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On the Impact of Hardware on Relational Query Processing

Projektbearbeiter:
Dr.-Ing. David Broneske
Finanzierung:
Haushalt;
Satisfying the performance needs of tomorrow typically implies using modern processor capabilities (such as single instruction, multiple data) and co-processors (such as graphics processing units) to accelerate database operations. Algorithms are typically hand-tuned to the underlying (co-)processors. This solution is error-prone, introduces high implementation and maintenance cost and is not portable to other (co-)processors. To this end, we argue for a combination of database research with modern software-engineering approaches, such as feature-oriented software development (FOSD). Thus, the goal of this project is to generate optimized database algorithms tailored to the underlying (co-)processors from a common code base. With this, we maximize performance while minimizing implementation and maintenance effort in databases on new hardware. Project milestones: 
  • Creating a feature model: Arising from heterogeneous processor capabilities, promising capabilities have to be identified and structured to develop a comprehensive feature model. This includes fine-grained features that exploit the processor capabilities of each device.
  • Annotative vs. compositional FOSD approaches: Both approaches have known benefits and drawbacks. To have a suitable mechanism to construct hardware-tailored database algorithms using FOSD, we have to evaluate which of these two approaches is the best for our scenario.
  • Mapping features to code: Arising from the feature model, possible code snippets to implement a feature have to be identified.
  • Performance evaluation: To validate our solution and derive rules for processor allocation and algorithm selection, we have to perform an evaluation of our algorithms.

Anmerkungen

Schlagworte:
APU, CPU, FPGA, GPU, MIC, heterogeneity of processing devices, tailored database operations

Kontakt

Prof. Dr. Gunter Saake

Prof. Dr. Gunter Saake

Otto-von-Guericke-Universität Magdeburg

Fakultät für Informatik

Institut für Technische und Betriebliche Informationssysteme

Universitätsplatz 2

39106

Magdeburg

Tel.:+49 391 6758800

Fax:+49 391 6712020

saake(at)iti.cs.uni-magdeburg.de

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