diff --git a/.env b/.env new file mode 100644 index 0000000..fc3665b --- /dev/null +++ b/.env @@ -0,0 +1,2 @@ +MODEL_PATH = "model.pkl" +DB_URL = "postgresql+psycopg2://postgres:postgres@postgres:5432/postgres" diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..cd94397 --- /dev/null +++ b/.gitignore @@ -0,0 +1,3 @@ +*.db +*.env +/venv \ No newline at end of file diff --git a/Makefile b/Makefile new file mode 100644 index 0000000..0cecfee --- /dev/null +++ b/Makefile @@ -0,0 +1,44 @@ +.DEFAULT_GOAL := help +PYTHONPATH = PYTHONPATH=./ +TEST = $(PYTHONPATH) pytest --verbosity=2 --showlocals --log-level=DEBUG --strict-markers $(arg) +CODE = app tests + +.PHONY: help +help: ## Show this help + @grep -E '^[a-zA-Z_-]+:.*?## .*$$' $(MAKEFILE_LIST) | awk 'BEGIN {FS = ":.*?## "}; {printf "\033[36m%-30s\033[0m %s\n", $$1, $$2}' + +.PHONY: test +#test: ## Runs pytest with coverage + #$(TEST) + +#.PHONY: test-fast +#test-fast: ## Runs pytest with exitfirst +# $(TEST) --exitfirst + +#.PHONY: test-failed +#test-failed: ## Runs pytest from last-failed +# $(TEST) --last-failed + +#.PHONY: test-cov +#test-cov: ## Runs pytest with coverage report +# $(TEST) --cov --cov-report html + +.PHONY: lint +lint: ## Lint code + black --check $(CODE) + flake8 --jobs 4 --statistics --show-source --ignore E501,W503,E203 $(CODE) + pylint $(CODE) + mypy --namespace-packages --ignore-missing-imports --explicit-package-bases $(CODE) +# pytest --dead-fixtures --dup-fixtures +# safety check --full-report +# bandit -c pyproject.toml -r $(CODE) + poetry check + +.PHONY: format +format: ## Formats all files + autoflake --recursive --in-place --ignore-init-module-imports --remove-all-unused-imports $(CODE) + isort $(CODE) + black $(CODE) + +.PHONY: check +check: format lint #test ## Format and lint code then run tests diff --git a/README.md b/README.md index e770221..93df94e 100644 --- a/README.md +++ b/README.md @@ -1,18 +1,9 @@ -# 2024-spring-ab-python-ads-HW-4 +## Интеграции и БД -## Интеграции и БД + повторение прошлого семестра :) +Здесь представлено решение задачи получения количества деревьев в определенном городе в определенном году с помощью Open Street Map. -* Реализовать с помощью FastAPI приложение с эндпоинтом (POST), позволяющим получить количество деревьев в определенном городе в определенном году с помощью Open Street Map. - API (см. example 3 здесь: https://wiki.openstreetmap.org/wiki/OSMPythonTools). Название города и страны + год должны передаваться в теле запроса. -* Для обращения к Open Street Map API использовать библиотеку requests, НЕ OSMPythonTools. -* Каждый успешный запрос должен логироваться в базу данных (postgresql). -* Реализовать хранимую процедуру в базе данных на plpython, вычисляющую город, который встретился наибольшее количество раз в истории обращений к эндпоинту. - -Подсказка - Dockerfile для postgres с plpython лежит в репе. - -**Критерии оценки** -* Реализован эндопинт - +2 балла -* Используется библиотека requests - +1 балл -* Реализован docker-compose с приложением и базой данных - +4 балла -* Реализована хранимая процедура - +2 балла -* Правильная структура репозитория - +1 балл +* Реализовано с помощью FastAPI приложение с эндпоинтом (POST), позволяющим получить количество деревьев в определенном городе в определенном году с помощью Open Street Map. + API. +* Для обращения к Open Street Map API используется библиотека requests. +* Каждый успешный запрос логируется в базу данных (postgresql). +* Реализована хранимая процедуру в базе данных, вычисляющая город, который встретился наибольшее количество раз в истории обращений к эндпоинту. diff --git a/app.Dockerfile b/app.Dockerfile new file mode 100644 index 0000000..6e5583d --- /dev/null +++ b/app.Dockerfile @@ -0,0 +1,12 @@ +FROM python:3.11 as requirements-stage +WORKDIR /tmp +RUN pip install --trusted-host pypi.org --trusted-host pypi.python.org --trusted-host files.pythonhosted.org poetry +COPY ./pyproject.toml ./poetry.lock* /tmp/ +RUN poetry export -f requirements.txt --output requirements.txt --without-hashes + +FROM python:3.11 +WORKDIR /code +COPY --from=requirements-stage /tmp/requirements.txt /code/requirements.txt +RUN pip3 install --trusted-host pypi.org --trusted-host pypi.python.org --trusted-host files.pythonhosted.org -r /code/requirements.txt +COPY ./app /code/app +CMD ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "80"] diff --git a/app/__init__.py b/app/__init__.py new file mode 100644 index 0000000..e406c7e --- /dev/null +++ b/app/__init__.py @@ -0,0 +1 @@ +"""init file.""" diff --git a/app/database.py b/app/database.py new file mode 100644 index 0000000..c77e539 --- /dev/null +++ b/app/database.py @@ -0,0 +1,16 @@ +"""Create database attributes.""" + +import os + +from dotenv import load_dotenv +from sqlalchemy import create_engine +from sqlalchemy.orm import declarative_base, sessionmaker + +load_dotenv() + + +engine = create_engine(os.getenv("DB_URL")) + +SessionLocal = sessionmaker(autocommit=False, autoflush=False, bind=engine) + +Base = declarative_base() diff --git a/app/main.py b/app/main.py new file mode 100644 index 0000000..0a2f2dc --- /dev/null +++ b/app/main.py @@ -0,0 +1,47 @@ +"""This is the fraud detector.""" + +from datetime import datetime +from typing import Any + +from fastapi import Depends, FastAPI +from sqlalchemy.orm import Session + +from . import models, schemas +from .database import SessionLocal, engine +from .model_predict import tree_count + +app = FastAPI() +models.Base.metadata.create_all(bind=engine) + + +def get_db(): + """Give database.""" + db = SessionLocal() + try: + yield db + finally: + db.close() + + +@app.get("/") +async def root(): + """Hello message.""" + return {"message": "Hello! This is an information application about trees."} + + +@app.post("/information") +async def post_information( + buff: schemas.InputFeatures, db: Session = Depends(get_db) +) -> int | Any: + """Get info.""" + info = tree_count(buff.city, buff.year) + new_detect = models.Trees( + city=buff.city, + country=buff.country, + year=int(buff.year), + trees_count=info, + request_time=datetime.now(), + ) + db.add(new_detect) + db.commit() + return info diff --git a/app/model_predict.py b/app/model_predict.py new file mode 100644 index 0000000..8056329 --- /dev/null +++ b/app/model_predict.py @@ -0,0 +1,20 @@ +"""Model predictions.""" +import requests + + +def tree_count(town, year): + """Parser for OSM.""" + url = r"http://overpass-api.de/api/interpreter" + query = f"""[out:json][date:'{str(year)}-01-01T00:00:00Z'][maxsize:2000000000]; + area["name:en"="{town}"]->.searchArea; + (node["natural"="tree"](area.searchArea);); out count;""" + result = requests.post(url, data=query, timeout=60) + t = result.text + cap = "total" + for i in range(len(t)): + if t[i : i + len(cap)] == cap: + t = t[i + len(cap) + 4 :] + for j in range(len(t)): # pylint: disable=C0200 + if not t[j].isdigit(): + return int(t[:j]) + return 0 diff --git a/app/models.py b/app/models.py new file mode 100644 index 0000000..a43e76b --- /dev/null +++ b/app/models.py @@ -0,0 +1,18 @@ +"""This program create template from database.""" + +from sqlalchemy import Column, DateTime, Integer, String + +from .database import Base + + +class Trees(Base): # pylint: disable=R0903 + """Template from database.""" + + __tablename__ = "Trees" + + id = Column(Integer, primary_key=True) + city = Column(String, default="") + country = Column(String, default="") + year = Column(Integer, default=2000) + trees_count = Column(Integer, default=0) + request_time = Column(DateTime) diff --git a/app/schemas.py b/app/schemas.py new file mode 100644 index 0000000..e081cb2 --- /dev/null +++ b/app/schemas.py @@ -0,0 +1,11 @@ +"""All schemas.""" + +from pydantic import BaseModel + + +class InputFeatures(BaseModel): + """Input features.""" + + city: str = "" + country: str = "" + year: str = "" diff --git a/database.sql b/database.sql new file mode 100644 index 0000000..3803aaf --- /dev/null +++ b/database.sql @@ -0,0 +1,20 @@ +CREATE EXTENSION IF NOT EXISTS plpython3u; + +CREATE TABLE post_information ( + id SERIAL PRIMARY KEY, + city VARCHAR(255), + country VARCHAR(255), + year INT, + trees_count INT, + timestamp TIMESTAMP DEFAULT CURRENT_TIMESTAMP +); + +CREATE OR REPLACE FUNCTION most_frequent_city() RETURNS TABLE(city VARCHAR, queries_count bigint) AS $$ BEGIN RETURN QUERY +SELECT t.city, + COUNT(*) as queries_count +FROM "Trees" t +GROUP BY t.city +ORDER BY queries_count DESC +LIMIT 1; +END; +$$ LANGUAGE plpgsql; diff --git a/detector.db b/detector.db new file mode 100644 index 0000000..8365fe7 Binary files /dev/null and b/detector.db differ diff --git a/docker-compose.yaml b/docker-compose.yaml new file mode 100644 index 0000000..36aa6ca --- /dev/null +++ b/docker-compose.yaml @@ -0,0 +1,27 @@ +version: "3.3" + +services: + postgres: + build: + context: . + dockerfile: pg.Dockerfile + ports: + - 5432:5432 + volumes: + - pgdata:/var/lib/postgresql/data/pgdata + environment: + - PGDATA=/var/lib/postgresql/data/pgdata + - POSTGRES_USER=postgres + - POSTGRES_PASSWORD=postgres + - POSTGRES_DB=postgres + + app: + build: + context: . + dockerfile: app.Dockerfile + ports: + - 8000:80 + environment: + - DB_URL=postgresql+psycopg2://postgres:postgres@postgres:5432/postgres +volumes: + pgdata: diff --git a/Dockerfile b/pg.Dockerfile similarity index 53% rename from Dockerfile rename to pg.Dockerfile index caa127a..959f2eb 100644 --- a/Dockerfile +++ b/pg.Dockerfile @@ -1,3 +1,3 @@ FROM postgres:13.3 RUN apt update && apt install python3 python3-pip postgresql-plpython3-${PG_MAJOR} -y -RUN echo 'CREATE EXTENSION IF NOT EXISTS plpython3u;' > /docker-entrypoint-initdb.d/py3.sql +COPY ./database.sql 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