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多核平台下数据中心的性能优化和案例分析 乔楠 应用软件优化高级工程师 n [email_address]
Agenda Intel Software and Solution Group Introduction Intel Software Tuning Tools IPDC Tuning Methodology IPDC Tuning Case Study Summary
Agenda Intel Software and Solution Group Introduction Intel Software Tuning Tools IPDC Tuning Methodology IPDC Tuning Case Study Summary
Intel Software And Solution Group 22+ countries  • 53 major sites  Intel® Solutions Services Business & Tech Services Best practices,  Proof of concepts  Solution implementation  Intel® Software  Development Products Compilers Threading tools Cluster Tools Performance Libraries Code Performance analysis Research &  Development Linux & Open Source Managed Run time  Threading expertise HPC expertise Clusters & Grid Advanced Computing Intel® Software Network  “ One-Stop Shop For Developers” www.intel.com/software Intel® Software Partners Program Access to Intel Technology Remote Access Services Loaner SDP’s Membership Program  Go-to-Market Programs Intel ®  Software College Multi-Core Programming High Performance Computing Cluster setup Intel® Integrated Performance Primitives Moving to Multi-Core Class room and web based
CRT Focus  Domains
Enterprise Data Center Trends Scale-Out is the predominate architecture Exponential data explosion Manageability & Security Virtualization A More Complex Environment Supported through Software Service Oriented Architectures & Software as a Service Simplify Optimize Innovate Animation Need to improve efficiency & manage resources, power & cooling in a dynamic, automatic way Growth drives needs for high performance applications Solutions embrace new emerging technologies & drive new business models
CRT Datacenter Resource ,[object Object],[object Object],[object Object],[object Object],Intel ENDEAVOR 464 Intel® Xeon® Processors 5100 series,  6.85 Teraflop MP Linpack, #68 on top500
CRT Datacenter n/a Mellanox MHGS18-XTC (DDR) memfree Mellanox MHGA28-XS or MHGA28-XSC memfree Mellanox MHGA28-XS or MHGA28-XSC memfree Mellanox MHGA28-XT or MHGA28-XTC memfree  IB adapters SuSE Linux ES 10 RedHat EL4 update 4 OFED 1.2 RC 2 RedHat EL4 update 4 OFED 1.2 RC 2 RedHat EL4 update 4 OFED 1.2 RC 2 RedHat EL4 update 4 OFED 1.2 RC 2 OS / IB stack System Configuration Silverstorm 9240 (DDR) 84 ports Cisco 4506 96 ports Panasas 1 shelf 3 TB storage 120 GB SATA HDD FBDIMM 4x2 GB 533MHz Conroe XE 2.93 GHz / 4 MB cache 1066 MHz FSB S3000PT Port Townsend board 1U UP server 64 Discovery n/a Mellanox REVMT3000AQ4 72 ports SilverStorm 9240  (SDR) 288 ports  Infinicon 9120 (SDR) 144 ports IB switch n/a Cisco Catalyst 4506 144 ports Cisco Catalyst 4510 336 ports Hitachi 48 ports GigE Switch detail 9 TB SGI SAN RapidScale 2 storage servers  4 TB storage Panasas 7 shelves 35 TB storage RapidScale 6 storage servers 18 TB Cluster File System Abstract none 120GB SATA HDD 120GB SATA HDD 120 GB SATA HDD Hard drive 1 TB (256 x 4GB modules) FBDIMM 8x1GB 667MHz FBDIMM 8x1GB 667MHz FBDIMM 8x1GB 667MHz RAM Montecito 1.6 GHz / 24M cache 533 MHz FSB Clovertown B3 step 2.67ghz / 4MB cache 1333 MHz FSB Woodcrest B0 step 3.0 GHz / 4MB cache 1333 MHz FSB Woodcrest B0 step 3.0 GHz / 4MB cache 1333 MHz FSB CPU / Stepping Altix 4700 SMP 8 CPU boot set 128 CPU compute set EPSD S5000XSL Alcolu Gold main board 1U DP server EPSD S5000XSL Alcolu silver main board 1U DP server SuperMicro SDP Bensley server 4U DP server Platform 136 sockets 64 256 32 Node count Alice Atlantis Endeavor Challenger
CRT’s Menu of Services ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Key Applications Enabled on 64-bit Intel® Xeon® Processor ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Workstation applications  * Other brands and names may be claimed as the property of others.  Comprehensive Set of Applications Life Sciences (Linux*) BLAST Gaussian AMBER GAMESS Gromacs HMMER NAMD NWS (Linux*) MM5 WRF CCSM3 POP CAM Aladin Hirlam UM
Agenda Intel Software and Solution Group Introduction Intel Software Tuning Tools IPDC Tuning Methodology IPDC Tuning Case Study Summary
Levels of Parallelism Intel ®  Software Development Tools *Other names and brands may be claimed as the property of others.  Developer Considerations Intel Software Tools help address many parallel programming issues Multi-Node Cluster Level Multi-Core/SMP Node Level Serial Core Level ; Trace Analyzer VTune Thread Profiler VTune™ Performance Analysis Cluster MKL MKL IPP MKL IPP Performance Libraries Message Checker IDB-MPP Thread Checker IDB IDB Correctness & Debugging Cluster OpenMP Intel MPI Auto-Parallelization OpenMP* TBB C/C++ FORTRAN95 Programming Model, Implementation   
Sampling Collects System-wide Performance Data VTune™ Analyzer Features and Usage Models
Sampling Over Time Views Show How Sampling Data Changes Over Time VTune™ Analyzer Features and Usage Models
Sampling Source View Displays Source Code Annotated with Performance Data VTune™ Analyzer Features and Usage Models
Call Graph Collects and Displays Information About the Program Flow of the Application VTune™ Analyzer Features and Usage Models
Intel ®  Thread Checker Software Tools
Intel® Thread Profiler Pinpoints threading inefficiencies PINPOINTS  INEFFICIENCIES PINPOINTS INEFFICIENCIES
Agenda Intel Software and Solution Group Introduction Intel Software Tuning Tools IPDC Tuning Methodology IPDC Tuning Case Study Summary
3  层性能考量 ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Top down approach VTune Perfmon Emon APImon Traces App/Architecture Expertise Code Inspection Other Sessions  ITC/ITA Threading tracker/profiler SEP
系统优化 ,[object Object],[object Object],[object Object],[object Object],我们是否考虑了全部必要的系统因素 ?
