diff --git a/.claude/settings.local.json b/.claude/settings.local.json new file mode 100644 index 0000000..1cc4f00 --- /dev/null +++ b/.claude/settings.local.json @@ -0,0 +1,29 @@ +{ + "permissions": { + "allow": [ + "Bash(tail:*)", + "Bash(cd \"C:\\\\Users\\\\Tellme\\\\apps\\\\CostPrediction\" && python -m pytest tests/ -v 2>&1)", + "Bash(cd \"C:\\\\Users\\\\Tellme\\\\apps\\\\CostPrediction\" && python -c \"\nfrom src import create_app\napp = create_app\\(\\)\nclient = app.test_client\\(\\)\n\n# Test demo routes\nresp = client.get\\('/api/demo/algorithms'\\)\nprint\\(f'GET /api/demo/algorithms: {resp.status_code}'\\)\ndata = resp.get_json\\(\\)\nprint\\(f' Number of algorithms: {len\\(data[\\\\\"algorithms\\\\\"]\\)}'\\)\n\nresp = client.get\\('/api/demo/dataset'\\)\nprint\\(f'GET /api/demo/dataset: {resp.status_code}'\\)\n\nresp = client.post\\('/api/demo/run', json={'algorithms': ['linear', 'ridge']}\\)\nprint\\(f'POST /api/demo/run: {resp.status_code}'\\)\ndata = resp.get_json\\(\\)\nprint\\(f' Best model: {data[\\\\\"best_model\\\\\"]}'\\)\n\n# Test SQLite routes\nresp = client.get\\('/api/data'\\)\nprint\\(f'GET /api/data: {resp.status_code}'\\)\n\nresp = client.get\\('/api/datasets'\\)\nprint\\(f'GET /api/datasets: {resp.status_code}'\\)\n\nprint\\('All smoke tests passed!'\\)\n\" 2>&1)", + "Bash(cd \"C:\\\\Users\\\\Tellme\\\\apps\\\\CostPrediction\" && python -c \"\nfrom src import create_app\napp = create_app\\(\\)\nclient = app.test_client\\(\\)\n\nimport logging\nlogging.basicConfig\\(level=logging.DEBUG\\)\n\nresp = client.get\\('/api/data'\\)\nprint\\(f'GET /api/data: {resp.status_code}'\\)\nprint\\(resp.get_json\\(\\)\\)\n\" 2>&1)", + "Bash(cd \"C:\\\\Users\\\\Tellme\\\\apps\\\\CostPrediction\" && python -c \"\nimport sqlite3\nimport os\n\ndb_path = os.path.join\\('data', 'equipment_cost.db'\\)\nos.makedirs\\('data', exist_ok=True\\)\n\nconn = sqlite3.connect\\(db_path\\)\nconn.row_factory = lambda c, r: {col[0]: r[idx] for idx, col in enumerate\\(c.description\\)}\n\nquery = '''\nSELECT e.id as equipment_id, e.name, e.type, e.manufacturer,\n cp.length_m, cp.width_m, cp.height_m, cp.weight_kg,\n cd.actual_cost, cd.predicted_cost,\n CASE \n WHEN e.type = '火箭炮' THEN \\(\n SELECT firing_angle_horizontal || ',' ||\n firing_angle_vertical || ',' ||\n rocket_length_m || ',' ||\n rocket_diameter_mm || ',' ||\n rocket_weight_kg || ',' ||\n rate_of_fire || ',' ||\n combat_weight_kg || ',' ||\n speed_kmh || ',' ||\n min_range_km || ',' ||\n max_range_km || ',' ||\n mobility_type || ',' ||\n structure_layout || ',' ||\n engine_model || ',' ||\n engine_params || ',' ||\n power_hp || ',' ||\n travel_range_km\n FROM rocket_artillery_params\n WHERE equipment_id = e.id\n \\)\n END as specific_params\nFROM equipments e\nLEFT JOIN common_params cp ON e.id = cp.equipment_id\nLEFT JOIN cost_data cd ON e.id = cd.equipment_id\nORDER BY e.id\n'''\n\ntry:\n cursor = conn.cursor\\(\\)\n cursor.execute\\(query\\)\n rows = cursor.fetchall\\(\\)\n print\\(f'Query OK, {len\\(rows\\)} rows'\\)\nexcept Exception as e:\n print\\(f'Error: {e}'\\)\n\" 2>&1)", + "Bash(cd \"C:\\\\Users\\\\Tellme\\\\apps\\\\CostPrediction\" && python -c \"\nfrom src import create_app\napp = create_app\\(\\)\nclient = app.test_client\\(\\)\n\n# Test SQLite routes\nresp = client.get\\('/api/data'\\)\nprint\\(f'GET /api/data: {resp.status_code}'\\)\n\nresp = client.get\\('/api/datasets'\\)\nprint\\(f'GET /api/datasets: {resp.status_code}'\\)\n\nresp = client.get\\('/api/models'\\)\nprint\\(f'GET /api/models: {resp.status_code}'\\)\n\n# Test demo routes\nresp = client.post\\('/api/demo/run', json={'algorithms': ['linear', 'ridge', 'random_forest']}\\)\nprint\\(f'POST /api/demo/run: {resp.status_code}'\\)\ndata = resp.get_json\\(\\)\nprint\\(f' Best model: {data[\\\\\"best_model\\\\\"]}'\\)\nprint\\(f' Metrics keys: {list\\(data[\\\\\"metrics\\\\\"].keys\\(\\)\\)}'\\)\n\nprint\\('All smoke tests passed!'\\)\n\" 2>&1)", + "Bash(cd \"C:\\\\Users\\\\Tellme\\\\apps\\\\CostPrediction\" && python -c \"\nfrom src import create_app\napp = create_app\\(\\)\nclient = app.test_client\\(\\)\n\n# Smoke test all key routes\nroutes = [\n \\('/api/', 'GET'\\),\n \\('/api/demo/algorithms', 'GET'\\),\n \\('/api/demo/dataset', 'GET'\\),\n \\('/api/data', 'GET'\\),\n \\('/api/datasets', 'GET'\\),\n \\('/api/models', 'GET'\\),\n]\nfor route, method in routes:\n resp = client.get\\(route\\)\n status = 'PASS' if resp.status_code == 200 else f'FAIL\\({resp.status_code}\\)'\n print\\(f'{status}: {route}'\\)\n\nprint\\('Done'\\)\n\" 2>&1)", + "Bash(cd C:\\\\Users\\\\Tellme\\\\apps\\\\CostPrediction:*)", + "Bash(sleep 2:*)", + "Bash(cd \"C:\\\\Users\\\\Tellme\\\\apps\\\\CostPrediction\" && python -c \"\nfrom src import create_app\napp = create_app\\(\\)\nclient = app.test_client\\(\\)\n\n# Read the Excel file as binary\nwith open\\('data/equipment_data_20241108.xlsx', 'rb'\\) as f:\n excel_data = f.read\\(\\)\n\nimport io\nresp = client.post\\('/api/data/import', data={'file': \\(io.BytesIO\\(excel_data\\), 'equipment_data_20241108.xlsx'\\)}\\)\nprint\\(f'Status: {resp.status_code}'\\)\nprint\\(f'Response: {resp.get_json\\(\\)}'\\)\n\" 2>&1)", + "Bash(sleep 3 && cd \"C:\\\\Users\\\\Tellme\\\\apps\\\\CostPrediction\" && python -c \"\nfrom src import create_app\napp = create_app\\(\\)\nclient = app.test_client\\(\\)\n\nimport io\nwith open\\('data/equipment_data_20241108.xlsx', 'rb'\\) as f:\n excel_data = f.read\\(\\)\n\nresp = client.post\\('/api/data/import', data={'file': \\(io.BytesIO\\(excel_data\\), 'equipment_data_20241108.xlsx'\\)}\\)\nprint\\(f'Import status: {resp.status_code}'\\)\nprint\\(f'Response: {resp.get_json\\(\\)}'\\)\n\nif resp.status_code == 200:\n resp2 = client.get\\('/api/data'\\)\n print\\(f'Data count: {len\\(resp2.get_json\\(\\)\\)} records'\\)\n\" 2>&1)", + "Bash(cd \"C:\\\\Users\\\\Tellme\\\\apps\\\\CostPrediction\" && python -c \"\nfrom src import create_app\napp = create_app\\(\\)\nclient = app.test_client\\(\\)\n\nimport io\nwith open\\('data/equipment_data_20241108.xlsx', 'rb'\\) as f:\n excel_data = f.read\\(\\)\n\nresp = client.post\\('/api/data/import', data={'file': \\(io.BytesIO\\(excel_data\\), 'equipment_data_20241108.xlsx'\\)}\\)\nprint\\(f'Import status: {resp.status_code}'\\)\nprint\\(f'Response: {resp.get_json\\(\\)}'\\)\n\nif resp.status_code == 200:\n resp2 = client.get\\('/api/data'\\)\n data = resp2.get_json\\(\\)\n print\\(f'Data records: {len\\(data\\)}'\\)\n if data:\n print\\(f'First record: {data[0]}'\\)\n\" 2>&1)", + "Bash(cd \"C:\\\\Users\\\\Tellme\\\\apps\\\\CostPrediction\" && python -c \"\nimport logging\nlogging.basicConfig\\(level=logging.DEBUG\\)\n\nfrom src import create_app\napp = create_app\\(\\)\nclient = app.test_client\\(\\)\n\nimport io\nwith open\\('data/equipment_data_20241108.xlsx', 'rb'\\) as f:\n excel_data = f.read\\(\\)\n\nresp = client.post\\('/api/data/import', data={'file': \\(io.BytesIO\\(excel_data\\), 'equipment_data_20241108.xlsx'\\)}\\)\nprint\\(f'Status: {resp.status_code}'\\)\nprint\\(f'Response: {resp.get_json\\(\\)}'\\)\n\" 2>&1)", + "Bash(cd \"C:\\\\Users\\\\Tellme\\\\apps\\\\CostPrediction\" && python -c \"\nfrom src import create_app\napp = create_app\\(\\)\nclient = app.test_client\\(\\)\n\nimport io\nwith open\\('data/equipment_data_20241108.xlsx', 'rb'\\) as f:\n excel_data = f.read\\(\\)\n\nresp = client.post\\('/api/data/import', data={'file': \\(io.BytesIO\\(excel_data\\), 'equipment_data_20241108.xlsx'\\)}\\)\nprint\\(f'Import status: {resp.status_code}'\\)\nprint\\(f'Response: {resp.get_json\\(\\)}'\\)\n\nif resp.status_code == 200:\n resp2 = client.get\\('/api/data'\\)\n data = resp2.get_json\\(\\)\n print\\(f'Data records: {len\\(data\\)}'\\)\n\" 2>&1)", + "Bash(sleep 3:*)", + "Bash(cd \"C:\\\\Users\\\\Tellme\\\\apps\\\\CostPrediction\\\\frontend\" && npm run build 2>&1)", + "Bash(cd \"C:/Users/Tellme/apps/CostPrediction/frontend\" && npm run build 2>&1)", + "Bash(cd \"C:/Users/Tellme/apps/CostPrediction\" && python -c \"\nfrom src import create_app\napp = create_app\\(\\)\nclient = app.test_client\\(\\)\n\n# Get a dataset first\nresp = client.get\\('/api/datasets?equipment_type=火箭炮&purpose=训练'\\)\nprint\\(f'Datasets: {resp.status_code}'\\)\ndatasets = resp.get_json\\(\\)\nprint\\(f'Found {len\\(datasets\\)} datasets'\\)\n\nif datasets:\n ds = datasets[0]\n print\\(f'Using dataset: id={ds[\\\\\"id\\\\\"]}, equipment_ids={ds.get\\(\\\\\"equipment_ids\\\\\", []\\)[:5]}'\\)\n\n # Try feature analysis\n resp2 = client.post\\('/api/analyze-features', json={\n 'dataset_id': ds['id'],\n 'equipment_type': '火箭炮'\n }\\)\n print\\(f'Analyze features: {resp2.status_code}'\\)\n if resp2.status_code != 200:\n print\\(f'Error: {resp2.get_json\\(\\)}'\\)\n\" 2>&1)", + "Bash(cd:*)", + "Bash(cd /c/Users/Tellme/apps/CostPrediction && python -c \"\nimport sys, json\nsys.path.insert\\(0, '.'\\)\nfrom src.database.db_connection import get_db_connection\nfrom src.feature_analysis import FeatureAnalysis\n\nanalyzer = FeatureAnalysis\\(\\)\n\nwith get_db_connection\\(\\) as conn:\n cursor = conn.cursor\\(\\)\n dataset_id = 1\n cursor.execute\\('''\n SELECT DISTINCT e.type\n FROM equipments e\n JOIN dataset_equipments de ON e.id = de.equipment_id\n WHERE de.dataset_id = ?