|By Mark Sandstrom||
|February 18, 2013 08:00 AM EST||
Improving application program performance will require parallelizing the program execution at ever finer granularity now that the processor clock rates are no longer increasing. However, even in a per-application dedicated computing environment, the parallelization overhead is known to place a limit on how much application on-time throughput performance increase can be achieved via higher levels of parallel processing. The throughput-limiting impact of parallelization overhead will be significantly amplified when executing multiple internally parallelized applications on dynamically shared cloud computing environment, since the allocation of processing resources to instances and tasks of any given application cannot be done in isolation, but instead it needs to be done collectively across all the applications dynamically sharing the given pool of computing resources. There thus is an urgent need to solve this complex challenge of developing internally parallelized programs for dynamic execution on shared cloud computing infrastructure, if we expect to be able scale the performance and capacity of cloud hosted applications going forward.
PaaS Approach for Parallel Cloud Computing Challenges
The Need for Cross-layer Optimized Platform
For effectiveness of a parallel cloud computing platform, what is essential is how well the platform elements perform together, rather than individually. Consequently, the complex, interleaved challenges of parallel cloud application development and execution cannot be solved by any single layer or element of traditional computing architectures alone. Instead, a comprehensive, cross-layer optimized platform architecture is needed.
This new platform architecture will involve a parallel program development environment for producing application executables based on actors that can be efficiently mapped for concurrent execution on processing cores of dynamically shared manycore arrays. In addition, the parallel cloud computing platform will need an execution environment that, besides executing the program instructions on processing cores, takes care of the dynamic parallel execution routines on behalf of the applications, so that the processing cores are used for executing the actual client programs instead of system functions. If the hardware of the manycore processor fabric did not handle the parallel execution routines, eventually the system would be just managing itself rather than providing increased user application throughput as the numbers of processing cores and applications and tasks sharing them are scaled up. This difference in enabling application on-time throughput scalability is illustrated at Figures 4 and 5 (in Ch. 3 Architectural Advantages of Cross-layer Optimized Parallel Computing PaaS).
The Platform Architecture
Figure 1 below illustrates the overall architecture of the envisioned open parallel program development and execution platform as a service (PaaS).
Figure 1: Overview of the parallel cloud computing PaaS
As illustrated in Figure 1, the open parallel computing PaaS has an open-sourced parallel program development environment and a dynamic parallel execution environment. The development environment allows the platform users to produce executables of their application programs that are made of segments (tasks/actors/threads) that can execute concurrently on parallel (incl. pipelined) processing cores. The execution environment provides, besides an array of processing cores for parallel execution of the user program tasks, the capabilities to dynamically map the highest-priority ready application task instances for execution on their assigned cores. While the state (e.g. which application task instance is mapped to any given core of the shared resource pool at any given time) of the execution environment is highly dynamic during the application runtime, in the platform architecture per Figure 1, the execution environment provides for the application programs (and their developers) a virtual static view of it; any given application can assume that each of its task instances is always active and mapped to a virtual static core in an array that is virtually dedicated to that single application. The hardware automated parallel processing runtime routines of the execution environment per Figure 1 hide (to the desired level) the dynamic details of the processing hardware from the applications as well as the development environment software, thereby providing a higher level, simplified abstraction of the execution environment for the software. The raised level of the software-hardware interface per Figure 1 enables greater productivity for both realizing the much needed open, comprehensive parallel programming environment as well as for developing parallelized applications for cloud deployment, as software does not need to be concerned of the dynamic parallel execution details.
Importantly, there is the need to coordinate the various development activities concerning parallel programming and cloud computing tools etc. base technologies (e.g. languages, compilers, parallel file systems, data bases, etc.) around a common overall framework so that the individual technology elements work efficiently together, to enable high productivity development of parallelized applications for cloud deployment. ThroughPuter proposes that the elevated level of the interface to the parallel execution environment per the platform architecture of Figure 1 provides a compelling motive for why the software technology development activities for parallel cloud computing should be based on this execution environment model. More specifically, the major reasons for software ecosystem for parallel computing platform to be based on the dynamic parallel execution environment interface standard per figure include:
- Greater productivity through less low-level work: The execution environment in the platform architecture per Figure 1 automates dynamic parallel execution routines in (programmable) hardware, providing higher level application development interface for the software of the PaaS.
- Higher performance and scalability via eliminating system software overhead by hardware automation of system tasks such as optimally allocating processing core capacity, scheduling and placing application tasks for execution, inter-task communications, billing etc.
- Built-in cloud computing security from the hardware level up: unauthorized interactions between different applications simply not enabled in the hardware.
