SlideShare ist ein Scribd-Unternehmen logo
1 von 14
Downloaden Sie, um offline zu lesen
Building Real-Time Pulsar Apps
on K8
Tim Spann | Developer Advocate
Tim Spann
Developer Advocate
Tim Spann, Developer Advocate at StreamNative
● FLiP(N) Stack = Flink, Pulsar and NiFi Stack
● Streaming Systems & Data Architecture Expert
● Experience:
○ 15+ years of experience with streaming technologies including Pulsar,
Flink, Spark, NiFi, Big Data, Cloud, MXNet, IoT, Python and more.
○ Today, he helps to grow the Pulsar community sharing rich technical
knowledge and experience at both global conferences and through
individual conversations.
FLiP Stack Weekly
This week in Apache Flink, Apache Pulsar, Apache
NiFi, Apache Spark and open source friends.
https://bit.ly/32dAJft
streamnative.io
Passionate and dedicated team.
Founded by the original developers of
Apache Pulsar.
StreamNative helps teams to capture,
manage, and leverage data using
Pulsar’s uniïŹed messaging and
streaming platform.
Apache Pulsar adoption is
being driven by
organizations seeking
cloud-native architectures
and new uses cases.
Microservices
Apache Pulsar - Built for Containers / Modern Cloud
Cloud Native
Hybrid & Multi-Cloud Containers
Apache Pulsar + Kafka K8
https://docs.streamnative.io/platform/v1.3.0/quickstart
● “Bookies”
● Stores messages and cursors
● Messages are grouped in
segments/ledgers
● A group of bookies form an “ensemble” to
store a ledger
● “Brokers”
● Handles message routing and
connections
● Stateless, but with caches
● Automatic load-balancing
● Topics are composed of
multiple segments
●
● Stores metadata for both Pulsar
and BookKeeper
● Service discovery
Store
Messages
Metadata & Service
Discovery
Metadata & Service
Discovery
Metadata Store
(ZK, RocksDB, etcd, 
)
Pulsar Cluster
Pulsar Cluster
CLUSTER
Global MetaData
ConïŹguration Store
ZK3
ZK2
ZK1
Local
MetaData
Quorum
Bookie 0 Bookie 1 Bookie 2
BookKeeper
Bookie
Ensemble
Pulsar Broker 0 Pulsar Broker 1 Pulsar Broker 2
Apache Pulsar
Apache BookKeeper
Offloader & Tiered Storage
Offloading
Broker 0
Producer Consumer
Broker 1 Broker 2
Bookie 0 Bookie 1 Bookie 2 Bookie 3 Bookie 4
S S S S
T
1
T
2
T
3
T
4
T
0
S
● Consume messages from one
or more Pulsar topics.
● Apply user-supplied
processing logic to each
message.
● Publish the results of the
computation to another topic.
● Support multiple
programming languages
(Java, Python, Go)
● Can leverage 3rd-party
libraries
Pulsar Functions
from pulsar import Function
from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer
import json
class Chat(Function):
def __init__(self):
pass
def process(self, input, context):
ïŹelds = json.loads(input)
sid = SentimentIntensityAnalyzer()
ss = sid.polarity_scores(ïŹelds["comment"])
row = { }
row['id'] = str(msg_id)
if ss['compound'] < 0.00:
row['sentiment'] = 'Negative'
else:
row['sentiment'] = 'Positive'
row['comment'] = str(ïŹelds["comment"])
json_string = json.dumps(row)
return json_string
Entire Function
Pulsar Python
NLP Function
https://github.com/tspannhw/pulsar-pychat-function
Pulsar Functions, along with Pulsar IO/Connectors, provide a powerful API for ingesting, transforming,
and outputting data.
Function Mesh, another StreamNative project, makes it easier for developers to create entire
applications built from sources, functions, and sinks all through a declarative API.
K8 Deploy
Apache Pulsar Resources
https://github.com/tspannhw/FLiPN-Conf42-KubeNative-2022

Weitere Àhnliche Inhalte

Ähnlich wie Building Real-Time Apps on K8 with Apache Pulsar

(Current22) Let's Monitor The Conditions at the Conference
(Current22) Let's Monitor The Conditions at the Conference(Current22) Let's Monitor The Conditions at the Conference
(Current22) Let's Monitor The Conditions at the ConferenceTimothy Spann
 
Apache Pulsar Development 101 with Python
Apache Pulsar Development 101 with PythonApache Pulsar Development 101 with Python
Apache Pulsar Development 101 with PythonTimothy Spann
 
Using FLiP with InfluxDB for EdgeAI IoT at Scale 2022
Using FLiP with InfluxDB for EdgeAI IoT at Scale 2022Using FLiP with InfluxDB for EdgeAI IoT at Scale 2022
Using FLiP with InfluxDB for EdgeAI IoT at Scale 2022Timothy Spann
 
Using FLiP with influxdb for edgeai iot at scale 2022
Using FLiP with influxdb for edgeai iot at scale 2022Using FLiP with influxdb for edgeai iot at scale 2022
Using FLiP with influxdb for edgeai iot at scale 2022Timothy Spann
 
