high_scalability high_scalability-2014 high_scalability-2014-1600 knowledge-graph by maker-knowledge-mining
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Introduction: Hey, it's HighScalability time (a particularly bountiful week): The Telephone Wires of Manhattan in 1887 ( full ) $19 billion: you know what it is; $46 billion : cost of Sochi Olympics; 400 gigabytes : data transmitted during the Sochi opening ceremony; 26.9 million : Stack Overflow community monthly visitors; 93 million : Candy Crush daily active users; 200-400 Gbps : The New Normal in DDoS Attacks Quotable Quotes: @brianacton : Facebook turned me down. It was a great opportunity to connect with some fantastic people. Looking forward to life's next adventure. @BenedictEvans : Flickr: $35m. Youtube: $1.65bn Whatsapp: $19bn. Mobile is big. And global. And the next computing platform. Paying attention? @taziden : On the Internet, worst cases will become common cases #fosdem #postfix Brian Hayes : Any quantum program must have a stovepipe architecture: Information flows straight through. So you think V
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1 DIDO, a low-latency high bandwidth wireless network technology that promises each wireless user to use the full data rate of shared spectrum simultaneously with all other users, by eliminating interference between users sharing the same spectrum. [sent-17, score-0.406]
2 Yes, quite possibly: Perlman’s pCell: The super-fast future of wireless networking, or too good to be true? [sent-20, score-0.119]
3 Small Data in Sports: Little Differences that Mean Big Outcomes: Strata 2014 : The gap between legendary and anonymity in sports is often less than a 1% performance difference in elite sports. [sent-27, score-0.138]
4 Thus, finding the core, modifiable variables that determine performance and tweaking them ever so slightly can alchemize silver medals into gold ones. [sent-28, score-0.15]
5 I think of type systems as a kind of the physics of a programming environment, encoding the physical laws of computation. [sent-31, score-0.21]
6 But I wonder of some of these laws don't apply to web projects where faster iteration, frequent deployment, and frequent addition of new design and features is the rule? [sent-36, score-0.21]
7 These energy savings are mainly driven by increased data center efficiency when using cloud services (email, calendars, and more). [sent-42, score-0.175]
8 Storage Mojo says it's plasmonics & metamaterials : Basically, metamaterials and plasmons enable new ways of writing and reading. [sent-67, score-0.282]
9 Some lessons: ECMP network designs are awesome; Cheap hardware changes the way you build networks; Cheap also means replaceable; Low Cost Got Business Attention; We bought some spare equipment because it was cheap; Features in the network are “missing”; Go multi-vendor. [sent-74, score-0.18]
10 They: create one index for every 10 million blogs, with 25 shards per index; We use index templates so that as our system tries to index to a non-existent index the index is created dynamically. [sent-105, score-0.485]
11 rcthompson : I'm reminded of a recent article that crossed the front page of HN, about a group writing some sort of fluid layout engine for their mobile app. [sent-126, score-0.132]
12 They were able to optimize it from tens of layouts to thousands of layout per second, which enabled their strategy of trying a bunch of different layouts and picking the best one. [sent-127, score-0.193]
13 Replication in networked games: Latency (Part 2) : In this article we surveyed three different techniques for dealing with latency in networked games, though our review was by no means exhaustive. [sent-131, score-0.181]
14 : This article looks at methods of quantifying consistency (or lack thereof) in eventually consistent storage systems. [sent-135, score-0.135]
15 These methods are necessary for meaningful comparisons among different system configurations and workloads. [sent-136, score-0.121]
16 Building fast Bayesian computing machines out of intentionally stochastic, digital parts : The brain interprets ambiguous sensory information faster and more reliably than modern computers, using neurons that are slower and less reliable than logic gates. [sent-146, score-0.137]
17 But Bayesian inference, which underpins many computational models of perception and cognition, appears computationally challenging even given modern transistor speeds and energy budgets. [sent-147, score-0.219]
18 Here we show how to build fast Bayesian computing machines using intentionally stochastic, digital parts, narrowing this efficiency gap by multiple orders of magnitude. [sent-149, score-0.281]
19 We find that by connecting stochastic digital components according to simple mathematical rules, one can build massively parallel, low precision circuits that solve Bayesian inference problems and are compatible with the Poisson firing statistics of cortical neurons. [sent-150, score-0.337]
20 We evaluate circuits for depth and motion perception, perceptual learning and causal reasoning, each performing inference over 10,000+ latent variables in real time — a 1,000x speed advantage over commodity microprocessors. [sent-151, score-0.282]
