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Automatización de la
gestión de redes
mediante grafos
GraphSummit Madrid
David Blanco
Arquitectura OSS Mayo 2023
Uso público
01
Índice
Evolución Tecnológica
Retos
02
Resource providers
Producto – Servicio - Recurso
03
Modelado con Grafos
Inventarios
04
Casos de uso
De la teoría a la práctica
05
Proyectos en curso
Blueplanet
Evolución Tecnológica
Retos
01
4
1990 2000 2010 2020 2030
Retos
EVOLUCIÓN TECNOLÓGICA
GPON
DS: 2.5G
US: 1.25G
XGPON
DS: 10G
US: 2.5G
XGSPON
DS: 10G
US: 10G
VMWARE
AMAZON
WEB
SERVICES
GOOGLE &
MICROSOFT
CLOUDS
1990 2000 2010 2020 2030
2000 2006 2012 2018 2024 2000 2003 2010 2020 2027
Red acceso
móvil
Red acceso
fijo
Red Óptica
Cloud
Aumento exponencial de elementos
gestionados (5G, IoT)
Servicios cada vez más
complejos (Slicing)
Retos
EVOLUCIÓN TECNOLÓGICA +28M Accesos Fibra +19,3M Accesos Móviles
Resource providers
Productos - Servicios - Recursos
02
7
Productos - Servicios - Recursos
RESOURCE PROVIDERS
Network HW
IT HW (x86, SDN)
Virtualisation
(SW) Network Function / Service
Location / Cabling
Management
&
Orchestration
NMS /
SDN-C
Services
Products
RU RU
CPU
Card vCPU
Port Port
Cloud
Traditional Networks
Virtual Networks Functions
(VMs)
Virtual
Networks
Functions
(Containers)
03
Modelado con Grafos
Inventarios
Inventarios
E2E Multidomain
Service Orchestration
NFV/Cloud
Domain
Network
Domain
EMS
Procesos
Network Integration Layer
TMF 638/639/685
TMF 633/634
TMF 638/639/685
Discovery
Catálogo de
Recursos y
Servicios
TMF 639
Orquestador de
Servicios
Creación Assurance
“No se puede automatizar lo que no se conoce”
• Visión completa de la red: equipos, recursos y servicios
• Fuente de la verdad para los procesos. Vista planificada y real de la red
• Basado en catálogo
• Descubrimiento dinámico de la red
• TMF API - interfaces estandar
Provisión
Inventarios
MODELADO CON GRAFOS
10
P
S
R R R
S
R R R
S
R R R
NE NE NE vNE
Location 1
CL1
Location 2
Inventarios
MODELADO CON GRAFOS
P
Grafo :: Nodos + relaciones + atributos
Creación de Red
Provisión de Servicios
Publicación de
Recursos
11
P
S
R R R
S
R R R
S
R R R
NE NE NE vNE
Location 1
CL1
Location 2
Inventarios
MODELADO CON GRAFOS
P
Impact Analysis
Close loop / Autohealing
Grafo :: Nodos + relaciones + atributos
12
P
R R R
S
R R R
S
R R R
NE NE NE vNE
Location 1
CL1
Location 2
Inventarios
MODELADO CON GRAFOS
P
S
Close loop / Autohealing
Grafo :: Nodos + relaciones + atributos
04
Casos de uso (PoCs)
De la teoría a la práctica
14
De la teoría a la práctica – Onlife Networks
CASOS DE USO (POCS)
De la teoría a la práctica – Onlife Networks (2019)
CASOS DE USO (POCS)
Network creation - New vOLT deployment
New vOLT in OnLife à Update of inventory data using TMF 639 à Query to the resource catalog
using TMF 634 to create the resources associated to the vOLT candidate
OnLife
Operator R&T Inventory
Creation process TMF 639 Interface
Resource Catalog
TMF 634
Discovery,
reconciliation,
Domain inventory
• vOLT creation (4 ports in
physical OLT)
• Virtual Port creation
(32 for each PON)
• Association with DNS
De la teoría a la práctica – Onlife Networks
CASOS DE USO (POCS)
Service Provisioning - New subscriber activation
Activation of network device in OnLife à Update of inventory data using TMF 639
OnLife
Home R&T Inventory
Port-Up
TMF 639 Interface
New connection
Service selection
vPDC assign & start
Captive vPDC
• VLAN creation
• vPDC creation
• Occupy vPort
• RFS creation
• rfs_BB_AccessConn
• rfs_BB_IPv4
• rfs_BB_IPv6
De la teoría a la práctica – Onlife Networks
CASOS DE USO (POCS)
Inventor
y
