最近有一个新的需求场景,需要根据不同的过滤条件修改数据为相应的内容,比如id=n时修改name='name_n'。大量的这种操作肯定需要批量处理,否则一条一条修改效率是很低的。Mysql中可以使用CASE-THEN-ELSE子句实现这样的效果,Django的ORM也提供了相应的方法,如下所示:
参考官方文档:https://docs.djangoproject.com/en/2.2/ref/models/conditional-expressions/
# -*- coding:utf-8 -*-
from django.db import models
from datetime import datetime
from django.db.models import Case, When, Value, Q
class Book(models.Model):
book_id = models.BigAutoField('书籍ID', primary_key=True)
book_name = models.CharField('书名', max_length=20, db_index=True, default='')
update_time = models.DateTimeField('更新时间', default=datetime.now) # 不要使用auto_now=True
create_time = models.DateTimeField('创建时间', auto_now_add=True)
def __str__(self):
return 'id: %s, book_name: %s, update_time: %s, create_time: %s' % (self.book_id, self.book_name, self.update_time, self.create_time)
# 初始化数据
book_ids = list(range(1, 10))
books = [Book(book_id=book_id, book_name='the_book_name') for book_id in book_ids]
Book.objects.bulk_create(books)
# 单个过滤条件
whens = [When(book_id=book_id, then=Value('book_name_id_%s' % book_id)) for book_id in book_ids]
books = Book.objects.filter(book_id__in=book_ids) # 使用条件过滤限定范围,提高效率
# Django源码中sql模板为'CASE %(cases)s ELSE %(default)s END',default参数默认值为None
# 如果要使不满足Case条件的记录不被修改,设置default为字段名,如下所示,否则字段值会被修改为NULL
books.update(book_name=Case(*whens, default='book_name'), update_time=datetime.now())
print(Book.objects.filter(book_id__in=book_ids).all()[:len(book_ids)])
# 多个过滤条件
when = When(Q(book_id__gte=5) & Q(update_time__lte=datetime(2019, 12, 12, 12, 12, 12)), then=Value('book_name_id_gte_5_&_update_time_lte_time'))
books = Book.objects.filter(book_id__in=book_ids) # 使用条件过滤限定范围,提高效率
books.update(book_name=Case(when, default='book_name'), update_time=datetime.now())
print(Book.objects.filter(book_id__in=book_ids).all()[:len(book_ids)])
# 按照不同规则修改字段
when_one = When(book_id__gte=5, then=Value('book_name_id_gte_5')) # 规则一
when_tow = When(book_id__lte=3, then=Value('book_name_id_lte_3')) # 规则二
books = Book.objects.filter(book_id__in=book_ids) # 使用条件过滤限定范围,提高效率
books.update(book_name=Case(when_one, when_tow, default='book_name'), update_time=datetime.now())
print(Book.objects.filter(book_id__in=book_ids).all()[:len(book_ids)])
# 按照不同规则同时修改多个字段
when_one = When(book_id__gte=5, then=Value(datetime(2019, 12, 12, 12, 12, 12))) # 规则一
when_tow = When(book_id__lte=4, then=Value('book_name_id_lte_4')) # 规则二
books = Book.objects.filter(book_id__in=book_ids) # 使用条件过滤限定范围,提高效率
books.update(create_time=Case(when_one, default='create_time'), book_name=Case(when_tow, default='book_name'), update_time=datetime.now())
print(Book.objects.filter(book_id__in=book_ids).all()[:len(book_ids)])