Techniques for Real-System Characterization of Java Virtual Machine Energy and Power Behavior Gilberto Contreras Margaret Martonosi

Total Page:16

File Type:pdf, Size:1020Kb

Techniques for Real-System Characterization of Java Virtual Machine Energy and Power Behavior Gilberto Contreras Margaret Martonosi Techniques for Real-System Characterization of Java Virtual Machine Energy and Power Behavior Gilberto Contreras Margaret Martonosi Department of Electrical Engineering Princeton University 1 Why Study Power in Java Systems? The Java platform has been adopted in a wide variety of devices Java servers demand performance, embedded devices require low-power Performance is important, power/energy/thermal issues are equally important How do we study and characterize these requirements in a multi-layer platform? 2 Power/Performance Design Issues Java Application Java Virtual Machine Operating System Hardware 3 Power/Performance Design Issues Java Application Garbage Class Runtime Execution Collection LoaderJava VirtualCompiler MachineEngine Operating System Hardware How do the various software layers affect power/performance characteristics of hardware? Where should time be invested when designing power and/or thermally aware Java virtual Machines? 4 Outline Approaches for Energy/Performance Characterization of Java virtual machines Methodology Breaking the JVM into sub-components Hardware-based power/performance characterization of JVM sub-components Results Jikes & Kaffe on Pentium M Kaffe on Intel XScale Conclusions 5 Power & Performance Analysis of Java Simulation Approach √ Flexible: easy to model non-existent hardware x Simulators may lack comprehensiveness and accuracy x Thermal studies require tens of seconds granularity Accurate simulators are too slow Hardware Approach √ Able to capture full-system characteristics and effects √ Data gathering is comparable to hardware speeds x Only applicable to existent hardware 6 Hardware-based Characterization Hardware Virtual Machine 0010 CH0 Track CH1 code Class Loader CH2 region ID: 0001 CH3 DAQ CPU Garbage Collector ID: 0010 CH- Power measurements Memory CH+ scheduler Compiler ID: 0100 Execution Engine ID: 1000 7 Two Virtual Machines Jikes RVM Kaffe JVM High performance Flexibility and Design goal portability Architecture High-end processors High-end to embedded support Garbage Multiple collectors Mark-and-sweep collection Runtime compiler with Just-in-time compiler different optimization Runtime optimizations levels 8 Two Platforms Pentium M (P6) Intel XScale High-performance mobile High-end handheld Platform Type computers devices Configuration 1.6Ghz, 512MB RAM 400Mhz, 32MB RAM Theoretical Max Power 31W 1.4W Jikes RVM JVM Kaffe Kaffe Used 9 Outline Approaches for Energy/Performance Characterization of Java virtual machines Methodology Breaking the JVM into sub-components Power/performance hardware-based characterization of JVM sub-components Results Jikes & Kaffe on Pentium M Kaffe on Intel XScale Conclusions 10 Jikes Energy Distribution on P6 100% 80% 60% Energy40% Usage 20% app 0% gc 32 cl base 128 32 opt_comp compress 128 32 SemiSpace Garbage Collector jess Heap 1size28 (MB) 32 db 128 32 javac 128 48 jack 128 fop 11 Jikes Energy Distribution on P6 100% 80% 60% Energy40% Usage 20% app 0% gc 32 cl base 128 32 opt_comp compress 128 32 SemiSpace Garbage Collector jess •JVM Heap 1size28 (MB) •GC 32 : Up to 60% of the total energy : Average 37% ofdb the total energy of SpecJVM98 128 32 javac 128 48 jack 128 fop 12 Jikes Energy-Delay Product on P6 3500 3000 2500 2000 EDP (J*sec) 1500 1000 SemiSpace 500 0 32 MarkSweep 64 96 compress 128 GenMS Jikes: heap size has a significant32 EDP decrease across heap sizes due to6 4a time GenCopy 96 jess 128 32 Heap size (MB) 64 96 db 128 32 impact on energy efficiency 64 96 javac 128 decrease in application execution 32 64 96 jack 128 13 Jikes Power Consumption on P6 18 16 