SlideShare ist ein Scribd-Unternehmen logo
1 von 6
Downloaden Sie, um offline zu lesen
Application Report 
Big Data, Big Cluster Interconnects 
Featuring 
Analytics Solution 
OneConnect 
Servers 
Dell Servers 
Cisco Servers and Networks 
Where IT perceptions are reality 
Copyright 2012© IT Brand Pulse. All rights reserved. 
Document # APP2012002 v1 April, 2012
About 
Company Overview 
ParAccel: The fastest analytic database + The strongest extensibility framework = The Most Powerful Analytic Platform. 
For organizations with vast amounts of Big Data, the need for Big Ana- lytics - or both - the ParAccel Analytic Platform provides orders of magnitude better analytic performance compared to traditional data processing platforms. At the core of the platform is a high perfor- mance analytic database, designed specifically for the fastest query performance at any scale. 
The ParAccel Analytic Platform provides a massively parallel pro- cessing (MPP), shared-nothing analytic database that performs opera- tions such as aggregation and joins against large amounts of unstruc- tured data. 
ParAccel surrounded its analytic database with an extensibility framework that imbeds over 800 analytic functions and supports the on-demand integration of a variety of structured and unstructured data and ana- lytic results, right at the point of execution. The result is that compared to transaction-oriented databases where operations are optimized to perform single row insertions and deletions, ParAccel dramatically outperforms the competition. 
Realizing its Potential with Big Data 
According to a survey conducted by TDWI Research, Big Data an- alytics requires massive performance and scalability. Common problems voiced by users are that old platforms can’t scale to big data volumes (42%), they load data too slowly (29%), they re- spond to queries too slowly (24%), and they lack processing (CPU) capacity for analytics (17%). 
As a result, one big challenge for customers is to evaluate and deploy server, storage, and networking hardware which enables them to realize the full performance potential of ParAccel when processing Big Data. 
Page 2 of 6 
Evaluate and deploy server, storage, and networking hardware that 
enables customers to realize the full performance potential of ParAccel when processing Big Data. 
Goal 
ParAccel is the only “pure play” database platform company dedicated to analyzing big data. Customers include industry leaders such as Ceridian, Nielsen and OfficeMax. 
ParAccel Analytics Solutions require fast, scalable hardware to deliver full performance. 
Document # APP202002 v1, April, 2012
Key Hardware Technologies 
Scaling High Performance Computing Clusters is made possible with high bandwidth, low-latency 10GbE connections between each compute node. 
10GbE 
On-going evaluations of hardware to complement ParAccel software often involve new technologies, prod- ucts, and processes. High Performance Computing Clusters, Sandy Bridge Processors, Solid State Disk (SSD) and 10Gb Ethernet stand out as technologies that can make a big difference when included in the ParAccel configurations. 
High Performance Computing Clusters (HPCC) 
Using industry-standard servers as building blocks, HPCCs can scale to the supercomputer- class processing power needed to handle large data sets. Each node in the cluster crunches and analyzes data, then pushes it back to the Leader node to collect and report. 
Intel Sandy Bridge Processors (Xeon E5-2600) 
The introduction of the new Intel Romley Platform, including Sandy Bridge processors (also know as Xeon E5-2600) offer up to 80% perfor- mance improvements over the previous generation Xeon 5600. 
Solid State Disk (SSD) 
SSDs offer dramatically faster access times than Hard Disk Drives (HDDs), are far more rugged, and use much less power. The low cost of Flash memory is driving expanded use of SSD as primary storage (disk array) cache, and as primary stor- age for frequently accessed data such as database tables, mathematical and sta- tistical functions, or processing algorithms. 
10 Gigabit Ethernet 
Scaling High Performance Computing Clusters is made possible with high bandwidth, low- latency connections between each compute node. The cost of 10 gigabit Ethernet has plummeted in the last few years, making the use of 10GbE NICs an affordable alternative to 1GbE NICs for cluster interconnects. 
Page 3 of 6 
Clusters scale cost-effectively to supercomputer-class power by adding compute nodes consisting of industry standard servers. 
Solid State Disk (SSD) speeds access to frequently used data. 
10GbE NICs functioning as cluster interconnects are required to scale large clusters with powerful new servers based on Sandy Bridge processors. 
Document # APP2012002 v1, April, 2012
Killer App 
High Performance Cluster Interconnects Emerge as a Killer App for 10GbE 
Until recently, the reference hardware tested and qualified for a ParAccel Cluster included an inter-processor communications (IPC) fab- ric based on 1GbE technology. Each compute node was configured with four 1GbE NIC ports bonded together to form a single clus- ter interconnect totaling 4Gb of bandwidth. However, on-going testing by ParAccel with bigger data, more powerful servers, and fast- er storage showed the 4Gb cluster intercon- nect had emerged as a performance bottle- neck. 
ParAccel investigated higher performance interconnects and found that 10GbE server adapter technology was embedded on many new servers and affordable in an adapter card form-factor. They also found that each port on a dual-port 10GbE server adapter provides bi-directional bandwidth of 20Gb, and a total band- width of 40Gb. 
Having already qualified Emulex Fibre Channel HBAs for their SAN option, ParAccel looked to Emulex for OneConnect 10Gb NICs. Once in- stalled, the ParAccel team measured 5Gb of bandwidth being used on each link, giving them plenty of headroom for scaling perfor- mance in the future. Reference designs with 10GbE technology also reduced the amount of cabling required in the 1GbE communications fabric by 75%. 
Each port on a dual-port 10GbE server adapter provides bi-directional bandwidth of 20Gb, and a total bandwidth of 40Gb. 
40Gb 
Page 4 of 6 
Each server configured with one 10GbE NIC port for Inter Processor Communica- tions (IPC). New more powerful servers and software are expected to consume more than 5Gb of bandwidth used today. 
Reference Hardware Configuration using 1GbE Cluster Interconnect 
Reference Hardware Configuration using 10GbE Cluster Interconnect 
Each server configured with four 1GbE NIC ports for Inter Processor Communica- tions (IPC). This 4Gb interconnect emerged as a cluster bottleneck. 
Document # APP2012002 v1, April, 2012
Results & Lessons Learned 
Mission Accomplished 
As a leading analytics platform that runs on industry-standard hardware and integrates industry-standard da- tabase tools and applications, one of ParAccel’s biggest challenges is to architect and test hardware (servers, storage, interconnects) that make their software perform at its peak. In this case, they have achieved their mission to eliminate a cluster bottleneck by implementing 10GbE NICs to provide the bandwidth needed to- day, and well into the future. 
But their mission is only partially accomplished. The ParAccel team believes they can achieve a higher level of performance with a lower latency cluster interconnect. However, the company is waiting for more affordable low latency 10Gb NIC products to become available before qualifying them for ParAccel clusters. 
Lessons Learned 
The following are a few lessons the ParAccel staff want to share with their peers: 
 The bandwidth and latency of the communications fabric is key to scaling the performance of a cluster. 
 A holistic approach to I/O and processing bottleneck is required for best performance. 
 Network capacity/bandwidth becomes even more critical as the number of nodes in your cluster increas- es. 
 10GbE can enable companies to continue to scale linearly even as their clusters approach 100 nodes or more. 
 To take proper advantage of the network, analytic workloads require a custom protocol (rather than rely on the common TCP/IP standard). 
Results 
Page 5 of 6 
A bandwidth bottleneck in the communications fabric is eliminated with 10GbE. A lower latency interconnect could also improve perfor- mance, but is not yet affordable. 
Document # APP2012002 v1, April, 2012
Resources 
Related Links 
To learn more about the companies, technologies and products mentioned in this report, visit the following web pages: 
Intel— Sandy Bridge Technology 
Intel— Romley Platform Roadmap 
Fusion IO (Solid State Disk) 
Emulex OneConnect 
IT Brand Pulse 
ParAccel Analytic Platform 
About the Author 
Frank Berry is founder and senior analyst for IT Brand Pulse, a trusted source of data and analysis about IT infrastructure, including servers, storage and networking. As for- mer vice president of product marketing and corporate marketing for QLogic, and vice president of worldwide marketing for the automated tape library (ATL) division of Quan- tum, Mr. Berry has over 30 years experience in the development and marketing of IT infrastructure. If you have any questions or comments about this report, contact frank.berry@itbrandpulse.com. 
Page 6 of 6 
Document # APP2012002 v1, April, 2012

