a.i. for optimal computingfiles.informatandm.com/uploads/2019/5/solecular...solecular confidential...
TRANSCRIPT
Solecular Confidential
A.I. for Optimal Computing
Solecular Confidential
History
“History does not repeat itself, but it rhymes.”
-Mark Twain
Well, maybe…https://quoteinvestigator.com/2014/01/12/history-rhymes
Solecular Confidential
“History” of CPU Usage from container traces
2018-09-02 2018-09-09 2018-09-16 2018-09-23 2018-09-30 2018-09-02 2018-09-09 2018-09-16 2018-09-23 2018-09-30
2018-09-02 2018-09-09 2018-09-16 2018-09-23 2018-09-30 2018-09-02 2018-09-09 2018-09-16 2018-09-23 2018-09-30
Solecular Confidential
Learning history lets us look to the future
2018-09-05 2018-09-07 2018-09-09 2018-09-11 2018-09-13
Solecular Confidential
Maxwell measures, learns, predicts, and orchestrates
LearnResource usage patterns using a deep-learning neural network
MeasureCPU, Memory, Network, I/O
Orchestrate Optimal placement
of workloads
Build ForecastsIdentify cycles and long-term trends
Maxwell
Historical Data
Insights
Solecular Confidential
Node
Get the most from compute clusters
Host OS
MaxwellMonitoringCPU,Memory,Disk,Network, Power use
Ctr4
Container Manager
Ctrn Policy
Workload Orchestrator
Placement
Ctr1
Ctr2
Ctr3
...
Solecular Confidential
8-Node Cluster without Maxwell
CPU Usage Time Profiles: Per Container (solid) and Aggregate (dashed)
Solecular Confidential
8-Node Cluster with Maxwell
CPU Usage Time Profiles: Per Container (solid) and Aggregate (dashed)
Solecular Confidential
Patents
○ Forecasting computing resource requirements of workloads in Data Centers and Edge sites
○ Bayesian resource allocation using temporal resource requirement
○ Predictive resource sharing in a virtualized computing environment
Solecular Confidential
Reliability
Workload Placement
Capacity Planning
Solecular
Top Issues AddressedTechnologies
We Apply Machine Learning To Solve Top Issues Facing IT Teams
CyberSecurity
Cloud Computing
Networking
Edge Computing
Solecular ML
Autonomous Actions
Insights
Solecular Confidential
Learning history lets us look to the future (2)
2018-09-01 2018-09-03 2018-09-05 2018-09-07 2018-09-09 2018-09-11 2018-09-13 2018-09-15 2018-09-17