14 12 10 Watts 8 6 4 2 app 0 32 gc 64 96 cl Average powercompress for JVM vari128 Garbage collector is high ener 32 64 96 128 jess GenCopy Garbage Collector 32 64 Heap size96 (MB) db 128 32 es little across heap-sizes 64 96 gy consumer, but low power javac 128 32 64 96 jack 128 48 80 112 fop 14 Jikes Peak Power on P6 20 18 16 14 12 Watts 10 8 6 4 app 2 0 gc 32 64 cl 96 Execution engine has the highest peak-power compress 128 32 64 96 128 jess 32 64 Heap size96 (MB) 128 db 32 64 96 128 javac 32 64 96 128 jack 48 80 112 fop 15 Jikes versus Kaffe: Energy Distribution on P6 100% 80% 60% 40% app Jikes 20% gc cl 0% base_comp 32 64 96 128 opt_comp s 32 pres com 64 96 128 32 s jes 64 96 Kaffe: high application energy128 caused by long execution times Kaffe: 8% of total averagedb ener32 64 100% 96 128 80% 32 avac j 64 60% 96 128 40% jack 48 Kaffe 80 20% 112 app fop 0% gc 32 64 cl 96 jit 128 ss 32 mpre co 64 96 gy goes to virtual machine 128 32 jess 64 96 128 db 32 64 96 128 javac 32 64 96 128 jack 48 80 112 fop 16 Kaffe Across Platforms 100% 80% 60% 40% Pentium M 20% 0% app 32 gc 64 cl 96 jit 128 32 press 64 com 96 128 32 jess 64 96 128 32 64 b 100% XScale: no classesd are included96 in the binary 128 80% XScale: GC only represents 6% 32 64 60% 96 vac Intel XScale ja 128 40% 48 80 20% 112 jack 0% app 12 gc 16 20 cl 24 28 jit 32 press com 12 16 20 24 28 jess 32 12 16 20 of the total energy consumed 24 28 db 32 12 16 20 24 28 javac 32 12 16 20 24 28 jack 32 17 Conclusions Methodology The complexity of the Java virtual machine calls for a more in-depth power/energy analysis Hardware-based characterization of the virtual machine’s sub-components allow long execution times and trustworthy measurements Lessons learned In both platforms, JVM energy overhead is considerable Jikes: the GC is low power but high energy consumer (up to 37% on average) For Kaffe on XScale, the class loaded becomes high-energy consumer (18% for measured benchmarks) 18 Thank you! 19.
Recommended publications
  • Toward Harnessing High-Level Language Virtual Machines for Further Speeding up Weak Mutation Testing
    2012 IEEE Fifth International Conference on Software Testing, Verification and Validation Toward Harnessing High-level Language Virtual Machines for Further Speeding up Weak Mutation Testing Vinicius H. S. Durelli Jeff Offutt Marcio E. Delamaro Computer Systems Department Software Engineering Computer Systems Department Universidade de Sao˜ Paulo George Mason University Universidade de Sao˜ Paulo Sao˜ Carlos, SP, Brazil Fairfax, VA, USA Sao˜ Carlos, SP, Brazil [email protected] [email protected] [email protected] Abstract—High-level language virtual machines (HLL VMs) have tried to exploit the control that HLL VMs exert over run- are now widely used to implement high-level programming ning programs to facilitate and speedup software engineering languages. To a certain extent, their widespread adoption is due activities. Thus, this research suggests that software testing to the software engineering benefits provided by these managed execution environments, for example, garbage collection (GC) activities can benefit from HLL VMs support. and cross-platform portability. Although HLL VMs are widely Test tools are usually built on top of HLL VMs. However, used, most research has concentrated on high-end optimizations they often end up tampering with the emergent computation. such as dynamic compilation and advanced GC techniques. Few Using features within the HLL VMs can avoid such problems. efforts have focused on introducing features that automate or fa- Moreover, embedding testing tools within HLL VMs can cilitate certain software engineering activities, including software testing. This paper suggests that HLL VMs provide a reasonable significantly speedup computationally expensive techniques basis for building an integrated software testing environment. As such as mutation testing [6].
