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Automatic framework to generate reconfigurable accelerators for option pricing applications

机译:生成用于期权定价应用程序的可重新配置加速器的自动框架

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Option Pricing is a fundamental application in most financial institutions dealing with derivative market. It frequently requires huge computational effort and low latency demand. Therefore, a number of different Option Pricing implementations have been developed on FPGA-based platform. However, none of the existing works cover more than one models or different types of options, which yields problem of productively implementing several hardware accelerators for different models. To fill in the gap, we propose a design flow for generating efficient hardware accelerators for option pricing applications with different models and option types. The framework boosts the designers productivity and enables quick prototyping on FPGA platform by providing general template architecture for option pricing applications. The architecture comes along with a prebuilt design library, which covers a wide range of popular financial models. Experimental results for four models show that the accelerators generated from our design flow outperform their counterpart software implementation with two order of magnitude speedup. While comparing with existing hardware designs for the same models, our framework can produce the accelerators that overcome most of manual designed engines.
机译:期权定价是大多数涉及衍生市场的金融机构的基本应用。它经常需要大量的计算工作和较低的延迟需求。因此,已经在基于FPGA的平台上开发了许多不同的Option Pricing实现。但是,现有的作品都没有涵盖一个以上的模型或不同类型的选项,这产生了针对不同模型有效地实现几种硬件加速器的问题。为了填补这一空白,我们提出了一种设计流程,用于为具有不同模型和期权类型的期权定价应用生成高效的硬件加速器。该框架通过为期权定价应用提供通用的模板架构,提高了设计人员的工作效率并实现了在FPGA平台上的快速原型制作。该体系结构附带一个预建的设计库,该库涵盖了各种流行的财务模型。四个模型的实验结果表明,从我们的设计流程中生成的加速器在两个数量级的速度提升方面均优于其相应的软件实现。与相同模型的现有硬件设计进行比较时,我们的框架可以产生可以克服大多数手动设计引擎的加速器。

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