LLM Attention Backend in Production: Managing FlashAttention and FlashInfer with Compatibility Matrices, Numerical Replay, and Automatic Fallback
LLM inference frameworks select kernels among FlashAttention, FlashInfer, and SDPA. This article provides a compatibility matrix, numerical replay, performance baselines, and automatic fallback strategies to prevent startup failures, output drift, and tail latency degradation after upgrades.