tag:blogger.com,1999:blog-26338836473766823162024-03-18T09:25:38.827+00:00Layer 9A group blog for computer networking and systems research.Keith Winsteinhttp://www.blogger.com/profile/00273056891138553751noreply@blogger.comBlogger300125tag:blogger.com,1999:blog-2633883647376682316.post-9174564858755197762017-08-25T07:27:00.005+01:002017-08-25T07:29:31.920+01:00SIGCOMM'17 - Session 6 (DC Traffic) - DRILL: Micro Load Balancing for Low-latency Data Center Networks<div style="background-color: white; line-height: 1.38; margin-bottom: 0pt; margin-top: 10pt;">
<span style="font-weight: normal;">Presented by Soudeh Ghorbani</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Most works on load balancing in data centers need global information. DRILL proposed a solution in the reverse direction: load balancing based on local decisions at each switch. DRILL performs per-packet load balancing according to the queue occupancy. But sending packets to the shortest queue may result in suboptimal performance globally, so DRILL introduces randomness. Specifically, it leverages the “power of two choices”: each engine compares queue lengths of two random ports plus the previously least-loaded port, and sends the packet to the least loaded of these.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">In DRILL, the forwarding decisions for each packet is independent of other packets in the flow, so there might be excessive packet reordering and TCP will suffer. But surprisingly, DRILL experiences very minimal reordering. This is because the queue length has little variance and packets experience similar queueing delay. Although the packets take very different paths, the delays of packets along those paths differs little. So, packet reordering is uncommon in DRILL.</span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Another challenge is asymmetric network, which may have an asymmetric topology by design or be caused by link failures. In this case, the load balancers that split individual flows among available paths may waste bandwidth. The solution is to decompose the network into symmetric components. DRILL decomposes the graph by assigning scores of paths by a hash map. Paths with the same score are symmetric. DRILL iteratively assigns the scores and picks the set of symmetric paths.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Q: Have you compared with prior works doing round robin load balancing on virtual symmetric topologies? </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">A: Yes, we did some comparisons using randomized algorithm over two samples. But we miss round robin is because they don’t work well on asymmetric topologies. Even for symmetric topologies, we have some benefits over round robin. Because of the two mechanisms in DRILL, we expect even more advantage on asymmetric topologies.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Q: We did micro load balancing and we found it does not optimize downlink from the core, because there’s no alternative paths. It’s no better than per-packet random by our experience.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">A: If the topology is symmetric, you will expect the same load balancing from all switches. The queuing happens at the first and the last hop, so we have very little queuing from the spine to the leaves.</span></div>
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Anonymoushttp://www.blogger.com/profile/17602533788335617518noreply@blogger.com47tag:blogger.com,1999:blog-2633883647376682316.post-57464859565332221372017-08-25T04:36:00.001+01:002017-08-25T17:34:51.673+01:00SIGCOMM'17 - Session 10 (Peering) - Detecting Peering Infrastructure Outages in the Wild<span style="background-color: white; font-family: inherit;">Presenter: Vasileios Giotsas<br />Co-Authors: Christoph Dietzel, Georgios Smaragdakis, Anja Feldmann, Arthur Berger, Emile Aben</span><br />
<span style="background-color: white; font-family: inherit;">The <a href="http://www.caida.org/publications/papers/2017/detecting_peering_infrastructure_outages/detecting_peering_infrastructure_outages.pdf">link</a> to the paper.</span><br />
<span style="background-color: white; font-family: inherit;"><br /></span>
<span style="background-color: white; font-family: inherit;">In the recent years the Internet infrastructure has changed a lot unexpectedly, one of them is known as "flattening" of the Internet, e.g., inter-domain traffic flows directly between edge networks (IXPs, CFs), and bypassing transit providers (ISPs). As peering thousands or hundreds of cloud datacenters become commonplace, IXPs and CFs gain their popularity. On the other hand, little effort is paid to know about outages and the influence of the outages. Thus this paper addresses this problem and proposed a system to provide near real-time outage detection close to the level of buildings, and report the experience of running it for a few years.</span><br />
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<span style="background-color: white;"><span style="font-family: inherit;">In order to detect the outage (automatically, timely and at the building level), localize the outage (able to distinguish cascading failure effects from outage sources), and track outage (as well as determine the duration, shifts in the routing paths and geographic spread), the authors proposed the Kepler. With a initialization phase parsing the BGP routes, Kepler can detect and determine the outage by sensing outage signals and investigating the signals. To help pinpoint the outages precisely, it is required to compute high-resolution co-location maps from the communities to decorrelate the </span>behaviors<span style="font-family: inherit;"> of affected ASes.</span></span><br />
<span style="background-color: white; font-family: inherit;"><br />In the evaluation and results, authors showed that Kepler can do a very good job on de-noising BGP routing activity and providing strong outage signals. It can also detect peering infrastructure outages in the wild, and measure the impact of such outages. </span>This result is significant because i) most of today's outage can't be detected automatically (unless operators raise questions in mailing list), and ii) monitoring or measurement of these outage is not achievable. These problems or questions can be answered here.<br />
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To conclude, Kepler use passive BGP monitoring to timely and accurately detect the infrastructure- level outages, and provide hard evidence on peering infrastructure outages thus can later improve accountability, transparency and resilience strategies.<br />
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Questions:</h4>
Q1: On the map of world you show the community, it seems biased in European countries. Can you comment on it?<br />
A1: Yes the majority of the community is in Europe or America. The truth is that it is biased when we collect the dataset. And the fact that there are more IXP in Europe<br />
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Q2: In the number of accuracy and precision, seem like the number of the outages.<br />
A2: The information is from the mailing list, social media post and from operators, and tech reports<br />
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Q3: Any comments on the possibilities causing the outages?<br />
A3: Mostly the causes are fiber cuts. And it actually makes the root cause diagnosis very efficient.<br />
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Q4: On your dataset, how can you decide it is maintenance or failure?<br />
A4: In the case of maintenance, it happened in a accessive way. Every time it affect or large part, it can be this case. Of cause sometimes it is not easy to distinguish<br />
<br />Shuwen (Jethro) Sunhttp://www.blogger.com/profile/05776682326436031458noreply@blogger.com10tag:blogger.com,1999:blog-2633883647376682316.post-73546339937045661422017-08-25T02:55:00.002+01:002017-08-25T02:56:05.922+01:00SIGCOMM'17 - Session 11 (Routing) - Paper 3: The Impact of Router Outages on the AS-level InternetSummary:<br />
<br />
this paper uses large-scale measurement to understand the dependence
of the AS-level Internet on individual routers. 149,560 routers are surveyed across the Internet for 2.5 years. 59,175 of
the surveyed routers (40%) experience at least one reboot. This study identified specific routers that were single points of failure for the
prefixes they advertised. A novel active probing technique is designed to identify router restarts. Networks are associated with routers using trace data, and then global BGP activities are correlated with router restarts. To infer single point of failures, outages are correlated with route withdraws by testing whether the windows overlap. The results show that only 4.0% of routers were correlated
with complete withdrawals involving 3,396 prefixes, where the
routers appeared in traceroute paths towards the prefixes.<br />
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Q: what you identified is the percentage of routers as single points of failure. You sort of hide 6 percent of them in customers' edge, presumably customers are harming themselves by having a single point of failure. For the other 40%, how much does Internet get taken out, i.e., ISP edge, device serving multiple customers? So the fact isn't necessarily that 4% of Internet can be taken out by this singe point of failure, but in fact some larger fraction is disabled. Do you have any sense of that?<br />
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A: that is not the case that there is 40% outside of the customer edge. I think it is another 20% or something hidden in customer, but you stay with small, maybe around 10%, outside of the customer network, and you can imagine that if you are providing a tunnel service, the providers will say one of the cases will be sorted out.Anonymoushttp://www.blogger.com/profile/12551128367603213012noreply@blogger.com6tag:blogger.com,1999:blog-2633883647376682316.post-40228729005491198652017-08-25T01:37:00.001+01:002017-08-25T01:37:14.581+01:00Session 11, Paper 1: SWIFT: Predictive Fast Reroute (Thomas Holterbach, Stefano Vissicchio, Alberto Dainotti, Laurent Vanbever)<span id="docs-internal-guid-f553d9b6-1649-309b-4366-7cd161acd9b3"></span><br />
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<span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Presented by: Thomas Holterbach</span></div>
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<span style="font-family: Arial;"><span style="font-size: 14.6667px; white-space: pre-wrap;">2.5 minutes: the worst case convergence time of a router after a link failure. After a failure the router needs to learn about the failure and then update it's forwarding entries. It can take minutes for the router to scan its routing table. There are existing solutions for when the link is between the router's AS and a neighboring AS. However, no current solution works when there are remote link failures. Furthermore, remote outages are numerous: they analyzed bursts of withdrawals from RouteViews and RIPE RIS and found more than 3000 bursts in November of 2016.</span></span></div>
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<span style="font-family: Arial;"><span style="font-size: 14.6667px; white-space: pre-wrap;">SWIFT can reduce the convergence time of BGP from 13s to 2s, fast reroute around failures in 40ms, and is currently deployable on today's routers. </span></span><span style="font-family: Arial; font-size: 14.6667px; white-space: pre-wrap;">SWIFT trades accuracy, now using region granularity, for speed.</span></div>
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<span style="font-family: Arial;"><span style="font-size: 14.6667px; white-space: pre-wrap;">SWIFT monitors BGP streams, uses an algorithm to detect link failure probability, and after detecting a link failure, predicts future withdrawals. It </span></span><span style="font-family: Arial; font-size: 14.6667px; white-space: pre-wrap;">uses two metrics: <i>withdrawals share</i>: fraction of withdrawals crossing a link and </span><span style="font-family: Arial; font-size: 14.6667px; white-space: pre-wrap;"><i>path sharing</i>: the proportion of prefixes withdrawn with a path on a link. Their product </span><span style="font-family: Arial; font-size: 14.6667px; white-space: pre-wrap;">product is the <i>fit score:</i> this value gives the likelihood of the failure of a specific link.</span></div>
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<span style="font-family: Arial;"><span style="font-size: 14.6667px; white-space: pre-wrap;">To be fast SWIFT can't wait for withdrawals, so the algorithm is run early in a withdrawal burst. Furthermore, outages can affect multiple links, so SWIFT returns a set of links all with a high fit score.</span></span></div>
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<span style="font-family: Arial;"><span style="font-size: 14.6667px; white-space: pre-wrap;">Their experimental results show that SWIFT never makes an extremely inaccurate prediction while is correctly infers the failure of a majority of links.</span></span></div>
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<span style="font-family: Arial;"><span style="font-size: 14.6667px; white-space: pre-wrap;">The challenges for fast reroute are that any </span></span><span style="font-family: Arial; font-size: 14.6667px; white-space: pre-wrap;">set of prefixes can be affected, failures can affect backup paths, and they want to be fast. Thus, SWIFT u</span><span style="font-family: Arial; font-size: 14.6667px; white-space: pre-wrap;">ses a hierarchical forwarding table to make the convergence fast. Entries in the table hold a primary next-hop, the AS-path the prefix is using, and the backup next-hop. </span><span style="font-family: Arial; font-size: 14.6667px; white-space: pre-wrap;">SWIFT uses this to reroute the affected traffic to unaffected backup paths.</span></div>
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Evaluation shows that SWIFT's fast reroute <span style="font-family: Arial; font-size: 14.6667px; white-space: pre-wrap;">requires less than 100 forwarding updates or about 40ms to effectively reroute after a failure.</span></div>
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<span style="font-family: Arial; font-size: 14.6667px; white-space: pre-wrap;">Furthermore, it is deployable over most existing routers has many currently have support for hierarchical forwarding tables, but for routers that don't have that support, we can still deploy SWIFT using an extra SDN switch attached to the router.</span></div>
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<span style="font-family: Arial;"><span style="font-size: 14.6667px; white-space: pre-wrap;">Thus, SWIFT speeds up the learning of remote link failures, efficiently reroutes around those failures, and is deployable on existing routers.</span></span></div>
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<span style="font-family: Arial;"><span style="font-size: 14.6667px; white-space: pre-wrap;"><br /></span></span></div>
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<span style="font-family: Arial;"><span style="font-size: 14.6667px; white-space: pre-wrap;">Q: In the graph with false and true positives, what is the ground truth?</span></span></div>
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<span style="font-family: Arial;"><span style="font-size: 14.6667px; white-space: pre-wrap;">A: The ground truth comes from after rerouting if later those paths are withdrawn. We also evaluated with a simulator to have the ground truth.</span></span></div>
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<span style="font-family: Arial;"><span style="font-size: 14.6667px; white-space: pre-wrap;">Q: What are the main factors behind the long convergence time?</span></span></div>
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<span style="font-family: Arial;"><span style="font-size: 14.6667px; white-space: pre-wrap;">A: Each router has a decision process to go through, things like scanning through it's routing table. This process could explain why it is slow.</span></span></div>
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Anonymoushttp://www.blogger.com/profile/05011907062272560615noreply@blogger.com6tag:blogger.com,1999:blog-2633883647376682316.post-75864184193380436042017-08-25T01:16:00.006+01:002017-08-25T01:16:46.083+01:00Section 9 - Realities, Paper 4: Carousel: Scalable Traffic Shaping at End Hosts <div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Presenter: Ahmed Saeed</span></div>
<span id="docs-internal-guid-0433dd3b-1504-ccd7-09ad-218121b84fc8"></span><br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Authors: Ahmed Saeed(GIT), Nandita Dukkipati(Google, Inc.), Vytautas Valancius(Google, Inc.), Vinh The Lam(Google, Inc.), Carlo Contavalli (Google, Inc.), Amin Vahdat(Google, Inc.)</span></div>
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<span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span></div>
<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Network bandwidth is a constrained resource that is expensive to overprovision especially across the WAN. Accurate shaping to a target rate is increasingly important to efficient network operation.</span></div>
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<span id="docs-internal-guid-0433dd3b-15a5-5991-7d2b-7868ec69a525"></span></div>
<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Ahmed present traffic shaping, and traditionally, network switches and routers have implemented it. The problem is that shaping in middleboxes is not an easy option inside a datacenter. It is expensive in buffering and latency, and middleboxes lack the necessary state to enforce the right rate. Shaping in the middle does not help when bottlenecks are at network edges. So new traffic shapers that can handle tens of thousands of flows and rates are needed.</span></div>
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<span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span></div>
