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Intel研究表明,典型企业级应用仅利用了现代CPU能力的不到10%
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8/28/2026
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Unverified据统计全球个人计算设备的平均CPU利用率不到20%78% similarUnverified模拟存内计算的功耗通常比同等算力的数字芯片低5-10倍70% similarUnverifiedDuring testing, only 1 of the 4 GPUs reached a utilization rate of approximately 10%–13%, while the rest were nearly idle, and CPU usage was as high as approximately 50%.67% similarUnverifiedDuring the Decode phase of large models, because each step depends on the result of the previous step and can only be executed serially, hardware utilization is typically below 10%.67% similarVerifiedDuring the autoregressive decoding phase, GPU compute utilization is often less than 10%, making it a memory-intensive operation.67% similar
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