From de51607ac3571f5797889ef9843f5aaf27d6a14d Mon Sep 17 00:00:00 2001 From: jordanmontt Date: Tue, 18 Jun 2024 15:29:21 +0200 Subject: [PATCH 1/9] Illimani first draft --- Chapters/Illimani/Illimani.md | 481 ++++++++++++++++++++++++++++ Chapters/Illimani/figures/pharo.png | Bin 0 -> 34696 bytes Chapters/Illimani/figures/rmod.png | Bin 0 -> 25600 bytes Chapters/Illimani/sample1.bib | 20 ++ README.md | 45 --- index.md | 2 +- 6 files changed, 502 insertions(+), 46 deletions(-) create mode 100644 Chapters/Illimani/Illimani.md create mode 100644 Chapters/Illimani/figures/pharo.png create mode 100644 Chapters/Illimani/figures/rmod.png create mode 100755 Chapters/Illimani/sample1.bib delete mode 100644 README.md diff --git a/Chapters/Illimani/Illimani.md b/Chapters/Illimani/Illimani.md new file mode 100644 index 0000000..4025b96 --- /dev/null +++ b/Chapters/Illimani/Illimani.md @@ -0,0 +1,481 @@ +--- +abstract: | + Modern programming languages provide automatic memory management with + an efficient garbage collector making the memory management of an + application transparent to the developer. There is a need for + practical tools to support developers in their understanding of the + memory consumption of their applications. In this paper, we present a + prototype version of Illimani: a precise object + allocation profiler. It has a rich object model that provides + information about the objects' allocation context, the evolution of + memory usage, and garbage collector stress. + + We were able to find an object allocation site in the class + [UITheme]{.smallcaps} that was making 99,9% redundant allocations. We + developed a Color Palette cache at the domain level that removed all + the redundant allocations. We were also able to identify 2 other + object allocation sites in the methods + [Margin\>\>#insetRectangle]{.smallcaps} and + [Number\>\>#asMargin]{.smallcaps}. + +--- + +## Illimani: A Memory Profiler +@cha:illimani + +_Authors:_ Sebastian Jordan Montaño -- Univ. Lille, Inria, CNRS, Centrale Lille, UMR 9189 CRIStAL, Lille, France -- sebastian.jordan@inria.fr and Guillermo Polito -- Univ. Lille, Inria, CNRS, Centrale Lille, UMR 9189 CRIStAL, Lille, France -- guillermo.polito@inria.fr and Stéphane Ducasse -- Univ. Lille, Inria, CNRS, Centrale Lille, UMR 9189 CRIStAL, Lille, France -- stephane.ducasse@inria.fr and Pablo Tesone -- Univ. Lille, Inria, CNRS, Centrale Lille, UMR 9189 CRIStAL, Lille, France -- pablo.tesone@inria.fr + +# Introduction + +Modern programming languages, such as Java, Python, or Pharo, provide +automatic memory management with an efficient garbage collector. This +makes the memory management of an application transparent to the +developer. Debugging memory issues is known for being a tedious +activity [@Chis11a]. There is a need for practical tools to support +developers in their understanding of the memory consumption of their +applications. + +In this paper we present prototype version Illimani [^1] +[^2] : a precise object allocation profiler for the Pharo Smalltalk +programming language [@Duca22c]. It profiles the object allocations that +are produced during the execution of an application. It provides +information about the allocation context for each of the allocated +objects, the evolution of memory usage, and garbage collector stress. It +instruments the code to control the execution of the methods that are +responsible for allocating objects using method wrappers. It also +calculates the application's memory consumption. + +We used Illimani to profile the object allocations in the +Morphic UI, a Pharo framework that is used to draw the Pharo IDE. We +were able to detect object allocation sites. We found a color object +allocation site in the class [UITheme]{.smallcaps}. We analyzed the +allocated objects and we discover that 99,9% of the allocated colors +were redundant. We developed a Color Palette at the domain level +introducing an important missing architectural element that serves as a +natural cache. With the Color Palette, we reduced the memory stress of +the application by removing all the redundant allocations. We were also +able to identify 2 other object allocation sites in the methods +[Margin\>\>#insetRectangle]{.smallcaps} and +[Number\>\>#asMargin]{.smallcaps}. + +***Outline.*** +Section [\[sec:memoryProfiler\]](#sec:memoryProfiler){reference-type="ref" +reference="sec:memoryProfiler"} gives an insight of +Illimani and its features; +Section [\[sec:preciseProfiler\]](#sec:preciseProfiler){reference-type="ref" +reference="sec:preciseProfiler"} explains the functioning mechanisms of +the profiler; +Section [\[sec:useCase\]](#sec:useCase){reference-type="ref" +reference="sec:useCase"} presents a use case example where we profiled +the object allocation during the execution of opening 30 Pharo tools and +rendering each of them for 100 rendering cycles; +Section [\[sec:relatedWork\]](#sec:relatedWork){reference-type="ref" +reference="sec:relatedWork"} talks about the related work; and +Section [\[sec:limitations\]](#sec:limitations){reference-type="ref" +reference="sec:limitations"} and +Section [\[sec:conclusion\]](#sec:conclusion){reference-type="ref" +reference="sec:conclusion"} finalize explaining the limitations, the +conclusion, and the future work. + +# Illimani Memory Profiler []{#sec:memoryProfiler label="sec:memoryProfiler"} + +::: figure* +![image](figures/toolOverview.png){width="0.7\\linewidth"} +::: + +Illimani[^3] is a memory profiler developed for the Pharo +Smalltalk [@Duca22c] programming language that is available under an +open-source MIT license. Pharo is a dynamically typed, purely +object-oriented, and reflective modern programming language. +Illimani profiles and extracts relevant information of the +profiled application, such as the objects' allocation context, memory +usage, and garbage collector stress. It presents this information with +memory usage tables, accumulative allocation evolution charts, and a +heat map visualization. It is also possible to query the profiler to +make a custom analysis. Illimani is capable of filtering +the profiling for a given specific domain. In this paper, we present a +prototype version of Illimani. The user can specify which +types of objects she wants to capture or to capture the allocations that +a given set of classes produce. +Figure [\[fig:toolOverview\]](#fig:toolOverview){reference-type="ref" +reference="fig:toolOverview"} shows an overview of the user interface of +Illimani. + +Illimani offers the following features: + +- Summary and statistics report + +- Memory usage tables + +- Navigation of query results + +- Heat map visualization with the relationship: allocator - allocated + +- Accumulative allocation evolution + +## Summary and Statistics + +Illimani provides a summary of the studied execution. It +provides information on the total allocated objects, the allocator +classes and methods, the memory usage, and the garbage collector stress. + +Illimani shows information on how many garbage collections +were made, both incremental and full, and the time spent doing garbage +collections. Pharo has a two-generation garbage collector [@Unga84a]. It +has a young and an old space. The newly allocated objects are allocated +in the young space and after they survive a threshold of garbage +collections they are moved to the old space. The garbage collections +done in the old space are orders of magnitude slower than the ones done +in the young space [@Poli23a; @Mira18a]. + +The profiler groups the allocations by allocator classes or methods. It +shows this information in memory tables that can be sorted by the number +of allocations or by the total memory size in bytes. + +Different executions have different allocation paths. +Illimani provides a chart with the allocation paths for +the top allocators. The number of top allocators is a customizable +parameter that can be changed by the user. On the one hand, +Figure [1](#fig:allocations-second-allocator-without-palette-by-classes){reference-type="ref" +reference="fig:allocations-second-allocator-without-palette-by-classes"} +shows that the class [GrafPort]{.smallcaps}, the second most allocator, +allocates all of its objects in the first moment and then stops +allocating. On the other hand, the other four classes allocate the +objects continuously during the execution. These different execution +paths are identifiable thanks to the allocation path chart. + +![The 5 top most allocator +classes](figures/allocations-second-allocator-without-palette-by-classes.pdf){#fig:allocations-second-allocator-without-palette-by-classes +width="1.0\\linewidth"} + +## Allocation queries + +Illimani gives access to the raw information of the +allocated objects such as the allocator class and method, the object's +total size in memory, the object's allocation time, and its allocation +context stack. Pharo supports full-stack reification thanks to its +reflective properties. Illimani uses this language +property to copy the full execution stack of each one of the +allocations. The user can query Illimani to extract this +information and to make a custom analysis. We developed custom data +structures with constant time insertion and accessing to support the +queries. + +``` +"Allocations bigger than 4 KB" +profiler objectAllocations select: [ :e | + e totalSizeInBytes > 4096 ]. +"Most allocator methods grouped allocations" +profiler allocationsByMethod + first groupedAllocations. +``` + +## Heat map + +Illimani presents the information with a heat map. It +shows the relationship between the most allocator classes, or methods, +and the most allocated objects. Key questions developers ask about +memory are related to who is responsible for most creating instances and +of each class, or method [@Sill05a]. Heat map visualizations are +particularly adapted to display such relationships. Their matrix +architecture supports the identification of key players: most created +vs. most creating classes per entity [@Pauw02a; @Pauw00a; @Pauw94a]. + +The most allocators are ordered from top to bottom, the top is the one +that allocates the most and the bottom one is the one that allocates the +less. The allocated classes are ordered from right, the most allocated, +to the left, the less allocated. Illimani groups the +allocations by classes and by methods. This heat map supports a +drill-down version where methods creating most objects are displayed +instead of the classes: Figure [2](#fig:heatmapNew){reference-type="ref" +reference="fig:heatmapNew"} shows that method +[Margin\>\>#insetRectangle]{.smallcaps} is the one creating all +rectangle objects. + +![Allocator methods heat map](figures/heatmapNew.pdf){#fig:heatmapNew +width="1.0\\linewidth"} + +# Precise memory profiling []{#sec:preciseProfiler label="sec:preciseProfiler"} + +In Pharo, almost all computations are done by sending messages (invoking +methods) [@Berg11d]. Allocating an object is done also by sending a +message. The methods [Behavior\>\>#basicNew]{.smallcaps}, +[Behavior\>\>#basicNew:]{.smallcaps}, [Array class\>\>new:]{.smallcaps}, +and [Number\>\>@]{.smallcaps} are the four methods that allocate objects +in Pharo. + +Illimani automatically instruments the execution of the +profiled application to capture its object allocations. It instruments +the four allocator methods to control their execution before and after +being invoked. We use the library *MethodProxies*[^4] for instrumenting +the methods. *MethodProxies* add defined actions to be executed and or +after the method that is being instrumented. + +Each time that one of those methods is invoked, Illimani +intercepts the call and registers important information about the +allocation context, the object's type, and its size in memory. Right +after the allocation is made, we store the allocated object's type, its +allocator class and method, and different information about the +allocation's context. The *MethodProxies* architecture ensures that the +code will be de-instrumented after the profiling is finished. None of +the allocations that are made in the process of extracting the +information are intercepted. + +# Use Case: Identifying Allocation Sites []{#sec:useCase label="sec:useCase"} + +A Pharo expert had a hint about a memory leak of objects of the type +[Color]{.smallcaps}. Illimani provides the possibility of +filtering the profiling for a given specific domain. We configure the +profiler to capture all the [Color]{.smallcaps} allocations that an +application creates. We run the profiler on Pharo 11, commit `1a5afe1`. + +Our target application was *MorphicUI*, a graphics framework for Pharo. +It has 669 classes with 11236 methods in Pharo 11. + +We opened 30 Pharo core tools and we let each of the instances of the +tools render for 100 Morphic rendering cycles. Through this we are able +to control how many times each of the tools is rendered, making the +profiling reproducible. The tools are: Iceberg, Playground, and the +Pharo Inspector. We opened 10 of each making 30 in total. The code to +reproduce the experiment is available as a script[^5]. + +Figure [1](#fig:allocations-second-allocator-without-palette-by-classes){reference-type="ref" +reference="fig:allocations-second-allocator-without-palette-by-classes"} +presents an allocation paths plot for the top 5 allocator classes. One +can observe that the class [PharoDarkTheme]{.smallcaps} is the +allocation site with the most allocations. [PharoDarkTheme]{.smallcaps} +is a subclass of [UITheme]{.smallcaps}. [UITheme]{.smallcaps} is a +central class in Pharo that is responsible for setting drawing +configurations and also to provide the theme colors that are used in the +Pharo IDE. + +During the application's execution, we observed 23,686 total +[Color]{.smallcaps} object allocations. +Table [1](#tab:topallocationsbaseline){reference-type="ref" +reference="tab:topallocationsbaseline"} shows that the +[PharoDarkTheme]{.smallcaps} class is responsible for 66% of all the +[Color]{.smallcaps} allocations. Using the customizable queries of +Illimani we analyzed the allocated objects by the UI Theme +and we detected