Refresh examples for modern stack; promote AGENTS.md to canonical agent ruleset (#89)
* Refresh examples for modern stack; promote AGENTS.md to canonical agent ruleset Replaces stale code in README.md (python-jose, async_asgi_testclient, json_encoders, contradictory `Field(ge=18, default=None)`, unused `model_validator` import) with current equivalents (PyJWT, httpx + ASGITransport, `@field_serializer`). Adds a top-of-file pointer to AGENTS.md, a tested-versions line, and inline notes for `Annotated[T, Depends(...)]` and SQLAlchemy 2.0 async without rewriting every example. Adds a `dependency_overrides` testing subsection and a BackgroundTasks vs. task-queue decision table. Rewrites AGENTS.md as a terse, machine-readable mirror: compatibility matrix at the top, Do/Don't blocks throughout, an explicit anti-patterns table covering common AI-agent mistakes, and a quick-reference table. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> * Sync code-only fixes into README_ZH.md Mirrors the safe code-only changes from the parent commit into the Chinese translation: - python-jose -> PyJWT (import + exception class) in both dependency examples - async_asgi_testclient -> httpx.AsyncClient + ASGITransport (and fixes the previously broken example that mixed both imports) - Pydantic json_encoders -> @field_serializer for the CustomModel example - Field(ge=18, default=None) -> Field(ge=18) (the constraint and the default contradict each other) - Removes unused `model_validator` import No prose changes. Existing Chinese descriptions still accurately describe the new code. Sections newly added in README.md (BackgroundTasks vs task queue, dependency_overrides, the agent banner, the version line, and the Annotated/SQLAlchemy 2.0 inline notes) are not ported here because they require translation. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> * Trim docs/changelog voice from refresh Pass over the refresh to keep the article in best-practices voice, not docs or changelog: - Drop the "Note on syntax" blockquote in README's Dependencies section. It hedged ("Both styles work. New code should prefer Annotated.") while every example below kept the default-arg form. Removing the callout returns the section to its original shape; a full Annotated migration can be its own PR. - Remove the "json_encoders is deprecated in Pydantic v2" inline explainer. The code change already says it. - Rewrite the databases blockquote into a single in-voice line ("For new projects, reach for SQLAlchemy 2.0's async API...") instead of an apologetic disclaimer. - Collapse the "Earlier versions of this article recommended async_asgi_testclient" blockquote into a direct sentence. - Drop the "this file wins — README is narrative, this is the spec" precedence line in AGENTS.md. The two files are peers; neither outranks the other. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> --------- Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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AGENTS.md
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AGENTS.md
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# FastAPI Best Practices for AI Agents
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This document provides guidelines for AI agents working on FastAPI projects. Follow these conventions when writing or modifying code.
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A machine-readable companion to [README.md](./README.md) for AI coding agents
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working in FastAPI projects. Same rules, restructured for fast pattern matching:
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version pins, Do/Don't blocks, anti-patterns, and a quick-reference table.
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## Compatibility Matrix
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Pin to these versions or newer. Examples in this file assume them.
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| Dependency | Minimum | Notes |
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|------------------|-----------|------------------------------------------------------|
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| Python | 3.11 | Required for `StrEnum` and `X \| Y` union syntax |
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| FastAPI | 0.115 | `Annotated[T, Depends(...)]` is the idiomatic form |
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| Pydantic | 2.7 | v1 APIs (`json_encoders`, `.dict()`) are removed |
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| pydantic-settings| 2.4 | Lives in a separate package since Pydantic v2 |
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| SQLAlchemy | 2.0 | Use the async API (`AsyncSession`, `async_sessionmaker`) |
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| Alembic | 1.13 | Async-aware migrations |
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| httpx | 0.27 | Use `ASGITransport` for in-process tests |
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| PyJWT | 2.9 | Use this, not the unmaintained `python-jose` |
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| ruff | 0.6 | Replaces black, isort, autoflake |
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## Project Structure
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Organize code by domain, not by file type.
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Organize by domain, not by file type. One package per bounded context.