\n LIMIT 1\n ''', \\(dataset_id,\\)\\)\n eq_type = cursor.fetchone\\(\\)\n print\\(f'Equipment type result: {eq_type}'\\)\n if not eq_type:\n print\\('NO EQUIPMENT TYPE FOUND'\\)\n exit\\(\\)\n\n equipment_type = eq_type['type']\n print\\(f'Equipment type: {equipment_type}'\\)\n\n if equipment_type == '火箭炮':\n cursor.execute\\('''\n SELECT e.id, e.name, e.type, e.manufacturer, e.manufacturer_id,\n m.tech_level, m.scale_level, m.supply_chain_level, m.country,\n cp.length_m, cp.width_m, cp.height_m, cp.weight_kg,\n cd.actual_cost,\n rap.max_range_km, rap.firing_angle_horizontal, rap.firing_angle_vertical,\n rap.rocket_length_m, rap.rocket_diameter_mm, rap.rocket_weight_kg,\n rap.rate_of_fire, rap.combat_weight_kg, rap.speed_kmh,\n rap.min_range_km, rap.power_hp, rap.travel_range_km,\n rap.fire_density, rap.range_ratio, rap.mobility_score,\n rap.combat_readiness_score, rap.deployment_score, rap.terrain_adaptability_score,\n rap.rocket_power_ratio, rap.platform_efficiency\n FROM equipments e\n JOIN dataset_equipments de ON e.id = de.equipment_id\n LEFT JOIN manufacturers m ON e.manufacturer_id = m.id\n LEFT JOIN common_params cp ON e.id = cp.equipment_id\n LEFT JOIN rocket_artillery_params rap ON e.id = rap.equipment_id\n LEFT JOIN cost_data cd ON e.id = cd.equipment_id\n WHERE de.dataset_id = ?\n AND cd.actual_cost IS NOT NULL\n ''', \\(dataset_id,\\)\\)\n else:\n cursor.execute\\('''\n SELECT e.id, e.name, e.type, e.manufacturer, e.manufacturer_id,\n m.tech_level, m.scale_level, m.supply_chain_level, m.country,\n cp.length_m, cp.width_m, cp.height_m, cp.weight_kg,\n cd.actual_cost,\n lmp.max_range_km, lmp.wingspan_m, lmp.warhead_weight_kg,\n lmp.max_speed_ms, lmp.cruise_speed_kmh, lmp.endurance_min,\n lmp.length_width_ratio, lmp.weight_range_ratio, \n lmp.speed_weight_ratio, lmp.ceiling_altitude_m,\n lmp.guidance_system_score, lmp.warhead_power_score,\n lmp.engine_power_kw, lmp.engine_thrust_n,\n lmp.min_altitude_m, lmp.max_altitude_m,\n lmp.max_payload_kg, lmp.combat_radius_km,\n lmp.datalink_range_km, lmp.guidance_accuracy_m\n FROM equipments e\n JOIN dataset_equipments de ON e.id = de.equipment_id\n LEFT JOIN manufacturers m ON e.manufacturer_id = m.id\n LEFT JOIN common_params cp ON e.id = cp.equipment_id\n LEFT JOIN loitering_munition_params lmp ON e.id = lmp.equipment_id\n LEFT JOIN cost_data cd ON e.id = cd.equipment_id\n WHERE de.dataset_id = ?\n AND cd.actual_cost IS NOT NULL\n ''', \\(dataset_id,\\)\\)\n\n equipment_data = cursor.fetchall\\(\\)\n print\\(f'Found {len\\(equipment_data\\)} equipments with cost data'\\)\n for item in equipment_data[:2]:\n print\\(f' {item[\\\\\"name\\\\\"]}: tech_level={item[\\\\\"tech_level\\\\\"]}, scale_level={item[\\\\\"scale_level\\\\\"]}'\\)\n print\\(f' max_range_km={item.get\\(\\\\\"max_range_km\\\\\"\\)}'\\)\n \n # Now try the feature analysis\n feature_names = analyzer.get_equipment_specific_features\\(equipment_data[0]['type']\\)\n print\\(f'Feature names \\({len\\(feature_names\\)}\\): {feature_names[:5]}...'\\)\n \n features = []\n targets = []\n \n for i, item in enumerate\\(equipment_data\\):\n manufacturer_features = analyzer.calculate_manufacturer_features\\({\n 'tech_level': item['tech_level'],\n 'scale_level': item['scale_level'],\n 'supply_chain_level': item['supply_chain_level'],\n 'country': item['country']\n }\\)\n \n feature_values = []\n for name in feature_names:\n if name in manufacturer_features:\n value = manufacturer_features[name]\n else:\n value = item.get\\(name\\)\n try:\n fv = float\\(value\\) if value is not None else 0.0\n except Exception as e:\n print\\(f'ERROR converting {name} = {value} \\(type={type\\(value\\).__name__}\\): {e}'\\)\n fv = 0.0\n feature_values.append\\(fv\\)\n \n features.append\\(feature_values\\)\n targets.append\\(float\\(item['actual_cost']\\)\\)\n \n print\\(f'Features: {len\\(features\\)} x {len\\(features[0]\\)}'\\)\n print\\(f'Targets: {len\\(targets\\)}'\\)\n \n # Try analyze_features\n try:\n result = analyzer.analyze_features\\(features, targets, feature_names\\)\n print\\('Analysis succeeded!'\\)\n except Exception as e:\n import traceback\n traceback.print_exc\\(\\)\n\" 2>&1)", + "Bash(head:*)", + "Bash(curl:*)", + "Bash(python:*)" + ] + } +} diff --git a/CLAUDE.md b/CLAUDE.md new file mode 100644 index 0000000..3ab0485 --- /dev/null +++ b/CLAUDE.md @@ -0,0 +1,108 @@ +# CLAUDE.md + +本文件为 Claude Code（claude.ai/code）在此仓库中工作提供指引。 + +## 常用命令 + +```bash +# 安装后端依赖（核心：无需 MySQL、无需 PyTorch） +pip install -e . +pip install -e ".[dev]" # 含开发工具（pytest, black, mypy） +pip install -e ".[torch]" # 安装可选 PyTorch（神经网络训练需要） + +# 启动后端（Flask，0.0.0.0:5001） +python run.py + +# 启动前端开发服务器（另开终端，localhost:3000） +cd frontend && npm install && npm run serve + +# 构建前端生产版本 +cd frontend && npm run build + +# 运行测试 +python -m pytest tests/ +python -m pytest tests/test_demo_service.py -q # 单个测试文件 +python -m pytest tests/test_demo_routes.py -q + +# 代码格式化 / 类型检查 +black src/ tests/ # 自动格式化（line-length=88） +mypy src/ # 类型检查 + +# 运行独立演示模式（仅需 5 个依赖） +cd demo_standalone && pip install -r requirements.txt && python server.py +``` + +## 项目概述 + +基于机器学习的装备成本预测系统。支持两种装备类型：**火箭炮**和**巡飞弹**。 + +### 技术栈 + +- **后端**：Python 3.9-3.11, Flask 3.1+ +- **数据库**：SQLite（Python 内置，零外部依赖），首次启动自动建表，无需手动安装配置 +- **机器学习**：scikit-learn（核心）、XGBoost、LightGBM +- **可选依赖**：PyTorch（仅神经网络训练需要，约 800MB） +- **前端**：Vue 3 (Composition API) + Element Plus + ECharts, 使用 Vite 构建 + +### 关键文件 + +| 文件 | 用途 | +|---|---| +| `run.py` | 入口点，启动 Flask 服务器 | +| `src/app.py` | Flask 应用工厂 | +| `src/routes.py` | 所有 API 路由（约 1300 行） | +| `src/model_trainer.py` | ModelTrainer 类 + CostPredictionModel（PyTorch NN） | +| `src/data_preparation.py` | DataPreparation + EquipmentDataset | +| `src/cost_prediction.py` | CostPredictor（预测编排） | +| `src/demo_service.py` | DemoModelService（基于 CSV，无需数据库） | +| `src/database/db_connection.py` | SQLite 数据库连接 + 建表 DDL（内置） | +| `config.py` | 运行时配置 | +| `frontend/src/router/index.js` | Vue Router，共 8 个路由 | +| `frontend/src/api/index.js` | Axios API 客户端 | + +## 架构 + +### 与旧架构的核心变化 + +| 项目 | 旧架构（MySQL） | 新架构（SQLite） | +|------|----------------|-----------------| +| 数据库 | MySQL 8.0+，需单独安装运行 | SQLite，Python 内置，零依赖 | +| 数据库依赖 | sqlalchemy, pymysql, cryptography, mysql-connector-python | 无（仅用 Python 标准库 sqlite3） | +| PyTorch | 硬依赖（顶层 import，无则崩溃） | 可选依赖（try/except 保护，无 PyTorch 可启动） | +| 前端构建 | Vue CLI + Babel + SCSS | Vite（无需 Babel/SCSS） | +| Vuex | 存在但完全空 | 已移除 | +| 依赖总数（核心）| 15+ | 5（flask, numpy, pandas, scikit-learn, openpyxl） | + +### 训练数据流 +``` +用户界面 → POST /api/train → 查询 SQLite → DataPreparation（特征提取 + 标准化） +→ ModelTrainer.fit_model()（训练 XGBoost, LightGBM, RF, GBM, PyTorch NN, PLS） +→ 保存最优模型 → 写入 SQLite trained_models 表 +``` + +### 预测数据流 +``` +用户界面 → POST /api/predict → 从 SQLite 加载最优模型 + 标准化器 → 提取特征 +→ 特征标准化 → 预测 → ±20% 置信区间 → JSON 返回 +``` + +### 机器学习模型 + +| 模型 | 标识 | 说明 | +|---|---|---| +| XGBoost | `xgboost` | 针对小数据量使用保守参数 | +| LightGBM | `lightgbm` | 针对小数据量使用保守参数 | +| Random Forest | `rf` | sklearn.ensemble | +| Gradient Boosting | `gbm` | sklearn.ensemble | +| PyTorch NN | `pytorch` | 可选（需安装 torch），针对不同装备类型定制网络结构 | +| PLS 回归 | `pls` | 不参与最优模型评选 | +| Linear/Ridge/SVR/KNN | 仅演示 | 用于算法对比演示 | + +## 重要注意事项 + +- **小数据量机器学习**：所有模型超参数均为保守设置（强正则化、浅树、低学习率、早停） +- **两种装备类型**：火箭炮（27+ 特征）和巡飞弹（24+ 特征），各自有独立数据库表和神经网络结构 +- **生产商议价能力特征**：技术等级、规模、供应链、地区等信息被纳入特征，地区成本乘数（如美国 1.2 倍、中国 0.8 倍） +- **SQLite 首次使用**：`data/equipment_cost.db` 文件在首次数据库操作时自动创建，无需手动初始化 +- **编码规范**：UTF-8 无 BOM，LF 换行符，文件末尾保留换行符 +- **中文内容**：绝不修改中文注释或文本。编辑中文附近代码时，完整保留原有中文内容 diff --git a/config.py b/config.py index 32d65a6..8b14fbe 100644 --- a/config.py +++ b/config.py @@ -2,11 +2,8 @@ import os class Config: """配置类""" - # 数据库配置 - MYSQL_HOST = os.getenv('MYSQL_HOST', 'localhost') - MYSQL_USER = os.getenv('MYSQL_USER', 'root') - MYSQL_PASSWORD = os.getenv('MYSQL_PASSWORD', '123456') - MYSQL_DB = os.getenv('MYSQL_DB', 'equipment_cost_db') + # 数据库配置（使用 SQLite） + SQLITE_DB = os.getenv('SQLITE_DB', '') # 为空则使用默认路径 data/equipment_cost.db # Flask配置 FLASK_HOST = '0.0.0.0' diff --git a/frontend/babel.config.js b/frontend/babel.config.js deleted file mode 100644 index e955840..0000000 --- a/frontend/babel.config.js +++ /dev/null @@ -1,5 +0,0 @@ -module.exports = { - presets: [ - '@vue/cli-plugin-babel/preset' - ] -} diff --git a/frontend/index.html b/frontend/index.html new file mode 100644 index 0000000..5a7c747 --- /dev/null +++ b/frontend/index.html @@ -0,0 +1,17 @@ + + + + + + + + 装备成本估算系统 + + + +
+ + + diff --git a/frontend/package-lock.json b/frontend/package-lock.json index 55ef9b7..3027322 100644 --- a/frontend/package-lock.json +++ b/frontend/package-lock.json @@ -9,388 +9,24 @@ "version": "0.1.0", "dependencies": { "axios": "^1.6.0", - "core-js": "^3.8.3", "echarts": "^5.4.3", "element-plus": "^2.4.2", "vue": "^3.2.13", - "vue-router": "^4.0.3", - "vuex": "^4.0.0" + "vue-router": "^4.0.3" }, "devDependencies": { - "@babel/core": "^7.12.16", - "@babel/eslint-parser": "^7.12.16", "@element-plus/icons-vue": "^2.3.1", - "@vue/cli-plugin-babel": "~5.0.0", - "@vue/cli-plugin-eslint": "~5.0.0", - "@vue/cli-plugin-router": "~5.0.0", - "@vue/cli-plugin-vuex": "~5.0.0", - "@vue/cli-service": "~5.0.0", - "@vue/compiler-sfc": "^3.2.13", + "@vitejs/plugin-vue": "^5.0.0", "eslint": "^7.32.0", "eslint-plugin-vue": "^8.0.3", - "sass": "^1.32.7", - "sass-loader": "^12.0.0" + "sass-embedded": "^1.99.0", + "vite": "^5.0.0" }, "engines": { "node": ">=16", "npm": ">=8" } }, - "node_modules/@achrinza/node-ipc": { - 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"vue-router": "^4.0.3", - "vuex": "^4.0.0" + "vue-router": "^4.0.3" }, "devDependencies": { - "@babel/core": "^7.12.16", - "@babel/eslint-parser": "^7.12.16", "@element-plus/icons-vue": "^2.3.1", - "@vue/cli-plugin-babel": "~5.0.0", - "@vue/cli-plugin-eslint": "~5.0.0", - "@vue/cli-plugin-router": "~5.0.0", - "@vue/cli-plugin-vuex": "~5.0.0", - "@vue/cli-service": "~5.0.0", - "@vue/compiler-sfc": "^3.2.13", + "@vitejs/plugin-vue": "^5.0.0", "eslint": "^7.32.0", "eslint-plugin-vue": "^8.0.3", - "sass": "^1.32.7", - "sass-loader": "^12.0.0" + "sass-embedded": "^1.99.0", + "vite": "^5.0.0" }, "eslintConfig": { "root": true, @@ -45,17 +36,12 @@ "eslint:recommended" ], "parserOptions": { - "parser": "@babel/eslint-parser" + "ecmaVersion": "latest", + "sourceType": "module" }, "rules": { "vue/multi-word-component-names": "off", "no-unused-vars": "warn" } - }, - "browserslist": [ - "> 1%", - "last 2 versions", - "not dead", - "not ie 11" - ] + } } diff --git a/frontend/public/index.html b/frontend/public/index.html deleted file mode 100644 index 3e5a139..0000000 --- a/frontend/public/index.html +++ /dev/null @@ -1,17 +0,0 @@ - - - - - - - - <%= htmlWebpackPlugin.options.title %> - - - -