Python web conference 2022 apache pulsar development 101 with python (f li-...
Python web conference 2022   apache pulsar development 101 with python (f li-...Python web conference 2022   apache pulsar development 101 with python (f li-...
Python web conference 2022 apache pulsar development 101 with python (f li-...Timothy Spann
 
bigdata 2022_ FLiP Into Pulsar Apps
bigdata 2022_ FLiP Into Pulsar Appsbigdata 2022_ FLiP Into Pulsar Apps
bigdata 2022_ FLiP Into Pulsar AppsTimothy Spann
 
Timothy Spann: Apache Pulsar for ML
Timothy Spann: Apache Pulsar for MLTimothy Spann: Apache Pulsar for ML
Timothy Spann: Apache Pulsar for MLEdunomica
 
[March sn meetup] apache pulsar + apache nifi for cloud data lake
[March sn meetup] apache pulsar + apache nifi for cloud data lake[March sn meetup] apache pulsar + apache nifi for cloud data lake
[March sn meetup] apache pulsar + apache nifi for cloud data lakeTimothy Spann
 
Princeton Dec 2022 Meetup_ NiFi + Flink + Pulsar
Princeton Dec 2022 Meetup_ NiFi + Flink + PulsarPrinceton Dec 2022 Meetup_ NiFi + Flink + Pulsar
Princeton Dec 2022 Meetup_ NiFi + Flink + PulsarTimothy Spann
 
Python Web Conference 2022 - Apache Pulsar Development 101 with Python (FLiP-Py)
Python Web Conference 2022 - Apache Pulsar Development 101 with Python (FLiP-Py)Python Web Conference 2022 - Apache Pulsar Development 101 with Python (FLiP-Py)
Python Web Conference 2022 - Apache Pulsar Development 101 with Python (FLiP-Py)Timothy Spann
 
FLiP Into Trino
FLiP Into TrinoFLiP Into Trino
FLiP Into TrinoTimothy Spann
 
ApacheCon2022_Deep Dive into Building Streaming Applications with Apache Pulsar
ApacheCon2022_Deep Dive into Building Streaming Applications with Apache PulsarApacheCon2022_Deep Dive into Building Streaming Applications with Apache Pulsar
ApacheCon2022_Deep Dive into Building Streaming Applications with Apache PulsarTimothy Spann
 
DBCC 2021 - FLiP Stack for Cloud Data Lakes
DBCC 2021 - FLiP Stack for Cloud Data LakesDBCC 2021 - FLiP Stack for Cloud Data Lakes
DBCC 2021 - FLiP Stack for Cloud Data LakesTimothy Spann
 
Designing Event-Driven Applications with Apache NiFi, Apache Flink, Apache Sp...
Designing Event-Driven Applications with Apache NiFi, Apache Flink, Apache Sp...Designing Event-Driven Applications with Apache NiFi, Apache Flink, Apache Sp...
Designing Event-Driven Applications with Apache NiFi, Apache Flink, Apache Sp...Timothy Spann
 
Princeton Dec 2022 Meetup_ StreamNative and Cloudera Streaming
Princeton Dec 2022 Meetup_ StreamNative and Cloudera StreamingPrinceton Dec 2022 Meetup_ StreamNative and Cloudera Streaming
Princeton Dec 2022 Meetup_ StreamNative and Cloudera StreamingTimothy Spann
 
Fast Streaming into Clickhouse with Apache Pulsar
Fast Streaming into Clickhouse with Apache PulsarFast Streaming into Clickhouse with Apache Pulsar
Fast Streaming into Clickhouse with Apache PulsarTimothy Spann
 
Deep Dive into Building Streaming Applications with Apache Pulsar
Deep Dive into Building Streaming Applications with Apache Pulsar Deep Dive into Building Streaming Applications with Apache Pulsar
Deep Dive into Building Streaming Applications with Apache Pulsar Timothy Spann
 
Why Spring Belongs In Your Data Stream (From Edge to Multi-Cloud)
Why Spring Belongs In Your Data Stream (From Edge to Multi-Cloud)Why Spring Belongs In Your Data Stream (From Edge to Multi-Cloud)
Why Spring Belongs In Your Data Stream (From Edge to Multi-Cloud)Timothy Spann
 
Cloud lunch and learn real-time streaming in azure
Cloud lunch and learn real-time streaming in azureCloud lunch and learn real-time streaming in azure
Cloud lunch and learn real-time streaming in azureTimothy Spann
 
MLconf 2022 NYC Event-Driven Machine Learning at Scale.pdf
MLconf 2022 NYC Event-Driven Machine Learning at Scale.pdfMLconf 2022 NYC Event-Driven Machine Learning at Scale.pdf
MLconf 2022 NYC Event-Driven Machine Learning at Scale.pdfTimothy Spann
 

Ähnlich wie Building Real-Time Apps on K8 with Apache Pulsar (20)

(Current22) Let's Monitor The Conditions at the Conference
(Current22) Let's Monitor The Conditions at the Conference(Current22) Let's Monitor The Conditions at the Conference
(Current22) Let's Monitor The Conditions at the Conference
 
Apache Pulsar Development 101 with Python
Apache Pulsar Development 101 with PythonApache Pulsar Development 101 with Python
Apache Pulsar Development 101 with Python
 