    [Show full text]
  • Bypassing Portability Pitfalls of High-Level Low-Level Programming
    Bypassing Portability Pitfalls of High-level Low-level Programming Yi Lin, Stephen M. Blackburn Australian National University [email protected], [email protected] Abstract memory-safety, encapsulation, and strong abstraction over hard- Program portability is an important software engineering consider- ware [12], which are desirable goals for system programming as ation. However, when high-level languages are extended to effec- well. Thus, high-level languages are potential candidates for sys- tively implement system projects for software engineering gain and tem programming. safety, portability is compromised—high-level code for low-level Prior research has focused on the feasibility and performance of programming cannot execute on a stock runtime, and, conversely, applying high-level languages to system programming [1, 7, 10, a runtime with special support implemented will not be portable 15, 16, 21, 22, 26–28]. The results showed that, with proper ex- across different platforms. tension and restriction, high-level languages are able to undertake We explore the portability pitfall of high-level low-level pro- the task of low-level programming, while preserving type-safety, gramming in the context of virtual machine implementation tasks. memory-safety, encapsulation and abstraction. Notwithstanding the Our approach is designing a restricted high-level language called cost for dynamic compilation and garbage collection, the perfor- RJava, with a flexible restriction model and effective low-level ex- mance of high-level languages when used to implement a virtual tensions, which is suitable for different scopes of virtual machine machine is still competitive with using a low-level language [2]. implementation, and also suitable for a low-level language bypass Using high-level languages to architect large systems is bene- for improved portability.
    [Show full text]
  • Here I Led Subcommittee Reports Related to Data-Intensive Science and Post-Moore Computing) and in CRA’S Board of Directors Since 2015
    Vivek Sarkar Curriculum Vitae Contents 1 Summary 2 2 Education 3 3 Professional Experience 3 3.1 2017-present: College of Computing, Georgia Institute of Technology . 3 3.2 2007-present: Department of Computer Science, Rice University . 5 3.3 1987-2007: International Business Machines Corporation . 7 4 Professional Awards 11 5 Research Awards 12 6 Industry Gifts 15 7 Graduate Student and Other Mentoring 17 8 Professional Service 19 8.1 Conference Committees . 20 8.2 Advisory/Award/Review/Steering Committees . 25 9 Keynote Talks, Invited Talks, Panels (Selected) 27 10 Teaching 33 11 Publications 37 11.1 Refereed Conference and Journal Publications . 37 11.2 Refereed Workshop Publications . 51 11.3 Books, Book Chapters, and Edited Volumes . 58 12 Patents 58 13 Software Artifacts (Selected) 59 14 Personal Information 60 Page 1 of 60 01/06/2020 1 Summary Over thirty years of sustained contributions to programming models, compilers and runtime systems for high performance computing, which include: 1) Leading the development of ASTI during 1991{1996, IBM's first product compiler component for optimizing locality, parallelism, and the (then) new FORTRAN 90 high-productivity array language (ASTI has continued to ship as part of IBM's XL Fortran product compilers since 1996, and was also used as the foundation for IBM's High Performance Fortran compiler product); 2) Leading the research and development of the open source Jikes Research Virtual Machine at IBM during 1998{2001, a first-of-a-kind Java Virtual Machine (JVM) and dynamic compiler implemented
