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efficiently解读_efficiently中文翻译(2024年12月精选)

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efficiently

「kimcop超话」 202401110 - 椰奶相关更新真的好久不见啦[亲亲][亲亲] cr.PPYY_PP&efficientlyteam

Who has any tips on how to efficiently peel and eat fresh persimmons without making a mess? / 谁有什么关于如何有效地去皮和食用新鲜柿子而不会弄得一团糟的秘诀？「外国人」胡子「英语」水果 #柿子高明宇-演员的微博视频

网页链接JDE论文《How to improve education outcomes most efficiently? A review of the evidence using a unified metric》用统一测度来衡量上百项关于教育的干预评估结果，以找到最成本有效的改善教育的方法。

[CL]《Merge to Learn: Efficiently Adding Skills to Language Models with Model Merging》J Morrison, N A. Smith, H Hajishirzi, P W Koh... [Allen Institute for AI] (2024)网页链接「机器学习」「人工智能」「论文」

21政报精读|第二部分（2/3）一、单词短语 𐟌Ÿ污染防治力度 pollution prevention and control efforts 𐟌Ÿ利用效率显著提升 be used more efficiently 𐟌Ÿ明显改善 There is a notable improvement 𐟌Ÿ供给侧结构性改革 supply-side structural reform 𐟌Ÿ持续推进 be steadily advanced 𐟌Ÿ对外开放持续扩大 China continues to open its door wider 𐟌Ÿ共建 the joint pursuit of 𐟌Ÿ成果丰硕 much is achieved 𐟌Ÿ人民生活水平 the living standards of our people 𐟌Ÿ城镇新增就业 urban jobs are added 𐟌Ÿ社会保障体系 social security system 𐟌Ÿ教育更加公平 education becomes more equitable 𐟌Ÿ教育质量较大提升 education's quality is markedly improved 𐟌Ÿ大幅提升 notable advances are made in 𐟌Ÿ国防和军队 national defense and the armed forces 𐟌Ÿ全面加强 be enhanced on all fronts 𐟌Ÿ国家安全 China's national security 𐟌Ÿ社会和谐稳定 social harmony and stability 𐟌Ÿ向前迈出了新的一大步 make a giant stride towards 𐟌Ÿ中华民族伟大复兴 the rejuvenation of the Chinese nation

如何在低资源设备上高效运行70B大模型？最近有一篇超新鲜的论文《TPI-LLM: Serving 70B-scale LLMs Efficiently on Low-resource Edge Devices》发布了，简直量变引起质变的典范啊！这篇论文主要讨论了在资源有限的边缘设备上如何高效地运行70B级的大语言模型（LLM）。为了解决这个问题，作者提出了几种非常创新的方法，下面我来给大家详细介绍一下。滑动窗口内存调度器 𐟚€ 首先，论文提出了一种滑动窗口内存调度器。这个调度器在推理过程中动态管理模型权重，从而更有效地使用内存。它把磁盘I/O延迟和正在进行的计算以及通信重叠起来，这样就能让大模型在内存非常有限的设备上平稳运行。基于星形的Allreduce算法 𐟌 其次，论文还提出了一种基于星形的Allreduce算法。传统的Allreduce算法通常基于环形或树形结构，但这篇论文发现链路延迟是通信的主要瓶颈。为了解决这个问题，TPI-LLM实现了基于星形的Allreduce算法，这种方法最大限度地减少了链路延迟，提高了整体性能。张量并行度 𐟧銊在单用户场景下，论文认为张量并行比管道并行更有效。这种方法可以更好地管理计算和内存，使其适用于大规模模型。简单来说，就是通过优化计算方式来提高效率。广泛测试 𐟓Š 最后，论文在仿真和真实测试平台上进行了大量实验，结果表明与变形金刚和加速等现有方法相比，推理的首token时延（TTFT）、token延迟和峰值内存占用量有了显著改善。例如，TPI-LLM将推理的首token时延和token延迟减少了80%以上，同时还将Llama 2-70B的峰值内存占用量减少了90%。高效的图层重量加载 𐟚€ 此外，论文还设计了一种高效的图层重量加载方法。系统只在需要计算时才加载层权重，从而减少不必要的数据I/O，防止大型模型可能出现OOM（内存不足）错误。总结 𐟓 这些方法共同帮助在低资源边缘设备上高效地为大规模LLM提供服务，解决了内存管理和通信延迟方面的关键挑战。不得不说，这篇论文真的是在资源有限的情况下运行大模型的绝佳解决方案！

