Welcome!

WebRTC Summit Authors: Yeshim Deniz, Carmen Gonzalez, Pat Romanski, Elizabeth White, Liz McMillan

Related Topics: Artificial Intelligence, Containers Expo Blog, @BigDataExpo, @DevOpsSummit

Artificial Intelligence: Blog Feed Post

Compression: Making the Big Smaller and Faster (Part 1) | @DevOpsSummit #DevOps #WebPerf

The sharing of information in a fast and efficient manner has been an area of constant study and research

Compression: Making the Big Smaller and Faster (Part 1)
By Nilabh Mishra

How important is data compression? The sharing of information in a fast and efficient manner has been an area of constant study and research. Companies like Google and Facebook have spent a lot of time and effort trying to develop faster and better compression algorithms. Compression algorithms have existed since the ’70s and the ongoing research to have better algorithms proves just how important compression is for the Internet and for all of us.

The Need for Data Compression
The World Wide Web (WWW) has undergone a lot of changes since it was made available to the public in 1991. Believe it or not, the copy of the world’s first website can still be browsed here. Back then, webpages were very simple. Today, they are increasingly more complex and there is an evident need to have compression algorithms that are lossless, fast, and efficient.

There are several best practices that help optimize page load times. Here is a blog from that discusses webpage optimization. In this article, we will spend some time understanding the basics of compression and how it works. We will also cover a new type of compression method called “Brotli” in the second part of this blog.

Encoding and Data Compression
Let’s start by understanding what data encoding and compression are:

The word “compression” comes from the Latin word compressare, which means to press together. “Encoding” is the process of placing a sequence of characters in a specialized format that allows efficient data storage as well as transmission. Per Wikipedia: “Data compression involves encoding information using fewer bits than the original representation.

Compression plays a key role when it comes to saving bandwidth and speeding up your site. Modern day websites involve a lot of HTTP requests and responses between the client (the browser) and the server to serve a webpage. With an overall increase in the number of HTTP requests and responses, it becomes important to ensure that these transfers are taking place at a fast and efficient rate.

HTTP works on a request-response model, as demonstrated below:

In this case, we are not using any compression method to compress the response being sent by the server.

  • The browser sends an HTTP request asking for the Index.html page
  • The server looks for the requested file and responds with the requested resource and a 200 OK HTTP status message
  • The browser receives the server’s response and renders the page

As we can see, in this case there is no compression involved. The server responded with a 300 KB file (index.html page). If the file size was bigger, it would have taken more time for the response to be sent on the wire and this would have increased the overall page load time. Please note that we are currently looking only at a single HTTP response. Modern websites receive hundreds of such HTTP responses from the server to render a webpage.

The image below shows the same HTTP request – response between the browser and the server, but in this case, we use compression to reduce the size of the response being sent by the server to the browser.

Today, complex and dynamic websites generate hundreds of HTTP requests/responses. This made it important to have a system which would ensure fast and efficient data transfer between the server and the browser. This is when compression algorithms like Deflate and Gzip came into existence.

Introduction to Gzip
Gzip is a compression method that is used to make files smaller for storage and faster transmission over the network. Gzip is one of the most popular, powerful, and effective ways of compressing data and it can reduce the file size by up to 70%.

Gzip is based on the DEFLATE algorithm, which in turn is a combination of LZ77 and Huffman coding. Understanding how LZ77 works is essential to understand how compression methods like DEFLATE and Gzip work.

LZ77
Developed in the late ’70s by Abraham Lempel and Jacob Ziv, the LZ77 method of compression looks for sequences of characters that recur in a text. It performs compression by replacing the recurring occurrences of strings using pointers that backreference identical strings, previously encountered in the text, that needs to be compressed.

The pointer or backreference is of the form <relative jump, length>, where relative jump signifies how many bytes are there between the current occurrence of the string and its last occurrence and length is the total number of identical bytes found.

Now let us understand this better with the help of an example. Assume, there is a text file with the following text:

As idle as a painted ship, upon a painted ocean.

In this file, we see the following strings: “as” and “painted” occurring multiple times. What LZ77 method does is, it replaces multiple occurrences of strings with the notation: <relative jump, length>.

