---
title: HR TOOL V2
emoji: 🤖
colorFrom: blue
colorTo: green
sdk: docker
app_file: main.py
pinned: false
---


# 🧠 HR Tool Backend (AI Resume Intelligence System)

A production-ready AI-powered HR system that:
- Extracts structured resume data using **Qwen2.5-0.5B + LoRA**
- Matches resumes with job descriptions using **MiniLM embeddings**
- Provides semantic ATS scoring via **FastAPI backend**
- Designed for deployment on **Hugging Face Spaces / Docker**

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# 🚀 Features

### 📄 Resume Intelligence
- PDF → Clean text extraction
- LLM-based structured JSON generation
- Strict schema-based output (no hallucination design)

### 🧠 Semantic Matching (ATS)
- Resume ↔ Job Description similarity
- Uses `sentence-transformers/all-MiniLM-L6-v2`
- Cosine similarity scoring (0–100 ATS score)

### ⚡ FastAPI Backend
- Upload resume PDFs
- Get structured JSON output
- Compare with job descriptions
- Get ranking score

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# 🏗️ System Architecture