feat: solution for 'сырой текст задания → плоская карточка'

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2026-06-28 12:42:48 +03:00
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node_modules/
.env
dist/
build/
*.log
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# Assignment Card Extraction
This project demonstrates how to convert a natural language assignment description into a structured data object using **LangChain** and **Pydantic**.
## Features
- Parses assignment details such as title, subject, deadline, deliverable type, and grading hints.
- Uses OpenAI's GPT model to interpret freeform text.
- Validates the output with a Pydantic model to ensure type safety.
## Prerequisites
- Python 3.10 or newer
- An OpenAI API key
## Setup
1. **Clone the repository** (or copy the files into a directory):
```bash
git clone https://github.com/your-username/assignment-card-extractor.git
cd assignment-card-extractor
```
2. **Create a virtual environment** (recommended):
```bash
python -m venv .venv
source .venv/bin/activate # On Windows: .venv\Scripts\activate
```
3. **Install dependencies**:
```bash
pip install -r requirements.txt
```
4. **Configure the OpenAI API key**:
- Open the `.env` file.
- Replace `your_openai_api_key_here` with your actual key.
```dotenv
OPENAI_API_KEY=sk-XXXXXXXXXXXXXXXXXXXX
```
## Running the Example
```bash
python src/main.py
```
You should see output similar to:
```
=== Parsed Assignment Card ===
{
"title": "Мини-отчёт по LangChain",
"subject": "LangChain",
"deadline_hint": "к пятнице",
"deliverable_type": "отчёт",
"grading_hints": [
"полнота",
"пример кода"
]
}
=== Human-readable Summary ===
Title: Мини-отчёт по LangChain
Subject: LangChain
Deadline: к пятнице
Deliverable: отчёт
Grading Hints: полнота, пример кода
```
## Customization
- **Change the LLM**: Edit `src/main.py` to use a different model or adjust temperature.
- **Add more fields**: Update the `AssignmentCard` model and the prompt template accordingly.
- **Use in a pipeline**: Import the `chain` object from `src/main.py` into your own application.
## License
MIT License
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langchain-core>=0.2.0
langchain-openai>=0.2.0
pydantic>=2.0
python-dotenv>=1.0
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#!/usr/bin/env python
# -*- coding: utf-8 -*-
"""
Assignment Card Extraction
This script demonstrates how to extract structured assignment details from a
natural language description using LangChain and Pydantic.
"""
import os
from typing import List
from dotenv import load_dotenv
from langchain_core.output_parsers import PydanticOutputParser
from langchain_core.prompts import PromptTemplate
from langchain_openai import ChatOpenAI
from pydantic import BaseModel, Field
# Load environment variables (expects OPENAI_API_KEY)
load_dotenv()
# --------------------------------------------------------------------------- #
# Pydantic model definition
# --------------------------------------------------------------------------- #
class AssignmentCard(BaseModel):
"""
Structured representation of an assignment description.
"""
title: str = Field(
...,
description="Short title of the assignment (e.g., 'Mini-report on LangChain').",
)
subject: str = Field(
...,
description="Subject or topic of the assignment (e.g., 'LangChain').",
)
deadline_hint: str = Field(
...,
description="A short phrase indicating the deadline (e.g., 'by Friday').",
)
deliverable_type: str = Field(
...,
description="What to submit: report, code, presentation, etc.",
)
grading_hints: List[str] = Field(
...,
description="List of key grading criteria mentioned in the description.",
)
# --------------------------------------------------------------------------- #
# LangChain components
# --------------------------------------------------------------------------- #
# Parser that will convert the LLM output into an AssignmentCard instance
parser = PydanticOutputParser(pydantic_object=AssignmentCard)
# Prompt template that instructs the LLM to output JSON matching the model
prompt = PromptTemplate(
template=(
"You are an assignment extraction assistant. "
"Given the following assignment description, extract the following fields:\n\n"
"- title: short title of the assignment\n"
"- subject: subject or topic\n"
"- deadline_hint: a short phrase indicating the deadline\n"
"- deliverable_type: what to submit (e.g., report, code, presentation)\n"
"- grading_hints: list of key grading criteria mentioned\n\n"
"Return a JSON object with exactly these keys. Do not include any additional keys or text.\n\n"
"Description: {description}\n\n"
"{format_instructions}"
),
input_variables=["description"],
partial_variables={"format_instructions": parser.get_format_instructions()},
)
# LLM configuration
llm = ChatOpenAI(
temperature=0,
model="gpt-3.5-turbo",
)
# Chain: prompt -> LLM -> parser
chain = prompt | llm | parser
# --------------------------------------------------------------------------- #
# Main execution
# --------------------------------------------------------------------------- #
def main() -> None:
# Sample assignment description
sample_description = (
"Сдайте к пятнице мини-отчёт по LangChain: 2 страницы, упор на агентов. "
"Оценка: за полноту и за пример кода."
