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Full-Text Articles in Physical Sciences and Mathematics
System Support Of Concurrent Database Query Processing On A Gpu, Hao Li
System Support Of Concurrent Database Query Processing On A Gpu, Hao Li
USF Tampa Graduate Theses and Dissertations
The unrivaled computing capabilities of modern GPUs meet the demand of processing massive amounts of data seen in many application domains. While traditional HPC systems support applications as standalone entities that occupy the entire GPU, we propose a GPU-based DBMS (G-DBMS) that can run multiple tasks concurrently. To that end, system-level management mechanisms like resource allocation and buffer manager are needed to build such a concurrent database query processing system and fully unleash the GPUs’ computing power. However, CUDA does not provide enough OS-level functionalities to support it. Thus our research is focusing on implementing the optimization of resource allocation …
Algorithms And Framework For Computing 2-Body Statistics On Graphics Processing Units, Napath Pitaksirianan
Algorithms And Framework For Computing 2-Body Statistics On Graphics Processing Units, Napath Pitaksirianan
USF Tampa Graduate Theses and Dissertations
Various types of two-body statistics (2-BS) are regarded as essential components of low-level data analysis in scientific database systems. In relational algebraic terms, a 2-BS is essentially a Cartesian product between two datasets (or two instances of the same dataset) followed by a user-defined aggregate. The quadratic complexity of these computations hinders the timely processing of data. Thus using modern parallel hardware has become an obvious solution to meet such challenges. This dissertation presents our recent work in designing and optimizing parallel algorithms for 2-BS computation on Graphics Processing Units (GPUs). The unique architecture, however, provides abundant opportunities for optimizing …