IBM i Performance Management and Performance Data Collectors
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1 IBM i Performance Management and Performance Data Collectors Dawn May [email protected]
2 Agenda Wait Accounting IBM i Performance Data Collectors Performance Data Investigator
3 What is Wait Accounting? Wait Accounting is the ability to determine what a job is doing when it is not running When a job is not running, it is waiting But what is it waiting for? Waits may be normal, some waits are not normal Wait Accounting helps to determine if a wait condition is a problem IBM i has instrumented most of the wait conditions Wait information is collected by Collection Services and Job Watcher 3 i Exclusive!
4 What is Wait Accounting? Wait Accounting is used to understand what is happening when a job is waiting Wait information is tracked for each job, thread and task on system A job spends its time in one of three states CPU Time spent dispatched to the processor, active/running CPU queuing Ready to be processed, waiting for a processor to become available Wait Waiting for something or someone, blocked or idle 4
5 Basics of Waiting Two basic types of waits Idle: waiting for a work request Typically not indicative of a problem E.g., waiting for the Enter key to be pressed on a 5250 display session If a problem, usually external to the machine E.g., slow arrival of work requests due to communications problem Possible, but not typical in batch jobs E.g., waiting for an entry to be placed on a data queue Blocked: waits that occur while performing a work request Blocked waits are the ones we want to take a closer look at 5 Outside of CPU usage and CPU queue time, blocked waits are the reason jobs/threads take as long as they do to complete their work
6 Holders and Waiters IBM i keeps track of who is holding a resource, and if applicable, who is waiting to access that resource A Holder is the job/thread/task that is holding the serialized resource A Waiter is the job/thread/task that wants to access the serialized resource IBM i maintains call stacks for every job/thread/task The combination of wait accounting - the resource being waited for holders and waiters - who has the resource and who is waiting for it call stacks - how we got there provides a very powerful solution for analyzing wait conditions 6
7 Factors that Affect Performance User expectations Hardware capabilities and configuration Software Workload Network 7
8 Patterns in Performance Data Performance data typically has patterns Daily, weekly, monthly, yearly Understand your typical patterns Recognize change 8
9 IBM i Performance Data Collectors There are four performance data collectors Collection Services Job Watcher Disk Watcher Performance Explorer All are included in the base OS as of 6.1 Performance Data Investigator 9
10 Collection Services Collection Services is an IBM i function that samples system and job level performance data IBM recommends you always run Collection Services Collects performance data 24x7 with minimal overhead Collects data from many system resources Collects data at regular intervals from 15 seconds to 1 hour (default is 15 minutes) Data initially stored in a a management collection object Can hold large quantities of performance data with minimal overhead Performance data is copied into database files 10
11 Why Collect Sample Data? Low overhead monitoring of system activity How much of a resource is being consumed By whom / when Relationships between monitored data Problem analysis - indicators of what to look at Identify job (using too much CPU, too much time waiting, high I/O counts) Disk contention Trending When will system run out of: CPU, disk,... Capacity planning 11
12 Considerations data impacts Busy system x Short interval = a lot of data Job data (*JOBMI and *JOBOS categories) are most likely to generate a lot of data System i Navigator monitors are often used with short interval Collector manages *MGTCOL objects (attribute *PFR only) However, with automatic CRTPFRDTA - watch for database files growth due to size or number of members 12
13 Manually Managing the Collector There are many ways to start the collector and manage the data that it collects IBM Systems Director Navigator for i System i Navigator Need to install the Configuration and Service component on your client Performance Tools Menu Option 2 on GO PERFORM or STRPFRT APIs Commands STRPFRCOL Start Performance Collection ENDPFRCOL End Performance Collection CFGPFRCOL Configure Performance Collection CHKPFRCOL Check Performance Collection 13
14 Performance Data Management Collection Services will automatically expire data but you should keep important collections for comparison Past seven to ten days Keeping the management collection objects is more important than the DB2 files Key time periods & events, such as end-of-month or end-of-year processing, baseline prior to installing a new release Back up key Collection Services data as you would business data Copy collection management objects to a separate library to prevent them from being automatically expired Review your Collection Services collection interval Default is 15 minutes Smaller intervals == more data Review your Collection Services cycle interval Default is once daily at midnight Select a time that will have minimal impact on critical business functions 14
15 Job Watcher Job Watcher returns real-time information about a selected set of jobs, threads, or LIC tasks Job Watcher collects different types of data than Collection Services, and more frequent intervals Job Watcher has more overhead than Collection Services Data collected by Job Watcher includes Wait times CPU I/O activity Call Stacks SQL statements Communications statistics Activation Group statistics 15 Run Job Watcher when you need detailed performance data for diagnostic purposes. There are clients that run Job Watcher 24x7 to always have diagnostic data available. Need to manage the data carefully.
