8 research outputs found
An economic energy approach for queries on data centers
Energy consumption is an issue that involves all of us, both as individuals and as members of a society, and covers all our areas of activity. It is something so broad that its impact has important reflections on our social, cultural and financial structures. The domain of software, and in particular database systems, is not an exception. Although it seems to be a little bit strange to study the energy consumption of just one query, when we consider the execution of a a few thousand queries per second, quickly we see the importance of the querying consumption in the monthly account of any company that has a conventional data center. To demonstrate the energy consumption of queries in data centers, we idealized a small dashboard for monitoring and analyzing the sales of a company, and implemented all the queries needed for populating it and ensuring its operation. The queries were organized into two groups, oriented especially to two distinct database management systems: one relational (MySQL) and one non relational (Neo4J). The goal is to evaluate the energy consumption of different types of queries, and at the same time compare it in terms of relational and non-relational database approaches. This paper relates the process we implemented to set up the energy consumption application scenario, measure the energy consumption of each query, and present our first preliminary results
Towards energy-aware coding practices for Android
This paper studies how the use of different coding practices when developing Android applications influence energy consumption. We consider two common Java/Android programming practices, namely string operations and (non) cached image loading, and we show the energy profile of different coding practices for doing them. With string operations, we compare the performance of the usage of the standard String class to the usage of the StringBuilder class, while with our second practice we evaluate the benefits of image caching with asynchronous loading. We externally measure energy consumption of the example applications using the Trepn profiler application by Qualcomm. Our preliminary results show that selected coding practices do significantly affect energy consumption, in the particular cases of our practice selection, this difference varies between 20% and 50%.This work is funded by the Slovak Research and
Development Agency under the contract No. SK-PT2015-0037 and by the Portugal-Slovakia Cooperation FCT
Project (Ref. 441), and by the ERDF – European Regional
Development Fund through the Operational Programme
for Competitiveness and Internationalisation - COMPETE
2020 Programme and by National Funds through the
Portuguese funding agency, FCT – Fundacão para a
Ciência e a Tecnologia within project POCI-01-0145-
FEDER-016718
Reducing energy usage in resource-intensive Java-based scientific applications via micro-benchmark based code refactorings
In-silico research has grown considerably. Today's scientific code involves long-running computer simulations and hence powerful computing infrastructures are needed. Traditionally, research in high-performance computing has focused on executing code as fast as possible, while energy has been recently recognized as another goal to consider. Yet, energy-driven research has mostly focused on the hardware and middleware layers, but few efforts target the application level, where many energy-aware optimizations are possible. We revisit a catalog of Java primitives commonly used in OO scientific programming, or micro-benchmarks, to identify energy-friendly versions of the same primitive. We then apply the micro-benchmarks to classical scientific application kernels and machine learning algorithms for both single-thread and multi-thread implementations on a server. Energy usage reductions at the micro-benchmark level are substantial, while for applications obtained reductions range from 3.90% to 99.18%.Fil: Longo, Mathias. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Tandil. Instituto Superior de Ingeniería del Software. Universidad Nacional del Centro de la Provincia de Buenos Aires. Instituto Superior de Ingeniería del Software; Argentina. University of Southern California; Estados UnidosFil: Rodriguez, Ana Virginia. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Tandil. Instituto Superior de Ingeniería del Software. Universidad Nacional del Centro de la Provincia de Buenos Aires. Instituto Superior de Ingeniería del Software; ArgentinaFil: Mateos Diaz, Cristian Maximiliano. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Tandil. Instituto Superior de Ingeniería del Software. Universidad Nacional del Centro de la Provincia de Buenos Aires. Instituto Superior de Ingeniería del Software; ArgentinaFil: Zunino Suarez, Alejandro Octavio. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Tandil. Instituto Superior de Ingeniería del Software. Universidad Nacional del Centro de la Provincia de Buenos Aires. Instituto Superior de Ingeniería del Software; Argentin
Energy Consumption of Functional Programs in the Context of Lazy Evaluation
We have limited natural resources available to support our daily living, be they raw materials for
manufacturing or energy to generate work. The pace at which we consume those resources is
approaching the limits at which nature can replenish them, and at which we can extract them.