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```
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src/
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├── {domain}/ # e.g., auth/, posts/, aws/
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│ ├── router.py # API endpoints
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│ ├── schemas.py # Pydantic models
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│ ├── models.py # Database models
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│ ├── models.py # SQLAlchemy ORM models
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│ ├── service.py # Business logic
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│ ├── dependencies.py # Route dependencies
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│ ├── config.py # Environment variables
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│ ├── config.py # Domain-scoped BaseSettings
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│ ├── constants.py # Constants and error codes
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│ ├── exceptions.py # Domain-specific exceptions
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│ └── utils.py # Helper functions
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├── config.py # Global configuration
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├── models.py # Global models
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├── config.py # Global BaseSettings
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├── models.py # Shared Pydantic / ORM bases
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├── exceptions.py # Global exceptions
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├── database.py # Database connection
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└── main.py # FastAPI app initialization
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├── database.py # Async engine + session factory
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└── main.py # FastAPI app + lifespan
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```
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**Import Convention**: Use explicit module names when importing across domains:
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**Cross-domain imports**: always use the explicit module name. Never `from src.auth import *`.
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```python
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from src.auth import constants as auth_constants
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from src.notifications import service as notification_service
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from src.posts.constants import ErrorCode as PostsErrorCode
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```
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## Async Routes
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### Rules
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- `async def` routes: Use ONLY non-blocking I/O (`await` calls)
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- `def` routes (sync): Use for blocking I/O (runs in threadpool automatically)
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- CPU-intensive work: Offload to Celery or multiprocessing
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### Decision rule
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| Route does this | Use |
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|----------------------------------------|-------------|
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| `await`-able non-blocking I/O | `async def` |
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| Blocking I/O (no async client exists) | `def` (sync, runs in threadpool) |
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| Mix of both | `async def` + `run_in_threadpool` for the blocking part |
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| CPU-bound work (>50 ms compute) | Offload to a worker process (Celery / RQ / Arq) |
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### Do / Don't
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### Common Mistakes to Avoid
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```python
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# WRONG: Blocking call in async route
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# DON'T — blocking call inside async route freezes the entire event loop
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@router.get("/bad")
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async def bad_route():
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time.sleep(10) # Blocks entire event loop
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return {"status": "done"}
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async def bad():
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time.sleep(10) # blocks every request on this worker
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return {"ok": True}
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# CORRECT: Non-blocking in async route
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@router.get("/good")
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async def good_route():
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await asyncio.sleep(10)
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return {"status": "done"}
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# DO — sync route lets FastAPI run it in a threadpool
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@router.get("/sync-ok")
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def sync_ok():
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time.sleep(10) # blocks one threadpool worker, not the loop
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return {"ok": True}
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# CORRECT: Sync route for blocking operations
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@router.get("/also-good")
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def sync_route():
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time.sleep(10) # Runs in threadpool
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return {"status": "done"}
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```
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# DO — async route with awaitable sleep
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@router.get("/async-ok")
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async def async_ok():
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await asyncio.sleep(10) # yields control, loop keeps serving requests
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return {"ok": True}
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### Using Sync Libraries in Async Context
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```python
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# DO — async route that has to call a sync library
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from fastapi.concurrency import run_in_threadpool
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@router.get("/")
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async def call_sync_library():
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result = await run_in_threadpool(sync_client.make_request, data=my_data)
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@router.get("/wrap")
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async def wrap():
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result = await run_in_threadpool(legacy_sync_client.fetch, "id")
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return result
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```
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### Threadpool caveats
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- Default Starlette threadpool size is 40. Saturating it slows every sync route.
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- Threads cost more than coroutines. Don't use sync routes "just because."
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## Pydantic
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### Use Built-in Validators
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### Use built-in validators
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```python
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from pydantic import BaseModel, EmailStr, Field
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from enum import StrEnum
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from pydantic import AnyUrl, BaseModel, EmailStr, Field
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class MusicBand(StrEnum):
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AEROSMITH = "AEROSMITH"
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QUEEN = "QUEEN"
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ACDC = "AC/DC"
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class UserCreate(BaseModel):
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username: str = Field(min_length=1, max_length=128, pattern="^[A-Za-z0-9-_]+$")
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first_name: str = Field(min_length=1, max_length=128)
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username: str = Field(min_length=1, max_length=128, pattern=r"^[A-Za-z0-9_-]+$")
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email: EmailStr
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age: int = Field(ge=18)
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age: int = Field(ge=18) # required, must be >= 18
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favorite_band: MusicBand | None = None
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website: AnyUrl | None = None
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```
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### Custom Base Model
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Create a shared base model for consistent serialization:
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> **Don't** write `Field(ge=18, default=None)`. The constraint and the default contradict
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> each other. Decide: required (`Field(ge=18)`) or optional (`int | None = Field(default=None, ge=18)`).