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same-blog 1 1.0000001 1600 high scalability-2014-02-21-Stuff The Internet Says On Scalability For February 21st, 2014
Introduction: Hey, it's HighScalability time (a particularly bountiful week): The Telephone Wires of Manhattan in 1887 ( full ) $19 billion: you know what it is; $46 billion : cost of Sochi Olympics; 400 gigabytes : data transmitted during the Sochi opening ceremony; 26.9 million : Stack Overflow community monthly visitors; 93 million : Candy Crush daily active users; 200-400 Gbps : The New Normal in DDoS Attacks Quotable Quotes: @brianacton : Facebook turned me down. It was a great opportunity to connect with some fantastic people. Looking forward to life's next adventure. @BenedictEvans : Flickr: $35m. Youtube: $1.65bn Whatsapp: $19bn. Mobile is big. And global. And the next computing platform. Paying attention? @taziden : On the Internet, worst cases will become common cases #fosdem #postfix Brian Hayes : Any quantum program must have a stovepipe architecture: Information flows straight through. So you think V
Introduction: All in all this is still my favorite post and I still think it's an accurate vision of a future. Not everyone agrees, but I guess we'll see..."But it is not complicated. [There's] just a lot of it." \--Richard Feynmanon how the immense variety of the world arises from simple rules.Contents:Have We Reached the End of Scaling?Applications Become Black Boxes Using Markets to Scale and Control CostsLet's Welcome our Neo-Feudal OverlordsThe Economic Argument for the Ambient CloudWhat Will Kill the Cloud?The Amazing Collective Compute Power of the Ambient CloudUsing the Ambient Cloud as an Application RuntimeApplications as Virtual StatesConclusionWe have not yet begun to scale. The world is still fundamentally disconnected and for all our wisdom we are still in the earliest days of learning how to build truly large planet-scaling applications.Today 350 million users on Facebook is a lot of users and five million followers on Twitter is a lot of followers. This may seem like a lot now, but c
Introduction: "But it is not complicated. [There's] just a lot of it." \--Richard Feynmanon how the immense variety of the world arises from simple rules.Contents:Have We Reached the End of Scaling?Applications Become Black Boxes Using Markets to Scale and Control CostsLet's Welcome our Neo-Feudal OverlordsThe Economic Argument for the Ambient CloudWhat Will Kill the Cloud?The Amazing Collective Compute Power of the Ambient CloudUsing the Ambient Cloud as an Application RuntimeApplications as Virtual StatesConclusionWe have not yet begun to scale. The world is still fundamentally disconnected and for all our wisdom we are still in the earliest days of learning how to build truly large planet-scaling applications.Today 350 million users on Facebook is a lot of users and five million followers on Twitter is a lot of followers. This may seem like a lot now, but consider we have no planet wide applications yet. None.Tomorrow the numbers foreshadow a newCambrian explosionof connectivity that will look as
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Introduction: A conjunction of a few new technologies may trigger disruptive changes in the future. This observation was prompted by a talk Steve Perlman gave at the Columbia Engineering School: Benjamin Button, Cloud Everything and Why Shannon's Law Isn't . In it he covers a set of technologies that at first may seem unrelated, but turn out to be deeply related after all, culminating in a realization of the long talked about vision of an application utility, where all applications are hosted and run out of the cloud. First Perlman talks about the realistic human rendering technology developed at Rearden, his research incubator company. This technology was developed over many years and is the secret behind the wonderful effects found in movies like Benjamin Button . It is now being used in many other films, and promises to revolutionize film making, possibly even replacing actors with computers, in real-time. The next invention at Rearden is OnLive , a cloud based gaming technology for pla
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Introduction: Hey, it's HighScalability time: Test your sense of scale. Is this image of something microscopic or macroscopic? Find out . 80 billion : Netflix logging events per day; 10 petabytes : Ancestry.com data; six million : Foursquare checkins per day; Quotable Quotes: George Lakoff : What can't all your thoughts be conscious? Because consciousness is linear and your brain is parallel. The linear structure of consciousness could never keep up. @peakscale : "Engineers like to solve problems. If there are no problems handily available, they will create their own problems" - Scott Adams @kiwipom : “Immutability is magic pixie dust that makes distributed systems work” - Adrian Cockcroft @LachM : Netflix: SPEED at SCALE = breaks EVERYTHING. #yow13 Joe Landman : … you get really annoyed at the performance of grep on file IO (seriously folks? 32k or page size sized IO? What is this … 1992?) so you rewrite it in 20 minu