Using FLiP with InfluxDB for EdgeAI IoT at Scale 2022
Using FLiP with InfluxDB for EdgeAI IoT at Scale 2022Using FLiP with InfluxDB for EdgeAI IoT at Scale 2022
Using FLiP with InfluxDB for EdgeAI IoT at Scale 2022
 
Using FLiP with influxdb for edgeai iot at scale 2022
Using FLiP with influxdb for edgeai iot at scale 2022Using FLiP with influxdb for edgeai iot at scale 2022
Using FLiP with influxdb for edgeai iot at scale 2022
 
Python web conference 2022 apache pulsar development 101 with python (f li-...
Python web conference 2022   apache pulsar development 101 with python (f li-...Python web conference 2022   apache pulsar development 101 with python (f li-...
Python web conference 2022 apache pulsar development 101 with python (f li-...
 
bigdata 2022_ FLiP Into Pulsar Apps
bigdata 2022_ FLiP Into Pulsar Appsbigdata 2022_ FLiP Into Pulsar Apps
bigdata 2022_ FLiP Into Pulsar Apps
 
Timothy Spann: Apache Pulsar for ML
Timothy Spann: Apache Pulsar for MLTimothy Spann: Apache Pulsar for ML
Timothy Spann: Apache Pulsar for ML
 
[March sn meetup] apache pulsar + apache nifi for cloud data lake
[March sn meetup] apache pulsar + apache nifi for cloud data lake[March sn meetup] apache pulsar + apache nifi for cloud data lake
[March sn meetup] apache pulsar + apache nifi for cloud data lake
 
Princeton Dec 2022 Meetup_ NiFi + Flink + Pulsar
Princeton Dec 2022 Meetup_ NiFi + Flink + PulsarPrinceton Dec 2022 Meetup_ NiFi + Flink + Pulsar
Princeton Dec 2022 Meetup_ NiFi + Flink + Pulsar
 
Python Web Conference 2022 - Apache Pulsar Development 101 with Python (FLiP-Py)
Python Web Conference 2022 - Apache Pulsar Development 101 with Python (FLiP-Py)Python Web Conference 2022 - Apache Pulsar Development 101 with Python (FLiP-Py)
Python Web Conference 2022 - Apache Pulsar Development 101 with Python (FLiP-Py)
 
FLiP Into Trino
FLiP Into TrinoFLiP Into Trino
FLiP Into Trino
 
ApacheCon2022_Deep Dive into Building Streaming Applications with Apache Pulsar
ApacheCon2022_Deep Dive into Building Streaming Applications with Apache PulsarApacheCon2022_Deep Dive into Building Streaming Applications with Apache Pulsar
ApacheCon2022_Deep Dive into Building Streaming Applications with Apache Pulsar
 
DBCC 2021 - FLiP Stack for Cloud Data Lakes
DBCC 2021 - FLiP Stack for Cloud Data LakesDBCC 2021 - FLiP Stack for Cloud Data Lakes
DBCC 2021 - FLiP Stack for Cloud Data Lakes
 
Designing Event-Driven Applications with Apache NiFi, Apache Flink, Apache Sp...
Designing Event-Driven Applications with Apache NiFi, Apache Flink, Apache Sp...Designing Event-Driven Applications with Apache NiFi, Apache Flink, Apache Sp...
Designing Event-Driven Applications with Apache NiFi, Apache Flink, Apache Sp...
 
Princeton Dec 2022 Meetup_ StreamNative and Cloudera Streaming
Princeton Dec 2022 Meetup_ StreamNative and Cloudera StreamingPrinceton Dec 2022 Meetup_ StreamNative and Cloudera Streaming
Princeton Dec 2022 Meetup_ StreamNative and Cloudera Streaming
 
Fast Streaming into Clickhouse with Apache Pulsar
Fast Streaming into Clickhouse with Apache PulsarFast Streaming into Clickhouse with Apache Pulsar
Fast Streaming into Clickhouse with Apache Pulsar
 
Deep Dive into Building Streaming Applications with Apache Pulsar
Deep Dive into Building Streaming Applications with Apache Pulsar Deep Dive into Building Streaming Applications with Apache Pulsar
Deep Dive into Building Streaming Applications with Apache Pulsar
 
Why Spring Belongs In Your Data Stream (From Edge to Multi-Cloud)
Why Spring Belongs In Your Data Stream (From Edge to Multi-Cloud)Why Spring Belongs In Your Data Stream (From Edge to Multi-Cloud)
Why Spring Belongs In Your Data Stream (From Edge to Multi-Cloud)
 
Cloud lunch and learn real-time streaming in azure
Cloud lunch and learn real-time streaming in azureCloud lunch and learn real-time streaming in azure
Cloud lunch and learn real-time streaming in azure
 
MLconf 2022 NYC Event-Driven Machine Learning at Scale.pdf
MLconf 2022 NYC Event-Driven Machine Learning at Scale.pdfMLconf 2022 NYC Event-Driven Machine Learning at Scale.pdf
MLconf 2022 NYC Event-Driven Machine Learning at Scale.pdf
 