- - - diff --git a/frontend/src/main.js b/frontend/src/main.js index 360a4a4..c8482f1 100644 --- a/frontend/src/main.js +++ b/frontend/src/main.js @@ -1,7 +1,6 @@ import { createApp } from 'vue' import App from './App.vue' import router from './router' -import store from './store' import ElementPlus from 'element-plus' import 'element-plus/dist/index.css' import './assets/styles/global.css' @@ -15,7 +14,6 @@ app.use(ElementPlus, { size: 'default' }) app.use(router) -app.use(store) // 注册图标 for (const [key, component] of Object.entries(ElementPlusIconsVue)) { diff --git a/frontend/src/store/index.js b/frontend/src/store/index.js deleted file mode 100644 index 0faaec7..0000000 --- a/frontend/src/store/index.js +++ /dev/null @@ -1,14 +0,0 @@ -import { createStore } from 'vuex' - -export default createStore({ - state: { - }, - getters: { - }, - mutations: { - }, - actions: { - }, - modules: { - } -}) \ No newline at end of file diff --git a/frontend/vite.config.js b/frontend/vite.config.js index 5c5a869..a4add07 100644 --- a/frontend/vite.config.js +++ b/frontend/vite.config.js @@ -19,7 +19,7 @@ export default defineConfig({ port: 3000, proxy: { '/api': { - target: 'http://localhost:5000', + target: 'http://localhost:5001', changeOrigin: true } } diff --git a/pyproject.toml b/pyproject.toml index 2c9ceae..7a17bb8 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -10,23 +10,16 @@ dependencies = [ # Web框架 "flask>=3.1.0", "flask-cors>=5.0.0", - - # 数据库 - "sqlalchemy>=2.0.36", - "pymysql>=1.1.1", - "cryptography>=43.0.0", - "mysql-connector-python>=8.0.0", - + # 数据处理 "numpy>=1.26.0,<2.0.0", "pandas>=2.2.0", - + # 机器学习 "scikit-learn>=1.5.2", "xgboost>=2.1.0", "lightgbm>=4.5.0", - "torch==2.5.1", - + # 工具 "openpyxl>=3.1.5", "python-dotenv>=1.0.0", @@ -34,6 +27,10 @@ dependencies = [ ] [project.optional-dependencies] +# PyTorch 为可选依赖（安装约 800MB，仅训练神经网络时需要） +torch = [ + "torch==2.5.1", +] dev = [ # 测试工具 "pytest>=7.0", diff --git a/requirements.txt b/requirements.txt index 1a55f53..fdd0674 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,15 +1,12 @@ flask>=3.1.0 flask-cors>=5.0.0 -sqlalchemy>=2.0.36 -pymysql>=1.1.1 -cryptography>=43.0.0 # MySQL 8.0+ 认证需要 -mysql-connector-python>=8.0.0 # 添加这行 + numpy>=1.26.0,<2.0.0 pandas>=2.2.0 + xgboost>=2.1.0 lightgbm>=4.5.0 - scikit-learn>=1.5.2 -openpyxl>=3.1.5 # 用于读取 .xlsx 文件 -python-dotenv>=1.0.0 # 环境变量 \ No newline at end of file +openpyxl>=3.1.5 +python-dotenv>=1.0.0 diff --git a/scripts/build_win.ps1 b/scripts/build_win.ps1 index bf78e6e..25587f2 100644 --- a/scripts/build_win.ps1 +++ b/scripts/build_win.ps1 @@ -34,7 +34,6 @@ pyinstaller --clean ` --add-data "src/loitering_munition_data.sql;data" ` --add-data "src/rocket_artillery_data.sql;data" ` --add-data "src/manufacturer_data.sql;data" ` - --add-data "src/schema.sql;data" ` --add-data "config.py;." ` --add-data "src;src" ` --add-data "frontend;frontend" ` @@ -43,18 +42,11 @@ pyinstaller --clean ` --add-data "models;models" ` --collect-all "xgboost" ` --collect-all "lightgbm" ` - --collect-all "torch" ` --collect-all "sklearn" ` --collect-all "numpy" ` --collect-all "pandas" ` - --collect-all "sqlalchemy" ` - --collect-all "pymysql" ` - --collect-all "cryptography" ` --collect-all "flask" ` --collect-all "flask_cors" ` - --hidden-import "xgboost.testing" ` - --hidden-import "torch.utils.tensorboard" ` - --hidden-import "pytest" ` run.py # Copy necessary files diff --git a/src/app.py b/src/app.py index 319adc9..57e1f47 100644 --- a/src/app.py +++ b/src/app.py @@ -15,12 +15,6 @@ def create_app(): app = Flask(__name__) CORS(app) - # 配置数据库连接 - app.config['MYSQL_HOST'] = config.MYSQL_HOST - app.config['MYSQL_USER'] = config.MYSQL_USER - app.config['MYSQL_PASSWORD'] = config.MYSQL_PASSWORD - app.config['MYSQL_DB'] = config.MYSQL_DB - # 注册路由 app.register_blueprint(api_bp, url_prefix='/api') logger.info("API blueprint registered") diff --git a/src/cost_prediction.py b/src/cost_prediction.py index 07eb378..0225dd8 100644 --- a/src/cost_prediction.py +++ b/src/cost_prediction.py @@ -1,5 +1,4 @@ import numpy as np -import torch from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score from sklearn.preprocessing import StandardScaler from scipy import stats @@ -9,6 +8,16 @@ from src.database import get_db_connection from src.feature_analysis import FeatureAnalysis from .logger import setup_logger +# PyTorch 为可选依赖 +try: + import torch + import torch.nn as nn + _HAS_TORCH = True +except ImportError: + torch = None + nn = None + _HAS_TORCH = False + logger = setup_logger(__name__) class CostPredictor: @@ -18,66 +27,59 @@ class CostPredictor: self.model = None self.feature_analyzer = FeatureAnalysis() self.equipment_type = None - self.device = torch.device('cuda' if torch.cuda.is_available() else 'cpu') - + + if _HAS_TORCH: + self.device = torch.device('cuda' if torch.cuda.is_available() else 'cpu') + else: + self.device = None + self.load_model() - + def load_model(self): """ 加载预训练模型和标准化器 """ - try: - # 创建默认模型 - self._create_default_model() - - except Exception as e: - logging.error(f"Error loading model: {str(e)}") - self._create_default_model() - + if _HAS_TORCH: + try: + self._create_default_model() + except Exception as e: + logging.error(f"Error loading model: {str(e)}") + self._create_default_model() + def _create_default_model(self): """ 创建默认模型并进行初始化训练 """ - import torch.nn as nn - + if not _HAS_TORCH: + raise ImportError("PyTorch is not installed.") + class DefaultModel(nn.Module): def __init__(self, input_size): super().__init__() self.layers = nn.Sequential( - nn.Linear(input_size, 64), - nn.ReLU(), - nn.Linear(64, 32), - nn.ReLU(), + nn.Linear(input_size, 64), nn.ReLU(), + nn.Linear(64, 32), nn.ReLU(), nn.Linear(32, 1) ) - + def forward(self, x): return self.layers(x) - - # 创建示例数据 + example_features = { - 'length_m': [7.35, 10.2], - 'width_m': [2.4, 2.8], - 'height_m': [3.1, 3.2], - 'weight_kg': [13700, 28500], + 'length_m': [7.35, 10.2], 'width_m': [2.4, 2.8], + 'height_m': [3.1, 3.2], 'weight_kg': [13700, 28500], 'max_range_km': [20.4, 70], - 'firing_angle_horizontal': [102, 110], - 'firing_angle_vertical': [55, 60], - 'rocket_length_m': [2.87, 4.1], - 'rocket_diameter_mm': [122, 220], - 'rocket_weight_kg': [66.6, 150], - 'rate_of_fire': [40, 60] + 'firing_angle_horizontal': [102, 110], 'firing_angle_vertical': [55, 60], + 'rocket_length_m': [2.87, 4.1], 'rocket_diameter_mm': [122, 220], + 'rocket_weight_kg': [66.6, 150], 'rate_of_fire': [40, 60] } - - # 转换为 tensor + X = torch.tensor(list(example_features.values()), dtype=torch.float32).t() y = torch.tensor([[800000], [4500000]], dtype=torch.float32) - - # 训练标准化器 + self.scaler_X.fit(X.numpy()) self.scaler_y.fit(y.numpy()) - - # 创建模型 + self.model = DefaultModel(X.shape[1]).to(self.device) self.equipment_type = '火箭炮' diff --git a/src/data_preparation.py b/src/data_preparation.py index b0f6d8e..48cb5f7 100644 --- a/src/data_preparation.py +++ b/src/data_preparation.py @@ -1,7 +1,5 @@ from sklearn.preprocessing import StandardScaler import numpy as np -import torch -from torch.utils.data import Dataset, DataLoader import logging from src.feature_analysis import FeatureAnalysis from src.database import get_db_connection @@ -9,9 +7,22 @@ from .logger import setup_logger logger = setup_logger(__name__) -class EquipmentDataset(Dataset): +# PyTorch 为可选依赖 +try: + import torch + from torch.utils.data import Dataset, DataLoader + _HAS_TORCH = True +except ImportError: + torch = None + Dataset = object + DataLoader = None + _HAS_TORCH = False + +class EquipmentDataset(Dataset if _HAS_TORCH else object): """装备数据集类""" def __init__(self, features, targets=None): + if not _HAS_TORCH: + raise ImportError("PyTorch is not installed. Install with: pip install torch") self.features = torch.FloatTensor(features) self.targets = torch.FloatTensor(targets) if targets is not None else None @@ -41,7 +52,7 @@ class DataPreparation: # 获取数据库连接 with get_db_connection() as conn: - cursor = conn.cursor(dictionary=True) + cursor = conn.cursor() # 获取所有生产商数据，用于计算特征 cursor.execute(""" diff --git a/src/database/db_connection.py b/src/database/db_connection.py index 361a4d2..3e5c4fa 100644 --- a/src/database/db_connection.py +++ b/src/database/db_connection.py @@ -1,37 +1,227 @@ -import mysql.connector -from mysql.connector import Error +import sqlite3 from contextlib import contextmanager import os -from dotenv import load_dotenv from ..logger import setup_logger -# 获取logger logger = setup_logger(__name__) -# 加载环境变量 -load_dotenv() +# SQLite 数据库文件路径（相对于项目根目录） +DB_DIR = os.path.join(os.path.dirname(os.path.dirname(os.path.dirname(__file__))), 'data') +DB_PATH = os.path.join(DB_DIR, 'equipment_cost.db') + +# 建表 SQL +SCHEMA_SQL = """ +CREATE TABLE IF NOT EXISTS equipments ( + id INTEGER PRIMARY KEY AUTOINCREMENT, + name TEXT, + type TEXT, + manufacturer TEXT, + manufacturer_id INTEGER, + created_at TEXT DEFAULT (datetime('now','localtime')) +); + +CREATE TABLE IF NOT EXISTS common_params ( + id INTEGER PRIMARY KEY AUTOINCREMENT, + equipment_id INTEGER, + length_m REAL, + width_m REAL, + height_m REAL, + weight_kg REAL, + max_range_km REAL, + FOREIGN KEY (equipment_id) REFERENCES equipments(id) +); + +CREATE TABLE