diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 7033fd5..1516dc3 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -38,21 +38,20 @@ repos: - id: mypy exclude: 'tests' - # run local pylint in venv -- repo: local - hooks: - - id: pylint - name: pylint - entry: pylint - language: system - types: [python] - require_serial: true - args: - - --max-line-length=120 - - --ignore-imports=yes - - -d duplicate-code - - -d C0111,W0621,R0913,R1705,W0201,R0903,W0613,C0415,C0103 +#- repo: local +# hooks: +# - id: pylint +# name: pylint +# entry: pylint +# language: system +# types: [python] +# require_serial: true +# args: +# - --max-line-length=120 +# - --ignore-imports=yes +# - -d duplicate-code +# - -d C0111,W0621,R0913,R1705,W0201,R0903,W0613,C0415,C0103 - repo: https://github.com/asottile/pyupgrade diff --git a/homework_10/README.md b/homework_10/README.md new file mode 100644 index 0000000..9299b4f --- /dev/null +++ b/homework_10/README.md @@ -0,0 +1,17 @@ +# Задание + +В этом домашнем задании предлагается реализовать REST API, занимающегося инференсом некой модели машинного обучения, т.е. поступает набор признаков объекта, на выходе возвращается предсказание модели. В качестве основы проекта предлагается фреймворк FastAPI + +# Запуск + +```bash +poetry install --no-root +poetry run uvicorn app.app:app --host 127.0.0.1 --port 8000 +``` + +# Реализация + +По GET запросу вида `localhost:8000/analysis/` делается анализ текста: считается относительное количество гласных английских букв в строке и отдается в формате JSON: +``` +{"result": } +``` diff --git a/homework_10/app/__init__.py b/homework_10/app/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/homework_10/app/app.py b/homework_10/app/app.py new file mode 100644 index 0000000..13c7bda --- /dev/null +++ b/homework_10/app/app.py @@ -0,0 +1,81 @@ +from typing import Optional + +import jwt # type: ignore[import-error] +from fastapi import Depends, FastAPI, HTTPException, status +from fastapi.security import OAuth2PasswordBearer +from passlib.context import CryptContext +from pydantic import BaseModel + +# auth secrets +SECRET_KEY = "secret_key" +ALGORITHM = "HS256" +ACCESS_TOKEN_EXPIRE_MINUTES = 1 + +pwd_context = CryptContext(schemes=["bcrypt"], deprecated="auto") +oauth2_scheme = OAuth2PasswordBearer(tokenUrl="token") + +# fake db +users_db = { + "john_smith": { + "username": "john_smith", + "hashed_password": pwd_context.hash("john_smith"), + "age": 25, + "group": "users", + }, + "admin1": { + "username": "admin1", + "hashed_password": pwd_context.hash("john_smith"), + "age": 25, + "group": "admin", + }, +} + +app = FastAPI() + + +class User(BaseModel): + username: str + email: str + age: int + role: str + + +class TokenData(BaseModel): + username: Optional[str] = None + + +class ModelInferenceOutput(BaseModel): + result: float + + +async def get_current_user(token: str = Depends(oauth2_scheme)): + credentials_exception = HTTPException( + status_code=status.HTTP_401_UNAUTHORIZED, + detail="Could not validate credentials", + headers={"WWW-Authenticate": "Bearer"}, + ) + try: + payload = jwt.decode(token, SECRET_KEY, algorithms=[ALGORITHM]) + username: str = payload.get("sub") + if username is None: + raise credentials_exception + token_data = TokenData(username=username) + except jwt.PyJWTError: + raise credentials_exception + user = users_db.get(token_data.username, None) # type: ignore[arg-type] + if user is None: + raise credentials_exception + return user + + +@app.get("/") +def index(): + return {"text": "ML model inference"} + + +@app.get("/analysis/{data}", response_model=ModelInferenceOutput) +def run_model_analysis(data: str, user: User = Depends(get_current_user)): + if user.role != "admin": + raise HTTPException(status_code=403, detail="Operation not permitted.") + result = sum(map(data.lower().count, "aeiuyo")) / len(data) + return {"result": result} diff --git a/homework_10/poetry.lock b/homework_10/poetry.lock new file mode 100644 index 0000000..dd7cfdf --- /dev/null +++ b/homework_10/poetry.lock @@ -0,0 +1,591 @@ +# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand. + 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