Tag: continuous batching

Batched Generation in LLM Serving: How Request Scheduling Impacts Performance

Batched Generation in LLM Serving: How Request Scheduling Impacts Performance

Explore how batched generation and request scheduling optimize LLM serving. Learn the difference between static and continuous batching and how PagedAttention boosts GPU efficiency.

Transformer Efficiency Tricks: KV Caching and Continuous Batching in LLM Serving

Transformer Efficiency Tricks: KV Caching and Continuous Batching in LLM Serving

KV caching and continuous batching are essential for efficient LLM serving. They reduce compute by 90% and boost throughput 3.8x, making long-context responses feasible. Without them, deploying LLMs at scale is prohibitively expensive.