)
# Run the chain
try:
result = chain.invoke({"description": sample_description})
except Exception as e:
print(f"Error during chain execution: {e}")
return
# The result is already a validated AssignmentCard instance
print("\n=== Parsed Assignment Card ===")
print(result.model_dump(indent=2))
# Human-readable summary
print("\n=== Human-readable Summary ===")
print(f"Title: {result.title}")
print(f"Subject: {result.subject}")
print(f"Deadline: {result.deadline_hint}")
print(f"Deliverable: {result.deliverable_type}")
print(f"Grading Hints: {', '.join(result.grading_hints)}")
if __name__ == "__main__":
main()
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# Login App
A simple React application demonstrating a login form with email and password fields, along with "Forgot password?" and "Register" links that navigate to their respective routes.
## Features
- **Login Form**: Email and password inputs with basic validation.
- **Routing**: Uses `react-router-dom` for navigation between login, forgot password, and register pages.
- **Minimal Styling**: Basic CSS to make the UI clean and functional.
## Getting Started
### Prerequisites
- Node.js (v14 or newer)
- npm (v6 or newer)
### Installation
```bash
# Clone the repository
git clone https://github.com/your-username/login-app.git
cd login-app
# Install dependencies
npm install
```
### Running the App
```bash
npm start
```
Open your browser and navigate to `http://localhost:3000`. You should see the login page.
### Building for Production
```bash
npm run build
```
The production-ready files will be in the `build/` directory.
## Project Structure
```
login-app/
├── node_modules/
├── public/
├── src/
│ ├── components/
│ │ ├── ForgotPassword.js
│ │ ├── Login.js
│ │ ├── Login.css
│ │ └── Register.js
│ ├── App.js
│ ├── index.css
│ └── index.js
├── package.json
└── README.md
```
## License
This project is open source and available under the MIT License.
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{
"name": "login-app",
"version": "0.1.0",
"private": true,
"dependencies": {
"react": "^18.2.0",
"react-dom": "^18.2.0",
"react-router-dom": "^6.14.1",
"react-scripts": "5.0.1"
},
"scripts": {
"start": "react-scripts start",
"build": "react-scripts build",
"test": "react-scripts test",
"eject": "react-scripts eject"
}
}
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import { BrowserRouter as Router, Routes, Route, Navigate } from 'react-router-dom';
import Login from './components/Login';
import ForgotPassword from './components/ForgotPassword';
import Register from './components/Register';
function App() {
return (
<Router>
<Routes>
<Route path="/" element={<Navigate replace to="/login" />} />
<Route path="/login" element={<Login />} />
<Route path="/forgot-password" element={<ForgotPassword />} />
<Route path="/register" element={<Register />} />
</Routes>
</Router>
);
}
export default App;
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import React from 'react';
import { Routes, Route, Navigate } from 'react-router-dom';
import LoginForm from './components/LoginForm';
import { Box, Typography } from '@mui/material';
const RegisterPage: React.FC = () => (
<Box sx={{ p: 4 }}>
<Typography variant="h4">Register Page</Typography>
<Typography>Registration form will go here.</Typography>
</Box>
);
const ForgotPasswordPage: React.FC = () => (
<Box sx={{ p: 4 }}>
<Typography variant="h4">Forgot Password</Typography>
<Typography>Forgot password form will go here.</Typography>
</Box>
);
const HomePage: React.FC = () => (
<Box sx={{ p: 4 }}>
<Typography variant="h4">Welcome to the App</Typography>
<Typography>Use the navigation to login, register, or reset password.</Typography>
</Box>
);
const App: React.FC = () => {
return (
<Routes>
<Route path="/" element={<Navigate replace to="/login" />} />
<Route path="/login" element={<LoginForm />} />
<Route path="/register" element={<RegisterPage />} />
<Route path="/forgot-password" element={<ForgotPasswordPage />} />
<Route path="*" element={<HomePage />} />
</Routes>
);
};
export default App;
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import { Link } from 'react-router-dom';
function ForgotPassword() {
return (
<div style={{ padding: '20px' }}>
<h2>Forgot Password</h2>
<p>This is a placeholder page for password recovery.</p>
<Link to="/login">Back to Login</Link>
</div>
);
}
export default ForgotPassword;
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.login-container {
max-width: 400px;
margin: 80px auto;
padding: 20px;
border: 1px solid #ddd;
border-radius: 8px;
background-color: #fafafa;
text-align: center;
}
.login-form {
display: flex;
flex-direction: column;
gap: 15px;
}
.login-form label {
display: flex;
flex-direction: column;
font-weight: 500;
text-align: left;
}
.login-form input {
padding: 8px;
font-size: 1rem;
margin-top: 5px;
}
.login-form button {
padding: 10px;
font-size: 1rem;
cursor: pointer;
}
.login-links {
margin-top: 15px;
}
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import { useState } from 'react';
