??? ???? ? ?? ????? ??? ???? ?????. ???? ?? ????? ?? ?? ? ?????? ??? ?? API? ???? ?? ???? ? ????. ? ????? ?? ? ??? ??? ???? ?? SQLModel ? Redis? ???? py-cachify ?????? FastAPI ??????? ???? ??? ???????.
??:
- ??
- ???? ??
- SQLModel? ???? ?????? ?? ??
- FastAPI ????? ??
- ????? ?? ??
- ???? ????? ?? ??
- ?????? ??
- ??
??
??? ??? ?? ?? ??? ??? ???? ?? ??? ?????? ???? ? ??????? ??? ????? ??? ?????. py-cachify? ???? Redis? ????? ???? FastAPI ??????? ??? ???? ??? ? ????. ?? py-cachify? ??? ??? ?? ??? ???? ??? ?? ?? ?? ??? ?????.
? ??????? ORM? SQLModel ? ??? Redis? ???? FastAPI ???????? py-cachify ?????? ???? ??? ?????.
???? ??
?? ???? ??? ??? ?????.
?? ??
- ??? 3.12
- ?(??? ??? ???? ??? ? ??)
- ???? ????? ???? ???? ? ?? Redis ??
??? ??
?? ?? ??? ???? ??:
# create new project poetry new --name app py-cachify-fastapi-demo # enter the directory cd py-cachify-fastapi-demo # point poetry to use python3.12 poetry env use python3.12 # add dependencies poetry add "fastapi[standard]" sqlmodel aiosqlite redis py-cachify
- FastAPI: API ??? ?? ? ?????.
- SQLModel aiosqlite: ORM ? ??? ??? ??? ?? SQLAlchemy? Pydantic? ?????.
- Redis: Redis? ?????? ?? Python ?????
- py-cachify: ?? ? ?? ????.
py-cachify ??? ?
py-cachify? ???? ?? Redis ?????? ????? ???. FastAPI? ?? ????? ???? ? ??? ???????.
# app/main.py from contextlib import asynccontextmanager from fastapi import FastAPI from py_cachify import init_cachify from redis.asyncio import from_url @asynccontextmanager async def lifespan(_: FastAPI): init_cachify( # Replace with your redis url if it differs async_client=from_url('redis://localhost:6379/0'), ) yield app = FastAPI(lifespan=lifespan)
?? ??? ???:
- ??? Redis ?????? ?????.
- ? ?????? py-cachify? ??????.
SQLModel? ???? ?????? ?? ??
??????? ?????? ?? ??? ??? ??? ???????.
# app/db.py from sqlmodel import Field, SQLModel class User(SQLModel, table=True): id: int | None = Field(default=None, primary_key=True) name: str email: str
?????? ??? ???? ?? ???? ???? ?????.
# app/db.py # Adjust imports from sqlalchemy.ext.asyncio import async_sessionmaker, create_async_engine # Add the following at the end of the file sqlite_file_name = 'database.db' sqlite_url = f'sqlite+aiosqlite:///{sqlite_file_name}' engine = create_async_engine(sqlite_url, echo=True) session_maker = async_sessionmaker(engine) # app/main.py # Adjust imports and lifespan function from sqlmodel import SQLModel from .db import engine @asynccontextmanager async def lifespan(_: FastAPI): init_cachify( async_client=from_url('redis://localhost:6379/0'), ) # Create SQL Model tables async with engine.begin() as conn: await conn.run_sync(SQLModel.metadata.create_all) yield
??: ???? ?? SQLite? ???? ??? SQLAlchemy?? ???? ?? ??????? ??? ? ????.
FastAPI ????? ??
??? ??? ????? ?????? ??? ?????.
# create new project poetry new --name app py-cachify-fastapi-demo # enter the directory cd py-cachify-fastapi-demo # point poetry to use python3.12 poetry env use python3.12 # add dependencies poetry add "fastapi[standard]" sqlmodel aiosqlite redis py-cachify
????? ?? ??
