Parallelizing Git Checkout: a case study of I/O parallelism on desktop applications

Detalhes bibliográficos
Autor(a) principal: Bernardino, Matheus Tavares
Data de Publicação: 2022
Tipo de documento: Dissertação
Idioma: eng
Título da fonte: Biblioteca Digital de Teses e Dissertações da USP
Texto Completo: https://www.teses.usp.br/teses/disponiveis/45/45134/tde-31082022-210254/
Resumo: A version control system (VCS) is a tool that tracks and manages the changes made to a set of files over time. More broadly, VCS tools can also help to shape and manage collaboration flows, find and fix bugs, remember the motivations behind a given code change, etc. Although these tools can typically track any type of data, version control systems bring huge benefits to software projects and, as a result, have become standard practice in this field. Among the VCS tools available today, Git is the most popular among developers. This tool is currently being used to version control a variety of repositories, from small personal projects of a few megabytes in size to massive corporate repositories with more than 300 GB and 3.5 million files. For that reason, speed and scalability are among the top priorities for the Git development community. However, the performance of the tool sometimes falls short of what is desired on networked file systems (NFS), where input and output (I/O) operations tend to be more costly. In particular, one Git operation that suffers from these costs is checkout, which is responsible for restoring files from specific versions of a project. Various optimizations were employed on code related to the checkout operation over the years, but the sequential processing of files still carried a large time penalty for NFS, as well as being suboptimal for local file systems on SSDs. In this project, we worked to parallelize the Git checkout machinery, resulting in speedups of up to 4.5x on NFS and 3.6x on SSDs. We also study how parallelism affects the I/O tasks performed by the checkout operation on different machines and storage devices. The parallel checkout feature was incorporated into the upstream Git repository and made available to all users of the tool since version 2.32.0, which was released in June 2021.
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spelling Parallelizing Git Checkout: a case study of I/O parallelism on desktop applicationsParalelizando o Git Checkout: um estudo de caso sobre paralelismo de E/S em aplicações desktopGitGitNetwork file systemsParalelismo em E/SParallel I/OParallel programmingProgramação paralelaSistemas de arquivos em redeSistemas de controle de versõesVersion control systemsA version control system (VCS) is a tool that tracks and manages the changes made to a set of files over time. More broadly, VCS tools can also help to shape and manage collaboration flows, find and fix bugs, remember the motivations behind a given code change, etc. Although these tools can typically track any type of data, version control systems bring huge benefits to software projects and, as a result, have become standard practice in this field. Among the VCS tools available today, Git is the most popular among developers. This tool is currently being used to version control a variety of repositories, from small personal projects of a few megabytes in size to massive corporate repositories with more than 300 GB and 3.5 million files. For that reason, speed and scalability are among the top priorities for the Git development community. However, the performance of the tool sometimes falls short of what is desired on networked file systems (NFS), where input and output (I/O) operations tend to be more costly. In particular, one Git operation that suffers from these costs is checkout, which is responsible for restoring files from specific versions of a project. Various optimizations were employed on code related to the checkout operation over the years, but the sequential processing of files still carried a large time penalty for NFS, as well as being suboptimal for local file systems on SSDs. In this project, we worked to parallelize the Git checkout machinery, resulting in speedups of up to 4.5x on NFS and 3.6x on SSDs. We also study how parallelism affects the I/O tasks performed by the checkout operation on different machines and storage devices. The parallel checkout feature was incorporated into the upstream Git repository and made available to all users of the tool since version 2.32.0, which was released in June 2021.Sistemas de controle de versões (SCV) são ferramentas que monitoraram e gerenciam as alterações feitas em um conjunto de arquivos ao longo do tempo. De forma mais abrangente, SCVs também podem contribuir para moldar e gerir fluxos de colaboração, encontrar e corrigir bugs, relembrar as motivações por trás de determinada alteração de código, etc. Apesar de tipicamente poderem monitorar qualquer tipo de dados, sistemas de controle de versão trazem benefícios importantíssimos para projetos de software e, com isso, se tornaram prática padrão neste campo. Dentre as ferramentas de SCV disponíveis atualmente, o Git é o mais popular entre desenvolvedores. A ferramenta é utilizada hoje para versionar desde pequenos projetos pessoais, com alguns megabytes de tamanho, até repositórios corporativos massivos com mais de 300 GB e 3,5 milhões de arquivos. Por esse motivo, velocidade e escalabilidade estão entre as principais prioridades para a comunidade de desenvolvimento do Git. No entanto, o desempenho da ferramenta por vezes se encontra aquém do desejado em sistemas de arquivos em rede (NFS), onde operações de entrada e saída (E/S) costumam ser mais custosas. Em particular, uma operação do Git que sofre com estes custos é o checkout, que é responsável por restaurar arquivos de versões específicas de um projeto. Diversas otimizações foram empregadas em códigos relacionados à operação de checkout ao longo do tempo, mas o processamento sequencial dos arquivos ainda trazia uma penalidade de tempo grande para NFS, além de ser subótimo para sistemas de arquivo