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Contents 6.5.2. Limitations . . . . . . . . . . . . . . . . . . . . . . . . . . 176 6.5.3. Conclusion . . . . . . . . . . . . . . . . . . . . . . . . . . 177 6.6. Conclusion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 178 7. Implementation Approaches 181 7.1. AST Transformation . . . . . . . . . . . . . . . . . . . . . . . . . 182 7.1.1. Implementation Strategy . . . . . . . . . . . . . . . . . . 182 7.1.2. Discussion . . . . . . . . . . . . . . . . . . . . . . . . . . . 187 7.1.3. Related Work and Implementation Approaches . . . . . 188 7.2. Virtual Machine Support . . . . . . . . . . . . . . . . . . . . . . . 189 7.2.1. Implementation Strategy . . . . . . . . . . . . . . . . . . 190 7.2.2. Discussions . . . . . . . . . . . . . . . . . . . . . . . . . . 197 7.3. Summary . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 199 8. Evaluation: Performance 201 8.1. Evaluation Strategy . . . . . . . . . . . . . . . . . . . . . . . . . . 202 8.1.1. Evaluation Goal . . . . . . . . . . . . . . . . . . . . . . . . 202 8.1.2. Experiments and Rationale . . . . . . . . . . . . . . . . . 202 8.1.3. Virtual Machines . . . . . . . . . . . . . . . . . . . . . . . 205 8.1.4. Generalizability and Restrictions of Results . . . . . . . . 206 8.2. Methodology . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 207 8.2.1. Precautions for Reliable Results . . . . . . . . . . . . . . 207 8.2.2. Presentation . . . . . . . . . . . . . . . . . . . . . . . . . . 209 8.3. Baseline Assessment . . . . . . . . . . . . . . . . . . . . . . . . . 209 8.4. Ad hoc vs. OMOP Performance . . . . . . . . . . . . . . . . . . . 214 8.5. Assessment of Performance Characteristics . . . . . . . . . . . . 219 8.5.1. OMOP Enforcement Overhead . . . . . . . . . . . . . . . 219 8.5.2. In<strong>here</strong>nt Overhead . . . . . . . . . . . . . . . . . . . . . . 221 8.5.3. Customization Constant Assessment . . . . . . . . . . . 223 8.6. Absolute Performance . . . . . . . . . . . . . . . . . . . . . . . . 227 8.7. Discussion and Threats to Validity . . . . . . . . . . . . . . . . . 229 8.8. Conclusions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 232 9. Conclusion and Future Work 235 9.1. Problem and Thesis Statement Revisited . . . . . . . . . . . . . 236 9.2. Contributions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 237 9.3. Limitations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 239 9.4. Overall Conclusions . . . . . . . . . . . . . . . . . . . . . . . . . 241 xii
Contents 9.5. Future Work . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 242 9.5.1. Support for Parallel Programming . . . . . . . . . . . . . 243 9.5.2. Support for Just-in-Time Compilation . . . . . . . . . . . 243 9.5.3. Relying on the CPU’s Memory Management Unit . . . . 244 9.5.4. Representation of Ownership . . . . . . . . . . . . . . . . 245 9.5.5. Applying the OMOP to JVM or CLI . . . . . . . . . . . . 245 9.5.6. Formalization . . . . . . . . . . . . . . . . . . . . . . . . . 246 9.5.7. Additional Byteco<strong>de</strong> Set for Enforced Execution . . . . . 246 9.6. Closing Statement . . . . . . . . . . . . . . . . . . . . . . . . . . . 247 A. Appendix: Survey Material 249 A.1. VM Support for Concurrent and Parallel Programming . . . . . 249 A.2. Concurrent and Parallel Programming Concepts . . . . . . . . . 254 B. Appendix: Performance Evaluation 261 B.1. Benchmark Characterizations . . . . . . . . . . . . . . . . . . . . 261 B.1.1. Microbenchmarks . . . . . . . . . . . . . . . . . . . . . . 262 B.1.2. Kernel Benchmarks . . . . . . . . . . . . . . . . . . . . . . 264 B.2. Benchmark Configurations . . . . . . . . . . . . . . . . . . . . . 267 References 271 xiii
Page 1 and 2: Faculty of Science and Bio-Engineer
Page 3: DON’T PANIC
Page 7: S A M E N VAT T I N G Over de laats
Page 11 and 12: C O N T E N T S 1. Introduction 1 1
Page 13: Contents 4.4. RoarVM . . . . . . .
