Unverified50% confidenceFactExact time
在完整的AI应用系统中,GPU推理通常只占总计算量的30%-40%,其余60%-70%的计算负载由CPU承担
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
7/2/2026
First Seen
Valid until: 9/30/2026
Sources
鲲鹏AI Agent方案:通算智算并重的智能体架构解析
bilibili华为计算6/12/2026
Related Claims
Unverified相较于用GPU执行AI推理,NPU的功耗通常只有前者的1/5到1/1077% similarUnverified当AI集群规模扩展到数万张GPU时,整体效率可能暴跌到40%以下,超过一半的算力被消耗在数据传输和等待过程中76% similarUnverifiedAI GPU利润率高达70%-80%,远高于消费级GPU的50%-60%75% similarUnverified单条推理通常只能占用GPU SM利用率的5%~15%,而合理的批次大小可将利用率提升至60%~90%75% similarUnverified许多推理服务的GPU利用率不足30%,通过VGPU技术可将利用率提升至70%以上74% similar
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