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Exploring Reconfigurable Architectures for Tree-Based Option Pricing Models

机译:探索基于树的期权定价模型的可重新配置体系结构

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This article explores the application of reconfigurable hardware to the acceleration of financial computation using tree-based pricing models. Two parallel pipelined architectures have been developed for option valuation using binomial trees and trinomial trees, with support for concurrent evaluation of independent options to achieve high pricing throughput. Our results show that the tree-based models executing on a Virtex 4 field programmable gate array (FPGA) at 82.7 MHz with fixed-point arithmetic can run over 160 times faster than a Core2 Duo processor at 2.2 GHz. The FPGA implementation is two times faster than the nVidia Geforce 7900GTX processor with 24 pipelines at 650 MHz, and 27%-35% slower than the nVidia Geforce 8600GTS processor with 32 Pipelines at 1450 MHz. Our preliminary experiments also indicate that while an FPGA implementation can be slower than a GPU, it could be more efficient when power consumption is taken into account.
机译:本文探讨了使用基于树的定价模型将可重配置硬件应用于加速财务计算的应用。已经开发了两种并行的流水线架构,用于使用二项式树和三项式树进行期权估值,并支持同时评估独立期权以实现高定价吞吐量。我们的结果表明,在82.7 MHz的Virtex 4现场可编程门阵列(FPGA)上执行的具有定点算法的基于树的模型的运行速度比2.2 GHz的Core2 Duo处理器快160倍以上。 FPGA的实现速度是在650 MHz下具有24条管线的nVidia Geforce 7900GTX处理器的速度的两倍,并且比在1450 MHz时具有32条管线的nVidia Geforce 8600GTS处理器的速率慢27%-35%。我们的初步实验还表明,尽管FPGA实施可能比GPU慢,但如果考虑功耗,则效率可能更高。

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