Page 19: L I S T O F TA B L E S 2.1. Flynn
Page 22 and 23: List of Listings 7.2. Applying tran
Page 24 and 25: 1. Introduction of solutions for di
Page 26 and 27: 1. Introduction traded in for bette
Page 28 and 29: 1. Introduction ad hoc implementati
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Page 34 and 35: 1. Introduction ReBench This disser
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Page 46 and 47: 2. Context and Motivation Table 2.1
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3. Which Concepts for Concurrent an
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4 E X P E R I M E N TAT I O N P L A
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4.2. SOM: Simple Object Machine SOM
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4.2. SOM: Simple Object Machine 1 S
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4.2. SOM: Simple Object Machine nee
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4.2. SOM: Simple Object Machine 1 S
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4.2. SOM: Simple Object Machine HAL
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4.4. RoarVM Used Software and Libra
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4.4. RoarVM that is performance cri
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4.4. RoarVM Table 4.2.: The Smallta
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4.4. RoarVM is a problematic operat
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5 A N O W N E R S H I P - B A S E D
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5.1. Open Implementations and Metao
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5.2. Design of the OMOP metaclass-b
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5.2. Design of the OMOP Meta Level
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5.2. Design of the OMOP set of mech
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5.3. The OMOP By Example current :
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5.3. The OMOP By Example dling writ
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5.3. The OMOP By Example The proces
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5.4. Semantics of the MOP 1 SOMObje
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5.4. Semantics of the MOP 1 SOMInte
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5.5. Customizations and VM-specific
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5.6. Related Work how to use it to
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5.6. Related Work In ABCL/R2, meta-
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5.7. Summary which owns a set of ob
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6. Evaluation: The OMOP as a Unifyi
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7 I M P L E M E N TAT I O N A P P R
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7.1. AST Transformation VMs makes s
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7.1. AST Transformation all have th
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7.1. AST Transformation because thi
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7.2. Virtual Machine Support ments
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7.2. Virtual Machine Support to the
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7.2. Virtual Machine Support 1 void
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7.2. Virtual Machine Support 1 void
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7.2. Virtual Machine Support Table
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7.3. Summary the RoarVM, primitives
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8. Evaluation: Performance 8.1. Eva
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8. Evaluation: Performance tional c
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8. Evaluation: Performance The goal
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8. Evaluation: Performance benchmar
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8. Evaluation: Performance General
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8. Evaluation: Performance Runtime
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8. Evaluation: Performance 1.10 1.0
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8. Evaluation: Performance all OMOP
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8. Evaluation: Performance Conclusi
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9. Conclusion and Future Work 9.1.
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A A P P E N D I X : S U RV E Y M AT
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A.1. VM Support for Concurrent and
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A.1. VM Support for Concurrent and
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A.2. Concurrent and Parallel Progra
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B A P P E N D I X : P E R F O R M A
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B.1. Benchmark Characterizations LR
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B.1. Benchmark Characterizations We
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B.2. Benchmark Configurations B.2.
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B.2. Benchmark Configurations 101 p
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References Joe Armstrong. A history
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References Zoran Budimlic, Aparna C
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References Koen De Bosschere. Proce
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References Yaoqing Gao and Chung Kw
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References Michael Haupt, Stefan Ma
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References ISO. ISO/IEC 14882:2011
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References Tim Lindholm, Frank Yell
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References on Modularity In Systems
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References Johan Östlund, Tobias W
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References Tardieu. The asynchronou
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References Matthew J. Sottile, Timo
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References ming in mobile ad hoc ne
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References 3-14, New York, NY, USA,
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