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Apache Pulsar with MQTT for Edge
Computing
Tim Spann, Developer Advocate
Tim Spann
Developer Advocate
● https://www.datainmotion.dev/
● https://github.com/tspannhw/SpeakerProfile
● https://dev.to/tspannhw
● https://sessionize.com/tspann/
DZone Zone Leader and Big Data
MVB Data DJay
A Unified Messaging Platform
Message Queuing
Data Streaming
Apache Pulsar Overview
Enable Geo-Replicated Messaging
● Pub-Sub
● Geo-Replication
● Pulsar Functions
● Horizontal Scalability
● Multi-tenancy
● Tiered Persistent Storage
● Pulsar Connectors
● REST API
● CLI
● Many clients available
● Four Different Subscription Types
● Multi-Protocol Support
○ MQTT
○ AMQP
○ JMS
○ Kafka
○ ...
Edge Computing
Environments
Characteristics, Challenges, &
Opportunities
● Any computation happening
outside the cloud at the
edge of the network
● Operates on real-time data
generated by sensors or
users
● Improves response times in
applications where real-time
processing of data is
required
Edge Computing
Edge Computing Topology
Note: There is an inverse relationship between computational resources and
proximity to the data source.
● The perception layer is responsible for perceiving the physical conditions of the
physical environment as sensed through numerous sensors.
● The transportation layer delivers the signals from the perception layer to the data
processing layer and acts as a bridge between short-range and long-range
communication protocols.
● The data processing layer performs the filtering, aggregation, and more complex
analytical processing including machine learning.
Logical Layers
● Apache Pulsar’s two-tier architecture separates the compute and storage layers,
and interact with one another over a TCP/IP connection. This allows us to run the
computing layer (Broker) on either Edge servers or IoT Gateway devices.
● Pulsar’s serverless computing framework, know as Pulsar Functions, can run
inside the Broker as threads. Effectively “stretching” the data processing layer.
Edge Computing with Pulsar
● Pulsar’s Serverless computing framework can run inside the Pulsar Broker as a
thread pool. This framework can be used as the execution environment for ML
models.
● The Apache Pulsar Broker supports the MQTT protocol and therefore can directly
receive incoming data from the sensor hubs and store it in a topic.
Benefits of Running Pulsar Broker on the Edge
Step 1
Step 2
MQTT on Pulsar (MoP)
MQTT on Pulsar (MoP)
https://streamnative.io/blog/tech/2020-09-28-announcing-mqtt-on-pulsar/
MQTT
https:/
/github.com/streamnative/mop
https:/
/github.com/tspannhw/FLiP-InfluxDB
MQTT on Pulsar (MoP)
import paho.mqtt.client as mqtt
row = {}
row['gasKO'] = str(readings)
json_string = json.dumps(row)
client = mqtt.Client("rpi4-iot")
client.connect("pulsarcluster", 1883, 180)
client.publish("persistent://public/default/mqtt-2", payload=json_string, qos=0, retain=True)
MQTT on Pulsar (MoP) Configuration
messagingProtocols=mqtt
# directory
protocolHandlerDirectory=./protocols
#mqtt 3.1.1 - port / ip
mqttListeners=mqtt://127.0.0.1:1883
advertisedAddress=127.0.0.1
Ingesting IoT Data via Java Pulsar
https://github.com/tspannhw/StreamingAnalyticsUsingFlinkSQL/
Query Your Topics with Pulsar SQL (Trino)
Pulsar SQL
Presto/Trino workers
can read segments
directly from bookies
(or offloaded storage)
in parallel.
Bookie
1
Segment 1
Producer Consumer
Broker 1
Topic1-Part1
Broker 2
Topic1-Part2
Broker 3
Topic1-Part3
Segment 2 Segment 3 Segment 4 Segment X
Segment 1
Segment 1 Segment 1
Segment 3 Segment 3
Segment 3
Segment 2
Segment 2
Segment 2
Segment 4
Segment 4
Segment 4
Segment X
Segment X
Segment X
Bookie
2
Bookie
3
Query
Coordinator
...
...