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<span id="docs-internal-guid-0433dd3b-15a5-f36a-5c62-05640f1a1afb"></span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Ahmed , et cl. propose Carousel which is an improvement on existing, kernel-based traffic shaping mechanism. The main idea is to replace many queues with a single low-overhead queue. Carousel scales to tens of thousands of flows and traffic classes, and supports complex bandwidth-allocation mechanisms for both WAN and data-center communications. He shows the Carousel architecture.</span></div>
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgNdHWCun8mDivr15vXTXsHihCb8znsn21cK7Ohc1qHmzfobU9-pDopyVobkmSDhEKGKdAOyxbPsSomFGbv4VAi1dyRt-0zieoD8Masp_RDuDnnnp5zRVg7ym-gwd1d9lWOtoYWkjKyTmKl/s1600/Screenshot+from+2017-08-24+11-54-53.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="367" data-original-width="750" height="156" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgNdHWCun8mDivr15vXTXsHihCb8znsn21cK7Ohc1qHmzfobU9-pDopyVobkmSDhEKGKdAOyxbPsSomFGbv4VAi1dyRt-0zieoD8Masp_RDuDnnnp5zRVg7ym-gwd1d9lWOtoYWkjKyTmKl/s320/Screenshot+from+2017-08-24+11-54-53.png" width="320" /></a></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Ahmed present their evaluation setup:</span></div>
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<span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1.Carousel deployed within a Software INC.</span></div>
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<span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2.Evaluated on Youtube servers comparing Carousel and FQ/Pacing.</span></div>
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<span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">3.Each server handles up to 50k sessions concurrently.</span></div>
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<span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Carousel can save up to 8.2% of overall CPU utilization(5.9 cores on a 72 core machine).</span></div>
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<span id="docs-internal-guid-0433dd3b-15a9-67d6-b192-e7319ea05a17"></span></div>
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<span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Carousel improves even Software NIC utilization by 12% by increasing size of batches of packets enqueue in the software NIC.</span></div>
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<span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span></div>
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<span id="docs-internal-guid-0433dd3b-15a8-1d7b-94ef-ed2f63359854"></span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Carousel allows networks operators for the first time to shape tens of thousands of flows individually. Carousel advantages make a strong case for providing single-queue shaping and backpressure in kernel, userspace stacks, hypervisors, and hardware.</span></div>
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Paper is <a href="http://delivery.acm.org/10.1145/3100000/3098852/p404-Saeed.pdf?ip=128.97.8.17&id=3098852&acc=OA&key=CA367851C7E3CE77%2E79535EF926D6BC05%2E4D4702B0C3E38B35%2E5945DC2EABF3343C&CFID=974737877&CFTOKEN=53832678&__acm__=1503615095_19a5aaff0aff6d344b4011389c0b5b96">here</a>.</div>
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<span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Q&A section:</span></div>
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<b id="docs-internal-guid-0433dd3b-15aa-6181-dc37-4be87bf08d65" style="font-weight: normal;"><br /></b></div>
<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Q1: I care about the data structure you are using, seems to be a trade-off, where you either have the granularity of pacing, or the number of packets. Have you quantified for example how many packets you have, the granularity and processing, that is very important for the products?</span></div>
<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">A1: We did consider all the parameters and through our evaluation, we found that with the bucket size 8000, we can support other traffic for Youtube. </span></div>
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<b style="font-weight: normal;"><br /></b></div>
<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Q2: I am wondering if your algorithm supports flexible scheduling.</span></div>
<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">A2: That is a good problem we are currently working on. We are designing a new algorithm to support arbitrary scheduling of the software.</span></div>
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<b style="font-weight: normal;"><br /></b></div>
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<span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Q3: Why should we have software rate limiters as opposed to hardware rate limiters?</span></div>
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<div dir="ltr" style="line-height: 1.656; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">A3: I think one advantage of this work is to decouple the allocators of memory whether in software or hardware from the number of rate limiters you can support. So I think this work actually is a little bit different from trying to look at software and hardware. So I don't think software vs hardware is proper for this work.</span></div>
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Anonymoushttp://www.blogger.com/profile/18407245887348277920noreply@blogger.com6tag:blogger.com,1999:blog-2633883647376682316.post-54253900878686574042017-08-25T01:16:00.005+01:002017-08-25T01:16:39.483+01:00Section 9 - Realities, Paper 3: VROOM: Accelerating the Mobile Web with Server-Aided Dependency Resolution<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Presenter: Vaspol Ruamviboonsuk</span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Authors: Vaspol Ruamviboonsuk(UMichigan), Ravi Netravali(MIT), Muhammed Uluyol(UMichigan), Harsha V. Madhyastha(UMichigan)</span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: #212121; font-family: "arial"; font-size: 11.5pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The page loads on mobile devices remain disappointingly slow, which frustrates users and hurts the revenue of website providers. Recent research have found that dependencies between the resources on any web page are a key reason for slow page loads. Even though there are some approaches that have been taken to address the impact of these dependencies on web performance, they have fundamental drawbacks. </span><span style="background-color: white; color: #212121; font-family: Arial; font-size: 11.5pt; white-space: pre-wrap;">For instance,</span><span style="background-color: white; color: #212121; font-family: "arial"; font-size: 11.5pt; vertical-align: baseline; white-space: pre-wrap;"> </span><span style="background-color: white; color: #212121; font-family: arial; font-size: 11.5pt; white-space: pre-wrap;">Proxy Based Solution: Client must trust HTTPS content pushed by proxy; Proxy needs access to user's cookies for all domains. </span></div>
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<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: white; color: #212121; font-family: "arial"; font-size: 11.5pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Vaspol et cl. presented VRoom, and three challenges to approach. </span><br />
<span style="background-color: white; color: #212121; font-family: "arial"; font-size: 11.5pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">1. How can web servers discover dependencies?</span><br />
<span style="background-color: white; color: #212121; font-family: "arial"; font-size: 11.5pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> Combine offline and online + Defer to third parties</span><br />
<span style="background-color: white; color: #212121; font-family: "arial"; font-size: 11.5pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">2. How do web servers inform clients of discovered </span><span style="background-color: white; color: #212121; font-family: arial; font-size: 15.3333px; white-space: pre-wrap;">dependencies?</span><br />
<span style="background-color: white; color: #212121; font-family: arial; font-size: 15.3333px; white-space: pre-wrap;"> HTTP/2 Push + Dependency Hints</span><br />
<span style="background-color: white; color: #212121; font-family: arial; font-size: 15.3333px; white-space: pre-wrap;">3. How should clients use input from servers?</span><br />
<span style="background-color: white; color: #212121; font-family: arial; font-size: 15.3333px; white-space: pre-wrap;"> Vaspol presented VROOM scheduler in action.</span></div>
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<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Vaspol et al. evaluate VROOM from two perspectives. 1) Accuracy of dependency discovery, 2) Improvement in client perceived performance. VROOM fully utilizes CPU/Network, decouples dependency discovery from parsing and execution, decreases median page load time by 5s for popular sites. </span><br />
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span>
The paper is <a href="http://delivery.acm.org/10.1145/3100000/3098851/p390-Ruamviboonsuk.pdf?ip=128.97.8.17&id=3098851&acc=OPEN&key=CA367851C7E3CE77%2E79535EF926D6BC05%2E4D4702B0C3E38B35%2E6D218144511F3437&CFID=974737877&CFTOKEN=53832678&__acm__=1503613218_b818098bd9cb947ae15b82f1c0beee7f">here</a>.<br />
<br />
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Q&A section:</span><br />
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span>
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Q1: Have you considered the optimal cases for web searching, such as you don't need to fetch the content dynamically, but instead all the contents are available in the web server and static Html and images are returned from the server to client, how does your approach fit in this scenario?</span><br />
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span>
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">A1: We didn't do that exact comparison and that would be interesting to do for sure. We did something similar where all the contents are retrieved at the beginning of the page load from the web server, which turns out there is no improvement.</span><br />
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span>
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Q2: If the webpage is a simple shell with a Javascript fetching all other contents dynamically, the server needs to analyze the javascript with a lot of information from the users such as cookies. If the server does not require much information from the client, then extra information may be delivered to the client which turns to be not useful. There is a clear trade-off, how do you think about this?</span><br />
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">A2: Considering the case where all the contents are dynamically generated such as Facebook, Twitter, we cannot analyze the dependency that is one limitation of our current work.</span></div>
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<span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Q3: This is kind of prefetching, and there is one issue with the client cache. Have you considered this case and the influence of client cache?</span></div>
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<span style="font-family: Arial; font-size: 11pt; white-space: pre-wrap;">A3: You know it's quite hard to correctly model the caching, and we actually did per page cache evaluation, and you can find some measurement results in our paper.</span></div>
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Anonymoushttp://www.blogger.com/profile/18407245887348277920noreply@blogger.com107tag:blogger.com,1999:blog-2633883647376682316.post-86110404724475206562017-08-25T01:09:00.003+01:002017-08-25T01:09:42.398+01:00Session 11, Paper 2: Bootstrapping evolvability for inter-domain routing with D-BGP (Raja R. Sambasivan, David Tran-Lam, Aditya Akella, Peter Steenkiste)<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: Arial; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Presented by: Raja Sambasivan</span></div>
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Raja proposed the question: What evolvability features are needed in any inter-domain routing protocol?</div>
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BGP is todays inter-domain routing protocol; however it: cannot limit ingress traffic, it has a high convergence time, has no QoS guarantees, it uses only one best path, and ASes can be spoofed. We have many great new protocols; however, unfortunately, very few have actually been deployed. The problem is that BGP is rigid in that it requires neighbors to use the same protocol and thus it is very difficult to evolve. The rigidity of BGP results in isolated islands, subsets of ASes that can use a different routing protocol within each other, that have to use BGP outside of those islands so that they can cross the "gulf" of ASes not using the same protocol. This reduces the benefits of new protocols and reduce the incentives to operate with those new protocols. One current solution is to use tunnels, established out of band, however they interfere and increase other ASes' cost, creating push-back against changes.</div>
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The authors analyzed 14 recently proposed changes to BGP and found that only two properties are necessary to allow a protocol to evolve. The first is <i>pass-through support</i>, to allow ASes to disseminate information across gulfs, disseminate the routes in-band, and enable discovery of other islands. The second property is a <i>multi-protocol data structure</i> that informs islands about what they use and provides a common framework to express end-to-end paths.</div>
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They then designed Darwin's BGP, D-BGP, which includes these two features and find that it isn't very far from BGP and that BGP already has pass-through support. D-BGP uses "path vectors" which contain the AS # and the Island ID. Within islands it uses a set of ASes to prevent other ASes from discounting end-to-end, within island paths.</div>
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They evaluate D-BGPs potential for accelerating the benefits of new protocols. They used a 1000 node simulation and randomly choose which ASes are using the different protocol SCION. And they found that D-BGP always allows extra paths to be used over BGP.</div>
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Q: Can we use D-BGP to still allow for the deployment of new functionality in the data plane?</div>
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A: Yes, those systems that we analyzed allow for different data plane functionality, they just modify the control information.</div>
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Q: Can you speak to the correctness of the protocol you ended up with? You have many ASes using many different protocols, will it ever converge?</div>
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A: I can't comment on that specifically. BGP already provides tons of flexibility and with the modifications of D-BGP it's not clear whether it makes it worse or not.</div>
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Q: When looking at what we need did you come away with any lessons about how we can move forward given that we have BGP now?</div>
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A: I would propose the question of how would you incrementally deploy D-BGP? The key-fixed point is that the path vector field is correct when it is being deployed.</div>
Anonymoushttp://www.blogger.com/profile/05011907062272560615noreply@blogger.com4tag:blogger.com,1999:blog-2633883647376682316.post-28005467856114161872017-08-25T00:24:00.005+01:002017-08-25T00:27:12.960+01:00SIGCOMM'17 , Session 9 (Realities), Paper 2: Who is Fiddling with Prices?<div dir="ltr" style="text-align: left;" trbidi="on">
Authors: Costas Iordanou (Universidad Carlos III de Madrid, Telefonica Research), Claudio Soriente<br />
(Telefonica Research), Michael Sirivianos (Cyprus University of Technology), Nikolaos Laoutaris (Data Transparency Lab)<br />
<br />
Presenter:<br />
<br />
<a href="http://delivery.acm.org/10.1145/3100000/3098850/p376-Iordanou.pdf?ip=128.97.8.25&id=3098850&acc=OPEN&key=CA367851C7E3CE77%2E79535EF926D6BC05%2E4D4702B0C3E38B35%2E6D218144511F3437&CFID=801398606&CFTOKEN=17734443&__acm__=1503612055_5e8441d5a30e5830db8c5b3dc70401c8" rel="nofollow" target="_blank">[Link to the paper]</a><br />
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Costas Iordanou et al. build and deploy the
Price $heriff for preventing price discrimination in e-commerce. </div>
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<b style="mso-bidi-font-weight: normal;">What does $heriff do?</b></div>
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$heriff is a
highly distributed system for detecting various types of online.
</div>
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A first-of-its-kind transparency software that allows one to
see the prices as seen by others. <span style="mso-spacerun: yes;"> </span><span style="mso-spacerun: yes;"> </span></div>
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<br /></div>
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<b style="mso-bidi-font-weight: normal;">How does $heriff do
it?</b></div>
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<tr><td style="text-align: center;"><img alt="" height="165" 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" style="margin-left: auto; margin-right: auto;" width="200" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;">The seven main components of $hariff, and the flow of messages during a single price check request.</td></tr>
</tbody></table>
<div class="MsoNormal">
<br /></div>
<div class="MsoNormal">
<b style="mso-bidi-font-weight: normal;">Why is $heriff interesting?