that only 15 out of 23,686 colors were different, +meaning that 99,9% of the allocations were redundant. + +::: {#tab:topallocationsbaseline} + **Allocator class** **Allocated colors** **%** + -------------------------------------- ---------------------- ------- + [PharoDarkTheme]{.sans-serif} 15,629 66% + [GrafPort]{.sans-serif} 4,096 17% + [RubScrollBar]{.sans-serif} 1,842 8% + [GeneralScrollBarMorph]{.sans-serif} 480 2% + [TabLabelMorph]{.sans-serif} 346 1% + [Rest of the classes]{.sans-serif} 1293 2% + + : Top 5 color allocations when opening 30 Pharo tools +::: + +[]{#tab:topallocationsbaseline label="tab:topallocationsbaseline"} + +::: cbox +**Summary:** Using Illimani we identified an allocation +site in the class [PharoDarkTheme]{.smallcaps} that was allocating 66% +of all the colors with 99,9% redundant allocations. +::: + +## Color Palette + +Looking at the implementation of [UITheme]{.smallcaps} we identified the +cause of the redundant allocations: each time that a user asks for a +color, the [UITheme]{.smallcaps} class creates a new instance of it. We +developed a Color Palette as a solution. The Color Palette lazily +allocates the colors when they are requested by a user and caches them +once created. When the [UITheme]{.smallcaps} changes, for example +changing from a dark theme to a light theme, the caches are invalidated +and they are recalculated on demand. The Color Palette was integrated +into Pharo 11 in the commit `d540bcf`. + +With the Color Palette fix, we profiled again the same execution to +compare the baseline implementation against the Color Palette. In +Table [2](#tab:baselinevscolorpalette){reference-type="ref" +reference="tab:baselinevscolorpalette"} and in +Figure [3](#fig:allocations-second-allocator-with-palette-by-classes){reference-type="ref" +reference="fig:allocations-second-allocator-with-palette-by-classes"} we +see that with the Color Palette implementation, the +[PharoDarkTheme]{.smallcaps} does no longer allocate [Color]{.smallcaps} +objects. + +::: {#tab:baselinevscolorpalette} + **Allocator class** **Baseline** **Color Palette** **Diff** + ---------------------------------- -------------- ------------------- ----------- + [PharoDarkTheme]{.sans-serif} 15,629 0 $\infty$ + [RubScrollBar]{.sans-serif} 4,096 4,096 1$\times$ + [Total Allocations]{.sans-serif} 23,686 7,974 3$\times$ + + : Object Allocations in Baseline vs Color Palette implementation +::: + +[]{#tab:baselinevscolorpalette label="tab:baselinevscolorpalette"} + +::: cbox +**Summary:** With the Color Palette implementation the +[PharoDarkTheme]{.smallcaps} class does not longer allocates redundant +colors. +::: + +![The 5 topmost color allocator classes with the Color Palette +implementation](figures/allocations-second-allocator-with-palette-by-classes.pdf){#fig:allocations-second-allocator-with-palette-by-classes +width="1.0\\linewidth"} + +## Other allocation sites + +We profiled the same execution setup, opening 30 Pharo tools, this time +not filtering the allocated objects but capturing all of the +allocations. We observe in +Table [3](#tab:allobjectallocations){reference-type="ref" +reference="tab:allobjectallocations"} that the classes +[Rectangle]{.smallcaps} and [Margin]{.smallcaps} are the ones that are +allocated the most, summing 64% of all the allocations between them. The +methods [Margin\>\>#insetRectangle]{.smallcaps} and +[Number\>\>#asMargin]{.smallcaps} are the two methods producing all of +those allocations. We did not investigate further the causes of these +object allocation sites. The heat map presented in +Figure [2](#fig:heatmapNew){reference-type="ref" +reference="fig:heatmapNew"} shows the relationship between the most +allocators and the most allocated for this profile. One observes that +the method [Margin\>\>#insetRectangle]{.smallcaps} allocates mostly +[Rectangle]{.smallcaps} objects while [Number\>\>#asMargin]{.smallcaps} +allocates [Margin]{.smallcaps} objects. + +::: {#tab:allobjectallocations} + **Allocated object class** **Allocations** **%** + ------------------------------------ ----------------- ------- + [Rectangle]{.sans-serif} 699,625 45% + [Margin]{.sans-serif} 300,663 19% + [ByteString]{.sans-serif} 111,662 7% + [OrderedCollection]{.sans-serif} 78,474 5% + [WriteStream]{.sans-serif} 60,448 4% + [Rest of the classes]{.sans-serif} 314,480 20% + + : Allocated Objects +::: + +[]{#tab:allobjectallocations label="tab:allobjectallocations"} + +::: cbox +**Summary:** Illimani reports other two object allocation +sites that allocate objects of type [Rectangle]{.smallcaps} and +[Margin]{.smallcaps} that represent 64% of the allocations. +::: + +# Related work []{#sec:relatedWork label="sec:relatedWork"} + +***Visualizing object allocation sites.*** Infante et al. [@Infa15a] +have developed a Pharo memory profiler that reports object production +sites and memory usage called Memory Blueprint. Memory Blueprint shows a +call graph with the methods that produce objects and a visualization of +the memory usage of the allocated objects. Their work focuses on +identifying object production sites while Illimani also +has a rich model for representing the object allocations that allows the +user to query them to calculate other statistics. It can be also queried +without the user interface as it is independent of it and it allows +inspecting the reified stacks of the allocation contexts. Fernandez et +al. [@Fern18a] made a visualization related to Memory Blueprint, but +that keeps the context of the method and the source code of it. +Illimani also provides for each of the allocated objects +the allocator method and class as well as the allocation context. +Fernandez et al. [@Fern22a] have developed a call graph visualization, +similar to their previous work but analyzing the memory consumption of +Python applications. + +***Allocation matrix.*** De Pauw et al. [@Pauw94a] developed an +Allocation matrix, which is a visualization that shows the relationship +between the most allocators and the most allocated for the C++ +programming language. We used this idea to implement our heat map +visualization. + +***Resources consumption reduction.*** Bergel et al. [@Berg18a] have +worked on analyzing the memory footprint of the expandable collections +of Pharo. They analyzed the allocation of internal arrays and their use +to propose an optimized version of the expandable collections. Our work +is different but complementary in the sense that we profiled the memory +allocation of Pharo tools to identify allocation sites to reduce its +memory footprint. + +***Domain specific profilers.*** Ressia et al. [@Ress12b] developed a +domain-specific profiler framework in Pharo that the user can specify +the profiled domain to allow the profiler to give more precise +information about the specific domain. They developed this technique to +profile a know performance issue that they had and the profiling tools +that were available at that moment were not sufficient to localize the +problem. The profiler that we developed allowed us to identify a problem +that we were not aware of. Thanks to its architecture, +Illimani also allows filtering the profiling for a given +specific domain. The user can specify which set of classes wants to +profile and which type of object allocations she wants to capture. + +***Tracking of Allocation Sites.*** Odaira et al. [@Odai10a] have +working on tracking object allocation sites in Java. They developed two +new approaches to trace the object allocation sites with a minimum +slowdown of the execution. They store the allocation information on the +object hash code field or in the object header. They use the allocation +information to optimize the garbage collector copying directly into a +tenured space certain objects. Our work does not focus on the tracing +technique, we use method wrappers. Our solution does not require running +the profiler on a modified virtual machine and it has a rich model that +offers the possibility of extracting information from the allocation +context. + +# Limitations []{#sec:limitations label="sec:limitations"} + +In Pharo, there are special methods, called primitives that are executed +natively. At the moment of writing this paper, we were not able to wrap +these special methods. In Pharo 11 we identified in total 3 primitive +methods that allocate objects of classes [Array, Point]{.smallcaps} and +[Interval]{.smallcaps}. + +Our profiler has an overhead of around 10$\times$. However, this not +affects the precession of the measurements as the application will make +the same number of allocations. + +Illimani does 3 object allocations that are registered +during the profile. The number does not vary no matter the code that is +being profiled. This is not a significant perturbation for our profiles. + +# Conclusion and Future Work []{#sec:conclusion label="sec:conclusion"} + +Illimani is a memory profiler that can precisely capture +object allocations. It provides a rich object model that allows a user +to query and group the object allocations. Illimani also +shows the information with tables and visualizations. We profiled the +execution of opening 30 Pharo tools: Iceberg, Playground, and the +Inspector. We opened 10 times each making 30 in total and we let render +each of the applications for 100 Morphic cycles. We were able to detect +object allocation sites. Illimani reported that the class +[UITheme]{.smallcaps} was making 99,9% redundant object allocations. We +were able to fix the excessive allocations by introducing the +architectural concept of a Color Palette removing all the redundant +allocations that the [UITheme]{.smallcaps} was making. + +We were able to identify other two allocation sites related to the +*MorphicUI* framework. For the same execution of opening the 30 Pharo +tools, 1,565,352 objects were allocated in total and the classes +[Rectangle]{.smallcaps} and [Margin]{.smallcaps} are the ones that are +allocated the most, summing 64% of all the allocations. The methods +[Margin\>\>#insetRectangle]{.smallcaps} and +[Number\>\>#asMargin]{.smallcaps} are the two methods producing all of +those allocations. + +There is previous work done on energy profiling in Pharo [@Berg16b]. We +want to continue this work to include energy measurements along with the +object allocations. We will also develop a solution at the bytecode +level to be able to wrap the primitive methods too. + +[^1]: The version of the tool and the technical report are dated March + 2023 + +[^2]: This work © 2023 is licensed under [CC BY 4.0 + ](https://creativecommons.org/licenses/by/4.0/) + +[^3]: https://github.com/jordanmontt/illimani-memory-profiler + +[^4]: https://github.com/pharo-contributions/MethodProxies + +[^5]: https://gist.github.com/jordanmontt/05c51c5527bf1c8e375117a3b9020c1e diff --git a/Chapters/Illimani/figures/pharo.png b/Chapters/Illimani/figures/pharo.png new file mode 100644 index 0000000000000000000000000000000000000000..a54a107be2087f1edae80368f6eaca97bc312529 GIT binary patch literal 34696 zcmV*DKy1H>P)?_$9ChBa9`Z;+d6vkrBwbzVHW?LtVEV9T1h)7j6 z01yKZX2~^+PK}el^_C5ald;BliS6RVZ!t8Xkl!Zq zbwbW(iVRpiGBNlb00zh!BCG5fB4P{psvsCOP+?k47CL(QM@VbOcZuiM=(3aSSs{bCcWB2E$ zRl^}=$u*14j3nU4iE;tiH-jELWkXbr!gej5)yi8Z=18`sv&iD;N9F8Vqso@lSqZ`t 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Black and St\'ephane Ducasse and Oscar Nierstrasz and Damien Pollet and Damien Cassou and Marcus Denker}, + Hal-Id = {hal-00849020}, + Inria = {RMOD}, + Isbn = {978-3-9523341-4-0}, + Pages = 333, + Publisher = {Square Bracket Associates}, + Title = {Pharo by Example}, + Url = {http://pharobyexample.org/, http://rmod.inria.fr/archives/books/Blac09a-PBE1-2013-07-29.pdf}, + Year = {2009}} + +@inproceedings{Tourn23a, + Author = {Tryphon Tournesol}, + Pages = 333, + Publisher = {Square Bracket Associates}, + Title = {Handling Grabouzes using a Zerotroner}, + Year = {2023}} diff --git a/README.md b/README.md deleted file mode 100644 index 98d3196..0000000 --- a/README.md +++ /dev/null @@ -1,45 +0,0 @@ -Welcome to this collaborative book. -We are looking for contributions to new tools in the Pharo ecosystem. -Here is a non-exhaustive list of possible tools we have in mind. - -- Development tools such as refactoring, memory usage, and new approaches to debugging -- Development tools such as UI builders -- Development tools to develop compilers -- Tools for modeling such as Cormas, Moose -- Libraries as basis for advanced tools - -Each chapter will be reviewed by three reviewers. - -We expect the chapters to -- describe the tools, -- present some clear scenarios, -- describe key elements of implementations, -- evidence of use of the tools, - -Submission process: -- __Important Date__: the final deadline is 15th of June but you can send chapter and we will review them and accept them as they are submitted. -- Send an email to stephane.ducasse@inria.fr with [New Tools In Pharo] in the header to mention your intention to propose a chapter. -- A chapter must be written in Microdown. Writers may want to clone the current repository and use Pillar (see [https://github.com/pillar-markup/pillar](https://github.com/pillar-markup/pillar) and [https://github.com/pillar-markup/microdown](https://github.com/pillar-markup/microdown)). The Sample1 folder in the Chapters folder contains a sample chapter. -- The authors should send an email to stephane.ducasse@inria.fr, goca@dmi.uns.ac.rs, and juanpablo.sandoval@uc.cl. -- The authors should then do a PR to this repository with their chapter containing all their files. - - -- The length of each chapter is not fixed but authors should make sure that the chapter is not either too short or too long. It is worth to see that the format is good for tutorials but is not compact. We will give feedback on this aspect. -- As usual the material should be new and unpublished. -- Citations should be expressed using the microdown citation e.g. {!citation|ref=Blac09a!} using `{!citation|ref=Blac09a!