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### Custom base model — modern serialization
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`json_encoders` is deprecated in Pydantic v2. Use `@field_serializer` for per-field rules,
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or annotate a custom type with `PlainSerializer`.
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```python
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from pydantic import BaseModel, ConfigDict
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from datetime import datetime
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from zoneinfo import ZoneInfo
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from pydantic import BaseModel, ConfigDict, field_serializer
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class CustomModel(BaseModel):
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model_config = ConfigDict(
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json_encoders={datetime: datetime_to_gmt_str},
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populate_by_name=True,
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)
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model_config = ConfigDict(populate_by_name=True)
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@field_serializer("*", when_used="json", check_fields=False)
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def _serialize_datetimes(self, value):
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if isinstance(value, datetime):
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if value.tzinfo is None:
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value = value.replace(tzinfo=ZoneInfo("UTC"))
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return value.strftime("%Y-%m-%dT%H:%M:%S%z")
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return value
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```
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### Split BaseSettings by Domain
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### Split BaseSettings by domain
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`pydantic-settings` is its own package since Pydantic v2.
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```python
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# src/auth/config.py
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from datetime import timedelta
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from pydantic_settings import BaseSettings, SettingsConfigDict
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class AuthConfig(BaseSettings):
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model_config = SettingsConfigDict(env_prefix="AUTH_", env_file=".env", extra="ignore")
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JWT_ALG: str
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JWT_SECRET: str
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JWT_EXP: int = 5
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JWT_EXP_MINUTES: int = 5
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REFRESH_TOKEN_KEY: str
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REFRESH_TOKEN_EXP: timedelta = timedelta(days=30)
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SECURE_COOKIES: bool = True
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auth_settings = AuthConfig()
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```
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## Dependencies
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### Use for Validation, Not Just DI
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### Use Annotated, not default-arg `Depends(...)`
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`Annotated[T, Depends(...)]` is the idiomatic form since FastAPI 0.95 and avoids
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gotchas with default values.
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```python
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async def valid_post_id(post_id: UUID4) -> dict[str, Any]:
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# DO — modern Annotated form
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from typing import Annotated
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from fastapi import Depends
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PostDep = Annotated[dict, Depends(valid_post_id)]
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@router.get("/posts/{post_id}")
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async def get_post(post: PostDep):
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return post
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# Avoid — default-argument form (still works, but legacy)
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@router.get("/posts/{post_id}")
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async def get_post(post: dict = Depends(valid_post_id)):
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return post
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```
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### Validate inside dependencies (not just inject)
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```python
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async def valid_post_id(post_id: UUID4) -> dict:
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post = await service.get_by_id(post_id)
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if not post:
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raise PostNotFound()
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return post
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@router.get("/posts/{post_id}")
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async def get_post(post: dict[str, Any] = Depends(valid_post_id)):
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return post
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```
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### Chain Dependencies
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### Chain dependencies for reuse
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```python
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async def valid_owned_post(
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post: dict[str, Any] = Depends(valid_post_id),
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token_data: dict[str, Any] = Depends(parse_jwt_data),
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) -> dict[str, Any]:
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post: Annotated[dict, Depends(valid_post_id)],
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token_data: Annotated[dict, Depends(parse_jwt_data)],
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) -> dict:
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if post["creator_id"] != token_data["user_id"]:
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raise UserNotOwner()
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return post
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```
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### Key Rules
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- Dependencies are cached per request (same dependency called multiple times = one execution)
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- Prefer `async` dependencies to avoid threadpool overhead
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- Use consistent path variable names to enable dependency reuse
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### Rules
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- Dependencies are **cached per request**. Same `Depends(x)` called 5 times in one request → `x` runs once.
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- Prefer `async def` dependencies. Sync deps run in the threadpool — wasted overhead for small CPU-only checks.
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- Use **the same path-variable name** across endpoints when you want to share a dependency (e.g. `profile_id` in both `/profiles/{profile_id}` and `/creators/{profile_id}`).
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## REST Conventions
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## Authentication — JWT
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Use **`PyJWT`**, not `python-jose` (unmaintained).