Mehr von Timothy Spann

Generative AI on Enterprise Cloud with NiFi and Milvus
Generative AI on Enterprise Cloud with NiFi and MilvusGenerative AI on Enterprise Cloud with NiFi and Milvus
Generative AI on Enterprise Cloud with NiFi and MilvusTimothy Spann
 
April 2024 - NLIT Cloudera Real-Time LLM Streaming 2024
April 2024 - NLIT Cloudera Real-Time LLM Streaming 2024April 2024 - NLIT Cloudera Real-Time LLM Streaming 2024
April 2024 - NLIT Cloudera Real-Time LLM Streaming 2024Timothy Spann
 
Real-Time AI Streaming - AI Max Princeton
Real-Time AI  Streaming - AI Max PrincetonReal-Time AI  Streaming - AI Max Princeton
Real-Time AI Streaming - AI Max PrincetonTimothy Spann
 
Conf42-LLM_Adding Generative AI to Real-Time Streaming Pipelines
Conf42-LLM_Adding Generative AI to Real-Time Streaming PipelinesConf42-LLM_Adding Generative AI to Real-Time Streaming Pipelines
Conf42-LLM_Adding Generative AI to Real-Time Streaming PipelinesTimothy Spann
 
2024 XTREMEJ_ Building Real-time Pipelines with FLaNK_ A Case Study with Tra...
2024 XTREMEJ_  Building Real-time Pipelines with FLaNK_ A Case Study with Tra...2024 XTREMEJ_  Building Real-time Pipelines with FLaNK_ A Case Study with Tra...
2024 XTREMEJ_ Building Real-time Pipelines with FLaNK_ A Case Study with Tra...Timothy Spann
 
28March2024-Codeless-Generative-AI-Pipelines
28March2024-Codeless-Generative-AI-Pipelines28March2024-Codeless-Generative-AI-Pipelines
28March2024-Codeless-Generative-AI-PipelinesTimothy Spann
 
TCFPro24 Building Real-Time Generative AI Pipelines
TCFPro24 Building Real-Time Generative AI PipelinesTCFPro24 Building Real-Time Generative AI Pipelines
TCFPro24 Building Real-Time Generative AI PipelinesTimothy Spann
 
2024 Build Generative AI for Non-Profits
2024 Build Generative AI for Non-Profits2024 Build Generative AI for Non-Profits
2024 Build Generative AI for Non-ProfitsTimothy Spann
 
2024 February 28 - NYC - Meetup Unlocking Financial Data with Real-Time Pipel...
2024 February 28 - NYC - Meetup Unlocking Financial Data with Real-Time Pipel...2024 February 28 - NYC - Meetup Unlocking Financial Data with Real-Time Pipel...
2024 February 28 - NYC - Meetup Unlocking Financial Data with Real-Time Pipel...Timothy Spann
 
Conf42-Python-Building Apache NiFi 2.0 Python Processors
Conf42-Python-Building Apache NiFi 2.0 Python ProcessorsConf42-Python-Building Apache NiFi 2.0 Python Processors
Conf42-Python-Building Apache NiFi 2.0 Python ProcessorsTimothy Spann
 
Conf42Python -Using Apache NiFi, Apache Kafka, RisingWave, and Apache Iceberg...
Conf42Python -Using Apache NiFi, Apache Kafka, RisingWave, and Apache Iceberg...Conf42Python -Using Apache NiFi, Apache Kafka, RisingWave, and Apache Iceberg...
Conf42Python -Using Apache NiFi, Apache Kafka, RisingWave, and Apache Iceberg...Timothy Spann
 
2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI Pipelines
2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI Pipelines2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI Pipelines
2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI PipelinesTimothy Spann
 
DBA Fundamentals Group: Continuous SQL with Kafka and Flink
DBA Fundamentals Group: Continuous SQL with Kafka and FlinkDBA Fundamentals Group: Continuous SQL with Kafka and Flink
DBA Fundamentals Group: Continuous SQL with Kafka and FlinkTimothy Spann
 
NY Open Source Data Meetup Feb 8 2024 Building Real-time Pipelines with FLaNK...
NY Open Source Data Meetup Feb 8 2024 Building Real-time Pipelines with FLaNK...NY Open Source Data Meetup Feb 8 2024 Building Real-time Pipelines with FLaNK...
NY Open Source Data Meetup Feb 8 2024 Building Real-time Pipelines with FLaNK...Timothy Spann
 
OSACon 2023_ Unlocking Financial Data with Real-Time Pipelines
OSACon 2023_ Unlocking Financial Data with Real-Time PipelinesOSACon 2023_ Unlocking Financial Data with Real-Time Pipelines
OSACon 2023_ Unlocking Financial Data with Real-Time PipelinesTimothy Spann
 
Building Real-Time Travel Alerts
Building Real-Time Travel AlertsBuilding Real-Time Travel Alerts
Building Real-Time Travel AlertsTimothy Spann
 
JConWorld_ Continuous SQL with Kafka and Flink
JConWorld_ Continuous SQL with Kafka and FlinkJConWorld_ Continuous SQL with Kafka and Flink
JConWorld_ Continuous SQL with Kafka and FlinkTimothy Spann
 
