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Function Mesh
Complex Streaming Jobs In A Simple Way
Neng Lu
Data Processing With Apache Pulsar
Pulsar Functions
Pulsar Functions are lightweight compute processes that:
● consume messages from Pulsar topics
● apply a user-supplied processing logic to each message
● publish results to another Pulsar topic
Pulsar Functions
Overview
Pulsar Functions
IS & IS NOT
Pulsar Functions IS NOT:
● Another Full-Power Streaming Processing Engine
● A New Computation Abstraction Layer
Pulsar Functions IS:
● Lambda-style functions that are specifically designed to integrate with Pulsar
Pulsar Functions
Use Case
● ETL Jobs
● Real-time Aggregation
● Microservices
● Reactive Services
● Event Routing
● ...
Pulsar Functions
API
Hello
Hello!
Pulsar
Function
Pulsar Functions
Semantics
● ATMOST_ONCE
○ Message is ACKed to Pulsar once received
● ATLEAST_ONCE
○ Message is ACKed to Pulsar after the function completes -- Default
● EFFECTIVELY_ONCE
○ Utilizes Pulsar’s Effectively Once Semantics
Pulsar Functions
State
● Built-In State Management
○ Provide `Context` object for users to access State
○ Stores state in Bookkeeper
○ Support Server-Side Operations like Counters
Pulsar Functions
CLI
Pulsar Functions
Summary
● Developer productivity
○ Intuitive API: `func apply(input) output {}`
○ Multiple Language Support: Java, Python, Golang
● Operational simplicity
○ Fully Integrated with Pulsar
○ No Extra System/Service Setup Needed
● Easy troubleshooting
○ Convenient Local Runtime
○ Easy to Use log topics
Function Mesh
Function Mesh is a collection of functions collaborate together to:
● Accomplish a final data processing goal
● With clearly defined stages
Function Mesh IS NOT full power Streaming Engines
Function Mesh
Pulsar
Function
1
Pulsar
Function
3
Pulsar
Function
4
Pulsar
Function
5
Pulsar
Function
6
Pulsar
Function
2
Function Mesh -- BUT
��
● Redundant to manage
● Hard to track as an
integrity
● Really difficulty to know
upstream/downstream
functions
Function Mesh
Function Mesh
Pulsar
Function
1
Pulsar
Function
3
Pulsar
Function
4
Pulsar
Function
5
Pulsar
Function
6
Pulsar
Function
2
Pulsar Native Function Mesh
🙂
PIP-66
Function Mesh -- Scheduling
Kubernetes Function Mesh
😀
Kubernetes Function Mesh
- Custom Resource
- Function
- Mesh
- Source
- Sink
Kubernetes Function Mesh -- Scheduling
Pulsar v.s. Kubernetes
● Utilizes Kubernetes’ Scheduling Power
● Function as a First Class Citizen in Cloud Environment
● Open the potential talking to different messaging system
Demo
Function & Function
Mesh
Connector - Source
Future Planning
● Cloud Native Support
● Self-Contained Function Runtime
● Function registry for reusing function unit
● Better Tools/Frontend to Manage & Inspect Function Meshes
● Smartly Group Function Unit Together If No Shuffle Used
● Auto-scaling based on Pulsar metrics
Thank You!

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