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System and method for hybrid task management across CPU and GPU for efficient data mining
System and method for hybrid task management across CPU and GPU for efficient data mining
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机译:用于跨CPU和GPU的混合任务管理以进行有效数据挖掘的系统和方法
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摘要
Embodiments described herein provide a system for facilitating hybrid task management across a central processing unit (CPU) and a graphics processing unit (GPU) of a computer. During operation, the system determines a set of tasks for performing data mining on a data set and storing the set of tasks in a data structure in an ascending order of uniformity associated with a respective task. The uniformity of a task indicates how uneven and skewed the task is compared to other tasks in the set of tasks. The system then allocates a subset of tasks to a core of the CPU from a front of the data structure and a subset of tasks to a core of the GPU from a back of the data structure.
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