It is with those resources that we develop the most varied technology, on which our modern
way of life is increasingly more dependent, to provide every kind of service conceivable.
In particular, the Information and Communication Technologies are an essential part of today’s
living. With ever more devices, supporting different services, in utilization, their energy demand
grows daily.
Aware of this facts, hardware/software developers seek ways to optimize the energy consumption
by the computing hardware/software artifacts.
Our work, focused on software, was driven by the need to know if, and to what extent, can we
save energy by refactoring existing programs.
To that extent, we implemented a benchmark that was used to analyze the energy consumption
of various implementations of common data structure abstractions, implemented in the Edison
library, for the Haskell programming language.
Our findings lead us to conclude that, we can save energy, to a great extent, depending on the
usage pattern, by software programs, of the native operations available in Edison.O planeta Terra dispõe de recursos naturais limitados disponíveis para suportar o nosso quotidiano,
sejam eles matérias primas para manufactura ou energia para gerar trabalho. O ritmo a
que consumimos esse recursos está a aproximar-se dos limites dentro dos quais a natureza pode
restabelecê-los, e a que nós podemos extraí-los.
É com esses recursos que desenvolvemos a mais variada tecnologia, da qual o nosso modo de vida
moderno é cada vez mais dependente, para providenciar todos os tipos de serviços imagináveis.
Em particular, as Tecnologias de Informação e Comunicação (TIC) são uma parte essencial da
vida de hoje. Com cada vez mais dispositivos, suportando diferentes serviços, em utilização, o
seu consumo de energia cresce diariamente.
Cientes deste factos, os desenvolvedores de hardware/software procuram modos de optimizar
o consumo de energia dos artefactos computationais (hardware/software).
O nosso trabalho, focado no software, foi motivado pela necessidade de apurar se, e até que
ponto, podemos poupar energia adaptando programas existentes.
Nessa medida, implementámos um benchmark que foi utilizado para analisar o consumo energético
de várias implementações de abstracções de estruturas de dados comuns, implementadas
na biblioteca Edison, para a linguagem de programação Haskell.
As nossas descobertas levam-nos a concluir que podemos poupar energia, extensivamente, dependendo
do padrão de utilização, por parte dos programas, das operações nativas disponíveis
na Edison
Energyware engineering: techniques and tools for green software development
Tese de Doutoramento em Informática (MAP-i)Energy consumption is nowadays one of the most important concerns worldwide. While
hardware is generally seen as the main culprit for a computer’s energy usage, software
too has a tremendous impact on the energy spent, as it can cancel the efficiency introduced
by the hardware. Green Computing is not a newfield of study, but the focus has been,
until recently, on hardware. While there has been advancements in Green Software techniques,
there is still not enough support for software developers so they can make their
code more energy-aware, with various studies arguing there is both a lack of knowledge
and lack of tools for energy-aware development.
This thesis intends to tackle these two problems and aims at further pushing
forward research on Green Software. This software energy consumption issue is faced
as a software engineering question. By using systematic, disciplined, and quantifiable
approaches to the development, operation, and maintenance of software we defined several
techniques, methodologies, and tools within this document. These focus on providing
software developers more knowledge and tools to help with energy-aware software
development, or Energyware Engineering.
Insights are provided on the energy influence of several stages performed during
a software’s development process. We look at the energy efficiency of various popular
programming languages, understanding which are the most appropriate if a developer’s
concern is energy consumption. A detailed study on the energy profiles of different
Java data structures is also presented, alongwith a technique and tool, further providing
more knowledge on what energy efficient alternatives a developer has to choose from. To
help developers with the lack of tools, we defined and implemented a technique to detect
energy inefficient fragments within the source code of a software system. This technique
and tool has been shown to help developers improve the energy efficiency of their programs,
and even outperforming a runtime profiler. Finally, answers are provided to common questions and misconceptions within
this field of research, such as the relationship between time and energy, and howone can
improve their software’s energy consumption.
