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@Xebiconfr #Xebicon18 @scauglog
Build the future
Des notebooks pour le monitoring avec Zeppelin
Romain Sagean, Développeur
Xebia
1
@Xebiconfr #Xebicon18 @scauglog
Qui suis-je ?
Scauglog (Romain Sagean)
Développeur
Xebia
@scauglog
2
@Xebiconfr #Xebicon18 @scauglog
Let’s Monitor
the performance of your machine learning model
3
@Xebiconfr #Xebicon18 @scauglog
Monitor?
● once a day
● mean errors
● sell
● data are on HDFS, SQL,
Cassandra
● reality and prediction are in
separate file
● result are for dev and business
4
@Xebiconfr #Xebicon18 @scauglog
Why not Jupyter?
5
@Xebiconfr #Xebicon18 @scauglog
Jupyter?
● notebook
● language oriented
● no database connection
● can’t hide code
● no security out of the box
● no auto refresh
● doesn’t free ressource after use
6
@Xebiconfr #Xebicon18 @scauglog
What about kibana?
7
@Xebiconfr #Xebicon18 @scauglog
ELK?
● near real time monitoring
● too much stuff to install
● need creation of pipeline to feed
the dashboard
● not enough flexibility
8
@Xebiconfr #Xebicon18 @scauglog
Zeppelin???
9
@Xebiconfr #Xebicon18 @scauglog
Zeppelin?
● big data notebook
● apache project
● written in Java (nobody is perfect)
● Backed by Hortonworks Engineer
● v0.8.0
● shipped with HDP
● designed for Big Data
10
@Xebiconfr #Xebicon18 @scauglog 11
Demo
@Xebiconfr #Xebicon18 @scauglog
There is an interpreter
for that.
● Spark Scala, Python, R
● JDBC
● Markdown
● Shell
● Angular
● Many More
● Create Your own interpreter
12
@Xebiconfr #Xebicon18 @scauglog
Interpreter
● Auto shutdown
● shared, scoped, isolated
● spark context is shared among
language
● Configure interpreter
○ library
○ multiple spark conf
13
@Xebiconfr #Xebicon18 @scauglog
Dashboarding
1. mix language
○ JDBC
○ Scala
○ Cassandra
14
@Xebiconfr #Xebicon18 @scauglog
Dashboarding
1. mix language
2. choose your dataviz
○ table
○ bar
○ line
○ create your own dataviz
15
@Xebiconfr #Xebicon18 @scauglog
Dashboarding
1. mix language
2. choose your dataviz
3. hide code
16
@Xebiconfr #Xebicon18 @scauglog
Dashboarding
1. mix language
2. choose your dataviz
3. hide code
4. create form
17
@Xebiconfr #Xebicon18 @scauglog
Production
1. schedule
18
@Xebiconfr #Xebicon18 @scauglog
Production
1. schedule
2. REST API
19
@Xebiconfr #Xebicon18 @scauglog
Production
1. schedule
2. REST API
3. Secure
○ login
20
@Xebiconfr #Xebicon18 @scauglog
Production
1. schedule
2. REST API
3. Secure
○ login
○ manage interpreter
credential
21
@Xebiconfr #Xebicon18 @scauglog 22
@Xebiconfr #Xebicon18 @scauglog
Thank you
Any questions?
23

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