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Nova

AI Content Generator

Role
Backend Lead
Timeline
July 2023 - Sep 2023
Team
4 Engineers
Year
2023

Overview

Nova puts the power of generative AI into the hands of creators. It provides a simple interface to complex diffusion models, allowing for fine-grained control over image generation parameters.

Technical Journey

The Challenge

Scaling the inference infrastructure to handle concurrent requests without massive GPU costs.

The Solution

We built a queue-based system with Celery and Redis to manage job distribution across a scalable cluster of GPU workers on AWS.

Gallery

Project Impact

Processed over 50k image generation requests in beta requiring high-concurrency GPU management.

Tech Stack

Frontend
React
Chakra UI
React Query
Backend
FastAPI
Python
Celery
Redis
ML Ops
Docker
AWS EC2 (G4dn)
S3

Key Features

  • Text-to-Image generation
  • Image-to-Image editing
  • Custom model training support
  • Community gallery and sharing