[EN]DSS23_tspann_Integrating LLM with Streaming Data Pipelines
[EN]DSS23_tspann_Integrating LLM with Streaming Data Pipelines[EN]DSS23_tspann_Integrating LLM with Streaming Data Pipelines
[EN]DSS23_tspann_Integrating LLM with Streaming Data PipelinesTimothy Spann
 
Evolve 2023 NYC - Integrating AI Into Realtime Data Pipelines Demo
Evolve 2023 NYC - Integrating AI Into Realtime Data Pipelines DemoEvolve 2023 NYC - Integrating AI Into Realtime Data Pipelines Demo
Evolve 2023 NYC - Integrating AI Into Realtime Data Pipelines DemoTimothy Spann
 
AIDevWorldApacheNiFi101
AIDevWorldApacheNiFi101AIDevWorldApacheNiFi101
AIDevWorldApacheNiFi101Timothy Spann
 

Mehr von Timothy Spann (20)

Generative AI on Enterprise Cloud with NiFi and Milvus
Generative AI on Enterprise Cloud with NiFi and MilvusGenerative AI on Enterprise Cloud with NiFi and Milvus
Generative AI on Enterprise Cloud with NiFi and Milvus
 
April 2024 - NLIT Cloudera Real-Time LLM Streaming 2024
April 2024 - NLIT Cloudera Real-Time LLM Streaming 2024April 2024 - NLIT Cloudera Real-Time LLM Streaming 2024
April 2024 - NLIT Cloudera Real-Time LLM Streaming 2024
 
Real-Time AI Streaming - AI Max Princeton
Real-Time AI  Streaming - AI Max PrincetonReal-Time AI  Streaming - AI Max Princeton
Real-Time AI Streaming - AI Max Princeton
 
Conf42-LLM_Adding Generative AI to Real-Time Streaming Pipelines
Conf42-LLM_Adding Generative AI to Real-Time Streaming PipelinesConf42-LLM_Adding Generative AI to Real-Time Streaming Pipelines
Conf42-LLM_Adding Generative AI to Real-Time Streaming Pipelines
 
2024 XTREMEJ_ Building Real-time Pipelines with FLaNK_ A Case Study with Tra...
2024 XTREMEJ_  Building Real-time Pipelines with FLaNK_ A Case Study with Tra...2024 XTREMEJ_  Building Real-time Pipelines with FLaNK_ A Case Study with Tra...
2024 XTREMEJ_ Building Real-time Pipelines with FLaNK_ A Case Study with Tra...
 
28March2024-Codeless-Generative-AI-Pipelines
28March2024-Codeless-Generative-AI-Pipelines28March2024-Codeless-Generative-AI-Pipelines
28March2024-Codeless-Generative-AI-Pipelines
 
TCFPro24 Building Real-Time Generative AI Pipelines
TCFPro24 Building Real-Time Generative AI PipelinesTCFPro24 Building Real-Time Generative AI Pipelines
TCFPro24 Building Real-Time Generative AI Pipelines
 
2024 Build Generative AI for Non-Profits
2024 Build Generative AI for Non-Profits2024 Build Generative AI for Non-Profits
2024 Build Generative AI for Non-Profits
 
2024 February 28 - NYC - Meetup Unlocking Financial Data with Real-Time Pipel...
2024 February 28 - NYC - Meetup Unlocking Financial Data with Real-Time Pipel...2024 February 28 - NYC - Meetup Unlocking Financial Data with Real-Time Pipel...
2024 February 28 - NYC - Meetup Unlocking Financial Data with Real-Time Pipel...
 
Conf42-Python-Building Apache NiFi 2.0 Python Processors
Conf42-Python-Building Apache NiFi 2.0 Python ProcessorsConf42-Python-Building Apache NiFi 2.0 Python Processors
Conf42-Python-Building Apache NiFi 2.0 Python Processors
 
Conf42Python -Using Apache NiFi, Apache Kafka, RisingWave, and Apache Iceberg...
Conf42Python -Using Apache NiFi, Apache Kafka, RisingWave, and Apache Iceberg...Conf42Python -Using Apache NiFi, Apache Kafka, RisingWave, and Apache Iceberg...
Conf42Python -Using Apache NiFi, Apache Kafka, RisingWave, and Apache Iceberg...
 
2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI Pipelines
2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI Pipelines2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI Pipelines
2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI Pipelines
 
DBA Fundamentals Group: Continuous SQL with Kafka and Flink
DBA Fundamentals Group: Continuous SQL with Kafka and FlinkDBA Fundamentals Group: Continuous SQL with Kafka and Flink
DBA Fundamentals Group: Continuous SQL with Kafka and Flink
 
NY Open Source Data Meetup Feb 8 2024 Building Real-time Pipelines with FLaNK...
NY Open Source Data Meetup Feb 8 2024 Building Real-time Pipelines with FLaNK...NY Open Source Data Meetup Feb 8 2024 Building Real-time Pipelines with FLaNK...
NY Open Source Data Meetup Feb 8 2024 Building Real-time Pipelines with FLaNK...
 
