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FIWARE at the edge:
FogFlow, a new GE for IoT edge computing
Bin Cheng (bin.cheng@neclab.eu),
Ernö Kovacs (ernoe.kovacs@neclab.eu)
NEC Labs Europe
Agenda
§ Overview of FogFlow
• motivation, value proposition, major design, key feature
§ How to deploy FogFlow
• Set up your own FogFlow system
§ How to use the programming models in FogFlow
• Service topology: launching dynamic data flows on demand, development process and use case
(anomaly detection)
• Fog function: serverless edge computing, development process and use case (smart parking)
§ Integration with other systems
• AWS IoT, Orion Context Broker
§ References
1
2
Part I: Overview of FogFlow
Motivation of FogFlow
3
Lower Complexity
Lower Cost
Higher Efficiency
Smart
Cities
Public
Safety
Smart
Factories
IoT services
difficult to program
Infrastructure
difficult to manage
Edges
IoT devices
not able to be smart
After using NEC FogFlow
Edge Computing Framework
Lack of model
High complexity from
heterogeneity and
dynamics
No fast, closed control
loop
Development + Operation
Development + Operation
Faster response time,
better scalability
Value Proposition of FogFlow
4
IoT Service
providers
Infrastructure
Providers
Device
Providers
Edge
programming
model
Fast control
loop
Optimized
orchestration
Low
learning cost
Low
OPEX
Fast
time-to-market
Improved
QoS
FogFlow: Context-driven Cloud-Edge Orchestration
§ FogFlow is a cloud-edge orchestrator to orchestrate dynamic NGSI-based data
processing flows on-demand between producers and consumers for providing timely
results to make fast actions, based on context (system context and data context)
Producers
(sensors)
Consumers
(actuators)
cloud
edge edge edge
raw context information
timely results fast actions
FogFlow dynamic
processing flows
Data context
System context
How It Works
6
Template of your IoT Service Execution Plan Deployment Plan
cloud
edge1
edge2
Task
generation
Task
specification
Task
deployment
Cloud-Edge
Programming model Cloud-Edge Orchestration
Graphical
editor
Automation &
optimizations
Cloud-Edge
Environment IoT Devices
Key Features (1): Agile Edge Programming
7
Reusable
building blocks
Compositing them with declarative hints
Submit
Select
Your service is
ready in minutes
Programming Cloud and Edges easily and fast
Key Features (1): Automated and Optimized Orchestration for
Cloud-Edge
8
Connected
Device
Backend
Cloud(s)
Other
Edges
Sensing
Notify
Orchestrating
Collaborative
deployment
Closed control loop
Dynamic processing flows
Reacting
Nearby
Edge
Collaborative
deployment
Orchestrating and managing dynamic processing flows over cloud
and edges in an efficient and optimized manner
9
Part I: Deployment of FogFlow
System Architecture of FogFlow
10
System Components in FogFlow
11
Set Up The Cloud Part:
§ Step 1: download the following compressed file
• wget https://github.com/smartfog/fogflow/raw/master/deployment/core/fogflow-core.tar.gz
§ Step 2: extract deployment scripts from the downloaded file
• tar xvf fogflow-core.tar.gz
§ Step3: change the configuration files for each fogflow components, including
• discovery, broker, master, worker, designer
§ Step4: use docker-compose to launch all components
• docker-compose up or docker-compose start
12
How configuration files should be changed accordingly?
discovery-config.json
broker-config.json
worker-config.json
master-config.json designer-config.json
Nothing to change
"my_ip": "155.54.239.141",
"host": "155.54.239.141",
"my_ip": "155.54.239.141",
"discoveryURL": "http://155.54.239.141:8071/ngsi9",
"brokerURL": "http://155.54.239.141:8070/ngsi10",
"agentIP": "155.54.239.141",
HOST_IP = 155.54.239.141
Set Up The Edge Part:
14
§ Step 1: download the following compressed file
• wget https://github.com/smartfog/fogflow/raw/master/deployment/edge/fogflow-edge.tar.gz
§ Step 2: extract deployment scripts from the downloaded file
• tar xvf fogflow-edge.tar.gz
§ Step3: change the configuration files for each fogflow components, including
• broker, worker
§ Step4: use docker-compose to launch all components
• docker-compose up or docker-compose start
How configuration files should be changed accordingly?
