(chess_info['id'])
+                chess = self.api.get_chess_by_id(str(chess_info['id']))
             else:
                 chess = self.api.get_chess_by_name(str(chess_info))
             
@@ -172,7 +186,7 @@ class RecommendationEngine:
                 synergy = self.api.get_synergy_by_name(synergy_info['name'])
                 min_level = synergy_info.get('level', 1)
             elif isinstance(synergy_info, dict) and 'id' in synergy_info:
-                synergy = self.api.get_synergy_by_id(synergy_info['id'])
+                synergy = self.api.get_synergy_by_id(str(synergy_info['id']))
                 min_level = synergy_info.get('level', 1)
             else:
                 synergy = self.api.get_synergy_by_name(str(synergy_info))
@@ -195,27 +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(
@@ -225,107 +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
     
@@ -335,7 +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
@@ -346,51 +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

@@ -1,133 +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 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
-        }
-    }
-    
-    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):
@@ -80,56 +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()
+            
-        
+            # 重新加载自定义权重
-        if not config_data:
+            self.synergy_weights = self.weights_config.get('synergy_weights', {})
-            # 如果配置文件不存在或加载失败，创建默认配置文件
+            self.chess_weights = self.weights_config.get('chess_weights', {})
-            default_path = config_path or os.path.join("data", "weights_config.yaml")
+            
-            create_default_config(default_path)
+            # 重新加载羁绊等级权重和棋子费用权重倍数
-            logger.info(f"已创建默认配置文件: {default_path}")
+            synergy_level_weights = self.weights_config.get('synergy_level_weights', {})
-            loader = ConfigLoader(default_path)
+            cost_weights = self.weights_config.get('cost_weights', {})
-            config_data = loader.load_config()
+            
-        
+            # 将键转换为正确的类型
-        # 更新基础权重
+            self.level_multipliers = {int(k) if isinstance(k, str) else k: float(v) for k, v in synergy_level_weights.items()}
-        base_weights = loader.get_base_weights()
+            self.cost_multipliers = {k: float(v) for k, v in cost_weights.items()}
-        for key, value in base_weights.items():
+        else:
-            if hasattr(self.config, key):
+            # 获取全局配置的最新实例
-                setattr(self.config, key, value)
+            config = get_global_weights_config()
-                logger.info(f"从配置文件加载基础权重: {key} = {value}")
+            self.weights_config = config.config_data
-        
+            
-        # 更新羁绊自定义权重
+            # 重新加载基础权重参数
-        synergy_weights = loader.get_synergy_weights()
+            self.synergy_level_weight = config.get_base_weights().get('synergy_level_weight', 1.0)
-        if synergy_weights:
+            self.synergy_count_weight = config.get_base_weights().get('synergy_count_weight', 0.5)
-            self.config.synergy_weights.update(synergy_weights)
+            self.chess_cost_weight = config.get_base_weights().get('chess_cost_weight', 0.1)
-            logger.info(f"从配置文件加载羁绊权重: {len(synergy_weights)}个")
+            
-        
+            # 重新加载自定义权重
-        # 更新棋子自定义权重
+            self.synergy_weights = config.get_synergy_weights()
-        chess_weights = loader.get_chess_weights()
+            self.chess_weights = config.get_chess_weights()
-        if chess_weights:
+            
-            self.config.chess_weights.update(chess_weights)
+            # 重新加载羁绊等级权重和棋子费用权重倍数
-            logger.info(f"从配置文件加载棋子权重: {len(chess_weights)}个")
+            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:
         """
@@ -150,15 +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
         )
         