SQL Worker SQL Worker SQL Worker
SQL Worker
Query
Topic
Metadata
StreamNative Hub
StreamNative Cloud
Unified Batch and Stream COMPUTING
Batch
(Batch + Stream)
Unified Batch and Stream STORAGE
Offload
(Queuing + Streaming)
Apache Flink - Apache Pulsar - Apache NiFi <-> Events <-> Azure Data Stores
Tiered Storage
Pulsar
---
KoP
---
MoP
---
Websocket
---
HTTP
Pulsar
Sink
Pulsar
Sink
Streaming
Edge Gateway
Protocols
End-to-End Streaming FLiP(N) Apps
Micro
Service
StreamNative Hub
StreamNative Cloud
Unified Batch and Stream COMPUTING
Batch
(Batch + Stream)
Unified Batch and Stream STORAGE
Offload
(Queuing + Streaming)
Apache Pulsar - Apache NiFi - MiNiFi <-> Events/Messages <-> Data Stores
Tiered Storage
Pulsar
---
KoP
---
MoP
---
Websocket
---
HTTP
Pulsar
Sink
Pulsar
Sink
Streaming
Edge Gateway
Protocols
End-to-End Streaming FLiP(N) IoT Apps
MQTT from Python
pip3 install paho-mqtt
import paho.mqtt.client as mqtt
client = mqtt.Client("rpi4-iot")
row = { }
row['gasKO'] = str(readings)
json_string = json.dumps(row)
json_string = json_string.strip()
client.connect("pulsar-server.com", 1883, 180)
client.publish("persistent://public/default/mqtt-2", payload=json_string,
qos=0, retain=True)
Using NVIDIA Jetson Devices With Pulsar
https://dev.to/tspannhw/unboxing-the-most-amazing-edge-ai-devic
e-part-1-of-3-nvidia-jetson-xavier-nx-595k
https://github.com/tspannhw/minifi-xaviernx/
https://github.com/tspannhw/minifi-jetson-nano
https://github.com/tspannhw/Flip-iot
https://www.datainmotion.dev/2020/10/flank-streaming-edgeai-on-
new-nvidia.html
https://github.com/tspannhw/FLiP-Mobile/blob/30bcc1ec98fc31e0
39b51a06180d98545c1e0542/python3/enviro.py
https://github.com/tspannhw/StreamingAnalyticsUsingFlinkSQL
NVIDIA Device
MQTT from Python
pip3 install paho-mqtt
import paho.mqtt.client as mqtt
client = mqtt.Client("rpi4-iot")
row = { }
row['gasKO'] = str(readings)
json_string = json.dumps(row)
json_string = json_string.strip()
client.connect("pulsar-server.com", 1883, 180)
client.publish("persistent://public/default/mqtt-2", payload=json_string,
qos=0, retain=True)
Example IoT App
#!/bin/bash
while :
do
DATE=$(date +"%Y-%m-%d_%H%M")
python3 -W ignore demo.py --camera /dev/video0 --network
googlenet images/$DATE.jpg 2>/dev/null
done
Now Available
On-Demand
Pulsar Training
Academy.StreamNative.io
We’re Hiring
streamnative.io/careers/
Connect with the Community & Stay Up-To-Date
● Join the Pulsar Slack channel - Apache-Pulsar.slack.com
● Follow @streamnativeio and @apache_pulsar on Twitter
● Subscribe to Monthly Pulsar Newsletter for major news, events,
project updates, and resources in the Pulsar community
Interested In Learning More?
Flink SQL Cookbook
The Github Source for Flink
SQL Demo
The GitHub Source for Demo
Manning's Apache Pulsar in
Action
O’Reilly Book
[] Pulsar Summit North America
[] Pulsar Summit Europe
[] Pulsar Summit Asia
Resources Free eBooks Upcoming Events
Let’s Keep
in Touch!
Timothy Spann
Developer Advocate
@PassDev
https://www.linkedin.com/in/timothyspann
https://github.com/tspannhw
https://bit.ly/32dAJft
FLiP Stack Weekly
https://bit.ly/32dAJft
This week in Apache Flink, Apache
Pulsar, Apache NiFi, Apache Spark
and open source friends.