16 Why use of Job Watcher? Most performance problems can be identified and resolved with Job Watcher Job Watcher is the tool of choice for IBM Support and Lab Services consultants for IBM i performance analysis Identify and resolve performance problems due to wait conditions Wait information, holders and waiters, call stacks Call stacks to identify program flow Identify issues with SQL performance SQL statement details Shorter intervals for data collection As fast as possible option More granular data collection specifications One job to all jobs on the system Many different ways to identify what data to collect 16
17 How Do I Run Job Watcher? CL Commands available beginning with 6.1 Add Job Watcher Definition (ADDJWDFN) to define the collection Identifies the performance data that is to be collected Remove Job Watcher Definition (RMVJWDFN) to remove a definition Start Job Watcher (STRJW) to start the collection End Job Watcher (ENDJW) to end the collection (optionally) Prior to 6.1, the idoctor product is required to collect Job Watcher data Performance Tools Product, Option 3 (Job Watcher), is required for the Job Watcher GUI in IBM Systems Director Navigator 17
18 IBM-Supplied Job Watcher Definitions Several pre-defined Job Watcher definitions are available The main difference is the sample intervals Q1SEC* 1 second intervals with call stacks, another to include SQL Q10SEC* 10 second intervals with call stacks, another to include SQL Q5SEC* 5 second intervals with call stacks 18
19 Disk Watcher Disk Watcher is a performance data collector for detailed disk performance Near real-time diagnosis of disk performance issues Statistical and Trace data Data is written to DB2 files Data beyond that available in tools such as Work with Disk Status (WRKDSKSTS), Work with System Status (WRKSYSSTS), and Work with System Activity (WRKSYSACT) These tools do provide information concerning: disk I/O, paging rates, CPU usage, and temporary storage usage Disk Watcher goes further by providing information related to the Run Disk Watcher when you need detailed Task Dispatching Elements (TDEs), performance data for disk I/O analysis. objects, and programs involved in the I/O operation 19
20 Potential uses of Disk Watcher Evaluating the I/O performance of programs or workloads Which jobs, threads and/or tasks cause the most I/O operations? Which programs cause the most I/O operations? Which objects are the target of I/O operations? Evaluating the performance of I/O operations on multi-path disk units Evaluating the performance of I/O queuing Determining how performance may be improved by respreading data across units Determining the optimal placement of devices, IOAs, or buses 20
21 How Do I Run Disk Watcher Start Disk Watcher (STRDW) command on 5.4 via PTFs CL Commands available beginning with 6.1 Add Disk Watcher Definition (ADDDWDFN) to define the collection Identifies the performance data that is to be collected Remove Disk Watcher Definition (RMVDWDFN) to remove a definition Start Disk Watcher (STRDW) to start the collection End Disk Watcher (ENDDW) to end the collection (optionally) Performance Tools Product, Option 1 (Manager), is required for the Disk Watcher GUI in IBM Systems Director Navigator 21
22 IBM-Supplied Disk Watcher Definitions Several pre-defined Disk Watcher definitions are available 22 Start by looking a statistics and use a trace only if very detailed analysis is required QSTATS collects statistical data (summarized into counts and times) QTRC collects trace data (very detailed I/O information) QFULL collects both statistical and trace data
23 Performance Explorer Performance Explorer help identify the causes of performance problems that cannot be resolved using one of the other performance data collectors Collects more detailed information about a specific application, program, or resource Performance Explorer is typically used for two main reasons: Detailed performance trace data is needed to identify the performance problem Analyzing the performance of applications 23
24 How Do I Run Performance Explorer? Start Performance Explorer (STRPEX) command CL Commands Add Performance Explorer Definition (ADDPEXDFN) to define the collection Identifies the performance data that is to be collected Remove Performance Explorer Definition (RMVPEXDFN) to remove a definition Start Performance Explorer (STRPEX) to start the collection End Performance Explorer (ENDPEX) to end the collection (optionally) Print PEX Report command to print out the report In the base operating system starting with IBM i 6.1 PEX Analyzer is part of the IBM idoctor product 24
25 Performance Data Collectors - Positioning Collection Services Sample data Collected every 15 minutes (default) No information concerning specific I/O operations Less detail 25 Disk Watcher Statistics as well as Trace data Focus on disk data Job Watcher Performance Explorer (PEX) Sample data Trace data Support for very small intervals Information collected for every I/O event Focus on job data Call Stacks SQL Statements Wait buckets Collection and analysis complex more detail
26 Analyze Performance Data Start with Collection Services data. Whether investigating a reported problem, monitoring how your system is running, or looking for improvement candidates, it can help Use it to understand resource usage, what is or is not being used, how did it change, when did it happen, what is affected etc. Basically scope the problem Where to start Health Indicators perspectives - Are any resources constrained? Collection Services perspectives: CPU Utilization and Waits Overview Any periods of high CPU or wait time? Does any type of wait stand out? CPU utilization by Thread or Task See who is using CPU time. Resource Utilization Overview time based comparison of disk busy, physical I/O, faulting, CPU, logical DB I/O and 5250 transactions. Does anything stand out here? 26 Use drill downs and other perspectives based on what you found above and want to investigate further.