@@ -181,27 +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
@@ -209,17 +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:
         """
@@ -233,21 +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
@@ -257,79 +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

@@ -0,0 +1,117 @@
+"""
+测试评分系统的配置加载功能
+"""
+import sys
+import os
+import logging
+from dataclasses import dataclass
+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
+from src.config import get_global_weights_config
+
+# 配置日志
+logging.basicConfig(level=logging.INFO)
+logger = logging.getLogger("TFT-Strategist-TestScoring")
+
+@dataclass
+class MockTeam:
+    """模拟的阵容类，用于测试"""
+    chess_list: List[Dict]
+    synergy_levels: Dict
+
+def main(config_path: Optional[str] = None):
+    """
+    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)
+    
+    # 打印全局配置
+    logger.info("基础权重:")
+    base_weights = weights_config.get_base_weights()
+    for param, value in base_weights.items():
+        logger.info(f"  {param}: {value}")
+    
+    logger.info("羁绊等级倍数:")
+    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:")
+    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):")
+    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):")
+    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=[
+            {"displayName": "佛耶戈", "price": "4"},
+            {"displayName": "厄加特", "price": "5"},
+            {"displayName": "盖伦", "price": "3"},
+            {"displayName": "扎克", "price": "3"}
+        ],
+        synergy_levels={
+            "job": [
+                {"name": "重装战士", "level": 2, "count": 2},
+                {"name": "斗士", "level": 2, "count": 2}
+            ],
+            "race": [
+                {"name": "鳄霸", "level": 1, "count": 1}
+            ]
+        }
+    )
+    
+    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__":
+    main() 

src/web/__init__.py

@@ -0,0 +1,8 @@
+"""
+云顶之弈阵容推荐器 - Web模块
+提供Web界面，允许用户通过浏览器调整权重进行阵容推荐
+"""
+
+from src.web.app import create_app, run_server
+
+__all__ = ['create_app', 'run_server'] 

src/web/app.py

@@ -0,0 +1,389 @@
+"""
+云顶之弈阵容推荐器 - Web应用
+"""
+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
+from src.config import get_global_weights_config, WeightsConfig
+
+# 配置日志
+logging.basicConfig(
+    level=logging.INFO,
+    format="%(asctime)s - %(name)s - %(levelname)s - %(message)s"
+)
+logger = logging.getLogger("TFT-Strategist-Web")
+
+def create_app(config_path: Optional[str] = None):
+    """
+    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')
+    
+    # 启用CORS，允许跨域请求
+    CORS(app)
+    
+    # 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()
+    scorer = TeamScorer(config_path=config_path)
+    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():
+        """首页"""
+        # 获取所有羁绊和棋子信息，用于前端展示
+        all_jobs = data_api.get_all_jobs()
+        all_races = data_api.get_all_races()
+        all_synergies = all_jobs + all_races
+        all_chess = data_api.get_all_chess()
+        
+        # 打印羁绊和棋子数据结构，用于调试
+        logger.info(f"羁绊数量: {len(all_synergies)}")
+        if all_synergies:
+            sample_synergy = all_synergies[0]
+            logger.info(f"羁绊示例: {sample_synergy}")
+            
+        logger.info(f"棋子数量: {len(all_chess)}")
+        if all_chess:
+            sample_chess = all_chess[0]
+            logger.info(f"棋子示例: {sample_chess}")
+        
+        # 获取全局配置中的权重信息
+        base_weights = weights_config.get_base_weights()
+        synergy_weights = weights_config.get_synergy_weights()
+        chess_weights = weights_config.get_chess_weights()
+        
+        # 打印权重配置，用于调试
+        logger.info(f"羁绊权重示例: {list(synergy_weights.items())[:3]}")
+        logger.info(f"棋子权重示例: {list(chess_weights.items())[:3]}")
+        
+        return render_template('index.html', 
+                              synergies=all_synergies,
+                              chess=all_chess,
