DjangoORM模式
AratKruglik2026-10-25查看 1508复制 1053
| Django ORM 模式:模型定义、字段类型、模型管理器、自定义 QuerySet 方法、用于防止 N+1 的 select_related/prefetch_related、事务、F/Q 表达式、Meta 索引和约束。供 django-architect(模型定义)和 django-migrations-specialist(字段最终确定)使用。由 django-plugin/stack.md 自动激活。 使用此技能可以: - 编写简洁、高效的 Django 模型定义,选择合适的字段并实现 __str__。 - 使用自定义管理器和 QuerySet 封装查询逻辑。 - 使用 select_related 和 prefetch_related 防止 N+1 查询。 - 使用事务实现原子操作。 - 定义 Meta 索引和约束(供 django-migrations-specialist 最终确定)。 不要将此技能用于: - 创建实际迁移(makemigrations)——那是 django-migrations-specialist 的职责。 - Web 视图 / API 模式——参见 django-plugin:django-conventions。 - Python 惯用法——参见 python-foundation:python-conventions。
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SKILL.md9598 chars
---
name: django-orm-patterns
description: |
Django ORM patterns: model definitions, field types, model managers, custom QuerySet methods, select_related/prefetch_related for N+1 prevention, transactions, F/Q expressions, Meta indexes and constraints. For django-architect (model definitions) and django-migrations-specialist (field finalization). Activated automatically by django-plugin/stack.md.
Use this skill to:
- Write clean, efficient Django model definitions with proper field choices and __str__.
- Use custom managers and QuerySets to encapsulate query logic.
- Prevent N+1 queries with select_related and prefetch_related.
- Use transactions for atomic operations.
- Define Meta indexes and constraints (for django-migrations-specialist to finalize).
Do NOT use this skill for:
- Creating actual migrations (makemigrations) — that is django-migrations-specialist.
- Web view / API patterns — see django-plugin:django-conventions.
- Python idioms — see python-foundation:python-conventions.
user-invocable: false
paths: ["**/*.py", "**/migrations/**"]
---
# Django ORM Patterns
This skill covers Django ORM model definitions, query patterns, and database-level options. Apply alongside `django-plugin:django-conventions` when implementing features.
**Role split:**
- `django-architect` uses this skill for model *definitions* — fields, `__str__`, choices, `class Meta` ordering, custom managers, and query patterns.
- `django-migrations-specialist` uses this skill for field *finalization* — setting `max_digits`, `on_delete`, `db_index`, `Meta.indexes`, `Meta.constraints` — before running `makemigrations`.
## 1. Detection
Check the Django version in `requirements.txt` or `pyproject.toml` before writing constraint code — `Meta.constraints` using `CheckConstraint` uses `condition=` in Django 5.1+ and `check=` in Django 4.x. When uncertain, check the installed version with `python manage.py --version` or read the pinned version from the dependency file.
## 2. Model definition patterns
Use `TextChoices` for string-typed status/type fields. Write a meaningful `__str__`. Always specify `class Meta` ordering.
```python
from django.db import models
from django.contrib.auth import get_user_model
User = get_user_model()
class Order(models.Model):
class Status(models.TextChoices):
PENDING = 'pending', 'Pending'
PROCESSING = 'processing', 'Processing'
SHIPPED = 'shipped', 'Shipped'
CANCELLED = 'cancelled', 'Cancelled'
user = models.ForeignKey(User, on_delete=models.PROTECT, related_name='orders')
product = models.CharField(max_length=255)
qty = models.PositiveIntegerField()
unit_price = models.DecimalField(max_digits=10, decimal_places=2)
status = models.CharField(max_length=20, choices=Status.choices, default=Status.PENDING)
notes = models.TextField(blank=True, default='')
created_at = models.DateTimeField(auto_now_add=True)
updated_at = models.DateTimeField(auto_now=True)
class Meta:
ordering = ['-created_at']
indexes = [
models.Index(fields=['status', 'created_at']),
]
constraints = [
models.UniqueConstraint(fields=['user', 'reference'], name='unique_user_reference'),
# Django 5.1+: condition=; Django 4.x: check=
models.CheckConstraint(condition=models.Q(qty__gt=0), name='orders_order_qty_positive'),
]
def __str__(self) -> str:
return f'Order #{self.pk} — {self.product} ({self.get_status_display()})'
@property
def is_cancellable(self) -> bool:
return self.status in (self.Status.PENDING, self.Status.PROCESSING)
```
## 3. Custom managers and QuerySets
Encapsulate common query logic in a custom `QuerySet` and expose it via a manager. Use `as_manager()` for the shortcut form when you don't need manager-specific methods.
