From 45980f79c653c6d1873086c4423c271a80e9a230 Mon Sep 17 00:00:00 2001 From: Petar Dekanovic Date: Thu, 22 Feb 2024 13:24:41 +0100 Subject: [PATCH 1/5] Add LCOV PGO documentation. --- .../reference-manual/native-image/PGO-LCOV.md | 70 ++++++++++++++++++ docs/reference-manual/native-image/PGO.md | 1 + .../images/pgo-lcov-genhtml-report.png | Bin 0 -> 302000 bytes 3 files changed, 71 insertions(+) create mode 100644 docs/reference-manual/native-image/PGO-LCOV.md create mode 100644 docs/reference-manual/native-image/images/pgo-lcov-genhtml-report.png diff --git a/docs/reference-manual/native-image/PGO-LCOV.md b/docs/reference-manual/native-image/PGO-LCOV.md new file mode 100644 index 000000000000..e85d10367571 --- /dev/null +++ b/docs/reference-manual/native-image/PGO-LCOV.md @@ -0,0 +1,70 @@ +--- +layout: docs +toc_group: pgo +link_title: Creating LCOV Coverage Reports +permalink: /reference-manual/native-image/optimizations-and-performance/PGO/LCOV/ +--- + +# Creating LCOV Coverage Reports + +Instrumentation phase plays an essential role in the PGO pipeline. +All the run-time data, i.e, a profile, is collected during the execution of an instrumented binary. +This data is then used in the second optimization build to further improve the application performance. +The same profile can additionally be used for extracting the coverage information. +Native Image supports creating coverage reports in the [LCOV format](https://github.com/linux-test-project/lcov), +so-called *trace files*. + +To create a coverage report, you first need to pass the `-H:+ProfilingLCOV` option along with the +`--pgo-instrument` when building an instrumented binary. +For example: + +``` bash +native-image -cp . GameOfLife -o gameoflife-instrumented --pgo-instrument -H:+ProfilingLCOV +``` + +The report, in the form of a `.info` trace file, is then generated along with the profile after +running the instrumented application. +In the similar fashion to profiling, one can additionally customize the destination of the generated +info file via the `-XX:ProfilesLCOVTraceFile` option. +For example: + +``` bash +./gameoflife-instrumented -XX:ProfilesLCOVTraceFile=gameoflife-coverage.info +``` + +The generated LCOV trace file provides the coverage information at method-level, i.e., whether a +particular method got executed (and how many times) or not. +This information can be easily summarised using the `lcov` command (see +[the official LCOV man page](https://linux.die.net/man/1/lcov)). +For example: + +``` bash +lcov --summary gameoflife-coverage.info +Summary coverage rate: + lines......: 17.3% (24873 of 144172 lines) + functions..: 15.6% (2390 of 15285 functions) + branches...: no data found +``` + +Additionally, to visualize the data, one can use the [`genhtml` utility](https://linux.die.net/man/1/genhtml) +for creating HTML reports from LCOV data, or use any third-party LCOV data visualizer (e.g., the +[LCOV viewer project](https://github.com/eugenezinovyev/lcov-viewer)). + +To show which methods are instrumented (found) or executed (hit), the `genhtml` additionally utilises +source files (which can be omitted). +The `-XX:ProfilesLCOVSources` option can be very useful in this particular case. +It is used for providing the custom root directory of sources files for a LCOV trace file. +For example: + +``` bash +./gameoflife-instrumented -XX:ProfilesLCOVTraceFile=gameoflife-coverage.info -XX:ProfilesLCOVSources=/absolute/path/to/sources/ +``` + +See below an example page from the report for the `gameoflife-coverage.info` trace file generated by `genhtml`: + +![LCOV Genhtml Report](images/pgo-lcov-genhtml-report.png) + +### Further Reading + +* [Inspecting a Profile in a Build Report](PGO-Build-Report.md) +* [Frequently Asked Questions](PGO-FAQ.md) \ No newline at end of file diff --git a/docs/reference-manual/native-image/PGO.md b/docs/reference-manual/native-image/PGO.md index 76ed34541807..99533b52d2c6 100644 --- a/docs/reference-manual/native-image/PGO.md +++ b/docs/reference-manual/native-image/PGO.md @@ -92,6 +92,7 @@ For a more detailed usage overview, go to [Basic Usage of Profile-Guided Optimiz * [Basic Usage of Profile-Guided Optimizations](PGO-Basic-Usage.md) * [Inspecting a Profile in a Build Report](PGO-Build-Report.md) +* [Creating LCOV Coverage Reports](PGO-LCOV.md) * [Merging Profiles from Multiple Sources](PGO-Merging-Profiles.md) * [Tracking Profile Quality Over Time](PGO-Profile-Quality.md) * [Frequently Asked Questions](PGO-FAQ.md) diff --git a/docs/reference-manual/native-image/images/pgo-lcov-genhtml-report.png b/docs/reference-manual/native-image/images/pgo-lcov-genhtml-report.png new file mode 100644 index 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z2vmm19c%uo6CKSs7`MzjQ#oPUBu2H5`SMVmXgDQO7toJn#gDxpOCl_^z~5I@k~i$o z_*C#5_?tZENtFKa_)3%j_OoZ(AI7JUU$p)rs2Q=+hE)xYAD@6QI&DuXDWRaKmBPIj8jA>rUOPRh7?oV5P*b;Kx1<>9^@^J&$-;JW{*%0kHHA#A-)7B=n4kGk zRu`w&X@{{H`Vz_8b5`%TI29mm!Znyl@V+#B{Q|O#Kl9nwXn2+e%doB-sQ1hk5Vn6n zgC{=KCv*$TbR5yL6hu`Ip`8fe!v*cnJ7tnV73rAfM+=9Hq%|n%w4}97^bbn*-$m^g zJgynnu%!%Y#KC)FGTY)4 zca^D?NHywS5Z;3A8Agms!r>-Fq?yAPw+hDNl*f;00+OyHLG2kyKAA#Sn83)W0{xs>)>|h3rhVVwCF!gli1X+X!i8T&5ZmR5# zA{GZN~D`#@^mS>h)?to|9c&~fpMlXiG#s|OAl1Wm(;X4o4ohom9mFjMB*7T7P{V&PZ z-7oocSV3z3BX+=`#SnU|-Xj@|%;(t_X=IFMV)z Date: Wed, 6 Mar 2024 20:29:11 +0100 Subject: [PATCH 2/5] Remove the sources runtime option and expand the genhtml reports description. --- .../native-image/PGO-Build-Report.md | 2 +- .../reference-manual/native-image/PGO-LCOV.md | 33 ++++++++++++------- 2 files changed, 23 insertions(+), 12 deletions(-) diff --git a/docs/reference-manual/native-image/PGO-Build-Report.md b/docs/reference-manual/native-image/PGO-Build-Report.md index a79615efd719..d2557545b713 100644 --- a/docs/reference-manual/native-image/PGO-Build-Report.md +++ b/docs/reference-manual/native-image/PGO-Build-Report.md @@ -22,7 +22,7 @@ The flame graph is color-coded to show how the inliner made the inlining decisio To generate a comprehensive report with the visualization, pass the `-H:+BuildReport` and `-H:+BuildReportSamplerFlamegraph` options at the step when you build a PGO-optimized native executable. For example: -``` bash +```bash native-image -cp . GameOfLife -o gameoflife-pgo --pgo=gameoflife.iprof -H:+BuildReport -H:+BuildReportSamplerFlamegraph ``` > Refer to [Basic Usage of Profile-Guided Optimization](PGO-Basic-Usage.md) for the step-by-step guide. diff --git a/docs/reference-manual/native-image/PGO-LCOV.md b/docs/reference-manual/native-image/PGO-LCOV.md index e85d10367571..ccc249ff03ff 100644 --- a/docs/reference-manual/native-image/PGO-LCOV.md +++ b/docs/reference-manual/native-image/PGO-LCOV.md @@ -18,7 +18,7 @@ To create a coverage report, you first need to pass the `-H:+ProfilingLCOV` opti `--pgo-instrument` when building an instrumented binary. For example: -``` bash +```bash native-image -cp . GameOfLife -o gameoflife-instrumented --pgo-instrument -H:+ProfilingLCOV ``` @@ -28,7 +28,7 @@ In the similar fashion to profiling, one can additionally customize the destinat info file via the `-XX:ProfilesLCOVTraceFile` option. For example: -``` bash +```bash ./gameoflife-instrumented -XX:ProfilesLCOVTraceFile=gameoflife-coverage.info ``` @@ -38,8 +38,13 @@ This information can be easily summarised using the `lcov` command (see [the official LCOV man page](https://linux.die.net/man/1/lcov)). For example: -``` bash +```bash lcov --summary gameoflife-coverage.info +``` + +This outputs the short summary in the format: + +``` Summary coverage rate: lines......: 17.3% (24873 of 144172 lines) functions..: 15.6% (2390 of 15285 functions) @@ -50,19 +55,25 @@ Additionally, to visualize the data, one can use the [`genhtml` utility](https:/ for creating HTML reports from LCOV data, or use any third-party LCOV data visualizer (e.g., the [LCOV viewer project](https://github.com/eugenezinovyev/lcov-viewer)). -To show which methods are instrumented (found) or executed (hit), the `genhtml` additionally utilises -source files (which can be omitted). -The `-XX:ProfilesLCOVSources` option can be very useful in this particular case. -It is used for providing the custom root directory of sources files for a LCOV trace file. +To show which methods are instrumented (found) and which are executed (hit), the `genhtml` additionally +utilises source files (which can also be omitted if unavailable using the `--synthesize-missing` option). +Also, the `--source-directory` option is useful in the case when the source files are located in a +specific directory. For example: -``` bash -./gameoflife-instrumented -XX:ProfilesLCOVTraceFile=gameoflife-coverage.info -XX:ProfilesLCOVSources=/absolute/path/to/sources/ +```bash +genhtml --source-directory *absolute-path-to-sources* gameoflife-coverage.info ``` -See below an example page from the report for the `gameoflife-coverage.info` trace file generated by `genhtml`: +See below an example source file view from the report for the `gameoflife-coverage.info` trace file +generated by the former command: + +![LCOV Genhtml Report - Source View](images/pgo-lcov-genhtml-report-source-view.png) + +More over, the `functions` view lists all the methods found in the particular source file along with +their execution counts: -![LCOV Genhtml Report](images/pgo-lcov-genhtml-report.png) +![LCOV Genhtml Report - Functions View](images/pgo-lcov-genhtml-report-functions-view.png) ### Further Reading From 35c4d3c6f8cec36b0ae0ccdfd64d5eb16b871b07 Mon Sep 17 00:00:00 2001 From: Petar Dekanovic Date: Thu, 7 Mar 2024 11:44:06 +0100 Subject: [PATCH 3/5] Add genhtml report example screenshots. --- .../pgo-lcov-genhtml-report-functions-view.png | Bin 0 -> 97170 bytes .../pgo-lcov-genhtml-report-source-view.png | Bin 0 -> 342333 bytes .../images/pgo-lcov-genhtml-report.png | Bin 302000 -> 0 bytes 3 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 docs/reference-manual/native-image/images/pgo-lcov-genhtml-report-functions-view.png create mode 100644 docs/reference-manual/native-image/images/pgo-lcov-genhtml-report-source-view.png delete mode 100644 docs/reference-manual/native-image/images/pgo-lcov-genhtml-report.png diff --git a/docs/reference-manual/native-image/images/pgo-lcov-genhtml-report-functions-view.png b/docs/reference-manual/native-image/images/pgo-lcov-genhtml-report-functions-view.png new file mode 100644 index 0000000000000000000000000000000000000000..ed127ab8c3eb521c4e6e8de604070f77fe29528c GIT binary patch literal 97170 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z2vmm19c%uo6CKSs7`MzjQ#oPUBu2H5`SMVmXgDQO7toJn#gDxpOCl_^z~5I@k~i$o z_*C#5_?tZENtFKa_)3%j_OoZ(AI7JUU$p)rs2Q=+hE)xYAD@6QI&DuXDWRaKmBPIj8jA>rUOPRh7?oV5P*b;Kx1<>9^@^J&$-;JW{*%0kHHA#A-)7B=n4kGk zRu`w&X@{{H`Vz_8b5`%TI29mm!Znyl@V+#B{Q|O#Kl9nwXn2+e%doB-sQ1hk5Vn6n zgC{=KCv*$TbR5yL6hu`Ip`8fe!v*cnJ7tnV73rAfM+=9Hq%|n%w4}97^bbn*-$m^g zJgynnu%!