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Design a photo-sharing platform similar to Instagram where users can upload their photos and share it with their followers. Generating machine learning based personalized recommendations to discover new people, photos, videos, and stories relevant one’s interest. High Level Design. Component Design. API Design.
How To Design For High-Traffic Events And Prevent Your Website From Crashing How To Design For High-Traffic Events And Prevent Your Website From Crashing Saad Khan 2025-01-07T14:00:00+00:00 2025-01-07T22:04:48+00:00 This article is sponsored by Cloudways Product launches and sales typically attract large volumes of traffic.
After content ingestion, inspection and encoding, the packaging step encapsulates encoded video and audio in codec agnostic container formats and provides features such as audio video synchronization, random access and DRM protection. Packaging has always been an important step in media processing.
This has been a guiding design principle with Metaflow since its inception. this could take a few minutes) All packages already cached in s3. All environments already cached in s3. Take a look at two interesting examples of this pattern in the documentation. training.mP4eIStG.yaml run --prediction_date20241006 Metaflow 2.12.39+nflxfastdata(2.13.5);nflx(2.13.5);metaboost(0.0.27)
These insights have shaped the design of our foundation model, enabling a transition from maintaining numerous small, specialized models to building a scalable, efficient system. At inference time, when multi-step decoding is needed, we can deploy KV caching to efficiently reuse past computations and maintain lowlatency.
This allows the app to query a list of “paths” in each HTTP request, and get specially formatted JSON (jsonGraph) that we use to cache the data and hydrate the UI. In the snippet above, we’re accessing the detail key for the video object with id 80154610. Instead, it is part of a different path : [videos, <id>, similars].
Because microprocessors are so fast, computer architecture design has evolved towards adding various levels of caching between compute units and the main memory, in order to hide the latency of bringing the bits to the brains. This avoids thrashing caches too much for B and evens out the pressure on the L3 caches of the machine.
We designed a unique concept called Annotation Operations which allows teams to create data pipelines and easily write annotations without worrying about access patterns of their data from different applications. in a video file. Goals Annotation Operations Lets pick an example use case of identifying objects (like trees, cars etc.)
By Burak Bacioglu , Meenakshi Jindal Asset Management at Netflix At Netflix, all of our digital media assets (images, videos, text, etc.) One of the first decisions when integrating with Elasticsearch is designing the indices, their settings and mappings. are stored in secure storage layers. Net, Ruby, Perl etc.).
Kubernetes was initially designed with a strong focus on stateless workloads, meaning these workloads do not need to store any persistent data. Interestingly, our partner RedHat reported in 2021 that around 80% of deployed workloads are databases or data caches, storing data in persistent volume claims (PVCs). Dynatrace news.
The goal of this experience from a UX design perspective was to bring together a tightly-related set of original titles that, though distinct entities on their own, also share a connected universe. We hypothesized this design would net a far greater visual impact than if the titles were distributed individually throughout the page.
Session replay is an IT technology that creates anonymized video-like recordings of actions taken by users interacting with your website or mobile application. The result is a complete recreation of the user experience in a video-like format. Streamlined asset caching: Asset caching is critical for creating accurate replays.
Rajiv Shringi Vinay Chella Kaidan Fullerton Oleksii Tkachuk Joey Lynch Introduction As Netflix continues to expand and diversify into various sectors like Video on Demand and Gaming , the ability to ingest and store vast amounts of temporal data — often reaching petabytes — with millisecond access latency has become increasingly vital.
Web pages, such as the one you’re reading now, have text, images, videos and other assets to bring information to you. Along with images, the next heaviest assets are videos. Once again, with the microservices mindset, streaming of videos should be left to service providers such as YouTube, Vimeo and other online streaming services.
Photo by Freepik Part of the answer is this: You have a lot of control over the design and code for the pages on your site, plus a decent amount of control over the first and middle mile of the network your pages travel over. Synthetic monitoring is essential for establishing a baseline and showing you the impact of code and design changes.
While working on a site recently, I noticed that an embedded YouTube video loaded around 600kB of JS for any visitor regardless of whether that user even chose to watch the video. On closer inspection, it appeared that other content embedded within tweets (video in particular) was contributing to this. With video.
JavaScript Design Patterns. Knights of the Flexbox Table is another well-designed interactive course to help you learn the different aspects of the flexbox specification. On design systems, CSS/JS and UX. Design Patterns Game. Design Patterns Game is unique and is not for JavaScript beginners. CSS Flexbox.
Continue reading below ↓ Meet Smashing Online Workshops on front-end & UX , with practical takeaways, live sessions, video recordings and a friendly Q&A. On design systems, UX, web performance and CSS/JS. Active Memory Caching. Caching partially stores your data and is not used as permanent storage.
I hope to raise the profile of difficulties faced by real people, which are avoidable if we design and develop in a way that is sympathetic to their needs. MB , that suggests I’ve got around 29 pages in my budget, although probably a few more than that if I’m able to stay on the same sites and leverage browser caching. Large preview ).
CloudFront serves static contents (images, audio, video etc) using a global network of more than 28+ edge locations. Using these edge locations, CloudFront accelerates delivery of content by serving the cached copies of the content objects from a nearest edge location.
We’ll be learning how to do this with GraphQL Features like Cache Update, Subscriptions, and Optimistic UI. Continue reading below ↓ Meet Smashing Online Workshops on front-end & UX , with practical takeaways, live sessions, video recordings and a friendly Q&A. On design systems, CSS/JS and UX. More after jump!