15
broker-config.json
worker-config.json
"host": "155.54.239.141",
"discoveryURL": "http://155.54.239.141:8071/ngsi9",
"my_ip": "155.54.239.141",
"message_bus": "amqp://admin:mypass@155.54.239.141:5672/",
"iot_discovery_url": "http://155.54.239.141:8071/ngsi9",
HOST_IP = 155.54.239.141
Verify Your Deployment via FogFlow Dashboard
§ Check if the FogFlow dashboard can be accessed from your browser
16
HOST_IP = 155.54.239.141
http://HOST_IP:8080/
Other possible changes to the configuration files
§ Port numbers used by each component
• Must pay attention to the dependency between different components
§ Geo-location of each component
17
"physical_location":{
"longitude": 139.463377,
"latitude": 36.509163,
"section": "01",
"district": "02",
"city": "Tokyo"
},
18
Part II: Programming Models in FogFlow
Two Types of Programming Models in FogFlow
§ Service topology: on-demand data processing flows
• Triggered by a requirement on demand
• Output-driven
§ Fog function: serverless edge computing, function triggered by context availability
• Triggered by context availability automatically
• Input-driven
19
requirement
Fog
function
availability of input data
Linked automatically
Orchestration of Service Topology
20
Service Topology
Execution Plan
Deployment Plan
cloud
edge1edge2
q Expected output
q Scope
q scheduler
locality aware deployment
dynamic execution graph
Context-driven Cloud-Edge Orchestration: granularity, scope
21
Data Context and
availability
(metadata, availability)
System Context
(locality, mobility, capacity,
security, …)
Programming model
with graphical editor
scope
granularity
Development Process
22
Use Case Example
23
Designing a IoT Service
24
Developing Dockerized Operators
25
Templates for Python/Javascript are available in github
fogflow/application/template
Defining Your Service Topology
26
Triggering Your IoT Service
27
Service Topology
Execution Plan
Deployment Plan
cloud
edge1edge2
q Expected output
q Scope
q scheduler
locality aware deployment
dynamic execution graph
Orchestration requirement
Fog Function in FogFlow: serverless edge computing
§ Fog function: just do one thing for a single functionality
• Triggered by the availability(metadata) of its inputs, light-weight
28
fog function
input
function
instances
trigger
ff2
Twin ATwin BTwin C
ff1
Digital Twins
Fog Function
Instances
A network of twins, linked via fog
functions
How Fog Function Works in FogFlow
29
Input Annotation
Docker image
Output
Annotation
IoT Discovery Broker(s)
FogFlow
Orchestrator
Function
instance(s)
FogFlow Worker(s)
(cloud or edges)
IoT Device(s)
fog function
Twins
1) Submit
Fog function
2)SUBSCRIBE,
NGSI9
3) UPDATE, NGSI10
4) UPDATE,
NGSI9
5)NOTIFY,
NGSI9
5) Create and deploy fog function instances
6) Processing data and create/update
digital twin
Editor to Annotate a Fog Function in FogFlow
30
Python or Javascript
Code or
annotation
Implementation image
docker
images
Register a basic operator
31
Implement an operator
§ template is available at github
• https://github.com/smartfog/fogflow/tree/master/application/fogfunction/javascript
32
exports.handler = function(contextEntity, publish, query, subscribe)
Example of how to publish the generate result
Example of how to query something
Example of how to subscribe something
Use Case: Smart Parking
33
Connected
car
private
site
Public
site
Real-time
estimation
Prediction
Arrival time
Recommender
Utilizing NGSI API to
access digital twins
Digital twins: Public parking sites,
private parking sites, connected cars
34
Part III: Integration with Other FIWARE GEs
Integration with Other GEs
35
Distributed Context
Management System
OrionProcessing
tasks
FogFlow subscription
APPS
Other
GE(s)
sensors actuators
FogFlow
Dashboard
notify
e.g. Cygnus
non-NGSI
devices
Adapter(s)
(e.g., openMTC, IoT
Agent)
Reference and Acknowledgement
§ The code repository of FogFlow is available at github,
https://github.com/smartfog/fogflow
§ Online tutorial is available at http://fogflow.readthedocs.io/
§ This work has been partially funded by the European Union’s Horizon 2020 research
and innovation program within the CPaaS.io project under Grant Agreement No.
