Generative AI Simulation Engine: Design and Implementation of a Production-Grade Diffusion Model Framework

Introduction / Main Post: Generative AI Simulation Engine: Design and Implementation of a Production-Grade Diffusion Model Framework

This article introduces a production-grade generative AI framework based on PyTorch, supporting multiple diffusion models such as DDPM, DDIM, and Latent Diffusion. It features distributed training, asynchronous inference, and real-time monitoring capabilities, and is applicable to synthetic data generation and multimodal image synthesis scenarios.