+                              base_weights=base_weights,
+                              synergy_weights=synergy_weights,
+                              chess_weights=chess_weights)
+    
+    @app.route('/api/recommend', methods=['POST'])
+    def recommend():
+        """阵容推荐API"""
+        try:
+            # 获取用户提交的参数
+            data = request.json
+            population = data.get('population', 9)
+            num_results = data.get('num_results', 3)
+            
+            # 获取用户配置的权重
+            base_weights = data.get('base_weights', {})
+            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', [])
+            
+            # 将ID转换为字典格式，确保将ID转换为字符串
+            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]
+            
+            # 调用推荐引擎生成阵容
+            teams = temp_engine.recommend_team(
+                population=population,
+                required_synergies=required_synergies,
+                required_chess=required_chess,
+                max_results=num_results
+            )
+            
+            # 将结果转换为JSON
+            results = []
+            for team in teams:
+                # 获取阵容信息
+                chess_list = []
+                for chess_obj in team.chess_list:
+                    chess_id = chess_obj.get('chessId')
+                    if chess_id:
+                        chess_list.append({
+                            'id': chess_id,
+                            'name': chess_obj.get('displayName', ''),
+                            'cost': chess_obj.get('price', 0),
+                            'image': f"chess_{chess_id}.png"  # 假设有对应图片
+                        })
+                
+                # 获取激活的羁绊
+                active_synergies = {}
+                
+                # 合并job和race的激活羁绊
+                for synergy_type in ['job', 'race']:
+                    for synergy_info in team.synergy_levels.get(synergy_type, []):
+                        synergy_id = synergy_info.get('id')
+                        if synergy_id:
+                            # 取最高等级
+                            if synergy_id not in active_synergies or active_synergies[synergy_id] < synergy_info.get('level', 0):
+                                active_synergies[synergy_id] = synergy_info.get('level', 0)
+                
+                # 转换为前端需要的格式
+                active_synergies_list = []
+                for synergy_id, level in active_synergies.items():
+                    synergy_info = data_api.get_synergy_by_id(synergy_id)
+                    if synergy_info:
+                        name = synergy_info.get('name', '')
+                        active_synergies_list.append({
+                            'id': synergy_id,
+                            'name': name,
+                            'level': level,
+                            'description': synergy_info.get('description', ''),
+                            'image': f"synergy_{synergy_id}.png"  # 假设有对应图片
+                        })
+                
+                results.append({
+                    'chess_list': chess_list,
+                    'active_synergies': active_synergies_list,
+                    'score': team.score
+                })
+            
+            return jsonify({
+                'status': 'success',
+                'results': results
+            })
+            
+        except Exception as e:
+            logger.exception("推荐过程中发生错误")
+            return jsonify({
+                'status': 'error',
+                '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"""
+        try:
+            data = request.json
+            weights_config.update_config_data(data)
+            return jsonify({'status': 'success'})
+        except Exception as e:
+            logger.exception("更新权重配置失败")
+            return jsonify({
+                'status': 'error',
+                'message': str(e)
+            }), 500
+    
+    @app.route('/api/details', methods=['GET'])