OSACon 2023_ Unlocking Financial Data with Real-Time Pipelines
OSACon 2023_ Unlocking Financial Data with Real-Time PipelinesOSACon 2023_ Unlocking Financial Data with Real-Time Pipelines
OSACon 2023_ Unlocking Financial Data with Real-Time Pipelines
 
Building Real-Time Travel Alerts
Building Real-Time Travel AlertsBuilding Real-Time Travel Alerts
Building Real-Time Travel Alerts
 
JConWorld_ Continuous SQL with Kafka and Flink
JConWorld_ Continuous SQL with Kafka and FlinkJConWorld_ Continuous SQL with Kafka and Flink
JConWorld_ Continuous SQL with Kafka and Flink
 
[EN]DSS23_tspann_Integrating LLM with Streaming Data Pipelines
[EN]DSS23_tspann_Integrating LLM with Streaming Data Pipelines[EN]DSS23_tspann_Integrating LLM with Streaming Data Pipelines
[EN]DSS23_tspann_Integrating LLM with Streaming Data Pipelines
 
Evolve 2023 NYC - Integrating AI Into Realtime Data Pipelines Demo
Evolve 2023 NYC - Integrating AI Into Realtime Data Pipelines DemoEvolve 2023 NYC - Integrating AI Into Realtime Data Pipelines Demo
Evolve 2023 NYC - Integrating AI Into Realtime Data Pipelines Demo
 
AIDevWorldApacheNiFi101
AIDevWorldApacheNiFi101AIDevWorldApacheNiFi101
AIDevWorldApacheNiFi101
 

KĂŒrzlich hochgeladen

5 Signs You Need a Fashion PLM Software.pdf
5 Signs You Need a Fashion PLM Software.pdf5 Signs You Need a Fashion PLM Software.pdf
5 Signs You Need a Fashion PLM Software.pdfWave PLM
 
Try MyIntelliAccount Cloud Accounting Software As A Service Solution Risk Fre...
Try MyIntelliAccount Cloud Accounting Software As A Service Solution Risk Fre...Try MyIntelliAccount Cloud Accounting Software As A Service Solution Risk Fre...
Try MyIntelliAccount Cloud Accounting Software As A Service Solution Risk Fre...MyIntelliSource, Inc.
 
Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...
Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...
Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...kellynguyen01
 
Unlocking the Future of AI Agents with Large Language Models
Unlocking the Future of AI Agents with Large Language ModelsUnlocking the Future of AI Agents with Large Language Models
Unlocking the Future of AI Agents with Large Language Modelsaagamshah0812
 
W01_panagenda_Navigating-the-Future-with-The-Hitchhikers-Guide-to-Notes-and-D...
W01_panagenda_Navigating-the-Future-with-The-Hitchhikers-Guide-to-Notes-and-D...W01_panagenda_Navigating-the-Future-with-The-Hitchhikers-Guide-to-Notes-and-D...
W01_panagenda_Navigating-the-Future-with-The-Hitchhikers-Guide-to-Notes-and-D...panagenda
 
The Ultimate Test Automation Guide_ Best Practices and Tips.pdf
The Ultimate Test Automation Guide_ Best Practices and Tips.pdfThe Ultimate Test Automation Guide_ Best Practices and Tips.pdf
The Ultimate Test Automation Guide_ Best Practices and Tips.pdfkalichargn70th171
 
call girls in Vaishali (Ghaziabad) 🔝 >àŒ’8448380779 🔝 genuine Escort Service đŸ”âœ”ïžâœ”ïž
call girls in Vaishali (Ghaziabad) 🔝 >àŒ’8448380779 🔝 genuine Escort Service đŸ”âœ”ïžâœ”ïžcall girls in Vaishali (Ghaziabad) 🔝 >àŒ’8448380779 🔝 genuine Escort Service đŸ”âœ”ïžâœ”ïž
call girls in Vaishali (Ghaziabad) 🔝 >àŒ’8448380779 🔝 genuine Escort Service đŸ”âœ”ïžâœ”ïžDelhi Call girls
 
Right Money Management App For Your Financial Goals
Right Money Management App For Your Financial GoalsRight Money Management App For Your Financial Goals
Right Money Management App For Your Financial GoalsJhone kinadey
 
Unveiling the Tech Salsa of LAMs with Janus in Real-Time Applications
Unveiling the Tech Salsa of LAMs with Janus in Real-Time ApplicationsUnveiling the Tech Salsa of LAMs with Janus in Real-Time Applications
Unveiling the Tech Salsa of LAMs with Janus in Real-Time ApplicationsAlberto GonzĂĄlez Trastoy
 
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...harshavardhanraghave
 
SyndBuddy AI 2k Review 2024: Revolutionizing Content Syndication with AI
SyndBuddy AI 2k Review 2024: Revolutionizing Content Syndication with AISyndBuddy AI 2k Review 2024: Revolutionizing Content Syndication with AI
SyndBuddy AI 2k Review 2024: Revolutionizing Content Syndication with AIABDERRAOUF MEHENNI
 
Software Quality Assurance Interview Questions
Software Quality Assurance Interview QuestionsSoftware Quality Assurance Interview Questions
Software Quality Assurance Interview QuestionsArshad QA
 
The Real-World Challenges of Medical Device Cybersecurity- Mitigating Vulnera...
The Real-World Challenges of Medical Device Cybersecurity- Mitigating Vulnera...The Real-World Challenges of Medical Device Cybersecurity- Mitigating Vulnera...
The Real-World Challenges of Medical Device Cybersecurity- Mitigating Vulnera...ICS
 
