Spring XD - Today and Tomorrow
-
Upload
spring-by-pivotal -
Category
Technology
-
view
1.244 -
download
1
Transcript of Spring XD - Today and Tomorrow
![Page 1: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/1.jpg)
SPRINGONE2GX WASHINGTON, DC
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
Spring XD – Today and Tomorrow By Mark Pollack
@markpollack
![Page 2: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/2.jpg)
Safe Harbor Statement
The following is intended to outline the general direction of Pivotal's offerings. It is intended for information purposes only and may not be incorporated into any contract. Any information regarding pre-release of Pivotal offerings, future updates or other planned modifications is subject to ongoing evaluation by Pivotal and is subject to change. This information is provided without warranty or any kind, express or implied, and is not a commitment to deliver any material, code, or functionality, and should not be relied upon in making purchasing decisions regarding Pivotal's offerings. These purchasing decisions should only be based on features currently available. The development, release, and timing of any features or functionality described for Pivotal's offerings in this presentation remain at the sole discretion of Pivotal. Pivotal has no obligation to update forward looking information in this presentation.
2
![Page 3: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/3.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
Contents
• Big Data ecosystem driving new features
• Cloud Native principles driving next generation architecture
3
![Page 4: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/4.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
Since last year…
4
Release Date Features
1.0 7/30/15 Stream & Batch processing, Analytics, Machine Learning DSL, Shell Runtime: Standlone FT, YARN
1.1 2/15/15 Kafka Message Bus Reactor, RxJava, Spark, Python processing. Sqoop Integration Role based authorization
1.2 6/17/15 Flo UI Performance Improvements Ambari HAWQ/GPDB Integration
![Page 5: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/5.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
Flo Overview
• HTML 5 canvas application
• Drag and Drop interface
• Health Monitoring
• Visualization of Metrics
• Also available for SI
5
![Page 6: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/6.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
Python
• XD 1.0 provides evaluation of models in PMML format
• Java Evaluator Predictive Model Markup Language (PMML)
• JPMML-Evaluator
• https://github.com/jpmml/jpmml-evaluator
• Python has rich libraries for numerical analysis, machine learning
• Numpy, scikit
• XD 1.1 – Python in stream definitions
6
![Page 7: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/7.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
Apache Kafka
• “Apache Kafka is publish-subscribe messaging rethought as a distributed commit log.”
• Why it is popular?
• Fast – can easily saturate network
• Store tons of data – TBs
• Replay
• Clustered/HA
• Partitioning –
o Topics have multiple partitions
o You divide the data based on the value of a field in the data
o Can subscribe to specific partitions
7
![Page 8: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/8.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/ 8
![Page 9: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/9.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
RxJava
• Reactive X – http://reactivex.io/
• “An API for asynchronous programming with observable streams”
• “ReactiveX is a combination of the best ideas from the Observer pattern, the Iterator pattern, and functional programming”
• Java Version - NetflixOSS project: https://github.com/ReactiveX/RxJava
• Functional style programming with asynchronous events
• Map, filter, reduce
• Functional transformations are a natural way of describing stream processing
9
![Page 10: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/10.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
Spark
• Large scale data processing system
• RDD
• Resilient distributed data set
• Immutable
• Partitioned across machines
• Computation
• DAG of connected RDDs
• Split DAGs into stages to compute
• Batch and Stream style processing
10
![Page 11: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/11.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
Spark Streaming
11
![Page 12: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/12.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
Word Count
12
![Page 13: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/13.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
Move to Data Flow
• Analogy with tomcat/servlet containers
• Some downsides
• New advantages (right now)
• Don’t need to run hsqldb if you are only doing stream processing
• Can scale up/down individual modules in a stream at runtime.
• Resource allocation per module (memory)
• Better ‘composition’ to co-locate modules
• Entire stream can be deployed to avoid message hops
13
![Page 14: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/14.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
What’s next…
14
![Page 15: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/15.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
Spring Cloud Data Flow
15
![Page 16: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/16.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
Motivations
• Parent/Child class load issues, inadvertent spral of xd/lib
• Use cases where streams should avoid any network hops
• Additional requirments
• Scale up/down, upgrade/downgrade versions
• Resource allocaiton
• Would require ‘us’ to add these features to the runtime….
• Many other people are doing this…
• Develop a SPI to delegate to other systems to launch, scale, monitor, etc.
16
![Page 17: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/17.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/ 17
Modules -> ‘Microservice’ Applications Runtime -> SPI (Lattice, CF, YARN, local)
Analogy with Web Apps and servlet contaier
![Page 18: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/18.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/ 18
Container Container
Spring XD 1.x
Host
Spring Cloud Stream
• Modules run inside containers • Container is a Boot app • Modules are ApplicationContexts
• Modules are executable Boot apps • Easier to use Spring Cloud features • Easier to test, consistent dev experience • Portable and “cloud-native”
M
Host
M
M M
M M M
M M
M
ZooKeeper Spring Cloud Data Flow (optional) SPI Implementation
![Page 19: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/19.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/ 19
• OOTB modules • Executable Boot Apps
• Boot for Spring Integration and Batch • Auto-Configuration, Bindings
XD
Container
Modules
Admin
Spring Cloud Data Flow
Spring Cloud Stream
Modules
Spring Cloud Task
Modules
Spring Cloud Stream
Spring Cloud Task
• REST API, Shell, UI • Module Deployer SPI:
• Singlenode • Lattice • YARN • Cloud Foundry
XD 1.x --> Spring Cloud Data Flow
![Page 20: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/20.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
spring-cloud-dataflow
20
shell ui
admin (REST API)
dsl-parser
stream-repository
module-registrymodule-deployer
local-deployer cloudfoundry-deployer
yarn-deployer lattice-deployer
task-repository
![Page 21: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/21.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/ 21
http://cloud.spring.io/spring-cloud-dataflow/
http://cloud.spring.io/spring-cloud-stream/
Learn More. Stay Connected.