+    def get_details():
+        """获取棋子或羁绊的详细信息API"""
+        try:
+            item_type = request.args.get('type')  # 'chess' 或 'synergy'
+            item_id = request.args.get('id')
+            
+            if not item_type or not item_id:
+                return jsonify({
+                    'status': 'error',
+                    'message': '缺少必要参数'
+                }), 400
+            
+            # 获取详细信息
+            if item_type == 'chess':
+                # 获取棋子详情
+                chess = data_api.get_chess_by_id(item_id)
+                if not chess:
+                    return jsonify({
+                        'status': 'error',
+                        'message': f'未找到ID为{item_id}的棋子'
+                    }), 404
+                
+                # 获取棋子的所有羁绊
+                synergies = data_api.get_synergies_of_chess(item_id)
+                
+                # 构建详细信息
+                details = {
+                    'id': chess.get('chessId'),
+                    'name': chess.get('displayName', ''),
+                    'cost': chess.get('price', 0),
+                    'skill_name': chess.get('skillName', ''),
+                    'skill_description': chess.get('skillDetail', ''),
+                    'skill_introduce': chess.get('skillIntroduce', ''),
+                    'skill_type': chess.get('skillType', ''),
+                    'skill_mana': chess.get('magic', ''),
+                    # 添加更多棋子属性 - 使用与 chess.json 一致的字段名
+                    'life': chess.get('life', ''),
+                    'attack': chess.get('attack', ''),
+                    'attackSpeed': chess.get('attackSpeed', ''),
+                    'attackRange': chess.get('attackRange', ''),
+                    'armor': chess.get('armor', ''),
+                    'spellBlock': chess.get('spellBlock', ''),
+                    'magic': chess.get('magic', ''),
+                    'startMagic': chess.get('startMagic', ''),
+                    'crit': chess.get('crit', ''),
+                    'attackMag': chess.get('attackMag', ''),
+                    'synergies': [{
+                        'id': synergy.get('jobId') or synergy.get('raceId'),
+                        'name': synergy.get('name', ''),
+                        'type': 'job' if 'jobId' in synergy else 'race'
+                    } for synergy in synergies]
+                }
+                
+                return jsonify({
+                    'status': 'success',
+                    'type': 'chess',
+                    'details': details
+                })
+                
+            elif item_type == 'synergy':
+                # 获取羁绊详情
+                synergy = data_api.get_synergy_by_id(item_id)
+                if not synergy:
+                    return jsonify({
+                        'status': 'error',
+                        'message': f'未找到ID为{item_id}的羁绊'
+                    }), 404
+                
+                # 获取羁绊的所有等级信息
+                synergy_levels = synergy.get('level', {})
+                
+                # 获取该羁绊的所有棋子
+                related_chess = data_api.get_chess_by_synergy(item_id)
+                
+                # 构建详细信息
+                details = {
+                    'id': synergy.get('jobId') or synergy.get('raceId'),
+                    'name': synergy.get('name', ''),
+                    'description': synergy.get('description', ''),
+                    'introduce': synergy.get('introduce', ''),
+                    'type': 'job' if 'jobId' in synergy else 'race',
+                    'levels': [{
+                        'level': level,
+                        'effect': effect
+                    } for level, effect in synergy_levels.items()],
+                    # 添加相关棋子
+                    'related_chess': [{
+                        'id': chess.get('chessId'),
+                        'name': chess.get('displayName', ''),