</b></div>
<div class="MsoNormal">
Had to solve some difficult technical challenges:</div>
<ul style="margin-top: 0cm;" type="disc">
<li class="MsoNormal" style="mso-list: l1 level1 lfo1;">Build P2P proxy network </li>
<li class="MsoNormal" style="mso-list: l1 level1 lfo1;">Prevent user profile
pollution (browser and server side)</li>
<li class="MsoNormal" style="mso-list: l1 level1 lfo1;">Protect user privacy</li>
<li class="MsoNormal" style="mso-list: l1 level1 lfo1;">Perform universal price
extraction</li>
<li class="MsoNormal" style="mso-list: l1 level1 lfo1;">Automate currency
detection</li>
</ul>
<div class="MsoNormal">
<b style="mso-bidi-font-weight: normal;">Technical challenges</b></div>
<div class="MsoNormal">
Why hybrid network of proxies?</div>
<div class="MsoNormal">
<u>Infrastructure proxy clients </u></div>
<div class="MsoNormal">
+ Diverse predefined geo-locations</div>
<div class="MsoNormal">
+ Easy to setup and control</div>
<div class="MsoNormal">
+ No real users involved</div>
<div class="MsoNormal">
- No price variation based on personal data can be observed</div>
<div class="MsoNormal">
<u>Peer proxy browsers</u></div>
<div class="MsoNormal">
+ Diverse real user profiles</div>
<div class="MsoNormal">
+ Price variations based on personal data</div>
<div class="MsoNormal">
-Unpredictable availability and geo-location</div>
<div class="MsoNormal">
-Browser side profile pollution</div>
<div class="MsoNormal">
-Server side profile pollution</div>
<div class="MsoNormal">
<br /></div>
<div class="MsoNormal">
<b style="mso-bidi-font-weight: normal;">Finding </b></div>
<ol start="1" style="margin-top: 0cm;" type="1">
<li class="MsoNormal" style="mso-list: l3 level1 lfo2;">Price variation across
countries </li>
</ol>
<ul style="text-align: left;">
<li><span style="font-family: "symbol"; mso-bidi-font-family: Symbol; mso-fareast-font-family: Symbol;"><span style="mso-list: Ignore;"><span style="font: 7.0pt "Times New Roman";"></span></span></span>76 domains out of 1994</li>
<li><span style="font-family: "symbol"; mso-bidi-font-family: Symbol; mso-fareast-font-family: Symbol;"><span style="mso-list: Ignore;"><span style="font: 7.0pt "Times New Roman";"></span></span></span>Price variation up to 600%</li>
</ul>
<ol start="2" style="margin-top: 0cm;" type="1">
<li class="MsoNormal" style="mso-list: l3 level1 lfo2;">Price variation within the
same country</li>
</ol>
<ul style="text-align: left;">
<li><span style="font-family: "symbol"; mso-bidi-font-family: Symbol; mso-fareast-font-family: Symbol;"><span style="mso-list: Ignore;"><span style="font: 7.0pt "Times New Roman";"></span></span></span>7 out 76 domains (3 repeatable)</li>
<li><span style="font-family: "symbol"; mso-bidi-font-family: Symbol; mso-fareast-font-family: Symbol;"><span style="mso-list: Ignore;"><span style="font: 7.0pt "Times New Roman";"></span></span></span>Price variation up to 7%</li>
</ul>
<ol start="3" style="margin-top: 0cm;" type="1">
<li class="MsoNormal" style="mso-list: l3 level1 lfo2;">No price discrimination
based on personal data detected yet</li>
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<![endif]--><br />
<u>There was a discussion after the talk.</u><br />
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<div class="MsoNormal">
Q1: Many companies have concerns about distributed denial of
service attack as we developing application. I'm curious to know what you do to
mitigate to potential for damaging sites significantly as you attempt to deploy
it (unless you are catching intensely)?</div>
<div class="MsoNormal">
A1: Actually we don’t need to allow a lot of requests at the
same time. We just need small amount to be able to capture the differences. The
system is minimizing the number of requests that we send to a specific domain. </div>
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<br /></div>
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Q2: Did you find a way to gain the system to get the cheapest
price in the web?</div>
<div class="MsoNormal">
A2: We didn’t studied the system for this purpose. We mostly
focused on research aspect of this tool.</div>
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<br /></div>
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</xml><![endif]--><!--[if gte mso 10]>
<style>
/* Style Definitions */
table.MsoNormalTable
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mso-tstyle-rowband-size:0;
mso-tstyle-colband-size:0;
mso-style-noshow:yes;
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mso-style-parent:"";
mso-padding-alt:0cm 5.4pt 0cm 5.4pt;
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mso-pagination:widow-orphan;
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font-family:"Calibri",sans-serif;}
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<![endif]-->
</div>
<div class="MsoNormal">
Q3: The largest retails in China like Alibaba, JD.com, … display
the price in images and captures to prevent the competitor websites get the
price. Do you have any solution for that? <span style="mso-spacerun: yes;"> </span></div>
<div class="MsoNormal">
A3: There are some websites that they put prices in images
instead of text and it is not hard to use image detection techniques to get the
actual price. It is trivial.</div>
<div class="MsoNormal">
<br /></div>
<div class="MsoNormal">
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<o:OfficeDocumentSettings>
<o:AllowPNG/>
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<br />
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<w:UseAsianBreakRules/>
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<w:SplitPgBreakAndParaMark/>
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<div class="MsoNormal">
Q4: Airlines are doing this for years and based on your browsing
history when you stay longer to optimize your flight, at some point they raise the
price to scare you to buy the ticket immediately. However, if you clear your cookies before buying the ticket, the price will return to the normal price. I’m wondering if your
system is prepared for changing the browser history when you are running the experiments?
<span style="mso-spacerun: yes;"> </span><span style="mso-spacerun: yes;"> </span><span style="mso-spacerun: yes;"> </span></div>
<div class="MsoNormal">
A4: We didn’t think of it but the way that we protect the
users now is by using double carriers. </div>
<div class="MsoNormal">
We can pre-train some profiles towards the end and then allow the
users to switch the profile to get the better price.</div>
<div class="MsoNormal">
<br /></div>
<div class="MsoNormal">
Q4: how about clearing cookies?</div>
<div class="MsoNormal">
A4: You don't need to clear the cookies because you have the browsers' APIs, you can switch the cookies. </div>
<br />
<br />
<div class="MsoNormal">
</div>
<div class="MsoNormal">
<br /></div>
<br />
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Anonymoushttp://www.blogger.com/profile/05198162124330417987noreply@blogger.com5tag:blogger.com,1999:blog-2633883647376682316.post-33346939849583433282017-08-24T23:16:00.000+01:002017-08-24T23:16:17.559+01:00Sigcomm'17: Session 10: Peering: Paper2: Taking the Edge off with Espresso: Scale, Reliability and. Programmability for Global Internet Peering<b>Authors</b>: <span style="font-size: 0.85em; text-align: justify;">Kok-Kiong Yap, Murtaza Motiwala, Jeremy Rahe, Steve Padgett, Matthew Holliman, Gary Baldus, Marcus Hines, Taeeun Kim, Ashok Narayanan, Ankur Jain, Victor Lin, Colin Rice, Brian Rogan, Arjun Singh, Bert Tanaka, Manish Verma, Puneet Sood, Mukarram Tariq, Matt Tierney, Dzevad Trumic, Vytautas Valancius, Calvin Ying, Mahesh Kallahalla, Bikash Koley, and Amin Vahdat </span><em style="font-size: 0.85em; text-align: justify;">(Google)</em><br />
<em style="font-size: 0.85em; text-align: justify;"><br /></em>
<span style="font-size: 0.85em; text-align: justify;">The paper is at: <a href="http://delivery.acm.org/10.1145/3100000/3098854/p432-Yap.pdf?ip=128.97.8.25&id=3098854&acc=OA&key=CA367851C7E3CE77%2E79535EF926D6BC05%2E4D4702B0C3E38B35%2E5945DC2EABF3343C&CFID=801325226&CFTOKEN=68864062&__acm__=1503601919_34b13d737971e40b3ddd38d7d3380718" target="_blank">[pdf]</a></span><br />
<br />
Problem statement: Egeress traffic to Google internet peers: They envision High Definition video delivery and cloud traffic. Two objectives: 1. Optimize traffic per-customer and per-application(optimal video quality and differentiated cloud service). 2. Deliver new features quickly.<br />
<br />
They counter two criticisms of SDN: 1. Interoperability at Internet scale, 2. Cost reductions. Through large scale deployments, they show it is possible to incrementally evolve while maintaining interoperability. They also show that the value of SDN comes
from the capability and its software feature velocity, with any cost
savings being secondary.<br />
<br />
Espresso: SDN based. previously B4 and jupiter.<br />
<br />
Google has Global PoPs > 100.<br />
<br />
Design principles: 1. Hierarchical control plane (global optimization), 2. Fail static (local control plane), 3. Software programmability (externalize features into software to exploit commodity servers for scale). 4. Testability 5. Manageability.<br />
<br />
Architecture:<br />
<br />
Traditional: Peering router - internalize routing/forwarding-large ACL - external peer<br />
Espresso: BGP speaker and label-switched fabric are introduced in software, basically Externalize BGP and packet processing.<br />
<br />
Host based packet processor allows flexible packet processing, including ACL and handling of DoS.<br />
<br />
Application aware routing: application will send signals to global controller.<br />
<br />
Using user's best path, not BGP's: serve 13% more traffic than BGP's best path.<br />
<br />
Q & A:<br />
<br />
1. How you picked three ISP? Are all the ISPs works in same way?<br />
2. How we actually know the client traffic? While measuring small amount of traffic its fine. But if you measure huge amount of traffic,you might overload other parts of framework. How do you handle this?<br />
3. Is information from controller is enough? what all applications you can optimize?<br />
<h4 class="ui-collapsible-heading" style="background-color: white; border-bottom-left-radius: 0px; border-bottom-right-radius: 0px; border-top-left-radius: inherit; border-top-right-radius: inherit; color: #2e85c2; font-family: Raleway, sans-serif; font-size: 16px; margin: 0.45em 0px; overflow: hidden; padding: 0px; position: relative; text-overflow: ellipsis; white-space: nowrap;">
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<div class="button-paper" style="background-color: #2e85c2; border-radius: 5px; display: inline-block; margin: 0px 0px 6px 6px; padding: 4px 10px; text-align: center; width: auto;">
<a class="ui-collapsible-heading-toggle ui-btn ui-btn-icon-right ui-btn-inherit ui-icon-carat-u" href="http://conferences.sigcomm.org/sigcomm/2017/program.html#" style="background-color: #ededed; border-color: rgb(187, 187, 187); border-radius: inherit; border-style: solid; border-width: 1px; color: #333333; cursor: pointer; display: block; font-size: 1em; line-height: 1.3; margin: 0px; overflow: hidden; padding: 0.7em 2.5em 0.7em 1em; position: relative; text-align: left; text-decoration-line: none !important; text-overflow: ellipsis; text-shadow: rgb(243, 243, 243) 0px 0px 0px;"></a><a class="ui-link" href="http://dl.acm.org/ft_gateway.cfm?id=3098854&ftid=1898911&dwn=1&CFID=776908660&CFTOKEN=29525737" style="color: white; font-size: 0.9em; font-weight: 400; text-decoration-line: none;">Paper</a></div>
</div>
<span class="ui-collapsible-heading-status" style="clip: rect(1px 1px 1px 1px); height: 1px; overflow: hidden; position: absolute !important; width: 1px;">click to collapse contents</span></h4>
Unknownnoreply@blogger.com1tag:blogger.com,1999:blog-2633883647376682316.post-5435632088924682612017-08-24T23:03:00.002+01:002017-08-24T23:03:27.917+01:00Sigcomm'17: Session 10: Peering: Paper1: Engineering Egress with Edge Fabric. Steering Oceans of Content to the World<b>Authors</b>: <span style="font-size: 0.85em; text-align: justify;">Brandon Schlinker </span><em style="font-size: 0.85em; text-align: justify;">(Facebook / University of Southern California)</em><span style="font-size: 0.85em; text-align: justify;">, Hyojeong Kim and Timothy Cui </span><em style="font-size: 0.85em; text-align: justify;">(Facebook)</em><span style="font-size: 0.85em; text-align: justify;">, Ethan Katz-Bassett </span><em style="font-size: 0.85em; text-align: justify;">(University of Southern California / Columbia University)</em><span style="font-size: 0.85em; text-align: justify;">, Harsha V. Madhyastha </span><em style="font-size: 0.85em; text-align: justify;">(University of Michigan)</em><span style="font-size: 0.85em; text-align: justify;">, Italo Cunha </span><em style="font-size: 0.85em; text-align: justify;">(Universidade Federal de Minas Gerais)</em><span style="font-size: 0.85em; text-align: justify;">, and James Quinn, Saif Hasan, Petr Lapukhov, and Hongyi Zeng </span><em style="font-size: 0.85em; text-align: justify;">(Facebook)</em><br />
<h4 class="ui-collapsible-heading" style="background-color: white; border-bottom-left-radius: 0px; border-bottom-right-radius: 0px; border-top-left-radius: inherit; border-top-right-radius: inherit; color: #2e85c2; font-family: Raleway, sans-serif; font-size: 16px; margin: 0.45em 0px; overflow: hidden; padding: 0px; position: relative; text-overflow: ellipsis; white-space: nowrap;">
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<a class="ui-collapsible-heading-toggle ui-btn ui-btn-icon-right ui-btn-inherit ui-icon-carat-u" href="http://conferences.sigcomm.org/sigcomm/2017/program.html#" style="background-color: #ededed; border-color: rgb(187, 187, 187); border-radius: inherit; border-style: solid; border-width: 1px; color: #333333; cursor: pointer; display: block; font-size: 1em; line-height: 1.3; margin: 0px; overflow: hidden; padding: 0.7em 2.5em 0.7em 1em; position: relative; text-align: left; text-decoration-line: none !important; text-overflow: ellipsis; text-shadow: rgb(243, 243, 243) 0px 0px 0px;"></a><a class="ui-link" href="http://dl.acm.org/ft_gateway.cfm?id=3098853&ftid=1898926&dwn=1&CFID=776908660&CFTOKEN=29525737" style="color: white; font-size: 0.9em; font-weight: 400; text-decoration-line: none;">Paper</a></div>
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<span class="ui-collapsible-heading-status" style="clip: rect(1px 1px 1px 1px); height: 1px; overflow: hidden; position: absolute !important; width: 1px;">click to collapse content</span></h4>
The paper is at: <a href="http://delivery.acm.org/10.1145/3100000/3098853/p418-Schlinker.pdf?ip=128.97.8.25&id=3098853&acc=OPEN&key=CA367851C7E3CE77%2E79535EF926D6BC05%2E4D4702B0C3E38B35%2E6D218144511F3437&CFID=801325226&CFTOKEN=68864062&__acm__=1503601386_0117ff334af49ec3ca6e0d0b45356c65" target="_blank">[pdf]</a><br />
<br />
The authors present Edge Fabric, an SDN based system to remove the capacity constraints on peering paths at the points of presence (PoPs) from content providers. This is coupled with the performance and limitations of age old BGP protocol. They identify, despite having many changes in BGP policies over the years, it is still limited by capacity and performance for large volumes of consolidated traffic on the flattened topology. However, BGP is fundamental and not going to be replaced in near future. They overcome these limitations on BGP.<br />
<br />