- Open source software and open standard interface between development and execution environment: users have full freedom to choose where to host the development environment as well as the parallelized application executables produced by it. Any execution environment implementation complying to the simple, open execution environment interface standard per Figure 1 is a possible hosting option so there is nothing vendor specific about this platform architecture, and users will not suffer from vendor lock-in.
Application software developers access the envisioned open parallel cloud computing PaaS through its Integrated Development Environment (IDE) to build application software optimized for parallel processing on dynamically shared cloud processors. The IDE provides a web-based program flow chart, code advisor, profiler etc. (GUI) tools to assist and automate parallelizing the users' programs. The IDE also includes the automated back-end development tool chain, incl. compiler, linker and loader programs, for building and executing the user's parallelized application in a processing hardware complying to the discussed execution environment interface standard per Figure 1. The IDE further equips the user application programs with the system software that automates and optimizes the minimal (to none) interactions between the user programs and the hardware operating system of the dynamic parallel execution environment of the parallel cloud computing PaaS.
The IDE software can be hosted with the same parallel computing PaaS as the applications it produces. This practice avoids the need for cross-compiling, and enables straightforward and rapid-cycle interactive testing, debugging and optimization of the parallelized application programs, as well as deployment and scaling releases of the user applications.
The software of the parallel cloud computing PaaS is developed and made fully available as an open-source project, and can be integrated with popular open-source IDEs. In essence, this software project is to add the parallel programming development tools to the major open source IDE and PaaS code bases, while utilizing (and further developing) the applicable existing features from them.
The openness of the promoted comprehensive parallel cloud computing PaaS, besides the open-source IDE, is also manifested via the simple, open standard interface between the development and execution environments of the PaaS architecture. This open standard interface enables any user to host the IDE as well as the parallel program executables produced by it anywhere, e.g. at the user premises, or with ThroughPuter or any 3rd party. Alternative I/PaaS providers furthermore are encouraged to support the execution/development environment interface via their respective implementations of either side or both sides of that interface. The customizable, open-source IDE and open-standard interface to the execution environment provides the users and collaborators a flexible and productive way to approach the major, must-solve parallel cloud application development and execution challenge that is facing much of the software industry and its customers.
The efficient dynamic parallel processing features - which will be critically needed as user application throughput requirements begin exceeding what is available from conventional sequential execution models, and as the parallelized applications will be cloud hosted -- of this open-source software based PaaS are delivered by an execution environment that provides the necessary, dynamic parallel execution core to application task instance allocation, task instance to core assignment, and inter-task communication capabilities. These critical parallel execution capabilities are an integrated feature in the ThroughPuter hosted commercial PaaS offering.
For reference on ThroughPuter's implementation of the dynamic parallel execution environment for the open parallel computing PaaS architecture per Figure 1, the below Figure 2 shows ThroughPuter's realtime application load adaptive manycore processor architecture, highlighting its hardware logic automated operating system functionality enabling a number of customer application programs to securely, dynamically and cost-efficiently share the processing capacity of the manycore processor hardware.
Figure 2: Reference diagram for ThroughPuter manycore processors with hardware-automated multi-user parallel processing optimized operating system.
ThroughPuter's hardware operating system, manycore fabric memory and I/O subsystems are largely responsible for the architectural security, performance and cost-efficiency benefits of the ThroughPuter PaaS. However, the IDE hides the actual execution environment features from the user; the user does not need to be aware of the novel hardware-implemented capabilities of this dynamic parallel execution environment in order to realize the performance benefits.
A possible core to application task/instance allocation scenario over a few core allocation periods (CAPs) is illustrated in Figure 3 below, along with associated highlights of the feature benefits.
Figure 3: Dynamic core to application task instance assignment scenario in the execution environment of the PaaS per Figure 1.
In reference to the dynamic core assignment scenario per Figure 3, it shall be remembered that in the PaaS architecture per Figure 1, the software does not need to be aware of the dynamic parallel execution matters, but can instead maintain a virtual static view of the execution environment where each possible application task instance is constantly mapped to its virtual dedicated core, thus simplifying both the development environment as well as the application software while improving the development productivity and runtime performance.
Architectural Advantages of Cross-layer Optimized Parallel Computing PaaS
The platform model presented here is crucial for enabling application on-time throughput performance scalability in the age of parallel cloud computing, as illustrated in Figures 4 and 5.
Figure 4: Scalability problem in parallel cloud computing due to the system software overhead.