Weitere ähnliche Inhalte

Was ist angesagt?

Ibm symp14 referentin_barbara koch_power_8 launch bk
Ibm symp14 referentin_barbara koch_power_8 launch bkIbm symp14 referentin_barbara koch_power_8 launch bk
Ibm symp14 referentin_barbara koch_power_8 launch bk
IBM Switzerland
 
Greenplum: Driving the future of Data Warehousing and Analytics
Greenplum: Driving the future of Data Warehousing and AnalyticsGreenplum: Driving the future of Data Warehousing and Analytics
Greenplum: Driving the future of Data Warehousing and Analytics
eaiti
 
Hadoop Operations – Past, Present, and Future
Hadoop Operations – Past, Present, and FutureHadoop Operations – Past, Present, and Future
Hadoop Operations – Past, Present, and Future
DataWorks Summit
 

Was ist angesagt? (20)

International Journal of Engineering Research and Development
International Journal of Engineering Research and DevelopmentInternational Journal of Engineering Research and Development
International Journal of Engineering Research and Development
 
Bel Power Solutions: Applying Open Compute Rack (OCP) & Power Specifications ...
Bel Power Solutions: Applying Open Compute Rack (OCP) & Power Specifications ...Bel Power Solutions: Applying Open Compute Rack (OCP) & Power Specifications ...
Bel Power Solutions: Applying Open Compute Rack (OCP) & Power Specifications ...
 
Ibm symp14 referentin_barbara koch_power_8 launch bk
Ibm symp14 referentin_barbara koch_power_8 launch bkIbm symp14 referentin_barbara koch_power_8 launch bk
Ibm symp14 referentin_barbara koch_power_8 launch bk
 
DDN: Protecting Your Data, Protecting Your Hardware
DDN: Protecting Your Data, Protecting Your HardwareDDN: Protecting Your Data, Protecting Your Hardware
DDN: Protecting Your Data, Protecting Your Hardware
 
Greenplum: Driving the future of Data Warehousing and Analytics
Greenplum: Driving the future of Data Warehousing and AnalyticsGreenplum: Driving the future of Data Warehousing and Analytics
Greenplum: Driving the future of Data Warehousing and Analytics
 
Mellanox OpenPOWER features
Mellanox OpenPOWER featuresMellanox OpenPOWER features
Mellanox OpenPOWER features
 
Hortonworks Data In Motion Series Part 4
Hortonworks Data In Motion Series Part 4Hortonworks Data In Motion Series Part 4
Hortonworks Data In Motion Series Part 4
 
HPC DAY 2017 | NVIDIA Volta Architecture. Performance. Efficiency. Availability
HPC DAY 2017 | NVIDIA Volta Architecture. Performance. Efficiency. AvailabilityHPC DAY 2017 | NVIDIA Volta Architecture. Performance. Efficiency. Availability
HPC DAY 2017 | NVIDIA Volta Architecture. Performance. Efficiency. Availability
 
Hadoop Operations – Past, Present, and Future
Hadoop Operations – Past, Present, and FutureHadoop Operations – Past, Present, and Future
Hadoop Operations – Past, Present, and Future
 