}`, -- A chapter must be spellchecked with a system such as grammarly, -- if needed, each chapter should contain a bibfile having the same name than the main folder file, -- if needed each chapter should contain a folder named 'figures' that contains the figures of the chapter. - -The Sample1 folder illustrates this structure, it contains: -- `Sample1.bib` -- `Sample1.md` -- `figures/pharo.png` -- `figures/rmod.png` - - -This book will be published via the book-on-demand program of [http://bod.fr](http://bod.fr). -It will be published on the Bibliotheque Nationale de France and it will be available on most public platforms such as amazon.com. - -S. Ducasse, G. Rakic and J-P Sandoval - diff --git a/index.md b/index.md index 0183c55..708fcd2 100644 --- a/index.md +++ b/index.md @@ -41,6 +41,6 @@ S. Ducasse and T. Rakic - + From b085f2eb4c70ce69786a9e80c28af2d8f81e65e4 Mon Sep 17 00:00:00 2001 From: jordanmontt Date: Mon, 19 Aug 2024 12:22:59 +0200 Subject: [PATCH 2/9] Intro --- .../Illimani/{sample1.bib => Illimani.bib} | 0 Chapters/Illimani/Illimani.md | 94 ++++++++----------- 2 files changed, 41 insertions(+), 53 deletions(-) rename Chapters/Illimani/{sample1.bib => Illimani.bib} (100%) diff --git a/Chapters/Illimani/sample1.bib b/Chapters/Illimani/Illimani.bib similarity index 100% rename from Chapters/Illimani/sample1.bib rename to Chapters/Illimani/Illimani.bib diff --git a/Chapters/Illimani/Illimani.md b/Chapters/Illimani/Illimani.md index 4025b96..bea99c5 100644 --- a/Chapters/Illimani/Illimani.md +++ b/Chapters/Illimani/Illimani.md @@ -25,59 +25,47 @@ abstract: | _Authors:_ Sebastian Jordan Montaño -- Univ. Lille, Inria, CNRS, Centrale Lille, UMR 9189 CRIStAL, Lille, France -- sebastian.jordan@inria.fr and Guillermo Polito -- Univ. Lille, Inria, CNRS, Centrale Lille, UMR 9189 CRIStAL, Lille, France -- guillermo.polito@inria.fr and Stéphane Ducasse -- Univ. Lille, Inria, CNRS, Centrale Lille, UMR 9189 CRIStAL, Lille, France -- stephane.ducasse@inria.fr and Pablo Tesone -- Univ. Lille, Inria, CNRS, Centrale Lille, UMR 9189 CRIStAL, Lille, France -- pablo.tesone@inria.fr -# Introduction - -Modern programming languages, such as Java, Python, or Pharo, provide -automatic memory management with an efficient garbage collector. This -makes the memory management of an application transparent to the -developer. Debugging memory issues is known for being a tedious -activity [@Chis11a]. There is a need for practical tools to support -developers in their understanding of the memory consumption of their -applications. - -In this paper we present prototype version Illimani [^1] -[^2] : a precise object allocation profiler for the Pharo Smalltalk -programming language [@Duca22c]. It profiles the object allocations that -are produced during the execution of an application. It provides -information about the allocation context for each of the allocated -objects, the evolution of memory usage, and garbage collector stress. It -instruments the code to control the execution of the methods that are -responsible for allocating objects using method wrappers. It also -calculates the application's memory consumption. - -We used Illimani to profile the object allocations in the -Morphic UI, a Pharo framework that is used to draw the Pharo IDE. We -were able to detect object allocation sites. We found a color object -allocation site in the class [UITheme]{.smallcaps}. We analyzed the -allocated objects and we discover that 99,9% of the allocated colors -were redundant. We developed a Color Palette at the domain level -introducing an important missing architectural element that serves as a -natural cache. With the Color Palette, we reduced the memory stress of -the application by removing all the redundant allocations. We were also -able to identify 2 other object allocation sites in the methods -[Margin\>\>#insetRectangle]{.smallcaps} and -[Number\>\>#asMargin]{.smallcaps}. - -***Outline.*** -Section [\[sec:memoryProfiler\]](#sec:memoryProfiler){reference-type="ref" -reference="sec:memoryProfiler"} gives an insight of -Illimani and its features; -Section [\[sec:preciseProfiler\]](#sec:preciseProfiler){reference-type="ref" -reference="sec:preciseProfiler"} explains the functioning mechanisms of -the profiler; -Section [\[sec:useCase\]](#sec:useCase){reference-type="ref" -reference="sec:useCase"} presents a use case example where we profiled -the object allocation during the execution of opening 30 Pharo tools and -rendering each of them for 100 rendering cycles; -Section [\[sec:relatedWork\]](#sec:relatedWork){reference-type="ref" -reference="sec:relatedWork"} talks about the related work; and -Section [\[sec:limitations\]](#sec:limitations){reference-type="ref" -reference="sec:limitations"} and -Section [\[sec:conclusion\]](#sec:conclusion){reference-type="ref" -reference="sec:conclusion"} finalize explaining the limitations, the -conclusion, and the future work. - -# Illimani Memory Profiler []{#sec:memoryProfiler label="sec:memoryProfiler"} +### Introduction +@secIntro + +Modern programming languages, such as Java, Python, or Pharo, provide automatic memory management with an efficient garbage collector. +This makes the memory management of an application transparent to the developer. +Debugging memory issues is known for being a tedious activity [@Chis11a]. +There is a need for practical tools to support developers in their understanding of the memory consumption of their applications. + +In this chapter, we present Illimani : a precise memory profiler (cite illimani papers and GitHub) framework for the Pharo programming language [@Duca22c]. +It serves to profile object allocations that are produced during the execution of an application. +It can also profile object lifetimes by attaching an ephemeron to the allocations. +It provides information about the allocation context for each of the allocated objects, the objects types, their size in memory, object lifetimes, the evolution of memory usage, garbage collector stress, among others. +It also has a sampling mechanism, the user can configure a sampling rate to not capture all object allocations and to avoid bloating the memory. + +It runs on the stock unmodified Pharo's VM. +It instruments the object allocations methods to control their execution. +Each time that an object allocation is produced, Illimani captures it and register useful information about the allocation context, or the object lifetimes. +As a back-end, Illimani uses MethodProxies (cite method proxies paper and add a footnote for the github) which is a message-passing control library. +It also uses Ephemerons to know when an object is about to be finalized, estimating the object lifetimes. + +We provide 2 uses cases in which we use Illimani. +In the first one, we profiled object allocation to detect hot allocation sites where redundant allocations were being made. +Our target application was the Morphic UI, a Pharo framework that is used to draw the Pharo IDE. +We were able to detect object allocation sites. +We found a color object allocation site in the class `UITheme. +We analyzed the allocated objects and we discover that 99,9% of the allocated colors were redundant. +We developed a Color Palette at the domain level introducing an important missing architectural element that serves as a natural cache. +With the Color Palette, we reduced the memory stress of the application by removing all the redundant allocations. + +In the second use case, we use Illimani to profile object lifetimes in a memory-intense application. +We choose as a case study the loading of a 500 MB dataset into a DataFrame [ cite dataframe]. +We have selected DataFrame3 library for our study because it is often used in memory-intensive applications such as machine learning, data mining, and data analysis [cite 12]. +The profiler gave us object lifetimes. +We observed that our case study has 25% of long-lived objects that represent 40% of the allocated memory. +Applications that have many objects that live a fairly long time suffer from performance issues [cite 13 of df paper iwst]. +Increasing the GC heap size has a significant impact on GC performance [cite df iwst 7 , 4 ]. +With this information, we decided to tune the GC parameters to see if we can get performance improvements [cite 14, 13, 6]. +We obtained improvements of up to 6.8 times compared to the default GC parameters when the number of full garbage collections is reduced + +# Illimani Memory Profiler +@secIlli ::: figure* ![image](figures/toolOverview.png){width="0.7\\linewidth"} From c36649fd14283062f77df2e4fd1f139295571a77 Mon Sep 17 00:00:00 2001 From: jordanmontt Date: Mon, 19 Aug 2024 14:36:00 +0200 Subject: [PATCH 3/9] Illimani Memory Profiler Section --- Chapters/Illimani/Illimani.md | 171 ++++++++---------- ...d-allocator-without-palette-by-classes.pdf | Bin 0 -> 39918 bytes Chapters/Illimani/figures/heatmapNew.pdf | Bin 0 -> 14812 bytes Chapters/Illimani/figures/illi-ui.png | Bin 0 -> 1003117 bytes Chapters/Illimani/figures/lifetimes-table.png | Bin 0 -> 475860 bytes Chapters/Illimani/figures/memory-table.png | Bin 0 -> 628891 bytes Chapters/Illimani/figures/pharo.png | Bin 34696 -> 0 bytes Chapters/Illimani/figures/rmod.png | Bin 25600 -> 0 bytes 8 files changed, 76 insertions(+), 95 deletions(-) create mode 100644 Chapters/Illimani/figures/allocations-second-allocator-without-palette-by-classes.pdf create mode 100644 Chapters/Illimani/figures/heatmapNew.pdf create mode 100644 Chapters/Illimani/figures/illi-ui.png create mode 100644 Chapters/Illimani/figures/lifetimes-table.png create mode 100644 Chapters/Illimani/figures/memory-table.png delete mode 100644 Chapters/Illimani/figures/pharo.png delete mode 100644 Chapters/Illimani/figures/rmod.png diff --git a/Chapters/Illimani/Illimani.md b/Chapters/Illimani/Illimani.md index bea99c5..9af7144 100644 --- a/Chapters/Illimani/Illimani.md +++ b/Chapters/Illimani/Illimani.md @@ -64,126 +64,107 @@ Increasing the GC heap size has a significant impact on GC performance [cite df With this information, we decided to tune the GC parameters to see if we can get performance improvements [cite 14, 13, 6]. We obtained improvements of up to 6.8 times compared to the default GC parameters when the number of full garbage collections is reduced -# Illimani Memory Profiler +### Illimani Memory Profiler @secIlli -::: figure* -![image](figures/toolOverview.png){width="0.7\\linewidth"} -::: +Illimani[^3] is a memory profiler developed for the Pharo programming language that is available under the open-source MIT license. +Illimani profiles and extracts relevant information of the profiled application, such as the object lifetimes, objects' allocation context, memory usage, and garbage collector stress. +It presents this information with memory usage tables, accumulative allocation evolution charts, and a heat map visualization. +It is also possible to query the profiler to make a custom analysis. +Illimani is capable of filtering the profiling for a given specific domain. -Illimani[^3] is a memory profiler developed for the Pharo -Smalltalk [@Duca22c] programming language that is available under an -open-source MIT license. Pharo is a dynamically typed, purely -object-oriented, and reflective modern programming language. -Illimani profiles and extracts relevant information of the -profiled application, such as the objects' allocation context, memory -usage, and garbage collector stress. It presents this information with -memory usage tables, accumulative allocation evolution charts, and a -heat map visualization. It is also possible to query the profiler to -make a custom analysis. Illimani is capable of filtering -the profiling for a given specific domain. In this paper, we present a -prototype version of Illimani. The user can specify which -types of objects she wants to capture or to capture the allocations that -a given set of classes produce. -Figure [\[fig:toolOverview\]](#fig:toolOverview){reference-type="ref" -reference="fig:toolOverview"} shows an overview of the user interface of -Illimani. +![Illimani's user interface](figures/illi-ui.png label=figIlliUI) Illimani offers the following features: -- Summary and statistics report +- Summary and statistics report +- Memory usage and lifetime tables with grouping capabilities +- Navigation of query results +- Heat map visualization with the relationship: allocator - allocated +- Accumulative allocation evolution -- Memory usage tables +#### Summary and statistics report -- Navigation of query results +Illimani provides a summary of the studied execution. +It provides information on the total allocated objects, the allocator classes and methods, the memory usage, and the garbage collector stress. -- Heat map visualization with the relationship: allocator - allocated +Illimani shows information on how many garbage collections were made, both incremental and full, and the time spent doing garbage collections. +Pharo has a two-generation garbage collector [cite @Unga84a]. +It has a young and an old space. +The newly allocated objects are allocated in the young space and after they survive a threshold of garbage collections they are moved to the old space. +The garbage collections done in the old space are orders of magnitude slower than the ones done in the young space [cite @Poli23a; @Mira18a]. -- Accumulative allocation evolution +The profiler can groups the allocations by allocator classes or methods. +It shows this information in memory tables that can be sorted by the number of allocations or by the total memory size in bytes. -## Summary and Statistics +#### Memory usage and lifetime tables with grouping capabilities -Illimani provides a summary of the studied execution. It -provides information on the total allocated objects, the allocator -classes and methods, the memory usage, and the garbage collector stress. +Illimani can also present the information in form of memory tables. +These tables can show the absolute and relative number of allocation for allocation site, the size in memory of the allocations, the relative average object lifetimes, the allocated objects, among other information. +These tables can help the developer to easily identify the hot allocation sites of the objects that have a long average lifetime. +All of these