Django 中`annotate` + `values` + `union` 结果不正确

Dje*_*ent 7 python django django-models django-orm

跳转到编辑查看更多真实代码示例,更改查询顺序后不起作用

这是我的模型:

class ModelA(models.Model):
    field_1a = models.CharField(max_length=32)
    field_2a = models.CharField(max_length=32)


class ModelB(models.Model):
    field_1b = models.CharField(max_length=32)
    field_2b = models.CharField(max_length=32)
Run Code Online (Sandbox Code Playgroud)

现在,每个创建 2 个实例:

ModelA.objects.create(field_1a="1a1", field_2a="1a2")
ModelA.objects.create(field_1a="2a1", field_2a="2a2")
ModelB.objects.create(field_1b="1b1", field_2b="1b2")
ModelB.objects.create(field_1b="2b1", field_2b="2b2")
Run Code Online (Sandbox Code Playgroud)

如果我只查询一个带注释的模型,我会得到类似的信息:

>>> ModelA.objects.all().annotate(field1=F("field_1a"), field2=F("field_2a")).values("field1", "field2")
[{"field1": "1a1", "field2": "1a2"}, {"field1": "2a1", "field2": "2a2"}]
Run Code Online (Sandbox Code Playgroud)

这是正确的行为。问题开始了,当我想合并这两个模型时:

# model A first, with annotate
query = ModelA.objects.all().annotate(field1=F("field_1a"), field2=F("field_2a"))
# now union with model B, also annotated
query = query.union(ModelB.objects.all().annotate(field1=F("field_1b"), field2=F("field_2b")))
# get only field1 and field2
query = query.values("field1", "field2")

# the results are skewed:
assert list(query) == [
    {"field1": 1, "field2": "1a1"},
    {"field1": 1, "field2": "1b1"},
    {"field1": 2, "field2": "2a1"},
    {"field1": 2, "field2": "2b1"},
]
Run Code Online (Sandbox Code Playgroud)

assert 正确通过,这意味着结果是错误的。似乎values()与变量名称不匹配,它只是像在元组上一样遍历对象。的值field1实际上是对象的 ID,并且field2field1

这在如此简单的模型中很容易解决,但我的真实模型非常复杂,它们有不同数量的字段。我如何正确地联合它们?

编辑

您可以在下面找到一个扩展示例,无论union()and的顺序如何,都失败了values()- 现在模型稍微大了一些,似乎不同的字段计数以某种方式混淆了 Django:

# models

class ModelA(models.Model):
    field_1a = models.CharField(max_length=32)
    field_1aa = models.CharField(max_length=32, null=True)
    field_1aaa = models.CharField(max_length=32, null=True)
    field_2a = models.CharField(max_length=32)
    extra_a = models.CharField(max_length=32)


class ModelB(models.Model):
    extra = models.CharField(max_length=32)
    field_1b = models.CharField(max_length=32)
    field_2b = models.CharField(max_length=32)
Run Code Online (Sandbox Code Playgroud)
# test

ModelA.objects.create(field_1a="1a1", field_2a="1a2", extra_a="1extra")
    ModelA.objects.create(field_1a="2a1", field_2a="2a2", extra_a="2extra")
    ModelB.objects.create(field_1b="1b1", field_2b="1b2", extra="3extra")
    ModelB.objects.create(field_1b="2b1", field_2b="2b2", extra="4extra")

    values = ("field1", "field2", "extra")

    query = (
        ModelA.objects.all()
        .annotate(
            field1=F("field_1a"), field2=F("field_2a"), extra=F("extra_a")
        )
        .values(*values)
    )
    query = query.union(
        ModelB.objects.all()
        .annotate(field1=F("field_1b"), field2=F("field_2b"))
        .values(*values)
    )
Run Code Online (Sandbox Code Playgroud)
# outcome

assert list(query) == [
        {"field1": "1a1", "field2": "1a2", "extra": "1extra"},
        {"field1": "2a1", "field2": "2a2", "extra": "2extra"},
        {"field1": "3extra", "field2": "1b1", "extra": "1b2"},
        {"field1": "4extra", "field2": "2b1", "extra": "2b2"},
    ]
Run Code Online (Sandbox Code Playgroud)

