A Day in the Life of a Data Scientist Conquer Machine Learning Lifecycle on Kubernetes Brian Redmond • Cloud Architect @ Microsoft (18 years) • Azure Global Black Belt Team • Live in Pittsburgh, PA idle • Parallel training instead of sequential: huge time saver for large trainings Kubeflow • Machine Learning Toolkit for Kubernetes • To make ML workflows on Kubernetes simple, portable, and scalable

lvs_sync_daemon_inteface eth0 virtual_router_id 51 priority 180 advert_int 1 authentication { auth_type PASS auth_pass 1111 } virtual_ipaddress { 10.1.1 1.176 dev eth0 label eth0:1 } } virtual_server 10.1.1.176 3306 { delay_loop 6 lb_algo rr lb_kind DR persistence_timeout 20 protocol TCP sorry_server lvs_sync_daemon_inteface eth0 virtual_router_id 51 priority 150 advert_int 1 authentication { auth_type PASS auth_pass 1111 } virtual_ipaddress { 10.1.1

extension • Edge Controller • App Engine K8S Cluster K8S Master K8S Node1 K8S Node n KubeBus Virtual Router ... Edge Node KubeBus App Engine EdgeMetadataService Edge Node KubeBus App Engine run as in one cluster • KubeBus Virtual Router • Public Endpoint for Edge connection • Router to connect • Cloud VM subnet • Cloud Container subnet • Edge Node virtual subnet • Edge Container subnet Cloud Network, e.g. Flannel 10.244.0.0/16 KubeBus Edge Network: 192.168.6.2 Container ... KubeBus Virtual Router Edge Network IP: 192.168.6.4 EIP: 35.160.180.205 VM IP: 192.168.23.131 192.168.23.130 192

compressive force (shell strength)following Burnett and Belk (2018). A universal material+testing machine(MTS System Corporation, Eden Prairie, MIN, USA, Model 661; Fig1,)was used to determine the shell compressive force (shell strength)following Burnett and Belk (2018). A universal material-testing machine (MTS System Corporation, Eden Prairie, MN, USA, Model 661; Fig. 1) was used to determine the shell

Mysql 主从同步类似。 项目开源主页：https://github.com/alibaba/RocketMQ 26 7.14 单个 JVM 进程也能利用机器超大内存 MEMORY VIRTUAL MEMORY JAVA HEAP DISK Producer Consumer1 Consumer2 Consumer3 ⑤ ④ ⑦ ⑥ ⑧ ③ ② ① 图表 7-7 消息在系统中流转图