https://dataworkssummit.com/san-jose-2017/sessions/leveraging-docker-for-hadoop-build-automation-and-big-data-stack-provisioning/

1. LEVERAGING DOCKER FOR
HADOOP BUILD
AUTOMATION
AND
BIG DATA STACK
PROVISIONING
Evans Ye, Sr. Software Engineer
DataWorks Summit San Jose 2017

2. Who am I
• Tech Lead @ APAC Data Team, Y! Taiwan
• Building data products for E-Commerce business
• PMC chair of Apache Bigtop, ASF member
2

3. Outline
• Quick Intro to Apache Bigtop
• Docker for Bigtop Packaging
• Docker for Bigtop Provisioner
• Docker for Bigtop Sandbox
• Releases
3

4. QUICK INTRO TO
APACHE BIGTOP
4

5. Linux Distributions
5

6. Hadoop Distributions
6

7. But there're some other great
Hadoop ecosystem components..
7

8. How do I add patches?
8

9. 9

10. From source code to packages
Bigtop
Packaging
10

11. Supported components
11

12. Bigtop feature set
Packaging Testing Deployment Virtualization
for you to easily build your own Big Data Stack
12

13. Community stats
• 94 total contributors
• Spark: 1093, Hadoop: 99, HBase: 126, Hive:115
• 5 years since 2012
• 30 Hadoop ecosystem components packaged
• 5 Linux Distro., 2 archs supported
13

14. DOCKER FOR
BIGTOP PACKAGING
14

15. Preparing build environment
15

16. Preparing build environment
…
Seriously ?
16

17. Bigtop Toolchain
• Puppet recipes to install required libraries, build tools
• To prepare a build environment:
• Prerequisite :
▪ Java
git clone https://github.com/apache/bigtop.git
cd bigtop
./bigtop_toolchain/bin/puppetize.sh
./gradlew toolchain
17

18. CI infrastructure
CentOS slave
Fedora slave
Ubuntu slave
Debian slave
OpenSuSE slave
18

19. CI infrastructure
CentOS slave
Fedora slave
Ubuntu slave
Debian slave
OpenSuSE slave
Bigtop Toolchain
Bigtop Toolchain
Bigtop Toolchain
Bigtop Toolchain
Bigtop Toolchain
19

20. CI infrastructure
CentOS slave
Fedora slave
Ubuntu slave
Debian slave
OpenSuSE slave
Bigtop Toolchain
Bigtop Toolchain
Bigtop Toolchain
Bigtop Toolchain
Bigtop Toolchain
20

21. Dockerlized CI infrastructure
CentOS slave
Fedora slave
Ubuntu slave
Debian slave
OpenSuSE slave
• Immutable env
• Fault tolerance
21

22. Dockerlized CI infrastructure
CentOS slave
Fedora slave
Ubuntu slave
Debian slave
OpenSuSE slave
• Immutable env
• Fault tolerance
22

23. • Execute shell
• Bigtop CI Setup Guide
How to build packages
# OS=debian-8
# COMPONENT=hadoop
docker run -u jenkins --rm
-v `pwd`:/bigtop --workdir /bigtop
bigtop/slaves:trunk-$OS
bash -l -c "./gradlew allclean $COMPONENT-pkg"
23

24. Bigtop packages on master
https://ci.bigtop.apache.org/view/Packages/job/Bigtop-trunk-packages/
24

25. • Example: How to port Bigtop Distribution to PPC64LE?
• Prepare PPC64LE docker base image
• Apply Bigtop Toolchain on PPC64LE docker image
• Build Bigtop packages on PPC64LE slaves image
• 2016: Ported 22 out of 24 Bigtop components in 2 weeks, with only 5 patches
• Credit: Amir Sanjar, IBM
Extremely friendly for porting
25