?? ???? ?????? ??? ??? ?? read_user ?????? ??? ??? ?????.
????? ??? ??? ????.
# app/main.py from contextlib import asynccontextmanager from fastapi import FastAPI from py_cachify import init_cachify from redis.asyncio import from_url @asynccontextmanager async def lifespan(_: FastAPI): init_cachify( # Replace with your redis url if it differs async_client=from_url('redis://localhost:6379/0'), ) yield app = FastAPI(lifespan=lifespan)
@cached ????? ??:
- user_id? ???? ?? ?? ?????.
- TTL(Time-To-Live)? 5?(300?)?? ?????.
- 5? ??? ??? user_id? ???? ? ?????? ???? ??? ??? ?????.
???? ? ?? ???
??? ???? ?????? ?????? ?? ??? ?? ? ??? ??? ????? ???. ?? ???? ?? update_user ?????? ??? ?????.
# app/db.py from sqlmodel import Field, SQLModel class User(SQLModel, table=True): id: int | None = Field(default=None, primary_key=True) name: str email: str
read_user.reset(user_id=user_id)? ???? ??? ?????.
- ?? user_id? ?? ??? ???? ????.
- ?? GET ??? ???????? ?? ???? ????? ?????.
???? ??? ?????? .reset ???? ???? ??? ???? ?????. ? ??? ??? ??? ??? ????? ?? ??? ?? ?? ?? ???? ?? ??? ??? ?????.
.reset ???? ??? ?????? ??? ?? ??? ? ?? ??? ???? ???? ??? ??? ?????. ?? ?? ?? ? ??? user-{user_id}? ?? wait read_user.reset(user_id=123)? ???? user_id=123? ?? ?? ??? ????? ???? ???? ?????.
???? ?? ?? ??
???? ? ?? ??? ???? ?? Once ?????? ???? ???? ?????? ??? ????.
# app/db.py # Adjust imports from sqlalchemy.ext.asyncio import async_sessionmaker, create_async_engine # Add the following at the end of the file sqlite_file_name = 'database.db' sqlite_url = f'sqlite+aiosqlite:///{sqlite_file_name}' engine = create_async_engine(sqlite_url, echo=True) session_maker = async_sessionmaker(engine) # app/main.py # Adjust imports and lifespan function from sqlmodel import SQLModel from .db import engine @asynccontextmanager async def lifespan(_: FastAPI): init_cachify( async_client=from_url('redis://localhost:6379/0'), ) # Create SQL Model tables async with engine.begin() as conn: await conn.run_sync(SQLModel.metadata.create_all) yield
? ???:
- user_id? ?? ??? ????.
- ?? ??? ??? ???? ??? ??????? ?? ?? 226 IM ?? ?? ??? ?? ??? ?????.
- ?? ????? ?? ??? ???? ???? ?? ?????.
????? ??? ?? ??? ?? ??? ?????? ?? ?? ????? @once? ??? ? ????.
?????? ??
?? ?? ???? ???? ?????!
1) Redis ?? ??:
Redis ??? ???? ?? ??? ?? ???? ???? ? ??? ?????. Docker? ???? ?? Redis ??? ??? ? ????.
# app/main.py # Adjust imports from fastapi import Depends, FastAPI from sqlalchemy.ext.asyncio import AsyncSession from .db import User, engine, session_maker # Database session dependency async def get_session(): async with session_maker() as session: yield session app = FastAPI(lifespan=lifespan) @app.post('/users/') async def create_user(user: User, session: AsyncSession = Depends(get_session)) -> User: session.add(user) await session.commit() await session.refresh(user) return user @app.get('/users/{user_id}') async def read_user(user_id: int, session: AsyncSession = Depends(get_session)) -> User | None: return await session.get(User, user_id) @app.put('/users/{user_id}') async def update_user(user_id: int, new_user: User, session: AsyncSession = Depends(get_session)) -> User | None: user = await session.get(User, user_id) if not user: return None user.name = new_user.name user.email = new_user.email session.add(user) await session.commit() await session.refresh(user) return user
2) FastAPI ?????? ??:
?? ??? ???? Poetry? ???? FastAPI ??????? ??? ? ????. ????? ?? ????? ???? ?? ??? ?????.
# app/main.py # Add the import from py_cachify import cached @app.get('/users/{user_id}') @cached('read_user-{user_id}', ttl=300) # New decorator async def read_user(user_id: int, session: AsyncSession = Depends(get_session)) -> User | None: return await session.get(User, user_id)
3) ?? ? ?? ??? ? ??:
??: read_user ??? ??(?: asyncio.sleep ??)? ???? ?? ?? ??? ????????. ??? ???? ?? ??? ??? ?? ????? ?????.
?:
# create new project poetry new --name app py-cachify-fastapi-demo # enter the directory cd py-cachify-fastapi-demo # point poetry to use python3.12 poetry env use python3.12 # add dependencies poetry add "fastapi[standard]" sqlmodel aiosqlite redis py-cachify
??? ? ??: ?????, ?? ???? ??? ???? ? ?? ??? ???? ?? update_user ??? ??? ?????.
?:
# app/main.py from contextlib import asynccontextmanager from fastapi import FastAPI from py_cachify import init_cachify from redis.asyncio import from_url @asynccontextmanager async def lifespan(_: FastAPI): init_cachify( # Replace with your redis url if it differs async_client=from_url('redis://localhost:6379/0'), ) yield app = FastAPI(lifespan=lifespan)
??? ??? ???? ?? ?? ??? ? ???? ??? ???? ?? ?? ??? ??? ?? ????? ????? ??? ?? ? ?? ????? ?? ??? ???? ? ??? ? ? ????.
?? Postman? ?? ??? ????? http://127.0.0.1:8000/docs(?? ?? ?? ?)? ???? ?????? ????? ?? ?? ? ??? ??? ??? ???? ??? ??? ? ????.
??? FastAPI ?? ??? ???!
??
py-cachify? FastAPI ??????? ?????? API? ??? ???? ?? ????? ??? ??? ?????.
?? ??? ??? ?????.
- ??? ??: ???? ?? ??? ???? ?? ??? ?????? ??? ???? ?? ??? ?? ?????.
- ??? ??: ??? ?? ????? ?? py-cachify? ?? ??? ???? ??? ???? ?????. ?? ?? ???? ?? ??????? ?? ?????.
- ???: ?? ??? ?? ??? ??? ?? py-cachify? ???? ????? ?? ? ??????? ?? ??? ??? ?????.
- ?? ???: ?????? FastAPI? ?? ?? ???? Python ?????? ???? ????? ???? ??? ??? ? ????.
- ?? ?? ??: py-cachify? ??? ?? ??? ????? ???? ???? ? ???? ?? ???? ?? ??? ??? ? ????.
- ?? ??: ? ?????? ??? ??? py-cachify? ????? ?? ?? ?? ? ?? ???? ??? ??? ??? ? ????.
? ??? ???? ??? py-cachify? GitHub ???? ???? ?? ???? ? ??? ??, ????, ??? ?????.
GitHub ???? ? ????? ?? ??? ???? ? ????. ???? ???? ???? ???? ?? ??? ?? ??? ???.
py-cachify? ??? ??? GitHub?? ??? ?? ????? ??? ???! ??? ??? ???? ??? ??? ??? ???? ? ??? ???.
??? ?????!
? ??? FastAPI ??? ???: py-cachify? ?? ??? ??? ?? ?? ? ?? ??? ?? ?????. ??? ??? PHP ??? ????? ?? ?? ??? ?????!