So using LZ77, the text will get encoded in the following way:

As idle <8,2> a painted ship, upon a <21,7> ocean.

To encode the text, we took the following steps:

  1. Looked at the string and tried to find occurrences of the same “string” or “substrings”.
  2. Replaced multiple occurrences of a string with the notation: <relative jump, length>; The two strings: “as” and “painted” were replaced the multiple occurrences of the strings with <relative jump, length>.
  3. The string “painted” which would have earlier occupied 7 bytes (i.e. the number of characters in the word: “painted”) X 1 byte = 7 bytes was compressed to occupy only 2 bytes. 2 bytes or 16 bits is the size of the pointer or backreference.

HUFFMAN Coding
Huffman Coding is another lossless data compression algorithm. The frequency of occurrence of a string in a text file or pixels in images form the basis of Huffman coding. To get a deeper understanding of this algorithm, read this detailed tutorial that clearly explains how Huffman Coding works.

All modern browsers support Gzip compression for HTTP Requests. With Gzip, one of the most important question is what to compress. It works best with text-based resources like static HTML, CSS files and JavaScript resources but is not very efficient for already compressed resources such as Images. To support Gzip, the server must be configured to allow gzip compression.

The image above shows the impact Gzip compression can have on a text-based resource like a JavaScript file. In this case, we ran 2 instant tests using Catchpoint to the URL: https://code.jquery.com/jquery-3.2.1.js.

For the first test run, we did not specify any encoding to be used by passing the custom header: Accept-Encoding: identity along with the request. The first image shows no Content-Encoding being passed for the request.

In the second image, the browser is sending Accept-Encoding:zip, for which the server is sending zipped file as the response.

We can clearly see how Gzip can drastically compress the files to improve data transmission rate over the wire.

Catchpoint’s Scheduled tests also highlight the difference between compressed and not-compressed content loading on webpages.

In the screenshot above, we see the difference in downloaded bytes for static content (CSS, JavaScript) when using G-zip vs. when not using any encoding.

Brotli Compression
A new compression method called Brotli was introduced not too long ago. The Brotli compression algorithm is optimized for the web and specifically for small text documents. We will discuss more about this compression method and what is has to offer to the World Wide Web community in the second part of the article.

The post Compression: Making the Big Smaller and Faster (Part 1) appeared first on Catchpoint's Blog - Web Performance Monitoring.

Read the original blog entry...

More Stories By Mehdi Daoudi

Catchpoint radically transforms the way businesses manage, monitor, and test the performance of online applications. Truly understand and improve user experience with clear visibility into complex, distributed online systems.

Founded in 2008 by four DoubleClick / Google executives with a passion for speed, reliability and overall better online experiences, Catchpoint has now become the most innovative provider of web performance testing and monitoring solutions. We are a team with expertise in designing, building, operating, scaling and monitoring highly transactional Internet services used by thousands of companies and impacting the experience of millions of users. Catchpoint is funded by top-tier venture capital firm, Battery Ventures, which has invested in category leaders such as Akamai, Omniture (Adobe Systems), Optimizely, Tealium, BazaarVoice, Marketo and many more.

