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Using&Alluxio(formerly&Tachyon)&as&a&fault8
tolerant&pluggable&optimization&component&to&
compute&frameworks&of&JD&system&
201885823
Yupeng'Fu,''''''Alluxio Inc
Baolong Mao,'JD.com
Yiran Wu,'''''''''JD.com
A introduction of alluxio
  
Introduce0JD.com and BDP’s architecture and business
The JD use case of Alluxio
&   
Alluxio on yarn & shuffle service & storage@computing separation
& &
Contents
An#open'source,#memory'based,#
distributed#file#system
Data$Ecosystem$Develops
• One$Compute$Framework
• Single$Storage$System
• Co:located
ETL
ETL
ETL
Data$Ecosystem$Explodes
…
• Many$Compute$
Frameworks
• Many$Storage$Systems
• Most$not$co:located
…
Data$Ecosystem$Issues
• Each$app$manages$
multiple$data$sources
• Data$source$changes$
require$global$updates
• Storage$optimizations$
requires$app$change
• Poor$performance$due$to$
lack$of$locality$
…
…
7
Data%Ecosystem%Challenges
2 Data Freshness
• Cross%network+movement+is+slow
• Copies+create+lag
• Data+quality+suffers+with+copies
4 Security & Governance
• Data+security+&+governance+is+
increasingly+complex
1 Speed & Complexity
• Integration+and+interoperability+issues+
(on+prem,+hybrid,+cloud)
• Many+departments+&+groups
3 Cost
• Many%to%many+integrations+are+
expensive
• Data+duplication
7
Heavy%integrations%create%painful%organizational%drag
Data$Ecosystem$with$Alluxio
• Apps$only$talk$to$
Alluxio
• Simple$Add/Remove$
• No$App$Changes
• Highest$performance$
in$Memory
Java$File$API HDFS$Interface
Amazon$S3$
Interface
REST$Web$Service
HDFS$Interface
Amazon$S3$
Interface
Swift$Interface NFS$Interface
…
…
9
Alluxio Design-Principles
2
Data Sharing
• Don’t&own&the&data
• Multiple&apps&sharing&common&data
• Data&stored&in&multiple,&hybrid&systems
4
Enterprise Class
• Distributed&architecture
• Commodity&hardware
• Service<oriented
• High&availability
• Security
1
Big Data & Machine Learning
• Interoperability&with&leading&projects
• Large&scale&data&sets
• High&IO
3
High Speed Data Access
• Remote&data
• Hot/warm/cold&data
• Temporary&data
• Read/write&support
9
10
Alluxio Innovation:
Server-side API Translation
Convert from Client-side Interface to Native Storage Interface
HDFS%Interface%/%S3%Interface%/%FUSE
HDFS%Interface S3A%Interface Swift%Interface
Google%Cloud%
Interface
11
Alluxio Innovation:
Server-side API Translation
Convert between different versions of HDFS
HDFS%2.7%Interface
HDP%2.4%InterfaceCDH%5.6%Interface MAPR%5.2%Interface
Alluxio'Innovation:
Unified'Namespace
• Enables(effective(data(management(across(different(Under(Stores
• Uses(Mounting(with(Transparent(Naming
13
Alluxio Innovation:
Unified Namespace
Create a catalog of available data sources for Data Scientists
/finance/customer.transactions/
/finance/vendor.transactions/
/operations/device.logs/
/operations/phone.call.recordings/
/operations/check.images/
/research/us.economic.data/
/research/intl.economic.data/
/marketing/advertising.dataset/
/marketing/marketing.funnel.dataset/
alluxio://
14
Alluxio Innovation:
Intelligent Cache
Local performance from remote data using native multi-tier storage
RAM
SSD
HDD
Hot Warm Cold
15
Where to use Alluxio
Finding high-fit Alluxio use-cases
Compute*Zone
Standalone*or*managed*with*Mesos or*Yarn
Storage*in*Different*Availability*Zone
Either*on@prem or*cloud
Alluxio*is*installed*with*or*near*compute*to*unify*data*
stores,*stage*remote*data,*and*improve*system*
performance.
Spark Tensorflow Presto
HDFS
Guidelines
! Cloud*deployment
! Compute*separated*from*storage
! I/O*or*network*latency*exists
! Unification*of*many*storage*systems
! Applications*sharing*long*lived*data
More%checks%result%in%higher%fit%applications
100+$known$production$deployments
AND$MORE!
 