Intel and Red Hat: Enhancing OpenStack for Enterprise Deployment
Intel and Red Hat: Enhancing OpenStack for Enterprise DeploymentIntel and Red Hat: Enhancing OpenStack for Enterprise Deployment
Intel and Red Hat: Enhancing OpenStack for Enterprise Deployment
 
Exploring the Next Wave of 10GbE with Crehan Research
Exploring the Next Wave of 10GbE with Crehan ResearchExploring the Next Wave of 10GbE with Crehan Research
Exploring the Next Wave of 10GbE with Crehan Research
 
Data Science at Scale on MPP databases - Use Cases & Open Source Tools
Data Science at Scale on MPP databases - Use Cases & Open Source ToolsData Science at Scale on MPP databases - Use Cases & Open Source Tools
Data Science at Scale on MPP databases - Use Cases & Open Source Tools
 
Deep learning 101
Deep learning 101Deep learning 101
Deep learning 101
 
Intel Ethernet 800 Series Network Adapters in Dell EMC PowerEdge R740xd serve...
Intel Ethernet 800 Series Network Adapters in Dell EMC PowerEdge R740xd serve...Intel Ethernet 800 Series Network Adapters in Dell EMC PowerEdge R740xd serve...
Intel Ethernet 800 Series Network Adapters in Dell EMC PowerEdge R740xd serve...
 
HPC DAY 2017 | Altair's PBS Pro: Your Gateway to HPC Computing
HPC DAY 2017 | Altair's PBS Pro: Your Gateway to HPC ComputingHPC DAY 2017 | Altair's PBS Pro: Your Gateway to HPC Computing
HPC DAY 2017 | Altair's PBS Pro: Your Gateway to HPC Computing
 
CloudLighting - A Brief Overview
CloudLighting - A Brief OverviewCloudLighting - A Brief Overview
CloudLighting - A Brief Overview
 
Co-Design Architecture for Exascale
Co-Design Architecture for ExascaleCo-Design Architecture for Exascale
Co-Design Architecture for Exascale
 
Enabling the Real Time Analytical Enterprise
Enabling the Real Time Analytical EnterpriseEnabling the Real Time Analytical Enterprise
Enabling the Real Time Analytical Enterprise
 
OpenPOWER/POWER9 AI webinar
OpenPOWER/POWER9 AI webinar OpenPOWER/POWER9 AI webinar
OpenPOWER/POWER9 AI webinar
 
Evolving Cyberinfrastructure, Democratizing Data, and Scaling AI to Catalyze ...
Evolving Cyberinfrastructure, Democratizing Data, and Scaling AI to Catalyze ...Evolving Cyberinfrastructure, Democratizing Data, and Scaling AI to Catalyze ...
Evolving Cyberinfrastructure, Democratizing Data, and Scaling AI to Catalyze ...
 

Ähnlich wie Application Report: Big Data - Big Cluster Interconnects

Apache Cassandra performance advantages of the new Dell PowerEdge C6620 with ...
Apache Cassandra performance advantages of the new Dell PowerEdge C6620 with ...Apache Cassandra performance advantages of the new Dell PowerEdge C6620 with ...
Apache Cassandra performance advantages of the new Dell PowerEdge C6620 with ...
Principled Technologies
 
Data proliferation and machine learning: The case for upgrading your servers ...
Data proliferation and machine learning: The case for upgrading your servers ...Data proliferation and machine learning: The case for upgrading your servers ...
Data proliferation and machine learning: The case for upgrading your servers ...
Principled Technologies
 
Monitizing Big Data at Telecom Service Providers
Monitizing Big Data at Telecom Service ProvidersMonitizing Big Data at Telecom Service Providers
Monitizing Big Data at Telecom Service Providers
DataWorks Summit
 
I understand that physics and hardware emmaded on the use of finete .pdf
I understand that physics and hardware emmaded on the use of finete .pdfI understand that physics and hardware emmaded on the use of finete .pdf
I understand that physics and hardware emmaded on the use of finete .pdf
anil0878
 
Monetizing Big Data at Telecom Service Providers
Monetizing Big Data at Telecom Service ProvidersMonetizing Big Data at Telecom Service Providers
Monetizing Big Data at Telecom Service Providers
DataWorks Summit
 
Cloudwatt pioneers big_data
Cloudwatt pioneers big_dataCloudwatt pioneers big_data
Cloudwatt pioneers big_data
xband
 
OpenPackProcessingAccelearation
OpenPackProcessingAccelearationOpenPackProcessingAccelearation
OpenPackProcessingAccelearation
Craig Nuzzo
 

Ähnlich wie Application Report: Big Data - Big Cluster Interconnects (20)

The Apache Spark config behind the indsutry's first 100TB Spark SQL benchmark
The Apache Spark config behind the indsutry's first 100TB Spark SQL benchmarkThe Apache Spark config behind the indsutry's first 100TB Spark SQL benchmark
The Apache Spark config behind the indsutry's first 100TB Spark SQL benchmark
 
IBM POWER - An ideal platform for scale-out deployments
IBM POWER - An ideal platform for scale-out deploymentsIBM POWER - An ideal platform for scale-out deployments
IBM POWER - An ideal platform for scale-out deployments
 
Data Engine for NoSQL - IBM Power Systems
Data Engine for NoSQL - IBM Power SystemsData Engine for NoSQL - IBM Power Systems
Data Engine for NoSQL - IBM Power Systems
 
Apache Cassandra performance advantages of the new Dell PowerEdge C6620 with ...
Apache Cassandra performance advantages of the new Dell PowerEdge C6620 with ...Apache Cassandra performance advantages of the new Dell PowerEdge C6620 with ...
Apache Cassandra performance advantages of the new Dell PowerEdge C6620 with ...
 