应用程序调优 ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Intel 引领行业应用的多线程化
微架构调优 ,[object Object],[object Object],[object Object],[object Object],[object Object],优势 – 使用 Intel 开发、调优工具加快优化速度;微架构调优可反馈,改善系统架构
Cluster MKL Code Coverage tool Test prioritize tool ClusterOpenMP extension Performance-oriented programming model using Intel toolsets   Trace Analyzer   Link to the Executables Trace Collector Traces  files Optimizing Source Code Intel and the Intel logo are trademarks or registered trademarks of Intel Corporation or its subsidiaries in the United States or other countries. Running/ Perf. Analyzing Compiling Intel  MKL/IPP Intel  Vtune Intel  MPI Thread Profiler Thread Checker IDB/TotalView Debug Tools Intel Compiler Message  Checker Correct?
Agenda Intel Software and Solution Group Introduction Intel Software Tuning Tools IPDC Tuning Methodology IPDC Tuning Case Study Summary
数据中心优化案例分析 ,[object Object],[object Object],[object Object],And no source code access
数据中心优化案例分析 ( 续 ) ,[object Object],[object Object],[object Object],[object Object]
数据中心优化案例分析 ( 续 ) ,[object Object],[object Object],[object Object],[object Object],[object Object],降低了 20% CS 从 47% 到 86% CPU% 降低了 57% 提高了 76% 时延 NPTL vs. Linux Thread 最大处理链接数 对比
数据中心优化案例分析 ( 续 ) ,[object Object],[object Object],[object Object],[object Object],[object Object]
数据中心优化案例分析 ( 续 ) ,[object Object],[object Object],[object Object],[object Object],[object Object],1.07% 1.09% 0.97% L2 Miss 0.40% 0.42% 0.97% L2 Miss Demand 31 34 33 DBus Util 86% 60% 57% Bus Util 2.76 2.60 2.42 CPI sf:off/pf:on sf:on/pf:on sf:on/pf:off
Summary ,[object Object],[object Object],[object Object],[object Object]
 
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  • 2. Agenda Intel Software and Solution Group Introduction Intel Software Tuning Tools IPDC Tuning Methodology IPDC Tuning Case Study Summary
  • 3. Agenda Intel Software and Solution Group Introduction Intel Software Tuning Tools IPDC Tuning Methodology IPDC Tuning Case Study Summary
  • 4. Intel Software And Solution Group 22+ countries • 53 major sites Intel® Solutions Services Business & Tech Services Best practices, Proof of concepts Solution implementation Intel® Software Development Products Compilers Threading tools Cluster Tools Performance Libraries Code Performance analysis Research & Development Linux & Open Source Managed Run time Threading expertise HPC expertise Clusters & Grid Advanced Computing Intel® Software Network “ One-Stop Shop For Developers” www.intel.com/software Intel® Software Partners Program Access to Intel Technology Remote Access Services Loaner SDP’s Membership Program Go-to-Market Programs Intel ® Software College Multi-Core Programming High Performance Computing Cluster setup Intel® Integrated Performance Primitives Moving to Multi-Core Class room and web based
  • 5. CRT Focus Domains
  • 6. Enterprise Data Center Trends Scale-Out is the predominate architecture Exponential data explosion Manageability & Security Virtualization A More Complex Environment Supported through Software Service Oriented Architectures & Software as a Service Simplify Optimize Innovate Animation Need to improve efficiency & manage resources, power & cooling in a dynamic, automatic way Growth drives needs for high performance applications Solutions embrace new emerging technologies & drive new business models
  • 7.
