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PmcTools: Whole-system, low-overhead
             performance measurement in FreeBSD

                                   J...
Outline

    Introduction
1
       Introducing PmcTools
    PmcTools
2
      Architectural Overview
      API
      Design...
Introduction


Goals Of This Talk




      Introduce FreeBSD/PmcTools.
      Introduce BSD culture.




Joseph Koshy (Fre...
Introduction


About FreeBSD




      http://www.freebsd.org/
      Popular among appliance makers, ISPs, web hosting pro...
Introduction


About jkoshy@FreeBSD.org




      FreeBSD developer since 1998.
      Technical interests:
              P...
Introduction


The Three Big Questions in Performance Analysis




      What is the system doing?
  1


      Where in th...
Introduction


Question 1: What is the system doing?


      System behaviour:
              Traditional UNIX tools: vmsta...
Introduction


Question 2: Which portion of the system is
responsible?


      Which subsystems are involved?
      Where ...
Introduction   Introducing PmcTools




    Introduction
1
       Introducing PmcTools

    PmcTools
2
      Architectural...
Introduction   Introducing PmcTools


PmcTools Project Goals



                                                Low−overhe...
Introduction   Introducing PmcTools


Performance Analysis: Conventional vs. PmcTools


  Description                     ...
Introduction   Introducing PmcTools


Related open-source projects



         Linux Many projects related to PMCs:
      ...
PmcTools   Architectural Overview




    Introduction
1
       Introducing PmcTools

    PmcTools
2
      Architectural O...
PmcTools                   Architectural Overview


Overview: Architecture




                                           ...
PmcTools   Architectural Overview


Components



      hwpmc kernel bits
kernel changes (see later)
       libpmc applica...
PmcTools    Architectural Overview


PMC Scopes


                                                                        ...
PmcTools   Architectural Overview


Counting vs. Sampling




                       Process−scope,                    Sys...
PmcTools      Architectural Overview


Using system-scope PMCs




                                                    pro...
PmcTools       Architectural Overview


Using process-scope PMCs




                                                  own...
PmcTools   API




    Introduction
1
       Introducing PmcTools

    PmcTools
2
      Architectural Overview
      API
 ...
PmcTools   API


API Overview


Categories:
      Administration (2).
      Convenience Functions (8).
      Initializatio...
PmcTools     API


Example: API Usage

                                                     attach
                       ...
PmcTools   Design Issues




    Introduction
1
       Introducing PmcTools

    PmcTools
2
      Architectural Overview
 ...
PmcTools   Design Issues


PMCs Vary A Lot

    AMD Athlon XP                  4 PMCs, 48 bits wide.
    AMD Athlon64     ...
PmcTools   Design Issues


API Design Issues

Issues:
      Designing an extensible programming interface for application ...
PmcTools   Profiling




    Introduction
1
       Introducing PmcTools

    PmcTools
2
      Architectural Overview
      ...
PmcTools   Profiling


Conventional Statistical Profiling




      Needs specially compiled binaries (cc -pg).
      Sampli...
PmcTools   Profiling


PmcTools’ Statistical Profiling




      Sets up PMCs to interrupt the CPU on overflow.
      Uses an...
PmcTools         Profiling


Profiling with NMIs

                                 HWPMC(4)
                                ...
PmcTools       Profiling


Profiling Workflow


             System/application
                                             ...
PmcTools        Profiling


Profiling of Shared Objects

                 0                                                 ...
PmcTools      Profiling


Remote Profiling




                                          log data




                      ...
PmcTools   Implementation




    Introduction
1
       Introducing PmcTools

    PmcTools
2
      Architectural Overview
...
PmcTools   Implementation


Implementation Information


      Module                                     Comments
       ...
PmcTools   Implementation


Impact on Base Kernel

Space Requirements 2 bits (P HWPMC, TDP CALLCHAIN). Uses free
         ...
PmcTools   Implementation