每天8个英语短语，记得收藏，全是干货！ 1. 𐟎‰ Break a leg - 祝好运 Example: Before going on stage, the actors wished each other to break a leg. (上台前，演员们互相祝对方好运) 2. 𐟒᠈it the nail on the head - 一针见血地说中要点 Example: The detective hit the nail on the head and solved the case. (侦探一针见血地找到了案件的关键) 3. 𐟍𐠁 piece of cake - 轻而易举的事 Example: For her, solving complex math problems is a piece of cake. (对她来说，解决复杂的数学问题轻而易举) 4. 𐟤 On the same page - 意见一致 Example: The team members need to be on the same page in order to work efficiently. (团队成员需要意见一致才能高效工作) 5. 𐟚— Get the hang of - 理解并掌握 Example: It took her a while to get the hang of driving a manual transmission car. (她花了一些时间才理解并掌握了手动挡汽车的驾驶) 6. 𐟒堔ake the plunge - 决定冒险 Example: After much consideration, she finally took the plunge and quit her job. (经过深思熟虑，她最终决定冒险辞职) 7. 𐟕𐯸 In the blink of an eye - 一眨眼的功夫 Example: The weekend passed in the blink of an eye. (周末一眨眼的功夫就过去了) 8. ❄️ Break the ice - 打破僵局 Example: He told a joke to break the ice at the party. (他讲了一个笑话来打破聚会的僵局)

Why America’s economy is soaring ahead of its rivals Increases in productivity — a measure of how efficiently resources are used in the economy — allow workers to earn higher wages, expand companies’ profitability and augment tax revenues, ultimately boosting living standards.

𐟌Ÿ语言教育分享 | 充满活力的一天𐟌Ÿ 𐟒꠯verestimate：动词，意为“对…评价过高” 𐟓š experienced：形容词，意为“有经验的，熟练的” 𐟓‹ organized：形容词，意为“有组织的，有规划的” 𐟔砳ystematic：形容词，意为“系统的，全面的” 𐟚€ efficiently：副词，意为“有效地，高效地” 𐟤 cooperate：动词，意为“合作” 𐟌𑠢eneficial：形容词，意为“有益的，有帮助的” 𐟤” criticize：动词，意为“批评” 𐟒𘠥xcess：名词，意为“过量” 𐟚€ boost：动词，意为“促进” 𐟒𘠤iscount：名词，意为“折扣” 𐟔 promotion：名词，意为“促销” 𐟓‰ recession：名词，意为“衰退” 𐟕’ full-service：形容词，意为“24小时服务” 𐟕Š️ sacrifice：动词，意为“牺牲” ⚖️ sue：动词，意为“起诉” 𐟤” rethink：动词，意为“重新考虑” 𐟒ᠨigh-factor：形容词，意为“高因子的” 𐟌 occurrence：名词，意为“发生” 𐟒ᠥxposure：名词，意为“暴露” 𐟔„ periodic：形容词，意为“偶尔的” 𐟒젤ebate：名词，意为“辩论” 𐟔„ randomly：副词，意为“随机地” 𐟖Œ️ slop：动词，意为“抹” 𐟚렩nsufficient：形容词，意为“不充足的” 𐟌ž sunscreen：名词，意为“防晒霜” 𐟤‘ reasonable：形容词，意为“理由充分的，合理的” 𐟕’ expectancy：名词，意为“时限，寿命” 𐟎“ well-educated：形容词，意为“接受过良好教育的” 𐟑颀⚕️ professional：形容词，意为“专业的” 𐟏… retirement：名词，意为“退休” 𐟒𜠢udget：名词，意为“预算” 𐟒𜠥conomic：形容词，意为“经济的” 𐟎 generous：形容词，意为“慷慨的” ⚡ sharply：副词，意为“急剧地” 𐟌𞠰roductive：形容词，意为“多产的” 𐟑𔠧eneration：名词，意为“辈，代”

department of government efficiently，简称doge[doge]

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