    [Show full text]
  • A Hardware Abstraction Layer in Java
    A Hardware Abstraction Layer in Java MARTIN SCHOEBERL Vienna University of Technology, Austria STEPHAN KORSHOLM Aalborg University, Denmark TOMAS KALIBERA Purdue University, USA and ANDERS P. RAVN Aalborg University, Denmark Embedded systems use specialized hardware devices to interact with their environment, and since they have to be dependable, it is attractive to use a modern, type-safe programming language like Java to develop programs for them. Standard Java, as a platform independent language, delegates access to devices, direct memory access, and interrupt handling to some underlying operating system or kernel, but in the embedded systems domain resources are scarce and a Java virtual machine (JVM) without an underlying middleware is an attractive architecture. The contribution of this paper is a proposal for Java packages with hardware objects and interrupt handlers that interface to such a JVM. We provide implementations of the proposal directly in hardware, as extensions of standard interpreters, and finally with an operating system middleware. The latter solution is mainly seen as a migration path allowing Java programs to coexist with legacy system components. An important aspect of the proposal is that it is compatible with the Real-Time Specification for Java (RTSJ). Categories and Subject Descriptors: D.4.7 [Operating Systems]: Organization and Design—Real-time sys- tems and embedded systems; D.3.3 [Programming Languages]: Language Classifications—Object-oriented languages; D.3.3 [Programming Languages]: Language Constructs and Features—Input/output General Terms: Languages, Design, Implementation Additional Key Words and Phrases: Device driver, embedded system, Java, Java virtual machine 1. INTRODUCTION When developing software for an embedded system, for instance an instrument, it is nec- essary to control specialized hardware devices, for instance a heating element or an inter- ferometer mirror.
    [Show full text]
  • Apache Harmony Project Tim Ellison Geir Magnusson Jr
    The Apache Harmony Project Tim Ellison Geir Magnusson Jr. Apache Harmony Project http://harmony.apache.org TS-7820 2007 JavaOneSM Conference | Session TS-7820 | Goal of This Talk In the next 45 minutes you will... Learn about the motivations, current status, and future plans of the Apache Harmony project 2007 JavaOneSM Conference | Session TS-7820 | 2 Agenda Project History Development Model Modularity VM Interface How Are We Doing? Relevance in the Age of OpenJDK Summary 2007 JavaOneSM Conference | Session TS-7820 | 3 Agenda Project History Development Model Modularity VM Interface How Are We Doing? Relevance in the Age of OpenJDK Summary 2007 JavaOneSM Conference | Session TS-7820 | 4 Apache Harmony In the Beginning May 2005—founded in the Apache Incubator Primary Goals 1. Compatible, independent implementation of Java™ Platform, Standard Edition (Java SE platform) under the Apache License 2. Community-developed, modular architecture allowing sharing and independent innovation 3. Protect IP rights of ecosystem 2007 JavaOneSM Conference | Session TS-7820 | 5 Apache Harmony Early history: 2005 Broad community discussion • Technical issues • Legal and IP issues • Project governance issues Goal: Consolidation and Consensus 2007 JavaOneSM Conference | Session TS-7820 | 6 Early History Early history: 2005/2006 Initial Code Contributions • Three Virtual machines ● JCHEVM, BootVM, DRLVM • Class Libraries ● Core classes, VM interface, test cases ● Security, beans, regex, Swing, AWT ● RMI and math 2007 JavaOneSM Conference | Session TS-7820 |
