---
title: Generate Embeddings Api
emoji: 😻
colorFrom: blue
colorTo: purple
sdk: docker
pinned: false
license: mit
---

# Generate Embeddings API

## Overview

This API provides a simple interface to generate sentence embeddings using **Sentence Transformers** models. The service exposes endpoints where you can send sentences and receive their respective embeddings in a JSON response.

## 🚀 Features

- Generate sentence embeddings using two different pre-trained models:
  - **all-MiniLM-L6-v2**
  - **intfloat/e5-large-v2**
  
- JSON response with embeddings for each sentence.
  
- **FastAPI** backend with easy-to-use endpoints.

## 🔧 Requirements

- Python 3.7+
- FastAPI
- SentenceTransformers
- Uvicorn (for running the app)

### Install dependencies

To install all the required dependencies, run the following:

```bash
pip install -r requirements.txt