A Secure and Reliable Document Management System is Essential.docx
A Secure and Reliable Document Management System is Essential.docxA Secure and Reliable Document Management System is Essential.docx
A Secure and Reliable Document Management System is Essential.docxComplianceQuest1
 
CHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICECHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE9953056974 Low Rate Call Girls In Saket, Delhi NCR
 
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...OnePlan Solutions
 
Hand gesture recognition PROJECT PPT.pptx
Hand gesture recognition PROJECT PPT.pptxHand gesture recognition PROJECT PPT.pptx
Hand gesture recognition PROJECT PPT.pptxbodapatigopi8531
 
Optimizing AI for immediate response in Smart CCTV
Optimizing AI for immediate response in Smart CCTVOptimizing AI for immediate response in Smart CCTV
Optimizing AI for immediate response in Smart CCTVshikhaohhpro
 
CALL ON ➄8923113531 🔝Call Girls Kakori Lucknow best sexual service Online ☂
CALL ON ➄8923113531 🔝Call Girls Kakori Lucknow best sexual service Online  ☂CALL ON ➄8923113531 🔝Call Girls Kakori Lucknow best sexual service Online  ☂
CALL ON ➄8923113531 🔝Call Girls Kakori Lucknow best sexual service Online ☂anilsa9823
 

KĂŒrzlich hochgeladen (20)

5 Signs You Need a Fashion PLM Software.pdf
5 Signs You Need a Fashion PLM Software.pdf5 Signs You Need a Fashion PLM Software.pdf
5 Signs You Need a Fashion PLM Software.pdf
 
Try MyIntelliAccount Cloud Accounting Software As A Service Solution Risk Fre...
Try MyIntelliAccount Cloud Accounting Software As A Service Solution Risk Fre...Try MyIntelliAccount Cloud Accounting Software As A Service Solution Risk Fre...
Try MyIntelliAccount Cloud Accounting Software As A Service Solution Risk Fre...
 
Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...
Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...
Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...
 
Unlocking the Future of AI Agents with Large Language Models
Unlocking the Future of AI Agents with Large Language ModelsUnlocking the Future of AI Agents with Large Language Models
Unlocking the Future of AI Agents with Large Language Models
 
W01_panagenda_Navigating-the-Future-with-The-Hitchhikers-Guide-to-Notes-and-D...
W01_panagenda_Navigating-the-Future-with-The-Hitchhikers-Guide-to-Notes-and-D...W01_panagenda_Navigating-the-Future-with-The-Hitchhikers-Guide-to-Notes-and-D...
W01_panagenda_Navigating-the-Future-with-The-Hitchhikers-Guide-to-Notes-and-D...
 
The Ultimate Test Automation Guide_ Best Practices and Tips.pdf
The Ultimate Test Automation Guide_ Best Practices and Tips.pdfThe Ultimate Test Automation Guide_ Best Practices and Tips.pdf
The Ultimate Test Automation Guide_ Best Practices and Tips.pdf
 
call girls in Vaishali (Ghaziabad) 🔝 >àŒ’8448380779 🔝 genuine Escort Service đŸ”âœ”ïžâœ”ïž
call girls in Vaishali (Ghaziabad) 🔝 >àŒ’8448380779 🔝 genuine Escort Service đŸ”âœ”ïžâœ”ïžcall girls in Vaishali (Ghaziabad) 🔝 >àŒ’8448380779 🔝 genuine Escort Service đŸ”âœ”ïžâœ”ïž
call girls in Vaishali (Ghaziabad) 🔝 >àŒ’8448380779 🔝 genuine Escort Service đŸ”âœ”ïžâœ”ïž
 
Vip Call Girls Noida âžĄïž Delhi âžĄïž 9999965857 No Advance 24HRS Live
Vip Call Girls Noida âžĄïž Delhi âžĄïž 9999965857 No Advance 24HRS LiveVip Call Girls Noida âžĄïž Delhi âžĄïž 9999965857 No Advance 24HRS Live
Vip Call Girls Noida âžĄïž Delhi âžĄïž 9999965857 No Advance 24HRS Live
 
Right Money Management App For Your Financial Goals
Right Money Management App For Your Financial GoalsRight Money Management App For Your Financial Goals
Right Money Management App For Your Financial Goals
 
Unveiling the Tech Salsa of LAMs with Janus in Real-Time Applications
Unveiling the Tech Salsa of LAMs with Janus in Real-Time ApplicationsUnveiling the Tech Salsa of LAMs with Janus in Real-Time Applications
Unveiling the Tech Salsa of LAMs with Janus in Real-Time Applications
 
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...
 
SyndBuddy AI 2k Review 2024: Revolutionizing Content Syndication with AI
SyndBuddy AI 2k Review 2024: Revolutionizing Content Syndication with AISyndBuddy AI 2k Review 2024: Revolutionizing Content Syndication with AI
SyndBuddy AI 2k Review 2024: Revolutionizing Content Syndication with AI
 
Software Quality Assurance Interview Questions
Software Quality Assurance Interview QuestionsSoftware Quality Assurance Interview Questions
Software Quality Assurance Interview Questions
 
The Real-World Challenges of Medical Device Cybersecurity- Mitigating Vulnera...
The Real-World Challenges of Medical Device Cybersecurity- Mitigating Vulnera...The Real-World Challenges of Medical Device Cybersecurity- Mitigating Vulnera...
The Real-World Challenges of Medical Device Cybersecurity- Mitigating Vulnera...
 
