Tag: continuous batching
Scheduling Strategies to Maximize Utilization During LLM Scaling: A Practical Guide
Learn how advanced scheduling strategies like continuous batching and vLLM maximize GPU utilization during LLM scaling, reducing costs by up to 87% and boosting throughput.
Transformer Efficiency Tricks: KV Caching and Continuous Batching in LLM Serving
Learn how KV caching and continuous batching optimize LLM serving. Explore memory trade-offs, vLLM implementation, and compression techniques like NVFP4 for faster inference.
Batched Generation in LLM Serving: How Request Scheduling Shapes Output Speed and Quality
Batched generation in LLM serving boosts efficiency by processing multiple requests at once. How those requests are scheduled determines speed, fairness, and cost. Learn how continuous batching, PagedAttention, and smart scheduling impact output performance.
