- 首先创建项目结构:
fashion_store/
├── backend/
│ ├── app/
│ │ ├── __init__.py
│ │ ├── models/
│ │ ├── routes/
│ │ ├── services/
│ │ └── utils/
│ ├── config.py
│ ├── requirements.txt
│ └── run.py
└── frontend/
├── android/
├── ios/
├── lib/
│ ├── main.dart
│ ├── screens/
│ ├── widgets/
│ └── services/
└── pubspec.yaml
- 后端核心代码:
# backend/requirements.txt
flask==2.0.1
flask-sqlalchemy==2.5.1
flask-cors==3.0.10
opencv-python==4.5.3.56
numpy==1.21.2
pillow==8.3.2
# backend/config.py
class Config:
SQLALCHEMY_DATABASE_URI = 'sqlite:///fashion_store.db'
SQLALCHEMY_TRACK_MODIFICATIONS = False
SECRET_KEY = 'your-secret-key'
UPLOAD_FOLDER = 'uploads'
# backend/app/__init__.py
from flask import Flask
from flask_sqlalchemy import SQLAlchemy
from flask_cors import CORS
from config import Config
db = SQLAlchemy()
def create_app():
app = Flask(__name__)
app.config.from_object(Config)
CORS(app)
db.init_app(app)
from app.routes import main_bp
app.register_blueprint(main_bp)
return app
# backend/app/models/user.py
from app import db
class User(db.Model):
id = db.Column(db.Integer, primary_key=True)
username = db.Column(db.String(80), unique=True, nullable=False)
email = db.Column(db.String(120), unique=True, nullable=False)
password_hash = db.Column(db.String(128))
preferences = db.Column(db.JSON)
class Product(db.Model):
id = db.Column(db.Integer, primary_key=True)
name = db.Column(db.String(100), nullable=False)
description = db.Column(db.Text)
price = db.Column(db.Float, nullable=False)
image_url = db.Column(db.String(200))
category = db.Column(db.String(50))
ar_model_url = db.Column(db.String(200))
# backend/app/services/recommendation.py
import numpy as np
class RecommendationService:
def __init__(self):
self.model = None # 这里可以加载预训练的推荐模型
def get_recommendations(self, user_id):
# 示例推荐逻辑
from app.models import Product
products = Product.query.all()
return np.random.choice(products, 5, replace=False)
# backend/app/services/virtual_fitting.py
import cv2
import numpy as np
class VirtualFittingService:
def process_image(self, user_image, product_image):
# 简化版虚拟试衣逻辑
user_img = cv2.imread(user_image)
product_img = cv2.imread(product_image)
# 这里应该有更复杂的AR处理逻辑
result = cv2.addWeighted(user_img, 0.7, product_img, 0.3, 0)
return result
- 前端核心代码:
# frontend/pubspec.yaml
name: fashion_store
description: A fashion store app with AR fitting room
dependencies:
flutter:
sdk: flutter
http: ^0.13.3
camera: ^0.9.4
ar_flutter_plugin: ^0.6.2
provider: ^6.0.1
// frontend/lib/main.dart
import 'package:flutter/material.dart';
import 'package:fashion_store/screens/home_screen.dart';
void main() {
runApp(FashionStore());
}
class FashionStore extends StatelessWidget {
Widget build(BuildContext context) {
return MaterialApp(
title: '时尚购物',
theme: ThemeData(
primarySwatch: Colors.pink,
visualDensity: VisualDensity.adaptivePlatformDensity,
),
home: HomeScreen(),
);
}
}
// frontend/lib/screens/home_screen.dart
import 'package:flutter/material.dart';
import '../widgets/product_grid.dart';
import '../widgets/recommendation_section.dart';
class HomeScreen extends StatefulWidget {
_HomeScreenState createState() => _HomeScreenState();
}
class _HomeScreenState extends State<HomeScreen> {
int _selectedIndex = 0;
Widget build(BuildContext context) {
return Scaffold(
appBar: AppBar(
title: Text('时尚购物'),
actions: [
IconButton(
icon: Icon(Icons.shopping_cart),
onPressed: () {
// 打开购物车
},
),
],
),
body: IndexedStack(
index: _selectedIndex,
children: [
HomeTab(),
CategoryTab(),
VirtualFittingTab(),
ProfileTab(),
],
),
bottomNavigationBar: BottomNavigationBar(
items: [
BottomNavigationBarItem(icon: Icon(Icons.home), label: '首页'),
BottomNavigationBarItem(icon: Icon(Icons.category), label: '分类'),
BottomNavigationBarItem(icon: Icon(Icons.camera), label: '试衣间'),
BottomNavigationBarItem(icon: Icon(Icons.person), label: '我的'),
],
currentIndex: _selectedIndex,
onTap: (index) => setState(() => _selectedIndex = index),
),
);
}
}
- 将代码导出为APP的步骤:
- 后端部署:
# 在服务器上
cd backend
pip install -r requirements.txt
python run.py
- 前端打包Android APK:
cd frontend
flutter build apk --release
- 前端打包iOS IPA:
cd frontend
flutter build ios --release
要生成完整可用的APP,还需要:
- 配置服务器环境
# 安装必要的系统依赖
sudo apt-get update
sudo apt-get install python3-pip python3-dev nginx
- 设置nginx配置:
server {
listen 80;
server_name your_domain.com;
location / {
proxy_pass http://127.0.0.1:5000;
proxy_set_header Host $host;
proxy_set_header X-Real-IP $remote_addr;
}
}
- 使用gunicorn运行Flask应用:
pip install gunicorn
gunicorn -w 4 -b 127.0.0.1:5000 run:app
本案例还需要注意补充以下功能模块和注意事项:
- 需要配置真实的数据库连接
- 需要实现完整的用户认证系统
- 需要添加适当的错误处理
- 需要实现数据缓存机制
- 需要添加日志系统
- 需要实现完整的支付系统
- 需要添加商品管理后台
- 需要实现图片上传和存储功能