关于 django-drf
django-drf 是面向 Django REST Framework API 开发者的编码技能,涵盖序列化器、ViewSet、过滤、权限、性能、安全和 OpenAPI 文档实践。
主要功能
- 01按操作区分序列化器
- 02ViewSet 与权限指导
- 03过滤与查询优化
- 04OpenAPI 与安全实践
- 05JSON:API 实现参考
适用场景
- 01设计新的 DRF 端点
- 02检查 API 校验与权限
- 03减少 N+1 数据库查询
MCP 相关
该技能建议使用 Context7 MCP 查询最新的 Django、DRF 和 drf-spectacular 文档。
安装
复制下面的命令,在终端中运行。
$
npx skills add https:/ / github.com/ prowler-cloud/ prowler --skill django-drf安装后在 Claude Code 中输入/django-drf确认已加载。
包含的文件
除 SKILL.md 外,安装时一起下载的参考资料和脚本。
assets/security_patterns.pyreferences/file-locations.mdjson-api-conventions.md详细介绍
关键模式
- 始终按操作区分序列化器:读取 / 创建 / 更新 / 包含
- 始终对复杂筛选使用
filterset_class(而非filterset_fields) - 始终在写入序列化器中验证未知字段(继承
BaseWriteSerializer) - 始终在
get_queryset()中使用select_related/prefetch_related,以避免 N+1 查询 - 始终在
get_queryset()中处理swagger_fake_view,以支持架构生成 - 始终对
SerializerMethodField使用@extend_schema_field编写 OpenAPI 文档 - 切勿在序列化器中编写业务逻辑,应使用服务/工具函数
- 切勿使用自增主键,应使用 UUIDv4 或 UUIDv7
- 切勿在 URL 中使用尾部斜杠(
trailing_slash=False)
注意:
swagger_fake_view是 drf-spectacular 专用于生成 OpenAPI 架构的功能。
实施检查清单
实现新端点时,请按以下顺序检查这些模式:
| # | 模式 | 参考 | 要点 |
|---|---|---|---|
| 1 | 模型 | api/models.py | UUID 主键、inserted_at/updated_at、JSONAPIMeta.resource_name |
| 2 | ViewSet | api/base_views.py、api/v1/views.py | 继承 BaseRLSViewSet,在 get_queryset() 中防止 N+1 查询 |
| 3 | 序列化器 | api/v1/serializers.py | 区分读取/创建/更新/包含,继承 BaseWriteSerializer |
| 4 | 筛选器 | api/filters.py | 使用 filterset_class,继承基础筛选器类 |
| 5 | 权限 | api/base_views.py | required_permissions、set_required_permissions() |
| 6 | 分页 | api/pagination.py | 必要时使用自定义分页类 |
| 7 | URL 路由 | api/v1/urls.py | trailing_slash=False,路径采用 kebab-case |
| 8 | OpenAPI 架构 | api/v1/views.py | 使用 drf-spectacular 的 @extend_schema_view |
| 9 | 测试 | api/tests/test_views.py | JSON:API 内容类型、fixture 模式 |
完整文件路径:请参阅 references/file-locations.md
决策树
使用哪种序列化器?
GET list/retrieve → <Model>Serializer
POST create → <Model>CreateSerializer
PATCH update → <Model>UpdateSerializer
?include=... → <Model>IncludeSerializer
使用哪种基础序列化器?
Read-only serializer → BaseModelSerializerV1
Create with tenant_id → RLSSerializer + BaseWriteSerializer (auto-injects tenant_id on create)
Update with validation → BaseWriteSerializer (tenant_id already exists on object)
Non-model data → BaseSerializerV1
使用哪种基础筛选器?
Direct FK to Provider → BaseProviderFilter
FK via Scan → BaseScanProviderFilter
No provider relation → FilterSet
使用哪种基础 ViewSet?
RLS-protected model → BaseRLSViewSet (most common)
Tenant operations → BaseTenantViewset
User operations → BaseUserViewset
No RLS required → BaseViewSet (rare)
资源名称格式?