As illustrated in Figure 4, when relying on system software for managing the parallel execution, there is a limit to scalability of cloud computing platforms in the parallel processing era, as application performance improvement begins requiring ever finer grades of intra-application parallelism (i.e. more tasks and task instances per application). This is due to that the parallel processing system software overhead (the need to dynamically coordinate and manage concurrent tasks and parallel processing resources) increases with the number of applications as well as their tasks and instances, and the number of processing cores being dynamically shared among them. When relying on system software to handle parallel execution routines, the processing capacity of a given manycore processor (array) is split between processing user applications and system software, with the rate of system software increasing with scale, at the expense of the user applications. This causes that after some point, the system-wide application processing on-time throughput (the product of number of cores and the percentage of the cores' processing capacity available for user applications) will begin decreasing as the system is scaled up (by adding processing cores and parallelized applications and their tasks sharing the cores).
To solve this fundamental challenge affecting the scalability of cloud computing in the parallel processing era, the processing hardware needs to raise up to this challenge and handle the parallel processing routines in the hardware of the manycore processors, so that the processing cores will be optimally used for processing the user applications (rather than for processing the system functions, and/or be locked to low utilization due to non-load-adaptive allocation).
The impact of the hardware automation of the parallel processing system functions in the hardware of manycore processors per Figures 1-3 is illustrated in Figure 5 below.
Figure 5: Scalability solution for parallel cloud computing delivered via automating the parallel execution system functions in hardware.
The enabling of scalability of cloud computing platforms and cloud applications' on-time processing throughput in the emerging era of (inter and intra) application parallel processing by the execution environment model per Figure 1 serves as a further compelling reason for concentrating the efforts to address the popular parallel programming challenge via the herein presented open parallel cloud computing platform model. Parties interested in collaboration to realize this much needed comprehensive, open source parallel cloud computing platform can contact ThroughPuter via email@example.com.
Relevant further material on the parallel program development and execution challenges is available at:
- Stanford University Pervasive Parallelism Laboratory
- UDel Computer Architecture and Parallel Systems Laboratory
- ThroughPuter's technology page
- These include: monitoring application processing load demands, periodically allocating processing resources (cores) among the applications based on their processing load variations and contractual entitlements, prioritizing and selecting application task instances for execution, mapping selected task instances for execution on their assigned cores and accordingly configuring the IO and memory access subsystems, arranging the inter task communications, plus contract billing based on applications' resource entitlement and usage.
- These interactions are mainly limited to the application program, via the PaaS tool-generated system software, providing to the hardware operating system of the execution environment (per Figure 1) a listing of its schedulable tasks/instances in their priority order; there is very little overhead in interacting with such hardware operating system. Where applicable, the hardware operating system of the PaaS is able to deduce the processing core demands and task/instance priority orders of the applications by itself by monitoring the input processing data load levels for the applications. This feature, where employed for a given application (or task group), will effectively eliminate all the parallelization system software overhead for the given application (task group).
SYS-CON Events announced today that Ciqada will exhibit at SYS-CON's @ThingsExpo, which will take place on June 9-11, 2015, at the Javits Center in New York City, NY. Ciqada™ makes it easy to connect your products to the Internet. By integrating key components - hardware, servers, dashboards, and mobile apps - into an easy-to-use, configurable system, your products can quickly and securely join the internet of things. With remote monitoring, control, and alert messaging capability, you will meet your customers' needs of tomorrow - today! Ciqada. Let your products take flight. For more inform...
Apr. 27, 2015 04:00 PM EDT Reads: 1,934
WebRTC is an up-and-coming standard that enables real-time voice and video to be directly embedded into browsers making the browser a primary user interface for communications and collaboration. WebRTC runs in a number of browsers today and is currently supported in over a billion installed browsers globally, across a range of platform OS and devices. Today, organizations that choose to deploy WebRTC applications and use a host machine that supports audio through USB or Bluetooth can use Plantronics products to connect and transit or receive the audio associated with the WebRTC session.
Apr. 27, 2015 04:00 PM EDT Reads: 1,913
The best mobile applications are augmented by dedicated servers, the Internet and Cloud services. Mobile developers should focus on one thing: writing the next socially disruptive viral app. Thanks to the cloud, they can focus on the overall solution, not the underlying plumbing. From iOS to Android and Windows, developers can leverage cloud services to create a common cross-platform backend to persist user settings, app data, broadcast notifications, run jobs, etc. This session provides a high level technical overview of many cloud services available to mobile app developers, includi...
