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environments such as battlefields. The an- alytics enabled and performed by Smart- Edge allow battalions to make real-time, data-driven decisions which dramatically improve operational outcomes and in- crease Capitalizing on open source solutions like K3s, Booz Allen’s SmartEdge solution allows bat- talions to make real-time, data-driven decisions which dramatically improve operational outcomes and increase the For the team, the priority is to deploy SmartEdge in as many scenarios as pos- sible, where it can make a real and tangible difference. From an innovation point-of- view, the digital solutions business

Suggestion: • Run the test against the same cluster during near time • Make CPU the bottleneck • 1 CPU handles 500,000 pps • Make LB the bottleneck • The target server and client server shall be powerful

Kubernetes Take control Easy to manage and scale Experience KOPS: Installation + Create AWS user + Make a CI host + wget and install kops and kubectl + Configure AWS cli + Create S3 Bucket + Export

sequential: huge time saver for large trainings Kubeflow • Machine Learning Toolkit for Kubernetes • To make ML workflows on Kubernetes simple, portable, and scalable • Training controllers – simplify and

is to create a tool that is easy to use and scheduler agnostic. Technical Issues • Trying to make a scheduler-agnostic deployment tool is hard and can lead to abstraction that’s awkward for one

– Probe: readiness probe and liveness probe Component Deployment Topology • Use affinity to make deployment topology policies for different component. E.g. controller node and DB node may not

embed in .go file import “text/template” parse at runtime How do we develop ? ? ? No Yes make go-bindata go build ./kops change work? Kops 1.4 fin Kops 1.4 We were really good at dealing

Annotator scores node periodically. Ø Dynamic-Scheduler query node score directly from node to make decisions during predicate and priority stage. Dynamic Scheduler Kube-scheduler Dynamic scheduler

DevOps Service DevOps Service DevOps Manager User Action Authorization check Approve/Deny to make job successful or failed approval timeout volumes CI/CD Examples - Continuous Deployment Upgrade