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Use consistent path variable names for dependency reuse:
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```python
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# Both use profile_id, enabling shared valid_profile_id dependency
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GET /profiles/{profile_id}
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GET /creators/{profile_id}
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import jwt # PyJWT
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from jwt.exceptions import InvalidTokenError
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def decode_token(token: str) -> dict:
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try:
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return jwt.decode(token, settings.JWT_SECRET, algorithms=[settings.JWT_ALG])
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except InvalidTokenError as exc:
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raise InvalidCredentials() from exc
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```
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## Database
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## Database — SQLAlchemy 2.0 async
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### Naming Conventions
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- Use `lower_case_snake` format
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- Singular table names: `post`, `user`, `post_like`
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- Group related tables with prefix: `payment_account`, `payment_bill`
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- DateTime suffix: `_at` (e.g., `created_at`)
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- Date suffix: `_date` (e.g., `birth_date`)
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Prefer SQLAlchemy 2.0's async API. `encode/databases` is in maintenance mode — don't pick it for new projects.
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### Set Explicit Index Names
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```python
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# src/database.py
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from sqlalchemy.ext.asyncio import AsyncSession, async_sessionmaker, create_async_engine
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engine = create_async_engine(str(settings.DATABASE_URL), pool_pre_ping=True)
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SessionFactory = async_sessionmaker(engine, expire_on_commit=False)
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async def get_db() -> AsyncSession:
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async with SessionFactory() as session:
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yield session
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```
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### Naming conventions
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- `lower_case_snake`
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- Singular tables: `post`, `user`, `post_like`
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- Group with prefix: `payment_account`, `payment_bill`
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- `_at` suffix for `datetime`, `_date` suffix for `date`
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- Use the same FK column name everywhere it appears (`profile_id`, not `user_id` in some tables and `profile_id` in others)
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### Index naming convention
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```python
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from sqlalchemy import MetaData
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POSTGRES_INDEXES_NAMING_CONVENTION = {
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"ix": "%(column_0_label)s_idx",
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"uq": "%(table_name)s_%(column_0_name)s_key",
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@@ -162,89 +268,180 @@ POSTGRES_INDEXES_NAMING_CONVENTION = {
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"fk": "%(table_name)s_%(column_0_name)s_fkey",
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"pk": "%(table_name)s_pkey",
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}
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metadata = MetaData(naming_convention=POSTGRES_INDEXES_NAMING_CONVENTION)
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```
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### SQL-First Approach
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Prefer database-level operations for:
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- Complex joins
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- Data aggregation
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- Building nested JSON responses
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### SQL-first, Pydantic-second
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- Do joins, aggregation, and JSON shaping in SQL — Postgres is faster than CPython at this.
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- Hydrate the result into Pydantic only for response validation, not for transformation.
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## Migrations (Alembic)
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## Background work — BackgroundTasks vs Celery
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- Keep migrations static and reversible
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- Use descriptive file names: `2022-08-24_post_content_idx.py`
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- Configure in alembic.ini:
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```ini
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file_template = %%(year)d-%%(month).2d-%%(day).2d_%%(slug)s
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```
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| Use BackgroundTasks when… | Use Celery / Arq / RQ when… |
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|------------------------------------------|--------------------------------------------|
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| Task is < 1 second | Task takes seconds to minutes |
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| Failure can be silently dropped | You need retries, dead-letter, or visibility|
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| Task is in-process (send email, log row) | Task is CPU-heavy or needs a separate pool |
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| You don't need scheduling | You need cron, ETA, or rate limiting |
|
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## API Documentation
|
||||
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### Hide Docs in Production
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||||
```python
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SHOW_DOCS_ENVIRONMENT = ("local", "staging")
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from fastapi import BackgroundTasks
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|
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app_configs = {"title": "My API"}
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if ENVIRONMENT not in SHOW_DOCS_ENVIRONMENT:
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app_configs["openapi_url"] = None
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|
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app = FastAPI(**app_configs)
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@router.post("/signup")
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async def signup(data: SignupIn, bg: BackgroundTasks):
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user = await service.create_user(data)
|
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bg.add_task(send_welcome_email, user.email) # fire-and-forget, in-process
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return user
|
||||
```
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||||
|
||||
### Document Endpoints Properly
|
||||
```python
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@router.post(
|
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"/endpoints",
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||||
response_model=DefaultResponseModel,
|
||||
status_code=status.HTTP_201_CREATED,
|
||||
description="Description of the endpoint",
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tags=["Category"],
|
||||
responses={
|
||||
status.HTTP_201_CREATED: {"model": CreatedResponse},
|
||||
status.HTTP_400_BAD_REQUEST: {"model": ErrorResponse},
|
||||
},
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||||
)
|
||||
```
|
||||
> BackgroundTasks run **after the response is sent, in the same worker process**. If the
|
||||
> worker dies, the task is lost. There is no retry. Don't use them for anything you'd
|
||||
> page on.
