├── fig1.pdf ├── fig1.png ├── fig10.pdf ├── fig2.pdf ├── fig3.pdf ├── fig4.pdf ├── fig5.pdf ├── fig6.pdf ├── fig7.pdf ├── fig8.pdf ├── fig9a.pdf ├── fig9b.pdf ├── fig9c.pdf ├── fig9d.pdf └── README.md /fig1.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/epoch-research/Compute-Trends/HEAD/fig1.pdf -------------------------------------------------------------------------------- /fig1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/epoch-research/Compute-Trends/HEAD/fig1.png -------------------------------------------------------------------------------- /fig10.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/epoch-research/Compute-Trends/HEAD/fig10.pdf -------------------------------------------------------------------------------- /fig2.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/epoch-research/Compute-Trends/HEAD/fig2.pdf -------------------------------------------------------------------------------- /fig3.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/epoch-research/Compute-Trends/HEAD/fig3.pdf -------------------------------------------------------------------------------- /fig4.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/epoch-research/Compute-Trends/HEAD/fig4.pdf -------------------------------------------------------------------------------- /fig5.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/epoch-research/Compute-Trends/HEAD/fig5.pdf -------------------------------------------------------------------------------- /fig6.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/epoch-research/Compute-Trends/HEAD/fig6.pdf -------------------------------------------------------------------------------- /fig7.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/epoch-research/Compute-Trends/HEAD/fig7.pdf -------------------------------------------------------------------------------- /fig8.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/epoch-research/Compute-Trends/HEAD/fig8.pdf -------------------------------------------------------------------------------- /fig9a.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/epoch-research/Compute-Trends/HEAD/fig9a.pdf -------------------------------------------------------------------------------- /fig9b.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/epoch-research/Compute-Trends/HEAD/fig9b.pdf -------------------------------------------------------------------------------- /fig9c.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/epoch-research/Compute-Trends/HEAD/fig9c.pdf -------------------------------------------------------------------------------- /fig9d.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/epoch-research/Compute-Trends/HEAD/fig9d.pdf -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Compute Trends Across Three Eras Of Machine Learning 2 | 3 | This repository contains the code for our analysis of the compute trends and the resulting figures of our paper *Compute Trends Across Three Eras Of Machine Learning* ([arXiv:2202.05924](https://arxiv.org/abs/2202.05924)). 4 | 5 | 6 | ![Compute trends over time](fig1.png) 7 | 8 | You can find our database [here](https://docs.google.com/spreadsheets/d/1AAIebjNsnJj_uKALHbXNfn3_YsT6sHXtCU0q7OIPuc4/edit?usp=sharing). 9 | 10 | # Cite as 11 | 12 | ``` 13 | @misc{sevilla2022compute, 14 | title={Compute Trends Across Three Eras of Machine Learning}, 15 | author={Jaime Sevilla and Lennart Heim and Anson Ho and Tamay Besiroglu and Marius Hobbhahn and Pablo Villalobos}, 16 | year={2022}, 17 | eprint={2202.05924}, 18 | archivePrefix={arXiv}, 19 | primaryClass={cs.LG} 20 | } 21 | ``` --------------------------------------------------------------------------------