Analysis of DAWNBench, a Time-to-Accuracy Machine Learning Performance Benchmark

Cody Coleman, Daniel Kang, Deepak Narayanan, Luigi Nardi, Tian Zhao, Jian Zhang, Peter Bailis, Kunle Olukotun, Christopher Ré, Matei Zaharia. Analysis of DAWNBench, a Time-to-Accuracy Machine Learning Performance Benchmark. Operating Systems Review, 53(1):14-25, 2019. [doi]

@article{ColemanKNNZZBOR19,
  title = {Analysis of DAWNBench, a Time-to-Accuracy Machine Learning Performance Benchmark},
  author = {Cody Coleman and Daniel Kang and Deepak Narayanan and Luigi Nardi and Tian Zhao and Jian Zhang and Peter Bailis and Kunle Olukotun and Christopher Ré and Matei Zaharia},
  year = {2019},
  doi = {10.1145/3352020.3352024},
  url = {https://doi.org/10.1145/3352020.3352024},
  researchr = {https://researchr.org/publication/ColemanKNNZZBOR19},
  cites = {0},
  citedby = {0},
  journal = {Operating Systems Review},
  volume = {53},
  number = {1},
  pages = {14-25},
}