GPU Inference Performance: Prefill, Decode & Batching Explained
A 2026 technical guide to GPU inference performance covering prefill vs decode bottlenecks, KV cache memory bandwidth, continuous batching, quantization, and MLPerf benchmark data for H100, H200, B200, and MI300X.