Architecting the Cloud Infrastructure for the Future with Intel
Architecting the Cloud Infrastructure for the Future with IntelArchitecting the Cloud Infrastructure for the Future with Intel
Architecting the Cloud Infrastructure for the Future with Intel
 
Red hat Storage Day LA - Designing Ceph Clusters Using Intel-Based Hardware
Red hat Storage Day LA - Designing Ceph Clusters Using Intel-Based HardwareRed hat Storage Day LA - Designing Ceph Clusters Using Intel-Based Hardware
Red hat Storage Day LA - Designing Ceph Clusters Using Intel-Based Hardware
 
Data proliferation and machine learning: The case for upgrading your servers ...
Data proliferation and machine learning: The case for upgrading your servers ...Data proliferation and machine learning: The case for upgrading your servers ...
Data proliferation and machine learning: The case for upgrading your servers ...
 
IBM Power leading Cognitive Systems
IBM Power leading Cognitive SystemsIBM Power leading Cognitive Systems
IBM Power leading Cognitive Systems
 
Monitizing Big Data at Telecom Service Providers
Monitizing Big Data at Telecom Service ProvidersMonitizing Big Data at Telecom Service Providers
Monitizing Big Data at Telecom Service Providers
 
I understand that physics and hardware emmaded on the use of finete .pdf
I understand that physics and hardware emmaded on the use of finete .pdfI understand that physics and hardware emmaded on the use of finete .pdf
I understand that physics and hardware emmaded on the use of finete .pdf
 
th1330-1410effectenbeurszaal4-3v2-140424180955-phpapp01 (1).pdf
th1330-1410effectenbeurszaal4-3v2-140424180955-phpapp01 (1).pdfth1330-1410effectenbeurszaal4-3v2-140424180955-phpapp01 (1).pdf
th1330-1410effectenbeurszaal4-3v2-140424180955-phpapp01 (1).pdf
 
Monetizing Big Data at Telecom Service Providers
Monetizing Big Data at Telecom Service ProvidersMonetizing Big Data at Telecom Service Providers
Monetizing Big Data at Telecom Service Providers
 
Seminar Accelerating Business Using Microservices Architecture in Digital Age...
Seminar Accelerating Business Using Microservices Architecture in Digital Age...Seminar Accelerating Business Using Microservices Architecture in Digital Age...
Seminar Accelerating Business Using Microservices Architecture in Digital Age...
 
Cloudwatt pioneers big_data
Cloudwatt pioneers big_dataCloudwatt pioneers big_data
Cloudwatt pioneers big_data
 
RedisConf17 - Redis Enterprise on IBM Power Systems
RedisConf17 - Redis Enterprise on IBM Power SystemsRedisConf17 - Redis Enterprise on IBM Power Systems
RedisConf17 - Redis Enterprise on IBM Power Systems
 
InTech Event | Cognitive Infrastructure for Enterprise AI
InTech Event | Cognitive Infrastructure for Enterprise AIInTech Event | Cognitive Infrastructure for Enterprise AI
InTech Event | Cognitive Infrastructure for Enterprise AI
 
OpenPackProcessingAccelearation
OpenPackProcessingAccelearationOpenPackProcessingAccelearation
OpenPackProcessingAccelearation
 
Hp Converged Systems and Hortonworks - Webinar Slides
Hp Converged Systems and Hortonworks - Webinar SlidesHp Converged Systems and Hortonworks - Webinar Slides
Hp Converged Systems and Hortonworks - Webinar Slides
 
IBM Power Systems: Designed for Data
IBM Power Systems: Designed for DataIBM Power Systems: Designed for Data
IBM Power Systems: Designed for Data
 
10g db grid
10g db grid10g db grid
10g db grid
 

Mehr von IT Brand Pulse

Mehr von IT Brand Pulse (20)

CXL Forum at ISC 23 - Speaker Invitation.pdf
CXL Forum at ISC 23 - Speaker Invitation.pdfCXL Forum at ISC 23 - Speaker Invitation.pdf
CXL Forum at ISC 23 - Speaker Invitation.pdf
 
2022 Flash Brand Leader Survey Report
2022 Flash Brand Leader Survey Report2022 Flash Brand Leader Survey Report
2022 Flash Brand Leader Survey Report
 
2020 Storage Brand Leader Report
2020 Storage Brand Leader Report2020 Storage Brand Leader Report
2020 Storage Brand Leader Report
 
2019 Servers Brand Leader Report
2019 Servers Brand Leader Report2019 Servers Brand Leader Report
2019 Servers Brand Leader Report
 
Industry's First Petabyte-Scale On-Prem STaaS
Industry's First Petabyte-Scale On-Prem STaaSIndustry's First Petabyte-Scale On-Prem STaaS
Industry's First Petabyte-Scale On-Prem STaaS
 
2019 Storage Brand Leader Report
2019 Storage Brand Leader Report2019 Storage Brand Leader Report
2019 Storage Brand Leader Report
 
AWS #3 Storage Vendor in 2018, #1 in 2020
AWS #3 Storage Vendor in 2018, #1 in 2020AWS #3 Storage Vendor in 2018, #1 in 2020
AWS #3 Storage Vendor in 2018, #1 in 2020
 
AWS #3 Storage Vendor in 2017 | #1 in 2020
AWS #3 Storage Vendor in 2017 | #1 in 2020AWS #3 Storage Vendor in 2017 | #1 in 2020
AWS #3 Storage Vendor in 2017 | #1 in 2020
 
Application Report
Application ReportApplication Report
Application Report
 
Application Report
Application ReportApplication Report
Application Report
 
2018 Infrastructure-as-a-Service Brand Leader Survey Report
2018 Infrastructure-as-a-Service Brand Leader Survey Report2018 Infrastructure-as-a-Service Brand Leader Survey Report
2018 Infrastructure-as-a-Service Brand Leader Survey Report
 