locais em SSDs. Neste projeto, trabalhamos para paralelizar o maquinário de checkout do Git, resultando em speedups de até 4,5x em NFS e 3,6x em SSDs. Também estudamos como o paralelismo afeta as tarefas de E/S realizadas pela operação de checkout em diferentes máquinas e dispositivos de armazenamento. A funcionalidade de checkout paralelo foi incorporada ao repositório upstream do Git e disponibilizada para todos os usuários da ferramenta na sua versão 2.32.0, que foi lançada em Junho de 2021.Biblioteca Digitais de Teses e Dissertações da USPLejbman, Alfredo Goldman VelBernardino, Matheus Tavares2022-07-13info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttps://www.teses.usp.br/teses/disponiveis/45/45134/tde-31082022-210254/reponame:Biblioteca Digital de Teses e Dissertações da USPinstname:Universidade de São Paulo (USP)instacron:USPLiberar o conteúdo para acesso público.info:eu-repo/semantics/openAccesseng2022-09-02T20:28:11Zoai:teses.usp.br:tde-31082022-210254Biblioteca Digital de Teses e Dissertaçõeshttp://www.teses.usp.br/PUBhttp://www.teses.usp.br/cgi-bin/mtd2br.plvirginia@if.usp.br|| atendimento@aguia.usp.br||virginia@if.usp.bropendoar:27212022-09-02T20:28:11Biblioteca Digital de Teses e Dissertações da USP - Universidade de São Paulo (USP)false
dc.title.none.fl_str_mv Parallelizing Git Checkout: a case study of I/O parallelism on desktop applications
Paralelizando o Git Checkout: um estudo de caso sobre paralelismo de E/S em aplicações desktop
title Parallelizing Git Checkout: a case study of I/O parallelism on desktop applications
spellingShingle Parallelizing Git Checkout: a case study of I/O parallelism on desktop applications
Bernardino, Matheus Tavares
Git
Git
Network file systems
Paralelismo em E/S
Parallel I/O
Parallel programming
Programação paralela
Sistemas de arquivos em rede
Sistemas de controle de versões
Version control systems
title_short Parallelizing Git Checkout: a case study of I/O parallelism on desktop applications
title_full Parallelizing Git Checkout: a case study of I/O parallelism on desktop applications
title_fullStr Parallelizing Git Checkout: a case study of I/O parallelism on desktop applications
title_full_unstemmed Parallelizing Git Checkout: a case study of I/O parallelism on desktop applications
title_sort Parallelizing Git Checkout: a case study of I/O parallelism on desktop applications
author Bernardino, Matheus Tavares
author_facet Bernardino, Matheus Tavares
author_role author
dc.contributor.none.fl_str_mv Lejbman, Alfredo Goldman Vel
dc.contributor.author.fl_str_mv Bernardino, Matheus Tavares
dc.subject.por.fl_str_mv Git
Git
Network file systems
Paralelismo em E/S
Parallel I/O
Parallel programming
Programação paralela
Sistemas de arquivos em rede
Sistemas de controle de versões
Version control systems
topic Git
Git
Network file systems
Paralelismo em E/S
Parallel I/O
Parallel programming
Programação paralela
Sistemas de arquivos em rede
Sistemas de controle de versões
Version control systems
description A version control system (VCS) is a tool that tracks and manages the changes made to a set of files over time. More broadly, VCS tools can also help to shape and manage collaboration flows, find and fix bugs, remember the motivations behind a given code change, etc. Although these tools can typically track any type of data, version control systems bring huge benefits to software projects and, as a result, have become standard practice in this field. Among the VCS tools available today, Git is the most popular among developers. This tool is currently being used to version control a variety of repositories, from small personal projects of a few megabytes in size to massive corporate repositories with more than 300 GB and 3.5 million files. For that reason, speed and scalability are among the top priorities for the Git development community. However, the performance of the tool sometimes falls short of what is desired on networked file systems (NFS), where input and output (I/O) operations tend to be more costly. In particular, one Git operation that suffers from these costs is checkout, which is responsible for restoring files from specific versions of a project. Various optimizations were employed on code related to the checkout operation over the years, but the sequential processing of files still carried a large time penalty for NFS, as well as being suboptimal for local file systems on SSDs. In this project, we worked to parallelize the Git checkout machinery, resulting in speedups of up to 4.5x on NFS and 3.6x on SSDs. We also study how parallelism affects the I/O tasks performed by the checkout operation on different machines and storage devices. The parallel checkout feature was incorporated into the upstream Git repository and made available to all users of the tool since version 2.32.0, which was released in June 2021.
publishDate 2022
dc.date.none.fl_str_mv 2022-07-13
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/masterThesis
format masterThesis
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://www.teses.usp.br/teses/disponiveis/45/45134/tde-31082022-210254/
url https://www.teses.usp.br/teses/disponiveis/45/45134/tde-31082022-210254/
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv
dc.rights.driver.fl_str_mv Liberar o conteúdo para acesso público.
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Liberar o conteúdo para acesso público.
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.coverage.none.fl_str_mv
dc.publisher.none.fl_str_mv Biblioteca Digitais de Teses e Dissertações da USP
publisher.none.fl_str_mv Biblioteca Digitais de Teses e Dissertações da USP
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reponame:Biblioteca Digital de Teses e Dissertações da USP
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reponame_str Biblioteca Digital de Teses e Dissertações da USP
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repository.name.fl_str_mv Biblioteca Digital de Teses e Dissertações da USP - Universidade de São Paulo (USP)
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