```python
from django.db import models
class OrderQuerySet(models.QuerySet):
def active(self) -> 'OrderQuerySet':
return self.exclude(status=Order.Status.CANCELLED)
def by_user(self, user) -> 'OrderQuerySet':
return self.filter(user=user)
def pending(self) -> 'OrderQuerySet':
return self.filter(status=Order.Status.PENDING)
class OrderManager(models.Manager):
def get_queryset(self) -> OrderQuerySet:
return OrderQuerySet(self.model, using=self._db)
def active(self) -> OrderQuerySet:
return self.get_queryset().active()
def for_dashboard(self, user) -> OrderQuerySet:
return self.get_queryset().by_user(user).active().select_related('user')
class Order(models.Model):
objects = OrderManager()
# shortcut form (no custom manager methods needed):
# objects = OrderQuerySet.as_manager()
...
```
Usage: `Order.objects.active()`, `Order.objects.for_dashboard(request.user)`.
## 4. N+1 prevention
Always load related objects in advance when iterating. The most common Django performance problem is accessing a FK in a loop without prefetching.
### `select_related` — SQL JOIN for FK/OneToOne
```python
# Bad: triggers 1 query per order to fetch user
orders = Order.objects.all()
for order in orders:
print(order.user.email) # N+1
# Good: single JOIN query
orders = Order.objects.select_related('user').all()
```
### `prefetch_related` — separate query for ManyToMany / reverse FK
```python
# Prefetch all items for each order in a single extra query
orders = Order.objects.prefetch_related('items').all()
# Custom prefetch with its own queryset
from django.db.models import Prefetch
orders = Order.objects.prefetch_related(
Prefetch('items', queryset=OrderItem.objects.select_related('product'))
)
```
### `only()` and `defer()` for field projection
```python
# Fetch only the columns you need
orders = Order.objects.only('id', 'status', 'created_at')
# Defer a large column (e.g., rich text body)
articles = Article.objects.defer('body')
```
## 5. F expressions and Q objects
### `F()` — reference a field value in the database
```python
from django.db.models import F
# Atomic increment — no race condition
Order.objects.filter(pk=pk).update(qty=F('qty') + 1)
# Compare two fields
Order.objects.filter(shipped_at__lt=F('created_at'))
```
### `Q()` — complex OR / AND queries
```python
from django.db.models import Q
# OR
Order.objects.filter(Q(status='pending') | Q(status='processing'))
# NOT
Order.objects.filter(~Q(status='cancelled'))
# AND + OR combined
Order.objects.filter(
Q(user=request.user) & (Q(status='pending') | Q(status='processing'))
)
```
### `annotate()` with aggregates
```python
from django.db.models import Count, Sum, Avg
# Count orders per user
from apps.users.models import User
users = User.objects.annotate(order_count=Count('orders'))
# Sum order totals per user
users = User.objects.annotate(
total_spend=Sum(F('orders__qty') * F('orders__unit_price'))
)
```
## 6. Transactions
Use `@transaction.atomic` or the context manager form to wrap operations that must succeed or fail together.
```python
from django.db import transaction
@transaction.atomic
def place_order(user, product: str, qty: int) -> Order:
order = Order.objects.create(user=user, product=product, qty=qty)
inventory = Inventory.objects.select_for_update().get(product=product)
if inventory.stock < qty:
raise ValueError("Insufficient stock")
inventory.stock = F('stock') - qty
inventory.save(update_fields=['stock'])
return order
```
### `transaction.on_commit()` — run after the transaction commits
Use this to enqueue async tasks. Never enqueue a task from inside an atomic block directly — if the transaction rolls back, the task will still run.
```python
from django.db import transaction
def place_order(user, product: str, qty: int) -> Order:
with transaction.atomic():
order = Order.objects.create(user=user, product=product, qty=qty)
transaction.on_commit(lambda: send_confirmation_email.delay(order.pk))
return order
```
## 7. Meta indexes and constraints
These are *defined* in model code by `django-architect` and *finalized* (verified, regenerated after version check) by `django-migrations-specialist`.
```python
class Meta:
indexes = [
models.Index(fields=['status', 'created_at']), # composite index for common filter
models.Index(fields=['user'], name='orders_user_idx'), # explicit name
]
constraints = [
models.UniqueConstraint(
fields=['user', 'reference'],
name='unique_order_reference_per_user',
),
# Django 5.1+: condition= | Django 4.x: check=
models.CheckConstraint(
condition=models.Q(qty__gt=0),
name='orders_order_qty_must_be_positive',
),
]
```
Name conventions: `<app>_<model>_<description>` — keeps names unique and self-documenting.
## 8. Anti-patterns
| Don't | Do |
|---|---|
| `.filter(...)` inside a loop | Batch with `__in`: `Order.objects.filter(pk__in=ids)` |
| Access FK attribute in a loop without prefetch | Use `select_related` (FK/1:1) or `prefetch_related` (M2M/reverse FK) |
| Update many objects one by one with `.save()` | `QuerySet.update(status='shipped')` for bulk updates |
| `.save()` for single-field updates | `obj.save(update_fields=['status'])` — avoids overwriting concurrent writes |
| `Order.objects.all()` then filter in Python | Push filtering to the DB with `.filter()` / `.exclude()` |
| Raw SQL with f-strings: `.raw(f'... {user_id}')` | Parameterized: `.raw('... WHERE id = %s', [user_id])` or use ORM |