AI7 min read
High-Throughput LLM Inference: vLLM, Ollama, and TensorRT-LLM
By Sayyed Abrar Akhtar • Published 2025-02-07
Optimize token generation speed and throughput using PagedAttention, continuous batching, and INT4 quantization.
Standard HuggingFace transformers pipelines are insufficient for production serving. Engines like vLLM utilize **PagedAttention** to eliminate virtual memory fragmentation and achieve 10x higher request concurrency.
Tags:#LLMOps#vLLM#Inference