27 Analyze Performance Data (continued) Using the Collection Services data you should know what you need to investigate further excessive CPU consumption, locking issues, disk utilization, when it happened what resources were involved (jobs, disk units,.) Collection Services cannot tell you details like what programs, instructions were running, objects, files, records, SQL statements being used, who is holding locks and who is waiting You need to use tools like Job watcher, Disk Watcher and/or PEX for this in depth information. Based on the Collection Services information you can focus these tools to collect only the data you need. Generally, Job Watcher is used when you cannot identify the root cause with Collection Services
28 Understanding Time Dispatched on a CPU Time dispatched on a CPU (Wait Bucket 1) Thread or task has been assigned to a processor and is NOT waiting Complicated by certain features Hardware Multi Threading (HMT) Allows multiple threads/tasks to be assigned to a single physical processor Causes bucket 1 time to be greater than actual CPU time Background assisting tasks Promote their CPU usage back into the client job/thread Causes client thread s bucket 1 time to be smaller than measured CPU time LPAR shared/partial processors Bucket 1 records time dispatched to the virtual processor Bucket 1 time may be greater than CPU time because it may include time the thread/task is waiting for the physical processor behind the virtual processor Wait Bucket 1 does NOT equal CPU Time 28
29 Understanding CPU Queuing CPU Queuing (Wait Bucket 2) Thread or task has been assigned to a processor and is waiting for the CPU to become available Too much work on the partition causing threads to need to wait for the processors Spikey workloads Shared processors Latency due to hypervisor is sharing the physical processors among multiple partitions 29
30 Disk Response Time Disk Response Time may be the most important component in overall system performance in today's system Very fast processor technology, while disk performance has not yet made as much progress Solid State Devices will have some impact here Rules of thumb for categories: Good: Average response time less than 5 milliseconds Normal: Average response time between 5 and 10 milliseconds Requires analysis: anything over 10 milliseconds Alternatively - Establish disk response time objectives for a given application This becomes your benchmark Dividing the total disk response time per transaction by the average number of synchronous disk I/Os per transaction Online Transaction Processing (OLTP) objectives will vary from batch processing because it may be more disk I/O intensive 30
31 Disk Response Time Groups Disk Response Time Groups were added in 6.1, enhanced in 7.1 Response time measured at the I/O Device Driver level Counts are incremented in the appropriate response time group Can get a histogram of the disk response times and easily identify if you have slow disk operations 7.1 Time is in microseconds instead of milliseconds Read and write times into separate groups Data is stored in separate file, QAPMDISKRB 31
32 Disk Response Time Groups - comparison 6.1 Range Range Range Range Range Range 1: 0 2: 1ms 3: 16ms 4: 64ms 5: 256ms 6: < 1ms; < 16ms; < 64ms; < 256ms; < 1,024ms; >= 1,024ms; 7.1 Range Range Range Range Range Range Range Range Range Range Range 1: 0 < 15us; 2: 15us < 250us; 3: 250us < 1,000us; 4: 1,000us < 4,000us; 5: 4,000us < 8,000us; 6: 8,000us < 16,000us; 7: 16,000us < 64,000us; 8: 64,000us < 256,000us; 9: 256,000us < 500,000us; 10: 500,000us < 1,024,000us; 11: >= 1,024,000us;
33 IBM i Systems Director Navigator Performance Tasks 33
34 IBM Systems Director Navigator for i IBM Systems Director Navigator for i is the Web console for managing IBM i Much of the function that exists in System i Navigator, but with a browser user interface Simply point your browser to 34