Portability




Application Portability High.
Portability of libpmc Moderate. Requires a POSIX...
Status & Future Work   Status




    Introduction
1
       Introducing PmcTools

    PmcTools
2
      Architectural Overv...
Status & Future Work   Status


Current State



      Proof-of-concept application pmcstat is the current “user
      int...
Status & Future Work   Status


Support load

      Volunteer project. Initial hardware bought from pocket, or on loan.
  ...
Status & Future Work   Future Projects




    Introduction
1
       Introducing PmcTools

    PmcTools
2
      Architectu...
Status & Future Work   Future Projects


Profiling the Cloud



                                                           ...
Status & Future Work   Future Projects


Other project ideas



      A graphical visualizer “console”.
      Enhance gpro...
Status & Future Work   Research Topics




    Introduction
1
       Introducing PmcTools

    PmcTools
2
      Architectu...
Status & Future Work    Research Topics


Profile guided system layout
                                       applications
...
Status & Future Work   Research Topics


Detection of SMP data structure layout bugs


struct shared
  ...
  char sh foo;
...
Status & Future Work   Research Topics


Profiling for power use




      What part of the system consumes power?
      Wh...
Conclusion




    Introduction
1
       Introducing PmcTools

    PmcTools
2
      Architectural Overview
      API
     ...
Conclusion


Talk Summary




      FreeBSD/PmcTools was introduced.
      The design & implementation of PmcTools was loo...
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Overview of FreeBSD PMC Tools

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ACM Tech Talk April 2009 by Joseph Koshy - FreeBSD committer

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Transcript of "Overview of FreeBSD PMC Tools"

