AI 能耗评估难题:
影响因素众多
从全生命周期视角
评估 AI 能耗
1
基础设施建设成本将制约 AI 的快速增长
2
AI 性能增长存在边际效应
3
软件和硬件的性能提升将减少 AI 能耗
4
AI 的应用最终将在某些方面减少碳排放
准确评估 AI 能耗
促进领域健康发展
① 制定相应标准,使 AI 模型能耗公开透明;
② 鼓励业界主动公开 AI 模型能耗信息,以便公众进行知情选择;
③ 考虑 AI 法规对能源使用的意外后果;
④ 利用 AI 实现政府运作的低碳化。
参考文献
[1] Elizabeth Kolbert. The Obscene Energy Demands of A.I.. The New Yorker. https://www.newyorker.com/news/daily-comment/the-obscene-energy-demands-of-ai. <2024-03-09/2024-03-09>
[2] Loz Blain. Elon Musk: AI will run out of electricity and transformers in 2025. New Atalas. https://newatlas.com/technology/elon-musk-ai/. <2024-03-01/2024-03-12>
[3] Daniel Castro. Rethinking Concerns About AI’s Energy Use. Center for Data Innovation. ITIF. https://itif.org/publications/2024/01/29/rethinking-concerns-about-ai-energy-use/. <2024-01-29/2024-03-04>
[4] Strubell, Emma, Ananya Ganesh, and Andrew McCallum. "Energy and policy considerations for deep learning in NLP." arXiv preprint arXiv:1906.02243 (2019). https://arxiv.org/pdf/1906.02243.pdf
[5] Patterson, David, et al. "Carbon emissions and large neural network training." arXiv preprint arXiv:2104.10350 (2021). https://arxiv.org/abs/2104.10350
[6] OpenAI CEO Altman says at Davos future AI depends on energy breakthrough. Reuters. https://www.reuters.com/technology/openai-ceo-altman-says-davos-future-ai-depends-energy-breakthrough-2024-01-16/. <2024-01-16/2024-03-12>
[7] de Vries, Alex. "The growing energy footprint of artificial intelligence." Joule 7.10 (2023): 2191-2194.
https://www.cell.com/joule/pdf/S2542-4351(23)00365-3.pdf
[8] Eric Masanet et al., “Recalibrating Global Data Center Energy-Use Estimates,” Science 367, no. 6481 (February 28, 2020): 984–86, https://doi.org/10.1126/science.aba3758.
[9] Patterson, David, et al. "The carbon footprint of machine learning training will plateau, then shrink." Computer 55.7 (2022): 18-28.
[10] Artificial intelligence act: Council and Parliament strike a deal on the first rules for AI in the world. Council of the EU. https://www.consilium.europa.eu/en/press/press-releases/2023/12/09/artificial-intelligence-act-council-and-parliament-strike-a-deal-on-the-first-worldwide-rules-for-ai/. <2023-12-09/2024-03-12>
[11] Powering AI could use as much electricity as a small country. Digiconomist. https://digiconomist.net/powering-ai-could-use-as-much-electricity-as-a-small-country/ <2023-10-10/2024-03-12>
策划制作
作者丨玛雅蓝 科普创作者
审核???丨于旸 腾讯玄武实验室负责人
策划丨徐来 杨雅萍
责编丨何通???
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