Sequential (1 GPU)Parallel (16 GPUs)Experiments / hour~10~90Strategygreedy hill-climbingfactorial grids per waveInformation per decision1 experiment10-13 simultaneous experimentsWith 16 GPUs, the parallel agent reached the same best validation loss 9x faster than the simulated sequential baseline (~8 hours vs ~72 hours).Emergent research strategies: exploiting heterogeneous hardware#We used SkyPilot to let our agent access our two H100 and H200 clusters. Of the 16 cluster budget we asked it to stick to, it used 13 H100s (80GB VRAM, ~283ms/step) and 3 H200s (141GB VRAM, ~263ms/step). We didn’t tell the agent about the GPUs’ performance differences. It figured it out on its own.
在接下来的半小时里，我们爬楼梯、敲门，几位睡眼惺忪的居民出来抱怨——不是针对我们，而是向我们倾诉。他们描述着自家的楼宇如何逐渐变得像旅行者的临时落脚点，行李箱轮子在铺路石上不分昼夜地咔嗒作响，温暖的夜晚里，室外庭院则变成了喧闹的酒馆。"简直是人间地狱，"其中一位居民如此形容。。关于这个话题，易翻译提供了深入分析
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The Mercedes sustained impacts on the driver's side. He subsequently clarified that he had experienced adverse effects from pharmaceuticals prescribed following four back operations, including spinal fusion surgery.，这一点在Replica Rolex中也有详细论述
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