Three contributions in the paper:<br />
1. The paper explicates the challenges in terms of network connectivity and traffic characteristics of popular applications providers to manage their egress traffic.<br />
2. They propose optimized routing of egress traffic and discuss the experience over four years.<br />
3. They instrument their system to measure performance along alternate paths—not just its best choice—to every prefix.<br />
<br />
Facebook, to reduce the latency, deploys dozens of PoPs globally. The observe the relative egress traffic volume for several PoPs with respect to global load. They observed here that demand>capacity (50% of circuits demand 1.19 times capacity). They also observe number of BGP prefixes with respect to PoPs traffic.<br />
<br />
The preferred routes are: private peers (tens)>IXP peers (Hundreds)>transits(two or more).<br />
Design priorities: operation simplicity and ease of deployment: controller overrides BGP's decisions.<br />
<br />
Approach: Router selects routes using BGP. Edge fabric selects ideal routes using BGP routs and alternate routes.<br />
<br />
Two overrides: 1. move traffic for set of end-users, 2. move class of end-user traffic.<br />
<br />
Key questions the authors aim to solve: does the system prevent circuit congestion and packet drops? Can we keep utilization at the threshold?<br />
<br />
They use a combination of Host based routing and Edge based routing.<br />
<br />
They compare with Espresso:<br />
Edge Fabric: operation complexity, ease of deployment, mark packets priority<br />
Espresso: maximum flexibility, cost savings, select packets route<br />
<br />
Q&A:<br />
<br />
1. What other kind of BGP limitations if want to redo all these changes?<br />
2. U said congestion? What was the exact problem for congestion? Can't we just add the capacity?<br />
3. How does the system has external control for traffic? as in per-PoP or per-user traffic?Unknownnoreply@blogger.com1tag:blogger.com,1999:blog-2633883647376682316.post-82736480778404123972017-08-24T21:52:00.004+01:002017-08-24T22:54:32.740+01:00SIGCOMM'17 , Session 9 (Realities), Paper 1: Understanding and Mitigating Packet Corruption in Data Center Networks<div dir="ltr" style="text-align: left;" trbidi="on">
Authors: Danyang Zhuo (University of
Washington), Monia Ghobadi (Microsoft Research), Ratul Mahajan
(Microsoft Research & Intentionet), Klaus-Tycho Förster (Aalborg
University), Arvind Krishnamurthy (University of Washington), Thomas
Anderson (University of Washington)<br />
<br />
Presenter: Danyang Zhuo<br />
<br />
<a href="http://delivery.acm.org/10.1145/3100000/3098849/p362-Zhuo.pdf?ip=128.97.8.25&id=3098849&acc=OPEN&key=CA367851C7E3CE77%2E79535EF926D6BC05%2E4D4702B0C3E38B35%2E6D218144511F3437&CFID=801398606&CFTOKEN=17734443&__acm__=1503611488_d2708f77b15163ff3c1e5e8ff665dd3b" target="_blank">[Link to the paper]</a><br />
<br />
<br />
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Several techniques for reducing packet loss have been
studied. The techniques mostly focused on congestion which is only <u>one source</u>
of packet loss whereas <b><i>packet corruption</i></b>, another source of packet loss, has received little attention.<br />
<br />
Danyang Zhuo et al. worked on the packet corruption in DCNs. They monitored around
350K switch to switch, optical links within 15 data centres of a major cloud
provider over seven months.</div>
<div class="MsoNormal" style="margin-left: 1em; margin-right: 1em;">
<br />
Based on their measurements and analyses, they found out that:<br />
<ul style="text-align: left;">
<li>Packet corruption is a significant source of packet loss;</li>
</ul>
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" width="200" /> </div>
<div class="MsoNormal" style="margin-left: 1em; margin-right: 1em;">
<ul style="text-align: left;">
<li>Packet corruption has distinct symptoms and root causes. Its characteristics differ from congestion losses; </li>
</ul>
<img alt="" height="141" 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" width="200" /></div>
<div class="MsoNormal" style="margin-left: 1em; margin-right: 1em;">
<ul style="text-align: left;">
<li>Corruption impacts fewer links than congestion but imposes a heavier loss rate; </li>
<li>Unlike congestion, corruption rate on a link is stable over time and is not correlated with its utilization.</li>
</ul>
To mitigate data corruption, Danyang Zhuo said they developed <i><b>CorrOpt </b></i>which partially deployed in Microsoft DCs. CorrOpt intelligently selects which corrupting links can be safely disabled, while:<br />
<ul style="text-align: left;">
<li> Ensuring that each top-of-rack switch has a minimum number of paths to reach other switches. </li>
</ul>
<div style="text-align: right;">
</div>
<br />
CorrOpt also recommends specific actions to repair disabled links:<br />
<table cellpadding="0" cellspacing="0" class="tr-caption-container" style="float: right; text-align: center;"><tbody>
<tr><td style="text-align: center;"><br /></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><br /></td></tr>
</tbody></table>
<div style="text-align: right;">
</div>
<ul style="text-align: left;">
<li>Clean dirty connectors </li>
<li>Replace damaged fibres </li>
<div style="text-align: right;">
</div>
<li>Replace dying transceiver laser </li>
</ul>
Danyang Zhuo said : Our prposed system (CorrOpt) has been deployed in over Microsoft DCs and it could reduce corruption losses by three orders of magnitude.<br />
<img alt="" height="143" 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" width="200" /> <br />
<br />
<br />
<u>There was a discussion after the talk.</u><br />
<div class="MsoNormal" style="line-height: normal; margin-bottom: 0.0001pt; text-align: left;">
<span style="font-family: "times new roman" , serif; font-size: 12.0pt;">Q1: What’s
statistical percentage of link with corruption?</span></div>
<div class="MsoNormal" style="line-height: normal; margin-bottom: 0.0001pt; text-align: left;">
<span style="font-family: "times new roman" , serif; font-size: 12.0pt;">A:1 I can't comment on that. I just
can only report the relative ratio of link with congestion.</span></div>
<div class="MsoNormal" style="line-height: normal; margin-bottom: 0.0001pt; text-align: left;">
<br /></div>
<div class="MsoNormal" style="line-height: normal; margin-bottom: 0.0001pt; text-align: left;">
<span style="font-family: "times new roman" , serif; font-size: 12.0pt;">Q:2 What
are other remedies to mitigate the corruption other than bring it to links,
e.g. reduce the rate or change error code, …?</span></div>
<div class="MsoNormal" style="line-height: normal; margin-bottom: 0.0001pt; text-align: left;">
<span style="font-family: "times new roman" , serif; font-size: 12.0pt;">A2: What
we found in our data centres that loss rate is not correlated with traffic. So,
I think reducing rate wouldn’t remedy those hardware failure.</span></div>
<div class="MsoNormal" style="line-height: normal; margin-bottom: 0.0001pt; text-align: left;">
<span style="font-family: "times new roman" , serif; font-size: 12.0pt;">We target
at a deployable solution, I think for error correction code and end-to-end, I don’t
think people do that. I think a 100G technology has it. 10G and 40G usually don’t
have it on the switch.</span><span style="font-family: "times new roman" , serif; font-size: 12.0pt;"> </span>
</div>
<div class="MsoNormal" style="line-height: normal; margin-bottom: 0.0001pt; text-align: left;">
<span style="font-family: "times new roman" , serif; font-size: 12.0pt;">Q2: How about changes on the modulation?
</span></div>
<div class="MsoNormal" style="line-height: normal; margin-bottom: 0.0001pt; text-align: left;">
<span style="font-family: "times new roman" , serif; font-size: 12.0pt;">A2: For data
centres transceivers there is no option to change the modulation.</span></div>
<div class="MsoNormal" style="line-height: normal; margin-bottom: 0.0001pt; text-align: left;">
<span style="font-family: "times new roman" , serif; font-size: 12.0pt;">Q2: Really?</span></div>
<div class="MsoNormal" style="line-height: normal; margin-bottom: 0.0001pt; text-align: left;">
<span style="font-family: "times new roman" , serif; font-size: 12.0pt;">A2: It is
fixed but for long haul, I’m not sure (maybe changeable).</span></div>
<div class="MsoNormal" style="line-height: normal; margin-bottom: 0.0001pt; text-align: left;">
<br /></div>
<div class="MsoNormal" style="line-height: normal; margin-bottom: 0.0001pt; text-align: left;">
<span style="font-family: "times new roman" , serif; font-size: 12.0pt;">Q3: How
often you have multiple link corruption at the same path?</span></div>
<span style="font-family: "times new roman" , serif; font-size: 12.0pt;"><span style="font-family: "times new roman" , serif; font-size: 12.0pt; line-height: 107%;">A3:The details are in the paper. What we found is that
for optical breakout cable (when you have dirt on the fibre) those links tend
to scatter across the entire DC but for failures such as optical breakout
cables or switch hardware problem , it is going to affect multiple links on the
same switch.</span></span></div>
<div class="MsoNormal" style="margin-left: 1em; margin-right: 1em;">
<span style="font-family: "times new roman" , serif; font-size: 12.0pt;"><span style="font-family: "times new roman" , serif; font-size: 12.0pt; line-height: 107%;"></span></span><br />
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<tr><td style="text-align: center;"><br /></td></tr>
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</tbody></table>
</div>
</div>
Anonymoushttp://www.blogger.com/profile/05198162124330417987noreply@blogger.com1tag:blogger.com,1999:blog-2633883647376682316.post-45979285819859950192017-08-24T20:54:00.002+01:002017-08-24T20:54:42.473+01:00Session 8, Paper 2: Wi-Fi Goes to Town: Rapid Picocell Switching for Wireless Transit Networks<br />
Authors: Zhenyu Song, Longfei Shangguan and Kyle Jamieson<br />
(Princeton University)<br />
<br />
Presenter: Zhenyu Song<br />
<br />
<div class="MsoNormal" style="text-align: justify;">
In the near future, driverless
cars will transform the current commute for many into a time when other activities such as audio and video teleconferences, VR online gaming can be performed. However in order to achieve this, it requires high-capacity
networks to operate along transportation corridors and the Wi-Fi Goes to Town
service is a potential solution to this problem.<o:p></o:p></div>
<div class="MsoNormal" style="text-align: justify;">
<br /></div>
<div class="MsoNormal" style="text-align: justify;">
In the past few years, capacity
gains in cellular wireless network operations have been attributed to decreasing
the size of each cell the access point (AP) covers although this<span style="mso-spacerun: yes;"> </span>reduces the range covered by the cell. This work takes advantages of this concept and two additional trends that have arisen in AP capabilities and pricing. First of all
commodity Wi-Fi APs can be used to extract detailed channel measurements
allowing prediction of the best AP to suit<span style="mso-spacerun: yes;">
</span>a client as it moves and secondly, <span style="mso-spacerun: yes;"> </span>the availability of low cost Wi-Fi chipsets (<$5) makes deployment of high density Wi-Fi AP installations cost-feasible.<o:p></o:p></div>
<div class="MsoNormal" style="text-align: justify;">
<br /></div>
<div class="MsoNormal" style="text-align: justify;">
Wi-Fi Goes to Town (WFGTT) <span style="mso-spacerun: yes;"> </span>is the
first Wi-Fi based roadside hotspot network designed to operate at vehicular
speeds with meter-sized picocells. The design consists of many picocells
(forming an AP array) along a busy urban transit corridor with each cell
covering a few meters. However two challenges faced by users as they drive past each AP are fading (in seconds) due to increased distance as well as fading (in
milliseconds) due to alternating constructive and destructive multipath
propagation. Due to this phenomenon, the authors coined the phrase vehicular picocell
regime to refer to the combination of AP diversity, vehicular client mobility
and meter-level AP cell size.<o:p></o:p></div>
<div class="MsoNormal" style="text-align: justify;">
<br />
Resolving these issues requires fast switching (at a millisecond level) between APs with the best channel capacity and a solution that gives TCP the illusion that the network never changes. Their WFGTT solution is designed to operate efficiently in the vehicular picocell regime via a nearby controller which exercises tight control of the AP array. Delivery decisions to the vehicle are made by the serving APs at millisecond-level granularities and exploit the path diversity present in roadside networks.<br />
<br />
Their solution addresses the following questions:<br />
1. Who maintains state?<br />
The controller maintains the state and makes switching decisions between the APs. This makes the stack transparent to the client end user and enables fast handover since the controller can access global information easier.<br />
<br />
2. When to switch APs?<br />
The authors design an AP selection algorithm based on an Effective SNR window value and use it to select the AP with the largest median value every 10ms.<br />
<br />
3. How to switch between APs?<br />
Whenever a client connects to an AP, this connection information is propagated to all other APs so that when a switch is required, the client can move to any AP.<br />
<br />
In the case of downlink traffic, as a user travels along the road, each AP receives all the packets destined for the user from the controller and waits for communication from the controller. The controller also adds a packet ID to each packet it sends downstream to allow APs to track which packets have been sent to the user. Once the controller has made a switching decision, it informs the current AP serving the user to stop forwarding data to the user and also gives the ID of the next AP that should continue delivering the packets. The current AP stops sending packets, sends the ID of the last packet it sent to the next serving AP and requests this new AP to start sending the next data to the user. This new serving AP then sends an ACK back to the controller and begins forwarding data to the user.<br />
<br />
Once delivery of data from an AP to the user is successful, that AP directs the others to discard their copies of the packet resolving the pending packet problem and also the packet queuing problem at the APs is resolved by sharing the block acknowledgement state between participating APs.<br />
<br />
In the case of uplink traffic, all APs have the same bussid so any AP can receive the packet and forward to the controller which removes duplicates from the same client before forwarding the packet upstream.<br />
<br /></div>
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The authors implemented their
system in an eight AP roadside network and performed tests with mobile clients
up to 35mph comparing the performance of WFGTT with a performance tuned version
of IEEE 802.11r and 802.11k. <span style="mso-spacerun: yes;"> </span>When
compared to the base line protocol, results showed that Wi-Fi goes to Town can
achieve 2.4 - 4.7x TCP throughput improvement and a 2.6 - 4.0x improvement in UDP
download performance with vehicle speed ranges from 5 - 25mph and 2.4 - 2.6x
improvement in TCP and UDP download performance in a multi-client scenario.<o:p></o:p></div>