Ingestion of OnLife metrics à Enrichment with inventory data à
Data crunching for anomaly detection & Dashboard à Correction Workflow
Metrics
Ingestion
Enrichment with
Inventory data
Update of
inventory
Aggregated
metrics
Corrective
actions
OnLife
Assurance - Anomalies detection and corrective actions
De la teoría a la práctica – Onlife Networks
CASOS DE USO (POCS)
De la teoría a la práctica – Onlife Networks
CASOS DE USO (POCS)
- Inventories are key components in the OSS Architecture for automation of Network creation, Service fulfillment
and Assurance processes, and to support closed-loop and self-healing features
- Graph-based DB is the right choice for Inventories implementation
- Network modeling and Services/Resources design is key for Automation
Conclusions
De la teoría a la práctica – NetExplorer (2021)
CASOS DE USO (POCS)
De la teoría a la práctica – NetExplorer
CASOS DE USO (POCS)
De la teoría a la práctica – NetExplorer
CASOS DE USO (POCS)
De la teoría a la práctica – NetExplorer
CASOS DE USO (POCS)
05
Proyectos de Inventario
RFI / RFP
Functions within RFI‘s scope:
§ Resource & Topology Inventory
§ Resource Catalog
Integrations with external functions:
§ E2E Multi-domain Service orchestration
§ Planning / Network&Infra deployment
§ Service Inventory & Service Catalog
§ Technology Domain Inventories
§ CI/CD/CT pipeline
§ Fault & Performance Mgmt.
RFI – Alcance (2021 – 2022)
PROYECTOS DE INVENTARIO
RFI - Principales requisitos
PROYECTOS DE INVENTARIO
§ Federation w/ third party inventories
§ TMF standard APIs support
§ Event based - Dynamic updates
§ Hybrid resources support w/ resource capacity
mgmt and geographical awareness
§ Multi-domain resource topology
§ Domain technology agnostic
§ Catalog driven resource specifications
§ Multiple resource profiles (Activation,
Observability, …)
§ Third party orchestrator support
§ Third party CI/CD/CT support
§ Cloud Native – Containerized
§ GraphDB based
§ Flexible Data Model
RFI – Casos de Uso (Demo)
PROYECTOS DE INVENTARIO
§ Network&Infra Planning
• Add/remove network & infra capacity to the domain
§ Hybrid Service Provissioning
• Full Service provisioning process with both pnf and vnf/cnf
§ Close loop / Auto healing
• Detect and correlate fault, identify service impact and trigger service
restoration/reprovisioning
§ Network&Infra Capacity Mgmt
• Config thresholds, detect breachings, construct trends, estimate ETA for upgrades
§ Network&Infra Evolution
• Add/Modify resource type specifications
RFI – TCO Scenario
PROYECTOS DE INVENTARIO
TCO Scenario Total Details/Comments Year 1 Year 2 Year 3 Year 4
Period (years) 4 Project duration
SBIs (30% standard & 70% proprietary) 10 2x Domain :: RAN, Transport (IP & Opctical), Core, TelcoCloud RAN TRANSPORT CORE TELCOCLOUD
NBIs (TMF APIs) 3 TMF639, TMF638, TMF634
Processes 4 Planning, Provisioning, Assurance, Capacity Mgmt
R&TI - # Resources instances 400.000 100.000 first year + 100.000 increase each year of the exersise 100.000 100.000 100.000 100.000
Res. Catalog - # Resources specifications 200 50 first year + 50 increase each year of the exercise 50 50 50 50
Concurrent users (R&TI) 10 2x Domain :: RAN, Transport (IP & Opctical), Core, TelcoCloud 2 4 2 2
Concurrent users (Catalog) 20 4x Domain :: RAN, Transport (IP & Opctical), Core, TelcoCloud 4 8 4 4
Company #1 Revenue 2.7b
Company #2 Revenue 12.5b
Provide pricing for both companies (when they differ)
RFP 2022
PROYECTOS DE INVENTARIO
Telefonica: Automatización de la gestión de redes mediante grafos

