AutoByte: Automatic Configuration for Optimal Communication Scheduling in DNN Training.
Yiqing MaHao WangYiming ZhangKai ChenPublished in: INFOCOM (2022)
Keyphrases
- training process
- early stopping
- optimal scheduling
- optimal configuration
- flow control
- fully automatic
- optimal solution
- training set
- semi automatic
- communication systems
- communication cost
- neural network
- round robin
- resource allocation
- artificial neural networks
- resource constraints
- scheduling algorithm
- communication technologies
- flexible manufacturing systems
- capacity allocation
- optimal control
- manufacturing systems
- computer networks
- information sharing
- training examples
- training samples
- online learning
- supervised learning
- dynamic programming
- training data