have solved question answering? try arc, the AI2 reasoning challenge. CoRR, abs/1803.05457, 2018. URL http://arxiv.org/abs/1803.05457. K. Cobbe, V. Kosaraju, M. Bavarian, M. Chen, H. Jun, L. Kaiser, M. Plappert In 9th International Conference on Learning Representations, ICLR 2021. OpenReview.net, 2021. URL https://openreview.net/forum?id=qrwe7XHTmYb. H. Li, Y. Zhang, F. Koto, Y. Yang, H. Zhao, Y. Gong, N. Duan Shazeer. Fast transformer decoding: One write-head is all you need. CoRR, abs/1911.02150, 2019. URL http://arxiv.org/abs/1911.02150. N. Shazeer, A. Mirhoseini, K. Maziarz, A. Davis, Q. V. Le, G. E. Hinton

for Amazon (i.e. excludes Amazon retail CapEx). AWS CapEx estimated per Morgan Stanley – equals AWS net additions to property & equipment less finance leases and obligations. Global data generation figures for Amazon (i.e. excludes Amazon retail CapEx). AWS CapEx estimated per Morgan Stanley – equals AWS net additions to property & equipment less finance leases and obligations. Source: Capital IQ (3/25), for Amazon (i.e. excludes Amazon retail CapEx). AWS CapEx estimated per Morgan Stanley – equals AWS net additions to property & equipment less finance leases and obligations. Source: Capital IQ (3/25),

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architecture - Autoregressive sampling net running at faster than real-time - Compute split between GRU units and FC layers - 24kHz sampling frequency requires 40us sampling net runtime - First PyTorch model model used a 3,400us sampling net runtime Image from LPCNetExit, Pursued By A Bear - 3400us (baseline), 40us (target) - 85x speedup - Uh ohEnter, TVM and model co-design - PyTorch operator overhead

一番，每年 训练 AI 模型所需算力增长幅度高达 10 倍 （图源：https://openai.com/research/ai-and-compute） 31 / 32 oschina.net gitee.com 公众号 视频号 关注我们，开源开发者圈一网打尽 32 / 32

Back: Evoking Reasoning via Abstraction in Large Language Models. Available at: https://openreview.net/pdf?id=3bq3jsvcQ1 9. Wei, J., et al., 2023, Chain of Thought Prompting. Available at: https://arxiv

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for FP32 number (not a downcast) • Quantized tensor is represented with a scale and a zero point http://on-demand.gputechconf.com/gtc/2017/presentation/s7310-8-bit-inference-with-tensorrt.pdf 𝑟𝑒𝑎𝑙_𝑣𝑎𝑙𝑢𝑒

MaxKB 续 最后点击 Run 按钮，这样一个 MaxKB 容器就搭建完毕了！ 5.4 打开 MaxKB 网页 浏览器打开下面链接，复制到浏览器中，看到 MaxKB 应用界面，如图 36所示： http://127.0.0.1:8080 32 Figure 36: 打开 MaxKB 不过这里需要提供登录账号和密码，初始账号：admin，初始密码：MaxKB@123.. 登录进去后，初次登录到