+                        'cost': chess.get('price', 0)
+                    } for chess in related_chess]
+                }
+                
+                return jsonify({
+                    'status': 'success',
+                    'type': 'synergy',
+                    'details': details
+                })
+                
+            else:
+                return jsonify({
+                    'status': 'error',
+                    'message': f'不支持的类型: {item_type}'
+                }), 400
+            
+        except Exception as e:
+            logger.exception("获取详细信息失败")
+            return jsonify({
+                'status': 'error',
+                'message': str(e)
+            }), 500
+    
+    return app
+
+def create_temp_config(base_config: Dict[str, Any], 
+                      base_weights: Dict[str, float], 
+                      synergy_weights: Dict[str, float], 
+                      chess_weights: Dict[str, float]) -> Dict[str, Any]:
+    """
+    创建临时权重配置
+    
+    Args:
+        base_config: 基础配置
+        base_weights: 基础权重
+        synergy_weights: 羁绊权重
+        chess_weights: 棋子权重
+        
+    Returns:
+        Dict[str, Any]: 临时配置
+    """
+    # 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:
+        # 开发模式，使用Flask内置服务器
+        app.run(host=host, port=port, debug=True)
+    else:
+        # 生产模式，使用waitress
+        serve(app, host=host, port=port) 

src/web/static/css/style.css

@@ -0,0 +1,369 @@
+/* 云顶之弈阵容推荐器样式 */
+
+/* 滑块样式 */
+.weight-slider {
+    height: 6px;
+    border-radius: 3px;
+    margin-top: 5px;
+    margin-bottom: 15px;
+}
+
+.noUi-connect {
+    background: #4f46e5; /* Indigo-600 */
+}
+
+.noUi-handle {
+    height: 16px !important;
+    width: 16px !important;
+    border-radius: 50%;
+    background: #4f46e5;
+    box-shadow: none;
+    border: 2px solid #ffffff;
+    cursor: pointer;
+}
+
+.noUi-handle:before,
+.noUi-handle:after {
+    display: none;
+}
+
+/* 棋子卡片样式 */
+.chess-card {
+    border: 1px solid #e5e7eb;
+    border-radius: 0.375rem;
+    background-color: #f9fafb;
+    transition: all 0.2s;
+}
+
+.chess-card:hover {
+    transform: translateY(-2px);
+    box-shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.1), 0 2px 4px -1px rgba(0, 0, 0, 0.06);
+}
+
+/* 悬停提示样式 */
+.chess-item, .synergy-item {
+    cursor: pointer;
+    position: relative;
+}
+
+/* 活跃状态样式 */
+.chess-item.tooltip-active, .synergy-item.tooltip-active {
+    box-shadow: 0 0 0 2px rgba(79, 70, 229, 0.4);
+    z-index: 5;
+}
+
+/* 增强提示框样式 */
+#tft-tooltip {
+    transition: all 0.3s ease;
+    max-height: 80vh;
+    overflow-y: auto;
+    overflow-x: hidden;
+    border: 1px solid rgba(99, 102, 241, 0.3);
+    box-shadow: 0 10px 25px -5px rgba(0, 0, 0, 0.3), 0 10px 10px -5px rgba(0, 0, 0, 0.2);
+    transform-origin: top left;
+    animation: tooltipFadeIn 0.35s cubic-bezier(0.16, 1, 0.3, 1);
+    scrollbar-width: thin;
+    scrollbar-color: rgba(79, 70, 229, 0.4) rgba(17, 24, 39, 0.2);
+}
+
+/* 自定义滚动条样式 */
+#tft-tooltip::-webkit-scrollbar {
+    width: 6px;
+}
+
+#tft-tooltip::-webkit-scrollbar-track {
+    background: rgba(17, 24, 39, 0.1);
+    border-radius: 3px;
+}
+
+#tft-tooltip::-webkit-scrollbar-thumb {
+    background-color: rgba(79, 70, 229, 0.4);
+    border-radius: 3px;
+    transition: background-color 0.3s;
+}
+
+#tft-tooltip::-webkit-scrollbar-thumb:hover {
+    background-color: rgba(79, 70, 229, 0.6);
+}
+
+/* 提示框内容淡入效果 */
+#tft-tooltip .tooltip-content {
+    word-break: break-word;
+    opacity: 0;
+    animation: contentFadeIn 0.2s ease forwards;
+    animation-delay: 0.1s;
+}
+
+@keyframes contentFadeIn {
+    from { 
+        opacity: 0;
+        transform: translateY(5px);
+    }
+    to { 
+        opacity: 1;
+        transform: translateY(0);
+    }
+}
+
+@keyframes tooltipFadeIn {
+    from { 
+        opacity: 0;
+        transform: translateY(-5px) scale(0.97);
+    }
+    to { 
+        opacity: 1;