Single word model → plural lowercase (Provider → providers)
Multi-word model → plural lowercase kebab (ProviderGroup → provider-groups)
Through/join model → parent-child pattern (UserRoleRelationship → user-roles)
Aggregation/overview → descriptive kebab plural (ComplianceOverview → compliance-overviews)
序列化器模式
基类层级
# Read serializer (most common)
class ProviderSerializer(RLSSerializer):
class Meta:
model = Provider
fields = ["id", "provider", "uid", "alias", "connected", "inserted_at"]
# Write serializer (validates unknown fields)
class ProviderCreateSerializer(RLSSerializer, BaseWriteSerializer):
class Meta:
model = Provider
fields = ["provider", "uid", "alias"]
# Include serializer (sparse fields for ?include=)
class ProviderIncludeSerializer(RLSSerializer):
class Meta:
model = Provider
fields = ["id", "alias"] # Minimal fields
带有 OpenAPI 文档的 SerializerMethodField
from drf_spectacular.utils import extend_schema_field
class ProviderSerializer(RLSSerializer):
connection = serializers.SerializerMethodField(read_only=True)
@extend_schema_field({
"type": "object",
"properties": {
"connected": {"type": "boolean"},
"last_checked_at": {"type": "string", "format": "date-time"},
},
})
def get_connection(self, obj):
return {
"connected": obj.connected,
"last_checked_at": obj.connection_last_checked_at,
}
包含的序列化器(JSON:API)
class ScanSerializer(RLSSerializer):
included_serializers = {
"provider": "api.v1.serializers.ProviderIncludeSerializer",
}
敏感数据脱敏
def to_representation(self, instance):
data = super().to_representation(instance)
# Mask by default, expose only on explicit request
fields_param = self.context.get("request").query_params.get("fields[my-model]", "")
if "api_key" in fields_param:
data["api_key"] = instance.api_key_decoded
else:
data["api_key"] = "****" if instance.api_key else None
return data
ViewSet 模式
带 N+1 查询防护的 get_queryset()
始终将 swagger_fake_view 检查与 select_related/prefetch_related 结合使用:
def get_queryset(self):
# REQUIRED: Return empty queryset for OpenAPI schema generation
if getattr(self, "swagger_fake_view", False):
return Provider.objects.none()
# N+1 prevention: eager load relationships
return Provider.objects.select_related(
"tenant",
).prefetch_related(
"provider_groups",
Prefetch("tags", queryset=ProviderTag.objects.filter(tenant_id=self.request.tenant_id)),
)
为何使用 swagger_fake_view? drf-spectacular 会检查 ViewSet 以生成 OpenAPI 架构。如果没有此检查,它会执行真实查询,并可能因缺少请求上下文而失败。
按操作指定序列化器
def get_serializer_class(self):
if self.action == "create":
return ProviderCreateSerializer
elif self.action == "partial_update":
return ProviderUpdateSerializer
elif self.action in ["connection", "destroy"]:
return TaskSerializer
return ProviderSerializer
按操作动态设置权限
class ProviderViewSet(BaseRLSViewSet):
required_permissions = [Permissions.MANAGE_PROVIDERS]
def set_required_permissions(self):
if self.action in ["list", "retrieve"]:
self.required_permissions = [] # Read-only = no permission
else:
self.required_permissions = [Permissions.MANAGE_PROVIDERS]
缓存装饰器
from django.utils.decorators import method_decorator
from django.views.decorators.cache import cache_control
CACHE_DECORATOR = cache_control(
max_age=django_settings.CACHE_MAX_AGE,
stale_while_revalidate=django_settings.CACHE_STALE_WHILE_REVALIDATE,
)
@method_decorator(CACHE_DECORATOR, name="list")
@method_decorator(CACHE_DECORATOR, name="retrieve")
class ProviderViewSet(BaseRLSViewSet):
pass
自定义操作
# Detail action (operates on single object)
@action(detail=True, methods=["post"], url_name="connection")
def connection(self, request, pk=None):
instance = self.get_object()
