SlideShare a Scribd company logo
AutoGraph
Simon Brueckheimer
Leader, Adaptive Network Consulting
GraphTour, Tel Aviv, Feb 2019
Natural signatures spell solutions
Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
2
•
•
•
Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
Clients
1,500+
Patents
2000+
Employees
6,000+
Sales
Professionals
750+
R&D experts
2,700+
Offices 65+
Cloud
Providers
Regional
Service
Providers
Enterprises
Financial
Services
Healthcare Utilities
Media and
Entertainment
Retail Public Sector Education
3
•
•
•
Adaptive Network™
Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
Demand Capacity Content Flexibility Competition
Overhead Complexity Cost Timescales
Automation Adaptability
Software
Control
Function
Virtualisation
Programmable
Infrastructure
Seamless
Operations
and IT
Workflow
Transformation
Legacy
Transformation
4
Adaptive Solutions Consulting
Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
Where needs are business, operations, sales, billing, planning, design, …
Needs
Data Analyses
What?
Access?
Sufficiency?
Which?
Feasibility?
Sufficiency?
Mode of
consumption
Scope?
Use cases?
Feasibility?
Type?
Audience?
Novelty?
Custom match
5
Many many use-cases
Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
Design, plan, provision, operate, assure, market, sell, differentiate, expand, evolve …
6
•
•
Our methodology; our challenges
Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
Not about horsepower – it’s about necessary complexity – taking it to the bone
7
•
Network = Graph
Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
CONNECTS_TO
Path computation
Diverse path computation
First k available shortest paths
Many abstractions – structural, physical, logical, geospatial, temporal, spectral, hierarchical
8
A simple example
Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
9
•
•
A stitch in space
Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
A
B C
D
– time and again
10
Graphs stitch for free!
2
Rx Port
Tx Port
A
2
Card
Tx Port
Rx Port
1
B
1
Card
?
A
A.2.2.100G to B.4.1.100G
Properties
Identifier
Shelf
Slot
Type
Properties
Identifier
Port
Metrics
CONNECTS_TO
Properties
Identifier
Fibre
CREATE MERGE = IF B THERE CONNECT, ELSE CREATE B AND CONNECT
Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
11
•
Automatic Circuit Stitching
Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
12
•
Graph Enrichment – Real-World Abstraction
Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
App1
Graph Meta-
graph
Meta-
meta-
graph
App2 Appn… Appn+1…
The art of applying graph technology is to look for natural signatures
13
Abstracted Visualisation
Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
14
•
•
•
Abstracted network visualisation
A key impetus to move to graph technology
Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
15
Streamed Data
Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
16
•
•
•
Streaming data – Screaming staff!
Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
Staff manually wading through history or fighting the unfolding present
17
Simple streaming architecture
Stream
write min
schema
Graph
App1
Asynch.
time-tree
aggregation
Appn
Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
18
Automated Root-Cause Analysis
Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
20
Alarm data transformation
2-3
4-6
1-5
0-2
3.5
-
4.5
1
2
3
4
5
7-
129-
14
8-
11
6
7
8
Graph-based event clusters
1
2 3
4 6
5
0 2
3.5 4.5
7 12
9 14
8 11
Time
AlarmLevel
Alarm signals:
1
2
4
5
3
8
7
6
Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
21
•
•
Automating Root-Cause Analysis
Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
22
Signatures and endorsements
Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
23
•
•
•
•
Innate graph signatures in networking
Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
*time, geography, technology type, shared risk
Naturally graphs – whether business, operations, technology or workflow
24
App-i
App-n
App-2
Applications
App-1
One repository for all data?
Resources
(external matter of record)
Graph DB
Minor schema on write
Major schema on read
Res-1
Res-n
Highly scalable federation
Disjoint / Connected graphs per
instance
Ever extendable Apps
Single, Chained, Parallel
Customer footprint,
market, business, finance
Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
25
•
•
Meeting the Adaptive NetworkTM challenge
Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
Future = autonomy, automation, adaptation, agility – many untapped use-cases
26Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.

