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Sadok, Hugo; Zhao, Zhipeng; Choung, Valerie; Atre, Nirav; Berger, Daniel S.; Hoe, James C.; Panda, Aurojit; Sherry, Justine (, HotOS '21: Proceedings of the Workshop on Hot Topics in Operating Systems)null (Ed.)Kernel-bypass network APIs, which allow applications to circumvent the kernel and interface directly with the NIC hardware, have recently emerged as one of the main tools for improving application network performance. However, allowing applications to circumvent the kernel makes it impossible to use tools (e.g., tcpdump) or impose policies (e.g., QoS and filters) that need to consider traffic sent by different applications running on a host. This makes maintainability and manageability a challenge for kernel-bypass applications. In response we propose Kernel On-Path Interposition (KOPI), in which traditional kernel dataplane functionality is retained but implemented in a fully programmable SmartNIC. We hypothesize that KOPI can support the same tools and policies as the kernel stack while retaining the performance benefits of kernel bypass.more » « less
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Atre, Nirav; Sherry, Justine; Wang, Weina; Berger, Daniel S. (, SIGCOMM)Caches are at the heart of latency-sensitive systems. In this paper, we identify a growing challenge for the design of latency-minimizing caches called delayed hits. Delayed hits occur at high throughput, when multiple requests to the same object queue up before an outstanding cache miss is resolved. This effect increases latencies beyond the predictions of traditional caching models and simulations; in fact, caching algorithms are designed as if delayed hits simply didn't exist. We show that traditional caching strategies -- even so called 'optimal' algorithms -- can fail to minimize latency in the presence of delayed hits. We design a new, latency-optimal offline caching algorithm called belatedly which reduces average latencies by up to 45% compared to the traditional, hit-rate optimal Belady's algorithm. Using belatedly as our guide, we show that incorporating an object's 'aggregate delay' into online caching heuristics can improve latencies for practical caching systems by up to 40%. We implement a prototype, Minimum-AggregateDelay (mad), within a CDN caching node. Using a CDN production trace and backends deployed in different geographic locations, we show that mad can reduce latencies by 12-18% depending on the backend RTTs.more » « less
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