Anime Studio
Bringing Studio Ghibli-Style Art to Everyone
Project Overview
When Studio Ghibli style images started trending across social media following ChatGPT’s image generation capabilities, I realized there was an opportunity to create an accessible alternative for users without premium subscriptions. I developed Anime Studio, a web application that democratizes high-quality anime-style image generation.
Technical Implementation
Model Development
- Fine-tuned a custom image generation model using carefully curated anime and Studio Ghibli style datasets
- Optimized the model for quality output while maintaining reasonable inference speed on consumer hardware
Backend Architecture
- Implemented a FastAPI backend for efficient model serving
- Developed an automated job queuing system to handle concurrent requests
- Created cleanup processes to manage server resources and temporary files
System Reliability
- Built a middleware proxy with rate limiting to prevent abuse
- Implemented request validation and error handling for a robust user experience
- Optimized for scalability to handle varying traffic loads
Impact
The application gained significant traction, attracting users from over 40 countries