+        transform: translateY(0) scale(1);
+    }
+}
+
+/* 提示框中的费用标识 */
+#tft-tooltip .cost-1 { border-left: 3px solid #94a3b8; } /* 1费 - 灰色 */
+#tft-tooltip .cost-2 { border-left: 3px solid #65a30d; } /* 2费 - 绿色 */
+#tft-tooltip .cost-3 { border-left: 3px solid #2563eb; } /* 3费 - 蓝色 */
+#tft-tooltip .cost-4 { border-left: 3px solid #7e22ce; } /* 4费 - 紫色 */
+#tft-tooltip .cost-5 { border-left: 3px solid #f59e0b; } /* 5费 - 金色 */
+
+/* 提示框内交互元素样式 */
+.chess-item-mini, .synergy-item-mini {
+    cursor: pointer;
+    transition: all 0.2s;
+    position: relative;
+}
+
+.chess-item-mini:hover, .synergy-item-mini:hover {
+    background-color: rgba(255, 255, 255, 0.1);
+    transform: translateY(-1px);
+}
+
+.chess-item-mini:hover::after, .synergy-item-mini:hover::after {
+    content: '查看详情';
+    position: absolute;
+    top: -18px;
+    right: 5px;
+    background: rgba(79, 70, 229, 0.9);
+    color: white;
+    font-size: 8px;
+    padding: 2px 4px;
+    border-radius: 2px;
+}
+
+/* 提示框中的各部分样式 */
+#tft-tooltip .tooltip-content {
+    word-break: break-word;
+    padding-top: 5px;
+    padding-right: 36px; /* 为右侧关闭按钮留出空间 */
+}
+
+/* 关闭按钮样式 */
+#tft-tooltip .tooltip-close-btn {
+    transition: all 0.2s ease;
+    opacity: 0.9;
+    box-shadow: 0 2px 4px rgba(0, 0, 0, 0.2);
+}
+
+#tft-tooltip .tooltip-close-btn:hover {
+    opacity: 1;
+    transform: scale(1.05);
+}
+
+/* 特殊介绍文本样式 */
+#tft-tooltip .skill-introduce,
+#tft-tooltip .synergy-introduce {
+    border-left: 3px solid rgba(79, 70, 229, 0.7);
+    background-color: rgba(79, 70, 229, 0.1);
+    padding-left: 8px;
+}
+
+#tft-tooltip .loading-spinner {
+    opacity: 0.8;
+}
+
+/* 优化悬停标识 */
+.chess-item::after, .synergy-item::after {
+    content: '?';
+    position: absolute;
+    top: -5px;
+    right: -5px;
+    width: 16px;
+    height: 16px;
+    background: rgba(79, 70, 229, 0.9);
+    color: white;
+    border-radius: 50%;
+    font-size: 10px;
+    display: flex;
+    align-items: center;
+    justify-content: center;
+    opacity: 0;
+    transition: opacity 0.2s, transform 0.2s;
+    box-shadow: 0 2px 4px rgba(0, 0, 0, 0.2);
+    z-index: 10;
+}
+
+.chess-item:hover::after, .synergy-item:hover::after {
+    opacity: 1;
+    transform: scale(1.1);
+}
+
+/* 羁绊标签样式 */
+.synergy-tag {
+    background-color: #e0e7ff;
+    color: #4338ca;
+    border-radius: 9999px;
+    padding: 0.25rem 0.75rem;
+    font-size: 0.75rem;
+    font-weight: 500;
+    display: inline-flex;
+    align-items: center;
+}
+
+/* 棋子标识 */
+.chess-cost-1 { border-left: 3px solid #94a3b8; } /* 1费 - 灰色 */
+.chess-cost-2 { border-left: 3px solid #65a30d; } /* 2费 - 绿色 */
+.chess-cost-3 { border-left: 3px solid #2563eb; } /* 3费 - 蓝色 */
+.chess-cost-4 { border-left: 3px solid #7e22ce; } /* 4费 - 紫色 */
+.chess-cost-5 { border-left: 3px solid #f59e0b; } /* 5费 - 金色 */
+
+/* 动画效果 */
+@keyframes fadeIn {
+    from { opacity: 0; transform: translateY(10px); }
+    to { opacity: 1; transform: translateY(0); }
+}
+
+.team-result {
+    animation: fadeIn 0.3s ease-out;
+}
+
+/* 响应式调整 */
+@media (max-width: 768px) {
+    .chess-list {
+        grid-template-columns: repeat(2, 1fr);
+    }
+} 
+
+/* 激活状态样式 */
+.synergy-weight-item.active,
+.chess-weight-item.active {
+    background-color: #e0e7ff;
+    border-left: 3px solid #4f46e5;
+    padding-left: 5px;
+    border-radius: 4px;
+}
+
+/* 移动设备上的提示框样式优化 */
+@media (max-width: 768px) {
+    #tft-tooltip {
+        box-shadow: 0 8px 30px rgba(0, 0, 0, 0.5);
+        border: 1px solid rgba(99, 102, 241, 0.5);
+        max-width: calc(100vw - 40px);
+        animation: mobileTooltipFadeIn 0.3s cubic-bezier(0.16, 1, 0.3, 1);
+        max-height: 70vh;
+        /* 固定位置在屏幕中央 */
+        position: fixed;
+        top: 50% !important;
+        left: 50% !important;
+        transform: translate(-50%, -50%);
+        margin: 0 auto;
+        width: calc(100vw - 40px) !important;
+    }
+    
+    #tft-tooltip .tooltip-close-btn {
+        width: 38px;
