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Alluxio (formerly Tachyon)
Memory Speed Virtual Distributed Storage
1	
Haoyuan	Li	
June	1st,	2016	
@	AMPLab	2016	Summer	Retreat
What is Alluxio?
•  Memory Speed Virtual Distributed Storage
•  Enables Virtualized Data Across Multiple Types of Storage
2
Alluxio Open Source Contributor Growth
3	
•  Over 250 contributors from over 100 organizations
•  3x growth over the last year!
Introducing Alluxio Open Source Governance
4	
•  Alibaba
•  Alluxio
•  Baidu
•  Fosun International
•  Google
•  Huawei
•  IBM
•  Intel
•  Nanjing University
•  UC Berkeley
Performance Trend: Memory is Fast
•  RAM throughput increasing exponentially
•  Disk throughput increasing slowly
•  Memory-locality key to interactive response times
5
Price Trend: Memory is Cheaper
6	
Source:	jcmit.com
The Big Data Ecosystem Today
7
The Big Data Ecosystem Today
8
Alluxio Approach
9
•  Flexibility 
–  Enable new workloads across any storage systems
–  Unified Name Space enable application to access data in any storage system 
–  Future Proven Architecture
•  Technology of your choice
–  Work with the framework of your choice
–  Work with the storage of your choice
•  Performance 
–  High performance data access
–  Efficient data sharing among different computation frameworks and applications
•  Cost Saving
–  Scale storage and compute independently
10	
Alluxio Benefits
Alluxio: Any application accesses any data from
any storage at memory speed.
•  Tiered Storage
•  Transparent Naming
•  Unified Namespace
•  Native Amazon S3, Google Cloud Storage, Open Stack Swift, Alibaba OSS
integrations
•  Fuse Connector, K/V Interface
•  One Command Cluster Deployment
•  Metrics Reporting
11	
New Features
12	
The Storage Tier Hierarchy
MEM	
SSD	
HDD
•  Data can be evicted to lower layers if it is “cooling down”
•  Data can be promoted to upper layers if it is “warming up”
13	
Automatic Data Migration
Evict	stale	data	to	
lower	Ler	
Promote	hot	data	
to	upper	Ler
•  Applications can transparently and efficiently interact with remote
storage through Alluxio.
•  Applications do not need to use different APIs for interacting with
different storage systems.
14	
Transparent Naming
alluxio://host:port/	
data	 users	
reports	 sales	 alice	 bob	
s3n://bucket/directory	
data	 users	
reports	 sales	 alice	 bob	
Alluxio	 Storage	System
•  Applications can read and write different storage systems
•  Decouples data location from application
15	
Unified Namespace
alluxio://host:port/	
data	 users	
reports	 sales	 alice	 bob	
hdfs://host:port/	
users	
alice	 bob	
s3n://bucket/directory	
reports	 sales	
Alluxio	 Storage	System	A	
Storage	System	B
•  Framework: Spark
•  Under Storage: Baidu’s File System
•  Storage Media: MEM + HDD
•  200+ nodes deployment
•  2PB+ managed space
16	
+
•  Framework: Spark
•  Storage Media: MEM
•  Improvement from Hours to Seconds
17	
+
•  Framework: Spark Streaming & Flink
•  Under Storage: HDFS & Ceph
•  Storage Media: MEM + HDD
•  200 nodes deployment
•  Alluxio enables previously impossible jobs to finish
•  10x Performance Improvement on average
•  300x Performance Improvement during peak time.
18	
+
Contacts
•  Alluxio Open Source Project: www.alluxio.org
•  Alluxio, Inc: www.alluxio.com
•  Development: www.github.com/Alluxio/alluxio
•  Meet Friends: www.meetup.com/Alluxio
•  Contact: info@alluxio.com ; haoyuan@alluxio.com
19
Thank You

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Alluxio Presentation at AMPLab Summer Retreat 2016

  • 1. Alluxio (formerly Tachyon) Memory Speed Virtual Distributed Storage 1 Haoyuan Li June 1st, 2016 @ AMPLab 2016 Summer Retreat
  • 2. What is Alluxio? •  Memory Speed Virtual Distributed Storage •  Enables Virtualized Data Across Multiple Types of Storage 2
  • 3. Alluxio Open Source Contributor Growth 3 •  Over 250 contributors from over 100 organizations •  3x growth over the last year!
  • 4. Introducing Alluxio Open Source Governance 4 •  Alibaba •  Alluxio •  Baidu •  Fosun International •  Google •  Huawei •  IBM •  Intel •  Nanjing University •  UC Berkeley
  • 5. Performance Trend: Memory is Fast •  RAM throughput increasing exponentially •  Disk throughput increasing slowly •  Memory-locality key to interactive response times 5
  • 6. Price Trend: Memory is Cheaper 6 Source: jcmit.com
  • 7. The Big Data Ecosystem Today 7
  • 8. The Big Data Ecosystem Today 8
  • 10. •  Flexibility –  Enable new workloads across any storage systems –  Unified Name Space enable application to access data in any storage system –  Future Proven Architecture •  Technology of your choice –  Work with the framework of your choice –  Work with the storage of your choice •  Performance –  High performance data access –  Efficient data sharing among different computation frameworks and applications •  Cost Saving –  Scale storage and compute independently 10 Alluxio Benefits Alluxio: Any application accesses any data from any storage at memory speed.
  • 11. •  Tiered Storage •  Transparent Naming •  Unified Namespace •  Native Amazon S3, Google Cloud Storage, Open Stack Swift, Alibaba OSS integrations •  Fuse Connector, K/V Interface •  One Command Cluster Deployment •  Metrics Reporting 11 New Features
  • 12. 12 The Storage Tier Hierarchy MEM SSD HDD
  • 13. •  Data can be evicted to lower layers if it is “cooling down” •  Data can be promoted to upper layers if it is “warming up” 13 Automatic Data Migration Evict stale data to lower Ler Promote hot data to upper Ler
  • 14. •  Applications can transparently and efficiently interact with remote storage through Alluxio. •  Applications do not need to use different APIs for interacting with different storage systems. 14 Transparent Naming alluxio://host:port/ data users reports sales alice bob s3n://bucket/directory data users reports sales alice bob Alluxio Storage System
  • 15. •  Applications can read and write different storage systems •  Decouples data location from application 15 Unified Namespace alluxio://host:port/ data users reports sales alice bob hdfs://host:port/ users alice bob s3n://bucket/directory reports sales Alluxio Storage System A Storage System B
  • 16. •  Framework: Spark •  Under Storage: Baidu’s File System •  Storage Media: MEM + HDD •  200+ nodes deployment •  2PB+ managed space 16 +
  • 17. •  Framework: Spark •  Storage Media: MEM •  Improvement from Hours to Seconds 17 +
  • 18. •  Framework: Spark Streaming & Flink •  Under Storage: HDFS & Ceph •  Storage Media: MEM + HDD •  200 nodes deployment •  Alluxio enables previously impossible jobs to finish •  10x Performance Improvement on average •  300x Performance Improvement during peak time. 18 +
  • 19. Contacts •  Alluxio Open Source Project: www.alluxio.org •  Alluxio, Inc: www.alluxio.com •  Development: www.github.com/Alluxio/alluxio •  Meet Friends: www.meetup.com/Alluxio •  Contact: info@alluxio.com ; haoyuan@alluxio.com 19