    [Show full text]
  • A Post-Apocalyptic Sun.Misc.Unsafe World
    A Post-Apocalyptic sun.misc.Unsafe World http://www.superbwallpapers.com/fantasy/post-apocalyptic-tower-bridge-london-26546/ Chris Engelbert Twitter: @noctarius2k Jatumba! 2014, 2015, 2016, … Disclaimer This talk is not going to be negative! Disclaimer But certain things are highly speculative and APIs or ideas might change by tomorrow! sun.misc.Scissors http://www.underwhelmedcomic.com/wp-content/uploads/2012/03/runningdude.jpg sun.misc.Unsafe - What you (don’t) know sun.misc.Unsafe - What you (don’t) know • Internal class (sun.misc Package) sun.misc.Unsafe - What you (don’t) know • Internal class (sun.misc Package) sun.misc.Unsafe - What you (don’t) know • Internal class (sun.misc Package) • Used inside the JVM / JRE sun.misc.Unsafe - What you (don’t) know • Internal class (sun.misc Package) • Used inside the JVM / JRE // Unsafe mechanics private static final sun.misc.Unsafe U; private static final long QBASE; private static final long QLOCK; private static final int ABASE; private static final int ASHIFT; static { try { U = sun.misc.Unsafe.getUnsafe(); Class<?> k = WorkQueue.class; Class<?> ak = ForkJoinTask[].class; example: QBASE = U.objectFieldOffset (k.getDeclaredField("base")); java.util.concurrent.ForkJoinPool QLOCK = U.objectFieldOffset (k.getDeclaredField("qlock")); ABASE = U.arrayBaseOffset(ak); int scale = U.arrayIndexScale(ak); if ((scale & (scale - 1)) != 0) throw new Error("data type scale not a power of two"); ASHIFT = 31 - Integer.numberOfLeadingZeros(scale); } catch (Exception e) { throw new Error(e); } } } sun.misc.Unsafe
    [Show full text]
  • Openjdk – the Future of Open Source Java on GNU/Linux
    OpenJDK – The Future of Open Source Java on GNU/Linux Dalibor Topić Java F/OSS Ambassador Blog aggregated on http://planetjdk.org Java Implementations Become Open Source Java ME, Java SE, and Java EE 2 Why now? Maturity Java is everywhere Adoption F/OSS growing globally Innovation Faster progress through participation 3 Why GNU/Linux? Values Freedom as a core value Stack Free Software above and below the JVM Demand Increasing demand for Java integration 4 Who profits? Developers New markets, new possibilities Customers More innovations, reduced risk Sun Mindshare, anchoring Java in GNU/Linux 5 License + Classpath GPL v2 Exception • No proprietary forks (for SE, EE) • Popular & trusted • Programs can have license any license • Compatible with • Improvements GNU/Linux remain in the community • Fostering adoption • FSFs license for GNU Classpath 6 A Little Bit Of History Jun 1996: Work on gcj starts Nov 1996: Work on Kaffe starts Feb 1998: First GNU Classpath Release Mar 2000: GNU Classpath and libgcj merge Dec 2002: Eclipse runs on gcj/Classpath Oct 2003: Kaffe switches to GNU Classpath Feb 2004: First FOSDEM Java Libre track Apr 2004: Richard Stallman on the 'Java Trap' Jan 2005: OpenOffice.org runs on gcj Mai 2005: Work on Harmony starts 7 Sun & Open Source Java RIs Juni 2005: Java EE RI Glassfish goes Open Source Mai 2006: First Glassfish release Mai 2006: Java announced to go Open Source November 2006: Java ME RI PhoneME goes Open Source November 2006: Java SE RI Hotspot und Javac go Open Source Mai 2007: The rest of Java SE follows suit 8 Status: JavaOne, Mai 2007 OpenJDK can be fully built from source, 'mostly' Open Source 25,169 Source code files 894 (4%) Binary files (“plugs”) 1,885 (8%) Open Source, though not GPLv2 The rest is GPLv2 (+ CP exception) Sun couldn't release the 4% back then as free software.
