Specialized hardware has become an indispensable component to deep neural network
(DNN) acceleration. To keep up with the rapid evolution of neural networks, holistic and …

Online task scheduling serves an integral role for task-intensive applications in cloud
computing and crowdsourcing. Optimal scheduling can enhance system performance …

To efficiently perform inference with neural networks, the underlying tensor programs require
sufficient tuning efforts before being deployed into production environments. Usually …

The past few years, traditional compiler optimization methods have been found to be further
enhanced by machine learning (ML), deep learning (DL) and reinforcement learning (RL) …

Beam search is a popular algorithm for solving real-world problems---especially where
search space is an enormously large tree but real-time solutions are most preferred. We …

Specialized hardware has become an indispensable component to deep neural network
acceleration. To keep up with the rapid evolution of neural networks, recently, holistic and …

In high performance domains like image processing, physics simulation or machine
learning, program performance is critical. Programmers called performance engineers are …