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Introduction: Hey, it's HighScalability time (a particularly bountiful week): The Telephone Wires of Manhattan in 1887 ( full ) $19 billion: you know what it is; $46 billion : cost of Sochi Olympics; 400 gigabytes : data transmitted during the Sochi opening ceremony; 26.9 million : Stack Overflow community monthly visitors; 93 million : Candy Crush daily active users; 200-400 Gbps : The New Normal in DDoS Attacks Quotable Quotes: @brianacton : Facebook turned me down. It was a great opportunity to connect with some fantastic people. Looking forward to life's next adventure. @BenedictEvans : Flickr: $35m. Youtube: $1.65bn Whatsapp: $19bn. Mobile is big. And global. And the next computing platform. Paying attention? @taziden : On the Internet, worst cases will become common cases #fosdem #postfix Brian Hayes : Any quantum program must have a stovepipe architecture: Information flows straight through. So you think V
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Introduction: Hey, it's HighScalability time, can you handle the truth? Should software architectures include parasites ? They increase diversity and complexity in the food web. 10 Million : classic hockey stick growth pattern for GitHub repositories Quotable Quotes: Seymour Cray : A supercomputer is a device for turning compute-bound problems into IO-bound problems. Robert Sapolsky : And why is self-organization so beautiful to my atheistic self? Because if complex, adaptive systems don’t require a blue print, they don’t require a blue print maker. If they don’t require lightning bolts, they don’t require Someone hurtling lightning bolts. @swardley : Asked for a history of PaaS? From memory, public launch - Zimki ('06), BungeeLabs ('06), Heroku ('07), GAE ('08), CloudFoundry ('11) ... @neil_conway : If you're designing scalable systems, you should understand backpressure and build mechanisms to support it. Scott Aaronson ...the
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Introduction: Plop, Plop, Fizz, Fizz, Oh, What a HighScalability it is: $1.5 billion : The cost of cutting London-Toyko latency by 60ms; 9 days : It took AOL 9 years to hit 1 million users. Facebook 9 months. Draw Something 9 days; ~362 sq ft solar array : powers 1 sq ft of data center. Is Amazon is trying to margenalize OpenStack by partnering with Eucalyptus ? As the DevOps turns. You won't see this on TMZ. Adrian Cockcroft : There is no central control, the teams do it for themselves in the cloud; John Allspaw : s/NoOps/OpsDoneMaturelyButStillOps/g; Edward Capriolo : Trust developers not. Good thing is we all agree DevOps is necessary, the differences are in the how and whom. In a word (or two), Wordnik has gone cloud . Gone is their big iron, in are envious EC2 instances. Driving the move was HA in multi-datacenters, elasticity for traffic bursts, and incremental cluster upgrades. There has been almost no reduction in performance. Inside Zynga's Big Move To Private Cloud .
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Introduction: Hey, it's HighScalability time: ( Nerd Power: Paul Kasemir software engineer AND American Ninja Warrior ) Two billion documents, 30 terabytes : Github source code indexed Quotable Quotes: David Krakauer : We fail to make intelligent machines because engineering is about putting together stupid components to make smart objects. Evolution is about putting together smart components into intelligent aggregates. Your brain is like an ecosystem of organisms. It's not like a circuit of gates. @spyced : At this point if you depend on EBS for critical services you're living in denial and I can't help you. @skilpat : TIL Friedrich Engels, not Leslie Lamport, invented logical clocks in a 1844 letter to Karl Marx Dan Geer : Risk is a necessary consequence of dependence. @postwait : OS Rule 1. The version of /usr/bin/X you want today will never be what your OS ships
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Introduction: Hey, it's HighScalability time: Twitter valiantly survived an Oscar DDoS attack by non-state actors. Several Billion : Apple iMessages per Day along with 40 billion notifications and 15 to 20 million FaceTime calls. Take that WhatsApp. Their architecture? Hey, this is Apple, only the Shadow knows. 200 bit quantum computer : more states than atoms in the universe; 10 million matches : Tinder's per day catch; $1 billion : Kickstarter's long tail pledge funding achievement Quotable Quotes: @cstross : Let me repeat that: 100,000 ARM processors will cost you a total of $75,000 and probably fit in your jacket pocket. @openflow : "You can no longer separate compute, storage, and networking." -- @vkhosla #ONS2014 @HackerNewsOnion : New node.js co-working space has 1 table and everyone takes turns @chrismunns : we're reaching the point where ease and low cost of doing DDOS attacks means you shouldn't serve anything directly out of your
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1 0.95774841 1071 high scalability-2011-07-01-Stuff The Internet Says On Scalability For July 1, 2011
