README.md

metadata

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:

pip install -r requirements.txt