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Telefonica: Automatización de la gestión de redes mediante grafos

  • 1. Automatización de la gestión de redes mediante grafos GraphSummit Madrid David Blanco Arquitectura OSS Mayo 2023 Uso público
  • 2. 01 Índice Evolución Tecnológica Retos 02 Resource providers Producto – Servicio - Recurso 03 Modelado con Grafos Inventarios 04 Casos de uso De la teoría a la práctica 05 Proyectos en curso Blueplanet
  • 4. 4 1990 2000 2010 2020 2030 Retos EVOLUCIÓN TECNOLÓGICA GPON DS: 2.5G US: 1.25G XGPON DS: 10G US: 2.5G XGSPON DS: 10G US: 10G VMWARE AMAZON WEB SERVICES GOOGLE & MICROSOFT CLOUDS 1990 2000 2010 2020 2030 2000 2006 2012 2018 2024 2000 2003 2010 2020 2027 Red acceso móvil Red acceso fijo Red Óptica Cloud
  • 5. Aumento exponencial de elementos gestionados (5G, IoT) Servicios cada vez más complejos (Slicing) Retos EVOLUCIÓN TECNOLÓGICA +28M Accesos Fibra +19,3M Accesos Móviles
  • 6. Resource providers Productos - Servicios - Recursos 02
  • 7. 7 Productos - Servicios - Recursos RESOURCE PROVIDERS Network HW IT HW (x86, SDN) Virtualisation (SW) Network Function / Service Location / Cabling Management & Orchestration NMS / SDN-C Services Products RU RU CPU Card vCPU Port Port Cloud Traditional Networks Virtual Networks Functions (VMs) Virtual Networks Functions (Containers)
  • 9. Inventarios E2E Multidomain Service Orchestration NFV/Cloud Domain Network Domain EMS Procesos Network Integration Layer TMF 638/639/685 TMF 633/634 TMF 638/639/685 Discovery Catálogo de Recursos y Servicios TMF 639 Orquestador de Servicios Creación Assurance “No se puede automatizar lo que no se conoce” • Visión completa de la red: equipos, recursos y servicios • Fuente de la verdad para los procesos. Vista planificada y real de la red • Basado en catálogo • Descubrimiento dinámico de la red • TMF API - interfaces estandar Provisión Inventarios MODELADO CON GRAFOS
  • 10. 10 P S R R R S R R R S R R R NE NE NE vNE Location 1 CL1 Location 2 Inventarios MODELADO CON GRAFOS P Grafo :: Nodos + relaciones + atributos Creación de Red Provisión de Servicios Publicación de Recursos
  • 11. 11 P S R R R S R R R S R R R NE NE NE vNE Location 1 CL1 Location 2 Inventarios MODELADO CON GRAFOS P Impact Analysis Close loop / Autohealing Grafo :: Nodos + relaciones + atributos
  • 12. 12 P R R R S R R R S R R R NE NE NE vNE Location 1 CL1 Location 2 Inventarios MODELADO CON GRAFOS P S Close loop / Autohealing Grafo :: Nodos + relaciones + atributos
  • 13. 04 Casos de uso (PoCs) De la teoría a la práctica
  • 14. 14 De la teoría a la práctica – Onlife Networks CASOS DE USO (POCS)
  • 15. De la teoría a la práctica – Onlife Networks (2019) CASOS DE USO (POCS)
  • 16. Network creation - New vOLT deployment New vOLT in OnLife à Update of inventory data using TMF 639 à Query to the resource catalog using TMF 634 to create the resources associated to the vOLT candidate OnLife Operator R&T Inventory Creation process TMF 639 Interface Resource Catalog TMF 634 Discovery, reconciliation, Domain inventory • vOLT creation (4 ports in physical OLT) • Virtual Port creation (32 for each PON) • Association with DNS De la teoría a la práctica – Onlife Networks CASOS DE USO (POCS)
  • 17. Service Provisioning - New subscriber activation Activation of network device in OnLife à Update of inventory data using TMF 639 OnLife Home R&T Inventory Port-Up TMF 639 Interface New connection Service selection vPDC assign & start Captive vPDC • VLAN creation • vPDC creation • Occupy vPort • RFS creation • rfs_BB_AccessConn • rfs_BB_IPv4 • rfs_BB_IPv6 De la teoría a la práctica – Onlife Networks CASOS DE USO (POCS)
