Closed Loop Platform Automation w/ OPNFV

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Presentation transcript:

Closed Loop Platform Automation w/ OPNFV Sunku Ranganath, John Browne, Tim Verrall, Damien Power, Emma Collins, Krzysztof Kepka Thanks to Reviewers: Trevor Cooper, Jack Morgan, Matthias Runge, Tomi Juvonen, Tomofumi Hayashi, Toshiaki Takahashi, Yuki Kasuya

Agenda Introduce Closed Loop Automation (CPA) & OPNFV intercept Propose CLA Working Group Source: https://wiki.opnfv.org/display/fastpath/Closed+Loop+Automation+with+OPNFV+- +WG+Proposal

Real-time/Near Real-time Loops - Automated Multiple Closed Loops Use cases (Loops) Capacity planning Peering planning Cache placement … Plan & Provision Telemetry Offline Processing Offline feedback loop Forecast Optimize Design Control Analyze Telemetry Assure Near-real Time Feedback loop Use cases (Loops) Service assurance Security operations … Online Processing Use cases (Loops) Traffic Engineering: Network Optimization Demand placement Workload placement… Real-Time Feedback loop Telemetry Orchestrate Monitor Real-time/Near Real-time Loops - Automated Source: https://pndablog.com/2017/06/05/feedback-loops-and-closed-loop-control/

Networking Closed Loops – High Level Architecture Policy Based Provisioning Analytics Systems Business Applications Setting of Policy Control Loops Application Telemetry distribution or storage or ….. Cloud and Virtual Management MANO EMS VNFM Control SDN/NMS Network Services Platform Telemetry agents: Collectd - https://github.com/collectd/collectd Local Platform Agent: Resource Management Daemon - https://github.com/intel/rmd Platform Infrastructure Platform Telemetry Local Platform Agent Forwarding Plane Interfaces Interfaces Platform Resources Traffic Traffic Independent Closed Loops: SDN, Cloud & Virtual Mgt, Platform

Closed Loops – Use Cases Policy Based Provisioning Control Loops Security Improved Customer Experience Cloud Optimization & Efficiency Business Use Cases Threat Detection Edge Placement Energy Optimization ?? ?? Threat Response Service Healing OPNFV Doctor Capacity Optimization OPNFV NSB OPNFV Bottlenecks Service Optimization Cloud Configurations ?? Differentiated QoS Business Applications NFV Orchestrator (NFVO) [eg ONAP/OSM] Analytics AI/ML/DL VNF Manager (VNFM) OPNFV OVP Question about use cases of interest. Looking to help these with IA features. Feature exposure, provisioning & telemetry. We are looking to enable/fill in these gaps. Telemetry I/F Open Stack Bare Metal Kubernetes Telemetry I/F Monitoring/Storage Telemetry I/F Scope of Interest Feature Exposure Provisioning Telemetry OPNFV Barometer Local Policy Enforcement Agent(s) collectd For Local Dynamic Control Platform(s) Intel Infrastructure Management Tech Intel RDT Power Intel RunSure

Use Case List Noisy Neighbor avoidance Energy efficiency with improved IDLE power consumption, power management, etc. Power aware workload placement Reliability aware workload placement Reliability aware auto-scaling And so on… Note: This is not an exhaustive list

CLA WG Proposal Objectives: Scope Common platform to discuss, solve, prioritize, implement CLA architectures, usecases, & solutions Drive upstream adoption of closed loop usecases across NFVI Support cloud native, appliance and virtualized infrastructure models with offline/real-time closed loops Scope Forum across all OPNFV projects to facilitate enhancements, APIs, methodologies, testing Forum to discuss and inter-network among projects to facilitate feasibility among projects Bridge to communities under LF – LFN, LF Edge, ONAP, etc., on closed loop automation

Open Source Communities - Possible Intercept Communities of Interest Telemetry Projects – CNCF OpenMetrics, Collectd, Telegraf OpenStack Self-Healing SIG, Ceilometer, AODH, Mistral, Congress, Vitrage, Fenix, Monasca, etc. Kubernetes “telemetry based scheduling” ONAP CLAMP, DCAE Akraino Closed Loop Blueprints O-RAN closed loop use cases PNDA Note: This is not an exhaustive list. Provides possible intercept with various open source communities of interest

Work Items Identify closed loop use cases of interest Establish strong connection with ONAP & LFN communities to achieve complimentary solutions/implementation Identify gaps necessary to implement CLA use cases of interest Produce reference solutions/implementations for initial set of use cases leveraging existing software capabilities & tool-sets within participating OPNFV projects Drive medium-long term changes in collaboration with orchestrators like OpenStack & Kubernetes communities to  achieve closed loop implementations

Demo #1 Closed Loop Resiliency demo with OpenStack Ongoing discussion Participating projects: Doctor + Barometer Provides closed loop resiliency and maintenance with Vitrage+Congress+Fenix Produce demo, reference code and documentation Unique contributions: Additions to Vitrage + Fenix API for closed loop implementations

Backup

Telemetry available through Collectd

Networking Closed Loop Groups Real-time/Near Real-time Closed Loops Service Optimization Service Healing Threat Detection Differentiated QoS Capacity Optimization Edge Placement (Closer to the edge) Threat Response Energy optimization* Energy optimization* End to End Assurance Network Routing/ Security [Routing] Automation Orchestration/ Placement/ Provisioning Automation Auto-scaling Operations Reliability End to End Assurance Performance Management [Equipment] Management and Analytics Telemetry Actions Platform Intel Run Sure/RAS Intel RDT Power Groups of Control Loops

Collaborate to Integrate w/ OPNFV Projects Intercept – Existing or New?: Few projects already leverage parts of CLPA concepts OPNFV Doctor -> self-healing & fault management using OpenStack Fenix (1) OPNFV Bottleneck -> to implement AI over test data (2) OPNFV VSPERF -> to implement analytics over performance results OPNFV NSB -> sample VNFs integration with platform metrics OPNFV Barometer -> telemetry Unify the CLPA approach Provide uniform approach to closed loop automation Enable newer use cases leveraging advanced platform telemetry in energy efficiency, differentiated QoS, security, etc. Get out telemetry story. 1. https://wiki.opnfv.org/display/doctor/Doctor+Home 2. https://wiki.opnfv.org/display/DEV/Intern+Project%3A+Bottlenecks+AI+Applications+in+Testing+and+Results+Analysis