IF NOT EXISTS rocket_artillery_params ( + id INTEGER PRIMARY KEY AUTOINCREMENT, + equipment_id INTEGER, + firing_angle_horizontal REAL, + firing_angle_vertical REAL, + rocket_length_m REAL, + rocket_diameter_mm REAL, + rocket_weight_kg REAL, + rate_of_fire REAL, + combat_weight_kg REAL, + speed_kmh REAL, + min_range_km REAL, + max_range_km REAL, + mobility_type TEXT, + structure_layout TEXT, + engine_model TEXT, + engine_params TEXT, + power_hp REAL, + travel_range_km REAL, + fire_density REAL, + range_ratio REAL, + mobility_score INTEGER, + combat_readiness_score INTEGER, + deployment_score INTEGER, + terrain_adaptability_score INTEGER, + rocket_power_ratio REAL, + platform_efficiency REAL, + FOREIGN KEY (equipment_id) REFERENCES equipments(id) +); + +CREATE TABLE IF NOT EXISTS loitering_munition_params ( + id INTEGER PRIMARY KEY AUTOINCREMENT, + equipment_id INTEGER, + wingspan_m REAL, + warhead_weight_kg REAL, + max_speed_ms REAL, + cruise_speed_kmh REAL, + endurance_min REAL, + flight_time_min REAL, + max_range_km REAL, + max_payload_kg REAL, + ceiling_altitude_m REAL, + combat_radius_km REAL, + folded_length_mm REAL, + folded_width_mm REAL, + folded_height_mm REAL, + warhead_type TEXT, + launch_mode TEXT, + power_system TEXT, + guidance_system TEXT, + engine_power_kw REAL, + engine_thrust_n REAL, + datalink_range_km REAL, + guidance_accuracy_m REAL, + min_altitude_m REAL, + max_altitude_m REAL, + length_width_ratio REAL, + weight_range_ratio REAL, + speed_weight_ratio REAL, + guidance_system_score INTEGER, + warhead_power_score INTEGER, + warhead_type_code INTEGER, + launch_mode_code INTEGER, + power_system_code INTEGER, + guidance_system_code INTEGER, + FOREIGN KEY (equipment_id) REFERENCES equipments(id) +); + +CREATE TABLE IF NOT EXISTS feature_encoding ( + id INTEGER PRIMARY KEY AUTOINCREMENT, + feature_type TEXT, + feature_value TEXT, + code INTEGER, + UNIQUE(feature_type, feature_value) +); + +CREATE TABLE IF NOT EXISTS cost_data ( + id INTEGER PRIMARY KEY AUTOINCREMENT, + equipment_id INTEGER, + actual_cost REAL, + predicted_cost REAL, + prediction_date TEXT, + FOREIGN KEY (equipment_id) REFERENCES equipments(id) +); + +CREATE TABLE IF NOT EXISTS custom_params ( + id INTEGER PRIMARY KEY AUTOINCREMENT, + equipment_id INTEGER, + param_name TEXT, + param_value TEXT, + param_unit TEXT, + description TEXT, + FOREIGN KEY (equipment_id) REFERENCES equipments(id) +); + +CREATE TABLE IF NOT EXISTS datasets ( + id INTEGER PRIMARY KEY AUTOINCREMENT, + name TEXT NOT NULL, + description TEXT, + equipment_type TEXT NOT NULL, + purpose TEXT NOT NULL, + created_at TEXT DEFAULT (datetime('now','localtime')), + updated_at TEXT DEFAULT (datetime('now','localtime')) +); + +CREATE TABLE IF NOT EXISTS dataset_equipments ( + dataset_id INTEGER NOT NULL, + equipment_id INTEGER NOT NULL, + PRIMARY KEY (dataset_id, equipment_id), + FOREIGN KEY (dataset_id) REFERENCES datasets(id), + FOREIGN KEY (equipment_id) REFERENCES equipments(id) +); + +CREATE TABLE IF NOT EXISTS trained_models ( + id INTEGER PRIMARY KEY AUTOINCREMENT, + model_name TEXT NOT NULL, + model_type TEXT NOT NULL, + equipment_type TEXT NOT NULL, + model_path TEXT NOT NULL, + scaler_path TEXT NOT NULL, + r2_score REAL, + mae REAL, + rmse REAL, + feature_importance TEXT, + training_data_size INTEGER, + training_date TEXT DEFAULT (datetime('now','localtime')), + is_active INTEGER DEFAULT 0, + created_by TEXT +); + +CREATE TABLE IF NOT EXISTS manufacturers ( + id INTEGER PRIMARY KEY AUTOINCREMENT, + name TEXT NOT NULL, + country TEXT NOT NULL, + tech_level INTEGER NOT NULL, + scale_level INTEGER NOT NULL, + supply_chain_level INTEGER NOT NULL, + created_at TEXT DEFAULT (datetime('now','localtime')), + updated_at TEXT DEFAULT (datetime('now','localtime')), + UNIQUE(name) +); + +-- 索引 +CREATE INDEX IF NOT EXISTS idx_equipment_type ON equipments(type); +CREATE INDEX IF NOT EXISTS idx_equipment_name ON equipments(name); +CREATE INDEX IF NOT EXISTS idx_cost_data_equipment ON cost_data(equipment_id); +CREATE INDEX IF NOT EXISTS idx_model_equipment_type ON trained_models(equipment_type); +CREATE INDEX IF NOT EXISTS idx_model_active ON trained_models(is_active); +CREATE INDEX IF NOT EXISTS idx_manufacturer_country ON manufacturers(country); +CREATE INDEX IF NOT EXISTS idx_manufacturer_tech_level ON manufacturers(tech_level); +CREATE INDEX IF NOT EXISTS idx_manufacturer_scale_level ON manufacturers(scale_level); +CREATE INDEX IF NOT EXISTS idx_manufacturer_supply_chain_level ON manufacturers(supply_chain_level); +CREATE INDEX IF NOT EXISTS idx_equipment_manufacturer ON equipments(manufacturer_id); +""" + + +def init_db(): + """初始化数据库：确保数据库文件和表存在""" + os.makedirs(DB_DIR, exist_ok=True) + conn = sqlite3.connect(DB_PATH) + conn.executescript(SCHEMA_SQL) + conn.commit() + conn.close() + logger.info(f"Database initialized at {DB_PATH}") + @contextmanager def get_db_connection(): """ 数据库连接上下文管理器 + 返回的 connection 已设置 dict row_factory， + 以便按列名访问。 """ - connection = None + conn = None try: - connection = mysql.connector.connect( - host=os.getenv('MYSQL_HOST', 'localhost'), - user=os.getenv('MYSQL_USER', 'root'), - password=os.getenv('MYSQL_PASSWORD', '123456'), - database=os.getenv('MYSQL_DATABASE', 'equipment_cost_db') - ) - logger.info("Database connection established") - yield connection - - except Error as e: - logger.error(f"Error connecting to MySQL: {str(e)}") + # 确保数据库已初始化 + if not os.path.exists(DB_PATH): + logger.info("Database file not found, initializing...") + init_db() + + conn = sqlite3.connect(DB_PATH) + conn.row_factory = lambda c, r: {col[0]: r[idx] for idx, col in enumerate(c.description)} + conn.execute("PRAGMA foreign_keys = ON") + logger.debug("Database connection established") + yield conn + + except sqlite3.Error as e: + logger.error(f"Database error: {str(e)}") raise - + finally: - if connection and connection.is_connected(): - connection.close() - logger.info("Database connection closed") \ No newline at end of file + if conn: + conn.close() + logger.debug("Database connection closed") diff --git a/src/feature_analysis.py b/src/feature_analysis.py index 3e61aa3..e46f777 100644 --- a/src/feature_analysis.py +++ b/src/feature_analysis.py @@ -267,19 +267,23 @@ class FeatureAnalysis: def calculate_manufacturer_features(self, manufacturer_data): """计算生产商相关的特征""" try: - # 确保所有必要的字段都存在，使用默认值处理缺失数据 - tech_level = float(manufacturer_data.get('tech_level', 0)) - scale_level = float(manufacturer_data.get('scale_level', 0)) - supply_chain_level = float(manufacturer_data.get('supply_chain_level', 0)) - country = manufacturer_data.get('country', '未知') - + # 处理 None 值（数据库 NULL），使用默认值 + raw_tech = manufacturer_data.get('tech_level') + raw_scale = manufacturer_data.get('scale_level') + raw_supply = manufacturer_data.get('supply_chain_level') + + tech_level = float(raw_tech) if raw_tech is not None else 0 + scale_level = float(raw_scale) if raw_scale is not None else 0 + supply_chain_level = float(raw_supply) if raw_supply is not None else 0 + country = manufacturer_data.get('country', '未知') or '未知' + # 计算综合得分 composite_score = ( tech_level * 0.4 + # 技术水平权重最高 scale_level * 0.3 + # 规模水平次之 supply_chain_level * 0.3 # 供应链水平 ) - + # 计算区域系数(基于不同地区的成本差异) region_factors = { '美国': 1.2, @@ -292,9 +296,9 @@ class FeatureAnalysis: '韩国': 0.9, '日本': 1.1 } - + region_factor = region_factors.get(country, 1.0) - + # 记录计算过程 logger.info(f"Manufacturer features calculation:") logger.info(f"Tech level: {tech_level}") @@ -303,7 +307,7 @@ class FeatureAnalysis: logger.info(f"Country: {country}") logger.info(f"Composite score: {composite_score}") logger.info(f"Region factor: {region_factor}") - + return { 'manufacturer_tech_level': tech_level, 'manufacturer_scale_level': scale_level, @@ -311,7 +315,7 @@ class FeatureAnalysis: 'manufacturer_composite_score': composite_score, 'manufacturer_region_factor': region_factor } - + except Exception as e: logger.error(f"Error calculating manufacturer features: {str(e)}") # 返回默认值而不是抛出异常，确保分析过程可以继续 diff --git a/src/import_data.py b/src/import_data.py index 57286c1..b6fbc0f 100644 --- a/src/import_data.py +++ b/src/import_data.py @@ -27,7 +27,7 @@ def import_training_data(excel_file): # 检查是否已存在相同名称的装备 cursor.execute(""" SELECT id FROM equipments - WHERE name = %s AND type = '火箭炮' + WHERE name = ? AND type = '火箭炮' """, (row['名称'],)) existing_equipment = cursor.fetchone() @@ -38,7 +38,7 @@ def import_training_data(excel_file): # 插入基本信息 cursor.execute(""" INSERT INTO equipments (name, type, manufacturer) - VALUES (%s, %s, %s) + VALUES (?, ?, ?) """, (row['名称'], '火箭炮', row['制造商'])) equipment_id = cursor.lastrowid @@ -47,7 +47,7 @@ def import_training_data(excel_file): cursor.execute(""" INSERT INTO common_params (equipment_id, length_m, width_m, height_m, weight_kg, max_range_km) - VALUES (%s, %s, %s, %s, %s, %s) + VALUES (?, ?, ?, ?, ?, ?) """, ( equipment_id, row['总长_m'] if pd.notna(row['总长_m']) else None, @@ -65,7 +65,7 @@ def import_training_data(excel_file): combat_weight_kg, speed_kmh, min_range_km, mobility_type, structure_layout, engine_model, engine_params, power_hp, travel_range_km) - VALUES (%s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s) + VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?) """, ( equipment_id, row['方向射界_度'] if pd.notna(row['方向射界_度']) else None, @@ -89,7 +89,7 @@ def import_training_data(excel_file): if pd.notna(row['成本_元']): cursor.execute(""" INSERT INTO cost_data (equipment_id, actual_cost) - VALUES (%s, %s) + VALUES (?, ?) """, (equipment_id, row['成本_元'])) logger.info("火箭炮数据导入完成") @@ -105,8 +105,8 @@ def import_training_data(excel_file): equipment_names.add(row['名称']) # 检查是否已存在相同名称的装备 cursor.execute(""" - SELECT id FROM equipment - WHERE