This thesis provides a great effort to help support both research and education on
this topic, helps continue to grow green software out of its infancy, and contributes to
solving the lack of knowledge and tools which exist for Energyware Engineering.Hoje em dia o consumo energético é uma das maiores preocupações a nível global. Apesar
do hardware ser, de umaforma geral, o principal culpado para o consumo de energia
num computador, o software tem também um impacto significativo na energia consumida,
pois pode anular, em parte, a eficiência introduzida pelo hardware. Embora
Green Computing não seja uma área de investigação nova, o foco tem sido, até recentemente,
na componente de hardware. Embora as técnicas de Green Software tenham
vindo a evoluir, não há ainda suporte suficiente para que os programadores possam
produzir código com consciencialização energética. De facto existemvários estudos que
defendem que existe tanto uma falta de conhecimento como uma escassez de ferramentas
para o desenvolvimento energeticamente consciente.
Esta tese pretende abordar estes dois problemas e tem como foco promover avanços
em green software. O tópico do consumo de energia é abordado duma perspectiva
de engenharia de software. Através do uso de abordagens sistemáticas, disciplinadas
e quantificáveis no processo de desenvolvimento, operação e manutencão de software,
foi possível a definição de novas metodologias e ferramentas, apresentadas neste documento.
Estas ferramentas e metodologias têm como foco dotar de conhecimento e
ferramentas os programadores de software, de modo a suportar um desenvolvimento
energeticamente consciente, ou Energyware Engineering.
Deste trabalho resulta a compreensão sobre a influência energética a ser usada
durante as diferentes fases do processo de desenvolvimento de software. Observamos as
linguagens de programação mais populares sobre um ponto de vista de eficiência energética,
percebendo quais as mais apropriadas caso o programador tenha uma preocupação
com o consumo energético. Apresentamos também um estudo detalhado sobre perfis energéticos de diferentes
estruturas de dados em Java, acompanhado por técnicas e ferramentas, fornecendo
conhecimento relativo a quais as alternativas energeticamente eficientes que os programadores
dispõem. Por forma a ajudar os programadores, definimos e implementamos
uma técnica para detetar fragmentos energicamente ineficientes dentro do código fonte
de um sistema de software. Esta técnica e ferramenta têm demonstrado ajudar programadores
a melhorarem a eficiência energética dos seus programas e em algum casos
superando um runtime profiler.
Por fim, são dadas respostas a questões e conceções erradamente formuladas dentro
desta área de investigação, tais como o relacionamento entre tempo e energia e como
é possível melhorar o consumo de energia do software.