35 Updates to the Performance Data Investigator Major enhancements have been made to the Performance Data Investigator For the latest 7.1 support install the latest level of group PTF SF99368 For the latest 6.1 support Install the latest level of group PTF SF
36 Performance Tasks Performance is a major function within this Web console Investigate Data Collections All Performance Tasks Active Jobs Disk Status System Status Define, start, stop and manage performance data collectors 36
37 Managing Performance Collections 37
38 Investigate Data Prerequisites IBM i for Collection Services, Health Indicators Performance Tools product for Disk Watcher, Performance Explorer, Job Watcher features 5761PT1 for PT1 for 7.1 IBM Performance Tools for i Performance Tools - Manager Feature Disk Watcher, Performance Explorer Performance Tools - Agent Feature Performance Tools - Job Watcher 38
39 Prerequisites IBM Performance Tools Manager feature IBM Performance Tools Manager feature IBM Performance Tools Job Watcher feature IBM i 6.1 or later Included with the base operating system 39
40 Prerequisites Users need to be authorized to use the investigate data and collection manager performance tasks Include users on the QPMCCDATA authorization list Edit Authorization List Object : Library..... : QPMCCDATA QSYS Owner : Primary group... : QSYS *NONE Type changes to current authorities, press Enter. User *PUBLIC QSYS PDI01 PDI02 PDI03 PDI04 PDI05 PDI06 PDI07 PDI08 PDI09 40 Object Authority *EXCLUDE *ALL *USE *USE *USE *USE *USE *USE *USE *USE *USE List Mgt X More...
41 Prerequisites, continued To see the Disk Watcher definitions through the GUI, users need authority to the QAPYDWDFN file in QUSRSYS File is shipped with *PUBLIC *EXCLUDE To see the Job Watcher definitions through the GUI, users need authority to the QAPYJWDFN file in QUSRSYS File is shipped with *PUBLIC *EXCLUDE It is recommended to change the Create Performance Summary (CRTPFRSUM) option on CFGPFRCOL to *YES Or use the Create Performance Summary (CRTPFRSUM) command to create this summary data for existing collections The performance summary data can help the queries used by the Performance Data Investigator run faster 41
42 Investigate Data Perspectives are a logical grouping of similar or related views that benefit from being rendered side-by-side for reference or context. Content Package is a set of perspectives that share a commonality (major theme). 42
43 Investigate Data Select Collection The Collection boxes allow you to specify which collection you want to work with. Only collections valid for the type of chart you select will be displayed. 43
44 CPU Utilization and Waits Overview 44
45 Optionally View Collection Information Details Toggle on/off the detailed information regarding the collection Collection name, library and type Start and end time Name of the system the data was collected on The release level of the collection 45
46 Physical System Charts Collection Services has the ability to collect certain high-level cross-partition processor performance metrics for all logical partitions on the same single physical server regardless of operating system. This is available on Power 6 and above servers, with a minimum firmware level xx340_061. When this data is available, it can be viewed via several perspectives found under "Physical System". HMC option to enable performance collection must be turned on for the IBM i partition to collect the data
47 Logical Partitions Overview Requires Power 6 and IBM i 6.1 or later 47
48 Performance Explorer The Profile Perspectives provide function similar to what Performance Data Trace Visualizer offers 48
49 Health Indicators System Resource Health Indicators 49
50 Scaled CPU 50
51 Design Mode 51 Once you Enable Design Mode additional options become available to create and edit your own charts and tables.
