Building Tunable CRDTs

Detalhes bibliográficos
Autor(a) principal: Rijo, André dos Reis Martins
Data de Publicação: 2018
Tipo de documento: Dissertação
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10362/55171
Resumo: Nowadays multiple large-scale services are hosted on the Internet, many of them with millions of daily users. These systems need to scale efficiently, providing fast access and being always available, despite failures of the servers or of the network and high amounts of users accessing the service. As such, these services typically trade strong consistency for high availability and low latency. However, not having strong consistency implies that conflicts arising from concurrent updates will occur, which need to be solved. Conflict-Free Replicated Data Types (CRDTs) provide low latency and solve conflicts automatically, ensuring eventual state convergence. However, one shortcoming of CRDTs is the way they deal with concurrency conflicts – usually they solve them automatically by applying a specific policy. For example, in a set, e priority to the add. These policies are limited and not adequate for all applications, especially since CRDTs don’t allow for policies dependent on the application context, such as, give priority to add if it’s element e, but give priority to remove if it’s element f. As such, in this thesis we propose a new type of CRDTs, called tunable CRDT (t- CRDT), which allows the programmer to specify for each operation what is the desired conflict solving policy, by supplying a simple boolean function. The programmer can either supply his own policy or use one of the many we provide in our t-CRDT library. T-CRDTs solve conflicts automatically by applying the policies in each operation. This new type of CRDTs adapt more easily to each application specific needs, as it gives more control to the programmer while still having the main properties of CRDTs, i.e., eventual convergence of state and low latency. With this, it is expected that more applications can start using CRDTs as their data solution and benefit from their properties.
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spelling Building Tunable CRDTsCRDTsemantic modeleventual consistencycausal consistencyreplicationconcurrency conflictsDomínio/Área Científica::Engenharia e Tecnologia::Engenharia Eletrotécnica, Eletrónica e InformáticaNowadays multiple large-scale services are hosted on the Internet, many of them with millions of daily users. These systems need to scale efficiently, providing fast access and being always available, despite failures of the servers or of the network and high amounts of users accessing the service. As such, these services typically trade strong consistency for high availability and low latency. However, not having strong consistency implies that conflicts arising from concurrent updates will occur, which need to be solved. Conflict-Free Replicated Data Types (CRDTs) provide low latency and solve conflicts automatically, ensuring eventual state convergence. However, one shortcoming of CRDTs is the way they deal with concurrency conflicts – usually they solve them automatically by applying a specific policy. For example, in a set, e priority to the add. These policies are limited and not adequate for all applications, especially since CRDTs don’t allow for policies dependent on the application context, such as, give priority to add if it’s element e, but give priority to remove if it’s element f. As such, in this thesis we propose a new type of CRDTs, called tunable CRDT (t- CRDT), which allows the programmer to specify for each operation what is the desired conflict solving policy, by supplying a simple boolean function. The programmer can either supply his own policy or use one of the many we provide in our t-CRDT library. T-CRDTs solve conflicts automatically by applying the policies in each operation. This new type of CRDTs adapt more easily to each application specific needs, as it gives more control to the programmer while still having the main properties of CRDTs, i.e., eventual convergence of state and low latency. With this, it is expected that more applications can start using CRDTs as their data solution and benefit from their properties.Ferreira, CarlaPreguiça, NunoRUNRijo, André dos Reis Martins2018-12-20T15:15:49Z2018-1120182018-11-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttp://hdl.handle.net/10362/55171enginfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-03-11T04:26:57Zoai:run.unl.pt:10362/55171Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T03:32:50.484245Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Building Tunable CRDTs
title Building Tunable CRDTs
spellingShingle Building Tunable CRDTs
Rijo, André dos Reis Martins
CRDT
semantic model
eventual consistency
causal consistency
replication
concurrency conflicts
Domínio/Área Científica::Engenharia e Tecnologia::Engenharia Eletrotécnica, Eletrónica e Informática
title_short Building Tunable CRDTs
title_full Building Tunable CRDTs
title_fullStr Building Tunable CRDTs
title_full_unstemmed Building Tunable CRDTs
title_sort Building Tunable CRDTs
author Rijo, André dos Reis Martins
author_facet Rijo, André dos Reis Martins
author_role author
dc.contributor.none.fl_str_mv Ferreira, Carla
Preguiça, Nuno
RUN
dc.contributor.author.fl_str_mv Rijo, André dos Reis Martins
dc.subject.por.fl_str_mv CRDT
semantic model
eventual consistency
causal consistency
replication
concurrency conflicts
Domínio/Área Científica::Engenharia e Tecnologia::Engenharia Eletrotécnica, Eletrónica e Informática
topic CRDT
semantic model
eventual consistency
causal consistency
replication
concurrency conflicts
Domínio/Área Científica::Engenharia e Tecnologia::Engenharia Eletrotécnica, Eletrónica e Informática
description Nowadays multiple large-scale services are hosted on the Internet, many of them with millions of daily users. These systems need to scale efficiently, providing fast access and being always available, despite failures of the servers or of the network and high amounts of users accessing the service. As such, these services typically trade strong consistency for high availability and low latency. However, not having strong consistency implies that conflicts arising from concurrent updates will occur, which need to be solved. Conflict-Free Replicated Data Types (CRDTs) provide low latency and solve conflicts automatically, ensuring eventual state convergence. However, one shortcoming of CRDTs is the way they deal with concurrency conflicts – usually they solve them automatically by applying a specific policy. For example, in a set, e priority to the add. These policies are limited and not adequate for all applications, especially since CRDTs don’t allow for policies dependent on the application context, such as, give priority to add if it’s element e, but give priority to remove if it’s element f. As such, in this thesis we propose a new type of CRDTs, called tunable CRDT (t- CRDT), which allows the programmer to specify for each operation what is the desired conflict solving policy, by supplying a simple boolean function. The programmer can either supply his own policy or use one of the many we provide in our t-CRDT library. T-CRDTs solve conflicts automatically by applying the policies in each operation. This new type of CRDTs adapt more easily to each application specific needs, as it gives more control to the programmer while still having the main properties of CRDTs, i.e., eventual convergence of state and low latency. With this, it is expected that more applications can start using CRDTs as their data solution and benefit from their properties.
publishDate 2018
dc.date.none.fl_str_mv 2018-12-20T15:15:49Z
2018-11
2018
2018-11-01T00:00:00Z
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 http://hdl.handle.net/10362/55171
url http://hdl.handle.net/10362/55171
dc.language.iso.fl_str_mv eng
language eng
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dc.format.none.fl_str_mv application/pdf
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
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reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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repository.mail.fl_str_mv
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