Comparing Cost of Dell EMC Centera and HPE/SUSE/iTernity iCAS
Comparing Cost of Dell EMC Centera and HPE/SUSE/iTernity iCASComparing Cost of Dell EMC Centera and HPE/SUSE/iTernity iCAS
Comparing Cost of Dell EMC Centera and HPE/SUSE/iTernity iCAS
 
Comparing Cost of Dell EMC Centera and HPE/SUSE/iTernity iCAS
Comparing Cost of Dell EMC Centera and HPE/SUSE/iTernity iCASComparing Cost of Dell EMC Centera and HPE/SUSE/iTernity iCAS
Comparing Cost of Dell EMC Centera and HPE/SUSE/iTernity iCAS
 
2017 Scale-Out File Storage Brand Leader Survey Report
2017 Scale-Out File Storage Brand Leader Survey Report2017 Scale-Out File Storage Brand Leader Survey Report
2017 Scale-Out File Storage Brand Leader Survey Report
 
2017 Servers for Software-Defined Storage Brand Leader Report
2017 Servers for Software-Defined Storage Brand Leader Report2017 Servers for Software-Defined Storage Brand Leader Report
2017 Servers for Software-Defined Storage Brand Leader Report
 
2017 Enterprise HDD Brand Leader Report
2017 Enterprise HDD Brand Leader Report2017 Enterprise HDD Brand Leader Report
2017 Enterprise HDD Brand Leader Report
 
Backup to Disk Infographic
Backup to Disk InfographicBackup to Disk Infographic
Backup to Disk Infographic
 
Backing Up Mountains of Data to Disk
Backing Up Mountains of Data to DiskBacking Up Mountains of Data to Disk
Backing Up Mountains of Data to Disk
 
2017 Flash Storage and NVME Brand Leader Mini-Report
2017 Flash Storage and NVME Brand Leader Mini-Report2017 Flash Storage and NVME Brand Leader Mini-Report
2017 Flash Storage and NVME Brand Leader Mini-Report
 
2017 AI and Cloud Brand Leader Mini-Report
2017 AI and Cloud Brand Leader Mini-Report2017 AI and Cloud Brand Leader Mini-Report
2017 AI and Cloud Brand Leader Mini-Report
 

Kürzlich hochgeladen

一比一原版(Otago毕业证书)奥塔哥理工学院毕业证成绩单学位证靠谱定制
一比一原版(Otago毕业证书)奥塔哥理工学院毕业证成绩单学位证靠谱定制一比一原版(Otago毕业证书)奥塔哥理工学院毕业证成绩单学位证靠谱定制
一比一原版(Otago毕业证书)奥塔哥理工学院毕业证成绩单学位证靠谱定制
uodye
 
Abortion Pill for sale in Riyadh ((+918761049707) Get Cytotec in Dammam
Abortion Pill for sale in Riyadh ((+918761049707) Get Cytotec in DammamAbortion Pill for sale in Riyadh ((+918761049707) Get Cytotec in Dammam
Abortion Pill for sale in Riyadh ((+918761049707) Get Cytotec in Dammam
ahmedjiabur940
 
一比一定(购)坎特伯雷大学毕业证(UC毕业证)成绩单学位证
一比一定(购)坎特伯雷大学毕业证(UC毕业证)成绩单学位证一比一定(购)坎特伯雷大学毕业证(UC毕业证)成绩单学位证
一比一定(购)坎特伯雷大学毕业证(UC毕业证)成绩单学位证
wpkuukw
 
一比一原版(USYD毕业证书)澳洲悉尼大学毕业证如何办理
一比一原版(USYD毕业证书)澳洲悉尼大学毕业证如何办理一比一原版(USYD毕业证书)澳洲悉尼大学毕业证如何办理
一比一原版(USYD毕业证书)澳洲悉尼大学毕业证如何办理
uodye
 
一比一维多利亚大学毕业证(victoria毕业证)成绩单学位证如何办理
一比一维多利亚大学毕业证(victoria毕业证)成绩单学位证如何办理一比一维多利亚大学毕业证(victoria毕业证)成绩单学位证如何办理
一比一维多利亚大学毕业证(victoria毕业证)成绩单学位证如何办理
uodye
 
CRISIS COMMUNICATION presentation=-Rishabh(11195)-group ppt (4).pptx
CRISIS COMMUNICATION presentation=-Rishabh(11195)-group ppt (4).pptxCRISIS COMMUNICATION presentation=-Rishabh(11195)-group ppt (4).pptx
CRISIS COMMUNICATION presentation=-Rishabh(11195)-group ppt (4).pptx
Rishabh332761
 
怎样办理阿德莱德大学毕业证(Adelaide毕业证书)成绩单留信认证
怎样办理阿德莱德大学毕业证(Adelaide毕业证书)成绩单留信认证怎样办理阿德莱德大学毕业证(Adelaide毕业证书)成绩单留信认证
怎样办理阿德莱德大学毕业证(Adelaide毕业证书)成绩单留信认证
ehyxf
 
在线办理(scu毕业证)南十字星大学毕业证电子版学位证书注册证明信
在线办理(scu毕业证)南十字星大学毕业证电子版学位证书注册证明信在线办理(scu毕业证)南十字星大学毕业证电子版学位证书注册证明信
在线办理(scu毕业证)南十字星大学毕业证电子版学位证书注册证明信
oopacde
 
一比一定(购)国立南方理工学院毕业证(Southern毕业证)成绩单学位证
一比一定(购)国立南方理工学院毕业证(Southern毕业证)成绩单学位证一比一定(购)国立南方理工学院毕业证(Southern毕业证)成绩单学位证
一比一定(购)国立南方理工学院毕业证(Southern毕业证)成绩单学位证
wpkuukw
 