Foi empregue nesta tese um esforço árduo de suporte tanto na investigação como
na educação relativo a este tópico, ajudando à maturação e crescimento de green computing,
contribuindo para a resolução da lacuna de conhecimento e ferramentas para
suporte a Energyware Engineering.This work is partially funded by FCT – Foundation for Science and Technology, the
Portuguese Ministry of Science, Technology and Higher Education, through national funds,
and co-financed by the European Social Fund (ESF) through the Operacional Programme for
Human Capital (POCH), with scholarship reference SFRH/BD/112733/2015. Additionally,
funding was also provided the ERDF – European Regional Development Fund – through
the Operational Programmes for Competitiveness and Internationalisation COMPETE and
COMPETE 2020, and by the Portuguese Government through FCT project Green Software
Lab (ref. POCI-01-0145-FEDER-016718), by the project GreenSSCM - Green Software for
Space Missions Control, a project financed by the Innovation Agency, SA, Northern Regional
Operational Programme, Financial Incentive Grant Agreement under the Incentive Research
and Development System, Project No. 38973, and by the Luso-American Foundation in
collaboration with the National Science Foundation with grant FLAD/NSF ref. 300/2015 and
ref. 275/2016
The influence of the Java collection framework on overall energy consumption
This paper presents a detailed study of the energy consumption of the different Java Collection Framework (JFC) implementations. For each method of an implementation in this framework, we present its energy consumption when handling different amounts of data. Knowing the greenest methods for each implementation, we present an energy optimization approach for Java programs: based on calls to JFC methods in the source code of a program, we select the greenest implementation. Finally, we present preliminary results of optimizing a set of Java programs where we obtained 6.2% energy savings.- China National Funds for Distinguished Young Scientists (UID/EEA/50014/2013
Políticas de Copyright de Publicações Científicas em Repositórios Institucionais: O Caso do INESC TEC
A progressiva transformação das práticas científicas, impulsionada pelo desenvolvimento das novas Tecnologias de Informação e Comunicação (TIC), têm possibilitado aumentar o acesso à informação, caminhando gradualmente para uma abertura do ciclo de pesquisa. Isto permitirá resolver a longo prazo uma adversidade que se tem colocado aos investigadores, que passa pela existência de barreiras que limitam as condições de acesso, sejam estas geográficas ou financeiras. Apesar da produção científica ser dominada, maioritariamente, por grandes editoras comerciais, estando sujeita às regras por estas impostas, o Movimento do Acesso Aberto cuja primeira declaração pública, a Declaração de Budapeste (BOAI), é de 2002, vem propor alterações significativas que beneficiam os autores e os leitores. Este Movimento vem a ganhar importância em Portugal desde 2003, com a constituição do primeiro repositório institucional a nível nacional. Os repositórios institucionais surgiram como uma ferramenta de divulgação da produção científica de uma instituição, com o intuito de permitir abrir aos resultados da investigação, quer antes da publicação e do próprio processo de arbitragem (preprint), quer depois (postprint), e, consequentemente, aumentar a visibilidade do trabalho desenvolvido por um investigador e a respetiva instituição. O estudo apresentado, que passou por uma análise das políticas de copyright das publicações científicas mais relevantes do INESC TEC, permitiu não só perceber que as editoras adotam cada vez mais políticas que possibilitam o auto-arquivo das publicações em repositórios institucionais, como também que existe todo um trabalho de sensibilização a percorrer, não só para os investigadores, como para a instituição e toda a sociedade. A produção de um conjunto de recomendações, que passam pela implementação de uma política institucional que incentive o auto-arquivo das publicações desenvolvidas no âmbito institucional no repositório, serve como mote para uma maior valorização da produção científica do INESC TEC.The progressive transformation of scientific practices, driven by the development of new Information and Communication Technologies (ICT), which made it possible to increase access to information, gradually moving towards an opening of the research cycle. This opening makes it possible to resolve, in the long term, the adversity that has been placed on researchers, which involves the existence of barriers that limit access conditions, whether geographical or financial. Although large commercial publishers predominantly dominate scientific production and subject it to the rules imposed by them, the Open Access movement whose first public declaration, the Budapest Declaration (BOAI), was in 2002, proposes significant changes that benefit the authors and the readers. This Movement has gained importance in Portugal since 2003, with the constitution of the first institutional repository at the national level. Institutional repositories have emerged as a tool for disseminating the scientific production of an institution to open the results of the research, both before publication and the preprint process and postprint, increase the visibility of work done by an investigator and his or her institution. The present study, which underwent an analysis of the copyright policies of INESC TEC most relevant scientific publications, allowed not only to realize that publishers are increasingly adopting policies that make it possible to self-archive publications in institutional repositories, all the work of raising awareness, not only for researchers but also for the institution and the whole society. The production of a set of recommendations, which go through the implementation of an institutional policy that encourages the self-archiving of the publications developed in the institutional scope in the repository, serves as a motto for a greater appreciation of the scientific production of INESC TEC