  • 18. Inventor y Ingestion of OnLife metrics à Enrichment with inventory data à Data crunching for anomaly detection & Dashboard à Correction Workflow Metrics Ingestion Enrichment with Inventory data Update of inventory Aggregated metrics Corrective actions OnLife Assurance - Anomalies detection and corrective actions De la teoría a la práctica – Onlife Networks CASOS DE USO (POCS)
  • 19. De la teoría a la práctica – Onlife Networks CASOS DE USO (POCS) - Inventories are key components in the OSS Architecture for automation of Network creation, Service fulfillment and Assurance processes, and to support closed-loop and self-healing features - Graph-based DB is the right choice for Inventories implementation - Network modeling and Services/Resources design is key for Automation Conclusions
  • 20. De la teoría a la práctica – NetExplorer (2021) CASOS DE USO (POCS)
  • 21. De la teoría a la práctica – NetExplorer CASOS DE USO (POCS)
  • 22. De la teoría a la práctica – NetExplorer CASOS DE USO (POCS)
  • 23. De la teoría a la práctica – NetExplorer CASOS DE USO (POCS)
  • 25. Functions within RFI‘s scope: § Resource & Topology Inventory § Resource Catalog Integrations with external functions: § E2E Multi-domain Service orchestration § Planning / Network&Infra deployment § Service Inventory & Service Catalog § Technology Domain Inventories § CI/CD/CT pipeline § Fault & Performance Mgmt. RFI – Alcance (2021 – 2022) PROYECTOS DE INVENTARIO
  • 26. RFI - Principales requisitos PROYECTOS DE INVENTARIO § Federation w/ third party inventories § TMF standard APIs support § Event based - Dynamic updates § Hybrid resources support w/ resource capacity mgmt and geographical awareness § Multi-domain resource topology § Domain technology agnostic § Catalog driven resource specifications § Multiple resource profiles (Activation, Observability, …) § Third party orchestrator support § Third party CI/CD/CT support § Cloud Native – Containerized § GraphDB based § Flexible Data Model
  • 27. RFI – Casos de Uso (Demo) PROYECTOS DE INVENTARIO § Network&Infra Planning • Add/remove network & infra capacity to the domain § Hybrid Service Provissioning • Full Service provisioning process with both pnf and vnf/cnf § Close loop / Auto healing • Detect and correlate fault, identify service impact and trigger service restoration/reprovisioning § Network&Infra Capacity Mgmt • Config thresholds, detect breachings, construct trends, estimate ETA for upgrades § Network&Infra Evolution • Add/Modify resource type specifications
  • 28. RFI – TCO Scenario PROYECTOS DE INVENTARIO TCO Scenario Total Details/Comments Year 1 Year 2 Year 3 Year 4 Period (years) 4 Project duration SBIs (30% standard & 70% proprietary) 10 2x Domain :: RAN, Transport (IP & Opctical), Core, TelcoCloud RAN TRANSPORT CORE TELCOCLOUD NBIs (TMF APIs) 3 TMF639, TMF638, TMF634 Processes 4 Planning, Provisioning, Assurance, Capacity Mgmt R&TI - # Resources instances 400.000 100.000 first year + 100.000 increase each year of the exersise 100.000 100.000 100.000 100.000 Res. Catalog - # Resources specifications 200 50 first year + 50 increase each year of the exercise 50 50 50 50 Concurrent users (R&TI) 10 2x Domain :: RAN, Transport (IP & Opctical), Core, TelcoCloud 2 4 2 2 Concurrent users (Catalog) 20 4x Domain :: RAN, Transport (IP & Opctical), Core, TelcoCloud 4 8 4 4 Company #1 Revenue 2.7b Company #2 Revenue 12.5b Provide pricing for both companies (when they differ)
  • 29. RFP 2022 PROYECTOS DE INVENTARIO