Walle: An End-to-End, General-Purpose, and Large-Scale Production System for Device-Cloud Collaborative Machine Learning.
Chengfei LvChaoyue NiuRenjie GuXiaotang JiangZhaode WangBin LiuZiqi WuQiulin YaoCongyu HuangPanos HuangTao HuangHui ShuJinde SongBin ZouPeng LanGuohuan XuFei WuShaojie TangFan WuGuihai ChenPublished in: OSDI (2022)
Keyphrases
- end to end
- production system
- general purpose
- machine learning
- admission control
- multistage
- production process
- cloud computing
- multiprocessor architecture
- congestion control
- certainty factor
- multipath
- application specific
- wireless ad hoc networks
- expert systems
- reinforcement learning
- scalable video
- learning algorithm
- data center
- ad hoc networks
- production rate
- transport layer
- artificial intelligence
- real time