   &
JD Introduction
• China’s largest-retailer,-online-or-offline
• First Chinese-internet-company-to-make-the-
Fortune-Global-500-list
• Strict-“zero?tolerance”-policy-toward-
counterfeit-goods.-Customers-trust-JD-
because-the-brand-is-a-guarantee-of-
authenticity
Rapid-Growth-in-GMV-in-Last-Six Years*
144.5
billion
93.3
billion
13.4
billion
23.5
billion
46.8
billion
USD
Sustained,-Rapid-Growth
JD Introduction
• Able%to%reach%more%than%1%billion%Chinese%
consumers%leveraging%the%strategic%cooperation%
with%Tencent
• Help%brands%leverage%most%comprehensive%social%
+%commerce%target%marketing%program%based%on%
big%data
• About%80%%of%orders%placed%through%mobile%
JD BDP Platform
  
,+ ,   
,
,
- +
+,+
,+ +,
   +,
   +,
+
+
+,+
+   
- ,
+
JD BDP
23
Using Alluxio as a Fault Tolerant Pluggable Optimization Component to Compute Frameworks of JD System
Pluggable
Fault*tolerant
Locality
Alluxio can*be*online*or*updated*at*any*time,*and*
business’s feeliing is just*a little slow
When we use Alluxio for JDPresto, we make some
changes and bring some good features.
When Alluxio unable to access JDPresto
can access HDFS directly.
Reduce the remote read
• Alluxio led to 10x
performance*improvement
JDPresto on Alluxio
load once
use every time
ō
AfterBefore
JDPresto on Alluxio
JDPresto on Alluxio
JDPresto on Alluxio
29
JDPresto on Alluxio
30
hadoop cluster: X
DataSource: Ad cluster 1 day SQL
Worker
jdpresto on alluxio 22
jdpresto 40
Speed Contrast
JDPresto on Alluxio
&
Alluxio on YARN
Resource
Manager
NodeManager
Alluxio
AppMaster
Alluxio
Worker
Alluxio
Master
Alluxio
Master
NodeManager
Alluxio
Worker
Alluxio
Worker
Client
Spark
Presto
Shuffle'Service'on Alluxio
34
! . /    /
! . /
! . . .
! .
.
Shuffle'Service'on Alluxio
  
Alluxio Node Alluxio Node Alluxio Node
Map Map Map
  
Alluxio Cluster
Alluxio Node
ReduceReduce
Shuffle'Service'on Alluxio
spark4default.conf
spark.shuffle.service.enabled=true
spark.shuffle.store.type ='DistributedCache
spark.shuffle.store.distributed.cache.url=alluxio://bdp.jd.com
Implement'DistributeCache implemention for'shuffle
Re4implement'org.apache.spark.shuffle.sort.SortShuffleWriter
Re4implement'org.apache.spark.shuffle.sort.HashShuffleReader
Shuffle'Service'on Alluxio
Shuffle'Service'on Alluxio
CPU'Usage CPU'Usage
TimeTime
Percent
Percent
Shuffle Service On Alluxio
Using Alluxio FUSE
Using Alluxio API
Separate computing and storage
Resource
Manager
NodeManager
DataNode
NodeManager
DataNode
NodeManager
DataNode
DataNode DataNode
NodeManagerNodeManager
NameNode
Resource
Manager
Cluster1
Cluster2
Alluxio
JD Contribution to Alluxio
-
76 8 / 78
-
18210 -
18210 755
00 76 +141 76
JD Contribution to Alluxio
/ -
   /    -
-
/ - -
- -
-
- - - -
  
- -
/ - /- -
           
  
-
- -
A
-
  
-
A
  !
yupeng@alluxio.co
maobaolong@jd.com
wuyiran@jd.com
Website
www.alluxio.org
E(mail
info@alluxio.com
@

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