Introduction: Submitted for your scaling pleasure: Twitterers tweet 200 million tweets a day. Popular topics are eclectic, ranging from Swine Flu to Rebecca Black. Twitter has a really cool video on the global flow of tweets in the world . Worth watching. It looks like a rainbow arcing across the northern hemisphere. Amazon Cloud Now Stores 339 Billion Objects , more than doubling last years volume. Quotable quotes for independence Alex: n8foo : My fav part about the new #AWS pricing announcement - 500TB is the level where they say 'contact us'. RoeyYaniv : Scalability guidelines - Technology can and will fail. The business should not. stevedekorte : Are the folks advocating FP for scalability unaware of the Von Neumann bottleneck? nivertech : #Hadoop is a guy with a machete in front of a jungle - it made a trail, but there are new better #BigData middleware offerings in the jungle lhazlewood : I don't think I've ever had a Love/Hate relationship like I've ha
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Introduction: This is an excerpt from my article Building Super Scalable Systems: Blade Runner Meets Autonomic Computing in the Ambient Cloud. As I was writing an article on the architecture of the Storm Botnet , I couldn't help but notice the deep similarity of how Storm works and changes we're seeing in the evolution of political systems. In particular, the rise of the virtual-state . As crazy as this may sound, I think this is also the direction applications will need follow to survive in a complex world of billions of compute devices. You may have already heard of virtual corporations . Virtual corporations are companies with limited office space, a distributed workforce, and production facilities located wherever it is profitable to locate them. The idea is to stay lean and compete using the rapid development and introduction of new products into high value-added markets . If you spot a market opportunity with a small time window, building your own factories and hiring and engine
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Introduction: Hey, it's HighScalability time (a particularly bountiful week): The Telephone Wires of Manhattan in 1887 ( full ) $19 billion: you know what it is; $46 billion : cost of Sochi Olympics; 400 gigabytes : data transmitted during the Sochi opening ceremony; 26.9 million : Stack Overflow community monthly visitors; 93 million : Candy Crush daily active users; 200-400 Gbps : The New Normal in DDoS Attacks Quotable Quotes: @brianacton : Facebook turned me down. It was a great opportunity to connect with some fantastic people. Looking forward to life's next adventure. @BenedictEvans : Flickr: $35m. Youtube: $1.65bn Whatsapp: $19bn. Mobile is big. And global. And the next computing platform. Paying attention? @taziden : On the Internet, worst cases will become common cases #fosdem #postfix Brian Hayes : Any quantum program must have a stovepipe architecture: Information flows straight through. So you think V
Introduction: With a new Planet of the Apes coming out, this may be a touchy subject with our new overlords, but Netflix is using a whole lot more trouble injecting monkeys to test and iteratively harden their systems. We learned previously how Netflix used Chaos Monkey , a tool to test failover handling by continuously failing EC2 nodes. That was just a start. More monkeys have been added to the barrel. Node failure is just one problem in a system. Imagine a problem and you can imagine creating a monkey to test if your system is handling that problem properly. Yury Izrailevsky talks about just this approach in this very interesting post: The Netflix Simian Army . I know what you are thinking, if monkeys are so great then why has Netflix been down lately. Dmuino addressed this potential embarrassment, putting all fears of cloud inferiority to rest: Unfortunately we're not running 100% on the cloud today. We're working on it, and we could use more help. The latest outage was caused by a com
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Introduction: A lot has happened since my first article on the Stack Overflow Architecture . Contrary to the theme of that last article, which lavished attention on Stack Overflow's dedication to a scale-up strategy, Stack Overflow has both grown up and out in the last few years. Stack Overflow has grown up by more then doubling in size to over 16 million users and multiplying its number of page views nearly 6 times to 95 million page views a month. Stack Overflow has grown out by expanding into the Stack Exchange Network , which includes Stack Overflow, Server Fault, and Super User for a grand total of 43 different sites. That's a lot of fruitful multiplying going on. What hasn't changed is Stack Overflow's openness about what they are doing. And that's what prompted this update. A recent series of posts talks a lot about how they've been handling their growth: Stack Exchange’s Architecture in Bullet Points , Stack Overflow’s New York Data Center , Designing For Scalability of Manageme
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