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Efficient rendering and cache replacement mechanisms for hierarchical tiling in mobile GPUs

机译:用于移动GPU中分层切片的高效渲染和缓存替换机制

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The 3D rendering capabilities are now widely available in the consumer electronics devices because the consumer applications usually use it for superior user experience. However, those rendering capabilities have been very limited because the resources of these devices are limited; small amounts of memory, less bandwidth, and limited energy consumption. Therefore, the tile-based rendering becomes prevalent in mobile GPUs for consumer electronic devices. In the tiled systems, a hierarchical tiling technique is used to further reduce bandwidth requirement. However, the hierarchical tiling has very high locality when multi-core GPUs are adopted which is not well exploited. Therefore, this paper proposes a block-based rendering sequence and a multi-core locality-aware cache replacement (MLCR) mechanism to utilize this locality. The results show the proposed mechanism reduces cache miss rates from 46.78% to 38.06% when block-based rendering sequence is used with conventional cache replacement. The miss rate can be further reduced to 35.98% when incorporate proposed sequence with MLCR. Furthermore, the implementation cost is analyzed and shows the proposed mechanism is affordable in a consumer electronics device and improves performance of consumer applications with 3D graphics.
机译:3D渲染功能现在在消费类电子设备中广泛可用,因为消费类应用程序通常使用3D渲染来提供卓越的用户体验。但是,由于这些设备的资源有限,因此这些渲染功能非常有限。少量的内存,较少的带宽和有限的能耗。因此,基于瓦片的渲染在用于消费电子设备的移动GPU中变得普遍。在平铺系统中,使用了分层切片技术来进一步减少带宽需求。但是,当采用多核GPU时,分层切片具有很高的局部性,而没有得到很好的利用。因此,本文提出了一种基于块的渲染序列和一种利用这种局部性的多核局部性感知缓存替换(MLCR)机制。结果表明,当基于块的渲染序列与常规缓存替换一起使用时,该机制将缓存未命中率从46.78%降低到38.06%。当将建议的序列与MLCR结合时,漏失率可以进一步降低到35.98%。此外,对实施成本进行了分析,结果表明所提出的机制在消费类电子设备中价格合理,并通过3D图形提高了消费类应用程序的性能。

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