  1. 1. PmcTools: Whole-system, low-overhead performance measurement in FreeBSD Joseph Koshy FreeBSD Developer 18 April 2009 Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 1 / 48
  2. 2. Outline Introduction 1 Introducing PmcTools PmcTools 2 Architectural Overview API Design Issues Profiling Implementation Status & Future Work 3 Status Future Projects Research Topics Conclusion 4 Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 2 / 48
  3. 3. Introduction Goals Of This Talk Introduce FreeBSD/PmcTools. Introduce BSD culture. Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 3 / 48
  4. 4. Introduction About FreeBSD http://www.freebsd.org/ Popular among appliance makers, ISPs, web hosting providers: Fast, stable, high-quality code, liberal license. FreeBSD culture in one sentence: “Shut up and code”. Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 4 / 48
  5. 5. Introduction About jkoshy@FreeBSD.org FreeBSD developer since 1998. Technical interests: Performance analysis; the design of high performance software. Low power computing. Higher order, typed languages. Writing clean, well-designed code. Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 5 / 48
  6. 6. Introduction The Three Big Questions in Performance Analysis What is the system doing? 1 Where in the code does the behaviour arise? 2 What is to be done about it? 3 Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 6 / 48
  7. 7. Introduction Question 1: What is the system doing? System behaviour: Traditional UNIX tools: vmstat, iostat, top, systat, ktrace, truss. Counters under the sysctl hierarchy. Compile time options such as LOCK PROFILING. New tools like dtrace. Machine behaviour: Modern CPUs have in-CPU hardware counters measuring hardware behaviour: bus utilization, cache operations, instructions decoded and executed, branch behaviour, floating point and vector operations, speculative execution, . . . Near zero overheads, good precision. Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 7 / 48
  8. 8. Introduction Question 2: Which portion of the system is responsible? Which subsystems are involved? Where specifically in the code is the problem arising? System performance is a “global” property. “Local” inspection of code not always sufficient. As a community we are still exploring the domain of performance analysis tools: Which data to collect. Collecting it with low-overheads. Making sense of the information collected. Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 8 / 48
  9. 9. Introduction Introducing PmcTools Introduction 1 Introducing PmcTools PmcTools 2 Architectural Overview API Design Issues Profiling Implementation Status & Future Work 3 Status Future Projects Research Topics Conclusion 4 Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 9 / 48
  10. 10. Introduction Introducing PmcTools PmcTools Project Goals Low−overheads Whole−system Measurements FreeBSD Tier−1 Architectures PmcTools Use in production Have Fun! Platform for Interesting tools Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 10 / 48
  11. 11. Introduction Introducing PmcTools Performance Analysis: Conventional vs. PmcTools Description Conventional PmcTools Need special binaries Yes No Dynamically loaded objects No Yes Profiling scope Executable Process & System Need restart Yes No Measurement overheads High Low Profiling tick Time Many options Profile inside critical sections No Yes (x86) Cross-architecture analysis No Yes Distributed profiling No Yes Production use No Yes Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 11 / 48
  12. 12. Introduction Introducing PmcTools Related open-source projects Linux Many projects related to PMCs: Oprofile: http://oprofile.sourceforge.net/ Perfmon: http://perfmon2.sourceforge.net/ Perfctr: http://sourceforge.net/projects/perfctr/ Rabbit: http://www.scl.ameslab.gov/Projects/Rabbit/ Solaris CPC(3) library. NetBSD A pmc(3) API. Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 12 / 48
  13. 13. PmcTools Architectural Overview Introduction 1 Introducing PmcTools PmcTools 2 Architectural Overview API Design Issues Profiling Implementation Status & Future Work 3 Status Future Projects Research Topics Conclusion 4 Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 13 / 48
  14. 14. PmcTools Architectural Overview Overview: Architecture process process process log libpmc hwpmc kernel CPU CPU CPU CPU CPU CPU A platform to build tools that use PMC data. Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 14 / 48
  15. 15. PmcTools Architectural Overview Components hwpmc kernel bits kernel changes (see later) libpmc application API pmccontrol management tool pmcstat proof-of-concept application pmcannotate contributed tool etc... others in the future Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 15 / 48
  16. 16. PmcTools Architectural Overview PMC Scopes #0 #1 #2 #3 #4 CPU 0 CPU 1 CPU 2 CPU 3 Process−scope PMC System−scope PMC 1 process-scope PMC & 2 system-scope PMCs simultaneously active. Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 16 / 48
  17. 17. PmcTools Architectural Overview Counting vs. Sampling Process−scope, System−scope, Counting Counting Process−scope, System−scope, Sampling Sampling Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 17 / 48