@springcentral Spring.io/video
![Page 22: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/22.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
STOP! Download Fonts Now.
PLEASE DOWNLOAD AND INSTALL THESE FONTS BEFORE CREATING YOUR PRESENTATION. You can download the fonts here…
https://www.dropbox.com/s/na8jewnsp8dp659/SpringOne-2015-Fonts.zip?dl=0
Fonts included in the ZIP file:
• Proxima Nova (body text)
• Domine (headlines)
http://www.fontspring.com/support/installing/how-do-i-install-fonts-on-my-mac
http://www.fontspring.com/support/installing/how-do-i-install-fonts-on-my-windows-pc
22
![Page 23: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/23.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
Brand Colors
23
R: 241 G: 241 B: 241
R: 153 G: 153 B: 153
R: 109 G: 179 B: 63
Spring Brand Colors
R: 52 G: 48 B: 45
SpringOne 2GX 2015 Theme Colors
R: 83 G: 83 B: 83
R: 12 G: 48 B: 100
R: 156 G: 209 B: 121
R: 204 G: 204 B: 204
R: 38 G: 97 B: 168
R: 114 G: 163 B: 211
![Page 24: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/24.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
Code Slide
24
// This is Arial: 18 pt or higher please public class TransferServiceImpl implements TransferService { public TransferServiceImpl(AccountRepository ar) { this.accountRepository = ar; } … }
![Page 25: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/25.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
Safe Harbor Statement
The following is intended to outline the general direction of Pivotal's offerings. It is intended for information purposes only and may not be incorporated into any contract. Any information regarding pre-release of Pivotal offerings, future updates or other planned modifications is subject to ongoing evaluation by Pivotal and is subject to change. This information is provided without warranty or any kind, express or implied, and is not a commitment to deliver any material, code, or functionality, and should not be relied upon in making purchasing decisions regarding Pivotal's offerings. These purchasing decisions should only be based on features currently available. The development, release, and timing of any features or functionality described for Pivotal's offerings in this presentation remain at the sole discretion of Pivotal. Pivotal has no obligation to update forward looking information in this presentation.
25
If you are a pivotal employee and your talk contains forward facing information, please include this slide at the beginning or conclusion of the presentation. Remove this text box before presenting.
![Page 26: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/26.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
LOGOS & ICONS
26
![Page 27: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/27.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
Logos
27
![Page 28: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/28.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
Event Logos and Icons
28
Logo on dark Logo on light Date logo on dark Date logo on light
![Page 29: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/29.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
Spring Project Icons
29
Spring Framework
Spring Security
Spring Data
Spring Batch
Spring Integration
Spring Reactor
Spring AMQP
Spring Hateoas
Spring Mobile
Spring Android
Spring Social
Groovy Spring Web Services
Spring Web Flow
Spring XD
Spring Boot
Spring LDAP
Grails
PNG and PSD files for all Spring projects can be found here… https://www.dropbox.com/sh/5rbbt8v6evvm7xm/AAAZmhgf0zglGHZUWYhPvojFa?dl=0
![Page 30: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/30.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
Spring Tool Suite Icons
30
Spring Tool Suite Groovy / Grails Tool Suite
![Page 31: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/31.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
Spring Document Icons
31
Spring Framework Tools Support
Guides Reference App Tutorials
![Page 32: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/32.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
Additional Spring Icons
32
Continuous Integration
Metrics Forums / Discussion
Blog @ Issues
All Author Broadcast Date News Event
Releases Apple Linux Engineering Windows
Professional Support
Community Support
Location
![Page 33: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/33.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
Icon Guidelines
• These icons can be used when Spring icons are not appropriate.
• Max icon size is 2.08 inches – anything larger and the icon will be blurry
• Icons are transparent and can be placed over images and other objects
• To use an icon, simply choose, copy and paste
• 200x200 PNG files can be found here… https://www.dropbox.com/sh/wy65b4l5t4fv9b4/AAD1LMHcOtwJSTbNu23zqywka?dl=0
33
Max icon size: 2.08 inches
![Page 34: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/34.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/ 34
![Page 35: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/35.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/ 35
![Page 36: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/36.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
CHARTS & TABLES
36
![Page 37: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/37.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
Sample Pie Chart
37
1st Qtr
2nd Qtr
3rd Qtr
4th Qtr
![Page 38: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/38.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
Sample Bar Chart
38
0
20
40
60
80
100
1st Qtr 2nd Qtr 3rd Qtr 4th Qtr
North
South
East
West
![Page 39: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/39.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
Sample Line Chart
39
0
20
40
60
80
100
1st Qtr 2nd Qtr 3rd Qtr 4th Qtr
North
South
East
West
![Page 40: Spring XD - Today and Tomorrow](https://reader034.fdocuments.in/reader034/viewer/2022042707/587b988d1a28ab4e4f8b6e2b/html5/thumbnails/40.jpg)
Unless otherwise indicated, these s l ides are © 2013-2015 Pivotal Software, Inc. and l icensed under a Creat ive Commons Attr ibut ion-NonCommercial l icense: ht tp: / /creat ivecommons.org/ l icenses/by-nc/3.0/
Sample Table
40
2007 2008 2009 2010
Category 1 2.4 6.4 4.1 6.6
Category 2 8.2 4.5 3.2 3.8
Category 3 4.6 3.2 1.9 9.6
Category 4 6.7 3.3 3.4 2.2
Category 5 4.3 5.6 7.1 3.4