import { Link, useNavigate } from 'react-router-dom';
import './Login.css';
function Login() {
const [email, setEmail] = useState('');
const [password, setPassword] = useState('');
const navigate = useNavigate();
const handleSubmit = (e) => {
e.preventDefault();
// Placeholder for authentication logic
console.log('Email:', email);
console.log('Password:', password);
// After successful login, navigate to a protected route or dashboard
// navigate('/dashboard');
};
return (
<div className="login-container">
<h2>Login</h2>
<form onSubmit={handleSubmit} className="login-form">
<label>
Email:
<input
type="email"
value={email}
onChange={(e) => setEmail(e.target.value)}
required
/>
</label>
<label>
Password:
<input
type="password"
value={password}
onChange={(e) => setPassword(e.target.value)}
required
/>
</label>
<button type="submit">Login</button>
</form>
<div className="login-links">
<Link to="/forgot-password">Forgot password?</Link>
<span> | </span>
<Link to="/register">Register</Link>
</div>
</div>
);
}
export default Login;
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import React, { useState, FormEvent } from 'react';
import {
Box,
Button,
TextField,
Link,
Typography,
Stack,
Divider,
} from '@mui/material';
import { Link as RouterLink } from 'react-router-dom';
import GoogleIcon from '@mui/icons-material/Google';
import FacebookIcon from '@mui/icons-material/Facebook';
const LoginForm: React.FC = () => {
const [email, setEmail] = useState<string>('');
const [password, setPassword] = useState<string>('');
const [errors, setErrors] = useState<{ email?: string; password?: string }>({});
const validate = () => {
const newErrors: { email?: string; password?: string } = {};
if (!email) {
newErrors.email = 'Email is required';
} else if (!/^[^\s@]+@[^\s@]+\.[^\s@]+$/.test(email)) {
newErrors.email = 'Invalid email address';
}
if (!password) {
newErrors.password = 'Password is required';
} else if (password.length < 6) {
newErrors.password = 'Password must be at least 6 characters';
}
setErrors(newErrors);
return Object.keys(newErrors).length === 0;
};
const handleSubmit = (e: FormEvent) => {
e.preventDefault();
if (!validate()) return;
console.log('Submitting', { email, password });
// Placeholder for actual authentication logic
};
const handleThirdPartyLogin = (provider: string) => {
console.log(`Logging in with ${provider}`);
// Placeholder for thirdparty auth
};
return (
<Box
sx={{
maxWidth: 400,
mx: 'auto',
mt: 8,
p: 4,
border: '1px solid #e0e0e0',
borderRadius: 2,
boxShadow: 3,
}}
>
<Typography variant="h5" component="h1" gutterBottom>
Sign In
</Typography>
<Box component="form" onSubmit={handleSubmit} noValidate>
<TextField
label="Email"
type="email"
fullWidth
margin="normal"
value={email}
onChange={(e) => setEmail(e.target.value)}
error={!!errors.email}
helperText={errors.email}
/>
<TextField
label="Password"
type="password"
fullWidth
margin="normal"
value={password}
onChange={(e) => setPassword(e.target.value)}
error={!!errors.password}
helperText={errors.password}
/>
<Box sx={{ display: 'flex', justifyContent: 'space-between', mt: 1 }}>
<Link component={RouterLink} to="/forgot-password" variant="body2">
Forgot password?
</Link>
<Link component={RouterLink} to="/register" variant="body2">
Register
</Link>
</Box>
<Button type="submit" variant="contained" color="primary" fullWidth sx={{ mt: 2 }}>
Sign In
</Button>
</Box>
<Divider sx={{ my: 3 }}>or</Divider>
<Stack spacing={2}>
<Button
variant="outlined"
fullWidth
startIcon={<GoogleIcon />}
onClick={() => handleThirdPartyLogin('Google')}
>
Sign in with Google
</Button>
<Button
variant="outlined"
fullWidth
startIcon={<FacebookIcon />}
onClick={() => handleThirdPartyLogin('Facebook')}
>
Sign in with Facebook
</Button>
</Stack>
</Box>
);
};
export default LoginForm;
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import { Link } from 'react-router-dom';
function Register() {
return (
<div style={{ padding: '20px' }}>
<h2>Register</h2>
<p>This is a placeholder page for user registration.</p>
<Link to="/login">Back to Login</Link>
</div>
);
}
export default Register;
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body {
margin: 0;
font-family: Arial, Helvetica, sans-serif;
background-color: #f0f2f5;
}
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import React from 'react';
import ReactDOM from 'react-dom/client';
import App from './App';
import './index.css';
const root = ReactDOM.createRoot(document.getElementById('root'));
root.render(
<React.StrictMode>
<App />
</React.StrictMode>
);
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import React from 'react';
import ReactDOM from 'react-dom/client';
import { BrowserRouter } from 'react-router-dom';
import App from './App';
import CssBaseline from '@mui/material/CssBaseline';
const root = ReactDOM.createRoot(
document.getElementById('root') as HTMLElement
);
root.render(
<React.StrictMode>
<CssBaseline />
<BrowserRouter>
<App />
</BrowserRouter>
</React.StrictMode>
);