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhWjEwB6narDfSuPMp0ymTWZrD-pJjhmqFWRmbEAsUxwg3QAU754hweIu4LTWdKnsAeGc7btVNL1rgxItmBQLllfZQgdpojONbXquvCh1w_pV-HZSzHVsAKG98uuznBvMQbb__oa-uIc9TH/s1600/Screen+Shot+2017-08-23+at+9.29.34+PM.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="436" data-original-width="663" height="210" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhWjEwB6narDfSuPMp0ymTWZrD-pJjhmqFWRmbEAsUxwg3QAU754hweIu4LTWdKnsAeGc7btVNL1rgxItmBQLllfZQgdpojONbXquvCh1w_pV-HZSzHVsAKG98uuznBvMQbb__oa-uIc9TH/s320/Screen+Shot+2017-08-23+at+9.29.34+PM.png" width="320" /></a><a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjILhYTXgJjJwZZzWQTtqWlb-YrpczfzJtrUhHHP0w0Uin8sbwFNFjLUegFqDVxZan9eyxRtAC_1ZMKrOGcIsva7bxVL03N4YchYreyIfNLFEA4qFW2KWHcre-KUDsm9DG6ZrYwewUZMzRA/s1600/Screen+Shot+2017-08-23+at+9.29.04+PM.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em; text-align: center;"><img border="0" data-original-height="429" data-original-width="655" height="209" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjILhYTXgJjJwZZzWQTtqWlb-YrpczfzJtrUhHHP0w0Uin8sbwFNFjLUegFqDVxZan9eyxRtAC_1ZMKrOGcIsva7bxVL03N4YchYreyIfNLFEA4qFW2KWHcre-KUDsm9DG6ZrYwewUZMzRA/s320/Screen+Shot+2017-08-23+at+9.29.04+PM.png" width="320" /></a></div>
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg5L8vNvwhL3HJJI-vH-pawWsWWX6XoAdOX-_CPBURCqtj081iHzWAOpmYkXUBnWKQn49UDR1sANI_w7IxAoZ7t-h7tHAq02ujXFCb06uPJvu6fS-4MPEakKdQYoPFYj4cOYUE6IJLUycWZ/s1600/Screen+Shot+2017-08-23+at+4.01.06+PM.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="186" data-original-width="1280" height="46" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg5L8vNvwhL3HJJI-vH-pawWsWWX6XoAdOX-_CPBURCqtj081iHzWAOpmYkXUBnWKQn49UDR1sANI_w7IxAoZ7t-h7tHAq02ujXFCb06uPJvu6fS-4MPEakKdQYoPFYj4cOYUE6IJLUycWZ/s320/Screen+Shot+2017-08-23+at+4.01.06+PM.png" width="320" /></a></div>
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Questions and Answers</div>
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1. Question: Why did you use a larger router? Are you using different channels between the APs and is the IP address fixed?</div>
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Answer: We used a TP link router because it was easy to use as a prototype, however for production, we are investigating use of other types. Our solution uses 1 channel till it is saturated but we can replicated the solution independently on different channels. The IP address is fixed.</div>
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2. Question: In your solution, the association table and client data is propagated between all APs. However this may not be feasible for large networks so h ow does your solution address this ?</div>
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Answer: Our algorithm can be modified and be made scalable so that the data is only propagated within a small range of APs depending on the clients predicted location in the near future. </div>
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3. Question: Did you perform any experiments to verify impact of distance between the different APs?</div>
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Answer: Yes, we performed experiments changing distance between APs and results are comparable in all cases.</div>
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4. Question: The controller performs many operations such as synchronization and switching and is a critical component of the solution. Isn't the 10ms time frame too small for switching and frequently using additional resources at the controller?</div>
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Answer: The controller is connected to the external network via a wired high bandwidth link and also has sufficient resources to handle the switching every 10ms. </div>
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5. Question: Your current experiments are for vehicles operating at lower speeds(0 - 35mph), how does your solution perform for higher speed vehicles?<br />
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Answer: The speed was only limited by the environment because the lab overlooks a road with a low speed limit. Future work includes moving the test bed to a high speed road an increase of the number of APs.<br />
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Elizabeth Lirihttp://www.blogger.com/profile/02247347918745559309noreply@blogger.com1tag:blogger.com,1999:blog-2633883647376682316.post-35214746768058925322017-08-24T19:57:00.006+01:002017-08-24T19:57:48.066+01:00Session 8, Paper 1: Empowering Low-Power Wide Area Networks in Urban Settings<span style="font-family: "times" , "times new roman" , serif;">Authors: Rashad Eletreby, Diana Zhang, Swarun Kumar and Osman Yagan </span><br />
<span style="font-family: "times" , "times new roman" , serif;">(Carnegie Mellon University)</span><br />
<span style="font-family: "times" , "times new roman" , serif;"><br /></span>
<span style="font-family: "times" , "times new roman" , serif;">Presented by: Rashad Eletreby</span><br />
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<span style="color: black;"><span style="font-family: "times" , "times new roman" , serif;">Low Power Wide Area Networks (LP-WANs) are an emerging
platform which allows low cost (<$5) and low power devices (e.g. with a 10 year battery) to communicate at low bit
rates (a few kbps) over long distances (up to 10km in rural areas) to a base station. LP-WAN devices have the potential to be the building blocks in the context of IoT to provide solutions such as smart infrastructure, smart homes and smart vehicles. </span></span><br />
<span style="color: black;"><span style="font-family: "times" , "times new roman" , serif;"><br /></span></span>
<span style="color: black;"><span style="font-family: "times" , "times new roman" , serif;">The authors envision a future where many low power
battery operated devices are deployed in urban settings to gather sensor data and send this data to a few LP-WAN sinks. </span></span><span style="font-family: times, 'times new roman', serif;">However in such large urban environments, use of LP-WANs faces
challenges in terms of interference and transmission range. Dense deployment
of LP-WAN nodes in an area can result in interference between their radio
signals (due to current MAC protocols) requiring retransmissions that will drain the battery life quickly. The second
challenge is that an urban environment consists of multiple buildings and
other obstacles that cause signal attenuation between the LP-WAN node and the
sink greatly reducing the node effective transmission range. </span></div>
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<span style="color: black;"><span style="font-family: "times" , "times new roman" , serif;">The authors present Choir as a solution to address the interference
and transmission range challenges and is focussed on achieving three objectives; providing a scalable solution, extending the range of the nodes and preserving simplicity. </span></span><span style="font-family: times, times new roman, serif;">Their solution which is implemented on a LoRaWAN base station does not require hardware modification to the LP-WAN sensors. LoRaWAN base stations are used because they use chirps for transmission and data is encoded in a chirp by changing the initial frequency.</span><br />
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<span style="color: black;"><span style="font-family: "times" , "times new roman" , serif;">Choir addresses the interference and range challenges in the following manner. To address the interference challenge, the authors exploit the hardware imperfections of the radio components in the LP-WAN nodes. Due to the hardware perfections in an LP-WAN node, it transmits a signal (in the form of chirps) that is offset in time, frequency and phase. Choir receives the signal, separates the data from the hardware offsets, then by using the frequency offset values, it identifies the data belonging to individual clients. Since Choir does this simultaneously for multiple nodes, it removes the need for retransmissions, thus improving the throughput, reducing latency and extending the battery life. </span></span><br />
<span style="color: black;"><span style="font-family: "times" , "times new roman" , serif;"><br /></span></span>
<span style="color: black;"><span style="font-family: "times" , "times new roman" , serif;">To address the range challenge, Choir allows co-located sensors which individually are far away from the base station to collaborate and transmit overlapping chunks of bits concurrently as overlapping chunks of signals. This boosts the sending signal allowing it to percolate the noise floor and reach the base station. </span></span></div>
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<span style="color: black;"><span style="font-family: "times" , "times new roman" , serif;">The Choir solution was implemented on an USRP N210 base
station serving a 10 square km area around the Carnegie Mellon University
Campus. Results showed that</span></span><br />
<span style="font-family: times, 'times new roman', serif;"> - hardware offsets are diverse among the 30 devices used</span><br />
<span style="color: black;"><span style="font-family: "times" , "times new roman" , serif;"> - throughput at LP-WAN clients improved by 6.84x </span></span><br />
<span style="color: black;"><span style="font-family: "times" , "times new roman" , serif;"> - the communication range expanded by 2.65x.</span></span><br />
<br /></div>
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Questions and Answers<br />
1. Question: Since sensors can be located on human bodies or moving objects which have random motion, this creates the Doppler shift effect i.e. random frequency changes. How does your solution deal with this?<br />
<br />
Answer: The Choir solution uses the fractional component of the frequency offsets to identify collisions between multiple users. However if this offset keeps changing for a given user, it will be difficult for the Choir solution to work. <br />
<br />
2. Question: If two bits of data received at the base station with a very small difference between them (in terms of frequency and timing offset), how does Choir handle this?<br />
<br />
Answer: If the difference between the frequency and timing offsets is too small, Choir cannot differentiate the two peaks received.<br />
<br />
3. Question: Please clarify why you do not use one initial fixed frequency for all transmissions?<br />
<br />
Answer: Choir uses LP-WAN PHY which encodes information in form of chirps and different bits are encoded by initiating the chirps at different frequencies.<br />
<br />
4. Question: One of your key underlying assumptions is that different radios have unique underlying imperfections. Have you studied to what extent this is true?<br />
<br />
Answer: From our experiments we have seen that hardware imperfections are diverse however sometimes with a large number of nodes the differences in hardware imperfections in some nodes are not distinct enough to differentiate the chirps and this leads to leveling out of performance improvements.<br />
<br />
5. Question: LoRaWAN can be used with many channels, why have you only used one channel?<br />
<br />
Answer: LoRaWAN uses chirp spread spectrum and divides chirps in time using CDMA, TDMA or Aloha. Choir uses only 1 channel because use additional channels requires scheduling at the base station between the nodes. However performance of Choir would be improved by use of the additional channels.<br />
<br />Elizabeth Lirihttp://www.blogger.com/profile/02247347918745559309noreply@blogger.com0tag:blogger.com,1999:blog-2633883647376682316.post-5629305302618795492017-08-24T03:26:00.000+01:002017-08-24T03:26:08.612+01:00Community Feedback Session<br />
Chair Roch Guerin and Vice Chair Aditya Akella presented the state of the the conference and made a couple of announcements. The most important points were the following:<br />
<br />
- The next SIGCOMM conference will take place in Budapest, Hungary.<br />
<br />
- Membership is continuing to drop, and we've been losing members.<br />
<br />
- We've tripled the number of students.<br />
<br />
- Finances are still good, even though we've been running on deficit (as we decided to do).<br />
<br />
- In 2016 we had a $100,000 surplus and the 2017 figure is likely to be similar.<br />
<br />
- About $200,000 have been used for student travel grants across sponsored conferences.<br />
<br />
- CCR is now entirely online.<br />
<br />
- There are several ongoing special projects, including the reduction of registration fees, childcare grants, the N2Women workshop and encouraging industry-academia interaction.<br />
<br />
- We are working incessantly on diversity and outreach. We have made progress in Asia and Europe but our presence in South America (1.7%) and Africa + Middle East (1%) remains marginal.<br />
<br />
- The PACM (Proceeding of the ACM) launched in 2017. The PACM is a new journal series meant to afford journal status to papers published in our best conferences. Its benefits include broader recognition of journal/archival quality of the work and perception of higher quality review process. The main PACM requirement is to provide a review process that allows bona fide revisions.<br />
<br />
- ACM's new president is Vicky Hanson, and she wants to explore the possibility of launching new initiatives in IoT.<br />
<br />
Two issues are of major interest: student engagement at SIGCOMM and rolling deadlines. SIGCOMM has engaged students through student dinners and mentoring moments, but they have not asked to students what they expect from the conference. More has to be done in this area. Regarding rolling deadlines, a decision has to be made as to whether having multiple deadlines is the right thing to do for SIGCOMM. A meeting will be held tomorrow (Thursday, August 24th) at 7:30 AM.<br />
<br />
<b>Comment:</b> Regarding Latin American membership, we did an experiment 15 years ago, and the community's response was positive. However, it collapsed because the social structures made it difficult to enter.<br />
<br />
<b>Comment:</b> SIGCOMM seems to have not used the benefits of internet (livestreaming the conference, for instance). SIGCOMM can lead the way in adequately using the internet. SIGCOMM seems to focus on getting paying members, we should focus on getting participating members.<br />
<br />
<b>Comment:</b> Good reasons for rolling deadlines: January deadline causes papers to cram and the quality may be affected. Furthermore, researchers sometimes have no chance to enjoy the winter recess because of the deadline. Rolling deadlines may reduce the randomness in paper acceptance,<br />
<b>Response:</b> Rolling deadlines might be helpful in the revision process.<br />
<br />
<b>Comment:</b> "Community Feedback" seems like a misnomer, (this section of the conference was originally called "Business Meeting").<br />
<b>Response: </b>This is the format that has been used in previous years. We will consider changing the name.<br />
<br />
<b>Comment/Q:</b> Regarding the rolling deadlines meeting tomorrow, very few people are aware of this discussion. No one knows about the 7:30 AM meeting and you should consider to reschedule. There is a sense of non-openness. Who would make the rolling deadline decision?<br />
<b>Response:</b> The purpose of the meeting is to have more one-on-one discussions and it was hard to find a non-conflicting time. We want to hear what the community has to say and the goal is to gather information. The Technical Student Committee is the one who makes the final decision.<br />
