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NPU가 CPU/GPU와 무엇이 다른지, 트랜스포머의 모든 연산이 하드웨어에 어떻게 매핑되는지, 왜 LLM 추론은 메모리 바운드인지를 루프라인 모델과 실제 코드로 완전 해부합니다. Apple ANE부터 Qualcomm Hexagon, Groq LPU까지.
Llm추론
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- Published on
HBM 메모리 계층, KV 캐시 계산, PagedAttention, GPTQ/AWQ 양자화, continuous batching, vLLM vs TensorRT-LLM 비교까지 LLM 추론 최적화 완전 가이드입니다.