Abort pregnancy in research centre+966_505195917 abortion pills in Kuwait cyt...
Abort pregnancy in research centre+966_505195917 abortion pills in Kuwait cyt...Abort pregnancy in research centre+966_505195917 abortion pills in Kuwait cyt...
Abort pregnancy in research centre+966_505195917 abortion pills in Kuwait cyt...
drmarathore
 
Mankhurd Call Girls, 09167354423 Mankhurd Escorts Services,Mankhurd Female Es...
Mankhurd Call Girls, 09167354423 Mankhurd Escorts Services,Mankhurd Female Es...Mankhurd Call Girls, 09167354423 Mankhurd Escorts Services,Mankhurd Female Es...
Mankhurd Call Girls, 09167354423 Mankhurd Escorts Services,Mankhurd Female Es...
Priya Reddy
 
一比一定(购)新西兰林肯大学毕业证(Lincoln毕业证)成绩单学位证
一比一定(购)新西兰林肯大学毕业证(Lincoln毕业证)成绩单学位证一比一定(购)新西兰林肯大学毕业证(Lincoln毕业证)成绩单学位证
一比一定(购)新西兰林肯大学毕业证(Lincoln毕业证)成绩单学位证
wpkuukw
 
Abortion pills in Jeddah |+966572737505 | Get Cytotec
Abortion pills in Jeddah |+966572737505 | Get CytotecAbortion pills in Jeddah |+966572737505 | Get Cytotec
Abortion pills in Jeddah |+966572737505 | Get Cytotec
Abortion pills in Riyadh +966572737505 get cytotec
 
怎样办理昆士兰大学毕业证(UQ毕业证书)成绩单留信认证
怎样办理昆士兰大学毕业证(UQ毕业证书)成绩单留信认证怎样办理昆士兰大学毕业证(UQ毕业证书)成绩单留信认证
怎样办理昆士兰大学毕业证(UQ毕业证书)成绩单留信认证
ehyxf
 
在线制作(ANU毕业证书)澳大利亚国立大学毕业证成绩单原版一比一
在线制作(ANU毕业证书)澳大利亚国立大学毕业证成绩单原版一比一在线制作(ANU毕业证书)澳大利亚国立大学毕业证成绩单原版一比一
在线制作(ANU毕业证书)澳大利亚国立大学毕业证成绩单原版一比一
ougvy
 
Top profile Call Girls In Ratlam [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Ratlam [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Ratlam [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Ratlam [ 7014168258 ] Call Me For Genuine Models We...
nirzagarg
 

Kürzlich hochgeladen (20)

一比一原版(Otago毕业证书)奥塔哥理工学院毕业证成绩单学位证靠谱定制
一比一原版(Otago毕业证书)奥塔哥理工学院毕业证成绩单学位证靠谱定制一比一原版(Otago毕业证书)奥塔哥理工学院毕业证成绩单学位证靠谱定制
一比一原版(Otago毕业证书)奥塔哥理工学院毕业证成绩单学位证靠谱定制
 
Abortion Pill for sale in Riyadh ((+918761049707) Get Cytotec in Dammam
Abortion Pill for sale in Riyadh ((+918761049707) Get Cytotec in DammamAbortion Pill for sale in Riyadh ((+918761049707) Get Cytotec in Dammam
Abortion Pill for sale in Riyadh ((+918761049707) Get Cytotec in Dammam
 
Guwahati Escorts Service Girl ^ 9332606886, WhatsApp Anytime Guwahati
Guwahati Escorts Service Girl ^ 9332606886, WhatsApp Anytime GuwahatiGuwahati Escorts Service Girl ^ 9332606886, WhatsApp Anytime Guwahati
Guwahati Escorts Service Girl ^ 9332606886, WhatsApp Anytime Guwahati
 
Critical Commentary Social Work Ethics.pptx
Critical Commentary Social Work Ethics.pptxCritical Commentary Social Work Ethics.pptx
Critical Commentary Social Work Ethics.pptx
 
一比一定(购)坎特伯雷大学毕业证(UC毕业证)成绩单学位证
一比一定(购)坎特伯雷大学毕业证(UC毕业证)成绩单学位证一比一定(购)坎特伯雷大学毕业证(UC毕业证)成绩单学位证
一比一定(购)坎特伯雷大学毕业证(UC毕业证)成绩单学位证
 
一比一原版(USYD毕业证书)澳洲悉尼大学毕业证如何办理
一比一原版(USYD毕业证书)澳洲悉尼大学毕业证如何办理一比一原版(USYD毕业证书)澳洲悉尼大学毕业证如何办理
一比一原版(USYD毕业证书)澳洲悉尼大学毕业证如何办理
 
一比一维多利亚大学毕业证(victoria毕业证)成绩单学位证如何办理
一比一维多利亚大学毕业证(victoria毕业证)成绩单学位证如何办理一比一维多利亚大学毕业证(victoria毕业证)成绩单学位证如何办理
一比一维多利亚大学毕业证(victoria毕业证)成绩单学位证如何办理
 
CRISIS COMMUNICATION presentation=-Rishabh(11195)-group ppt (4).pptx
CRISIS COMMUNICATION presentation=-Rishabh(11195)-group ppt (4).pptxCRISIS COMMUNICATION presentation=-Rishabh(11195)-group ppt (4).pptx
CRISIS COMMUNICATION presentation=-Rishabh(11195)-group ppt (4).pptx
 
怎样办理阿德莱德大学毕业证(Adelaide毕业证书)成绩单留信认证
怎样办理阿德莱德大学毕业证(Adelaide毕业证书)成绩单留信认证怎样办理阿德莱德大学毕业证(Adelaide毕业证书)成绩单留信认证
怎样办理阿德莱德大学毕业证(Adelaide毕业证书)成绩单留信认证
 
Abortion pills in Jeddah +966572737505 <> buy cytotec <> unwanted kit Saudi A...
Abortion pills in Jeddah +966572737505 <> buy cytotec <> unwanted kit Saudi A...Abortion pills in Jeddah +966572737505 <> buy cytotec <> unwanted kit Saudi A...
Abortion pills in Jeddah +966572737505 <> buy cytotec <> unwanted kit Saudi A...
 