tables can be filter to search for specific information by writing the object's class or the object's allocation site. +They can also be sorted according to the different fields. -Illimani shows information on how many garbage collections -were made, both incremental and full, and the time spent doing garbage -collections. Pharo has a two-generation garbage collector [@Unga84a]. It -has a young and an old space. The newly allocated objects are allocated -in the young space and after they survive a threshold of garbage -collections they are moved to the old space. The garbage collections -done in the old space are orders of magnitude slower than the ones done -in the young space [@Poli23a; @Mira18a]. +![Memory table](figures/memory-table.png label=figMemoryTable) -The profiler groups the allocations by allocator classes or methods. It -shows this information in memory tables that can be sorted by the number -of allocations or by the total memory size in bytes. +Figure *@figMemoryTable* shows a memory table that groups the allocator (allocation site) with their total allocation (in total and relative numbers) and the size in memory that allocation occupy in memory (in total and relative numbers). +The table can be sorted in terms of the allocator's name, the total or relative allocations, and in terms of total and relative memory -Different executions have different allocation paths. -Illimani provides a chart with the allocation paths for -the top allocators. The number of top allocators is a customizable -parameter that can be changed by the user. On the one hand, -Figure [1](#fig:allocations-second-allocator-without-palette-by-classes){reference-type="ref" -reference="fig:allocations-second-allocator-without-palette-by-classes"} -shows that the class [GrafPort]{.smallcaps}, the second most allocator, -allocates all of its objects in the first moment and then stops -allocating. On the other hand, the other four classes allocate the -objects continuously during the execution. These different execution -paths are identifiable thanks to the allocation path chart. - -![The 5 top most allocator -classes](figures/allocations-second-allocator-without-palette-by-classes.pdf){#fig:allocations-second-allocator-without-palette-by-classes -width="1.0\\linewidth"} +![Objects lifetime table](figures/lifetimes-table.png label=figLifetimesTable) -## Allocation queries +Figure *@figLifetimesTable* shows the objects lifetime information in a table. +It groups the allocated object class by its average lifetime, percentage of allocations and the relative size of memory of all the allocations. +Similary to the previous one, it can be sorted by any of the table fields. -Illimani gives access to the raw information of the -allocated objects such as the allocator class and method, the object's -total size in memory, the object's allocation time, and its allocation -context stack. Pharo supports full-stack reification thanks to its -reflective properties. Illimani uses this language -property to copy the full execution stack of each one of the -allocations. The user can query Illimani to extract this -information and to make a custom analysis. We developed custom data -structures with constant time insertion and accessing to support the -queries. +#### Navigation of query results -``` +Illimani gives access to the raw information of the allocated objects such as the object lifetimes, the allocator class and method, the object's total size in memory, the object's allocation time, and its allocation context stack. +Pharo supports full-stack reification thanks to its reflective properties. +Illimani uses this language property to get all the senders that led to that object allocation. +The user can query Illimani to extract this information and to make a custom analysis. +We developed custom data structures with constant time insertion and accessing to support the queries. + +```caption=Querying the profiler "Allocations bigger than 4 KB" profiler objectAllocations select: [ :e | e totalSizeInBytes > 4096 ]. + "Most allocator methods grouped allocations" -profiler allocationsByMethod - first groupedAllocations. +profiler allocationsByMethod first groupedAllocations. + +"Objects with a lifetime or more than 1 second" +profiler objectAllocations select: [ :e | e lifetimeAsDuration > 1 second ] ``` -## Heat map - -Illimani presents the information with a heat map. It -shows the relationship between the most allocator classes, or methods, -and the most allocated objects. Key questions developers ask about -memory are related to who is responsible for most creating instances and -of each class, or method [@Sill05a]. Heat map visualizations are -particularly adapted to display such relationships. Their matrix -architecture supports the identification of key players: most created -vs. most creating classes per entity [@Pauw02a; @Pauw00a; @Pauw94a]. - -The most allocators are ordered from top to bottom, the top is the one -that allocates the most and the bottom one is the one that allocates the -less. The allocated classes are ordered from right, the most allocated, -to the left, the less allocated. Illimani groups the -allocations by classes and by methods. This heat map supports a -drill-down version where methods creating most objects are displayed -instead of the classes: Figure [2](#fig:heatmapNew){reference-type="ref" -reference="fig:heatmapNew"} shows that method -[Margin\>\>#insetRectangle]{.smallcaps} is the one creating all -rectangle objects. - -![Allocator methods heat map](figures/heatmapNew.pdf){#fig:heatmapNew -width="1.0\\linewidth"} +#### Heat map + +Illimani can presents the allocation site information with a heat map visualization. +It shows the relationship between the most allocator methods and the most allocated objects. +Key questions developers ask about memory are related to who is responsible for most creating instances and of each class, or method [cite @Sill05a]. +Heat map visualizations are particularly adapted to display such relationships. +Their matrix architecture supports the identification of key players: most created vs. most creating classes per entity [cite @Pauw02a; @Pauw00a; @Pauw94a]. + +The most allocators are ordered from top to bottom, the top is the one that allocates the most and the bottom one is the one that allocates the less. +The allocated classes are ordered from left, the most allocated, to the right, the less allocated. +This heat map supports a drill-down version where methods creating most objects are displayed instead of the classes: +Figure *@figHeatmapNew* shows that method `Margin>>#insetRectangle` is the one creating all rectangle objects. + +![Allocator methods heat map](figures/heatmapNew.pdf label=figHeatmapNew) + +#### Accumulative allocation evolution + +Different executions have different allocation paths. +Illimani provides a chart with the allocation paths for the top allocators. +The number of top allocators is a customizable parameter that can be changed by the user. + +![The 5 top most allocator classes](figures/allocations-second-allocator-without-palette-by-classes.pdf label=figAllocationsWithoutPaletteByClasses) + +On the one hand, Figure *@figAllocationsWithoutPaletteByClasses* shows that the class `GrafPort`, the second most allocator, allocates all of its objects in the first moment and then stops allocating. +On the other hand, the other four classes allocate the objects continuously during the execution. +These different execution paths are identifiable thanks to the allocation path chart. +This accumulative chart is available in the Illimani's UI. -# Precise memory profiling []{#sec:preciseProfiler label="sec:preciseProfiler"} +## Precise memory profiling []{#sec:preciseProfiler label="sec:preciseProfiler"} In Pharo, almost all computations are done by sending messages (invoking methods) [@Berg11d]. 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zJU;Nqd+Q-ZdpGV(-|o2R>ob#ZggG%@ob>u-6P5P48n@}PDFtHT9l1X7-e-d}4vYI3 zy!;Qyz!P*N#c2MZP}FZ&s=|R!8Q&crzPM=ej=tV|9*d;F8Yy-CJuh*YxY`ei{K0sq@3-3ey({bKeJMME{5bL;N22SC~g5-S6$nTvPsu#;d6~ zE>%Nc{59qPS4KJ5ihz@p@X@dPGlB(>ZD6nxtb$FD^QC;x`%qI^E(!@7Ib6Jr^mQ)R zoqdrRHt77M^QXJcQ~A_qFEXZU4tJ8Yv|IdzhzKI4SGI=2LJSa*;VYIIb&L7 zI~Iay+GDBnmMcOcmTQJ`k-kIA*2GfrT<}5XWfQI?6h~s4TF1Q$kISC0~xcXwi30^sjdVLR>IRj*P%!WeEdLO5#-bV^`+NG{=XgoUZG9+;lhMl zcW+-HivZ!L$yy_Tz+=%sd=H_1n($zm9l**WOL=If`eOxv6f#b;8TNO=aDbe{kMjTj nEBpb3GvWW8;{WQ)4HGx%TBvzwr3QGV2ZqW^O~r5Wmhb-uw4U>p From 4ea698913fa6b5af702f2e90ab5a1933d53483f8 Mon Sep 17 00:00:00 2001 From: jordanmontt Date: Mon, 19 Aug 2024 15:13:34 +0200 Subject: [PATCH 4/9] Pass section on sec 2 --- Chapters/Illimani/Illimani.md | 42 +++++++++++++---------------------- 1 file changed, 15 insertions(+), 27 deletions(-) diff --git a/Chapters/Illimani/Illimani.md b/Chapters/Illimani/Illimani.md index 9af7144..78a7f22 100644 --- a/Chapters/Illimani/Illimani.md +++ b/Chapters/Illimani/Illimani.md @@ -73,6 +73,20 @@ It presents this information with memory usage tables, accumulative allocation e It is also possible to query the profiler to make a custom analysis. Illimani is capable of filtering the profiling for a given specific domain. +In Pharo, almost all computations are done by sending messages [cite @Berg11d]. +Allocating an object is done also by sending a message. +In Pharo 13, we identified 14 allocation methods. + +We instrumented these 14 allocator methods to intercept whenever they are invoked using MethodProxies (cite). +We use MethodProxies as the instrumentation back-end of Illimani. +MethodProxies allows one to decorate and control the execution of a method: execution an action before and after a method's execution. +When a sender requests an object allocation, the instrumentation captures the execution before the object is returned to the sender. +Inside the instrumentation, we capture the exact allocation time and an object’s model is created that will hold the object’s allocation information. +The MethodProxies architecture ensures that the code will be uninstrumented after the profiling is finished. +None of the allocations that are made in the process of extracting the information are intercepted. + +### A glance over the UI + ![Illimani's user interface](figures/illi-ui.png label=figIlliUI) Illimani offers the following features: @@ -164,33 +178,7 @@ On the other hand, the other four classes allocate the objects continuously duri These different execution paths are identifiable thanks to the allocation path chart. This accumulative chart is available in the Illimani's UI. -## Precise memory profiling []{#sec:preciseProfiler label="sec:preciseProfiler"} - -In Pharo, almost all computations are done by sending messages (invoking -methods) [@Berg11d]. Allocating an object is done also by sending a -message. The methods [Behavior\>\>#basicNew]{.smallcaps}, -[Behavior\>\>#basicNew:]{.smallcaps}, [Array class\>\>new:]{.smallcaps}, -and [Number\>\>@]{.smallcaps} are the four methods that allocate objects -in Pharo. - -Illimani automatically instruments the execution of the -profiled application to capture its object allocations. It instruments -the four allocator methods to control their execution before and after -being invoked. We use the library *MethodProxies*[^4] for instrumenting -the methods. *MethodProxies* add defined actions to be executed and or -after the method that is being instrumented. - -Each time that one of those methods is invoked, Illimani -intercepts the call and registers important information about the -allocation context, the object's type, and its size in memory. Right -after the allocation is made, we store the allocated object's type, its -allocator class and method, and different information about the -allocation's context. The *MethodProxies* architecture ensures that the -code will be de-instrumented after the profiling is finished. None of -the allocations that are made in the process of extracting the -information are intercepted. - -# Use Case: Identifying Allocation Sites []{#sec:useCase label="sec:useCase"} +### Use Case: Identifying Allocation Sites []{#sec:useCase label="sec:useCase"} A Pharo expert had a hint about a memory leak of objects of the type [Color]{.smallcaps}. Illimani provides the possibility of From f2e97d8fb1642ed3c9136bf55f7eebbbc2019b41 Mon Sep 17 00:00:00 2001 From: jordanmontt Date: Mon, 19 Aug 2024 15:45:03 +0200 Subject: [PATCH 5/9] Pass --- Chapters/Illimani/Illimani.md | 79 +++++++++++++++-------------------- 1 file changed, 34 insertions(+), 45 deletions(-) diff --git a/Chapters/Illimani/Illimani.md b/Chapters/Illimani/Illimani.md index 78a7f22..2c8d614 100644 --- a/Chapters/Illimani/Illimani.md +++ b/Chapters/Illimani/Illimani.md @@ -178,56 +178,45 @@ On the other hand, the other four classes allocate the objects continuously duri These different execution paths are identifiable thanks to the allocation path chart. This accumulative chart is available in the Illimani's UI. -### Use Case: Identifying Allocation Sites []{#sec:useCase label="sec:useCase"} +### Use Case: Identifying Allocation Sites +@secUseCaseColorPalette -A Pharo expert had a hint about a memory leak of objects of the type -[Color]{.smallcaps}. Illimani provides the possibility of -filtering the profiling for a given specific domain. We configure the -profiler to capture all the [Color]{.smallcaps} allocations that an -application creates. We run the profiler on Pharo 11, commit `1a5afe1`. +A Pharo expert had a hint about a memory leak of objects of the type `Color`]. +Illimani provides the possibility of filtering the profiling for a given specific domain. +We configure the profiler to capture all the `Color` allocations that an application creates. +We run the profiler on Pharo 11, commit `1a5afe1`. Our target application was *MorphicUI*, a graphics framework for Pharo. It has 669 classes with 11236 methods in Pharo 11. -We opened 30 Pharo core tools and we let each of the instances of the -tools render for 100 Morphic rendering cycles. Through this we are able -to control how many times each of the tools is rendered, making the -profiling reproducible. The tools are: Iceberg, Playground, and the -Pharo Inspector. We opened 10 of each making 30 in total. The code to -reproduce the experiment is available as a script[^5]. - -Figure [1](#fig:allocations-second-allocator-without-palette-by-classes){reference-type="ref" -reference="fig:allocations-second-allocator-without-palette-by-classes"} -presents an allocation paths plot for the top 5 allocator classes. One -can observe that the class [PharoDarkTheme]{.smallcaps} is the -allocation site with the most allocations. [PharoDarkTheme]{.smallcaps} -is a subclass of [UITheme]{.smallcaps}. [UITheme]{.smallcaps} is a -central class in Pharo that is responsible for setting drawing -configurations and also to provide the theme colors that are used in the -Pharo IDE. - -During the application's execution, we observed 23,686 total -[Color]{.smallcaps} object allocations. -Table [1](#tab:topallocationsbaseline){reference-type="ref" -reference="tab:topallocationsbaseline"} shows that the -[PharoDarkTheme]{.smallcaps} class is responsible for 66% of all the -[Color]{.smallcaps} allocations. Using the customizable queries of -Illimani we analyzed the allocated objects by the UI Theme -and we detected that only 15 out of 23,686 colors were different, -meaning that 99,9% of the allocations were redundant. - -::: {#tab:topallocationsbaseline} - **Allocator class** **Allocated colors** **%** - -------------------------------------- ---------------------- ------- - [PharoDarkTheme]{.sans-serif} 15,629 66% - [GrafPort]{.sans-serif} 4,096 17% - [RubScrollBar]{.sans-serif} 1,842 8% - [GeneralScrollBarMorph]{.sans-serif} 480 2% - [TabLabelMorph]{.sans-serif} 346 1% - [Rest of the classes]{.sans-serif} 1293 2% - - : Top 5 color allocations when opening 30 Pharo tools -::: +We opened 30 Pharo core tools and we let each of the instances of the tools render for 100 Morphic rendering cycles. +Through this we are able to control how many times each of the tools is rendered, making the profiling reproducible. +The tools are: Iceberg, Playground, and the Pharo Inspector. +We opened 10 of each making 30 in total. + +Figure [1](#fig:allocations-second-allocator-without-palette-by-classes){reference-type="ref" reference="fig:allocations-second-allocator-without-palette-by-classes"} presents an allocation paths plot for the top 5 allocator classes. +One can observe that the class `PharoDarkTheme` is the allocation site with the most allocations. +`PharoDarkTheme` is a subclass of `UITheme`. +`UITheme` is a central class in Pharo that is responsible for setting drawing configurations and also to provide the theme colors that are used in the Pharo IDE. + +During the application's execution, we observed 23,686 total `Color` object allocations. + +Table [1](#tab:topallocationsbaseline){reference-type="ref" reference="tab:topallocationsbaseline"} shows that the [PharoDarkTheme]{.smallcaps} class is responsible for 66% of all the [Color]{.smallcaps} allocations. +Using the customizable queries of Illimani we analyzed the allocated objects by the UI Theme and we detected that only 15 out of 23,686 colors were different, meaning that 99,9% of the allocations were redundant. + +@tabTopAllocationsBaseline +| **Allocator class** | **Allocated colors** | **%** +| --------------------------- | ----------------- | --------- +| PharoDarkTheme | 15,629 | 66% +| GrafPort | 4,096 | 17% +| RubScrollBar | 1,842 | 8% +| GeneralScrollBarMorph | 480 | 2% +| TabLabelMorph | 346 | 1% +| Rest of the classes | 1293 | 2% + + +Top 5 color allocations when opening 30 Pharo tools + []{#tab:topallocationsbaseline label="tab:topallocationsbaseline"} From dedbbe954a33f4a256289a2e79a1b0380faad7d7 Mon Sep 17 00:00:00 2001 From: jordanmontt Date: Mon, 19 Aug 2024 20:27:04 +0200 Subject: [PATCH 6/9] pass --- Chapters/Illimani/Illimani.md | 234 ++++-------------- ...cond-allocator-with-palette-by-classes.pdf | Bin 0 -> 22167 bytes 2 files changed, 53 insertions(+), 181 deletions(-) create mode 100644 Chapters/Illimani/figures/allocations-second-allocator-with-palette-by-classes.pdf diff --git a/Chapters/Illimani/Illimani.md b/Chapters/Illimani/Illimani.md index 2c8d614..0bd9869 100644 --- a/Chapters/Illimani/Illimani.md +++ b/Chapters/Illimani/Illimani.md @@ -171,7 +171,7 @@ Different executions have different allocation paths. Illimani provides a chart with the allocation paths for the top allocators. The number of top allocators is a customizable parameter that can be changed by the user. -![The 5 top most allocator classes](figures/allocations-second-allocator-without-palette-by-classes.pdf label=figAllocationsWithoutPaletteByClasses) +![Allocation paths](figures/allocations-second-allocator-without-palette-by-classes.pdf label=figAllocationsWithoutPaletteByClasses) On the one hand, Figure *@figAllocationsWithoutPaletteByClasses* shows that the class `GrafPort`, the second most allocator, allocates all of its objects in the first moment and then stops allocating. On the other hand, the other four classes allocate the objects continuously during the execution. @@ -181,27 +181,29 @@ This accumulative chart is available in the Illimani's UI. ### Use Case: Identifying Allocation Sites @secUseCaseColorPalette -A Pharo expert had a hint about a memory leak of objects of the type `Color`]. +A Pharo expert had a hint about a memory leak of objects of the type `Color`. Illimani provides the possibility of filtering the profiling for a given specific domain. -We configure the profiler to capture all the `Color` allocations that an application creates. +We configure the profiler to capture all `Color` allocations. We run the profiler on Pharo 11, commit `1a5afe1`. Our target application was *MorphicUI*, a graphics framework for Pharo. It has 669 classes with 11236 methods in Pharo 11. - We opened 30 Pharo core tools and we let each of the instances of the tools render for 100 Morphic rendering cycles. Through this we are able to control how many times each of the tools is rendered, making the profiling reproducible. The tools are: Iceberg, Playground, and the Pharo Inspector. We opened 10 of each making 30 in total. -Figure [1](#fig:allocations-second-allocator-without-palette-by-classes){reference-type="ref" reference="fig:allocations-second-allocator-without-palette-by-classes"} presents an allocation paths plot for the top 5 allocator classes. +![The 5 top most allocator classes](figures/allocations-second-allocator-without-palette-by-classes.pdf label=figTopFiveAllocators) + +Figure @figTopFiveAllocators presents an allocation paths plot for the top 5 allocator classes. + One can observe that the class `PharoDarkTheme` is the allocation site with the most allocations. `PharoDarkTheme` is a subclass of `UITheme`. `UITheme` is a central class in Pharo that is responsible for setting drawing configurations and also to provide the theme colors that are used in the Pharo IDE. During the application's execution, we observed 23,686 total `Color` object allocations. -Table [1](#tab:topallocationsbaseline){reference-type="ref" reference="tab:topallocationsbaseline"} shows that the [PharoDarkTheme]{.smallcaps} class is responsible for 66% of all the [Color]{.smallcaps} allocations. +Table *@tabTopAllocationsBaseline* shows that the `PharoDarkTheme` class is responsible for 66% of all the `Color`. Using the customizable queries of Illimani we analyzed the allocated objects by the UI Theme and we detected that only 15 out of 23,686 colors were different, meaning that 99,9% of the allocations were redundant. @tabTopAllocationsBaseline @@ -217,173 +219,55 @@ Using the customizable queries of Illimani we analyzed the allocated objects by Top 5 color allocations when opening 30 Pharo tools +**Summary:** Using Illimani we identified an allocation site in the class `PharoDarkTheme` that was allocating 66%of all the colors with 99,9% redundant allocations. + +#### Color Palette + +Looking at the implementation of `UITheme` we identified the cause of the redundant allocations: each time that a user asks for a color, the `UITheme` class creates a new instance of it. +We developed a Color Palette as a solution. +The Color Palette lazily allocates the colors when they are requested by a user and caches them once created. +When the `UITheme` changes, for example changing from a dark theme to a light theme, the caches are invalidated and they are recalculated on demand. + +With the Color Palette fix, we profiled again the same execution to compare the baseline implementation against the Color Palette. +In Table  *@tabbaselinevscolorpalette* and in Figure *@figallocations-second-allocator-with-palette-by-classes* we see that with the Color Palette implementation, the `PharoDarkTheme` does no longer allocate `Color`. objects. -[]{#tab:topallocationsbaseline label="tab:topallocationsbaseline"} - -::: cbox -**Summary:** Using Illimani we identified an allocation -site in the class [PharoDarkTheme]{.smallcaps} that was allocating 66% -of all the colors with 99,9% redundant allocations. -::: - -## Color Palette - -Looking at the implementation of [UITheme]{.smallcaps} we identified the -cause of the redundant allocations: each time that a user asks for a -color, the [UITheme]{.smallcaps} class creates a new instance of it. We -developed a Color Palette as a solution. The Color Palette lazily -allocates the colors when they are requested by a user and caches them -once created. When the [UITheme]{.smallcaps} changes, for example -changing from a dark theme to a light theme, the caches are invalidated -and they are recalculated on demand. The Color Palette was integrated -into Pharo 11 in the commit `d540bcf`. - -With the Color Palette fix, we profiled again the same execution to -compare the baseline implementation against the Color Palette. In -Table [2](#tab:baselinevscolorpalette){reference-type="ref" -reference="tab:baselinevscolorpalette"} and in -Figure [3](#fig:allocations-second-allocator-with-palette-by-classes){reference-type="ref" -reference="fig:allocations-second-allocator-with-palette-by-classes"} we -see that with the Color Palette implementation, the -[PharoDarkTheme]{.smallcaps} does no longer allocate [Color]{.smallcaps} -objects. - -::: {#tab:baselinevscolorpalette} - **Allocator class** **Baseline** **Color Palette** **Diff** - ---------------------------------- -------------- ------------------- ----------- - [PharoDarkTheme]{.sans-serif} 15,629 0 $\infty$ - [RubScrollBar]{.sans-serif} 4,096 4,096 1$\times$ - [Total Allocations]{.sans-serif} 23,686 7,974 3$\times$ - - : Object Allocations in Baseline vs Color Palette implementation -::: - -[]{#tab:baselinevscolorpalette label="tab:baselinevscolorpalette"} - -::: cbox -**Summary:** With the Color Palette implementation the -[PharoDarkTheme]{.smallcaps} class does not longer allocates redundant -colors. -::: - -![The 5 topmost color allocator classes with the Color Palette -implementation](figures/allocations-second-allocator-with-palette-by-classes.pdf){#fig:allocations-second-allocator-with-palette-by-classes -width="1.0\\linewidth"} +![The 5 top most color allocator classes with the Color Palette implementation](figures/allocations-second-allocator-with-palette-by-classes.pdf label=figallocations-second-allocator-with-palette-by-classes) + +Object Allocations in Baseline vs Color Palette implementation + +@tabbaselinevscolorpalette +| **Allocator class** | **Baseline** | **Color Palette** | **Diff** +| ---------------------- | -------------- | ---------------- | ---------- +| `PharoDarkTheme` | 15,629 | 0 | $\infty$ +| `RubScrollBar` | 4,096 | 4,096 | 1$\times$ +| `Total Allocations` | 23,686 | 7,974 | 3$\times$ + + +**Summary:** With the Color Palette implementation the `PharoDarkTheme` class does not longer allocates redundant colors. ## Other allocation sites -We profiled the same execution setup, opening 30 Pharo tools, this time -not filtering the allocated objects but capturing all of the -allocations. We observe in -Table [3](#tab:allobjectallocations){reference-type="ref" -reference="tab:allobjectallocations"} that the classes -[Rectangle]{.smallcaps} and [Margin]{.smallcaps} are the ones that are -allocated the most, summing 64% of all the allocations between them. The -methods [Margin\>\>#insetRectangle]{.smallcaps} and -[Number\>\>#asMargin]{.smallcaps} are the two methods producing all of -those allocations. We did not investigate further the causes of these -object allocation sites. The heat map presented in -Figure [2](#fig:heatmapNew){reference-type="ref" -reference="fig:heatmapNew"} shows the relationship between the most -allocators and the most allocated for this profile. One observes that -the method [Margin\>\>#insetRectangle]{.smallcaps} allocates mostly -[Rectangle]{.smallcaps} objects while [Number\>\>#asMargin]{.smallcaps} -allocates [Margin]{.smallcaps} objects. - -::: {#tab:allobjectallocations} - **Allocated object class** **Allocations** **%** - ------------------------------------ ----------------- ------- - [Rectangle]{.sans-serif} 699,625 45% - [Margin]{.sans-serif} 300,663 19% - [ByteString]{.sans-serif} 111,662 7% - [OrderedCollection]{.sans-serif} 78,474 5% - [WriteStream]{.sans-serif} 60,448 4% - [Rest of the classes]{.sans-serif} 314,480 20% - - : Allocated Objects -::: - -[]{#tab:allobjectallocations label="tab:allobjectallocations"} - -::: cbox -**Summary:** Illimani reports other two object allocation -sites that allocate objects of type [Rectangle]{.smallcaps} and -[Margin]{.smallcaps} that represent 64% of the allocations. -::: - -# Related work []{#sec:relatedWork label="sec:relatedWork"} - -***Visualizing object allocation sites.