AKS*_*AKS 4

经过一些调试和查看源代码后,我知道为什么会发生这种情况。我要做的就是尝试解释为什么执行annotate+values会导致显示id以及上面两种情况之间的区别是什么。

为了简单起见,我还将为每个语句编写可能生成的 SQL 查询。

1.annotate首先进行values联合查询

qs1 = ModelA.objects.all().annotate(field1=F("field_1a"), field2=F("field_2a"))
Run Code Online (Sandbox Code Playgroud)

当编写这样的内容时,django将获取所有字段+带注释的字段,因此生成的sql查询如下所示:

select id, field_1a, field_2a, field_1a as field1, field_2a as field2 from ModelA
Run Code Online (Sandbox Code Playgroud)

所以,如果我们有一个querywhich,它的结果是:

qs = qs1.union(qs2)
Run Code Online (Sandbox Code Playgroud)

django 生成的 sql 如下所示:

(select id, field_1a, field_2a, field_1a as field1, field_2a as field2 from ModelA)
UNION
(select id, field_1b, field_2b, field_1b as field1, field_2b as field2 from ModelB)
Run Code Online (Sandbox Code Playgroud)

让我们深入了解一下这个sql是如何生成的。当我们执行 a 时union,acombinatorcombined_queries被设置在 上qs.query,并且结果 sql 是通过组合各个查询的 sql生成的。所以,总而言之:

qs.sql == qs1.sql UNION qs2.sql # in abstract sense
Run Code Online (Sandbox Code Playgroud)

当我们这样做时qs.values('field1', 'field2')col_count编译器中的值被设置为 2,即字段的数量。正如您所看到的,上面的联合查询返回 5 列,但在编译器的最终返回中,结果中的每一行都使用 进行切片 col_count。现在,results只有 2 列的数据被传回将所选字段中的每个名称与结果列进行映射的ValuesIterable位置。这就是导致错误结果的原因。

2. annotate+values对各个查询然后执行union

现在,让我们看看直接annotate使用 with会发生什么values

qs1 = ModelA.objects.all().annotate(field1=F("field_1a"), field2=F("field_2a")).values('field1', 'field2')
Run Code Online (Sandbox Code Playgroud)

生成的sql为:

select field_1a as field1, field_2a as field2 from ModelA
Run Code Online (Sandbox Code Playgroud)

现在,当我们进行联合时:

qs = qs1.union(qs2)
Run Code Online (Sandbox Code Playgroud)

sql是:

(select field_1a as field1, field_2a as field2 from ModelA)
UNION
(select field_1b as field1, field_2b as field2 from ModelB)
Run Code Online (Sandbox Code Playgroud)

现在,qs.values('field1', 'field2')执行时,从联合查询返回的列数有 2 列,与col_count2 列相同,并且每个字段与产生预期结果的各个列相匹配。


3. 不同的字段注释数量和字段顺序

在OP中,存在一种情况,即使使用.valuesbeforeunion也不会产生正确的结果。原因是在 中ModelB,没有extra字段的注释。

那么,让我们看看为每个模型生成的查询:

ModelA.objects.all()
        .annotate(
            field1=F("field_1a"), field2=F("field_2a"), extra=F("extra_a")
        )
        .values(*values)
Run Code Online (Sandbox Code Playgroud)

SQL 变为:

select field_1a as field1, field_2a as field2, extra_a as extra from ModelA
Run Code Online (Sandbox Code Playgroud)

对于 B 型:

ModelB.objects.all()
        .annotate(field1=F("field_1b"), field2=F("field_2b"))
        .values(*values)
Run Code Online (Sandbox Code Playgroud)

SQL:

select extra, field_1b as field1, field_2b as field2 from ModelB
Run Code Online (Sandbox Code Playgroud)

联盟是:

(select field_1a as field1, field_2a as field2, extra_a as extra from ModelA)
UNION
(select extra, field_1b as field1, field_2b as field2 from ModelB)
Run Code Online (Sandbox Code Playgroud)

由于带注释的字段列在实际数据库字段之后,因此extraof与ofModelB混合在一起。为了确保获得正确的结果,请确保生成的 SQL 中的字段顺序始终正确 - 带或不带注释。在这种情况下,我建议也进行注释。field1ModelBextraModelB