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||||
|
||||
## Testing
|
||||
|
||||
Use async test client from the start:
|
||||
### Async client from day one
|
||||
```python
|
||||
import pytest
|
||||
from httpx import AsyncClient, ASGITransport
|
||||
|
||||
from src.main import app
|
||||
|
||||
|
||||
@pytest.fixture
|
||||
async def client():
|
||||
async with AsyncClient(
|
||||
transport=ASGITransport(app=app),
|
||||
base_url="http://test"
|
||||
) as client:
|
||||
yield client
|
||||
transport = ASGITransport(app=app)
|
||||
async with AsyncClient(transport=transport, base_url="http://test") as ac:
|
||||
yield ac
|
||||
|
||||
|
||||
@pytest.mark.asyncio
|
||||
async def test_endpoint(client: AsyncClient):
|
||||
resp = await client.post("/posts")
|
||||
async def test_create_post(client: AsyncClient):
|
||||
resp = await client.post("/posts", json={"title": "hi"})
|
||||
assert resp.status_code == 201
|
||||
```
|
||||
|
||||
> **Don't** use `async_asgi_testclient` — it's unmaintained. The example above (httpx +
|
||||
> `ASGITransport`) is the supported path.
|
||||
|
||||
### Override dependencies in tests
|
||||
Don't monkeypatch internals. Use FastAPI's built-in `dependency_overrides`.
|
||||
|
||||
```python
|
||||
from src.auth.dependencies import parse_jwt_data
|
||||
from src.main import app
|
||||
|
||||
|
||||
def fake_user():
|
||||
return {"user_id": "00000000-0000-0000-0000-000000000001"}
|
||||
|
||||
|
||||
@pytest.fixture(autouse=True)
|
||||
def _override_auth():
|
||||
app.dependency_overrides[parse_jwt_data] = fake_user
|
||||
yield
|
||||
app.dependency_overrides.clear()
|
||||
```
|
||||
|
||||
## Migrations (Alembic)
|
||||
|
||||
- Migrations must be static and reversible.
|
||||
- Use the async template: `alembic init -t async migrations`
|
||||
- Descriptive filenames:
|
||||
```ini
|
||||
# alembic.ini
|
||||
file_template = %%(year)d-%%(month).2d-%%(day).2d_%%(slug)s
|
||||
```
|
||||
→ `2026-04-14_add_post_content_idx.py`
|
||||
|
||||
## API documentation
|
||||
|
||||
### Hide docs outside selected envs
|
||||
```python
|
||||
from fastapi import FastAPI
|
||||
from src.config import settings
|
||||
|
||||
SHOW_DOCS_IN = {"local", "staging"}
|
||||
app_kwargs = {"title": "My API"}
|
||||
if settings.ENVIRONMENT not in SHOW_DOCS_IN:
|
||||
app_kwargs["openapi_url"] = None # disables /docs and /redoc
|
||||
|
||||
app = FastAPI(**app_kwargs)
|
||||
```
|
||||
|
||||
### Document endpoints fully
|
||||
```python
|
||||
from fastapi import APIRouter, status
|
||||
|
||||
router = APIRouter()
|
||||
|
||||
|
||||
@router.post(
|
||||
"/items",
|
||||
response_model=ItemResponse,
|
||||
status_code=status.HTTP_201_CREATED,
|
||||
summary="Create an item",
|
||||
description="Creates an item owned by the authenticated user.",
|
||||
tags=["items"],
|
||||
responses={
|
||||
status.HTTP_400_BAD_REQUEST: {"model": ErrorResponse, "description": "Validation error"},
|
||||
status.HTTP_409_CONFLICT: {"model": ErrorResponse, "description": "Slug already exists"},
|
||||
},
|
||||
)
|
||||
async def create_item(payload: ItemCreate) -> ItemResponse: ...
|
||||
```
|
||||
|
||||
## Linting
|
||||
|
||||
Use ruff for formatting and linting:
|
||||
```shell
|
||||
ruff check --fix src
|
||||
ruff format src
|
||||
```
|
||||
|
||||
## Quick Reference
|
||||
Add to a pre-commit hook or run in CI. Ruff replaces black + isort + autoflake + most of flake8.