26. Bigtop early mission accomplished
Leveraged by app providers…
26

27. Get out from the Apache dome
27

28. New focus and target user
• Data engineers vs Distro. builders
• Solution diversity:
▪ Streaming: Flink, Apex
▪ In-memory cache: Alluxio, Ignite
▪ User/developer tools:
▪ Bigtop Provisioner
▪ Bigtop Sandbox
• Big data stack references
• Machine learning, deep learning components
28

29. DOCKER FOR
BIGTOP PROVISIONER
29

30. Bigtop Provisioner
• A tool to demonstrate full life cycle of Bigtop
Packaging TestingDeploymentVirtualization
Create resources Run Bigtop Puppet Run Bigtop Tests
Bigtop Provisioner
30

31. • We use Vagrant as an abstraction layer to support
different kind of resource providers
Vagrant
Providers

32. One click Hadoop provisioning
(Bigtop 1.0.0)
bigtop/deploy image
on Docker hub
./docker-hadoop.sh -c 3
puppet apply
puppet apply
puppet apply
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https://cwiki.apache.org/confluence/display/BIGTOP/Bigtop+Provisioner+User+Guide

33. Problems with Vagrant’s Docker Provider
• Need to add vagrant public key into docker images
• Too many issues with auto-created boot2docker VM
• A bug for docker provider regarding provision keeps opening for 2 years
▪ Waiting for machine to boot' hangs infinitely
• Can not share same code for different providers anyway
• Not all the docker options supported in Vagrantfile
• ^#?& slow
33

34. Replaced by docker-compose
(Bigtop 1.2.0)
./docker-hadoop.sh -c 3
puppet apply
puppet apply
puppet apply
34
bigtop/deploy image
on Docker hub

35. Advantages
• No need to create customized image beforehand
• Better compatibility with Docker’s native solutions
• Clear, simple yaml file for orchestration settings
• Supports new features such as overlay network
• Leverage Swarm for multi-node cluster deployment
• Fast —> better user experience
35

36. • Execute shell
• Bigtop CI Setup Guide
How to run Docker Provisioner
# See bigtop/provisioner/docker/*.yaml
CONFIG=YOUR_CUSTOM_CONF.yaml
# provision
./gradlew -Pconfig=${CONFIG} -Pnum_instances=1
docker-provisioner
# destroy provisioned cluster
./gradlew docker-provisioner-destroy
36

37. YOUR_CUSTOM_CONF.yaml example
37
docker:
memory_limit: "4g"
image: "bigtop/puppet:centos-7"
repo: "http://bigtop-repos.s3.amazonaws.com/releases/1.2.0/
centos/7/x86_64"
distro: centos
components: [hdfs, yarn, mapreduce]
enable_local_repo: false
smoke_test_components: [hdfs, yarn, mapreduce]

38. 38
Visibility for deployments
38

39. Use cases
• For application developers, cluster admins, users
▪ Run a Hadoop cluster to test your code on
▪ Try & test configurations before applying to Production
▪ Play around with Bigtop Big Data Stacks
• For contributors
▪ Easy to test your packaging, deployment, testing code
• For Distro. builders
▪ CI matrix —> patch upstream code made easier
39

40. DOCKER FOR
BIGTOP SANDBOX
40

41. Introducing Bigtop Sandbox
• Easy way to get started
• Docker images that has Bigtop stacks installed and
configured
• Pseudo cluster up & running w/o installation
• Command-line tool for you to build your own stack
41

42. Docker image layer
Interface
Customized big data stack
Deployment & management tool
Base image (OS)
42

43. Docker image layer
Concrete implementation
HDFS + YARN + Spark
Bigtop Puppet
bigtop/puppet:ubuntu-16.04
43

44. Building images
Ubuntu 16.04
Bigtop Puppet
HDFS + YARN + Spark
+ site.yaml
$ puppet apply
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45. site.yaml example
45
bigtop::hadoop_head_node: bigtop.example.com
bigtop::bigtop_repo_uri: http://bigtop-repos.s3.amazonaws.com/
releases/1.2.0/debian/8/x86_64
hadoop::hadoop_storage_dirs: [/data/1, /data/2]
hadoop_cluster_node::cluster_components: [hdfs, yarn, spark]

