Parallelism for Long-Context Serving: GLM-5.3-Flash on MI300X
AI-generated summary GLM-5.3-Flash runs on an eight-GPU AMD Instinct MI300X node using a sparse mixture-of-experts architecture and a hybrid attention stack. The ROCm Blogs post details how tensor parallelism and data parallelism strategies impact long-context serving throughput and KV cache capacity.