+        height: 38px;
+        top: 10px;
+        right: 10px;
+    }
+    
+    #tft-tooltip .tooltip-content {
+        margin-top: 10px;
+        padding-right: 20px;
+        padding-bottom: 5px;
+    }
+    
+    /* 增大移动端触摸目标大小 */
+    .chess-item-mini, .synergy-item-mini {
+        padding: 12px;
+        margin-bottom: 10px;
+        position: relative;
+        overflow: hidden;
+        /* 增加右侧间距，避免文本与按钮重叠 */
+        padding-right: 80px;
+    }
+    
+    /* 移动端使用更明显的交互提示 */
+    .chess-item-mini::after, .synergy-item-mini::after {
+        content: '点击查看';
+        position: absolute;
+        top: 50%;
+        right: 10px;
+        transform: translateY(-50%);
+        color: white;
+        font-size: 10px;
+        background-color: rgba(79, 70, 229, 0.5);
+        padding: 3px 8px;
+        border-radius: 10px;
+        white-space: nowrap;
+        z-index: 5;
+    }
+    
+    /* 防止棋子费用与点击按钮重叠 */
+    .chess-item-mini .text-xs.px-1\.5.py-0\.5.bg-gray-600.rounded {
+        margin-right: 65px;
+    }
+    
+    /* 防止羁绊类型与点击按钮重叠 */
+    .synergy-item-mini .bg-gray-600.text-xs.px-1\.5.py-0\.5.rounded {
+        margin-right: 65px;
+    }
+    
+    /* 移动端提示框内部元素间距优化 */
+    #tft-tooltip .mb-2 {
+        margin-bottom: 10px;
+    }
+    
+    #tft-tooltip .mb-3 {
+        margin-bottom: 15px;
+    }
+    
+    #tft-tooltip .p-2 {
+        padding: 10px;
+    }
+    
+    /* 移动端动画效果 */
+    @keyframes mobileTooltipFadeIn {
+        from { 
+            opacity: 0;
+            transform: translate(-50%, -45%);
+        }
+        to { 
+            opacity: 1;
+            transform: translate(-50%, -50%);
+        }
+    }
+    
+    /* 提示框内部滚动优化 */
+    #tft-tooltip::-webkit-scrollbar {
+        width: 5px;
+    }
+    
+    /* 移动端加载状态优化 */
+    #tft-tooltip .loading-spinner .animate-spin {
+        height: 45px;
+        width: 45px;
+        border-width: 3px;
+    }
+    
+    #tft-tooltip .loading-spinner .text-xs {
+        font-size: 12px;
+        margin-top: 8px;
+    }
+    
+    /* 移动端表格布局优化 */
+    #tft-tooltip .grid.grid-cols-2 {
+        grid-template-columns: 1fr;
+    }
+    
+    /* 改进相关棋子列表显示 */
+    #tft-tooltip .grid.grid-cols-2.gap-1.mt-1 {
+        grid-template-columns: 1fr 1fr;
+    }
+} 

src/web/templates/index.html

@@ -0,0 +1,250 @@
+<!DOCTYPE html>
+<html lang="zh-CN">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>云顶之弈阵容推荐器</title>
+    <!-- 使用TailwindCSS CDN -->
+    <script src="https://cdn.tailwindcss.com"></script>
+    <!-- jQuery -->
+    <script src="https://unpkg.com/jquery@3.6.0/dist/jquery.min.js"></script>
+    <!-- noUiSlider和其依赖 -->
+    <link rel="stylesheet" href="https://unpkg.com/nouislider@15.5.1/dist/nouislider.min.css">
+    <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 }}" data-synergy-name="{{ 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 }}" data-chess-name="{{ 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-2 gap-6">
+            <!-- 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>
+                
+                <div class="mb-6">
+                    <label class="block text-gray-700 mb-2">人口数量</label>
+                    <div class="flex items-center">
+                        <input type="range" id="population" min="1" max="10" value="9" 
+                               class="w-full h-2 bg-gray-200 rounded-lg appearance-none cursor-pointer">
+                        <span id="population-value" class="ml-2 text-gray-700">9</span>
+                    </div>
+                </div>
+                
+                <div class="mb-6">
+                    <label class="block text-gray-700 mb-2">推荐结果数量</label>
+                    <div class="flex items-center">
+                        <input type="range" id="num-results" min="1" max="10" value="3" 
+                               class="w-full h-2 bg-gray-200 rounded-lg appearance-none cursor-pointer">
