diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml new file mode 100644 index 00000000..272f3772 --- /dev/null +++ b/.github/workflows/main.yml @@ -0,0 +1,23 @@ +name: Ruff check + +on: + push: + branches: + - main + +jobs: + ruff: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v2 + + - name: Set up Python + uses: actions/setup-python@v2 + with: + python-version: '3.11' + + - name: Install ruff + run: pip install ruff + + - name: Run ruff + run: ruff check . \ No newline at end of file diff --git a/.gitignore b/.gitignore index 82f92755..7b6caf34 100644 --- a/.gitignore +++ b/.gitignore @@ -159,4 +159,4 @@ cython_debug/ # be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore # and can be added to the global gitignore or merged into this file. 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+[metadata] +lock-version = "2.1" +python-versions = ">=3.11" +content-hash = "13498b82a0fe7199e4e34da38c881b5432904988201d3317b7de396e42f0a19d" diff --git a/simple_backend/pyproject.toml b/simple_backend/pyproject.toml new file mode 100644 index 00000000..faf98443 --- /dev/null +++ b/simple_backend/pyproject.toml @@ -0,0 +1,19 @@ +[build-system] +requires = ["poetry-core>=2.0.0,<3.0.0"] +build-backend = "poetry.core.masonry.api" + +[tool.poetry] +name = "simple-backend" +version = "0.1.0" +description = "A simple task tracker backend with FastAPI and AI integration" +authors = ["Igor Gorelov "] +readme = "README.md" + +[tool.poetry.dependencies] +python = ">=3.11" +fastapi = "^0.111.0" +requests = "^2.31.0" +python-dotenv = "^1.0.1" + +[tool.poetry.group.dev.dependencies] +uvicorn = {extras = ["standard"], version = "^0.29.0"} diff --git a/simple_backend/src/task_tracker/README.md b/simple_backend/src/task_tracker/README.md new file mode 100644 index 00000000..27fb76aa --- /dev/null +++ b/simple_backend/src/task_tracker/README.md @@ -0,0 +1,42 @@ +### ❌ Недостатки хранения данных в оперативной памяти: + +1. **Недолговечность (Volatility):** Все задачи полностью теряются при перезапуске сервера, сбое или завершении работы приложения, так как оперативная память энергозависима. +2. **Отсутствие горизонтального масштабирования:** При запуске нескольких экземпляров приложения (для распределения нагрузки) каждый экземпляр будет иметь свой собственный изолированный список задач. Это приводит к непоследовательности данных и непредсказуемому поведению для пользователей. +3. **Ограниченный объем:** Объем хранимых данных напрямую ограничен доступной оперативной памятью сервера. +4. **Проблемы с параллельным доступом:** При одновременном доступе из разных потоков или запросов к общему списку без надлежащей синхронизации могут возникать ошибки и повреждение данных (так называемое "состояние гонки"). + +## 💾 Этап 2: Хранение данных в файле (tasks.json) + +Для решения проблемы недолговечности данных, приложение было модифицировано для сохранения информации о задачах в локальном JSON-файле (`tasks.json`). + +### ✅ Что улучшилось после перехода на файловое хранение? + +* **Постоянство данных (Persistence):** Главное улучшение заключается в том, что задачи теперь не теряются после перезапуска сервера. Они надежно сохраняются на диске. + +### ⚠️ Избавились ли мы от хранения состояния? + +**Нет.