%Y#KC)FGTY)4 zca^D?NHywS5Z;3A8Agms!r>-Fq?yAPw+hDNl*f;00+OyHLG2kyKAA#Sn83)W0{xs>)>|h3rhVVwCF!gli1X+X!i8T&5ZmR5# zA{GZN~D`#@^mS>h)?to|9c&~fpMlXiG#s|OAl1Wm(;X4o4ohom9mFjMB*7T7P{V&PZ z-7oocSV3z3BX+=`#SnU|-Xj@|%;(t_X=IFMV)z Date: Thu, 7 Mar 2024 11:54:23 +0100 Subject: [PATCH 4/5] Use UnlockExperimentalVMOptions hosted option for all the experimental options. --- docs/reference-manual/native-image/PGO-Build-Report.md | 4 ++-- docs/reference-manual/native-image/PGO-LCOV.md | 6 +++--- 2 files changed, 5 insertions(+), 5 deletions(-) diff --git a/docs/reference-manual/native-image/PGO-Build-Report.md b/docs/reference-manual/native-image/PGO-Build-Report.md index d2557545b713..ba24cecad3aa 100644 --- a/docs/reference-manual/native-image/PGO-Build-Report.md +++ b/docs/reference-manual/native-image/PGO-Build-Report.md @@ -20,10 +20,10 @@ Among other things, the tool can visualize profiling information recorded by the The samples are aggregated into a single _flame graph_. The flame graph is color-coded to show how the inliner made the inlining decisions during the compilation (more on that below). -To generate a comprehensive report with the visualization, pass the `-H:+BuildReport` and `-H:+BuildReportSamplerFlamegraph` options at the step when you build a PGO-optimized native executable. +To generate a comprehensive report with the visualization, pass the `-H:+BuildReport` and `-H:+BuildReportSamplerFlamegraph` experimental options at the step when you build a PGO-optimized native executable. For example: ```bash -native-image -cp . GameOfLife -o gameoflife-pgo --pgo=gameoflife.iprof -H:+BuildReport -H:+BuildReportSamplerFlamegraph +native-image -cp . GameOfLife -o gameoflife-pgo --pgo=gameoflife.iprof -H:+UnlockExperimentalVMOptions -H:+BuildReport -H:+BuildReportSamplerFlamegraph -H:-UnlockExperimentalVMOptions ``` > Refer to [Basic Usage of Profile-Guided Optimization](PGO-Basic-Usage.md) for the step-by-step guide. diff --git a/docs/reference-manual/native-image/PGO-LCOV.md b/docs/reference-manual/native-image/PGO-LCOV.md index ccc249ff03ff..d781e6751193 100644 --- a/docs/reference-manual/native-image/PGO-LCOV.md +++ b/docs/reference-manual/native-image/PGO-LCOV.md @@ -14,12 +14,12 @@ The same profile can additionally be used for extracting the coverage informatio Native Image supports creating coverage reports in the [LCOV format](https://github.com/linux-test-project/lcov), so-called *trace files*. -To create a coverage report, you first need to pass the `-H:+ProfilingLCOV` option along with the -`--pgo-instrument` when building an instrumented binary. +To create a coverage report, you first need to pass the `-H:+ProfilingLCOV` experimental option along +with the `--pgo-instrument` option when building an instrumented binary. For example: ```bash -native-image -cp . GameOfLife -o gameoflife-instrumented --pgo-instrument -H:+ProfilingLCOV +native-image -cp . GameOfLife -o gameoflife-instrumented --pgo-instrument -H:+UnlockExperimentalVMOptions -H:+ProfilingLCOV -H:-UnlockExperimentalVMOptions ``` The report, in the form of a `.info` trace file, is then generated along with the profile after From 2425fd393d92507532e5bb0f94d24b6353258d07 Mon Sep 17 00:00:00 2001 From: Petar Dekanovic Date: Thu, 14 Mar 2024 10:57:14 +0100 Subject: [PATCH 5/5] Improve the PGO LCOV documentation introduction. --- .../reference-manual/native-image/PGO-LCOV.md | 31 +++++++++++++++---- 1 file changed, 25 insertions(+), 6 deletions(-) diff --git a/docs/reference-manual/native-image/PGO-LCOV.md b/docs/reference-manual/native-image/PGO-LCOV.md index d781e6751193..640c7278d784 100644 --- a/docs/reference-manual/native-image/PGO-LCOV.md +++ b/docs/reference-manual/native-image/PGO-LCOV.md @@ -7,12 +7,31 @@ permalink: /reference-manual/native-image/optimizations-and-performance/PGO/LCOV # Creating LCOV Coverage Reports -Instrumentation phase plays an essential role in the PGO pipeline. -All the run-time data, i.e, a profile, is collected during the execution of an instrumented binary. -This data is then used in the second optimization build to further improve the application performance. -The same profile can additionally be used for extracting the coverage information. -Native Image supports creating coverage reports in the [LCOV format](https://github.com/linux-test-project/lcov), -so-called *trace files*. +Here you will learn how to analyze PGO profiles with the aid of LCOV-based tooling. + +Profile-Guided Optimizations (PGO) help you maximize the performance of your native application. +As part of the PGO process, you create an instrumented binary and run a workload on it to generate +a PGO profile file that you can then feed back into the build process to generate an optimized binary +of your application. +Typically, there's no need for you to understand the contents of such a PGO profile. +In some cases, however, you may want to understand what has been recorded as part of a profile, +especially when there is a problem with the performance of your optimized binary. +GraalVM Native Image can export profiling information in an additional file in the [LCOV format](https://github.com/linux-test-project/lcov). +You can open and visualize such a file in any IDE or tool that supports the LCOV format. +This allows you to see what methods of your code are called and how often. + +The Graal compiler spends more time optimizing *hot methods*, methods that are called many times, than +*cold methods*, methods that are only called a few times or not at all. +Therefore, you can use the additional LCOV export to check what methods have actually been called as +part of the workload that ran on an instrumented binary. +This also means that the PGO profile contains appropriate profiling information for the methods. +Besides, the coverage visualization helps you identify the hot methods of your application, again for +the workload that ran on the instrumented binary. +If you want to maximize performance, these are typically the methods you want to take a closer look at. +On the contrary, methods that are not covered at all are potential candidates for cleanups, which in +turn can speed up the build time. + +## Creating Coverage Report To create a coverage report, you first need to pass the `-H:+ProfilingLCOV` experimental option along with the `--pgo-instrument` option when building an instrumented binary.

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