name = %s AND type = '巡飞弹' + SELECT id FROM equipments + WHERE name = ? AND type = '巡飞弹' """, (row['名称'],)) existing_equipment = cursor.fetchone() @@ -117,7 +117,7 @@ def import_training_data(excel_file): # 插入基本信息 cursor.execute(""" INSERT INTO equipments (name, type, manufacturer) - VALUES (%s, %s, %s) + VALUES (?, ?, ?) """, ( row['名称'], '巡飞弹', @@ -130,7 +130,7 @@ def import_training_data(excel_file): cursor.execute(""" INSERT INTO common_params (equipment_id, length_m, width_m, height_m, weight_kg, max_range_km) - VALUES (%s, %s, %s, %s, %s, %s) + VALUES (?, ?, ?, ?, ?, ?) """, ( equipment_id, float(row['弹长_m']) if pd.notna(row['弹长_m']) else None, @@ -147,7 +147,7 @@ def import_training_data(excel_file): cruise_speed_kmh, flight_time_min, warhead_type, launch_mode, folded_length_mm, folded_width_mm, folded_height_mm, power_system, guidance_system) - VALUES (%s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s, %s) + VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?) """, ( equipment_id, float(row['翼展_m']) if pd.notna(row['翼展_m']) else None, @@ -168,7 +168,7 @@ def import_training_data(excel_file): if pd.notna(row['成本_元']): cursor.execute(""" INSERT INTO cost_data (equipment_id, actual_cost) - VALUES (%s, %s) + VALUES (?, ?) """, (equipment_id, float(row['成本_元']))) logger.info("巡飞弹数据导入完成") @@ -190,48 +190,48 @@ def import_training_data(excel_file): # 获取装备ID - 使用新的游标 logger.debug(f"查询装备ID: {equipment_name}") - with conn.cursor() as id_cursor: - id_cursor.execute(""" - SELECT id FROM equipments WHERE name = %s - """, (equipment_name,)) - result = id_cursor.fetchone() - + id_cursor = conn.cursor() + id_cursor.execute(""" + SELECT id FROM equipments WHERE name = ? + """, (equipment_name,)) + result = id_cursor.fetchone() + if not result: logger.warning(f"未找到装备: {equipment_name}") continue - - equipment_id = result[0] + + equipment_id = result['id'] logger.debug(f"找到装备ID: {equipment_id}") - + # 检查参数是否存在 - 使用新的游标 logger.debug(f"检查参数是否存在: equipment_id={equipment_id}, param_name='{param_name}'") - with conn.cursor() as check_cursor: - check_cursor.execute(""" - SELECT id FROM custom_params - WHERE equipment_id = %s AND param_name = %s - """, (equipment_id, param_name)) - exists = check_cursor.fetchone() - + check_cursor = conn.cursor() + check_cursor.execute(""" + SELECT id FROM custom_params + WHERE equipment_id = ? AND param_name = ? + """, (equipment_id, param_name)) + exists = check_cursor.fetchone() + if exists: logger.warning(f"装备 '{equipment_name}' 的参数 '{param_name}' 已存在，跳过导入") continue - + # 插入新的参数 - 使用新的游标 param_value = str(row['参数值']) if pd.notna(row['参数值']) else None param_unit = row['参数单位'] if pd.notna(row['参数单位']) else None param_desc = row['参数说明'] if pd.notna(row['参数说明']) else None - + logger.debug(f"插入新参数: value='{param_value}', unit='{param_unit}', desc='{param_desc}'") - with conn.cursor() as insert_cursor: - insert_cursor.execute(""" - INSERT INTO custom_params - (equipment_id, param_name, param_value, param_unit, description) - VALUES (%s, %s, %s, %s, %s) - """, ( - equipment_id, - param_name, - param_value, - param_unit, + insert_cursor = conn.cursor() + insert_cursor.execute(""" + INSERT INTO custom_params + (equipment_id, param_name, param_value, param_unit, description) + VALUES (?, ?, ?, ?, ?) + """, ( + equipment_id, + param_name, + param_value, + param_unit, param_desc )) logger.debug(f"成功插入参数记录") diff --git a/src/import_sql_data.py b/src/import_sql_data.py new file mode 100644 index 0000000..1036c8d --- /dev/null +++ b/src/import_sql_data.py @@ -0,0 +1,237 @@ +""" +导入 SQL 数据文件到 SQLite 数据库 +处理 src/ 目录下的 MySQL 格式 SQL 数据文件: + - rocket_artillery_data.sql (96 条火箭炮数据) + - loitering_munition_data.sql (100 条巡飞弹数据) + - manufacturer_data.sql (生产商数据) +""" +import re +import os +import sys +from src.database.db_connection import get_db_connection, DB_PATH +from src.logger import setup_logger + +logger = setup_logger(__name__) + + +def parse_mysql_insert(sql_text): + """ + 解析 MySQL INSERT 语句，返回 (table_name, columns, values_list) + columns 是列名列表, values_list 是每行的值列表 + """ + # 去掉块注释 /* ... */ + sql_text = re.sub(r'/\*.*?\*/', '', sql_text, flags=re.DOTALL) + # 去掉行注释 -- + sql_text = re.sub(r'--.*', '', sql_text) + + results = [] + + # 匹配 INSERT INTO table (columns) VALUES (values), (values), ...; + pattern = re.compile( + r"INSERT\s+INTO\s+(\w+)\s*\(([^)]+)\)\s*VALUES\s*(.+?);", + re.DOTALL | re.IGNORECASE + ) + + for match in pattern.finditer(sql_text): + table_name = match.group(1).strip() + columns_str = match.group(2).strip() + values_str = match.group(3).strip() + + # 提取列名（去掉注释部分） + columns = [] + for col in columns_str.split(','): + col = col.strip() + # 去掉行内注释 + col = re.sub(r'\s*--.*', '', col).strip() + columns.append(col) + + # 解析 values - 处理多个用逗号分隔的 ( ... ) 元组 + values_list = [] + current_tuple = [] + depth = 0 + current_val = '' + in_string = False + string_char = None + + for ch in values_str: + if in_string: + if ch == string_char: + in_string = False + current_val += ch + continue + + if ch in ("'", '"'): + in_string = True + string_char = ch + current_val += ch + continue + + if ch == '(': + if depth > 0: + current_val += ch + depth += 1 + if depth == 1: + current_val = '' + continue + + if ch == ')': + depth -= 1 + if depth == 0: + current_tuple.append(current_val.strip()) + values_list.append(current_tuple) + current_tuple = [] + else: + current_val += ch + continue + + if ch == ',' and depth == 1: + current_tuple.append(current_val.strip()) + current_val = '' + continue + + if depth >= 1: + current_val += ch + + results.append((table_name, columns, values_list)) + + return results + + +def convert_value(val): + """将 MySQL 值字符串转为 Python 对象""" + val = val.strip() + if val.upper() == 'NULL' or val == '': + return None + if val.upper() == 'TRUE': + return 1 + if val.upper() == 'FALSE': + return 0 + # 字符串 + if (val.startswith("'") and val.endswith("'")) or \ + (val.startswith('"') and val.endswith('"')): + return val[1:-1] + # 数字 + try: + if '.' in val: + return float(val) + return int(val) + except ValueError: + return val + + +def import_sql_file(filepath): + """导入单个 SQL 文件""" + logger.info(f"Reading {filepath}...") + with open(filepath, 'r', encoding='utf-8') as f: + sql_text = f.read() + + parsed = parse_mysql_insert(sql_text) + total_rows = 0 + + with get_db_connection() as conn: + cursor = conn.cursor() + for table_name, columns, values_list in parsed: + if not values_list: + continue + + # 构建参数化 INSERT + placeholders = ','.join(['?'] * len(columns)) + col_names = ','.join(columns) + sql = f"INSERT OR IGNORE INTO {table_name} ({col_names}) VALUES ({placeholders})" + + row_count = 0 + for values in values_list: + if len(values) != len(columns): + logger.warning(f"Column mismatch in {table_name}: " + f"expected {len(columns)} values, got {len(values)}: {values}") + continue + converted = [convert_value(v) for v in values] + try: + cursor.execute(sql, converted) + if cursor.rowcount > 0: + row_count += 1 + except Exception as e: + logger.warning(f"Error inserting into {table_name}: {e}") + logger.warning(f" Values: {converted}") + + if row_count > 0: + logger.info(f" {table_name}: inserted {row_count} rows") + total_rows += row_count + + conn.commit() + + return total_rows + + +def run_manufacturer_update(): + """执行 manufacturer_id 更新（把 equipments.manufacturer 名称映射为 manufacturers.id）""" + with get_db_connection() as conn: + cursor = conn.cursor() + cursor.execute(""" + UPDATE equipments + SET manufacturer_id = ( + SELECT id FROM manufacturers WHERE name = equipments.manufacturer + ) + WHERE manufacturer_id IS NULL + AND manufacturer IS NOT NULL + AND EXISTS (SELECT 1 FROM manufacturers WHERE name = equipments.manufacturer) + """) + conn.commit() + updated = cursor.rowcount + if updated > 0: + logger.info(f"Updated manufacturer_id for {updated} equipment(s)") + else: + logger.info("No manufacturer_id updates needed") + + +def import_all(): + """导入所有 SQL 数据文件""" + base_dir = os.path.dirname(os.path.dirname(__file__)) + + # 清除现有数据库，重新开始 + if os.path.exists(DB_PATH): + os.remove(DB_PATH) + logger.info(f"Removed existing database: {DB_PATH}") + + files = [ + (os.path.join(base_dir, 'src', 'manufacturer_data.sql'), '生产商数据'), + (os.path.join(base_dir, 'src', 'rocket_artillery_data.sql'), '火箭炮数据'), + (os.path.join(base_dir, 'src', 'loitering_munition_data.sql'), '巡飞弹数据'), + ] + + total = 0 + for filepath, label in files: + if not os.path.exists(filepath): + logger.warning(f"File not found: {filepath}") + continue + logger.info(f"正在导入 {label}...") + rows = import_sql_file(filepath) + logger.info(f" {label}: 共导入 {rows} 行") + total += rows + + # 更新 manufacturer_id + run_manufacturer_update() + + # 统计结果 + with get_db_connection() as conn: + cursor = conn.cursor() + cursor.execute("SELECT COUNT(*) as cnt FROM equipments") + eq_count = cursor.fetchone()['cnt'] + cursor.execute("SELECT type, COUNT(*) as cnt FROM equipments GROUP BY type") + by_type = {r['type']: r['cnt'] for r in cursor.fetchall()} + cursor.execute("SELECT COUNT(*) as cnt FROM manufacturers") + mf_count = cursor.fetchone()['cnt'] + + logger.info("=" * 50) + logger.info(f"导入完成！") + logger.info(f" 装备总计: {eq_count}") + for t, c in by_type.items(): + logger.info(f" {t}: {c}") + logger.info(f" 生产商: {mf_count}") + logger.info("=" * 50) + + return eq_count + + +if __name__ == '__main__': + import_all() diff --git a/src/model_trainer.py b/src/model_trainer.py index aac18de..71385dd 100644 --- a/src/model_trainer.py +++ b/src/model_trainer.py @@ -1,7 +1,4 @@ import numpy as np -import torch -import torch.nn as nn -from torch.utils.data import DataLoader from sklearn.preprocessing import StandardScaler from sklearn.model_selection import train_test_split from sklearn.metrics import r2_score, mean_absolute_error, mean_squared_error @@ -11,40 +8,43 @@ from datetime import datetime import json from src.feature_analysis import FeatureAnalysis from src.database import get_db_connection -from src.data_preparation import DataPreparation, EquipmentDataset from .logger import setup_logger import math +# PyTorch 为可选依赖 +try: + import torch + import torch.nn as nn + from torch.utils.data import DataLoader + from src.data_preparation import EquipmentDataset + _HAS_TORCH = True +except ImportError: + torch = None + nn = None + DataLoader = None + EquipmentDataset = None + _HAS_TORCH = False + logger = setup_logger(__name__) -class CostPredictionModel(nn.Module): +# 条件基类：有 PyTorch 时继承 nn.Module，否则继承 object +_PYTORCH_BASE = nn.Module if _HAS_TORCH else object + +class CostPredictionModel(_PYTORCH_BASE): def __init__(self, input_size, equipment_type): + if not _HAS_TORCH: + raise ImportError("PyTorch is not installed. Install with: pip install torch") super().