    [Show full text]
  • Free Java Developer Room
    Room: AW1.121 Free Java Developer Room Saturday 2008-02-23 14:00-15:00 Welcome to the Free Java Meeting Welcome and introduction to the projects, people and themes that make Rich Sands – Mark Reinhold – Mark up the Free Java Meeting at Fosdem. ~ GNU Classpath ~ OpenJDK Wielaard – Tom Marble 15:00-16:00 Mobile Java Take your freedom to the max! Make your Free Java mobile. Christian Thalinger - Guillaume ~ CACAO Embedded ~ PhoneME ~ Midpath Legris - Ray Gans 16:00-16:40 Women in Java Technology Female programmers are rare. Female Java programmers are even more Clara Ko - Linda van der Pal rare. ~ Duchess, Ladies in Java Break 17:00-17:30 Hacking OpenJDK & Friends Hear about directions in hacking Free Java from the front lines. Roman Kennke - Andrew Hughes ~ OpenJDK ~ BrandWeg ~ IcePick 17:30-19:00 VM Rumble, Porting and Architectures Dalibor Topic - Robert Lougher - There are lots of runtimes able to execute your java byte code. But which Peter Kessler - Ian Rogers - one is the best, coolest, smartest, easiest portable or just simply the most fun? ~ Kaffe ~ JamVM ~ HotSpot ~ JikesRVM ~ CACAO ~ ikvm ~ Zero- Christian Thalinger - Jeroen Frijters assembler Port ~ Mika - Gary Benson - Chris Gray Sunday 2008-02-24 9:00-10:00 Distro Rumble So which GNU/Linux distribution integrates java packages best? Find out Petteri Raty - Tom Fitzsimmons - during this distro shootout! ~ Gentoo ~ Fedora ~ Debian ~ Ubuntu Matthias Klose 10:00-11:30 The Free Java Factory OpenJDK and IcedTea, how are they made and how do you test them? David Herron - Lillian Angel - Tom ~ OpenJDK ~ IcedTea Fitzsimmons 11:30-13:00 JIT Session: Discussion Topics Dynamically Loaded Want to hear about -- or talk about -- something the Free Java world and don't see a topic on the agenda? This time is reserved for late binding Tom Marble discussion.
    [Show full text]
  • Fedora Core, Java™ and You
    Fedora Core, Java™ and You Gary Benson Software Engineer What is Java? The word ªJavaº is used to describe three things: The Java programming language The Java virtual machine The Java platform To support Java applications Fedora needs all three. What Fedora uses: GCJ and ECJ GCJ is the core of Fedora©s Java support: GCJ includes gcj, a compiler for the Java programming language. GCJ also has a runtime and class library, collectively called libgcj. The class library is separately known as GNU Classpath. ECJ is the Eclipse Compiler for Java: GCJ©s compiler gcj is not used for ªtraditionalº Java compilation. More on that later... Why libgcj? There are many free Java Virtual machines: Cacao, IKVM, JamVM, Jikes RVM, Kaffe, libgcj, Sable VM, ... There are two main reasons Fedora uses libgcj: Availability on many platforms. Ability to use precompiled native code. GNU Classpath Free core class library for Java virtual machines and compilers. The JPackage Project A collection of some 1,600 Java software packages for Linux: Distribution-agnostic RPM packages. Both runtimes/development kits and applications. Segregation between free and non-free packages. All free packages built entirely from source. Multiple runtimes/development kits may be installed. Fedora includes: JPackage-compatible runtime and development kit packages. A whole bunch of applications. JPackage JOnAS Fedora©s Java Compilers gcj can operate in several modes: Java source (.java) to Java bytecode (.class) Java source (.java) to native machine code (.o) Java bytecode (.class, .jar) to native machine code (.o) In Fedora: ECJ compiles Java source to bytecode. gcj compiles that bytecode to native machine code.