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Autograph - Natural Signatures for Graph Modelling, Simon Brueckheimer, Ciena

  • 1. AutoGraph Simon Brueckheimer Leader, Adaptive Network Consulting GraphTour, Tel Aviv, Feb 2019 Natural signatures spell solutions Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
  • 2. 2 • • • Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary. Clients 1,500+ Patents 2000+ Employees 6,000+ Sales Professionals 750+ R&D experts 2,700+ Offices 65+ Cloud Providers Regional Service Providers Enterprises Financial Services Healthcare Utilities Media and Entertainment Retail Public Sector Education
  • 3. 3 • • • Adaptive Network™ Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary. Demand Capacity Content Flexibility Competition Overhead Complexity Cost Timescales Automation Adaptability Software Control Function Virtualisation Programmable Infrastructure Seamless Operations and IT Workflow Transformation Legacy Transformation
  • 4. 4 Adaptive Solutions Consulting Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary. Where needs are business, operations, sales, billing, planning, design, … Needs Data Analyses What? Access? Sufficiency? Which? Feasibility? Sufficiency? Mode of consumption Scope? Use cases? Feasibility? Type? Audience? Novelty? Custom match
  • 5. 5 Many many use-cases Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary. Design, plan, provision, operate, assure, market, sell, differentiate, expand, evolve …
  • 6. 6 • • Our methodology; our challenges Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary. Not about horsepower – it’s about necessary complexity – taking it to the bone
  • 7. 7 • Network = Graph Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary. CONNECTS_TO Path computation Diverse path computation First k available shortest paths Many abstractions – structural, physical, logical, geospatial, temporal, spectral, hierarchical
  • 8. 8 A simple example Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
  • 9. 9 • • A stitch in space Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary. A B C D – time and again
  • 10. 10 Graphs stitch for free! 2 Rx Port Tx Port A 2 Card Tx Port Rx Port 1 B 1 Card ? A A.2.2.100G to B.4.1.100G Properties Identifier Shelf Slot Type Properties Identifier Port Metrics CONNECTS_TO Properties Identifier Fibre CREATE MERGE = IF B THERE CONNECT, ELSE CREATE B AND CONNECT Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
  • 11. 11 • Automatic Circuit Stitching Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
  • 12. 12 • Graph Enrichment – Real-World Abstraction Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary. App1 Graph Meta- graph Meta- meta- graph App2 Appn… Appn+1… The art of applying graph technology is to look for natural signatures
  • 13. 13 Abstracted Visualisation Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
  • 14. 14 • • • Abstracted network visualisation A key impetus to move to graph technology Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
  • 15. 15 Streamed Data Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
  • 16. 16 • • • Streaming data – Screaming staff! Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary. Staff manually wading through history or fighting the unfolding present
  • 17. 17 Simple streaming architecture Stream write min schema Graph App1 Asynch. time-tree aggregation Appn Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
  • 18. 18 Automated Root-Cause Analysis Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
  • 19. 20 Alarm data transformation 2-3 4-6 1-5 0-2 3.5 - 4.5 1 2 3 4 5 7- 129- 14 8- 11 6 7 8 Graph-based event clusters 1 2 3 4 6 5 0 2 3.5 4.5 7 12 9 14 8 11 Time AlarmLevel Alarm signals: 1 2 4 5 3 8 7 6 Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
  • 20. 21 • • Automating Root-Cause Analysis Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
  • 21. 22 Signatures and endorsements Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
  • 22. 23 • • • • Innate graph signatures in networking Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary. *time, geography, technology type, shared risk Naturally graphs – whether business, operations, technology or workflow
  • 23. 24 App-i App-n App-2 Applications App-1 One repository for all data? Resources (external matter of record) Graph DB Minor schema on write Major schema on read Res-1 Res-n Highly scalable federation Disjoint / Connected graphs per instance Ever extendable Apps Single, Chained, Parallel Customer footprint, market, business, finance Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.
  • 24. 25 • • Meeting the Adaptive NetworkTM challenge Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary. Future = autonomy, automation, adaptation, agility – many untapped use-cases
  • 25. 26Copyright © Ciena Corporation 2019. All rights reserved. Confidential & Proprietary.