I am a Software Engineer on Facebook’s computer vision team where I work on distributed training and deployment of large-scale image and video models. Prior to that, I worked on Facebook’s distributed BLOB storage infrastructure team helping scale photo and video storage, and then on the traffic infrastructure team working on Proxygen, our open-source reverse proxy, and helped scale Facebook Live.
Deep Learning Inference in Facebook Data Centers: Characterization, Performance Optimizations and Hardware Implications
Jongsoo Park, Maxim Naumov, Protonu Basu, Summer Deng, Aravind Kalaiah, Daya Khudia, James Law, Parth Malani, Andrey Malevich, Satish Nadathur, Juan Pino, Martin Schatz, Alexander Sidorov, Viswanath Sivakumar, Andrew Tulloch, Xiaodong Wang, Yiming Wu, Hector Yuen, Utku Diril, Dmytro Dzhulgakov, Kim Hazelwood, Bill Jia, Yangqing Jia, Lin Qiao, Vijay Rao, Nadav Rotem, Sungjoo Yoo, Mikhail Smelyanskiy
ArXiv - November 24, 2018