<br />
<b>Comment:</b> Please inform the community (through the newsletter, for instance) about important things (rolling deadlines). There are some people who are not in the room who should be involved in the discussion.,<br />
<b>Response:</b> This is going to be a long process. Tomorrow's meeting is just to get the conversation started.<br />
<br />
<b>Comment:</b> Considering politics (travel ban), do we need a single location or multiple locations for the conference? We need to provide personal encounters for those who cannot travel.<br />
<b>Response:</b> We will consider this in the future. <br />
<br />
<b>Q:</b> What happened to the discussion section in the website?<br />
<b>Response:</b> It is there, but it is inactive. This is an area where we need to improve.<br />
<br />Anonymoushttp://www.blogger.com/profile/02028175493869740823noreply@blogger.com12tag:blogger.com,1999:blog-2633883647376682316.post-19716758671398698262017-08-24T01:38:00.002+01:002017-08-24T01:38:33.785+01:00Session 7, paper 3: A Tale of Two Topologies: Exploring Convertible Data Center Network Architectures with Flat-tree<h3>
Summary</h3>
<i>Convertible</i> data center networks, a concept introduced in this paper, are able to adjust their topology in software. There are three motivations for convertible networks:<div>
<ol>
<li>There is a tension between easy implementation and good performance. For example, Clos topologies are easy to implement and manage (scalable, modular, central wiring), but for certain traffic patterns a random network will perform better (it has low average path length, rich bandwidth compared to other topologies with the same number of switches and links).</li>
<li>New data center architecture proposals have tapered off. However, one-size-fits-all-workloads topologies don't really exist. </li>
<li>The technology for configurable data center networks exists (Helios, c-Through, Quartz, etc.), but it isn't scalable yet as it relies on centralized devices. </li>
</ol>
<div>
<div>
The paper proposes flat-tree, a network design which can convert between Clos and random graphs for subsets of the network by flattening the Clos tree structure at different scales. They accomplish this by adding wiring within pods, by wiring pods to core switches using a special pattern, and by connecting pods to adjacent pods. The design relies on low-cost converter switches, which connect all tiers of the data center in reconfigurable ways. Scalability is The control plane consists of <i>k-</i>shortest-paths routing and MPTCP; they develop a custom addressing scheme to reduce path explosion induced by <i>k</i>-shortest-path routing.</div>
<div>
<br /></div>
<div>
They evaluate their work with both simulations and experiments in a testbed. The simulations use real Facebook data center traffic traces; the traces vary in locality. As the locality changes, different topologies perform better, showing that convertibility is important. Their testbed implementation shows improved bandwidth and lower data read delay than a static Clos network. </div>
</div>
</div>
<h3>
<br />Q&A</h3>
<div>
Question: Work from several decades ago looked at multi-stage networks (2x2 network switches) for HPC -- what can we learn from that work? </div>
<div>
Answer: We can leverage their topologies with their nice properties for data centers, but the data center workloads and workload dynamics are very different (fast-changing for data centers, slow changing for HPC networks).</div>
<div>
<br /></div>
<div>
Question: Re. the practicality of building converter switches, how do you build a converter switch that can convert among parallel fiber? </div>
<div>
Answer: converter switches are "future-proof"; nothing prevents them from working in that context.</div>
<div>
<br /></div>
<div>
Question: You can reconfigure the network to approximate three different topology modes; have you thought about what you can do to match other topologies better?</div>
<div>
Answer: This is a prototype; future work can and should explore how to match the network flexibility to the workloads with finer granularity. </div>
<div>
<br /></div>
<div>
Question: Failure analysis, e.g., if a link goes down? E.g., convert to semi-random graph--how many ECMP paths you can get? </div>
<div>
Answer: This is orthogonal to our design, as our work doesn't focus on failure recovery. Our random-graph-configured zones have all the same properties of random graphs, same for Clos. </div>
<div>
<br /></div>
<div>
Question: At reconfiguration time, what happens to routing? Is network operational during this period?</div>
<div>
Answer: Topology won't change very often, only when workload changes. The changes will affect only a small proportion of the network at a time. </div>
Theanohttp://www.blogger.com/profile/07684322478176577200noreply@blogger.com185tag:blogger.com,1999:blog-2633883647376682316.post-81503979192718684142017-08-24T01:08:00.000+01:002017-08-24T01:08:04.757+01:00Session 7, Paper 2: Beyond fat-trees without antennae, mirrors, and disco-balls<div class="separator" style="clear: both; text-align: center;">
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<span style="font-family: inherit;"><span style="font-size: 12px; text-size-adjust: auto;"><b>Simon Kassing</b></span><span style="font-size: 12px; text-size-adjust: auto;"> </span><em style="font-size: 12px; text-size-adjust: auto;">(ETH Zürich)</em><span style="font-size: 12px; text-size-adjust: auto;">, Asaf Valadarsky, Gal Shahaf, and Michael Schapira</span><span style="font-size: 12px; text-size-adjust: auto;"> </span><em style="font-size: 12px; text-size-adjust: auto;">(Hebrew University of Jerusalem)</em><span style="font-size: 12px; text-size-adjust: auto;">, and Ankit Singla</span><span style="font-size: 12px; text-size-adjust: auto;"> </span><em style="font-size: 12px; text-size-adjust: auto;">(ETH Zürich)</em></span></div>
<div style="text-align: left;">
<a href="http://dl.acm.org/ft_gateway.cfm?id=3098836&ftid=1898928&dwn=1&CFID=776908660&CFTOKEN=29525737">[Link to Paper]</a></div>
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<div style="text-align: left;">
It has been observed that datacenters experience skewed traffic -- there are hotspots. All-to-all non-blocking connectivity fabrics are expensive. When a core switch in a fat tree is removed, a fraction of . In Simon Kassing's example (k=4), the fat tree is at 75% capacity, but only 50% of demand can be sent at full line-rate. Past work has proposed dynamic interconnect - the topology in a datacenter is dynamically adapted to meet demands. However, some dynamic networks can have many engineering challenges. Kassing raises foundational questions for flexible networks:</div>
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</div>
<ol>
<li>Rigorous benchmarks? (Fat trees are inflexible)</li>
<li>What is the utility of dynamic links?</li>
</ol>
<div>
Kassing proposes at expander-based datacenters are static, but flexible. In particular, he points to Xpander (shown in the figure above). Kassing introduces is the throughput-proportionality metric:</div>
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgk4ZSa0oYBcxBOb4rWazeyEWs04n-gAVZKGuJ2vDef3FfCK16PmYIwLZta4Xx-yij3qmfZCYao5RCD-DahxCbbgJk6-clf0iotG6K-2IKf7zvDne3ivrOj0MWlFkqKTJ3WgVPJgGmmcbfE/s1600/Screen+Shot+2017-08-23+at+4.53.12+PM.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="464" data-original-width="682" height="217" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgk4ZSa0oYBcxBOb4rWazeyEWs04n-gAVZKGuJ2vDef3FfCK16PmYIwLZta4Xx-yij3qmfZCYao5RCD-DahxCbbgJk6-clf0iotG6K-2IKf7zvDne3ivrOj0MWlFkqKTJ3WgVPJgGmmcbfE/s320/Screen+Shot+2017-08-23+at+4.53.12+PM.png" width="320" /></a></div>
<div>
The key experimental takeaway is that Xpander achieves comparable performance to non-blocking fabrics at a lower cost (2/3ds or less). Kassing argues that Xpander has introduced a new benchmark that all proposals to date do not meet.</div>
<div>
<br /></div>
<div>
This work critically examines current trends in datacenter network topologies, and is able to provide a case for using static datacenter networks, giving rise to a new topology benchmark.</div>
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<div>
Q (comment): Great open-sourcing / reproducibility. (note: code can be found <a href="https://github.com/ndal-eth/netbench">here</a>)</div>
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<br /></div>
<div>
Q: How could a reconfigurable network be used? (i.e. why <i>not</i> expander graphs?)</div>
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A: Dynamic networks work better than expander graphs on the larger end of server traffic demand, or if you compare to just ECMP.</div>
<div>
<br /></div>
<div>
Q: Where is the cost of every topology?</div>
<div>
A: In the paper.</div>
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<br /></div>
Anonymoushttp://www.blogger.com/profile/13127889749080747530noreply@blogger.com25tag:blogger.com,1999:blog-2633883647376682316.post-25358808484662628512017-08-24T00:50:00.000+01:002017-08-24T00:50:02.667+01:00Session 7, Paper 1: RotorNet: A Scalable, Low-complexity, Optical Datacenter Network<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj831RUhcijZ3b5fhpMjUlkTruufu9ANg56ssr7NEsyJ4VE1pA42kMKtp2uuNuFwowHsGOJJk8doOVBD_-9AzvwovuMJuu1NhCAYfJwR22xHE0pX9Y-AgnS9bRETpkvHmrsxQE9K1P9iYCq/s1600/Screen+Shot+2017-08-23+at+10.02.09+AM.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img alt="" border="0" data-original-height="1210" data-original-width="1088" height="320" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj831RUhcijZ3b5fhpMjUlkTruufu9ANg56ssr7NEsyJ4VE1pA42kMKtp2uuNuFwowHsGOJJk8doOVBD_-9AzvwovuMJuu1NhCAYfJwR22xHE0pX9Y-AgnS9bRETpkvHmrsxQE9K1P9iYCq/s320/Screen+Shot+2017-08-23+at+10.02.09+AM.png" title="RotorNet Rotor switch" width="287" /></a></div>
<div style="text-align: center;">
<span style="font-family: inherit;"><span style="font-size: 12px; text-size-adjust: auto;"><b>William M. Mellette</b>, Rob McGuinness, Arjun Roy, Alex Forencich, George Papen, Alex C. Snoeren, and George Porter</span><span style="font-size: 12px; text-size-adjust: auto;"> </span><em style="font-size: 12px; text-size-adjust: auto;">(UC San Diego)</em></span></div>
<div style="text-align: left;">
<a href="http://dl.acm.org/ft_gateway.cfm?id=3098838&ftid=1898925&dwn=1&CFID=776908660&CFTOKEN=29525737">[Link to Paper]</a></div>
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<div style="text-align: left;">
William Mellette proposes a new switching model called RotorNet, which is a "future-proof" switching model. Bandwidth has been increasing in production data-centers, and 100+ petabit/second networks are projected to be needed in coming years. The challenge is to deliver low-cost bandwidth at scale. This has spurred work for new protocols, new topologies, and new hardware. However, all this work has fixed the switching model. Bandwidth demands for data-centers are doubling every year, and our current switches are not improving fast enough (doubling every <i>2</i> years). Electronic packet switches have I/O limits, whereas optical circuit switches can scale to Tb/s. </div>
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<div style="text-align: left;">
However, optical switches have significant control complexity. The "Rotor" switching model eliminates this complexity. Rotor switching makes two changes to the crossbar-switching model:</div>
<div style="text-align: left;">
</div>
<ol>
<li>For an N-port switch, the switch can only select from N-1 matchings.</li>
<li>The switch's matchings are run on a fixed schedule.</li>
</ol>
<div>
The implementation of an optical rotor switch is simpler than an optical crossbar, as mirrors only have to select from hard-coded matchings rather than implementing the matchings themselves. For a 2048-port switch, an optical crossbar switch would need 4,096 mirrors that could tilt in 2,048 directions while an optical rotor switch would need 2 mirrors that could tilt in 16 directions. This does come with a concern for network underutilization. Mellette proposes RotorLB as an adaptation between 1- and 2-hop forwarding, that defaults to 1-hop forwarding and sends traffic over 2-hops when there is extra capacity. Mellette goes on to show how Rotor switching performs:</div>
<div>
<br /></div>
<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjLTnClnRX5iTJT2Z5w1S8ditvsmhuB2DwqSCre03k-ldSdnq7KppzPDPRMkuFwhWrqzoKjkYzjct7uTYkwMgzKBq-ck5FDNmmGf-8Dxx6SbnXhsq0QmjBRpGVJpWLy4-A5Voo3J8PN1CTD/s1600/Screen+Shot+2017-08-23+at+4.30.57+PM.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="520" data-original-width="664" height="250" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjLTnClnRX5iTJT2Z5w1S8ditvsmhuB2DwqSCre03k-ldSdnq7KppzPDPRMkuFwhWrqzoKjkYzjct7uTYkwMgzKBq-ck5FDNmmGf-8Dxx6SbnXhsq0QmjBRpGVJpWLy4-A5Voo3J8PN1CTD/s320/Screen+Shot+2017-08-23+at+4.30.57+PM.png" width="320" /></a></div>
<div>
<br /></div>
<div>
This work is significant as it proposes a model that greatly simplifies the implementation of optical switching networks. To address the issue of scaling, Rotor matchings are distributed among multiple switches, making rotor switches easier to build. Below is an image of a prototype Rotor switch built from commodity hardware:</div>
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj5IUKSn1VrH9X7qqdDXrUmXPHDVRBZYrusEYcD_7nfsBWkliX3PfEWmdBoTce1MXm8wdaYQhKdrjgeQqfrF6s_CR53BzwR28iThCSSZZKw-UuJn5EnL4Pzapw8TEqOD7V1wCPscDfnKq9k/s1600/Screen+Shot+2017-08-23+at+4.34.27+PM.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="840" data-original-width="992" height="270" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj5IUKSn1VrH9X7qqdDXrUmXPHDVRBZYrusEYcD_7nfsBWkliX3PfEWmdBoTce1MXm8wdaYQhKdrjgeQqfrF6s_CR53BzwR28iThCSSZZKw-UuJn5EnL4Pzapw8TEqOD7V1wCPscDfnKq9k/s320/Screen+Shot+2017-08-23+at+4.34.27+PM.png" width="320" /></a></div>
<div>
To wrap up, RotorNet is a promising way to scale datacenter networks to the bandwidth that we will need in the next few years.</div>
<div>
<br /></div>
<div>
Q: How do the switches stay in sync?</div>
<div>
A: We just need to ensure synchronization between the switches, and they follow the set schedule for rotating matchings.</div>
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<br /></div>
<div>
Q: What is the ordering of packets that are transmitted?</div>
<div>
A: There will be reordering (due to traffic taking 1 or 2 hops), our approach is to have a reorder buffer at the receiver.</div>
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<br /></div>
<div>
Q: What is the format that packets are stored in buffers?</div>
<div>
A: We hash the packets to be stored on the end hosts.</div>
<div>
<br /></div>
<div>
Q: How do you do 2000 ports? Do you still only use 2 mirrors?</div>
<div>
A: There are a number of different ways to implement the rotor switch at the physical layer. At 2000 ports you can have a large mirror or a mirror array. Options are being investigated.</div>