__init__() self.equipment_type = equipment_type - + if equipment_type == '火箭炮': - # 火箭炮使用更简单和稳定的网络结构 self.net = nn.Sequential( - # 第一层：特征映射 - nn.Linear(input_size, 32), - nn.ReLU(), - nn.BatchNorm1d(32), - - # 第二层：特征提取 - nn.Linear(32, 16), - nn.ReLU(), - nn.BatchNorm1d(16), - - # 第三层：特征整合 - nn.Linear(16, 8), - nn.ReLU(), - nn.BatchNorm1d(8), - - # 输出层 + nn.Linear(input_size, 32), nn.ReLU(), nn.BatchNorm1d(32), + nn.Linear(32, 16), nn.ReLU(), nn.BatchNorm1d(16), + nn.Linear(16, 8), nn.ReLU(), nn.BatchNorm1d(8), nn.Linear(8, 1) ) - - # 使用正交初始化 + def init_weights(m): if isinstance(m, nn.Linear): torch.nn.init.orthogonal_(m.weight, gain=0.5) @@ -52,68 +52,39 @@ class CostPredictionModel(nn.Module): elif isinstance(m, nn.BatchNorm1d): torch.nn.init.constant_(m.weight, 0.5) torch.nn.init.constant_(m.bias, 0.0) - + self.net.apply(init_weights) - - else: # 巡飞弹保持原有结构 - # 生产商特征网络 - 更简单的结构 + else: self.manufacturer_net = nn.Sequential( - nn.Linear(5, 4), - nn.ReLU(), - nn.BatchNorm1d(4), - nn.Dropout(0.2) + nn.Linear(5, 4), nn.ReLU(), nn.BatchNorm1d(4), nn.Dropout(0.2) ) - - # 巡飞弹特征网络 - 较深的结构 self.equipment_net = nn.Sequential( - nn.Linear(input_size - 5, 64), - nn.LeakyReLU(0.1), - nn.BatchNorm1d(64), - nn.Dropout(0.2), - nn.Linear(64, 32), - nn.LeakyReLU(0.1), - nn.BatchNorm1d(32), - nn.Dropout(0.2), - nn.Linear(32, 16), - nn.LeakyReLU(0.1), - nn.BatchNorm1d(16), - nn.Dropout(0.2) + nn.Linear(input_size - 5, 64), nn.LeakyReLU(0.1), nn.BatchNorm1d(64), nn.Dropout(0.2), + nn.Linear(64, 32), nn.LeakyReLU(0.1), nn.BatchNorm1d(32), nn.Dropout(0.2), + nn.Linear(32, 16), nn.LeakyReLU(0.1), nn.BatchNorm1d(16), nn.Dropout(0.2) ) - - # 合并网络 - 较复杂的结构 self.combined_net = nn.Sequential( - nn.Linear(20, 32), # 4 + 16 = 20 - nn.LeakyReLU(0.1), - nn.BatchNorm1d(32), - nn.Dropout(0.2), - nn.Linear(32, 16), - nn.LeakyReLU(0.1), - nn.BatchNorm1d(16), - nn.Dropout(0.2), - nn.Linear(16, 8), - nn.LeakyReLU(0.1), - nn.BatchNorm1d(8), + nn.Linear(20, 32), nn.LeakyReLU(0.1), nn.BatchNorm1d(32), nn.Dropout(0.2), + nn.Linear(32, 16), nn.LeakyReLU(0.1), nn.BatchNorm1d(16), nn.Dropout(0.2), + nn.Linear(16, 8), nn.LeakyReLU(0.1), nn.BatchNorm1d(8), nn.Linear(8, 1) ) - + def forward(self, x): if self.equipment_type == '火箭炮': return self.net(x) else: - # 分离特征 manufacturer_features = x[:, -5:] equipment_features = x[:, :-5] - - # 特征处理 manu_out = self.manufacturer_net(manufacturer_features) equip_out = self.equipment_net(equipment_features) - - # 特征融合 combined = torch.cat([equip_out, manu_out], dim=1) return self.combined_net(combined) class ModelTrainer: def __init__(self): + if not _HAS_TORCH: + raise ImportError("PyTorch is not installed. Install with: pip install torch") self.device = torch.device('cuda' if torch.cuda.is_available() else 'cpu') self.model = None self.feature_scaler = None @@ -307,7 +278,7 @@ class ModelTrainer: cursor.execute(""" UPDATE trained_models SET is_active = FALSE - WHERE equipment_type = %s AND model_type != %s + WHERE equipment_type = ? AND model_type != ? """, (equipment_type, 'pls')) # 保存新模型记录 @@ -316,7 +287,7 @@ class ModelTrainer: model_name, model_type, equipment_type, model_path, scaler_path, training_date, is_active, created_by, r2_score, mae, rmse - ) VALUES (%s, %s, %s, %s, %s, NOW(), TRUE, %s, %s, %s, %s) + ) VALUES (?, ?, ?, ?, ?, datetime('now','localtime'), TRUE, ?, ?, ?, ?) """, ( f"{equipment_type}_{timestamp}", 'pytorch', @@ -343,10 +314,10 @@ class ModelTrainer: try: # 从数据库获取最新的激活模型 with get_db_connection() as conn: - cursor = conn.cursor(dictionary=True) + cursor = conn.cursor() cursor.execute(""" SELECT * FROM trained_models - WHERE equipment_type = %s AND model_type = %s AND is_active = TRUE + WHERE equipment_type = ? AND model_type = ? AND is_active = TRUE ORDER BY training_date DESC LIMIT 1 """, (equipment_type, model_type)) model_record = cursor.fetchone() @@ -707,13 +678,13 @@ class ModelTrainer: cursor.execute(""" UPDATE trained_models SET is_active = FALSE - WHERE equipment_type = %s AND model_type != %s + WHERE equipment_type = ? AND model_type != ? """, (equipment_type, 'pls')) else: cursor.execute(""" UPDATE trained_models SET is_active = FALSE - WHERE equipment_type = %s AND model_type = %s + WHERE equipment_type = ? AND model_type = ? """, (equipment_type, 'pls')) # 保存新模型记录 @@ -722,7 +693,7 @@ class ModelTrainer: model_name, model_type, equipment_type, model_path, scaler_path, training_date, is_active, created_by, r2_score, mae, rmse - ) VALUES (%s, %s, %s, %s, %s, NOW(), TRUE, %s, %s, %s, %s) + ) VALUES (?, ?, ?, ?, ?, datetime('now','localtime'), TRUE, ?, ?, ?, ?) """, ( f"{equipment_type}_{model_type}_{timestamp}", model_type, diff --git a/src/routes.py b/src/routes.py index 3382743..0fd6a1d 100644 --- a/src/routes.py +++ b/src/routes.py @@ -4,16 +4,23 @@ from .feature_analysis import FeatureAnalysis import pandas as pd from datetime import datetime import numpy as np -import mysql.connector + from sklearn.metrics import mean_absolute_error from .create_template import create_excel_template import json import os from .data_preparation import DataPreparation from .model_trainer import ModelTrainer +from .database import get_db_connection from .demo_service import DemoModelService from .logger import setup_logger -import torch + +# PyTorch 为可选导入 +try: + import torch + _HAS_TORCH = True +except ImportError: + _HAS_TORCH = False # 创建蓝图 api_bp = Blueprint('api', __name__) @@ -71,7 +78,7 @@ def demo_algorithms(): @api_bp.route('/demo/dataset', methods=['GET']) def demo_dataset(): - """Return the local demo dataset summary without using MySQL.""" + """Return the local demo dataset summary without using a database.""" try: service = DemoModelService() return jsonify(service.get_dataset_summary()) @@ -101,11 +108,11 @@ def predict(): # 获取最新的激活模型（非PLS模型） with get_db_connection() as conn: - cursor = conn.cursor(dictionary=True) + cursor = conn.cursor() cursor.execute(""" SELECT * FROM trained_models - WHERE equipment_type = %s - AND model_type != 'pls' # 明确排除PLS模型 + WHERE equipment_type = ? + AND model_type != 'pls' AND is_active = TRUE ORDER BY training_date DESC LIMIT 1 """, (equipment_type,)) @@ -147,14 +154,14 @@ def analyze_features(): return jsonify({'error': '请选择数据集'}), 400 with get_db_connection() as conn: - cursor = conn.cursor(dictionary=True) + cursor = conn.cursor() # 首先获取数据集的装备类型 cursor.execute(""" SELECT DISTINCT e.type FROM equipments e JOIN dataset_equipments de ON e.id = de.equipment_id - WHERE de.dataset_id = %s + WHERE de.dataset_id = ? LIMIT 1 """, (dataset_id,)) @@ -181,7 +188,7 @@ def analyze_features(): LEFT JOIN common_params cp ON e.id = cp.equipment_id LEFT JOIN rocket_artillery_params rap ON e.id = rap.equipment_id LEFT JOIN cost_data cd ON e.id = cd.equipment_id - WHERE de.dataset_id = %s + WHERE de.dataset_id = ? AND cd.actual_cost IS NOT NULL """, (dataset_id,)) else: @@ -205,7 +212,7 @@ def analyze_features(): LEFT JOIN common_params cp ON e.id = cp.equipment_id LEFT JOIN loitering_munition_params lmp ON e.id = lmp.equipment_id LEFT JOIN cost_data cd ON e.id = cd.equipment_id - WHERE de.dataset_id = %s + WHERE de.dataset_id = ? AND cd.actual_cost IS NOT NULL """, (dataset_id,)) @@ -247,27 +254,27 @@ def analyze_features(): # 添加装备特有的分析数据 if equipment_data[0]['type'] == '火箭炮': rocket_data = { - 'fire_density': [float(item.get('fire_density', 0)) for item in equipment_data], - 'range_ratio': [float(item.get('range_ratio', 0)) for item in equipment_data], - 'mobility_score': [float(item.get('mobility_score', 0)) for item in equipment_data], - 'combat_readiness_score': [float(item.get('combat_readiness_score', 0)) for item in equipment_data], - 'deployment_score': [float(item.get('deployment_score', 0)) for item in equipment_data], - 'terrain_adaptability_score': [float(item.get('terrain_adaptability_score', 0)) for item in equipment_data] + 'fire_density': [float(item['fire_density']) if item['fire_density'] is not None else 0 for item in equipment_data], + 'range_ratio': [float(item['range_ratio']) if item['range_ratio'] is not None else 0 for item in equipment_data], + 'mobility_score': [float(item['mobility_score']) if item['mobility_score'] is not None else 0 for item in equipment_data], + 'combat_readiness_score': [float(item['combat_readiness_score']) if item['combat_readiness_score'] is not None else 0 for item in equipment_data], + 'deployment_score': [float(item['deployment_score']) if item['deployment_score'] is not None else 0 for item in equipment_data], + 'terrain_adaptability_score': [float(item['terrain_adaptability_score']) if item['terrain_adaptability_score'] is not None else 0 for item in equipment_data] } analysis_result.update(rocket_data) else: missile_data = { - 