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Design of Hardware-Aware LLM Inference Engine: System-level Optimization from Architecture to Implementation

Delve into the design philosophy and implementation methods of hardware-aware LLM inference engines, covering system-level collaborative optimization strategies for key technologies such as GPU/CPU heterogeneous computing, memory hierarchy optimization, and operator fusion.

硬件感知优化LLM推理引擎算子融合GEMM优化动态批处理大语言模型
Published 2026-05-11 06:42Recent activity 2026-05-11 06:48Estimated read 1 min
Design of Hardware-Aware LLM Inference Engine: System-level Optimization from Architecture to Implementation
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Section 01

导读 / 主楼:Design of Hardware-Aware LLM Inference Engine: System-level Optimization from Architecture to Implementation

Introduction / Main Floor: Design of Hardware-Aware LLM Inference Engine: System-level Optimization from Architecture to Implementation

Delve into the design philosophy and implementation methods of hardware-aware LLM inference engines, covering system-level collaborative optimization strategies for key technologies such as GPU/CPU heterogeneous computing, memory hierarchy optimization, and operator fusion.