no code implementations • 15 Dec 2021 • James K. Reed, Zachary DeVito, Horace He, Ansley Ussery, Jason Ansel
Modern deep learning frameworks provide imperative, eager execution programming interfaces embedded in Python to provide a productive development experience.
1 code implementation • 17 Sep 2021 • Chris Cummins, Bram Wasti, Jiadong Guo, Brandon Cui, Jason Ansel, Sahir Gomez, Somya Jain, Jia Liu, Olivier Teytaud, Benoit Steiner, Yuandong Tian, Hugh Leather
What is needed is an easy, reusable experimental infrastructure for real world compiler optimization tasks that can serve as a common benchmark for comparing techniques, and as a platform to accelerate progress in the field.
no code implementations • 1 Apr 2021 • Zachary DeVito, Jason Ansel, Will Constable, Michael Suo, Ailing Zhang, Kim Hazelwood
We evaluate our design on a suite of popular PyTorch models on Github, showing how they can be packaged in our inference format, and comparing their performance to TorchScript.
no code implementations • 28 Jun 2018 • Dongqi Su, Ying Yin Ting, Jason Ansel
Many prior techniques for generating prediction intervals make assumptions on the distribution of error, which causes them to work poorly for problems with asymmetric distributions.