Anonymoushttp://www.blogger.com/profile/13127889749080747530noreply@blogger.com5tag:blogger.com,1999:blog-2633883647376682316.post-33932908593797153282017-08-23T23:17:00.000+01:002017-08-23T23:18:38.854+01:00Session 5 Paper 2: Neural Adaptive Video Streaming with Pensieve<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="font-family: "arial"; font-size: 14.666666984558105px; white-space: pre-wrap;">Presented by: </span>Hongzi<span style="font-family: "arial"; font-size: 14.666666984558105px; white-space: pre-wrap;"> Mao </span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="font-family: "arial"; font-size: 14.666666984558105px; white-space: pre-wrap;"><br /></span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Authors: Hongzi Mao, Ravi Netravali, and Mohammad Alizadeh (MIT Computer Science and Artificial Intelligence Laboratory)</span></div>
<br />
<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Today’s video streaming relies on adaptive bitrate (ABR), e.g. 240P or 1080P, which is selected based on the network condition. The quality of a video is lower with low ABR but an ABR that is too high for the network condition to support would result in video pause. The authors proposed Pensieve, which adjusts ABR based on reinforcement learning on the network conditions and the resulted video quality under the selected ABR.</span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">In this reinforcement learning problem, the action space is the ABR selections, e.g. 240P or 1080P. The reward function considers bitrate, rebuffering, and smoothness. For the state space, many features are considered, including chunk throughput, chunk download time, next chunk size, current buffer size, and past chunk bitrate, etc. These diverse features in the state space would be more helpful than mere throughput prediction and/or buffer occupancy in prior works.</span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">They trained and tested over real network traces and find Pensieve would deliver 12-25% better QoE, and 10 - 30% less rebuffering than previous ABR algorithms.</span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"> </span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Q: How do you explain and understand where the benefits of your reinforcement learning algorithm come from?</span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">A: Explaining the neural network remains a hard problem. We find Pensieve benefits from better control on rebuffering. </span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Q: What is the cost of computation? </span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">A: Storage cost is small. Training requires expensive computation but not much computation is needed for ABR selection based on the trained model.</span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Q: Do you compare with past works on model based congestion control?</span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">A: It is hard to model the network and therefore we propose data driven congestion control.</span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Q: Did you try user satisfaction for the reward function?</span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">A: No, because it is harder and slower to quantify user satisfaction than our simulation strategy, but it would be trivial to replace the function. </span></div>
<b style="font-weight: normal;"><br /></b>
<br />
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Q: How does it scale to many clients? </span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">A: We can learn for different clients and maybe coordinate the ABR for multiple clients.</span></div>
<div>
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;"><br /></span></div>
X. Sunny Huanghttp://www.blogger.com/profile/09259601427043479233noreply@blogger.com87tag:blogger.com,1999:blog-2633883647376682316.post-58560459954054366612017-08-23T23:04:00.001+01:002017-08-23T23:04:45.221+01:00Paper 3: Re-architecting datacenter networks and stacks for low latency and high performancePaper 3: "Re-architecting datacenter networks and stacks for low latency and high performance" - authors are Mark Handley (University College London), Costin Raiciu, Alexandru Agache, and Andrei Voinescu (University Politehnica of Bucharest), and Andrew Moore, Gianni Antichi, and Marcin Wójcik (University of Cambridge)<br />
<br />
<br />
The paper is presented by Prof. Mark Handley (University College London). This paper has received a <b>SIGCOMM 2017 Best Paper Award</b>.<br />
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The talk starts by describing three goals in DC networks:<br />
<ol>
<li>low latency between hosts</li>
<li>receiver prioritisation</li>
<li>predictable high throughput</li>
</ol>
Although, achieving these simultaneously is challenging. The authors present NDP, a DC protocol architecture that simultaneously achieves low latency and high throughput.<br />
<br />
One of the key ideas in this paper is the use of packet trimming when a switch queue fills up. This idea proposed as Cut Payload (CP) in this paper (worth checking out):<br />
<i>P. Cheng, F. Ren, R. Shu, and C. Lin. Catch the whole lot in an action: Rapid precise packet loss noti cation in data centers. In Proc. Usenix NSDI, 2014.</i><br />
<br />
In NDP, the authors addressed the shortcomings of CP with the following changes:<br />
<br />
<ol>
<li>An NDP switch maintains separate queues for data packets and higher priority trimmed header packets. This provides low latency similar to lossless Ethernet, without the collateral damage caused by pausing.</li>
<li>An NDP switch performs weighted round robin between the high and low priority queues. This can eliminate congestion collapse.</li>
<li>An NDP switch decides wether to trim a newly arrived packet or the data data packet at the end of the low priority queue. This breaks up phase effects.</li>
</ol>
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On top of presenting a switch queuing algorithm, NDP proposes a per-packet multipath forwarding and a novel transport protocol.<br />
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</div>
</div>
Implementation: the authors presented NDP in Linux hosts with DPDK, in a software switch, in a NetFPGA-based hardware switch, and in P4.<br />
<br />
Results:<br />
<br />
<ul>
<li>NDP provides very low flow completion time.</li>
<li>NDP provides much better isolation between different workloads than mechanisms such as DCQCN (that rely on lossless Ethernet for low delay).</li>
<li>Incast: While other solutions have also tackled this problem well (see figure below), the important part is that NDP solves the incast problem <b>using only 8 packet buffers</b>.</li>
</ul>
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<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEit9ZrfjTtRGPD539jeJ8cKOyJNJKDmDh3EP_wmOJQ1MIqIVjvgXW8qB0Ic67IZAM2TAsxYXafqKcnlr2D7aYC8t403TsDmu7KD2LNO1EES6iSppNs1vxMisBpQu-v74FUmhlCejEsAbM9n/s1600/Screenshot+2017-08-22+18.09.05.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="550" data-original-width="836" height="210" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEit9ZrfjTtRGPD539jeJ8cKOyJNJKDmDh3EP_wmOJQ1MIqIVjvgXW8qB0Ic67IZAM2TAsxYXafqKcnlr2D7aYC8t403TsDmu7KD2LNO1EES6iSppNs1vxMisBpQu-v74FUmhlCejEsAbM9n/s320/Screenshot+2017-08-22+18.09.05.png" width="320" /></a></div>
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You can check out the great animations that were presented during the talk <a href="https://www.youtube.com/watch?v=BO0QhaxBRr0&feature=youtu.be">here.</a><br />
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<br />
The talk was followed by a lively Q&A, with questions on fairness (NDP ensures fairness), network topology (NDP requires a Clos topology) and failure awareness (NDP handles link failures by maintaining scores for links).<br />
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<br />Unknownnoreply@blogger.com11tag:blogger.com,1999:blog-2633883647376682316.post-39949679855910016522017-08-23T21:53:00.000+01:002017-08-23T21:53:04.967+01:00Technical Session 5 Paper 3: Disk | Crypt | Net: rethinking the stack for high-performance video streaming<div dir="ltr" style="text-align: left;" trbidi="on">
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Authors: Ilias Marinos, Robert N.M. Watson, Mark Handley and Randall R. Stewart</div>
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Presented by: Ilias Marinos (Cambridge)</div>
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</div>
<div>
Ilias starts the presentation by emphasizing the increase in popularity of video traffic in the internet, stating it accounts 50% of all North American traffic. He switches the focus from video popularity to how most of the video being delivered is now encrypted. The authors study the various kernel optimizations made by Netflix and show using the figure below how the throughput for encrypted video is 30% less for when all the content is in the buffer cache compared to when all the data is fetched from disk . The authors state using the buffer cache entirely causes core saturation leading to drop in performance. The reason disk is better is due to the decrease in storage latencies due to SSDs. </div>
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This motivates the author to build a system called Atlas which ideally does not use any memory and fetches the content straight from disk to the NICs. Atlas puts SSDs directly in TCP control loop by processing disk reads to completion and then transmiting. Atlas uses diskmap (kernel bypass framework) to achieve this design. Ilias states that this design is slightly far off from the ideal case due to diskmap limitations.<br /><br /> Atlas outperforms the Netflix stack by 15% for unencrypted and 50% for encrypted traffic in terms of throughput with half the number of cores used by Netflix. The number of memory reads is half for each packet sent. Their solution does involve some memory use particularly due to inefficient re-use of buffer cache limited by diskmap.</div>
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Question & Answers: </div>
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Q. Did you consider cache partitioning? offloading encryption on to NICs? What would be the next important optimization?<br />A: Offloading to NICs would help but the next thing for us to look would be how we can get pass the dismap limitations to re-use buffers more efficiently then waiting for the content to be copied to and from the memory due to buffer evictions. </div>
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Aqibhttp://www.blogger.com/profile/16653420582529461592noreply@blogger.com13tag:blogger.com,1999:blog-2633883647376682316.post-30138326816591578672017-08-23T21:11:00.003+01:002017-08-23T21:13:22.299+01:00Session 5 Paper 1: The QUIC Transport Protocol: Design and Internet-Scale Deployment<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="font-family: "arial"; font-size: 11pt; vertical-align: baseline; white-space: pre-wrap;">Presented by: Jana Iyengar</span></div>
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<span style="font-family: "arial"; font-size: 11pt; vertical-align: baseline; white-space: pre-wrap;"><br /></span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Authors: Adam Langley, Alistair Riddoch, Alyssa Wilk, Antonio Vicente, Charles Krasic, Dan Zhang, and Fan Yang, Fedor Kouranov, Ian Swett, Janardhan Iyengar, Jeff Bailey, and Jeremy Dorfman, Jim Roskind, and Joanna Kulik, Patrik Westin, Raman Tenneti, Robbie Shade, Ryan Hamilton, Victor Vasiliev, Wan-Teh Chang, and Zhongyi Shi (Googlers or ex-Googlers) </span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<br /></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">QUIC is Google’s HTTPS protocol since 2014. It is between Google services and the Chrome/mobile apps. QUIC improves application performance, reducing youtube video re-buffering by 15 - 18% and Google's search latency by 3.5 - 8%. QUIC handles 35% Google’s egress traffic, or 7% internet traffic. QUIC stopped servicing traffic during December 2015 - January 2016 due to a security bug, but the amount of traffic served increased drastically in August 2016 when mobile Youtube started to run on QUIC. Google has also founded an IEFT working group formed in Oct 2016 to modularize and standardize QUIC.</span></div>
<b id="docs-internal-guid-7eedf5a9-10b5-fe66-d3d7-c07aefb58ea7" style="font-weight: normal;"><br /></b>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">QUIC is an integrated replacement for TCP + TLS + HTTPS. A lot of cross-layer optimization strategies have been adopted to improve performance and reduce overhead, such as leveraging flow control over a new transmission abstraction (QUIC stream) to avoid Head-of-line blocking on the TCP layer. QUIC is also developed in user space for better tools and practices, for better integration with tracing and logging, and for quicker deployment and evolution.</span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">The performance improvement of QUIC mainly comes from the tail: for good connections with low latency, the space for improvement is small. However, for poor connections with larger latency, QUIC helps. The benefits come from reduced handshake latency and faster loss recovery, which results from the cross-layer design of QUIC.</span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Q: QUIC completely removes TCP. Should congestion control be moved from TCP to QUIC? </span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">A; QUIC already has the Cubic congestion control algorithm. </span></div>
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<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Q: How about fairness? What happens when a QUIC session and a TCP session coexist? </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">A: Fairness depends on the congestion control algorithm (e.g. CUBIC). QUIC should be TCP friendly since QUIC and TCP both use the Cubic congestion algorithm.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Q: What is the cost of infrastructure to deploy QUIC? Some TCP features are already enabled on NICs. However, QUIC may not be able to leverage these existing features in the hardware.</span></div>
<div dir="ltr" style="line-height: 1.38; margin-bottom: 0pt; margin-top: 0pt;">
<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">A; We find the performance improvement overweights.</span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">Q: Can a QUIC session be broken up to utilize between WiFi and cellular network? </span></div>
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<span style="background-color: transparent; color: black; font-family: "arial"; font-size: 11pt; font-style: normal; font-variant: normal; font-weight: 400; text-decoration: none; vertical-align: baseline; white-space: pre-wrap;">A: This would be future work.</span></div>
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X. Sunny Huanghttp://www.blogger.com/profile/09259601427043479233noreply@blogger.com110tag:blogger.com,1999:blog-2633883647376682316.post-79559904722082845162017-08-23T19:15:00.002+01:002017-08-23T19:15:57.066+01:00A Formally Verified NAT<div dir="ltr" style="text-align: left;" trbidi="on">
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<span style="font-family: ".sfuitext"; font-size: 17pt;">Authors:</span><br />
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<span style="font-family: ".sfuitext"; font-size: 17pt;"><a href="http://dl.acm.org/author_page.cfm?id=99659192888&coll=DL&dl=ACM&trk=0&cfid=975190330&cftoken=93017280">Arseniy Zaostrovnykh*</a></span></div>
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<span style="font-family: ".sfuitext"; font-size: 17pt;"><a href="http://dl.acm.org/author_page.cfm?id=99659193553&coll=DL&dl=ACM&trk=0&cfid=975190330&cftoken=93017280">Solal Pirelli*</a></span></div>