|
||||
|
||||
| Scenario | Solution |
|
||||
|----------|----------|
|
||||
| Non-blocking I/O | `async def` route with `await` |
|
||||
| Blocking I/O | `def` route (sync) |
|
||||
| Sync library in async | `run_in_threadpool()` |
|
||||
| CPU-intensive | Celery/multiprocessing |
|
||||
| Request validation | Dependencies with DB checks |
|
||||
| Shared validation | Chain dependencies |
|
||||
| Config per domain | Separate `BaseSettings` classes |
|
||||
| Complex DB queries | SQL with JSON aggregation |
|
||||
---
|
||||
|
||||
## Anti-patterns — common AI-agent mistakes
|
||||
|
||||
If you're an agent reviewing a diff, check for these. Each is a real failure mode I've
|
||||
seen agents introduce.
|
||||
|
||||
| Anti-pattern | Why it's wrong | Fix |
|
||||
|---|---|---|
|
||||
| `requests.get(...)` inside `async def` | Blocks the event loop. `requests` is sync. | Use `httpx.AsyncClient` or `await run_in_threadpool(requests.get, ...)`. |
|
||||
| `time.sleep` / `open()` / sync DB driver inside `async def` | Same — blocks the loop. | Use the async equivalent (`asyncio.sleep`, `aiofiles`, async driver). |
|
||||
| `from jose import jwt` | `python-jose` is unmaintained. | `import jwt` (PyJWT). |
|
||||
| `from async_asgi_testclient import TestClient` | Unmaintained. | `httpx.AsyncClient` + `ASGITransport`. |
|
||||
| `model_config = ConfigDict(json_encoders={...})` | Deprecated in Pydantic v2. | `@field_serializer` or `Annotated[T, PlainSerializer(...)]`. |
|
||||
| `Field(ge=18, default=None)` | Constraint contradicts the default. | Pick required or optional, not both. |
|
||||
| `def get_user(id: int = Depends(...))` (default-arg form) | Legacy; gotchas with default values. | `user: Annotated[User, Depends(...)]`. |
|
||||
| Catching `Exception` around a route's body | Hides bugs and turns 500s into silent 200s. | Catch the specific exception class; raise `HTTPException` with a meaningful status. |
|
||||
| `BackgroundTasks` for anything you'd page on | No retry, dies with the worker. | Use Celery / Arq / RQ. |
|
||||
| Calling a sync ORM session inside `async def` | Blocks the loop, may deadlock the pool. | Use `AsyncSession`. |
|
||||
| Returning a Pydantic model and *also* setting `response_model=` to that same class | Model gets constructed twice (validate + serialize). | Either return a `dict`/ORM row and let `response_model` validate, or drop `response_model` and trust the return type. |
|
||||
| Importing across domains via deep paths (`from src.auth.service.user import ...`) | Tight coupling, hard to refactor. | `from src.auth import service as auth_service`. |
|
||||
| Reusing one `BaseSettings` for the whole app | Hard to reason about, every domain reads every var. | One `BaseSettings` per domain. |
|
||||
| Mocking the database in integration tests | Mock/prod divergence eventually fires in prod. | Use a real DB (testcontainers, ephemeral schema) and `dependency_overrides` for auth/external services. |
|
||||
|
||||
## Quick reference
|
||||
|
||||
| Scenario | Solution |
|
||||
|--------------------------------------|---------------------------------------------------|
|
||||
| Non-blocking I/O | `async def` route with `await` |
|
||||
| Blocking I/O (no async client) | `def` route (sync, runs in threadpool) |
|
||||
| Sync library inside async route | `await run_in_threadpool(fn, *args)` |
|
||||
| CPU-intensive work | Celery / Arq / RQ worker process |
|
||||
| Request validation against DB | Dependency that loads + validates + returns |
|
||||
| Reuse validation across routes | Chain dependencies |
|
||||
| Inject dependency in modern style | `Annotated[T, Depends(...)]` |
|
||||
| Per-request dep caching | Default behavior — same `Depends(x)` runs once |
|
||||
| Per-domain config | One `BaseSettings` subclass per domain |
|
||||
| Custom datetime serialization | `@field_serializer` |
|
||||
| Fire-and-forget short task | `BackgroundTasks` |
|
||||
| Reliable / scheduled / heavy task | Celery / Arq / RQ |
|
||||
| JWT decode | `PyJWT` (`import jwt`) |
|
||||
| Async DB | SQLAlchemy 2.0 async (`AsyncSession`) |
|
||||
| HTTP test client | `httpx.AsyncClient` + `ASGITransport` |
|
||||
| Swap dep in tests | `app.dependency_overrides[dep] = fake` |
|
||||
| Lint + format | `ruff check --fix` + `ruff format` |
|
||||
|
||||
Reference in New Issue
Block a user