Efficient and Reliable Large Language Model Inference Serving: A Unified Approach for Resource Management and Scheduling

UELLM is a comprehensive framework that integrates efficient resource profiling, batch scheduling, and LLM deployment to maximize throughput, reduce inference latency, lower SLO violation rates, and minimize memory wastage for LLM inference services.