Run a Chatgpt-like Chatbot on a Single GPU with ROCm

running a chatbot on a single GPU with ROCm is a fantastic demonstration of what's possible on consumer or smaller professional hardware, but don't mistake it for a viable production strategy. it's a great proof-of-concept, sure, but it doesn't scale.

the complexity of memory allocation and managing context windows on a single card is a nightmare when you move from a demo to a live service. the latency and throughput issues when scaling beyond that single-GPU limit are massive.

it shows the potential for democratization, but until we can reliably containerize and distribute these models efficiently across clustered systems, this remains a cool toy, not a scalable business.