在线办理(scu毕业证)南十字星大学毕业证电子版学位证书注册证明信
在线办理(scu毕业证)南十字星大学毕业证电子版学位证书注册证明信在线办理(scu毕业证)南十字星大学毕业证电子版学位证书注册证明信
在线办理(scu毕业证)南十字星大学毕业证电子版学位证书注册证明信
 
一比一定(购)国立南方理工学院毕业证(Southern毕业证)成绩单学位证
一比一定(购)国立南方理工学院毕业证(Southern毕业证)成绩单学位证一比一定(购)国立南方理工学院毕业证(Southern毕业证)成绩单学位证
一比一定(购)国立南方理工学院毕业证(Southern毕业证)成绩单学位证
 
Abort pregnancy in research centre+966_505195917 abortion pills in Kuwait cyt...
Abort pregnancy in research centre+966_505195917 abortion pills in Kuwait cyt...Abort pregnancy in research centre+966_505195917 abortion pills in Kuwait cyt...
Abort pregnancy in research centre+966_505195917 abortion pills in Kuwait cyt...
 
Mankhurd Call Girls, 09167354423 Mankhurd Escorts Services,Mankhurd Female Es...
Mankhurd Call Girls, 09167354423 Mankhurd Escorts Services,Mankhurd Female Es...Mankhurd Call Girls, 09167354423 Mankhurd Escorts Services,Mankhurd Female Es...
Mankhurd Call Girls, 09167354423 Mankhurd Escorts Services,Mankhurd Female Es...
 
一比一定(购)新西兰林肯大学毕业证(Lincoln毕业证)成绩单学位证
一比一定(购)新西兰林肯大学毕业证(Lincoln毕业证)成绩单学位证一比一定(购)新西兰林肯大学毕业证(Lincoln毕业证)成绩单学位证
一比一定(购)新西兰林肯大学毕业证(Lincoln毕业证)成绩单学位证
 
Abortion pills in Jeddah |+966572737505 | Get Cytotec
Abortion pills in Jeddah |+966572737505 | Get CytotecAbortion pills in Jeddah |+966572737505 | Get Cytotec
Abortion pills in Jeddah |+966572737505 | Get Cytotec
 
怎样办理昆士兰大学毕业证(UQ毕业证书)成绩单留信认证
怎样办理昆士兰大学毕业证(UQ毕业证书)成绩单留信认证怎样办理昆士兰大学毕业证(UQ毕业证书)成绩单留信认证
怎样办理昆士兰大学毕业证(UQ毕业证书)成绩单留信认证
 
在线制作(ANU毕业证书)澳大利亚国立大学毕业证成绩单原版一比一
在线制作(ANU毕业证书)澳大利亚国立大学毕业证成绩单原版一比一在线制作(ANU毕业证书)澳大利亚国立大学毕业证成绩单原版一比一
在线制作(ANU毕业证书)澳大利亚国立大学毕业证成绩单原版一比一
 
Point of Care Testing in clinical laboratory
Point of Care Testing in clinical laboratoryPoint of Care Testing in clinical laboratory
Point of Care Testing in clinical laboratory
 
Top profile Call Girls In Ratlam [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Ratlam [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Ratlam [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Ratlam [ 7014168258 ] Call Me For Genuine Models We...
 