@WebRTCSummit Stories
SYS-CON Events announced today that Enzu will exhibit at SYS-CON's 21st Int\ernational Cloud Expo®, which will take place October 31-November 2, 2017, at the Santa Clara Convention Center in Santa Clara, CA. Enzu’s mission is to be the leading provider of enterprise cloud solutions worldwide. Enzu enables online businesses to use its IT infrastructure to their competitive advantage. By offering a suite of proven hosting and management services, Enzu wants companies to focus on the core of their online business and let Enzu manage their IT hosting infrastructure.
SYS-CON Events announced today that GrapeUp, the leading provider of rapid product development at the speed of business, will exhibit at SYS-CON's 21st International Cloud Expo®, which will take place October 31-November 2, 2017, at the Santa Clara Convention Center in Santa Clara, CA. Grape Up is a software company, specialized in cloud native application development and professional services related to Cloud Foundry PaaS. With five expert teams that operate in various sectors of the market across the USA and Europe, we work with a variety of customers from emerging startups to Fortune 1000 companies.
SYS-CON Events announced today that Ayehu will exhibit at SYS-CON's 21st International Cloud Expo®, which will take place on October 31 - November 2, 2017 at the Santa Clara Convention Center in Santa Clara California. Ayehu provides IT Process Automation & Orchestration solutions for IT and Security professionals to identify and resolve critical incidents and enable rapid containment, eradication, and recovery from cyber security breaches. Ayehu provides customers greater control over IT infrastructure through automation. Ayehu solutions have been deployed by major enterprises worldwide, and currently, support thousands of IT processes across the globe. The company has offices in New York, California, and Israel.
SYS-CON Events announced today that MobiDev, a client-oriented software development company, will exhibit at SYS-CON's 21st International Cloud Expo®, which will take place October 31-November 2, 2017, at the Santa Clara Convention Center in Santa Clara, CA. MobiDev is a software company that develops and delivers turn-key mobile apps, websites, web services, and complex software systems for startups and enterprises. Since 2009 it has grown from a small group of passionate engineers and business managers to a full-scale mobile software company with over 200 developers, designers, quality assurance engineers, project managers in house, specializing in the world-class mobile and web development.
In his keynote at @ThingsExpo, Chris Matthieu, Director of IoT Engineering at Citrix and co-founder and CTO of Octoblu, focused on building an IoT platform and company. He provided a behind-the-scenes look at Octoblu’s platform, business, and pivots along the way (including the Citrix acquisition of Octoblu).
A strange thing is happening along the way to the Internet of Things, namely far too many devices to work with and manage. It has become clear that we'll need much higher efficiency user experiences that can allow us to more easily and scalably work with the thousands of devices that will soon be in each of our lives. Enter the conversational interface revolution, combining bots we can literally talk with, gesture to, and even direct with our thoughts, with embedded artificial intelligence, which can process our conversational commands and orchestrate the outcomes we request across our personal and professional realm of connected devices.
SYS-CON Events announced today that Outscale will exhibit at SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. Outscale's technology makes an automated and adaptable Cloud available to businesses, supporting them in the most complex IT projects while controlling their operational aspects. You boost your IT infrastructure's reactivity, with request responses that only take a few seconds.
SYS-CON Events announced today that Progress, a global leader in application development, has been named “Bronze Sponsor” of SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. Enterprises today are rapidly adopting the cloud, while continuing to retain business-critical/sensitive data inside the firewall. This is creating two separate data silos – one inside the firewall and the other outside the firewall. Cloud ISVs often get requests to connect these silos using technologies such as VPN; however, these tend to be difficult to manage and are not engineered for accessing business data from the cloud.
SYS-CON Events announced today that Progress, a global leader in application development, has been named “Bronze Sponsor” of SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. Enterprises today are rapidly adopting the cloud, while continuing to retain business-critical/sensitive data inside the firewall. This is creating two separate data silos – one inside the firewall and the other outside the firewall. Cloud ISVs often get requests to connect these silos using technologies such as VPN; however, these tend to be difficult to manage and are not engineered for accessing business data from the cloud.
SYS-CON Events announced today that Outscale, a global pure play Infrastructure as a Service provider and strategic partner of Dassault Systèmes, will exhibit at SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. Founded in 2010, Outscale simplifies infrastructure complexities and boosts the business agility of its customers. Outscale delivers a secure, reliable and industrial strength solution for its customers, which include solopreneurs, fast-growing startups, large multi-national companies and government agencies. The company is a strategic partner to Dassault Systémes, and today powers hundreds of organizations throughout North America, Europe and Asia. Outscale’s U.S. headquarters is located in Jersey City, New Jersey, and its global headquarters is in Saint-Cloud, France.