THANK YOU FOR
WATCHING

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Apache Pulsar with MQTT for Edge Computing - Pulsar Summit Asia 2021

  • 1. Apache Pulsar with MQTT for Edge Computing Tim Spann, Developer Advocate
  • 2. Tim Spann Developer Advocate ● https://www.datainmotion.dev/ ● https://github.com/tspannhw/SpeakerProfile ● https://dev.to/tspannhw ● https://sessionize.com/tspann/ DZone Zone Leader and Big Data MVB Data DJay
  • 3. A Unified Messaging Platform Message Queuing Data Streaming
  • 4. Apache Pulsar Overview Enable Geo-Replicated Messaging ● Pub-Sub ● Geo-Replication ● Pulsar Functions ● Horizontal Scalability ● Multi-tenancy ● Tiered Persistent Storage ● Pulsar Connectors ● REST API ● CLI ● Many clients available ● Four Different Subscription Types ● Multi-Protocol Support ○ MQTT ○ AMQP ○ JMS ○ Kafka ○ ...
  • 6. ● Any computation happening outside the cloud at the edge of the network ● Operates on real-time data generated by sensors or users ● Improves response times in applications where real-time processing of data is required Edge Computing
  • 7. Edge Computing Topology Note: There is an inverse relationship between computational resources and proximity to the data source.
  • 8. ● The perception layer is responsible for perceiving the physical conditions of the physical environment as sensed through numerous sensors. ● The transportation layer delivers the signals from the perception layer to the data processing layer and acts as a bridge between short-range and long-range communication protocols. ● The data processing layer performs the filtering, aggregation, and more complex analytical processing including machine learning. Logical Layers
  • 9. ● Apache Pulsar’s two-tier architecture separates the compute and storage layers, and interact with one another over a TCP/IP connection. This allows us to run the computing layer (Broker) on either Edge servers or IoT Gateway devices. ● Pulsar’s serverless computing framework, know as Pulsar Functions, can run inside the Broker as threads. Effectively “stretching” the data processing layer. Edge Computing with Pulsar
  • 10. ● Pulsar’s Serverless computing framework can run inside the Pulsar Broker as a thread pool. This framework can be used as the execution environment for ML models. ● The Apache Pulsar Broker supports the MQTT protocol and therefore can directly receive incoming data from the sensor hubs and store it in a topic. Benefits of Running Pulsar Broker on the Edge Step 1 Step 2
  • 11. MQTT on Pulsar (MoP)
  • 12. MQTT on Pulsar (MoP) https://streamnative.io/blog/tech/2020-09-28-announcing-mqtt-on-pulsar/
  • 13. MQTT https:/ /github.com/streamnative/mop https:/ /github.com/tspannhw/FLiP-InfluxDB MQTT on Pulsar (MoP) import paho.mqtt.client as mqtt row = {} row['gasKO'] = str(readings) json_string = json.dumps(row) client = mqtt.Client("rpi4-iot") client.connect("pulsarcluster", 1883, 180) client.publish("persistent://public/default/mqtt-2", payload=json_string, qos=0, retain=True)
  • 14. MQTT on Pulsar (MoP) Configuration messagingProtocols=mqtt # directory protocolHandlerDirectory=./protocols #mqtt 3.1.1 - port / ip mqttListeners=mqtt://127.0.0.1:1883 advertisedAddress=127.0.0.1
  • 15. Ingesting IoT Data via Java Pulsar https://github.com/tspannhw/StreamingAnalyticsUsingFlinkSQL/
  • 16. Query Your Topics with Pulsar SQL (Trino)
