{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,10,30]],"date-time":"2024-10-30T05:24:58Z","timestamp":1730265898117,"version":"3.28.0"},"reference-count":33,"publisher":"IEEE","license":[{"start":{"date-parts":[[2019,7,1]],"date-time":"2019-07-01T00:00:00Z","timestamp":1561939200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2019,7,1]],"date-time":"2019-07-01T00:00:00Z","timestamp":1561939200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2019,7,1]],"date-time":"2019-07-01T00:00:00Z","timestamp":1561939200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019,7]]},"DOI":"10.1109\/ijcnn.2019.8852319","type":"proceedings-article","created":{"date-parts":[[2019,10,1]],"date-time":"2019-10-01T03:44:32Z","timestamp":1569901472000},"page":"1-8","source":"Crossref","is-referenced-by-count":1,"title":["A QoS-oriented Scheduling and Autoscaling Framework for Deep Learning"],"prefix":"10.1109","author":[{"given":"Sikai","family":"Xing","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shiyou","family":"Qian","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Bin","family":"Cheng","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jian","family":"Cao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Guangtao","family":"Xue","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jiadi","family":"Yu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yanmin","family":"Zhu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Minglu","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"year":"0","key":"ref33","article-title":"Mnist"},{"year":"0","key":"ref32","article-title":"Implementation open source"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2013.09.055"},{"key":"ref30","first-page":"2672","article-title":"Generative adversarial nets","author":"goodfellow","year":"2014","journal-title":"Advances in neural information processing systems"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/W14-4012"},{"key":"ref11","first-page":"595","article-title":"Gandiva: introspective cluster scheduling for deep learning","author":"xiao","year":"2018","journal-title":"13th USENIX Symposium on Operating Systems Design and Implementation ( OSDI 18)"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/RTSS.2013.12"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1145\/1327452.1327492"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1145\/2523616.2523633"},{"key":"ref15","first-page":"22","article-title":"Mesos: A platform for fine-grained resource sharing in the data center","volume":"11","author":"hindman","year":"2011","journal-title":"NSDI"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1145\/2898442.2898444"},{"key":"ref17","first-page":"1223","article-title":"Large scale distributed deep networks","author":"dean","year":"2012","journal-title":"Advances in neural information processing systems"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1145\/2640087.2644155"},{"key":"ref19","first-page":"19","article-title":"Communication efficient distributed machine learning with the parameter server","author":"li","year":"2014","journal-title":"Advances in neural information processing systems"},{"year":"0","key":"ref28","article-title":"Sysdig"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2015.7298594"},{"year":"0","key":"ref27","article-title":"Namespace"},{"key":"ref3","first-page":"1799","article-title":"Joint training of a convolutional network and a graphical model for human pose estimation","author":"tompson","year":"2014","journal-title":"Advances in neural information processing systems"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/MSP.2012.2205597"},{"key":"ref29","doi-asserted-by":"crossref","DOI":"10.1049\/cp:19991218","article-title":"Learning to forget: Continual prediction with lstm","author":"gers","year":"1999"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/ASRU.2011.6163930"},{"key":"ref8","first-page":"1700","article-title":"Recurrent continuous translation models","author":"kalchbrenner","year":"2013","journal-title":"Proceedings of the 2013 Conference on Empirical Methods in Natural Language Processing"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2013.6639347"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2012.231"},{"key":"ref9","first-page":"3104","article-title":"Sequence to sequence learning with neural networks","author":"sutskever","year":"2014","journal-title":"Advances in neural information processing systems"},{"key":"ref1","first-page":"1097","article-title":"Imagenet classification with deep convolutional neural networks","author":"krizhevsky","year":"2012","journal-title":"Advances in neural information processing systems"},{"key":"ref20","article-title":"Parallel and distributed deep learning","author":"hegde","year":"2016","journal-title":"Tech Report"},{"year":"0","key":"ref22","article-title":"Kubernetes"},{"key":"ref21","first-page":"12","article-title":"Stochastic gradient learning in neural networks","volume":"91","author":"bottou","year":"1991","journal-title":"Proceedings of Neuro-Nimes"},{"year":"0","key":"ref24","article-title":"Qos of pod"},{"year":"0","key":"ref23","article-title":"Pod overview"},{"year":"0","key":"ref26","article-title":"Configure multiple schedulers"},{"year":"0","key":"ref25","article-title":"Yaml"}],"event":{"name":"2019 International Joint Conference on Neural Networks (IJCNN)","start":{"date-parts":[[2019,7,14]]},"location":"Budapest, Hungary","end":{"date-parts":[[2019,7,19]]}},"container-title":["2019 International Joint Conference on Neural Networks (IJCNN)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/8840768\/8851681\/08852319.pdf?arnumber=8852319","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,7,17]],"date-time":"2022-07-17T21:51:28Z","timestamp":1658094688000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/8852319\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,7]]},"references-count":33,"URL":"https:\/\/doi.org\/10.1109\/ijcnn.2019.8852319","relation":{},"subject":[],"published":{"date-parts":[[2019,7]]}}}