AccelGen delivers a breakthrough system for serving LLMs across diverse applications with both short and long prompts while meeting heterogeneous Service Level Objectives (SLOs).

• Addresses the challenge of efficiently handling mixed workloads with varying prompt lengths and performance requirements
• Improves upon existing chunking methods by incorporating SLO-aware scheduling
• Significantly enhances throughput optimization for large language model inference serving
• Enables businesses to support diverse applications with different performance needs on the same infrastructure

This engineering innovation matters because it allows organizations to deploy more efficient LLM services that can handle varied workloads while maintaining specific performance guarantees for different use cases.

AccelGen: Heterogeneous SLO-Guaranteed High-Throughput LLM Inference Serving for Diverse Applications