52 Creating Custom Content Packages 52
53 Advanced Edit Edit the markup language directly 53
54 Design Mode Edit View 54
55 Design Mode Edit View 55
56 Modify SQL customize the queries 56
57 Size Next Upgrade Send data directly to the IBM Workload Estimator Takes the measured data from Collection Services and inputs it to the IBM Workload Estimator (WLE) Intended for a one-time sizing activity 57
58 Metric Finder 58
59 Disk Watcher 59
60 Disk Watcher Statistical Overviews 60
61 Job Watcher Session Improve Your Job Performance Using Run-Wait Analysis 61
62 Job Watcher - CPU Utilization and Waits Overview 62
63 Investigate Data Enhancements 7.1 Enhancements
64 Disk Response Time Charts
65 Improved Integration with Active Jobs 65
66 Improved Integration with System and Disk Status 66
67 Performance Management Life-cycle Set Performance Objectives and Create a Baseline Collect Performance Data Real-time Monitoring Analyze Performance Data Tuning Historical Trending Capacity Planning Revised January 9,
68 Performance Management Redbook Focuses on 6.1 tools with Oct 2009 enhancements Redbook number - SG
69 IBM Systems Lab Services and Training Power Services Key Offerings Americas, WW Contacts High Availability Services on Power Systems (including Advanced Copy Services for PowerHA on IBM i) Systems Director Services PowerCare Services Frank Kriss Performance and Scalability services (including system, application, and database tuning) IBM i, High Availability Virtualization Services for AIX on Power Systems Karen Anderson Application and database modernization consulting (SOA implementation) IBM i Vouchers Linux on Power consulting, custom application development, implementation, and optimization services Stephen Brandenburg Security on Power consulting and implementation services System consolidation and migration service High Performance Computing consulting and implementation services SAP on IBM i consulting Power Blades on BladeCenter (including VIOS on i and blades running IBM i implementation) Smart Analytics services (including DB2 Web Query implementation and consulting) Public, private, customized and self-paced virtual training Power Systems Technical University Mark Even [email protected], IBM i [email protected], PowerVouchers, Virtualization Program, AIX SWOT/SWAT, AIX Allen Johnston [email protected], PowerCare Cindy Mestad [email protected], Power Performance and Scalability Center [email protected]
70 IBM i Solid State Drive Performance Services Evaluate the benefits of SSD technologies with IBM i based applications Features Typical Benefits Real data available to assess if SSDs are for you. Multiple offerings provide flexibility in the scope and depth of the analysis you choose to perform. With the assistance of our Lab Services experts, clients will learn how to optimize the use of SSDs to meet their processing and business requirements. Three options to best meet client needs: 1. Data collection on the client system with analytical services to determine the benefit SSDs will provide. The analysis also identifies which specific objects should be stored on SSDs to optimize benefits. 2. Remote access to a fixed Power IBM i configuration to load and test client workloads on both SSDs and traditional disk drives (HDDs). Assessment is made of the delta between workload performance on SSDs and HDDs. 3. Hardware configured to client specifications with client workloads run on a system in the Performance and Scalability Services Center in Rochester, MN. Client has onsite access to state of the art test center. Optimal SSD configuration for current and future workload requirements is determined from analysis of workload runs. Contact To initiate these services, submit a request form at url: Why IBM Rochester? Deep skills in IBM i implementation and integration Experience in system, database, and application performance gleaned from hundreds of engagements with clients across most industries Ability to deliver skills transfer as part of your service engagement IBM, the IBM logo, and ibm.com are trademarks of IBM Corp., registered in many jurisdictions worldwide. Other product and service names might be trademarks of IBM or other companies. A current list of IBM trademarks is available on the Web at Copyright and trademark information at [email protected]
71 IBM i Web Sites with Performance Information IBM i Information Center Systems Management Performance IBM i Performance Management Performance Management for Power Systems IBM Workload Estimator DeveloperWorks - IBM i Performance Data Investigator IBM i Performance Data Investigator Edit Perspectives Job Waits Whitepaper IBM Systems Director IBM Tivoli Monitoring IBM Tivoli Monitoring Agent for i5/os 71
72 References i Can Performance blogs IBM Systems Magazine, IBM I - Sky High Performance, Aug SystemiNetwork - Performance Data Investigator Consolidates Functions in One Place, June SystemiNetwork - IBM Systems Director Navigator for i: Performance Tasks Overview, June IBM Systems Magazine, IBM i A Command Performance, Nov IBM Systems Magazine, IBM i - Introducing IBM Systems Director Navigator for i5/os, Aug