A Secure and Reliable Document Management System is Essential.docx
A Secure and Reliable Document Management System is Essential.docxA Secure and Reliable Document Management System is Essential.docx
A Secure and Reliable Document Management System is Essential.docx
 
CHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICECHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
 
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...
 
Hand gesture recognition PROJECT PPT.pptx
Hand gesture recognition PROJECT PPT.pptxHand gesture recognition PROJECT PPT.pptx
Hand gesture recognition PROJECT PPT.pptx
 
Optimizing AI for immediate response in Smart CCTV
Optimizing AI for immediate response in Smart CCTVOptimizing AI for immediate response in Smart CCTV
Optimizing AI for immediate response in Smart CCTV
 
CALL ON ➄8923113531 🔝Call Girls Kakori Lucknow best sexual service Online ☂
CALL ON ➄8923113531 🔝Call Girls Kakori Lucknow best sexual service Online  ☂CALL ON ➄8923113531 🔝Call Girls Kakori Lucknow best sexual service Online  ☂
CALL ON ➄8923113531 🔝Call Girls Kakori Lucknow best sexual service Online ☂
 

Building Real-Time Apps on K8 with Apache Pulsar

  • 1. Building Real-Time Pulsar Apps on K8 Tim Spann | Developer Advocate
  • 2. Tim Spann Developer Advocate Tim Spann, Developer Advocate at StreamNative ● FLiP(N) Stack = Flink, Pulsar and NiFi Stack ● Streaming Systems & Data Architecture Expert ● Experience: ○ 15+ years of experience with streaming technologies including Pulsar, Flink, Spark, NiFi, Big Data, Cloud, MXNet, IoT, Python and more. ○ Today, he helps to grow the Pulsar community sharing rich technical knowledge and experience at both global conferences and through individual conversations.
  • 3. FLiP Stack Weekly This week in Apache Flink, Apache Pulsar, Apache NiFi, Apache Spark and open source friends. https://bit.ly/32dAJft
  • 4. streamnative.io Passionate and dedicated team. Founded by the original developers of Apache Pulsar. StreamNative helps teams to capture, manage, and leverage data using Pulsar’s uniïŹed messaging and streaming platform.
  • 5. Apache Pulsar adoption is being driven by organizations seeking cloud-native architectures and new uses cases. Microservices Apache Pulsar - Built for Containers / Modern Cloud Cloud Native Hybrid & Multi-Cloud Containers
  • 6. Apache Pulsar + Kafka K8 https://docs.streamnative.io/platform/v1.3.0/quickstart
  • 7. ● “Bookies” ● Stores messages and cursors ● Messages are grouped in segments/ledgers ● A group of bookies form an “ensemble” to store a ledger ● “Brokers” ● Handles message routing and connections ● Stateless, but with caches ● Automatic load-balancing ● Topics are composed of multiple segments ● ● Stores metadata for both Pulsar and BookKeeper ● Service discovery Store Messages Metadata & Service Discovery Metadata & Service Discovery Metadata Store (ZK, RocksDB, etcd, 
) Pulsar Cluster
  • 8. Pulsar Cluster CLUSTER Global MetaData ConïŹguration Store ZK3 ZK2 ZK1 Local MetaData Quorum Bookie 0 Bookie 1 Bookie 2 BookKeeper Bookie Ensemble Pulsar Broker 0 Pulsar Broker 1 Pulsar Broker 2
  • 9. Apache Pulsar Apache BookKeeper Offloader & Tiered Storage Offloading Broker 0 Producer Consumer Broker 1 Broker 2 Bookie 0 Bookie 1 Bookie 2 Bookie 3 Bookie 4 S S S S T 1 T 2 T 3 T 4 T 0 S
  • 10. ● Consume messages from one or more Pulsar topics. ● Apply user-supplied processing logic to each message. ● Publish the results of the computation to another topic. ● Support multiple programming languages (Java, Python, Go) ● Can leverage 3rd-party libraries Pulsar Functions
  • 11. from pulsar import Function from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer import json class Chat(Function): def __init__(self): pass def process(self, input, context): ïŹelds = json.loads(input) sid = SentimentIntensityAnalyzer() ss = sid.polarity_scores(ïŹelds["comment"]) row = { } row['id'] = str(msg_id) if ss['compound'] < 0.00: row['sentiment'] = 'Negative' else: row['sentiment'] = 'Positive' row['comment'] = str(ïŹelds["comment"]) json_string = json.dumps(row) return json_string Entire Function Pulsar Python NLP Function https://github.com/tspannhw/pulsar-pychat-function
  • 12. Pulsar Functions, along with Pulsar IO/Connectors, provide a powerful API for ingesting, transforming, and outputting data. Function Mesh, another StreamNative project, makes it easier for developers to create entire applications built from sources, functions, and sinks all through a declarative API.