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AI Model Co-Design: Hardware-Friendly LLM Design

来源:NVIDIA Generative AI · 发布时间:

雷达摘要

AI-Generated Summary Hardware-aware transformer model design for high-throughput, low-latency LLM inference requires near-square linear layer dimensions, alignment to GPU tile sizes (multiples of 128, ideally 256 or 512), and a width-over-depth aspect ratio to maximize arithmetic intensity and GPU utilization. NVFP4 quantization, supported by NVIDIAs end-to…

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