73 Special notices This document was developed for IBM offerings in the United States as of the date of publication. IBM may not make these offerings available in other countries, and the information is subject to change without notice. Consult your local IBM business contact for information on the IBM offerings available in your area. Information in this document concerning non-ibm products was obtained from the suppliers of these products or other public sources. Questions on the capabilities of non-ibm products should be addressed to the suppliers of those products. IBM may have patents or pending patent applications covering subject matter in this document. The furnishing of this document does not give you any license to these patents. Send license inquires, in writing, to IBM Director of Licensing, IBM Corporation, New Castle Drive, Armonk, NY USA. All statements regarding IBM future direction and intent are subject to change or withdrawal without notice, and represent goals and objectives only. The information contained in this document has not been submitted to any formal IBM test and is provided "AS IS" with no warranties or guarantees either expressed or implied. All examples cited or described in this document are presented as illustrations of the manner in which some IBM products can be used and the results that may be achieved. Actual environmental costs and performance characteristics will vary depending on individual client configurations and conditions. IBM Global Financing offerings are provided through IBM Credit Corporation in the United States and other IBM subsidiaries and divisions worldwide to qualified commercial and government clients. Rates are based on a client's credit rating, financing terms, offering type, equipment type and options, and may vary by country. Other restrictions may apply. Rates and offerings are subject to change, extension or withdrawal without notice. IBM is not responsible for printing errors in this document that result in pricing or information inaccuracies. All prices shown are IBM's United States suggested list prices and are subject to change without notice; reseller prices may vary. IBM hardware products are manufactured from new parts, or new and serviceable used parts. Regardless, our warranty terms apply. Any performance data contained in this document was determined in a controlled environment. Actual results may vary significantly and are dependent on many factors including system hardware configuration and software design and configuration. Some measurements quoted in this document may have been made on development-level systems. There is no guarantee these measurements will be the same on generallyavailable systems. Some measurements quoted in this document may have been estimated through extrapolation. Users of this document should verify the applicable data for their specific environment. Revised September 26,
74 Special notices (cont.) IBM, the IBM logo, ibm.com AIX, AIX (logo), AIX 6 (logo), AS/400, Active Memory, BladeCenter, Blue Gene, CacheFlow, ClusterProven, DB2, ESCON, i5/os, i5/os (logo), IBM Business Partner (logo), IntelliStation, LoadLeveler, Lotus, Lotus Notes, Notes, Operating System/400, OS/400, PartnerLink, PartnerWorld, PowerPC, pseries, Rational, RISC System/6000, RS/6000, THINK, Tivoli, Tivoli (logo), Tivoli Management Environment, WebSphere, xseries, z/os, zseries, AIX 5L, Chiphopper, Chipkill, Cloudscape, DB2 Universal Database, DS4000, DS6000, DS8000, EnergyScale, Enterprise Workload Manager, General Purpose File System,, GPFS, HACMP, HACMP/6000, HASM, IBM Systems Director Active Energy Manager, iseries, Micro-Partitioning, POWER, PowerExecutive, PowerVM, PowerVM (logo), PowerHA, Power Architecture, Power Everywhere, Power Family, POWER Hypervisor, Power Systems, Power Systems (logo), Power Systems Software, Power Systems Software (logo), POWER2, POWER3, POWER4, POWER4+, POWER5, POWER5+, POWER6, POWER7, purescale, System i, System p, System p5, System Storage, System z, Tivoli Enterprise, TME 10, TurboCore, Workload Partitions Manager and X-Architecture are trademarks or registered trademarks of International Business Machines Corporation in the United States, other countries, or both. If these and other IBM trademarked terms are marked on their first occurrence in this information with a trademark symbol ( or ), these symbols indicate U.S. registered or common law trademarks owned by IBM at the time this information was published. Such trademarks may also be registered or common law trademarks in other countries. A current list of IBM trademarks is available on the Web at "Copyright and trademark information" at The Power Architecture and Power.org wordmarks and the Power and Power.org logos and related marks are trademarks and service marks licensed by Power.org. UNIX is a registered trademark of The Open Group in the United States, other countries or both. Linux is a registered trademark of Linus Torvalds in the United States, other countries or both. Microsoft, Windows and the Windows logo are registered trademarks of Microsoft Corporation in the United States, other countries or both. Intel, Itanium, Pentium are registered trademarks and Xeon is a trademark of Intel Corporation or its subsidiaries in the United States, other countries or both. AMD Opteron is a trademark of Advanced Micro Devices, Inc. Java and all Java-based trademarks and logos are trademarks of Sun Microsystems, Inc. in the United States, other countries or both. TPC-C and TPC-H are trademarks of the Transaction Performance Processing Council (TPPC). SPECint, SPECfp, SPECjbb, SPECweb, SPECjAppServer, SPEC OMP, SPECviewperf, SPECapc, SPEChpc, SPECjvm, SPECmail, SPECimap and SPECsfs are trademarks of the Standard Performance Evaluation Corp (SPEC). NetBench is a registered trademark of Ziff Davis Media in the United States, other countries or both. AltiVec is a trademark of Freescale Semiconductor, Inc. Cell Broadband Engine is a trademark of Sony Computer Entertainment Inc. InfiniBand, InfiniBand Trade Association and the InfiniBand design marks are trademarks and/or service marks of the InfiniBand Trade Association. Other company, product and service names may be trademarks or service marks of others. Revised February 9,
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