46. How to build
• Or specify your custom conf:
git clone https://github.com/apache/bigtop.git
cd bigtop/docker/sandbox
./build.sh -a bigtop -o ubuntu-16.04
-c "hdfs, yarn, spark"
./build.sh-a bigtop -o ubuntu-16.04
-f custom_site.yaml -t dws2017
46

47. Running images
HDFS + YARN + Spark
$ puppet apply
47

48. How to run
docker run --name sandbox -d
-p 50070:50070 -p 8088:8088
evansye/sandbox:dws2017
docker logs -f sandbox
docker exec sandbox spark-example SparkPi
48

49. 49

50. Bigtop Provisioner Bigtop Sandbox
Scalable V X
Portable X V
Flexibility High Medium
Speed > 2 mins > 15 secs
Requires Network V X
Port forwarding X V
50

51. Bigtop Provisioner Bigtop Sandbox
Data engineers
Multi-node
cluster testing
Build/use
sandboxes
for dev & test
Ops
Multi-node
cluster testing
Single node
testing
Contributors
Test packages,
puppet recipes,
test cases
Test packages,
puppet recipes,
test cases
Distro. Builders
Test packages,
puppet recipes,
test cases
Provide Sandboxes
51

52. Integration test in CI/CD pipeline
Unit
Test
Source
code
Compile
Build
Image
Integra7on test with
Sandbox
Sandbox Service
CD pipeline with Bigtop Sandbox
Docker Registry
Push
Image
Deploy
FINISHED
Data
52

53. Future
• Production deployment using Sandbox images
▪ --net host or overlay network(SDN)?
▪ External volumes for edit logs, fsimages, etc
▪ Cluster orchestration
▪ Swarm, Kubernetes?
53

54. RELEASES
54

55. ▪ New components:
▪ Ambari 2.5.0
▪ GPDB 5.0.0-alpha.0
(Greenplum)
Bigtop 1.2.0 Released April, 2017
▪ Featured upgrade:
▪ Hadoop 2.7.3
▪ Spark 2.1.0
▪ Kafka 0.10.1.1
▪ HBase 1.1.3
▪ and more
55

56. • New features:
▪ Juju bigtop charms
▪ Bigtop Sandbox (alpha, recommended to try master)
• Improvement:
▪ Bigtop Docker Provisioner made faster
New features in Bigtop 1.2.0
56

57. Juju Cloud Weather Report
http://bigtop.charm.qa/
57

58. • Expected to be out late June
• Hadoop 2.7.4
(Interested in docker container support back ported, but I'm not sure yet)
• Mainly bug fixes:
• Packages
• Deployments
• Sandbox
Bigtop 1.2.1 up coming
58

59. • Machine Learning and Deep Learning integration
• Support aarch 64
• Enhance support set in Bigtop Puppet (not all components covered)
• Extend the CI matrix coverage to Bigtop Tests
• Ambari Bigtop stack integration
• Provide Big data stack references
Road ahead towards 1.3.0
59

60. 60

61. • Submit your proposal, contribute Bigtop w/ funding!
• Improvements, new features, build, test, CI, etc
• CFP opened June 13, 2017
CFP closed July 14, 2017
• https://www.odpi.org/community/bigtopgrantfund
ODPi Apache Bigtop Test Drive Program
61

62. • Join mailing list, ask questions, suggest features, etc
• Contribute (components, tutorials, docs)
• Report bugs
▪ Home page: http://bigtop.apache.org/
▪ mailing list: http://bigtop.apache.org/mail-lists.html
▪ Document: https://cwiki.apache.org/confluence/display/BIGTOP/Index
▪ Source code: https://github.com/apache/bigtop
▪ Packages: https://www.apache.org/dist/bigtop/bigtop-1.2.0/repos/
▪ JIRA: https://issues.apache.org/jira/browse/BIGTOP
Reference
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63. 63
Questions?