+                        <span id="num-results-value" class="ml-2 text-gray-700">3</span>
+                    </div>
+                </div>
+                
+                <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">
+                        打开权重设置
+                    </button>
+                </div>
+                
+                <!-- 必要羁绊设置 -->
+                <h2 class="text-xl font-semibold mb-4 mt-6 text-indigo-700">必要羁绊设置</h2>
+                <div class="mb-6">
+                    <select id="required-synergy-select" class="w-full p-2 border border-gray-300 rounded mb-2">
+                        <option value="">-- 选择羁绊 --</option>
+                        {% for synergy in synergies %}
+                        <option value="{{ synergy.jobId or synergy.raceId }}">{{ synergy.name }}</option>
+                        {% endfor %}
+                    </select>
+                    <button id="add-required-synergy" class="bg-indigo-600 text-white px-4 py-2 rounded hover:bg-indigo-700">
+                        添加必要羁绊
+                    </button>
+                    <div id="required-synergies-list" class="mt-2 space-y-2"></div>
+                </div>
+                
+                <!-- 必选棋子设置 -->
+                <h2 class="text-xl font-semibold mb-4 mt-6 text-indigo-700">必选棋子设置</h2>
+                <div class="mb-6">
+                    <select id="required-chess-select" class="w-full p-2 border border-gray-300 rounded mb-2">
+                        <option value="">-- 选择棋子 --</option>
+                        {% for c in chess %}
+                        <option value="{{ c.chessId }}">{{ c.displayName }} ({{ c.price }}费)</option>
+                        {% endfor %}
+                    </select>
+                    <button id="add-required-chess" class="bg-indigo-600 text-white px-4 py-2 rounded hover:bg-indigo-700">
+                        添加必选棋子
+                    </button>
+                    <div id="required-chess-list" class="mt-2 space-y-2"></div>
+                </div>
+                
+                <h2 class="text-xl font-semibold mb-4 mt-6 text-indigo-700">生成阵容</h2>
+                <button id="generate-btn" class="w-full bg-indigo-600 text-white px-4 py-3 rounded-lg hover:bg-indigo-700 transition-colors">
+                    生成最佳阵容
+                </button>
+            </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>
+                <div id="loading" class="hidden">
+                    <div class="flex justify-center items-center h-60">
+                        <div class="animate-spin rounded-full h-12 w-12 border-t-2 border-b-2 border-indigo-500"></div>
+                    </div>
+                </div>
+                <div id="results-container" class="space-y-8"></div>
+            </div>
+        </div>
+    </div>
+    
+    <!-- 结果模板 -->
+    <template id="team-result-template">
+        <div class="team-result p-4 bg-gray-50 rounded-lg">
+            <div class="flex justify-between items-center mb-2">
+                <h3 class="text-lg font-semibold text-gray-800">阵容 #<span class="team-number"></span></h3>
+                <span class="text-sm bg-indigo-100 text-indigo-800 px-2 py-1 rounded">
+                    评分: <span class="team-score"></span>
+                </span>
+            </div>
+            
+            <div class="mb-3">
+                <h4 class="text-md font-medium text-gray-700 mb-2">棋子列表</h4>
+                <div class="chess-list grid grid-cols-3 sm:grid-cols-3 md:grid-cols-3 gap-2"></div>
+            </div>
+            
+            <div>
+                <h4 class="text-md font-medium text-gray-700 mb-2">激活羁绊</h4>
+                <div class="synergy-list space-y-2"></div>
+            </div>
+        </div>
+    </template>
+    
+    <!-- JavaScript -->
+    <script src="{{ url_for('static', filename='js/main.js') }}"></script>
+</body>
+</html> 

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()