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<span style="font-family: ".sfuitext"; font-size: 17pt;"><a href="http://dl.acm.org/author_page.cfm?id=81490655078&coll=DL&dl=ACM&trk=0&cfid=975190330&cftoken=93017280">Luis Pedrosa*</a></span></div>
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<span style="font-family: ".sfuitext"; font-size: 17pt;"><a href="http://dl.acm.org/author_page.cfm?id=81100225796&coll=DL&dl=ACM&trk=0&cfid=975190330&cftoken=93017280">Katerina Argyraki*</a></span></div>
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<span style="font-family: ".sfuitext"; font-size: 17pt;"><a href="http://dl.acm.org/author_page.cfm?id=81100415229&coll=DL&dl=ACM&trk=0&cfid=975190330&cftoken=93017280">George Candea*</a></span></div>
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<span style="font-family: ".sfuitext"; font-size: 17pt;">*<span style="font-size: 17pt;"><a href="http://dl.acm.org/inst_page.cfm?id=60028186&CFID=975190330&CFTOKEN=93017280">EPFL, Switzerland</a></span></span><br />
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<span style="font-family: ".sfuitext"; font-size: 17pt;"><a href="http://delivery.acm.org/10.1145/3100000/3098833/p141-Zaostrovnykh.pdf?ip=128.97.8.14&id=3098833&acc=OPEN&key=CA367851C7E3CE77%2E79535EF926D6BC05%2E4D4702B0C3E38B35%2E6D218144511F3437&CFID=975190330&CFTOKEN=93017280&__acm__=1503375257_d9b9bc2b9428feb87b2eb0fdf116d348">http://delivery.acm.org/10.1145/3100000/3098833/p141-Zaostrovnykh.pdf?ip=128.97.8.14&id=3098833&acc=OPEN&key=CA367851C7E3CE77%2E79535EF926D6BC05%2E4D4702B0C3E38B35%2E6D218144511F3437&CFID=975190330&CFTOKEN=93017280&__acm__=1503375257_d9b9bc2b9428feb87b2eb0fdf116d348</a></span></div>
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<span style="font-family: ".sfuitext"; font-size: 17pt;"><span style="font-family: '.SFUIText'; font-size: 17pt;">As Arseniy stated, this is a</span> work that applies directly to the software network functions rather than assuming models of them.</span></div>
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<span style="font-family: ".sfuitext"; font-size: 17pt;">The contribution of the paper is a Network Address Translator (NAT) function (NF) written in C whose correctness is formally verified as being in line with the semantics specified in RFC3022.</span></div>
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<span style="font-family: ".sfuitext"; font-size: 17pt;">This approach uses different verification techniques for different parts of the code (a new combination of symbolic execution and formal proof checking using separation logic), and combines the results through so-called "lazy proofs" (a lazy proof consists of sub-proofs structured in a way that top-level proofs proceed assuming lower level properties, and the latter are proven lazily a posteriori). All these make it a novel work which aims to improve the state of the art on two fronts: (1) verify high-level semantic properties, such as the correct implementation of an RFC, and (2) verify the stateful property (that Network Functions that are stateful). </span></div>
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<span style="font-family: ".sfuitext"; font-size: 17pt;">To verify this NAT, the authors developed a verification toolchain, called Vigor.</span><br />
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<span style="font-family: ".sfuitext"; font-size: 17pt;">Experimental results demonstrate the practicality of the in question approach: the verified NAT box performs as well as an unverified <a href="http://dpdk.org/doc/guides/prog_guide/packet_framework.html"><span style="color: #e4af0a; font-size: 17pt;">Data Plane Development Kit</span></a> (DPDK) NAT and outperforms the standard Linux NAT. </span></div>
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<span style="font-family: ".sfuitext"; font-size: 17pt;">Questions & Answers:</span></div>
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<span style="font-family: ".sfuitext"; font-size: 17pt;">Q: How difficult is to generalise for mor RFCs?</span></div>
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<span style="font-family: ".sfuitext"; font-size: 17pt;">A: While it took us 3 man days for the RFC3022 specifically, can't say for sure about how such generalisation could be implemented. May be some future work could consider a kind of automatic parsing of these specifications.</span></div>
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<span style="font-family: ".sfuitext"; font-size: 17pt;">Q: How long would take to verify the whole data plane </span></div>
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<span style="font-family: ".sfuitext"; font-size: 17pt;">A: Most of the network verification projects use SAM simplified representation of middleboxes which take these models and specifications and verify the network function code. However these models are just abstractions of the real network and not the "real code" and this is where we can fit.</span></div>
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<span style="font-family: ".sfuitext"; font-size: 17pt;">Q: Do the programs have loop in them or short bounded loops?</span></div>
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<span style="font-family: ".sfuitext"; font-size: 17pt;">A: Yes, it is important that they might have single loops, however we can deal with other data structures and apply our algorithm again.</span></div>
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Anonymoushttp://www.blogger.com/profile/07145705429064115821noreply@blogger.com0tag:blogger.com,1999:blog-2633883647376682316.post-33299537134815816932017-08-23T18:47:00.000+01:002017-08-23T22:04:01.867+01:00Paper 3: Pretzel: Email encryption and provider-supplied functions are compatible<div dir="ltr" style="text-align: left;" trbidi="on">
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Paper 3: "Pretzel: Email encryption and provider-supplied functions are compatible" by Trinabh Gupta, Henrique Fingler, Lorenzo Alvisi, and Michael Walfish.<br />
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<a href="https://www.cs.utexas.edu/lasr/profile.php?uid=68">Trinabh Gupta</a> presented the Bretzels that proposes an end-to-end encryption mechanism between email servers while not compromising essential functionalities such as spam filtering.<br />
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Gupta et. al. claim that emails today are not encrypted, e2e, end-to-end (between clients), however intermediate servers are able to handle these emails in plain text. This has been accepted to offer well-run services. The presenter says that e2e encryption breaks the businesses model (extract user interests, make targeted adv). On the other hand if mail servers can access email then hackers can access emails.<br />
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Pretzel establishes end-to-end encryption without compromising the benefits of such services. Their main design objective include e2e encryption, enabling basic services, and achieving low resource costs. Pretzels proposes 2PC solution that protects both the user's and the server's content (the filter and the email content) Gupta says.<br />
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Authors gave the example of sharing salary between two entities. both users gives their salaries to a black box that will allow the exchange.<br />
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However, Existing 2PC solutions such as Yao 2PC are very costly mainly because of the size (1 Million of rows and probabilities to compute). Pretzel reduces this cost by 100x.<br />
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They test two function services spam filter and topic extraction which implements<br />
linear classifiers (extract words, add properties, compare probabilities). Pretzel does such classification privately.<br />
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To reduce the cost, Pretzel adapts packing to reduce client storage cost. It concatenates probabilities before encrypting. It also implements a decomposed classification.<br />
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Authors compare Pretzel to a no private system and Yao+GLLM. They measure resource cost. They show that Pretzel achieves 100x less (compare to Yao) CPU-time at the server, 100x less traffic at the network, but with a cost of 3x more storage at the client side. </div>
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Q&A session (2 questions)<br />
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Q1: If I organize a protest, I don't want the email provider to know about my topic. How can your model preserve privacy or what's the middle ground.<br />
A1: Client can state that they do not allow topic extraction. Client preferences can be set at the end hosts. Author said that their solution is much better than existing but doesn't fix all issues.<br />
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Q2: In your work, you had to change the classifier, how different is your classifier from existing services and what's the impact / tradeoff on performance.<br />
A2: We can implement better classifier using neural networks but performance remain similar (80 to 90% similar).<br />
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Abdehttp://www.blogger.com/profile/12953807560795996445noreply@blogger.com11tag:blogger.com,1999:blog-2633883647376682316.post-37207871210703631792017-08-23T18:27:00.000+01:002017-08-24T05:40:35.505+01:00Keynote: Hitting the Nail on the Head: Interdisciplinary Research in Computer Networking -- Prof. Jennifer Rexford<div style="line-height: 1.2em; overflow: hidden; padding-right: 0.25em; text-align: justify; text-overflow: ellipsis; width: 603.141px;">
<span style="color: #333333; font-family: "raleway" , sans-serif;"><span style="font-size: 13.6px;">Jennifer Rexford</span></span></div>
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<span style="color: #333333; font-family: "raleway" , sans-serif;"><span style="font-size: 13.6px;">2016 ACM Athena Lecturer Award Winner</span></span></div>
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<ul>
<li>The internet is one of the most influential inventions.</li>
<li>However, we cannot do it alone.</li>
<li>Hammers (techniques) and Nails (problems).</li>
</ul>
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<ul>
<li>Project 1: Protocols as Distributed Optimizers</li>
<ul>
<li>Traditional traffic management has architectural limitations -- slow adaption</li>
<li>TCP</li>
<ul>
<li>Forward engineering of traffic management</li>
<li>Decompose to generate a distributed solution</li>
</ul>
<li>Lesson: </li>
<ul>
<li>Start with a well-stated problem, then decompose into a distributed solution</li>
<li>Research as decomposition</li>
<li>People and timing</li>
</ul>
</ul>
</ul>
<br />
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<ul>
<li>Project 2: Composition of Network Policies</li>
<ul>
<li>Simple, open data-plane API -- openflow</li>
<li>Moduler controller applications -- each module partially specifies the handling of the traffic</li>
<li>Abstract openflow -- policy as a function</li>
<li>Lesson: </li>
<ul>
<li>Abstraction and decomposition; </li>
<li>Embedded people (and code)</li>
</ul>
</ul>
</ul>
<ul>
<li>Project3: Traffic monitoring in the data plane</li>
<ul>
<li>Traffic analysis in the data plane</li>
<ul>
<li>Streaming algorithms</li>
<li>A great opportunity</li>
</ul>
<li>Example: heavy-hitter detection</li>
<ul>
<li>Approximating and approximation</li>
</ul>
<li>Lesson: </li>
<ul>
<li>Getting concrete</li>
<ul>
<li>Computational model</li>
<li>Example problem</li>
<li>Strawman solution</li>
</ul>
<li>Iteratively designing</li>
<li>Striving for general understanding</li>
</ul>
</ul>
</ul>
<div>
<u><b>Should we all do interdisciplinary research?</b></u><br />
<ul>
<li>Interdisciplinary fun</li>
<ul>
<li>Bigger impact & social fun</li>
</ul>
<li>Managing risks</li>
<ul>
<li>One vs many hammers</li>
<li>Steep learning curve</li>
<ul>
<li>Learn both the hammer and the nail</li>
<li>Learning the culture of both research fields</li>
</ul>
<li>Join an emerging community</li>
<li>Credit for the work</li>
<li>Healthy interdisciplinary collaborations</li>
</ul>
</ul>
<div>
Q: We have various network devices, what is the network constrained by now? What is the next problem in the network?</div>
<div>
A: There are still a lot of things to understand. For example, which things should be where.</div>
</div>
</div>
Unknownnoreply@blogger.com3tag:blogger.com,1999:blog-2633883647376682316.post-43088750045308629922017-08-23T02:42:00.001+01:002017-08-23T02:42:31.384+01:00Session 3, Paper 3: SketchVisor: Robust Network Measurement for Software Packet Processing (Huang, Jin, Lee, Li, Tang, Chen, Zhang)<span class="fontstyle0">Network measurement is important for identifying </span>heavy hitters, traffic anomalies, flow distribution,<br />
and traffic entropy. Previous approaches (sketches) offer a way to summarize traffic statistics of <span class="fontstyle2">all </span><span class="fontstyle0">packets within a </span>fixed-size structure, at the cost of small errors. However, when implemented in practice they consume thousands of CPU cycles.<br />
<div>
<b><br /></b>Huang proposes to separate the control plane and data plane. The idea is to keep user-defined sketches which achieve high accuracy but are relatively slow, and add a <i>fast path</i>. The fast path is high speed, is general for multiple sketches, but is relatively less accurate. The control plane is used to recover the information lost on the fast path. This recovery is transparent to users, who simply deploy the desired sketches. Since an ideal Fast Path algorithm is infeasible with limited resources, SketchVisor offers a practical algorithm that achieves near-perfect accuracy.</div>
<div>
<span class="fontstyle0"><br /></span><span class="fontstyle0">The authors compare SketchVisor to the Misra Gries top-k algorithm. SketchVisor has much fewer kick-outs (most expensive operation), resulting in much faster throughput. While error rates increase for Misra Gries as the number of flows increases, it stays the same with SketchVisor. A p</span>rototype was implemented based on Open vSwitch, and reached speeds of ~10Gbps in testbed, and ~20Gbps in simulation.<br />
<span class="fontstyle0"><br /></span>
<span class="fontstyle0">Q: The solution is proposed for switches with limited memory. If we are not concerned about memory, what's the motivation for SketchVisor?</span><br />
<span class="fontstyle0">A: SketchVisor also achieves high accuracy and high throughput (due to less CPU usage).</span><br />
<span class="fontstyle0"><br /></span>
<span class="fontstyle0">Q: Fast path is able to detect heavy hitters. Why not get rid of sketches altogether? </span><br />
<span class="fontstyle0">A: Fast path is less accurate than sketches and is used only to compliment sketches.</span><br />
<span class="fontstyle0"><br /></span>
<span class="fontstyle0">Q: The authors make some assumptions about matrix sparsity in the paper. How does the recovery algorithm work without this assumption?</span><br />
<span class="fontstyle0">A: We evaluated many matrices and showed that most of them fall into our assumption.</span></div>
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