  • 8. CRT Datacenter n/a Mellanox MHGS18-XTC (DDR) memfree Mellanox MHGA28-XS or MHGA28-XSC memfree Mellanox MHGA28-XS or MHGA28-XSC memfree Mellanox MHGA28-XT or MHGA28-XTC memfree IB adapters SuSE Linux ES 10 RedHat EL4 update 4 OFED 1.2 RC 2 RedHat EL4 update 4 OFED 1.2 RC 2 RedHat EL4 update 4 OFED 1.2 RC 2 RedHat EL4 update 4 OFED 1.2 RC 2 OS / IB stack System Configuration Silverstorm 9240 (DDR) 84 ports Cisco 4506 96 ports Panasas 1 shelf 3 TB storage 120 GB SATA HDD FBDIMM 4x2 GB 533MHz Conroe XE 2.93 GHz / 4 MB cache 1066 MHz FSB S3000PT Port Townsend board 1U UP server 64 Discovery n/a Mellanox REVMT3000AQ4 72 ports SilverStorm 9240 (SDR) 288 ports Infinicon 9120 (SDR) 144 ports IB switch n/a Cisco Catalyst 4506 144 ports Cisco Catalyst 4510 336 ports Hitachi 48 ports GigE Switch detail 9 TB SGI SAN RapidScale 2 storage servers 4 TB storage Panasas 7 shelves 35 TB storage RapidScale 6 storage servers 18 TB Cluster File System Abstract none 120GB SATA HDD 120GB SATA HDD 120 GB SATA HDD Hard drive 1 TB (256 x 4GB modules) FBDIMM 8x1GB 667MHz FBDIMM 8x1GB 667MHz FBDIMM 8x1GB 667MHz RAM Montecito 1.6 GHz / 24M cache 533 MHz FSB Clovertown B3 step 2.67ghz / 4MB cache 1333 MHz FSB Woodcrest B0 step 3.0 GHz / 4MB cache 1333 MHz FSB Woodcrest B0 step 3.0 GHz / 4MB cache 1333 MHz FSB CPU / Stepping Altix 4700 SMP 8 CPU boot set 128 CPU compute set EPSD S5000XSL Alcolu Gold main board 1U DP server EPSD S5000XSL Alcolu silver main board 1U DP server SuperMicro SDP Bensley server 4U DP server Platform 136 sockets 64 256 32 Node count Alice Atlantis Endeavor Challenger
  • 9.
  • 10.
  • 11. Agenda Intel Software and Solution Group Introduction Intel Software Tuning Tools IPDC Tuning Methodology IPDC Tuning Case Study Summary
  • 12. Levels of Parallelism Intel ® Software Development Tools *Other names and brands may be claimed as the property of others. Developer Considerations Intel Software Tools help address many parallel programming issues Multi-Node Cluster Level Multi-Core/SMP Node Level Serial Core Level ; Trace Analyzer VTune Thread Profiler VTune™ Performance Analysis Cluster MKL MKL IPP MKL IPP Performance Libraries Message Checker IDB-MPP Thread Checker IDB IDB Correctness & Debugging Cluster OpenMP Intel MPI Auto-Parallelization OpenMP* TBB C/C++ FORTRAN95 Programming Model, Implementation   
  • 13. Sampling Collects System-wide Performance Data VTune™ Analyzer Features and Usage Models
  • 14. Sampling Over Time Views Show How Sampling Data Changes Over Time VTune™ Analyzer Features and Usage Models
  • 15. Sampling Source View Displays Source Code Annotated with Performance Data VTune™ Analyzer Features and Usage Models
  • 16. Call Graph Collects and Displays Information About the Program Flow of the Application VTune™ Analyzer Features and Usage Models
  • 17. Intel ® Thread Checker Software Tools
  • 18. Intel® Thread Profiler Pinpoints threading inefficiencies PINPOINTS INEFFICIENCIES PINPOINTS INEFFICIENCIES
  • 19. Agenda Intel Software and Solution Group Introduction Intel Software Tuning Tools IPDC Tuning Methodology IPDC Tuning Case Study Summary
  • 20.
  • 21.
  • 22.
  • 23.
  • 24. Cluster MKL Code Coverage tool Test prioritize tool ClusterOpenMP extension Performance-oriented programming model using Intel toolsets Trace Analyzer Link to the Executables Trace Collector Traces files Optimizing Source Code Intel and the Intel logo are trademarks or registered trademarks of Intel Corporation or its subsidiaries in the United States or other countries. Running/ Perf. Analyzing Compiling Intel MKL/IPP Intel Vtune Intel MPI Thread Profiler Thread Checker IDB/TotalView Debug Tools Intel Compiler Message Checker Correct?
  • 25. Agenda Intel Software and Solution Group Introduction Intel Software Tuning Tools IPDC Tuning Methodology IPDC Tuning Case Study Summary
  • 26.
  • 27.
  • 28.
  • 29.
  • 30.
  • 31.
  • 32.