723076
36
Thank you!
http://fiware.org
Follow @FIWARE on Twitter

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  • 1. FIWARE at the edge: FogFlow, a new GE for IoT edge computing Bin Cheng (bin.cheng@neclab.eu), Ernö Kovacs (ernoe.kovacs@neclab.eu) NEC Labs Europe
  • 2. Agenda § Overview of FogFlow • motivation, value proposition, major design, key feature § How to deploy FogFlow • Set up your own FogFlow system § How to use the programming models in FogFlow • Service topology: launching dynamic data flows on demand, development process and use case (anomaly detection) • Fog function: serverless edge computing, development process and use case (smart parking) § Integration with other systems • AWS IoT, Orion Context Broker § References 1
  • 3. 2 Part I: Overview of FogFlow
  • 4. Motivation of FogFlow 3 Lower Complexity Lower Cost Higher Efficiency Smart Cities Public Safety Smart Factories IoT services difficult to program Infrastructure difficult to manage Edges IoT devices not able to be smart After using NEC FogFlow Edge Computing Framework Lack of model High complexity from heterogeneity and dynamics No fast, closed control loop Development + Operation Development + Operation Faster response time, better scalability
  • 5. Value Proposition of FogFlow 4 IoT Service providers Infrastructure Providers Device Providers Edge programming model Fast control loop Optimized orchestration Low learning cost Low OPEX Fast time-to-market Improved QoS
  • 6. FogFlow: Context-driven Cloud-Edge Orchestration § FogFlow is a cloud-edge orchestrator to orchestrate dynamic NGSI-based data processing flows on-demand between producers and consumers for providing timely results to make fast actions, based on context (system context and data context) Producers (sensors) Consumers (actuators) cloud edge edge edge raw context information timely results fast actions FogFlow dynamic processing flows Data context System context
  • 7. How It Works 6 Template of your IoT Service Execution Plan Deployment Plan cloud edge1 edge2 Task generation Task specification Task deployment Cloud-Edge Programming model Cloud-Edge Orchestration Graphical editor Automation & optimizations Cloud-Edge Environment IoT Devices
  • 8. Key Features (1): Agile Edge Programming 7 Reusable building blocks Compositing them with declarative hints Submit Select Your service is ready in minutes Programming Cloud and Edges easily and fast
  • 9. Key Features (1): Automated and Optimized Orchestration for Cloud-Edge 8 Connected Device Backend Cloud(s) Other Edges Sensing Notify Orchestrating Collaborative deployment Closed control loop Dynamic processing flows Reacting Nearby Edge Collaborative deployment Orchestrating and managing dynamic processing flows over cloud and edges in an efficient and optimized manner
  • 10. 9 Part I: Deployment of FogFlow
  • 12. System Components in FogFlow 11
  • 13. Set Up The Cloud Part: § Step 1: download the following compressed file • wget https://github.com/smartfog/fogflow/raw/master/deployment/core/fogflow-core.tar.gz § Step 2: extract deployment scripts from the downloaded file • tar xvf fogflow-core.tar.gz § Step3: change the configuration files for each fogflow components, including • discovery, broker, master, worker, designer § Step4: use docker-compose to launch all components • docker-compose up or docker-compose start 12
  • 14. How configuration files should be changed accordingly? discovery-config.json broker-config.json worker-config.json master-config.json designer-config.json Nothing to change "my_ip": "155.54.239.141", "host": "155.54.239.141", "my_ip": "155.54.239.141", "discoveryURL": "http://155.54.239.141:8071/ngsi9", "brokerURL": "http://155.54.239.141:8070/ngsi10", "agentIP": "155.54.239.141", HOST_IP = 155.54.239.141
  • 15. Set Up The Edge Part: 14 § Step 1: download the following compressed file • wget https://github.com/smartfog/fogflow/raw/master/deployment/edge/fogflow-edge.tar.gz § Step 2: extract deployment scripts from the downloaded file • tar xvf fogflow-edge.tar.gz § Step3: change the configuration files for each fogflow components, including • broker, worker § Step4: use docker-compose to launch all components • docker-compose up or docker-compose start
