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Power-Gated Arithmetic Circuits for Energy-Precision Tradeoffs in Mobile Graphics Processing Units

机译:功率门控算术电路,用于移动图形处理单元中的能量精确权衡

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In mobile devices, limiting the Graphics Processing Unit's (GPU's) energy usage is of great importance to extending battery life. This work shows that significant energy savings can be obtained by reducing the precision of graphics computations, yet maintaining acceptable quality of the final rendered image. In particular, we focus on a portion of a typical graphics processor pipeline - the vertex transformation stage - and evaluate the tradeoff between energy efficiency and image fidelity. We first develop circuit-level designs of arithmetic components whose precision can be varied dynamically with fine-grained power gating techniques. Spice simulation is used to characterize each component's energy consumption, based on which a system-level energy model for the entire vertex stage is developed. We then use this energy model in conjunction with a graphics hardware simulator to determine the energy savings for real workloads. Results show that, solely by changing the precision of the arithmetic in the vertex shaders' ALUs, we can save up to 10% of the overall energy in the GPU. As promising as these savings are, we expect that our circuits and approach will enable energy-precision tradeoffs in other areas of the graphics pipeline, such as the pixel shader, which consume even more energy than the vertex shader.
机译:在移动设备中,限制图形处理单元(GPU)的能源使用对于延长电池寿命非常重要。这项工作表明,通过降低图形计算的精度,同时保持最终渲染图像的可接受质量,可以节省大量能源。特别是,我们专注于典型图形处理器管线的一部分-顶点转换阶段-并评估能效和图像保真度之间的权衡。我们首先开发算术组件的电路级设计,其精度可以通过细粒度的功率门控技术动态变化。 Spice仿真用于表征每个组件的能耗,在此基础上开发了整个顶点阶段的系统级能耗模型。然后,我们将此能源模型与图形硬件模拟器一起使用,以确定实际工作量的能源节省。结果表明,仅通过更改顶点着色器ALU中的算术精度,我们就可以在GPU中节省多达10%的总能量。尽管这些节省是有希望的,但我们希望我们的电路和方法能够在图形管线的其他区域(例如像素着色器)中进行能量精确的折衷,像素着色器比顶点着色器消耗更多的能量。

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