*** Infante et al. [@Infa15a] -have developed a Pharo memory profiler that reports object production -sites and memory usage called Memory Blueprint. Memory Blueprint shows a -call graph with the methods that produce objects and a visualization of -the memory usage of the allocated objects. Their work focuses on -identifying object production sites while Illimani also -has a rich model for representing the object allocations that allows the -user to query them to calculate other statistics. It can be also queried -without the user interface as it is independent of it and it allows -inspecting the reified stacks of the allocation contexts. Fernandez et -al. [@Fern18a] made a visualization related to Memory Blueprint, but -that keeps the context of the method and the source code of it. -Illimani also provides for each of the allocated objects -the allocator method and class as well as the allocation context. -Fernandez et al. [@Fern22a] have developed a call graph visualization, -similar to their previous work but analyzing the memory consumption of -Python applications. - -***Allocation matrix.*** De Pauw et al. [@Pauw94a] developed an -Allocation matrix, which is a visualization that shows the relationship -between the most allocators and the most allocated for the C++ -programming language. We used this idea to implement our heat map -visualization. - -***Resources consumption reduction.*** Bergel et al. [@Berg18a] have -worked on analyzing the memory footprint of the expandable collections -of Pharo. They analyzed the allocation of internal arrays and their use -to propose an optimized version of the expandable collections. Our work -is different but complementary in the sense that we profiled the memory -allocation of Pharo tools to identify allocation sites to reduce its -memory footprint. - -***Domain specific profilers.*** Ressia et al. [@Ress12b] developed a -domain-specific profiler framework in Pharo that the user can specify -the profiled domain to allow the profiler to give more precise -information about the specific domain. They developed this technique to -profile a know performance issue that they had and the profiling tools -that were available at that moment were not sufficient to localize the -problem. The profiler that we developed allowed us to identify a problem -that we were not aware of. Thanks to its architecture, -Illimani also allows filtering the profiling for a given -specific domain. The user can specify which set of classes wants to -profile and which type of object allocations she wants to capture. - -***Tracking of Allocation Sites.*** Odaira et al. [@Odai10a] have -working on tracking object allocation sites in Java. They developed two -new approaches to trace the object allocation sites with a minimum -slowdown of the execution. They store the allocation information on the -object hash code field or in the object header. They use the allocation -information to optimize the garbage collector copying directly into a -tenured space certain objects. Our work does not focus on the tracing -technique, we use method wrappers. Our solution does not require running -the profiler on a modified virtual machine and it has a rich model that -offers the possibility of extracting information from the allocation -context. - -# Limitations []{#sec:limitations label="sec:limitations"} - -In Pharo, there are special methods, called primitives that are executed -natively. At the moment of writing this paper, we were not able to wrap -these special methods. In Pharo 11 we identified in total 3 primitive -methods that allocate objects of classes [Array, Point]{.smallcaps} and -[Interval]{.smallcaps}. - -Our profiler has an overhead of around 10$\times$. However, this not -affects the precession of the measurements as the application will make -the same number of allocations. - -Illimani does 3 object allocations that are registered -during the profile. The number does not vary no matter the code that is -being profiled. This is not a significant perturbation for our profiles. +We profiled the same execution setup, opening 30 Pharo tools, this time not filtering the allocated objects but capturing all of the allocations. +We observe in Table *@taballobjectallocations* that the classes `Rectangle` and `Margin` are the ones that are allocated the most, summing 64% of all the allocations between them. +The methods `Margin\>\>#insetRectangle` and `Number\>\>#asMargin` are the two methods producing all of those allocations. +We did not investigate further the causes of these object allocation sites. +The heat map presented in Figure *@figHeatmapNew* shows the relationship between the most allocators and the most allocated for this profile. One observes that the method `Margin\>\>#insetRectangle` allocates mostly `Rectangle` objects while `Number\>\>#asMargin` allocates `Margin` objects. + +Allocated Objects + +@taballobjectallocations +| **Allocated object class** | **Allocations** | **%** +| -------------------------|-----------| ----------------- +| Rectangle | 699,625 | 45% +| Margin | 300,663 | 19% +| ByteString | 111,662 | 7% +| OrderedCollection | 78,474 | 5% +| WriteStream | 60,448 | 4% +| Rest of the classes | 314,480 | 20% + +![Most allocators-allocated heat map](figures/heatmapNew.pdf label=figHeatmapNew) + +**Summary:** Illimani reports other two object allocation sites that allocate objects of type [Rectangle]{.smallcaps} and [Margin]{.smallcaps} that represent 64% of the allocations. # Conclusion and Future Work []{#sec:conclusion label="sec:conclusion"} @@ -413,15 +297,3 @@ There is previous work done on energy profiling in Pharo [@Berg16b]. We want to continue this work to include energy measurements along with the object allocations. We will also develop a solution at the bytecode level to be able to wrap the primitive methods too. - -[^1]: The version of the tool and the technical report are dated March - 2023 - -[^2]: This work © 2023 is licensed under [CC BY 4.0 - ](https://creativecommons.org/licenses/by/4.0/) - -[^3]: https://github.com/jordanmontt/illimani-memory-profiler - -[^4]: https://github.com/pharo-contributions/MethodProxies - -[^5]: https://gist.github.com/jordanmontt/05c51c5527bf1c8e375117a3b9020c1e diff --git a/Chapters/Illimani/figures/allocations-second-allocator-with-palette-by-classes.pdf b/Chapters/Illimani/figures/allocations-second-allocator-with-palette-by-classes.pdf new file mode 100644 index 0000000000000000000000000000000000000000..0af137c0aff047ce9b79ca1dd8bc911f21f52eb4 GIT binary patch literal 22167 zcma%iWk4I-);0w9;8q}n;O_1gw75ILt+=}v3vR`|NQ;%?rNxVDv7*I_v}lpSN6)$E zzW0?MUy|7~Yt7oWwmsQ1550z*0y{ScKPG+aal;)ZABYR&X61+}CI;eEwQ;rcvIp@$ 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zWKRz;O(;F|`vyh>!A61Y!C!4~7!nCYh`fPa|F*#pC?KN0+7PlpvUIGG~}Y~);jW!l=V_CQUM3+_t^d*ZA;a9^?thoJ#zFCuc{v?l$300&d>g8%>k literal 0 HcmV?d00001 From 049a19f4e39ee99b36c740973b6842ad0ac0ed68 Mon Sep 17 00:00:00 2001 From: jordanmontt Date: Tue, 20 Aug 2024 14:09:38 +0200 Subject: [PATCH 7/9] Pass --- Chapters/Illimani/Illimani.md | 151 +++++++++++++++++++++++++++++++--- 1 file changed, 141 insertions(+), 10 deletions(-) diff --git a/Chapters/Illimani/Illimani.md b/Chapters/Illimani/Illimani.md index 0bd9869..25cbe94 100644 --- a/Chapters/Illimani/Illimani.md +++ b/Chapters/Illimani/Illimani.md @@ -28,12 +28,16 @@ _Authors:_ Sebastian Jordan Montaño -- Univ. Lille, Inria, CNRS, Centrale Lille ### Introduction @secIntro -Modern programming languages, such as Java, Python, or Pharo, provide automatic memory management with an efficient garbage collector. -This makes the memory management of an application transparent to the developer. -Debugging memory issues is known for being a tedious activity [@Chis11a]. -There is a need for practical tools to support developers in their understanding of the memory consumption of their applications. +Modern programming languages such as Pharo offer automatic memory management through garbage collectors (GC) [ 1 ]. +This takes the responsibility of allocating objects and freeing the allocated memory from of the developer. +Pharo has a two-generation GC with a scavenging algorithm for the new generation and a stop-the-world mark-and-compact algorithm for the old generation [2, 3 ]. +The Pharo GC periodically traverses the memory to detect the objects that are not reachable (an object is not reachable when it is no longer accessible nor usable). After the memory traversal, the GC frees the unreachable objects’ memory. -In this chapter, we present Illimani : a precise memory profiler (cite illimani papers and GitHub) framework for the Pharo programming language [@Duca22c]. +There are some applications in which a significant part of the execution time is spent in garbage collections. +The default GC parameters are rarely ideal for any given application [4]. +Consequently, there is considerable potential for optimizing such applications to mitigate garbage collection overhead. + +In this chapter, we present Illimani : a precise memory profiler (cite illimani papers and GitHub) framework for the Pharo programming language [cite @Duca22c]. It serves to profile object allocations that are produced during the execution of an application. It can also profile object lifetimes by attaching an ephemeron to the allocations. It provides information about the allocation context for each of the allocated objects, the objects types, their size in memory, object lifetimes, the evolution of memory usage, garbage collector stress, among others. @@ -62,7 +66,9 @@ We observed that our case study has 25% of long-lived objects that represent 40% Applications that have many objects that live a fairly long time suffer from performance issues [cite 13 of df paper iwst]. Increasing the GC heap size has a significant impact on GC performance [cite df iwst 7 , 4 ]. With this information, we decided to tune the GC parameters to see if we can get performance improvements [cite 14, 13, 6]. -We obtained improvements of up to 6.8 times compared to the default GC parameters when the number of full garbage collections is reduced +We obtained improvements of up to 6.8 times compared to the default GC parameters when the number of full garbage collections is reduced. + +**Chapter's outline** TO DO ### Illimani Memory Profiler @secIlli @@ -85,7 +91,125 @@ Inside the instrumentation, we capture the exact allocation time and an object The MethodProxies architecture ensures that the code will be uninstrumented after the profiling is finished. None of the allocations that are made in the process of extracting the information are intercepted. -### A glance over the UI +Illimani is also a framework of memory profilers. +A user can implement his own profiler by subclassing the `IllAbstractProfiler` class and defining the few missing methods +Especially, the `internalRegisterAllocation:` method. +The `internalRegisterAllocation:` method will be called each time that an allocation is produced (or when sampling, each time that the sampling rates matches) with the newly allocated object as a parameter. +You can the `IllAllocationRateProfiler` class as an example of a very simple memory profiler. + +Tthe profiler is independent from the UI, you can access to the same statistics and information, with out without the UI. +See the protocol `accessing - statistics` in the profiler to see the methods. +Also, the profiler has a statistics model that groups and sorts the allocation by class and by methods. + +By default, when loading Illimani, it provides three implemented profilers: - allocation site memory profiler, - a object lifetimes profiler, - and an allocation rate profiler. +The allocation site profiler `IllAllocationSiteProfiler` gives you information about the allocation sites and where the objects where produced in your application. +The object lifetimes profiler `IllObjectLifetimesProfiler` gives you information about how much time did the objects lived, and about how many GC cycles (both scavenges and full GC) they survived. +The allocation rate profiler `IllAllocationRateProfiler` simply tells you the number of allocation and the duration of the execution. + +#### Quick Getting Started + +Profiling a given code snippet + +``` +profiler + profileOn: [ 15 timesRepeat: [ StPlaygroundPresenter open close ] ] ; + open; + yourself +``` + +Profiling the Pharo IDE activity for a given amount of time + +``` +profiler + profileFor: 6 seconds; + open; + yourself +``` + +Example 1, using the allocation site profiler for profiling the Pharo IDE activity + +``` +IllAllocationSiteProfiler new + copyExecutionStack; + profileFor: 6 seconds; + open; + yourself +``` + +Example 2, using the object lifetimes profiler on a code snippet: + +``` +IllObjectLifetimesProfiler new + profileOn: [ 15 timesRepeat: [ StPlaygroundPresenter open close ] ] ; + open; + yourself +``` + +#### Common API + +In this section, we will describe the Illimani's API. +This API is generic, meaning that it works for all the available profiler, and the future ones too. + +##### Profile a code snippet or the Pharo IDE + +You can decide both to profile a given method block or just watching the activity of the image for some time. + +``` +"With this the profiler will block the ui and you will only capture the objects created by your code snippet" +profiler profileOn: [ anObject performSomeAction ]. + +"With this the profiler with not block the UI nor the image. So, you will capture all the allocations of the image" +profiler profileFor: 2 seconds. +``` + +##### Profiler manual API + +For starting the stoping the profiling manually. This can be useful if you don't know how long your program will run and you need to interact with the Pharo's IDE. + +``` +profiler startProfiling. +profiler stopProfiling. +``` + +##### Open the GUI + +You can open the ui at any time with the message `open` (even if the profiler is still profiling) + +``` +profiler open. +``` + +### Sample the allocations + +By default, the profiler captures 1% of the allocations. We chose this number because in our experiments we found out that the profiler producess precise results with minimal overhead with that sampling rate. You can change the sampling rate. The sampling rate needs to be a fraction. + +``` +"Capture 10% of the allocations" +profiler samplingRate: 1/10. + +"Capture 100% of the allocations" +profiler samplingRate: 1. +``` + +##### Export the profiled data to files + +You can export the data to csv and json files by doing: + +``` +profiler exportData +``` + +This will create a csv file with all the information about the allocated objects, and some other auxiliary