以下是用Python开发粮食收购平台的简洁实现方案,采用分层架构设计并遵循高可维护性原则:
- 技术选型
- Web框架:Django (自带ORM/Admin/安全防护)
- 数据库:PostgreSQL (支持JSON字段和地理查询)
- 异步任务:Celery + Redis
- 前端:Vue.js 3 (前后端分离)
- 核心模块设计
# models.py
class Farmer(models.Model):
user = models.OneToOneField(User, on_delete=models.CASCADE)
location = models.PointField()
rating = models.FloatField(default=5.0)
class GrainType(models.Model):
name = models.CharField(max_length=50) # 小麦/玉米/水稻等
quality_standard = models.JSONField()
class PurchaseOrder(models.Model):
STATUS_CHOICES = [('pending', '待验收'), ('completed', '已完成'), ('canceled', '已取消')]
farmer = models.ForeignKey(Farmer, on_delete=models.CASCADE)
grain_type = models.ForeignKey(GrainType, on_delete=models.PROTECT)
quantity = models.DecimalField(max_digits=10, decimal_places=2) # 吨
price = models.DecimalField(max_digits=10, decimal_places=2)
status = models.CharField(max_length=20, choices=STATUS_CHOICES)
quality_check = models.JSONField(null=True)
- 业务逻辑层示例
# services/purchase.py
class PurchaseService:
@transaction.atomic
def create_order(self, farmer_id, grain_data):
farmer = Farmer.objects.get(id=farmer_id)
grain_type = GrainType.objects.get(id=grain_data['type_id'])
order = PurchaseOrder.objects.create(
farmer=farmer,
grain_type=grain_type,
quantity=grain_data['quantity'],
price=self._calculate_price(grain_type, farmer.rating),
status='pending'
)
self._send_quality_check_task.delay(order.id)
return order
@staticmethod
def _calculate_price(grain_type, farmer_rating):
base_price = grain_type.base_price
return base_price * (0.9 + farmer_rating * 0.02)
@shared_task
def _send_quality_check_task(order_id):
# 调用第三方质量检测服务
pass
- API接口示例(DRF)
# api/views.py
class OrderAPI(GenericAPIView):
serializer_class = OrderSerializer
permission_classes = [IsAuthenticated]
def post(self, request):
serializer = self.get_serializer(data=request.data)
serializer.is_valid(raise_exception=True)
service = PurchaseService()
order = service.create_order(
request.user.farmer.id,
serializer.validated_data
)
return Response(OrderSerializer(order).data, status=201)
- 运维部署建议
# 使用Docker编排
version: '3'
services:
web:
image: django:4.2
command: gunicorn core.wsgi:application --bind 0.0.0.0:8000
volumes:
- .:/code
depends_on:
- redis
- db
db:
image: postgres:15
environment:
POSTGRES_DB: grain
POSTGRES_USER: admin
POSTGRES_PASSWORD: securepass
redis:
image: redis:7
关键优势:
- 模块化设计:业务逻辑集中在service层,方便单元测试
- 异步处理:耗时操作通过Celery异步执行
- 安全机制:Django自带CSRF/XSS防护,权限控制粒度到API级别
- 扩展能力:支持粮食质检接口扩展、价格策略灵活配置
- 数据可视化:PostgreSQL+GEO组件支持收购热力图分析
建议优先实现核心交易流程,后续迭代加入:
- 智能定价引擎
- 物流调度系统
- 区块链溯源模块
- 移动端微信小程序接入