Application Report: Big Data - Big Cluster Interconnects

  • 1. Application Report Big Data, Big Cluster Interconnects Featuring Analytics Solution OneConnect Servers Dell Servers Cisco Servers and Networks Where IT perceptions are reality Copyright 2012© IT Brand Pulse. All rights reserved. Document # APP2012002 v1 April, 2012
  • 2. About Company Overview ParAccel: The fastest analytic database + The strongest extensibility framework = The Most Powerful Analytic Platform. For organizations with vast amounts of Big Data, the need for Big Ana- lytics - or both - the ParAccel Analytic Platform provides orders of magnitude better analytic performance compared to traditional data processing platforms. At the core of the platform is a high perfor- mance analytic database, designed specifically for the fastest query performance at any scale. The ParAccel Analytic Platform provides a massively parallel pro- cessing (MPP), shared-nothing analytic database that performs opera- tions such as aggregation and joins against large amounts of unstruc- tured data. ParAccel surrounded its analytic database with an extensibility framework that imbeds over 800 analytic functions and supports the on-demand integration of a variety of structured and unstructured data and ana- lytic results, right at the point of execution. The result is that compared to transaction-oriented databases where operations are optimized to perform single row insertions and deletions, ParAccel dramatically outperforms the competition. Realizing its Potential with Big Data According to a survey conducted by TDWI Research, Big Data an- alytics requires massive performance and scalability. Common problems voiced by users are that old platforms can’t scale to big data volumes (42%), they load data too slowly (29%), they re- spond to queries too slowly (24%), and they lack processing (CPU) capacity for analytics (17%). As a result, one big challenge for customers is to evaluate and deploy server, storage, and networking hardware which enables them to realize the full performance potential of ParAccel when processing Big Data. Page 2 of 6 Evaluate and deploy server, storage, and networking hardware that enables customers to realize the full performance potential of ParAccel when processing Big Data. Goal ParAccel is the only “pure play” database platform company dedicated to analyzing big data. Customers include industry leaders such as Ceridian, Nielsen and OfficeMax. ParAccel Analytics Solutions require fast, scalable hardware to deliver full performance. Document # APP202002 v1, April, 2012
  • 3. Key Hardware Technologies Scaling High Performance Computing Clusters is made possible with high bandwidth, low-latency 10GbE connections between each compute node. 10GbE On-going evaluations of hardware to complement ParAccel software often involve new technologies, prod- ucts, and processes. High Performance Computing Clusters, Sandy Bridge Processors, Solid State Disk (SSD) and 10Gb Ethernet stand out as technologies that can make a big difference when included in the ParAccel configurations. High Performance Computing Clusters (HPCC) Using industry-standard servers as building blocks, HPCCs can scale to the supercomputer- class processing power needed to handle large data sets. Each node in the cluster crunches and analyzes data, then pushes it back to the Leader node to collect and report. Intel Sandy Bridge Processors (Xeon E5-2600) The introduction of the new Intel Romley Platform, including Sandy Bridge processors (also know as Xeon E5-2600) offer up to 80% perfor- mance improvements over the previous generation Xeon 5600. Solid State Disk (SSD) SSDs offer dramatically faster access times than Hard Disk Drives (HDDs), are far more rugged, and use much less power. The low cost of Flash memory is driving expanded use of SSD as primary storage (disk array) cache, and as primary stor- age for frequently accessed data such as database tables, mathematical and sta- tistical functions, or processing algorithms. 10 Gigabit Ethernet Scaling High Performance Computing Clusters is made possible with high bandwidth, low- latency connections between each compute node. The cost of 10 gigabit Ethernet has plummeted in the last few years, making the use of 10GbE NICs an affordable alternative to 1GbE NICs for cluster interconnects. Page 3 of 6 Clusters scale cost-effectively to supercomputer-class power by adding compute nodes consisting of industry standard servers. Solid State Disk (SSD) speeds access to frequently used data. 10GbE NICs functioning as cluster interconnects are required to scale large clusters with powerful new servers based on Sandy Bridge processors. Document # APP2012002 v1, April, 2012
  • 4. Killer App High Performance Cluster Interconnects Emerge as a Killer App for 10GbE Until recently, the reference hardware tested and qualified for a ParAccel Cluster included an inter-processor communications (IPC) fab- ric based on 1GbE technology. Each compute node was configured with four 1GbE NIC ports bonded together to form a single clus- ter interconnect totaling 4Gb of bandwidth. However, on-going testing by ParAccel with bigger data, more powerful servers, and fast- er storage showed the 4Gb cluster intercon- nect had emerged as a performance bottle- neck. ParAccel investigated higher performance interconnects and found that 10GbE server adapter technology was embedded on many new servers and affordable in an adapter card form-factor. They also found that each port on a dual-port 10GbE server adapter provides bi-directional bandwidth of 20Gb, and a total band- width of 40Gb. Having already qualified Emulex Fibre Channel HBAs for their SAN option, ParAccel looked to Emulex for OneConnect 10Gb NICs. Once in- stalled, the ParAccel team measured 5Gb of bandwidth being used on each link, giving them plenty of headroom for scaling perfor- mance in the future. Reference designs with 10GbE technology also reduced the amount of cabling required in the 1GbE communications fabric by 75%. Each port on a dual-port 10GbE server adapter provides bi-directional bandwidth of 20Gb, and a total bandwidth of 40Gb. 40Gb Page 4 of 6 Each server configured with one 10GbE NIC port for Inter Processor Communica- tions (IPC). New more powerful servers and software are expected to consume more than 5Gb of bandwidth used today. Reference Hardware Configuration using 1GbE Cluster Interconnect Reference Hardware Configuration using 10GbE Cluster Interconnect Each server configured with four 1GbE NIC ports for Inter Processor Communica- tions (IPC). This 4Gb interconnect emerged as a cluster bottleneck. Document # APP2012002 v1, April, 2012
  • 5. Results & Lessons Learned Mission Accomplished As a leading analytics platform that runs on industry-standard hardware and integrates industry-standard da- tabase tools and applications, one of ParAccel’s biggest challenges is to architect and test hardware (servers, storage, interconnects) that make their software perform at its peak. In this case, they have achieved their mission to eliminate a cluster bottleneck by implementing 10GbE NICs to provide the bandwidth needed to- day, and well into the future. But their mission is only partially accomplished. The ParAccel team believes they can achieve a higher level of performance with a lower latency cluster interconnect. However, the company is waiting for more affordable low latency 10Gb NIC products to become available before qualifying them for ParAccel clusters. Lessons Learned The following are a few lessons the ParAccel staff want to share with their peers:  The bandwidth and latency of the communications fabric is key to scaling the performance of a cluster.  A holistic approach to I/O and processing bottleneck is required for best performance.  Network capacity/bandwidth becomes even more critical as the number of nodes in your cluster increas- es.  10GbE can enable companies to continue to scale linearly even as their clusters approach 100 nodes or more.  To take proper advantage of the network, analytic workloads require a custom protocol (rather than rely on the common TCP/IP standard). Results Page 5 of 6 A bandwidth bottleneck in the communications fabric is eliminated with 10GbE. A lower latency interconnect could also improve perfor- mance, but is not yet affordable. Document # APP2012002 v1, April, 2012
  • 6. Resources Related Links To learn more about the companies, technologies and products mentioned in this report, visit the following web pages: Intel— Sandy Bridge Technology Intel— Romley Platform Roadmap Fusion IO (Solid State Disk) Emulex OneConnect IT Brand Pulse ParAccel Analytic Platform About the Author Frank Berry is founder and senior analyst for IT Brand Pulse, a trusted source of data and analysis about IT infrastructure, including servers, storage and networking. As for- mer vice president of product marketing and corporate marketing for QLogic, and vice president of worldwide marketing for the automated tape library (ATL) division of Quan- tum, Mr. Berry has over 30 years experience in the development and marketing of IT infrastructure. If you have any questions or comments about this report, contact frank.berry@itbrandpulse.com. Page 6 of 6 Document # APP2012002 v1, April, 2012