files in json and csv. This auxiliary files can be the meta data about the total profiled time, the gc activity, etc. + +##### Monitor the GC activity + +You can monitor the GC activity while the profiler is profiling with the message `monitorGCActivity`. This will fork a process that will take GC statistics once per second. Then, when exporting the profiler data, two csv files will be exported containing both the scavenges and full GCs. By default, the GC monitoring is disabled. + +``` +profiler monitorGCActivity +``` + +### A glance over the functionalities ![Illimani's user interface](figures/illi-ui.png label=figIlliUI) @@ -178,7 +302,14 @@ On the other hand, the other four classes allocate the objects continuously duri These different execution paths are identifiable thanks to the allocation path chart. This accumulative chart is available in the Illimani's UI. -### Use Case: Identifying Allocation Sites +### Using Illimani in real life: use cases +@secUseCase + +In this section we will describe two uses cases in which we use Illimani on real-life application to detect and fix memory issues. +We will start by using the allocation site profiler to identify hot allocation sites related to the Pharo's IDE. +Then, we will use the object lifetimes profiler to detect an memory performance issue in a memory-intensive application. + +#### Use Case: Identifying Allocation Sites @secUseCaseColorPalette A Pharo expert had a hint about a memory leak of objects of the type `Color`. @@ -221,7 +352,7 @@ Top 5 color allocations when opening 30 Pharo tools **Summary:** Using Illimani we identified an allocation site in the class `PharoDarkTheme` that was allocating 66%of all the colors with 99,9% redundant allocations. -#### Color Palette +##### Color Palette Looking at the implementation of `UITheme` we identified the cause of the redundant allocations: each time that a user asks for a color, the `UITheme` class creates a new instance of it. We developed a Color Palette as a solution. @@ -245,7 +376,7 @@ Object Allocations in Baseline vs Color Palette implementation **Summary:** With the Color Palette implementation the `PharoDarkTheme` class does not longer allocates redundant colors. -## Other allocation sites +##### Other allocation sites We profiled the same execution setup, opening 30 Pharo tools, this time not filtering the allocated objects but capturing all of the allocations. We observe in Table *@taballobjectallocations* that the classes `Rectangle` and `Margin` are the ones that are allocated the most, summing 64% of all the allocations between them. From adf24b7d6eb828073b2fc09ebd37c7e342e2034a Mon Sep 17 00:00:00 2001 From: jordanmontt Date: Tue, 20 Aug 2024 14:57:27 +0200 Subject: [PATCH 8/9] pass --- Chapters/Illimani/Illimani.md | 176 ++++++++++++++------ Chapters/Illimani/figures/df-lifetimes.pdf | Bin 0 -> 20204 bytes Chapters/Illimani/figures/df-lifetimes2.pdf | Bin 0 -> 19879 bytes 3 files changed, 128 insertions(+), 48 deletions(-) create mode 100644 Chapters/Illimani/figures/df-lifetimes.pdf create mode 100644 Chapters/Illimani/figures/df-lifetimes2.pdf diff --git a/Chapters/Illimani/Illimani.md b/Chapters/Illimani/Illimani.md index 25cbe94..89d2569 100644 --- a/Chapters/Illimani/Illimani.md +++ b/Chapters/Illimani/Illimani.md @@ -1,30 +1,30 @@ ---- -abstract: | - Modern programming languages provide automatic memory management with - an efficient garbage collector making the memory management of an - application transparent to the developer. There is a need for - practical tools to support developers in their understanding of the - memory consumption of their applications. In this paper, we present a - prototype version of Illimani: a precise object - allocation profiler. It has a rich object model that provides - information about the objects' allocation context, the evolution of - memory usage, and garbage collector stress. - - We were able to find an object allocation site in the class - [UITheme]{.smallcaps} that was making 99,9% redundant allocations. We - developed a Color Palette cache at the domain level that removed all - the redundant allocations. We were also able to identify 2 other - object allocation sites in the methods - [Margin\>\>#insetRectangle]{.smallcaps} and - [Number\>\>#asMargin]{.smallcaps}. - ---- - ## Illimani: A Memory Profiler @cha:illimani _Authors:_ Sebastian Jordan Montaño -- Univ. Lille, Inria, CNRS, Centrale Lille, UMR 9189 CRIStAL, Lille, France -- sebastian.jordan@inria.fr and Guillermo Polito -- Univ. Lille, Inria, CNRS, Centrale Lille, UMR 9189 CRIStAL, Lille, France -- guillermo.polito@inria.fr and Stéphane Ducasse -- Univ. Lille, Inria, CNRS, Centrale Lille, UMR 9189 CRIStAL, Lille, France -- stephane.ducasse@inria.fr and Pablo Tesone -- Univ. Lille, Inria, CNRS, Centrale Lille, UMR 9189 CRIStAL, Lille, France -- pablo.tesone@inria.fr +### Abstract + +Modern programming languages often feature automatic memory management with efficient garbage collectors, which aims to make memory management transparent to developers. +However, developers still require practical tools to gain insights into their applications' memory consumption. +In this chapter, we introduce Illimani: a set of mememory profilers designed to enhance memory profiling and garbage collection (GC) performance. +ILLIMANI provides detailed information about object allocation contexts, memory usage evolution, and GC stress. + +We explain how Illimani works, we present its API and we provide two uses cases in which we use Illimani in real-life applications. + +Our analysis using ILLIMANI revealed a critical object allocation site in the class `UITHEME`, which was responsible for 99.9% of redundant allocations. +To address this, we developed a Color Palette cache at the domain level, effectively eliminating these redundant allocations +Additionally, we identified two other significant allocation sites associated with the methods `MARGIN>>#insetRectangle` and `NUMBER>>#asMargin`. + +In our second analysis, we used the object lifetime to analyze object lifetimes without requiring modifications to the Virtual Machine. +Our profiler, based on ephemerons and method proxies, tracks the duration of object allocations. +We applied this tool to a DataFrame application, observing a substantial number of long-lived objects. +By using this information to tune GC parameters, we achieved performance improvements of up to 6.8 times compared to default settings. + +Together, these tools provide valuable insights for optimizing GC performance and application efficiency. +ILLIMANI helps in identifying and resolving redundant allocations. +It also offers actionable data for fine-tuning GC parameters and improving overall execution time. + ### Introduction @secIntro @@ -400,31 +400,111 @@ Allocated Objects **Summary:** Illimani reports other two object allocation sites that allocate objects of type [Rectangle]{.smallcaps} and [Margin]{.smallcaps} that represent 64% of the allocations. +#### Use case: Improving DataFrame performance through lifetime profiling + +We evaluated our profiler by profiling the execution of loading a 500 MB CSV file into a DataFrame. +We choose DataFrame as our target application because it is a memory-intensive application that supports loading big files to do data engineering and machine learning. + +We applied the following methodology for using the object lifetimes profiler: +We profile the execution of DataFrame and we then benchmark it to know how much time was spent on garbage collections. +Then, we choose non-default GC parameters taking into consideration the object lifetimes and the GC spent time. +If the profiler reports a significant quantity of long-lived objects, we choose non-default GC parameters that increase the memory heap and reduce the number of full garbage collections. +With these custom GC parameters, we benchmark again our target application. +We finally validate our profiler comparing the performance with the tuned GC parameters against the default ones. + +##### Lifetime profiling results + +The profiler gives a density chart of the object lifetimes. +We grouped the object lifetimes by intervals of one second. +All objects whose lifetime duration has the same second will be in the same bucket. +In Figure *@figDFLifetimes*, we calculated the density as a function of the actual memory size occupied by the objects. +We can observe that around 40% of memory stayed referenced for a long time. + +![Object lifetimes profile by memory for a 500MB dataset](figures/df-lifetimes.pdf label=figDFLifetimes) + +In Figure *@figDFLifetimesTwo* we calculated the density but in function by the number of objects instead of the occupied memory. +Crossing this information with Figure 4 we get that 25% of the objects that represent 40% of the GC memory stay referenced for a long time. + +![Object lifetimes profile for a 500MB dataset by number of objects](figures/df-lifetimes2.pdf label=figDFLifetimesTwo) + +##### 4.3. Benchmarking DataFrame + +We benchmarked the loading of a DataFrame but this time without the instrumentation. +We used the default GC parameters when running these benchmarks. +To improve the reproducibility of benchmarking, we used the best developer techniques for the benchmarks [cite 16 of df paper]: we cut the internet connexion and stopped all non-vital applications. +We run each of the benchmarks n-times and then we reported the average execution time with the standard deviation. +We benchmarked the loading of 3 CSV files of different sizes: 500 MB, 1.6 GB, and 3.1 GB. +We present the results of the benchmarks for the 3 different CSV files in Table *@benchmarkGCTime*. + +@tabBenchmarkGCTime +| **Dataset** | **# of scavengers** | **# of full GCs** | **GC time** | **Total time** | **GC time in %** | +|-------------|----------------------|-------------------|-----------------|--------------------|------------------| +| 500 MB | 266 | 18 | 11 sec | 1 min 11 sec | 15% | +| 1.6 GB | 304 | 36 | 1 min | 4 min 8 sec | 22% | +| 3.1 GB | 1143 | 309 | 1 h 3 min 13 sec| 1 h 11 min 5 sec | 89% | + +##### Tuning garbage collector parameters + +Generational GCs suffer from poor performance when dealing with memory-intensive applications that generate numerous intermediate objects, which live a fairly long time under the default GC parameters [cite 17, 13 ]. +Our profiler showed that DataFrame is an application that produces long-lived objects. +DataFrame has 25% of the objects that represent 40% of the allocated memory that live for a fairly long time (Figures *@figDFLifetimes*, *@figDFLifetimesTwo*). +One can reduce GC time by tuning the GC parameters [cite 6]. +The benchmarks exhibited optimization opportunities by reducing the garbage collection time. +Generational GCs are not optimized for applications with a substantial number of long-lived objects. +Instead, they are specifically configured for applications where objects tend to die young [ cite 13]. +We discussed with Pharo experts about Pharo’s GC implementation details. +With this internal knowledge of Pharo’s GC implementation and the DataFrame internals, we chose the a custom GC parameters. +We chose by hand this custom GC parameters that we knew will increase the heap size and reduce the number of garbage collections. +The Pharo GC has 4 available customizable parameters. +In Pharo, the heap size can be seen as the sum of the new and the old space. One can control the heap size by tuning these customizable GC parameters. + +- Eden size represents 5/7 of the new space and it is where the objects are allocated; the other 2/7 of space is used for copying objects. +- Growth headroom is the minimum amount of space the GC will request to the operating system to allocate +- Shrink threshold is the amount of free space that the GC will manage before giving it back to the OS. +- GC ratio is a percentage that triggers a full garbage collection when the heap will grow that percentage. + +_Note:_ For simplicity, in this section we only use one custom GC parameter. +Normally, one needs to use several and then comparing which one produces the best performance improvement. + +##### Results + +Then as explained in the methodology, we benchmarked the loading of the DataFrame with the 3 different CSV files with the custom GC parameter configuration to see if we reduce the garbage collection time. +We obtained improvements of up to 6.8 times compared to the default GC parameter + +In the following tables, we present the results that we obtained re-running the 3 benchmarks with the custom GC configurations. +For the 500 MB CSV, we got from the benchmark in Table *@tabBenchmarkGCTime* that 15% of the time is spent on garbage collecting. + +We increased the performance up to 1.2 times for the 500 MB CSV file. +For the 1.6 GB CSV file, we increased the performance up to 1.2 times and 22% of the execution time passed doing garbage collections. + +For the last CSV file, the one of 3.1 GB, we observe that we increased the performance up to 6.8 times. +This enhancement can be attributed to the fact that, for this 3.1 GB, 89% of the execution time is spent doing garbage collections. The custom configuration that we chose has a larger memory footprint compared to the default parameters. + +Result with the custom GC parameter + +@tabDFResults +| **Dataset CSV file** | **GC spent time** | **Total execution time** | **Improved performance** | +| -------------------- | ---------------------| ------------------------ |------------------------- | +| 500 MB | 2.17 sec | 60.58 sec | 1.2 x | +| 1.6 GB | 12.93 sec | 3 min 20 sec | 1.2 x | +| 3.1 GB | 1 min 47 sec | 9 min 42 sec | 6.8 x | + # Conclusion and Future Work []{#sec:conclusion label="sec:conclusion"} -Illimani is a memory profiler that can precisely capture -object allocations. It provides a rich object model that allows a user -to query and group the object allocations. Illimani also -shows the information with tables and visualizations. We profiled the -execution of opening 30 Pharo tools: Iceberg, Playground, and the -Inspector. We opened 10 times each making 30 in total and we let render -each of