  • 16. How configuration files should be changed accordingly? 15 broker-config.json worker-config.json "host": "155.54.239.141", "discoveryURL": "http://155.54.239.141:8071/ngsi9", "my_ip": "155.54.239.141", "message_bus": "amqp://admin:mypass@155.54.239.141:5672/", "iot_discovery_url": "http://155.54.239.141:8071/ngsi9", HOST_IP = 155.54.239.141
  • 17. Verify Your Deployment via FogFlow Dashboard § Check if the FogFlow dashboard can be accessed from your browser 16 HOST_IP = 155.54.239.141 http://HOST_IP:8080/
  • 18. Other possible changes to the configuration files § Port numbers used by each component • Must pay attention to the dependency between different components § Geo-location of each component 17 "physical_location":{ "longitude": 139.463377, "latitude": 36.509163, "section": "01", "district": "02", "city": "Tokyo" },
  • 19. 18 Part II: Programming Models in FogFlow
  • 20. Two Types of Programming Models in FogFlow § Service topology: on-demand data processing flows • Triggered by a requirement on demand • Output-driven § Fog function: serverless edge computing, function triggered by context availability • Triggered by context availability automatically • Input-driven 19 requirement Fog function availability of input data Linked automatically
  • 21. Orchestration of Service Topology 20 Service Topology Execution Plan Deployment Plan cloud edge1edge2 q Expected output q Scope q scheduler locality aware deployment dynamic execution graph
  • 22. Context-driven Cloud-Edge Orchestration: granularity, scope 21 Data Context and availability (metadata, availability) System Context (locality, mobility, capacity, security, …) Programming model with graphical editor scope granularity
  • 25. Designing a IoT Service 24
  • 26. Developing Dockerized Operators 25 Templates for Python/Javascript are available in github fogflow/application/template
  • 27. Defining Your Service Topology 26
  • 28. Triggering Your IoT Service 27 Service Topology Execution Plan Deployment Plan cloud edge1edge2 q Expected output q Scope q scheduler locality aware deployment dynamic execution graph Orchestration requirement
  • 29. Fog Function in FogFlow: serverless edge computing § Fog function: just do one thing for a single functionality • Triggered by the availability(metadata) of its inputs, light-weight 28 fog function input function instances trigger ff2 Twin ATwin BTwin C ff1 Digital Twins Fog Function Instances A network of twins, linked via fog functions
  • 30. How Fog Function Works in FogFlow 29 Input Annotation Docker image Output Annotation IoT Discovery Broker(s) FogFlow Orchestrator Function instance(s) FogFlow Worker(s) (cloud or edges) IoT Device(s) fog function Twins 1) Submit Fog function 2)SUBSCRIBE, NGSI9 3) UPDATE, NGSI10 4) UPDATE, NGSI9 5)NOTIFY, NGSI9 5) Create and deploy fog function instances 6) Processing data and create/update digital twin
  • 31. Editor to Annotate a Fog Function in FogFlow 30 Python or Javascript Code or annotation Implementation image docker images
  • 32. Register a basic operator 31
  • 33. Implement an operator § template is available at github • https://github.com/smartfog/fogflow/tree/master/application/fogfunction/javascript 32 exports.handler = function(contextEntity, publish, query, subscribe) Example of how to publish the generate result Example of how to query something Example of how to subscribe something
  • 34. Use Case: Smart Parking 33 Connected car private site Public site Real-time estimation Prediction Arrival time Recommender Utilizing NGSI API to access digital twins Digital twins: Public parking sites, private parking sites, connected cars
  • 35. 34 Part III: Integration with Other FIWARE GEs
  • 36. Integration with Other GEs 35 Distributed Context Management System OrionProcessing tasks FogFlow subscription APPS Other GE(s) sensors actuators FogFlow Dashboard notify e.g. Cygnus non-NGSI devices Adapter(s) (e.g., openMTC, IoT Agent)
  • 37. Reference and Acknowledgement § The code repository of FogFlow is available at github, https://github.com/smartfog/fogflow § Online tutorial is available at http://fogflow.readthedocs.io/ § This work has been partially funded by the European Union’s Horizon 2020 research and innovation program within the CPaaS.io project under Grant Agreement No. 723076 36