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???? 13.0.1 ???
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SublimeText3 Mac ??
? ??? ?? ?? ?????(SublimeText3)

???? Python ?? ?? ?????? ?? ????, "??? ?????, ?? ??"? ???? ??? ??? ??? ?? ??? ?????. 1. ???? ?? ? ??? ?? ?????. ?? ???? ?? ??? ???? ??? ? ? ????. ?? ??, Spoke () ?? ???? ??? ??? ?? ??? ?? ????? ?? ??? ??? ????. 2. ???? ?? ???? ??? ??? ?????? Draw () ???? ???? ????? ?? ???? ?? ??? ???? ??? ???? ?? ?? ?? ??? ????? ?? ?? ????? ?? ?????. 3. Python ?? ???? ???????. ?? ???? ??? ???? ?? ???? ??? ????? ??? ?? ???? ??? ???? ????. ??? ??? ??? ???? ? ??? "?? ??"??????. 4. ???? ? ???? ?? ??? ?????

???? __iter __ () ? __next __ () ???? ???? ?????. ???? ??? ? ??? ????, ?? ???? ?? ??? ??? ???? ?????. 1. ???? ?? () ?? ? ??? ??? ???? ? ?? ??? ?? ? ?? ???? ??? ????. 2. ???? ?? ??? ???? ??? ???? ???? ???? ???? ?? ???? ?????. 3. ???? ???? ?? ??? ?? ? ? ? ??? ?? ? ???????? ? ? ??? ?? ??? ??? ???? ?? ? ? ???? ??????. ?? : ??? ?? ???? ??? ???? ????. ???? ?? ?? ? ??? ?????? ???? ? ?? ?? ? ? ????.

API ??? ??? ??? ?? ??? ???? ???? ???? ????. 1. Apikey? ?? ??? ?? ????, ????? ?? ?? ?? URL ?? ??? ?????. 2. Basicauth? ?? ???? ??? Base64 ??? ??? ??? ??? ????? ?????. 3. OAUTH2? ?? Client_ID ? Client_Secret? ?? ??? ?? ?? ?? ??? BearEtroken? ???????. 4. ?? ??? ???? ?? ?? ?? ???? ????? ???? ?? ?? ? ????. ???, ??? ?? ??? ??? ???? ?? ??? ???? ???? ?? ?????.

????? ??? ? ??? ??? ?? ??? ???? ??? zip () ??? ???? ????.? ??? ?? ??? ???? ?? ??? ?? ????. ?? ??? ???? ?? ?? itertools.zip_longest ()? ???? ?? ?? ? ??? ?? ? ????. enumerate ()? ???? ??? ???? ?? ? ????. 1.zip ()? ???? ????? ?? ??? ??? ??? ?????. 2.zip_longest ()? ???? ?? ??? ?? ? ? ???? ?? ? ????. 3. Enumental (Zip ())? ??? ??? ????? ??? ???? ???? ?? ???? ?? ? ????.

inpython, iteratorsareobjectsthatlowloppingthroughcollections __ () ? __next __ ()

Assert? ????? ???? ???? ?? ? ???? ??? ???? ??? ?? ?? ????. ??? ??? ??? ?? ??? ?????, ?? ?? ?? ??, ?? ?? ?? ?? ?? ?? ??? ????? ?? ?? ??? ?? ???? ??? ? ??? ??? ??? ??? ?? ???????. ?? ??? ???? ?? ?? ???? ?? ????? ??? ? ????.

typehintsinpythonsolvetheproblemombiguityandpotentialbugsindynamicallytypedcodebyallowingdevelopscifyexpectiontypes. theyenhancereadability, enablearylybugdetection ? improvetoomingsupport.typehintsareaddedusingaColon (:) forvariblesAndAramete

Python? ???? ????? ???? API? ???? Fastapi? ?????. ?? ??? ?? ????? ?????? ??? ??? ??? ???? ?? ? ? ????. Fastapi ? Asgi Server Uvicorn? ?? ? ? ????? ??? ??? ? ????. ??? ??, ?? ?? ?? ? ???? ?????? API? ???? ?? ? ? ????. Fastapi? ??? HTTP ??? ???? ?? ?? ? Swaggerui ? Redoc Documentation Systems? ?????. ?? ??? ?? URL ?? ??? ?? ? ??? ??, ?? ?? ??? ???? ???? ?? ?? ??? ??? ? ????. Pydantic ??? ???? ??? ?? ???? ???? ????? ? ??? ? ? ????.