  18. 18. PmcTools Architectural Overview Using system-scope PMCs process process kernel Three system scope PMCs, on three CPUs. Measure behaviour of the system as a whole. Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 18 / 48
  19. 19. PmcTools Architectural Overview Using process-scope PMCs owner target 2: attach 1: allocate kernel A process-scope PMC is allocated & attached to a target process. Entire “row” of PMCs reserved across CPUs. Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 19 / 48
  20. 20. PmcTools API Introduction 1 Introducing PmcTools PmcTools 2 Architectural Overview API Design Issues Profiling Implementation Status & Future Work 3 Status Future Projects Research Topics Conclusion 4 Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 20 / 48
  21. 21. PmcTools API API Overview Categories: Administration (2). Convenience Functions (8). Initialization (1). Log file handling (3). PMC Management (10). Queries (7). Arch-specific functions (1). 32 functions documented in 15 manual pages. 10 manual pages for supported hardware events. Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 21 / 48
  22. 22. PmcTools API Example: API Usage attach allocate start release stop read Allocate a PMC; returns a handle. pmc allocate() Attach a PMC to a target process. pmc attach() Start a PMC. pmc start() Read PMC values. pmc read() Stop a PMC. pmc stop() Release resources. pmc release() Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 22 / 48
  23. 23. PmcTools Design Issues Introduction 1 Introducing PmcTools PmcTools 2 Architectural Overview API Design Issues Profiling Implementation Status & Future Work 3 Status Future Projects Research Topics Conclusion 4 Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 23 / 48
  24. 24. PmcTools Design Issues PMCs Vary A Lot AMD Athlon XP 4 PMCs, 48 bits wide. AMD Athlon64 4 PMCs, Different set of hardware events. Intel Pentium MMX 2 PMCs. 40 bits wide. Counting only. Intel Pentium Pro 2 PMCs, 40 bits for reads, 32 bits for writes. Intel Pentium IV 18 PMCs shared across logical CPUs. En- tirely different programming model. Intel Core Number of PMCs and widths vary. Has programmable & fixed-function PMCs. Intel Core/i7 As above, but also has per-package PMCs. PMCs are closely tied to CPU micro-architecture. PMC capabilities, supported events, access methods, programming constraints can vary across CPU generations. Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 24 / 48
  25. 25. PmcTools Design Issues API Design Issues Issues: Designing an extensible programming interface for application use. Allowing knowledgeable applications to make full use of hardware. PmcTools philosophy: Make simple things easy to do. Make complex things possible. Current “UI” uses name=value pairs: % pmcstat -p k8-bu-fill-request-l2-miss, mask=dc-fill+ic-fill,usr Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 25 / 48
  26. 26. PmcTools Profiling Introduction 1 Introducing PmcTools PmcTools 2 Architectural Overview API Design Issues Profiling Implementation Status & Future Work 3 Status Future Projects Research Topics Conclusion 4 Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 26 / 48
  27. 27. PmcTools Profiling Conventional Statistical Profiling Needs specially compiled binaries (cc -pg). Sampling runs off the clock tick. Cannot profile inside kernel critical sections. “In-place” record keeping. Call graph is approximated. Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 27 / 48
  28. 28. PmcTools Profiling PmcTools’ Statistical Profiling Sets up PMCs to interrupt the CPU on overflow. Uses an NMI to drive sampling (on x86): Can profile inside kernel critical sections. Needs lock-free implementation techniques. Separates record keeping from data collection. Captures the exact callchain at the point of the sample. Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 28 / 48
  29. 29. PmcTools Profiling Profiling with NMIs HWPMC(4) hwpmc_hook() machine dependent trap handler trap() low level trap handler log file NMI #0 #1 #2 #3 hwpmc helper hardclock() thread record sample lock−less ring per−owner CPU 0 CPU 1 CPU 2 CPU 3 buffers log buffer Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 29 / 48
  30. 30. PmcTools Profiling Profiling Workflow System/application hwpmc(4) logfile under investigation pmcstat pmcstat gprof(1) data gprof gprof(1) output Uses gprof(1) to do user reports (currently): Needs to be redone: gprof(1) limitations. Call chains are captured and used to generate call graphs. Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 30 / 48
  31. 31. PmcTools Profiling Profiling of Shared Objects 0 0xFFFFFFFF text data bss heap mmap stack Kernel unmapped rtld command line arguments data data data text text Each executable object in the system gets its own gmon.out file: kernel kernel modules executables shared libraries run time loader Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 31 / 48
  32. 32. PmcTools Profiling Remote Profiling log data analysis system under console measurement pmc configure log() takes a file descriptor. Can log to a disk file, a pipe, or to a network socket. Events in log file carry timestamps for disambiguation. Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 32 / 48
  33. 33. PmcTools Implementation Introduction 1 Introducing PmcTools PmcTools 2 Architectural Overview API Design Issues Profiling Implementation Status & Future Work 3 Status Future Projects Research Topics Conclusion 4 Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 33 / 48
