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Advanced features of Apache Zeppelin
http://zeppelin.apache.org
Jongyoul Lee
PMC of Apache Zeppelin from Sep. 2015.
Software Development Engineer at NFLabs
Advanced?
• lium
• A new extension for visualization
• Multi-users features
• Users & Permissions
• Per user/Per note & Shared/Scoped/Isolated
• Futures
• Impersonation & Personalized mode
• Scalability & Reliability
He
2
liumHe
2
Zeppelin
Visualizations : 6 Built-in visualizations comes with pivot
Table Bar Pie Area Line Scatter
Free to draw any customized visualizations inside of notebook
…
He liumHe
2
Interpreter Notebook Storage
Spark
Flink
Geode
JDBC …
FileSystem
AmazonS3
Git
…
Application
Visualizations
Map
WordCloud
…
Resource Pool
SparkContext Flink Environment JDBC connection …
Analytics
…
…
User object
Extend pluggable visualization to pluggable analytics application
Working in progress to make visualization pluggable
Users and Permissions
• Company complains
• Why security works …
• Why authentication works …
• Why Zeppelin stores my password as plain …
• Why two user use same Spark …
• Why I wait while other run somethings
& Enterprise
Auhentication : Integrated with Apache Shiro
Contributions
- PAM
- ActiveDirectory
- Jdbc
- Jndi
- Ldap
- Properties
Zeppelin
Notebook Authorization : Owners, Writers, Readers per Note
Zeppelin
Multi-tenancy
Per user/Per note & Shared/Scoped/Isolated
SHARED ISOLATED SCOPED
PROCESS
1 N 1
THREADS
1 1 N
Multi-tenancyZeppelin
ZeppelinServer
SparkInterpreter
Run P1 on NoteA
Run SparkInterpreter for P1
User1
User2
Run P2 on NoteB Run SparkInterpreter for P2
SharedZeppelin
• Originally implemented
• Pros
• Simple structure
• Predictable behavior
• Cons
• All resources shared
• Interference among users
SharedZeppelin
ZeppelinServer
SparkInterpreter
Run P1 on NoteA
Run SparkInterpreter for P1
User1
User2
Run P2 on NoteB
Run SparkInterpreter for P2 SparkInterpreter
IsolatedZeppelin
• Pros
• No pending
• No resources shared
• Cons
• Lots of memory
• Inefficiency of using memory
• Limited by resources
IsolatedZeppelin
ZeppelinServer
JDBCInterpreter
Run P2 on NoteA
Run SparkInterpreter for P2
User1
User2
Run P3 on NoteB Run SparkInterpreter for P3
Scoped
JDBCInstance
User1
JDBCInstance
User2
Zeppelin
• Pros
• Less memory
• Some resources Isolated
• Cons
• Some resources shared
• Big single process
ScopedZeppelin
SHARED ISOLATED SCOPED
PROCESS
1 N 1
THREADS
1 1 N
Multi-tenancyZeppelin
• ~ 0.7.0
• Impersonation of JDBC/Spark Interpreter
• Personalized mode
• 0.7.0 ~
• Scalability & Reliability
• …
& Futures
Thank you
Jongyoul Lee
jongyoul@nflabs.com
@madeng

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