Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: In general-purpose graphics processing unit (GPGPU) computing, data is processed by concurrent threads execut-ing the same function. This model, dubbed single-instruction/multiple-thread (SIMT), requires programmers to coordinate the synchronous execution of similar opera-tions across thousands of data elements. To alleviate this programmer burden, Gaster and Hos outlined the chan-nel abstraction, which facilitates dynamically aggregating asynchronously produced fine-grain work into coarser-grain tasks. Hover, no practical implementation has been proposed   To this end,  propose and evaluate the first channel im-plementation. To demonstrate the utility of channels,  present a case study that maps the fine-grain, recursive task spawning in the Cilk programming language to channels by representing it as a flow graph. To support data-parallel recursion in bounded memory,  propose a hardware mechanism that allows wavefronts to yield their execution resources. Through channels and wavefront yield,  im-plement four Cilk benchmarks.  show that Cilk can scale with the GPU architecture, achieving speedups of as much as 4.3x on eight compute units
['Marc S. Orr', 'Bradford M. Beckmann', 'Steven K. Reinhardt', 'David A. Wood']
I am writing a research paper on a idea Fine-grain task aggregation and coordination on GPUs
[{"from": "human", "value": "I am writing a research paper on a idea Fine-grain task aggregation and coordination on GPUs"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: In general-purpose graphics processing unit (GPGPU) computing, data is processed by concurrent threads execut-ing the same function. This model, dubbed single-instruction/multiple-thread (SIMT), requires programmers to coordinate the synchronous execution of similar opera-tions across thousands of data elements. To alleviate this programmer burden, Gaster and Hos outlined the chan-nel abstraction, which facilitates dynamically aggregating asynchronously produced fine-grain work into coarser-grain tasks. Hover, no practical implementation has been proposed   To this end,  propose and evaluate the first channel im-plementation. To demonstrate the utility of channels,  present a case study that maps the fine-grain, recursive task spawning in the Cilk programming language to channels by representing it as a flow graph. To support data-parallel recursion in bounded memory,  propose a hardware mechanism that allows wavefronts to yield their execution resources. Through channels and wavefront yield,  im-plement four Cilk benchmarks.  show that Cilk can scale with the GPU architecture, achieving speedups of as much as 4.3x on eight compute units"}]