遇见数据集

Dataset on NVIDIA workstation graphics cards from 2013 to 2024 and their estimated environmental impact

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Zenodo2025-04-30 更新2026-05-26 收录
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This dataset was currated for and is described in the paper: "Does Efficiency Lead to Green Machine Learning Model Training? Analyzing Historical Trends in Impacts from Hardware, Algorithmic and Carbon Optimization" https://hal.science/hal-04839926This dataset contains information on all NVIDIA graphics cards workstations released between 2013 and 2024 included, and is based on information from: TechPowerUp GPU database (from whom we obtained permission to re-use and share the data for this research), Wikipedia list of NVIDIA graphics cards, and, NVIDIA datasheets. The last two columns (*Production GWP* and *Production ADP*) contain estimated graphics card production impact using the MLCA tool : Clément Morand, Anne-Laure Ligozat, Aurélie Névéol. MLCA: a tool for Machine Learning Life Cycle Assessment. 2024 10th International Conference on ICT for Sustainability (ICT4S), Jun 2024, Stockholm, Sweden. pp.227-238, ⟨10.1109/ICT4S64576.2024.00031⟩. ⟨hal-04643414⟩

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2025-04-30
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