** Приложение по-прежнему является **stateful** (сохраняющим состояние). Его поведение по-прежнему зависит от внешнего ресурса — теперь это файл на диске. Проблема с горизонтальным масштабированием остается актуальной: + +* Если запустить несколько экземпляров приложения, они все будут пытаться одновременно читать и записывать в один и тот же файл. Это неизбежно приведет к конфликтам данных, их потере или повреждению (классическое "состояние гонки"). Текущая реализация не включает механизмов блокировки на уровне файловой системы или базы данных, необходимых для безопасного параллельного доступа. + +### 💡 Альтернативные подходы к хранению данных: + +Для создания более надежных, масштабируемых и по-настоящему **stateless** backend-приложений обычно используют следующие решения: + +1. **Реляционные Базы Данных (SQL):** + * **Преимущества:** Гарантии целостности данных (ACID-транзакции), строгая схема, мощные возможности запросов SQL. Отлично подходят для данных со сложными связями. + * **Недостатки:** Требуют более строгой схемы, могут быть сложнее в настройке и горизонтальном масштабировании. +2. **Нереляционные Базы Данных (NoSQL):** + * **Преимущества:** Гибкая схема данных, часто лучше масштабируются горизонтально, высокая производительность для определенных типов операций. + * **Недостатки:** Могут иметь более слабые гарантии согласованности данных по сравнению с SQL. +3. **Облачные Сервисы / Внешние API для хранения данных:** + * **Преимущества:** Полностью перекладывают ответственность за хранение, доступность и масштабирование на сторонний сервис. Это основной способ создания по-настоящему **stateless** бэкенда. + * **Недостатки:** Зависимость от внешнего провайдера, возможные сетевые задержки, потенциальные затраты. + +## 🏁 Этап 3: Проблема конкурентного доступа и "Состояние гонки" (Race Condition) + +Несмотря на переход к stateless-архитектуре с использованием внешнего сервиса (`jsonbin.io`), в проекте осталась фундаментальная проблема, связанная с одновременным доступом к данным. + + +Чтобы решить эту проблему можно уставновить в проект БД например PostgreSQL. + diff --git a/simple_backend/src/task_tracker/main.py b/simple_backend/src/task_tracker/main.py index 3db98d0d..dcca0767 100644 --- a/simple_backend/src/task_tracker/main.py +++ b/simple_backend/src/task_tracker/main.py @@ -1,19 +1,193 @@ -from fastapi import FastAPI +import json +import os +from abc import ABC, abstractmethod +from typing import List + +import requests +from dotenv import load_dotenv +from fastapi import FastAPI, HTTPException +from pydantic import BaseModel + +load_dotenv() app = FastAPI() + +class BaseHTTPClient(ABC): + """Абстрактный базовый класс для HTTP-клиентов к внешним API.""" + + @abstractmethod + def _get_headers(self) -> dict: + raise NotImplementedError + + def _make_request(self, method: str, url: str, **kwargs) -> requests.Response: + try: + response = requests.request( + method, url, headers=self._get_headers(), **kwargs + ) + response.raise_for_status() + return response + except requests.exceptions.RequestException as e: + print(f"Ошибка при запросе к {url}: {e}") + raise HTTPException( + status_code=503, + detail=f"Внешний сервис недоступен: {e.__class__.__name__}", + ) + + +class TaskFileManager(BaseHTTPClient): + """Клиент для работы с хранилищем задач jsonbin.io.""" + + def __init__(self): + """Инициализирует клиент, загружая конфигурацию для jsonbin.io.""" + self.api_key = os.getenv("JSONBIN_API_KEY") + self.bin_id = os.getenv("JSONBIN_BIN_ID") + self.base_url = f"https://api.jsonbin.io/v3/b/{self.bin_id}" + + def _get_headers(self) -> dict: + """Реализация метода для получения заголовков, специфичных для jsonbin.io.""" + return {"X-Master-Key": self.api_key, "Content-Type": "application/json"} + + def read_tasks(self) -> List["Task"]: + """Читает полный список задач из 'корзины' jsonbin.io.""" + try: + response = self._make_request("get", self.base_url) + data = response.json() + task_data = data.get("record", []) + return [Task(**task) for task in task_data] + except json.JSONDecodeError: + raise HTTPException( + status_code=500, + detail="Не удалось обработать ответ от сервиса хранения.", + ) + + def write_tasks(self, tasks: List["Task"]): + """Полностью перезаписывает список задач в 'корзине' jsonbin.io.""" + task_dicts = [task.dict() for task in tasks] + self._make_request("put", self.base_url, json=task_dicts) + + +class CloudflareAIManager(BaseHTTPClient): + """Клиент для работы с Cloudflare Workers AI.""" + + def __init__(self): + """Инициализирует клиент, загружая конфигурацию для Cloudflare AI.""" + account_id = os.getenv("CLOUDFLARE_ACCOUNT_ID") + self.api_token = os.getenv("CLOUDFLARE_API_TOKEN") + self.api_base_url = ( + f"https://api.cloudflare.com/client/v4/accounts/{account_id}/ai/run/" + ) + self.model = "@cf/meta/llama-2-7b-chat-int8" + + def _get_headers(self) -> dict: + """Реализация метода для получения заголовков аутентификации Cloudflare.""" + return {"Authorization": f"Bearer {self.api_token}"} + + def get_solution_for_task(self, task_title: str) -> str: + prompt = ( + "Provide a brief, step-by-step plan to solve the following task. " + "Do not add any introductions or conclusions, just the steps. " + f"Task: '{task_title}'" + ) + input_data = { + "messages": [ + { + "role": "system", + "content": ( + "You are a helpful assistant that provides concise, " + "actionable steps to solve tasks." + ), + }, + {"role": "user", "content": prompt}, + ] + } + url = f"{self.api_base_url}{self.model}" + + try: + response = self._make_request("post", url, json=input_data) + result = response.json() + if ( + result.get("success") + and "result" in result + and "response" in result["result"] + ): + return result["result"]["response"].strip() + else: + print(f"Cloudflare AI returned an unsuccessful response: {result}") + return "" + except (HTTPException, json.JSONDecodeError) as e: + print(f"Error calling Cloudflare AI API: {e}") + return "" + + +manager = TaskFileManager() +cloudflare_manager = CloudflareAIManager() + + +class Task(BaseModel): + """Модель задачи, которая хранится в системе и возвращается клиенту.""" + + id: int + title: str + status: str + + +class TaskCreate(BaseModel): + """Модель для создания новой задачи (клиент не передает id).""" + + title: str + status: str + + +class TaskUpdate(BaseModel): + """Модель для обновления существующей задачи.""" + + title: str + status: str + + @app.get("/tasks") -def get_tasks(): - pass +def get_tasks() -> List[Task]: + """Возвращает список всех задач.""" + return manager.read_tasks() + @app.post("/tasks") -def create_task(task): - pass +def create_task(task: TaskCreate) -> Task: + """Создает новую задачу, обогащая ее описание с помощью AI.""" + print(f"Getting solution for task: '{task.title}'") + solution = cloudflare_manager.get_solution_for_task(task.title) + enriched_title = task.title + if solution: + enriched_title += f"\n\n--- AI Suggested Steps ---\n{solution}" + + tasks = manager.read_tasks() + new_id = max([t.id for t in tasks]) + 1 if tasks else 1 + new_task = Task(id=new_id, title=enriched_title, status=task.status) + tasks.append(new_task) + manager.write_tasks(tasks) + return new_task + @app.put("/tasks/{task_id}") -def update_task(task_id: int): - pass +def update_task(task_id: int, updated_task_data: TaskUpdate) -> Task: + """Обновляет задачу по ее ID.""" + tasks = manager.read_tasks() + for i, task in enumerate(tasks): + if task.id == task_id: + tasks[i] = Task(id=task_id, **updated_task_data.dict()) + manager.write_tasks(tasks) + return tasks[i] + raise HTTPException(status_code=404, detail="Task not found") + @app.delete("/tasks/{task_id}") -def delete_task(task_id: int): - pass +def delete_task(task_id: int) -> dict: + """Удаляет задачу по ее ID.""" + tasks = manager.read_tasks() + task_to_delete = next((task for task in tasks if task.id == task_id), None) + if task_to_delete is None: + raise HTTPException(status_code=404, detail="Task not found") + tasks.remove(task_to_delete) + manager.write_tasks(tasks) + return {"message": "Task deleted successfully"}