# Process instance...
# List action (operates on collection)
@action(detail=False, methods=["get"], url_name="metadata")
def metadata(self, request):
queryset = self.filter_queryset(self.get_queryset())
# Aggregate over queryset...
筛选器模式
基础筛选器类
class BaseProviderFilter(FilterSet):
"""For models with direct FK to Provider"""
provider_id = UUIDFilter(field_name="provider__id", lookup_expr="exact")
provider_id__in = UUIDInFilter(field_name="provider__id", lookup_expr="in")
provider_type = ChoiceFilter(field_name="provider__provider", choices=Provider.ProviderChoices.choices)
class BaseScanProviderFilter(FilterSet):
"""For models with FK to Scan (Scan has FK to Provider)"""
provider_id = UUIDFilter(field_name="scan__provider__id", lookup_expr="exact")
自定义多值筛选器
class UUIDInFilter(BaseInFilter, UUIDFilter):
pass
class CharInFilter(BaseInFilter, CharFilter):
pass
class ChoiceInFilter(BaseInFilter, ChoiceFilter):
pass
ArrayField 筛选
# Single value contains
region = CharFilter(method="filter_region")
def filter_region(self, queryset, name, value):
return queryset.filter(resource_regions__contains=[value])
# Multi-value overlap
region__in = CharInFilter(field_name="resource_regions", lookup_expr="overlap")
日期范围验证
def filter_queryset(self, queryset):
# Require date filter for performance
if not (date_filters_provided):
raise ValidationError([{
"detail": "At least one date filter is required",
"status": 400,
"source": {"pointer": "/data/attributes/inserted_at"},
"code": "required",
}])
# Validate max range
if date_range > settings.FINDINGS_MAX_DAYS_IN_RANGE:
raise ValidationError(...)
return super().filter_queryset(queryset)
动态选择 FilterSet
def get_filterset_class(self):
if self.action in ["latest", "metadata_latest"]:
return LatestFindingFilter
return FindingFilter
枚举字段覆盖
class Meta:
model = Finding
filter_overrides = {
FindingDeltaEnumField: {"filter_class": CharFilter},
StatusEnumField: {"filter_class": CharFilter},
SeverityEnumField: {"filter_class": CharFilter},
}
性能模式
PaginateByPkMixin
适用于包含开销较大的联接的大型查询集:
class PaginateByPkMixin:
def paginate_by_pk(self, request, base_queryset, manager,
select_related=None, prefetch_related=None):
# 1. Get PKs only (cheap)
pk_list = base_queryset.values_list("id", flat=True)
page = self.paginate_queryset(pk_list)
# 2. Fetch full objects for just the page
queryset = manager.filter(id__in=page)
if select_related:
queryset = queryset.select_related(*select_related)
if prefetch_related:
queryset = queryset.prefetch_related(*prefetch_related)
# 3. Re-sort to preserve DB ordering
queryset = sorted(queryset, key=lambda obj: page.index(obj.id))
return self.get_paginated_response(self.get_serializer(queryset, many=True).data)
在序列化器中预取
def get_tags(self, obj):
# Use prefetched tags if available
if hasattr(obj, "prefetched_tags"):
return {tag.key: tag.value for tag in obj.prefetched_tags}
# Fallback (causes N+1 if not prefetched)
return obj.get_tags(self.context.get("tenant_id"))
命名约定
| 实体 | 模式 | 示例 |
|---|---|---|
| 序列化器(读取) | <Model>Serializer | ProviderSerializer |
| 序列化器(创建) | <Model>CreateSerializer | ProviderCreateSerializer |
| 序列化器(更新) | <Model>UpdateSerializer | ProviderUpdateSerializer |