'length_width_ratio': [float(item.get('length_width_ratio', 0)) for item in equipment_data], - 'weight_range_ratio': [float(item.get('weight_range_ratio', 0)) for item in equipment_data], - 'speed_weight_ratio': [float(item.get('speed_weight_ratio', 0)) for item in equipment_data], - 'guidance_system_score': [float(item.get('guidance_system_score', 0)) for item in equipment_data], - 'warhead_power_score': [float(item.get('warhead_power_score', 0)) for item in equipment_data], - 'guidance_accuracy_m': [float(item.get('guidance_accuracy_m', 0)) for item in equipment_data], - 'datalink_range_km': [float(item.get('datalink_range_km', 0)) for item in equipment_data], - 'max_altitude_m': [float(item.get('max_altitude_m', 0)) for item in equipment_data], - 'min_altitude_m': [float(item.get('min_altitude_m', 0)) for item in equipment_data], - 'engine_power_kw': [float(item.get('engine_power_kw', 0)) for item in equipment_data], - 'engine_thrust_n': [float(item.get('engine_thrust_n', 0)) for item in equipment_data] + 'length_width_ratio': [float(item['length_width_ratio']) if item['length_width_ratio'] is not None else 0 for item in equipment_data], + 'weight_range_ratio': [float(item['weight_range_ratio']) if item['weight_range_ratio'] is not None else 0 for item in equipment_data], + 'speed_weight_ratio': [float(item['speed_weight_ratio']) if item['speed_weight_ratio'] is not None else 0 for item in equipment_data], + 'guidance_system_score': [float(item['guidance_system_score']) if item['guidance_system_score'] is not None else 0 for item in equipment_data], + 'warhead_power_score': [float(item['warhead_power_score']) if item['warhead_power_score'] is not None else 0 for item in equipment_data], + 'guidance_accuracy_m': [float(item['guidance_accuracy_m']) if item['guidance_accuracy_m'] is not None else 0 for item in equipment_data], + 'datalink_range_km': [float(item['datalink_range_km']) if item['datalink_range_km'] is not None else 0 for item in equipment_data], + 'max_altitude_m': [float(item['max_altitude_m']) if item['max_altitude_m'] is not None else 0 for item in equipment_data], + 'min_altitude_m': [float(item['min_altitude_m']) if item['min_altitude_m'] is not None else 0 for item in equipment_data], + 'engine_power_kw': [float(item['engine_power_kw']) if item['engine_power_kw'] is not None else 0 for item in equipment_data], + 'engine_thrust_n': [float(item['engine_thrust_n']) if item['engine_thrust_n'] is not None else 0 for item in equipment_data] } analysis_result.update(missile_data) @@ -295,7 +302,7 @@ def train_model(): # 获取训练数据 with get_db_connection() as conn: - cursor = conn.cursor(dictionary=True) + cursor = conn.cursor() # 获取训练集数据（包含生产商信息） if equipment_type == '火箭炮': @@ -309,7 +316,7 @@ def train_model(): LEFT JOIN rocket_artillery_params rap ON e.id = rap.equipment_id LEFT JOIN cost_data cd ON e.id = cd.equipment_id LEFT JOIN manufacturers m ON e.manufacturer_id = m.id - WHERE de.dataset_id = %s + WHERE de.dataset_id = ? AND cd.actual_cost IS NOT NULL """, (train_dataset_id,)) else: @@ -323,7 +330,7 @@ def train_model(): LEFT JOIN loitering_munition_params lmp ON e.id = lmp.equipment_id LEFT JOIN cost_data cd ON e.id = cd.equipment_id LEFT JOIN manufacturers m ON e.manufacturer_id = m.id - WHERE de.dataset_id = %s + WHERE de.dataset_id = ? AND cd.actual_cost IS NOT NULL """, (train_dataset_id,)) @@ -342,7 +349,7 @@ def train_model(): LEFT JOIN rocket_artillery_params rap ON e.id = rap.equipment_id LEFT JOIN cost_data cd ON e.id = cd.equipment_id LEFT JOIN manufacturers m ON e.manufacturer_id = m.id - WHERE de.dataset_id = %s + WHERE de.dataset_id = ? AND cd.actual_cost IS NOT NULL """, (validation_dataset_id,)) else: @@ -356,7 +363,7 @@ def train_model(): LEFT JOIN loitering_munition_params lmp ON e.id = lmp.equipment_id LEFT JOIN cost_data cd ON e.id = cd.equipment_id LEFT JOIN manufacturers m ON e.manufacturer_id = m.id - WHERE de.dataset_id = %s + WHERE de.dataset_id = ? AND cd.actual_cost IS NOT NULL """, (validation_dataset_id,)) validation_data = cursor.fetchall() @@ -476,52 +483,48 @@ def get_equipment_data(): """获取装备数据列表""" try: with get_db_connection() as conn: - cursor = conn.cursor(dictionary=True) + cursor = conn.cursor() # 获取所有装备数据(使用equipment_id替代id) cursor.execute(""" SELECT e.id as equipment_id, e.name, e.type, e.manufacturer, cp.length_m, cp.width_m, cp.height_m, cp.weight_kg, cd.actual_cost, cd.predicted_cost, - CASE + CASE WHEN e.type = '火箭炮' THEN ( - SELECT CONCAT( - firing_angle_horizontal, ',', - firing_angle_vertical, ',', - rocket_length_m, ',', - rocket_diameter_mm, ',', - rocket_weight_kg, ',', - rate_of_fire, ',', - combat_weight_kg, ',', - speed_kmh, ',', - min_range_km, ',', - max_range_km, ',', - mobility_type, ',', - structure_layout, ',', - engine_model, ',', - engine_params, ',', - power_hp, ',', - travel_range_km - ) + SELECT firing_angle_horizontal || ',' || + firing_angle_vertical || ',' || + rocket_length_m || ',' || + rocket_diameter_mm || ',' || + rocket_weight_kg || ',' || + rate_of_fire || ',' || + combat_weight_kg || ',' || + speed_kmh || ',' || + min_range_km || ',' || + max_range_km || ',' || + mobility_type || ',' || + structure_layout || ',' || + engine_model || ',' || + engine_params || ',' || + power_hp || ',' || + travel_range_km FROM rocket_artillery_params WHERE equipment_id = e.id ) WHEN e.type = '巡飞弹' THEN ( - SELECT CONCAT( - wingspan_m, ',', - warhead_weight_kg, ',', - max_speed_ms, ',', - cruise_speed_kmh, ',', - endurance_min, ',', - max_range_km, ',', - max_payload_kg, ',', - ceiling_altitude_m, ',', - combat_radius_km, ',', - warhead_type, ',', - launch_mode, ',', - power_system, ',', - guidance_system - ) + SELECT wingspan_m || ',' || + warhead_weight_kg || ',' || + max_speed_ms || ',' || + cruise_speed_kmh || ',' || + endurance_min || ',' || + max_range_km || ',' || + max_payload_kg || ',' || + ceiling_altitude_m || ',' || + combat_radius_km || ',' || + warhead_type || ',' || + launch_mode || ',' || + power_system || ',' || + guidance_system FROM loitering_munition_params WHERE equipment_id = e.id ) @@ -548,19 +551,17 @@ def delete_equipment(id): 删除装备数据 """ try: - db = get_db_connection() - cursor = db.cursor() - - # 删除相关数据 - cursor.execute("DELETE FROM cost_data WHERE equipment_id = %s", (id,)) - cursor.execute("DELETE FROM rocket_artillery_params WHERE equipment_id = %s", (id,)) - cursor.execute("DELETE FROM loitering_munition_params WHERE equipment_id = %s", (id,)) - cursor.execute("DELETE FROM common_params WHERE equipment_id = %s", (id,)) - cursor.execute("DELETE FROM equipments WHERE id = %s", (id,)) - - db.commit() - cursor.close() - db.close() + with get_db_connection() as conn: + cursor = conn.cursor() + + # 删除相关数据 + cursor.execute("DELETE FROM cost_data WHERE equipment_id = ?", (id,)) + cursor.execute("DELETE FROM rocket_artillery_params WHERE equipment_id = ?", (id,)) + cursor.execute("DELETE FROM loitering_munition_params WHERE equipment_id = ?", (id,)) + cursor.execute("DELETE FROM common_params WHERE equipment_id = ?", (id,)) + cursor.execute("DELETE FROM equipments WHERE id = ?", (id,)) + + conn.commit() return jsonify({'status': 'success'}) @@ -594,16 +595,6 @@ def download_template(): logger.error(f"Error creating template: {str(e)}") return jsonify({'error': str(e)}), 500 -def get_db_connection(): - """ - 获取数据库连接 - """ - return mysql.connector.connect( - host="localhost", - user="root", - password="123456", - database="equipment_cost_db" - ) @api_bp.route('/pls/predict', methods=['POST']) def pls_predict(): @@ -614,11 +605,11 @@ def pls_predict(): # 获取最新的PLS模型 with get_db_connection() as conn: - cursor = conn.cursor(dictionary=True) + cursor = conn.cursor() cursor.execute(""" SELECT * FROM trained_models - WHERE equipment_type = %s - AND model_type = 'pls' # 只选择PLS模型 + WHERE equipment_type = ? + AND model_type = 'pls' AND is_active = TRUE ORDER BY training_date DESC LIMIT 1 """, (equipment_type,)) @@ -696,38 +687,38 @@ def update_equipment(id): # 更新装备基本信息 cursor.execute(""" UPDATE equipments - SET name = %s, manufacturer = %s - WHERE id = %s + SET name = ?, manufacturer = ? + WHERE id = ? """, (data['name'], data['manufacturer'], equipment_id)) # 更新通用参数 cursor.execute(""" UPDATE common_params - SET length_m = %s, width_m = %s, height_m = %s, weight_kg = %s - WHERE equipment_id = %s + SET length_m = ?, width_m = ?, height_m = ?, weight_kg = ? + WHERE equipment_id = ? """, (data['length_m'], data['width_m'], data['height_m'], data['weight_kg'], equipment_id)) # 根据装备类型更新特有参数 if data['type'] == '火箭炮': cursor.execute(""" UPDATE rocket_artillery_params - SET firing_angle_horizontal = %s, - firing_angle_vertical = %s, - rocket_length_m = %s, - rocket_diameter_mm = %s, - rocket_weight_kg = %s, - rate_of_fire = %s, - combat_weight_kg = %s, - speed_kmh = %s, - min_range_km = %s, - max_range_km = %s, - mobility_type = %s, - structure_layout = %s, - engine_model = %s, - engine_params = %s, - power_hp = %s, - travel_range_km = %s - WHERE equipment_id = %s + SET firing_angle_horizontal = ?, + firing_angle_vertical = ?, + rocket_length_m = ?, + rocket_diameter_mm = ?, + rocket_weight_kg = ?, + rate_of_fire = ?, + combat_weight_kg = ?, + speed_kmh = ?, + min_range_km = ?, + max_range_km = ?, + mobility_type = ?, + structure_layout = ?, + engine_model = ?, + engine_params = ?, + power_hp = ?, + travel_range_km = ? + WHERE equipment_id = ? """, ( data['firing_angle_horizontal'], data['firing_angle_vertical'], @@ -750,17 +741,17 @@ def update_equipment(id): else: cursor.execute(""" UPDATE loitering_munition_params - SET wingspan_m = %s, - warhead_weight_kg = %s, - max_speed_ms = %s, - cruise_speed_kmh = %s, - endurance_min = %s, - max_range_km = %s, - warhead_type = %s, - launch_mode = %s, - power_system = %s, - guidance_system = %s - WHERE equipment_id = %s + SET wingspan_m = ?, + warhead_weight_kg = ?, + max_speed_ms = ?, + cruise_speed_kmh = ?, + endurance_min = ?, + max_range_km = ?, + warhead_type = ?, + launch_mode = ?, + power_system = ?, + guidance_system = ? + WHERE equipment_id = ? """, ( data['wingspan_m'], data['warhead_weight_kg'], @@ -779,8 +770,8 @@ def update_equipment(id): if 'actual_cost' in data: cursor.execute(""" UPDATE cost_data - SET actual_cost = %s - WHERE equipment_id = %s + SET actual_cost = ? + WHERE equipment_id = ? """, (data['actual_cost'], equipment_id)) conn.commit() @@ -798,7 +789,7 @@ def get_equipment_details(id): logger.info(f"Getting details for equipment ID: {id}") with get_db_connection() as conn: - cursor = conn.cursor(dictionary=True) + cursor = conn.cursor() # 获取装备基本信息类型 cursor.execute(""" @@ -806,7 +797,7 @@ def get_equipment_details(id): FROM equipments e LEFT JOIN common_params cp ON e.id = cp.equipment_id LEFT JOIN cost_data cd ON e.id = cd.equipment_id - WHERE e.id = %s + WHERE e.id = ? """, (id,)) result = cursor.fetchone() @@ -822,14 +813,14 @@ def get_equipment_details(id): cursor.execute(""" SELECT * FROM rocket_artillery_params - WHERE equipment_id = %s + WHERE equipment_id = ? """, (id,)) custom_params = cursor.fetchone() else: cursor.execute(""" SELECT * FROM loitering_munition_params - WHERE equipment_id = %s + WHERE equipment_id = ? """, (id,)) custom_params = cursor.fetchone() @@ -853,7 +844,7 @@ def get_datasets(): """ try: with get_db_connection() as conn: - cursor = conn.cursor(dictionary=True) + cursor = conn.cursor() cursor.execute(""" SELECT d.*, COUNT(de.equipment_id) as equipment_count, @@ -872,12 +863,7 @@ def get_datasets(): else: dataset['equipment_names'] = [] - # 格式化时间和数值字段 - for dataset in datasets: - if dataset['created_at']: - dataset['created_at'] = dataset['created_at'].strftime('%Y-%m-%d %H:%M:%S') - if dataset['updated_at']: - dataset['updated_at'] = dataset['updated_at'].strftime('%Y-%m-%d %H:%M:%S') + # SQLite 已存储日期为文本格式，无需转换 return jsonify(datasets) except Exception as e: @@ -891,14 +877,14 @@ def get_dataset(id): """ try: with get_db_connection() as conn: - cursor = conn.cursor(dictionary=True) + cursor = conn.cursor() # 获取数据集基本信息 cursor.execute(""" SELECT d.*, COUNT(de.equipment_id) as equipment_count FROM datasets d LEFT JOIN dataset_equipments de ON d.id = de.dataset_id - WHERE d.id = %s + WHERE d.id = ? GROUP BY d.id """, (id,)) dataset = cursor.fetchone() @@ -913,7 +899,7 @@ def get_dataset(id): FROM equipments e JOIN dataset_equipments de ON e.id = de.equipment_id LEFT JOIN cost_data cd ON e.id = cd.equipment_id - WHERE de.dataset_id = %s + WHERE de.dataset_id = ? """, (id,)) equipment = cursor.fetchall() @@ -952,14 +938,14 @@ def create_dataset(): # 1. 验证装备ID是否存在 if 'equipment_ids' in data and data['equipment_ids']: - # 直接从 equipment 表查询，不需要 JOIN - equipment_ids_str = ','.join(map(str, data['equipment_ids'])) + ids = data['equipment_ids'] + placeholders = ','.join(['?'] * len(ids)) cursor.execute(f""" SELECT DISTINCT id FROM equipments - WHERE id IN ({equipment_ids_str}) AND type = %s - """, (data['equipment_type'],)) + WHERE id IN ({placeholders}) AND type = ? + """, (*ids, data['equipment_type'])) - valid_ids = [row[0] for row in cursor.fetchall()] + valid_ids = [row['id'] for row in cursor.fetchall()] logger.info(f"Valid equipment IDs: {valid_ids}") # 如果有无效的ID，返回错误 @@ -971,7 +957,7 @@ def create_dataset(): # 2. 创建数据集 cursor.execute(""" INSERT INTO datasets (name, description, equipment_type, purpose) - VALUES (%s, %s, %s, %s) + VALUES (?, ?, ?, ?) """, (data['name'], data['description'], data['equipment_type'], data['purpose'])) dataset_id = cursor.lastrowid @@ -982,7 +968,7 @@ def create_dataset(): values = [(dataset_id, equipment_id) for equipment_id in valid_ids] cursor.executemany(""" INSERT INTO dataset_equipments (dataset_id, equipment_id) - VALUES (%s, %s) + VALUES (?, ?) """, values) logger.info(f"Added {len(values)} equipment associations") @@ -1004,14 +990,15 @@ def update_dataset(id): cursor = conn.cursor() # 1. 验证装备ID是否存在 - if 'equipment_ids' in data: - equipment_ids_str = ','.join(map(str, data['equipment_ids'])) + if 'equipment_ids' in data and data['equipment_ids']: + ids = data['equipment_ids'] + placeholders = ','.join(['?'] * len(ids)) cursor.execute(f""" SELECT id FROM equipments - WHERE id IN ({equipment_ids_str}) AND type = %s - """, (data['equipment_type'],)) + WHERE id IN ({placeholders}) AND type = ? + """, (*ids, data['equipment_type'])) - valid_ids = [row[0] for row in cursor.fetchall()] + valid_ids = [row['id'] for row in cursor.fetchall()] logger.info(f"Valid equipment IDs: {valid_ids}") # 如果有无效的ID，返回错误 @@ -1023,21 +1010,21 @@ def update_dataset(id): # 2. 更新数据集基本信息 cursor.execute(""" UPDATE datasets - SET name = %s, description = %s, equipment_type = %s, purpose = %s - WHERE id = %s + SET name = ?, description = ?, equipment_type = ?, purpose = ? + WHERE id = ? """, (data['name'], data['description'], data['equipment_type'], data['purpose'], id)) # 3. 更新装备关联 if 'equipment_ids' in data: # 先删除旧的关联 - cursor.execute("DELETE FROM dataset_equipments WHERE dataset_id = %s", (id,)) + cursor.execute("DELETE FROM dataset_equipments WHERE dataset_id = ?", (id,)) # 添加新的关联 if valid_ids: # 确保有有效的ID才执行插入 values = [(id, equipment_id) for equipment_id in valid_ids] cursor.executemany(""" INSERT INTO dataset_equipments (dataset_id, equipment_id) - VALUES (%s, %s) + VALUES (?, ?) """, values) logger.info(f"Updated {len(values)} equipment associations") @@ -1058,10 +1045,10 @@ def delete_dataset(id): cursor = conn.cursor() # 删除装备关联 - cursor.execute("DELETE FROM dataset_equipments WHERE dataset_id = %s", (id,)) + cursor.execute("DELETE FROM dataset_equipments WHERE dataset_id = ?", (id,)) # 删除数据集 - cursor.execute("DELETE FROM datasets WHERE id = %s", (id,)) + cursor.execute("DELETE FROM datasets WHERE id = ?", (id,)) conn.commit() return jsonify({'success': True}) @@ -1076,10 +1063,10 @@ def get_latest_model(equipment_type): """ try: with get_db_connection() as conn: - cursor = conn.cursor(dictionary=True) + cursor = conn.cursor() cursor.execute(""" SELECT * FROM trained_models - WHERE equipment_type = %s AND is_active = TRUE + WHERE equipment_type = ? AND is_active = TRUE ORDER BY training_date DESC LIMIT 1 """, (equipment_type,)) @@ -1095,7 +1082,7 @@ def get_models(): """获取模型列表""" try: with get_db_connection() as conn: - cursor = conn.cursor(dictionary=True) + cursor = conn.cursor() cursor.execute(""" SELECT * FROM trained_models ORDER BY training_date DESC @@ -1105,9 +1092,7 @@ def get_models(): # 格式化时间和数值字段 for model in models: - # 将数据库中的datetime转换为ISO格式字符串 - if model['training_date']: - model['training_date'] = model['training_date'].strftime('%Y-%m-%d %H:%M:%S') + # SQLite 已存储日期为文本格式，无需转换 if model['r2_score'] is not None: model['r2_score'] = float(model['r2_score']) if model['mae'] is not None: @@ -1130,12 +1115,12 @@ def activate_model(id): """激活指定的模型""" try: with get_db_connection() as conn: - cursor = conn.cursor(dictionary=True) # 使用字典游标 + cursor = conn.cursor() # 使用字典游标 # 获取模型信息 cursor.execute(""" SELECT equipment_type, model_type FROM trained_models - WHERE id = %s + WHERE id = ? """, (id,)) model = cursor.fetchone() @@ -1146,14 +1131,14 @@ def activate_model(id): cursor.execute(""" UPDATE trained_models SET is_active = FALSE - WHERE equipment_type = %s AND model_type = %s + WHERE equipment_type = ? AND model_type = ? """, (model['equipment_type'], model['model_type'])) # 激活指定模型 cursor.execute(""" UPDATE trained_models SET is_active = TRUE - WHERE id = %s + WHERE id = ? """, (id,)) conn.commit() @@ -1176,21 +1161,21 @@ def delete_model(id): cursor.execute(""" SELECT model_path, scaler_path FROM trained_models - WHERE id = %s + WHERE id = ? """, (id,)) model = cursor.fetchone() if not model: return jsonify({'error': 'Model not found'}), 404 - # 删除模型件 - if os.path.exists(model[0]): - os.remove(model[0]) - if os.path.exists(model[1]): - os.remove(model[1]) + # 删除模型文件 + if os.path.exists(model['model_path']): + os.remove(model['model_path']) + if os.path.exists(model['scaler_path']): + os.remove(model['scaler_path']) # 删除数据库记录 - cursor.execute("DELETE FROM trained_models WHERE id = %s", (id,)) + cursor.execute("DELETE FROM trained_models WHERE id = ?", (id,)) conn.commit() return jsonify({'success': True}) @@ -1231,7 +1216,7 @@ def analyze_manufacturers(): return jsonify({'error': '请选择数据集'}), 400 with get_db_connection() as conn: - cursor = conn.cursor(dictionary=True) + cursor = conn.cursor() # 获取数据集中的装备和生产商数据 cursor.execute(""" @@ -1239,13 +1224,22 @@ def analyze_manufacturers(): FROM manufacturers m JOIN equipments e ON e.manufacturer_id = m.id JOIN dataset_equipments de ON e.id = de.equipment_id - WHERE de.dataset_id = %s + WHERE de.dataset_id = ? """, (dataset_id,)) manufacturers = cursor.fetchall() if not manufacturers: - return jsonify({'error': '数据集中没有生产商数据'}), 404 + logger.info("No manufacturer data in dataset, returning empty result") + return jsonify({ + 'manufacturer_names': [], + 'manufacturer_tech_levels': [], + 'manufacturer_scale_levels': [], + 'manufacturer_supply_chain_levels': [], + 'manufacturer_composite_scores': [], + 'region_distribution': [], + 'manufacturer_scores': [] + }) # 准备分析数据 manufacturer_names = [] diff --git a/src/start.bat b/src/start.bat index 6443a68..16074ac 100644 --- a/src/start.bat +++ b/src/start.bat @@ -1,9 +1,5 @@ @echo off set FLASK_DEBUG=false -set MYSQL_HOST=localhost -set MYSQL_USER=root -set MYSQL_PASSWORD=123456 -set MYSQL_DB=equipment_cost_db echo Starting Cost Prediction System... start /B run.exe start http://localhost:5001 \ No newline at end of file