SYS-CON Events announced today that SoftLayer, an IBM Company, has been named “Gold Sponsor” of SYS-CON's 18th Cloud Expo, which will take place on June 7-9, 2016, at the Javits Center in New York, New York. SoftLayer, an IBM Company, provides cloud infrastructure as a service from a growing number of data centers and network points of presence around the world. SoftLayer’s customers range from Web startups to global enterprises.
SYS-CON Events announced today that Interoute has been named “Bronze Sponsor” of SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. Interoute is the owner operator of Europe's largest network and a global cloud services platform, which encompasses over 70,000 km of lit fiber, 15 data centers, 17 virtual data centers and 33 colocation centers, with connections to 195 additional partner data centers. Our full-service Unified ICT platform serves startups and international enterprises, as well as every major European telecommunications service provider and major operators across the world, global internet giants, governments and universities.
SYS-CON Events announced today that Systena America will exhibit at SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. Systena Group has been in business for various software development and verification in Japan, US, ASEAN, and China by utilizing the knowledge we gained from all types of device development for various industries including smartphones (Android/iOS), wireless communication, security technology and IoT services.
SYS-CON Events announced today that CollabNet, a global leader in enterprise software development, release automation and DevOps solutions, will be a Bronze Sponsor of SYS-CON's 20th International Cloud Expo®, taking place from June 6-8, 2017, at the Javits Center in New York City, NY. CollabNet offers a broad range of solutions with the mission of helping modern organizations deliver quality software at speed. The company’s latest innovation, the DevOps Lifecycle Manager (DLM), supports Value Stream Mapping for the development and operations tool chain by offering DevOps Tool Chain Integration and Traceability; DevOps Tool Chain Orchestration; and DevOps Insight and Intelligence. CollabNet also offers traditional application lifecycle management, ALM, for the enterprise through its TeamForge product.
Every successful software product evolves from an idea to an enterprise system. Notably, the same way is passed by the product owner's company. In his session at 20th Cloud Expo, Oleg Lola, CEO of MobiDev, will provide a generalized overview of the evolution of a software product, the product owner, the needs that arise at various stages of this process, and the value brought by a software development partner to the product owner as a response to these needs.
SYS-CON Events announced today that Super Micro Computer, Inc., a global leader in compute, storage and networking technologies, will exhibit at SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. Supermicro (NASDAQ: SMCI), the leading innovator in high-performance, high-efficiency server technology, is a premier provider of advanced server Building Block Solutions® for Data Center, Cloud Computing, Enterprise IT, Hadoop/Big Data, HPC and Embedded Systems worldwide. Supermicro is committed to protecting the environment through its “We Keep IT Green®” initiative and provides customers with the most energy-efficient, environmentally friendly solutions available on the market.
SYS-CON Events announced today that A&I Solutions has been named “Bronze Sponsor” of SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. Founded in 1999, A&I Solutions is a leading information technology (IT) software and services provider focusing on best-in-class enterprise solutions. By partnering with industry leaders in technology, A&I assures customers high performance levels across all IT environments including: mainframe, distributed, virtual, and cloud platforms. With expertise in the entire application lifecycle —Plan, Build, Test, Deploy, Operate, and Secure— A&I enables customers to transform their businesses by driving consistency and maximizing efficiency.
SYS-CON Events announced today that EARP will exhibit at SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. "We are a software house, so we perfectly understand challenges that other software houses face in their projects. We can augment a team, that will work with the same standards and processes as our partners' internal teams. Our teams will deliver the same quality within the required time and budget just as our partners' teams would do. It helps our partners to expand their operations with our forces."
SYS-CON Events announced today that Tappest will exhibit MooseFS at SYS-CON's 20th International Cloud Expo®, which will take place on June 6-8, 2017, at the Javits Center in New York City, NY. MooseFS is a breakthrough concept in the storage industry. It allows you to secure stored data with either duplication or erasure coding using any server. The newest – 4.0 version of the software enables users to maintain the redundancy level with even 50% less hard drive space required. The software functions on all major operating systems and is used around the world by businesses, universities and NGOs. The MooseFS team provides on-site implementation and support for your operations.
With major technology companies and startups seriously embracing Cloud strategies, now is the perfect time to attend @CloudExpo | @ThingsExpo, June 6-8, 2017, at the Javits Center in New York City, NY and October 31 - November 2, 2017, Santa Clara Convention Center, CA. Learn what is going on, contribute to the discussions, and ensure that your enterprise is on the right path to Digital Transformation.