Matt Baughman, Simon Caton, C. Haas, Ryan Chard, R. Wolski, Ian T Foster, K. Chard
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引用次数: 14
Abstract
The Amazon Web Services spot market sells excess computing capacity at a reduced price and with reduced reliability guarantees. The low cost nature of the spot market has led to widespread adoption in industry and science. However, one of the challenges with using the spot market is that it is intentionally opaque and thus users have little understanding of the underlying dynamics. In late 2017, the mechanisms underlying the spot market were significantly altered-no longer are bid prices used to clear capacity and as a result the pricing is much less volatile. In this paper, we revisit prior work with the aim to analyze the differences in market dynamics between the pre-change and post-change spot instance market. We then use these analyses to highlight possible properties of the current and previous pricing algorithms, including artificial manipulation, dynamic algorithm adjustment, and persistent trends in market supply, demand, and pricing.
Amazon Web Services现货市场以较低的价格和较低的可靠性保证出售多余的计算能力。现货市场的低成本特性使其在工业和科学领域得到广泛采用。然而,使用现货市场的一个挑战是,它故意不透明,因此用户对潜在的动态知之甚少。2017年底,现货市场的基础机制发生了重大变化——不再使用投标价格来清除产能,因此价格的波动性大大降低。在本文中,我们回顾了之前的工作,目的是分析变化前和变化后现货实例市场之间的市场动态差异。然后,我们使用这些分析来突出当前和以前的定价算法的可能属性,包括人为操纵,动态算法调整,以及市场供求和定价的持续趋势。