  34. 34. PmcTools Implementation Implementation Information Module Comments 31K LoC, i386&amd64 sys/dev/hwpmc, sys/sys/pmc*.h 3.3K LoC lib/libpmc 5.4K LoC usr.sbin/* documentation 29 manual pages, 11K LoD All public APIs have manual pages. All hardware events, and their modifiers are documented. The internal API between libpmc and hwpmc is also documented. See also: “Beautiful Code Exists, If You Know Where To Look”, CACM, July 2008. Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 34 / 48
  35. 35. PmcTools Implementation Impact on Base Kernel Space Requirements 2 bits (P HWPMC, TDP CALLCHAIN). Uses free bits in existing flags words. Kernel Changes Clock handling, kernel linker, MD code, process handling, scheduler, VM (options HWPMC HOOKS). Kernel Callbacks scheduler low−level (assembler) kernel linker trap() hwpmc VM (mmap) exec clock handling Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 35 / 48
  36. 36. PmcTools Implementation Portability Application Portability High. Portability of libpmc Moderate. Requires a POSIX-like system. Adding support for new PMC hardware Moderate. Kernel bits Low. Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 36 / 48
  37. 37. Status & Future Work Status Introduction 1 Introducing PmcTools PmcTools 2 Architectural Overview API Design Issues Profiling Implementation Status & Future Work 3 Status Future Projects Research Topics Conclusion 4 Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 37 / 48
  38. 38. Status & Future Work Status Current State Proof-of-concept application pmcstat is the current “user interface”. Crufty. Low overheads (design goal: 5%) and tunable. In production use. Being shipped on customer boxes by appliance vendors. Support load on the rise (esp. requests for support of new hardware). Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 38 / 48
  39. 39. Status & Future Work Status Support load Volunteer project. Initial hardware bought from pocket, or on loan. Current hardware support: 12 combinations of {PMC hardware × 32/64 bit OS variants} × 9 OS versions [FreeBSD 6.0 · · · 6.4, 7.0 · · · 7.2, 8.0] = 108 combinations! Need a hardware lab to manage testing and bug reports. Need an automated test suite that is run continuously. Also useful for detecting OS & application performance regressions early. Email support load is on the rise: Rise in FreeBSD adoption. FreeBSD users and developers worldwide now chipping in with features, bug fixes, offering tutorials and spreading the word. Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 39 / 48
  40. 40. Status & Future Work Future Projects Introduction 1 Introducing PmcTools PmcTools 2 Architectural Overview API Design Issues Profiling Implementation Status & Future Work 3 Status Future Projects Research Topics Conclusion 4 Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 40 / 48
  41. 41. Status & Future Work Future Projects Profiling the Cloud traffic Control/Data Analysis Console Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 41 / 48
  42. 42. Status & Future Work Future Projects Other project ideas A graphical visualizer “console”. Enhance gprof, or write a report generator afresh. Link up with existing profile based optimization frameworks. Allow performance analysis of non-native architectures. Support non-x86 PMCs. Integrate PmcTools and DTrace. Port to other BSDs and/or OpenSolaris. Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 42 / 48
  43. 43. Status & Future Work Research Topics Introduction 1 Introducing PmcTools PmcTools 2 Architectural Overview API Design Issues Profiling Implementation Status & Future Work 3 Status Future Projects Research Topics Conclusion 4 Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 43 / 48
  44. 44. Status & Future Work Research Topics Profile guided system layout applications kernel L1/L2/L3 Cache Lay out the whole system to help “hot” portions remain in cache. Would require an augmented toolchain (http://elftoolchain.sourceforge.net/) & enhancements to hwpmc(4). Useful for low end devices using direct-mapped caches. Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 44 / 48
  45. 45. Status & Future Work Research Topics Detection of SMP data structure layout bugs struct shared ... char sh foo; int sh bar; char sh buzz; ... ; Would use a combination of static analysis & hwpmc(4) data. Detection of the poor cache line layout behaviour. Cache line ping-ponging between CPUs. Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 45 / 48
  46. 46. Status & Future Work Research Topics Profiling for power use What part of the system consumes power? Where in the code is power being spent? Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 46 / 48
  47. 47. Conclusion Introduction 1 Introducing PmcTools PmcTools 2 Architectural Overview API Design Issues Profiling Implementation Status & Future Work 3 Status Future Projects Research Topics Conclusion 4 Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 47 / 48
  48. 48. Conclusion Talk Summary FreeBSD/PmcTools was introduced. The design & implementation of PmcTools was looked at. Possible future development and research directions for the project were touched upon. Joseph Koshy (FreeBSD Developer) FreeBSD/PmcTools 18 April 2009 48 / 48
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