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Imagination partnered with MulticoreWare to greatly improve GPU performance on the Violet T710

Shulou Source: shulou.com Published: 2023-11-24 11:59:07 10月05日 Update

On November 21, CTOnews.com, Imagination Technologies announced that it was working with MulticoreWare Inc. Establish a new partnership and become the company's preferred software research and development partner for optimizing algorithms on Imagination GPU. MulticoreWare Inc. Is a software solutions and services company specializing in optimizing computer vision, sensor data processing and artificial intelligence (AI) applications on a variety of low-power, embedded and heterogeneous systems.

Imagination and MulticoreWare demonstrated the performance of the accelerated stereo block matching algorithm on the Ziguang UNISOC-T710 development platform. CTOnews.com learned that MulticoreWare gives full play to its expertise in OpenCL to reimplement stereo block matching algorithm, which improves the utilization of computing resources and memory optimization, and achieves more than 50 times performance improvement on Imagination GPU.

The stereo block matching algorithm is optimized according to the intention of customers. After analyzing the performance of CPU, MulticoreWare determines the bottleneck, which is to achieve maximum GPU parallelism by efficiently using internal registers and configuring appropriate global workgroup sizes adapted to image resolution.

Imagination's GM9446 GPU memory layout is used to calculate the size of adaptive global workgroups. In addition to the optimization of calculation, the accuracy of the algorithm parameters is also improved after modification, and the performance implemented on GPU is very high compared with CPU on the same platform. In the same configuration, the time of CPU is 54.25ms, while the implementation time of MCW is 0.78ms, and the performance is improved by about 70 times.

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