Apr. 27, 2015 04:00 PM EDT Reads: 1,429
SYS-CON Media announced today that @WebRTCSummit Blog, the largest WebRTC resource in the world, has been launched. @WebRTCSummit Blog offers top articles, news stories, and blog posts from the world's well-known experts and guarantees better exposure for its authors than any other publication. @WebRTCSummit Blog can be bookmarked ▸ Here @WebRTCSummit conference site can be bookmarked ▸ Here
Apr. 27, 2015 04:00 PM EDT Reads: 2,515
There are lots of challenges in IoT around secure, scalable and business friendly infrastructure for enterprises. For large corporations, IoT implementations are one of the top priorities of the decade. All industries are seeing a competitive need to sustain by investing in IoT initiatives. The value addition comes from improved customer service, innovative product and additional revenue streams. The data from these IP-connected devices can be leveraged for a variety of business applications as well as responsive action controls. The various architectural building blocks of an IoT ...
Apr. 27, 2015 04:00 PM EDT
Health care systems across the globe are under enormous strain, as facilities reach capacity and costs continue to rise. M2M and the Internet of Things have the potential to transform the industry through connected health solutions that can make care more efficient while reducing costs. In fact, Vodafone's annual M2M Barometer Report forecasts M2M applications rising to 57 percent in health care and life sciences by 2016. Lively is one of Vodafone's health care partners, whose solutions enable older adults to live independent lives while staying connected to loved ones. M2M will continue to gr...
Apr. 27, 2015 03:00 PM EDT Reads: 1,535
Chuck Piluso will present a study of cloud adoption trends and the power and flexibility of IBM Power and Pureflex cloud solutions. Speaker Bio: Prior to Data Storage Corporation (DSC), Mr. Piluso founded North American Telecommunication Corporation, a facilities-based Competitive Local Exchange Carrier licensed by the Public Service Commission in 10 states, serving as the company's chairman and president from 1997 to 2000. Between 1990 and 1997, Mr. Piluso served as chairman & founder of International Telecommunications Corporation, a facilities-based international carrier licensed by t...
Apr. 27, 2015 03:00 PM EDT
Dave will share his insights on how Internet of Things for Enterprises are transforming and making more productive and efficient operations and maintenance (O&M) procedures in the cleantech industry and beyond. Speaker Bio: Dave Landa is chief operating officer of Cybozu Corp (kintone US). Based in the San Francisco Bay Area, Dave has been on the forefront of the Cloud revolution driving strategic business development on the executive teams of multiple leading Software as a Services (SaaS) application providers dating back to 2004. Cybozu's kintone.com is a leading global BYOA (Build Your O...
Apr. 27, 2015 02:00 PM EDT Reads: 1,579
As enterprises move to all-IP networks and cloud-based applications, communications service providers (CSPs) – facing increased competition from over-the-top providers delivering content via the Internet and independently of CSPs – must be able to offer seamless cloud-based communication and collaboration solutions that can scale for small, midsize, and large enterprises, as well as public sector organizations, in order to keep and grow market share. The latest version of Oracle Communications Unified Communications Suite gives CSPs the capability to do just that. In addition, its integration ...
Apr. 27, 2015 01:30 PM EDT Reads: 4,429
The IoT Bootcamp is coming to Cloud Expo | @ThingsExpo on June 9-10 at the Javits Center in New York. Instructor. Registration is now available at http://iotbootcamp.sys-con.com/ Instructor Janakiram MSV previously taught the famously successful Multi-Cloud Bootcamp at Cloud Expo | @ThingsExpo in November in Santa Clara. Now he is expanding the focus to Janakiram is the founder and CTO of Get Cloud Ready Consulting, a niche Cloud Migration and Cloud Operations firm that recently got acquired by Aditi Technologies. He is a Microsoft Regional Director for Hyderabad, India, and one of the f...
Apr. 27, 2015 12:00 PM EDT Reads: 1,678
The 17th International Cloud Expo has announced that its Call for Papers is open. 17th International Cloud Expo, to be held November 3-5, 2015, at the Santa Clara Convention Center in Santa Clara, CA, brings together Cloud Computing, APM, APIs, Microservices, Security, Big Data, Internet of Things, DevOps and WebRTC to one location. With cloud computing driving a higher percentage of enterprise IT budgets every year, it becomes increasingly important to plant your flag in this fast-expanding business opportunity. Submit your speaking proposal today!