It’s one thing to identify bottlenecks and implement optimizations for a specific website or a few similar websites, and quite another when dealing with many millions of websites, having such a wide variety of functionality, and an almost total freedom of design. Instead, we have to accommodate all of this variability, mostly on-demand.
Image Optimization Images are pieces of content in many contexts, and they are a very important and prominent part of the WaterBear app’s experience, from video posters and category banners to partner logos and campaign image assets. After scrolling the video category page, a bunch more images are loaded.
Next-generation video codecs, supported in many modern chips, but also a licensing minefield. Necessary for building competitive video experiences, including messaging and videoconferencing. Fundamentally enabling for video creation apps. Without it, video recordings must fit in memory, leading to crashes. getUserMedia().
All I wanted was to record a forty-second voiceover for a throw-away video , so I fired up the Windows Voice Recorder app and hit the record button. In my case the directory structure of my documents directory was entirely cached in memory so there was zero disk activity required to do the scan, but some users are not so lucky.
Now, with viewers all over the world expecting flawless and high-definition streaming, video providers have their work cut out for them. What Comprises Video Streaming - Traffic CharacteristicsWith the emphasis on a high-quality streaming experience, the optimization starts from the very core. Those days are long gone.
The video is now on [YouTube]: The slides are [online] and as a [PDF]: first prev next last / permalink/zoom In Q&A I was asked about CXL (compute express link) which was fortunate as I had planned to cover it and then forgot, so the question let me talk about it (although Q&A is missing from the video).
ChatGPT: The InnoDB buffer pool is used by MySQL to cache frequently accessed data in memory. If we expand the cache concept more, the buffer pool could be even less if the working set (hot data) is smaller. Answer : No, ChatGPT is an AI language model developed by OpenAI and is not designed to replace a MySQL DBA job.
Now, with viewers all over the world expecting flawless and high-definition streaming, video providers have their work cut out for them. â€What Comprises Video Streaming - Traffic CharacteristicsWith the emphasis on a high-quality streaming experience, the optimization starts from the very core. Those days are long gone.
At first glance, it seems like a simple task, but in the background, browsers do a tedious job of calculating the size of these images in different scenarios: For images that are resized in responsive design. The change of design. Design change fix: Different images for different displays. Cache Your Images.
With these requirements in mind, and a willingness to question the status quo, a small group of distributed systems experts came together and designed a horizontally scalable distributed database that would scale out for both reads and writes to meet the long-term needs of our business. This was the genesis of the Amazon Dynamo database.
Today, we’ll address storing and serving files for both single-server and scalable deployments while considering factors like compression, caching, and availability. Static files range from a few kilobytes of CSS to gigabytes of video. Most of the problems caused by static assets like photos and videos are because they are big files.
For example, website design is very crucial to impress your website visitors. Also, there are tutorials, video forums, and documentation, making PHP development easy and troubleshooting more accessible. Various techniques, such as caching and optimization, improve the website’s performance and speed.
Make sure the drives are mounted with noatime and also if the drives are behind a RAID controller with appropriate battery-backed cache. This schema design approach ensures data consistency and enables complex queries involving multiple tables, but it can be rigid and may pose scaling challenges as data volume increases.
PostgreSQL is a fantastic database, but if you’re storing images, video, audio files, or other large data objects, you need to “toast” them to get optimal performance. Therefore, TOAST is a storage technique used in PostgreSQL to handle large data objects such as images, videos, and audio files.
Fast-forward 30 years, and website technology has changed significantly — we have images, stylesheets, JavaScript, streaming video, AJAX, animation, WebSockets, WebGL, rounded corners in CSS — the list goes on. You work with a designer and developer to create a bespoke website. More after jump! Let’s fix that! Online, and live.
In 2013, A List Apart published Sustainable Web Design by James Christie. Sustainable Web Design. In 2016, O’Reilly published “ Designing For Sustainability ” by Tim Frick. In this book, Tim takes us on a tour of the whys and hows of sustainable design. Are we embedding YouTube videos?
AMP provides a framework for developers to use to build their site with good performance baked in—not entirely unlike Bootstrap or Foundation does for responsive design. If you want to load resources such as images, videos or analytics tracking, you use the provided web components (branded as AMP Components).
to understand YouTube video performance) drive tens of thousands of canned (known in advance) queries per second, that need to be served with latency in the tens of milliseconds. Shared compute tier designed to scale horizontally with many small tasks rather than a small number of large tasks. Cache all the things.
As a result, users can enjoy more capable and feature-rich applications that remain performant through techniques like code-splitting, caching, prefetching, and other resource optimization techniques — with some applications that are even able to work offline. On design systems, UX, web performance and CSS/JS. More after jump!
JavaScript was designed to run in lock-step with the browser’s main rendering loop. The drawback of that design is that a small amount of slow JavaScript code can prevent the browser’s rendering loop from continuing. On design systems, CSS/JS and UX. JavaScript. Pretty much every web app out there relies on this model.
So I’ve decided to try an aggressive experiment: make “nodiscard” the law of the land , implicitly required all the time, with no opt-out… including when calling existing C++ libraries (including std:: ) that were never designed to for their return values to be treated as [[nodiscard]]! set(flags), and.clear(flags).
These pages serve as a pivotal tool in our digital marketing strategy, not only providing valuable information about our services but also designed to be easily discoverable through search engines. This could be an image, a block of text, or even an embedded video. SEO is key to our success.
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