the applications for 100 Morphic cycles. We were able to detect -object allocation sites. Illimani reported that the class -[UITheme]{.smallcaps} was making 99,9% redundant object allocations. We -were able to fix the excessive allocations by introducing the -architectural concept of a Color Palette removing all the redundant -allocations that the [UITheme]{.smallcaps} was making. - -We were able to identify other two allocation sites related to the -*MorphicUI* framework. For the same execution of opening the 30 Pharo -tools, 1,565,352 objects were allocated in total and the classes -[Rectangle]{.smallcaps} and [Margin]{.smallcaps} are the ones that are -allocated the most, summing 64% of all the allocations. The methods -[Margin\>\>#insetRectangle]{.smallcaps} and -[Number\>\>#asMargin]{.smallcaps} are the two methods producing all of -those allocations. - -There is previous work done on energy profiling in Pharo [@Berg16b]. We -want to continue this work to include energy measurements along with the -object allocations. We will also develop a solution at the bytecode -level to be able to wrap the primitive methods too. +In this chapter, we presented Illimani, a sophisticated memory profilers set that accurately captures object allocations, object lifetimes, and provides a rich object model for querying and grouping these allocations +Illimani is also a memory profiler framework that users can use to craft their own memory profilers. +We showed the tool, along with its functionalities and its API. +We conducted two detailed use cases in which we use Illimani to tackle and solve real application memory and performance issues. + +First, we utilized the allocation site profiler of Illimani. +By profiling the execution of opening 30 Pharo tools—Iceberg, Playground, and the Inspector, each opened 10 times and rendered for 100 Morphic cycles—we identified significant allocation patterns. +Illimani revealed that the class `UITheme` was responsible for 99.9% of redundant object allocations. +This insight led to a solution where we introduced a Color Palette architectural concept to eliminate these redundant allocations. +Additionally, we discovered two other significant allocation sites within the MorphicUI framework. +Out of 1,565,352 total allocations, the classes `Rectangle` and `Margin` were responsible for 64% of these allocations, with methods `Margin>>#insetRectangle and `Number>>#asMargin` being the primary contributors. + +Our second analysis was done using the object lifetimes profiler of Illimani. +This profiler was applied to a DataFrame loading three large CSV files. +Our findings revealed that 25% of the objects, which represent 40% of the memory, had relatively long lifetimes. +Based on these insights, and after discussing with Pharo experts about the GC implementation, we tested one different GC parameter configuration that increased the heap size. +Benchmarking these configurations showed performance improvements of up to 6.8 times compared to the default GC parameters. \ 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zFv7~v%mCD&Mpb8KV1^!6hGyoLz!Z$C&cYDXJ3<%3bRTe~C59aqCgvD+SQ;8&sIxQz zl?yOCN{SMJleR_Rqtt>kt5QK}1Jpwdls|FH_O2Dbf Q(9+1 Date: Tue, 20 Aug 2024 15:20:43 +0200 Subject: [PATCH 9/9] pass --- Chapters/Illimani/Illimani.md | 38 ++++++++++++++++++----------------- 1 file changed, 20 insertions(+), 18 deletions(-) diff --git a/Chapters/Illimani/Illimani.md b/Chapters/Illimani/Illimani.md index 89d2569..d653944 100644 --- a/Chapters/Illimani/Illimani.md +++ b/Chapters/Illimani/Illimani.md @@ -28,7 +28,7 @@ It also offers actionable data for fine-tuning GC parameters and improving overa ### Introduction @secIntro -Modern programming languages such as Pharo offer automatic memory management through garbage collectors (GC) [ 1 ]. +Modern programming languages such as Pharo offer automatic memory management through garbage collectors (GC). This takes the responsibility of allocating objects and freeing the allocated memory from of the developer. Pharo has a two-generation GC with a scavenging algorithm for the new generation and a stop-the-world mark-and-compact algorithm for the old generation [2, 3 ]. The Pharo GC periodically traverses the memory to detect the objects that are not reachable (an object is not reachable when it is no longer accessible nor usable). After the memory traversal, the GC frees the unreachable objects’ memory. @@ -37,7 +37,8 @@ There are some applications in which a significant part of the execution time is The default GC parameters are rarely ideal for any given application [4]. Consequently, there is considerable potential for optimizing such applications to mitigate garbage collection overhead. -In this chapter, we present Illimani : a precise memory profiler (cite illimani papers and GitHub) framework for the Pharo programming language [cite @Duca22c]. +In this chapter, we present Illimani : a precise memory profiler framework for the Pharo programming language. +It is available in [github.com/jordanmontt/illimani-memory-profiler](https://github.com/jordanmontt/illimani-memory-profiler) It serves to profile object allocations that are produced during the execution of an application. It can also profile object lifetimes by attaching an ephemeron to the allocations. It provides information about the allocation context for each of the allocated objects, the objects types, their size in memory, object lifetimes, the evolution of memory usage, garbage collector stress, among others. @@ -46,7 +47,7 @@ It also has a sampling mechanism, the user can configure a sampling rate to not It runs on the stock unmodified Pharo's VM. It instruments the object allocations methods to control their execution. Each time that an object allocation is produced, Illimani captures it and register useful information about the allocation context, or the object lifetimes. -As a back-end, Illimani uses MethodProxies (cite method proxies paper and add a footnote for the github) which is a message-passing control library. +As a back-end, Illimani uses MethodProxies ([github.com/pharo-contributions/MethodProxies](https://github.com/pharo-contributions/MethodProxies)) which is a message-passing control library. It also uses Ephemerons to know when an object is about to be finalized, estimating the object lifetimes. We provide 2 uses cases in which we use Illimani. @@ -59,13 +60,14 @@ We developed a Color Palette at the domain level introducing an important missin With the Color Palette, we reduced the memory stress of the application by removing all the redundant allocations. In the second use case, we use Illimani to profile object lifetimes in a memory-intense application. -We choose as a case study the loading of a 500 MB dataset into a DataFrame [ cite dataframe]. -We have selected DataFrame3 library for our study because it is often used in memory-intensive applications such as machine learning, data mining, and data analysis [cite 12]. +We choose as a case study the loading of a 500 MB dataset into a DataFrame. +DataFrame is available at [github.com/PolyMathOrg/DataFrame](https://github.com/PolyMathOrg/DataFrame). +We have selected DataFrame3 library for our study because it is often used in memory-intensive applications such as machine learning, data mining, and data analysis. The profiler gave us object lifetimes. We observed that our case study has 25% of long-lived objects that represent 40% of the allocated memory. -Applications that have many objects that live a fairly long time suffer from performance issues [cite 13 of df paper iwst]. -Increasing the GC heap size has a significant impact on GC performance [cite df iwst 7 , 4 ]. -With this information, we decided to tune the GC parameters to see if we can get performance improvements [cite 14, 13, 6]. +Applications that have many objects that live a fairly long time suffer from performance issues. +Increasing the GC heap size has a significant impact on GC performance. +With this information, we decided to tune the GC parameters to see if we can get performance improvements. We obtained improvements of up to 6.8 times compared to the default GC parameters when the number of full garbage collections is reduced. **Chapter's outline** TO DO @@ -79,11 +81,11 @@ It presents this information with memory usage tables, accumulative allocation e It is also possible to query the profiler to make a custom analysis. Illimani is capable of filtering the profiling for a given specific domain. -In Pharo, almost all computations are done by sending messages [cite @Berg11d]. +In Pharo, almost all computations are done by sending messages. Allocating an object is done also by sending a message. In Pharo 13, we identified 14 allocation methods. -We instrumented these 14 allocator methods to intercept whenever they are invoked using MethodProxies (cite). +We instrumented these 14 allocator methods to intercept whenever they are invoked using MethodProxies. We use MethodProxies as the instrumentation back-end of Illimani. MethodProxies allows one to decorate and control the execution of a method: execution an action before and after a method's execution. When a sender requests an object allocation, the instrumentation captures the execution before the object is returned to the sender. @@ -227,10 +229,10 @@ Illimani provides a summary of the studied execution. It provides information on the total allocated objects, the allocator classes and methods, the memory usage, and the garbage collector stress. Illimani shows information on how many garbage collections were made, both incremental and full, and the time spent doing garbage collections. -Pharo has a two-generation garbage collector [cite @Unga84a]. +Pharo has a two-generation garbage collector. It has a young and an old space. The newly allocated objects are allocated in the young space and after they survive a threshold of garbage collections they are moved to the old space. -The garbage collections done in the old space are orders of magnitude slower than the ones done in the young space [cite @Poli23a; @Mira18a]. +The garbage collections done in the old space are orders of magnitude slower than the ones done in the young space. The profiler can groups the allocations by allocator classes or methods. It shows this information in memory tables that can be sorted by the number of allocations or by the total memory size in bytes. @@ -278,9 +280,9 @@ profiler objectAllocations select: [ :e | e lifetimeAsDuration > 1 second ] Illimani can presents the allocation site information with a heat map visualization. It shows the relationship between the most allocator methods and the most allocated objects. -Key questions developers ask about memory are related to who is responsible for most creating instances and of each class, or method [cite @Sill05a]. +Key questions developers ask about memory are related to who is responsible for most creating instances and of each class, or method. Heat map visualizations are particularly adapted to display such relationships. -Their matrix architecture supports the identification of key players: most created vs. most creating classes per entity [cite @Pauw02a; @Pauw00a; @Pauw94a]. +Their matrix architecture supports the identification of key players: most created vs. most creating classes per entity. The most allocators are ordered from top to bottom, the top is the one that allocates the most and the bottom one is the one that allocates the less. The allocated classes are ordered from left, the most allocated, to the right, the less allocated. @@ -431,7 +433,7 @@ Crossing this information with Figure 4 we get that 25% of the objects that repr We benchmarked the loading of a DataFrame but this time without the instrumentation. We used the default GC parameters when running these benchmarks. -To improve the reproducibility of benchmarking, we used the best developer techniques for the benchmarks [cite 16 of df paper]: we cut the internet connexion and stopped all non-vital applications. +To improve the reproducibility of benchmarking, we used the best developer techniques for the benchmarks: we cut the internet connexion and stopped all non-vital applications. We run each of the benchmarks n-times and then we reported the average execution time with the standard deviation. We benchmarked the loading of 3 CSV files of different sizes: 500 MB, 1.6 GB, and 3.1 GB. We present the results of the benchmarks for the 3 different CSV files in Table *@benchmarkGCTime*. @@ -445,13 +447,13 @@ We present the results of the benchmarks for the 3 different CSV files in Table ##### Tuning garbage collector parameters -Generational GCs suffer from poor performance when dealing with memory-intensive applications that generate numerous intermediate objects, which live a fairly long time under the default GC parameters [cite 17, 13 ]. +Generational GCs suffer from poor performance when dealing with memory-intensive applications that generate numerous intermediate objects, which live a fairly long time under the default GC parameters. Our profiler showed that DataFrame is an application that produces long-lived objects. DataFrame has 25% of the objects that represent 40% of the allocated memory that live for a fairly long time (Figures *@figDFLifetimes*, *@figDFLifetimesTwo*). -One can reduce GC time by tuning the GC parameters [cite 6]. +One can reduce GC time by tuning the GC parameters. The benchmarks exhibited optimization opportunities by reducing the garbage collection time. Generational GCs are not optimized for applications with a substantial number of long-lived objects. -Instead, they are specifically configured for applications where objects tend to die young [ cite 13]. +Instead, they are specifically configured for applications where objects tend to die young. We discussed with Pharo experts about Pharo’s GC implementation details. With this internal knowledge of Pharo’s GC implementation and the DataFrame internals, we chose the a custom GC parameters. We chose by hand this custom GC parameters that we knew will increase the heap size and reduce the number of garbage collections.