  • 17. Pulsar SQL Presto/Trino workers can read segments directly from bookies (or offloaded storage) in parallel. Bookie 1 Segment 1 Producer Consumer Broker 1 Topic1-Part1 Broker 2 Topic1-Part2 Broker 3 Topic1-Part3 Segment 2 Segment 3 Segment 4 Segment X Segment 1 Segment 1 Segment 1 Segment 3 Segment 3 Segment 3 Segment 2 Segment 2 Segment 2 Segment 4 Segment 4 Segment 4 Segment X Segment X Segment X Bookie 2 Bookie 3 Query Coordinator ... ... SQL Worker SQL Worker SQL Worker SQL Worker Query Topic Metadata
  • 18. StreamNative Hub StreamNative Cloud Unified Batch and Stream COMPUTING Batch (Batch + Stream) Unified Batch and Stream STORAGE Offload (Queuing + Streaming) Apache Flink - Apache Pulsar - Apache NiFi <-> Events <-> Azure Data Stores Tiered Storage Pulsar --- KoP --- MoP --- Websocket --- HTTP Pulsar Sink Pulsar Sink Streaming Edge Gateway Protocols End-to-End Streaming FLiP(N) Apps Micro Service
  • 19. StreamNative Hub StreamNative Cloud Unified Batch and Stream COMPUTING Batch (Batch + Stream) Unified Batch and Stream STORAGE Offload (Queuing + Streaming) Apache Pulsar - Apache NiFi - MiNiFi <-> Events/Messages <-> Data Stores Tiered Storage Pulsar --- KoP --- MoP --- Websocket --- HTTP Pulsar Sink Pulsar Sink Streaming Edge Gateway Protocols End-to-End Streaming FLiP(N) IoT Apps
  • 20. MQTT from Python pip3 install paho-mqtt import paho.mqtt.client as mqtt client = mqtt.Client("rpi4-iot") row = { } row['gasKO'] = str(readings) json_string = json.dumps(row) json_string = json_string.strip() client.connect("pulsar-server.com", 1883, 180) client.publish("persistent://public/default/mqtt-2", payload=json_string, qos=0, retain=True)
  • 21. Using NVIDIA Jetson Devices With Pulsar https://dev.to/tspannhw/unboxing-the-most-amazing-edge-ai-devic e-part-1-of-3-nvidia-jetson-xavier-nx-595k https://github.com/tspannhw/minifi-xaviernx/ https://github.com/tspannhw/minifi-jetson-nano https://github.com/tspannhw/Flip-iot https://www.datainmotion.dev/2020/10/flank-streaming-edgeai-on- new-nvidia.html https://github.com/tspannhw/FLiP-Mobile/blob/30bcc1ec98fc31e0 39b51a06180d98545c1e0542/python3/enviro.py https://github.com/tspannhw/StreamingAnalyticsUsingFlinkSQL
  • 23.
  • 24. MQTT from Python pip3 install paho-mqtt import paho.mqtt.client as mqtt client = mqtt.Client("rpi4-iot") row = { } row['gasKO'] = str(readings) json_string = json.dumps(row) json_string = json_string.strip() client.connect("pulsar-server.com", 1883, 180) client.publish("persistent://public/default/mqtt-2", payload=json_string, qos=0, retain=True)
  • 25. Example IoT App #!/bin/bash while : do DATE=$(date +"%Y-%m-%d_%H%M") python3 -W ignore demo.py --camera /dev/video0 --network googlenet images/$DATE.jpg 2>/dev/null done
  • 28. Connect with the Community & Stay Up-To-Date ● Join the Pulsar Slack channel - Apache-Pulsar.slack.com ● Follow @streamnativeio and @apache_pulsar on Twitter ● Subscribe to Monthly Pulsar Newsletter for major news, events, project updates, and resources in the Pulsar community
  • 29. Interested In Learning More? Flink SQL Cookbook The Github Source for Flink SQL Demo The GitHub Source for Demo Manning's Apache Pulsar in Action O’Reilly Book [] Pulsar Summit North America [] Pulsar Summit Europe [] Pulsar Summit Asia Resources Free eBooks Upcoming Events
  • 30. Let’s Keep in Touch! Timothy Spann Developer Advocate @PassDev https://www.linkedin.com/in/timothyspann https://github.com/tspannhw https://bit.ly/32dAJft
  • 31. FLiP Stack Weekly https://bit.ly/32dAJft This week in Apache Flink, Apache Pulsar, Apache NiFi, Apache Spark and open source friends.