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KernelSight-LM: Kernel-Level Simulator for LLM Inference Performance
KernelSight-LM is a kernel-level simulator designed to evaluate large language model (LLM) inference performance across various hardware and serving configurations. It addresses the challenge of slow, deployment-specific benchmarking caused by the complex interaction between serving policies and GP...
Efficiently simulating LLM inference helps practitioners optimize cost and latency without extensive real-world testing. This tool can accelerate the evaluation process for deploying LLMs on diverse and evolving hardware architectures.
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Score 76
Source Type arxiv
Reposts 0
Topic Quality 61
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