Apr. 27, 2015 12:00 PM EDT Reads: 2,329
While not quite mainstream yet, WebRTC is starting to gain ground with Carriers, Enterprises and Independent Software Vendors (ISV’s) alike. WebRTC makes it easy for developers to add audio and video communications into their applications by using Web browsers as their platform. But like any market, every customer engagement has unique requirements, as well as constraints. And of course, one size does not fit all. In her session at WebRTC Summit, Dr. Natasha Tamaskar, Vice President, Head of Cloud and Mobile Strategy at GENBAND, will explore what is needed to take a real time communications ...
Apr. 27, 2015 12:00 PM EDT Reads: 1,801
SYS-CON Media announced today that @ThingsExpo Blog launched with 7,788 original stories. @ThingsExpo Blog offers top articles, news stories, and blog posts from the world's well-known experts and guarantees better exposure for its authors than any other publication. @ThingsExpo Blog can be bookmarked. The Internet of Things (IoT) is the most profound change in personal and enterprise IT since the creation of the Worldwide Web more than 20 years ago.
Apr. 27, 2015 11:00 AM EDT Reads: 2,573
The world's leading Cloud event, Cloud Expo has launched Microservices Journal on the SYS-CON.com portal, featuring over 19,000 original articles, news stories, features, and blog entries. DevOps Journal is focused on this critical enterprise IT topic in the world of cloud computing. Microservices Journal offers top articles, news stories, and blog posts from the world's well-known experts and guarantees better exposure for its authors than any other publication. Follow new article posts on Twitter at @MicroservicesE
Apr. 27, 2015 11:00 AM EDT Reads: 2,117
SYS-CON Events announced today that robomq.io will exhibit at SYS-CON's @ThingsExpo, which will take place on June 9-11, 2015, at the Javits Center in New York City, NY. robomq.io is an interoperable and composable platform that connects any device to any application. It helps systems integrators and the solution providers build new and innovative products and service for industries requiring monitoring or intelligence from devices and sensors.
Apr. 27, 2015 11:00 AM EDT Reads: 2,105
Containers and microservices have become topics of intense interest throughout the cloud developer and enterprise IT communities. Accordingly, attendees at the upcoming 16th Cloud Expo at the Javits Center in New York June 9-11 will find fresh new content in a new track called PaaS | Containers & Microservices Containers are not being considered for the first time by the cloud community, but a current era of re-consideration has pushed them to the top of the cloud agenda. With the launch of Docker's initial release in March of 2013, interest was revved up several notches. Then late last...
Apr. 27, 2015 11:00 AM EDT Reads: 2,892
Wearable technology was dominant at this year’s International Consumer Electronics Show (CES) , and MWC was no exception to this trend. New versions of favorites, such as the Samsung Gear (three new products were released: the Gear 2, the Gear 2 Neo and the Gear Fit), shared the limelight with new wearables like Pebble Time Steel (the new premium version of the company’s previously released smartwatch) and the LG Watch Urbane. The most dramatic difference at MWC was an emphasis on presenting wearables as fashion accessories and moving away from the original clunky technology associated with t...
Apr. 27, 2015 11:00 AM EDT Reads: 2,117
SYS-CON Events announced today that Litmus Automation will exhibit at SYS-CON's 16th International Cloud Expo®, which will take place on June 9-11, 2015, at the Javits Center in New York City, NY. Litmus Automation’s vision is to provide a solution for companies that are in a rush to embrace the disruptive Internet of Things technology and leverage it for real business challenges. Litmus Automation simplifies the complexity of connected devices applications with Loop, a secure and scalable cloud platform.
Apr. 27, 2015 11:00 AM EDT Reads: 1,758
In 2015, 4.9 billion connected "things" will be in use. By 2020, Gartner forecasts this amount to be 25 billion, a 410 percent increase in just five years. How will businesses handle this rapid growth of data? Hadoop will continue to improve its technology to meet business demands, by enabling businesses to access/analyze data in real time, when and where they need it. Cloudera's Chief Technologist, Eli Collins, will discuss how Big Data is keeping up with today's data demands and how in the future, data and analytics will be pervasive, embedded into every workflow, application and infra...
Apr. 27, 2015 11:00 AM EDT Reads: 1,478
From telemedicine to smart cars, digital homes and industrial monitoring, the explosive growth of IoT has created exciting new business opportunities for real time calls and messaging. In his session at @ThingsExpo, Ivelin Ivanov, CEO and Co-Founder of Telestax, shared some of the new revenue sources that IoT created for Restcomm – the open source telephony platform from Telestax. Ivelin Ivanov is a technology entrepreneur who founded Mobicents, an Open Source VoIP Platform, to help create, deploy, and manage applications integrating voice, video and data. He is the co-founder of TeleStax, a...
Apr. 27, 2015 11:00 AM EDT Reads: 5,181