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Christos Kozyrakis

2 accepted papers

2024

SGLang: Efficient Execution of Structured Language Model Programs

NeurIPS 2024poster

Large language models (LLMs) are increasingly used for complex tasks that require multiple generation calls, advanced prompting techniques, control flow, and structured inputs/outputs. However, efficient systems are lacking for programming and executing these applications. We introduce SGLang, a sys…

2018

Learning Memory Access Patterns

ICML 2018oral

The explosion in workload complexity and the recent slow-down in Moore’s law scaling call for new approaches towards efficient computing. Researchers are now beginning to use recent advances in machine learning in software optimizations; augmenting or replacing traditional heuristics and data struct…

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