PipeLLM: Fast and Confidential Large Language Model Services with Speculative Pipelined Encryption

Confidential computing on GPUs, like NVIDIA H100, mitigates the security risks of outsourced Large Language Models (LLMs) by implementing strong isolation and data encryption. Nonetheless, this encryption incurs a significant performance overhead, reaching up to 52.8 percent and 88.2 percent through...

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Hauptverfasser: Tan, Yifan, Tan, Cheng, Mi, Zeyu, Chen, Haibo
Format: Artikel
Sprache:eng
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