    [Show full text]
  • Java in Embedded Linux Systems
    Java in Embedded Linux Systems Java in Embedded Linux Systems Thomas Petazzoni / Michael Opdenacker Free Electrons http://free-electrons.com/ Created with OpenOffice.org 2.x Java in Embedded Linux Systems © Copyright 2004-2007, Free Electrons, Creative Commons Attribution-ShareAlike 2.5 license http://free-electrons.com Sep 15, 2009 1 Rights to copy Attribution ± ShareAlike 2.5 © Copyright 2004-2008 You are free Free Electrons to copy, distribute, display, and perform the work [email protected] to make derivative works to make commercial use of the work Document sources, updates and translations: Under the following conditions http://free-electrons.com/articles/java Attribution. You must give the original author credit. Corrections, suggestions, contributions and Share Alike. If you alter, transform, or build upon this work, you may distribute the resulting work only under a license translations are welcome! identical to this one. For any reuse or distribution, you must make clear to others the license terms of this work. Any of these conditions can be waived if you get permission from the copyright holder. Your fair use and other rights are in no way affected by the above. License text: http://creativecommons.org/licenses/by-sa/2.5/legalcode Java in Embedded Linux Systems © Copyright 2004-2007, Free Electrons, Creative Commons Attribution-ShareAlike 2.5 license http://free-electrons.com Sep 15, 2009 2 Best viewed with... This document is best viewed with a recent PDF reader or with OpenOffice.org itself! Take advantage of internal
    [Show full text]
  • Java Standards: the Mandate for Interoperability and Compatibility
    metagroup.com • 800-945-META [6382] February 2005 Java Standards: The Mandate for Interoperability and Compatibility A META Group White Paper Java Standards: The Mandate for Interoperability and Compatibility Contents Executive Overview ............................................................................................. 2 Java Technology’s Value Proposition ............................................................... 2 The Java Community Process............................................................................ 4 A Customer Perspective ..................................................................................... 7 Bottom Line.......................................................................................................... 8 208 Harbor Drive • Stamford, CT 06902 • (203) 973-6700 • Fax (203) 359-8066 • metagroup.com Copyright © 2005 META Group, Inc. All rights reserved. 1 Java Standards: The Mandate for Interoperability and Compatibility Executive Overview The promise of Java technology is encapsulated in its early catch phrase, “Write once, run anywhere.” This has been a difficult promise to achieve, but META Group research finds that organizations using Java technology are seeking to benefit from platform independence and interoperability as well as avoid vendor lock-in. Having applications run unchanged on multiple platforms may be an impossible goal, yet a significant challenge is also presented by vendors “extending” published specifications to achieve competitive advantage. Although these extensions
    [Show full text]
  • Design and Analysis of a Scala Benchmark Suite for the Java Virtual Machine
    Design and Analysis of a Scala Benchmark Suite for the Java Virtual Machine Entwurf und Analyse einer Scala Benchmark Suite für die Java Virtual Machine Zur Erlangung des akademischen Grades Doktor-Ingenieur (Dr.-Ing.) genehmigte Dissertation von Diplom-Mathematiker Andreas Sewe aus Twistringen, Deutschland April 2013 — Darmstadt — D 17 Fachbereich Informatik Fachgebiet Softwaretechnik Design and Analysis of a Scala Benchmark Suite for the Java Virtual Machine Entwurf und Analyse einer Scala Benchmark Suite für die Java Virtual Machine Genehmigte Dissertation von Diplom-Mathematiker Andreas Sewe aus Twistrin- gen, Deutschland 1. Gutachten: Prof. Dr.-Ing. Ermira Mezini 2. Gutachten: Prof. Richard E. Jones Tag der Einreichung: 17. August 2012 Tag der Prüfung: 29. Oktober 2012 Darmstadt — D 17 For Bettina Academic Résumé November 2007 – October 2012 Doctoral studies at the chair of Prof. Dr.-Ing. Er- mira Mezini, Fachgebiet Softwaretechnik, Fachbereich Informatik, Techni- sche Universität Darmstadt October 2001 – October 2007 Studies in mathematics with a special focus on com- puter science (Mathematik mit Schwerpunkt Informatik) at Technische Uni- versität Darmstadt, finishing with a degree of Diplom-Mathematiker (Dipl.- Math.) iii Acknowledgements First and foremost, I would like to thank Mira Mezini, my thesis supervisor, for pro- viding me with the opportunity and freedom to pursue my research, as condensed into the thesis you now hold in your hands. Her experience and her insights did much to improve my research as did her invaluable ability to ask the right questions at the right time. I would also like to thank Richard Jones for taking the time to act as secondary reviewer of this thesis.
    [Show full text]