| 序列化器(包含) | <Model>IncludeSerializer | ProviderIncludeSerializer |
| 筛选器 | <Model>Filter | ProviderFilter |
| ViewSet | <Model>ViewSet | ProviderViewSet |
OpenAPI 文档
from drf_spectacular.utils import extend_schema, extend_schema_view
@extend_schema_view(
list=extend_schema(tags=["Provider"], summary="List all providers"),
retrieve=extend_schema(tags=["Provider"], summary="Retrieve provider"),
create=extend_schema(tags=["Provider"], summary="Create provider"),
)
@extend_schema(tags=["Provider"])
class ProviderViewSet(BaseRLSViewSet):
pass
API 安全模式
完整示例:参见 assets/security_patterns.py
| 模式 | 关键要点 |
|---|---|
| 输入验证 | 使用 validate_<field>() 进行清理,使用 validate() 进行跨字段验证 |
| 防止批量赋值 | 始终使用显式的 fields 列表,绝不要使用 __all__ 或 exclude |
| 对象级权限 | 实现 has_object_permission() 以检查所有权 |
| 速率限制 | 配置 DEFAULT_THROTTLE_RATES,对敏感端点使用视图级限流 |
| 防止信息泄露 | 使用通用错误消息;未经授权时返回 404 而不是 403(防止枚举) |
| SQL 注入 | 始终使用 ORM 参数化,绝不要在原始 SQL 中使用字符串插值 |
快速参考
# Input validation in serializer
def validate_uid(self, value):
value = value.strip().lower()
if not re.match(r'^[a-z0-9-]+$', value):
raise serializers.ValidationError("Invalid format")
return value
# Explicit fields (prevent mass assignment)
class Meta:
fields = ["name", "email"] # GOOD: whitelist
read_only_fields = ["id", "inserted_at"] # System fields
# Object permission
class IsOwnerOrReadOnly(BasePermission):
def has_object_permission(self, request, view, obj):
if request.method in SAFE_METHODS:
return True
return obj.owner == request.user
# Throttling for sensitive endpoints
class BurstRateThrottle(UserRateThrottle):
rate = "10/minute"
# Safe error messages (prevent enumeration)
def get_object(self):
try:
return super().get_object()
except Http404:
raise NotFound("Resource not found") # Generic, no internal IDs
命令
# Development
cd api && uv run python src/backend/manage.py runserver
cd api && uv run python src/backend/manage.py shell
# Database
cd api && uv run python src/backend/manage.py makemigrations
cd api && uv run python src/backend/manage.py migrate
# Testing
cd api && uv run pytest -x --tb=short
cd api && uv run make lint
资源
本地参考
- 文件位置:参见 references/file-locations.md
- JSON:API 约定:参见 references/json-api-conventions.md
- 安全模式:参见 assets/security_patterns.py
Context7 MCP(推荐)
**前提条件:**安装 Context7 MCP 服务,以便查询最新文档。
在实现或调试时,通过 mcp_context7_query-docs 查询以下库:
| 库 | Context7 ID | 用途 |
|---|---|---|
| Django | /websites/djangoproject_en_5_2 | 模型、ORM、迁移 |
| DRF | /websites/django-rest-framework | ViewSet、序列化器、权限 |
| drf-spectacular | /tfranzel/drf-spectacular | OpenAPI 架构、@extend_schema |
示例查询:
mcp_context7_query-docs(libraryId="/websites/django-rest-framework", query="ViewSet get_queryset best practices")
mcp_context7_query-docs(libraryId="/tfranzel/drf-spectacular", query="extend_schema examples for custom actions")
mcp_context7_query-docs(libraryId="/websites/djangoproject_en_5_2", query="model constraints and indexes")
**注意:**如果需要查找正确的库 ID,请先使用
mcp_context7_resolve-library-id。
外部文档
- DRF 文档:https://www.django-rest-framework.org/
- DRF JSON:API:https://django-rest-framework-json-api.readthedocs.io/
- drf-spectacular:https://drf-spectacular.readthedocs.io/
- django-filter:https://django-filter.readthedocs.io/
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