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C90-06A - Cloud Architecture Lab - BrainDump Information

Vendor Name : SOA
Exam Code : C90-06A
Exam Name : Cloud Architecture Lab
Questions and Answers : 15 Q & A
Updated On : December 13, 2018
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C90-06A exam Dumps Source : Cloud Architecture Lab

Test Code : C90-06A
Test Name : Cloud Architecture Lab
Vendor Name : SOA
Q&A : 15 Real Questions

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SOA SOA Cloud Architecture Lab

5 simple SOA ideas that nevertheless observe to microservices | killexams.com Real Questions and Pass4sure dumps

Cloud computing and virtualization prepared the ground for the emergence of microservices, however neither brought about the demise...

of definite SOA concepts. to peer where both align, take a step lower back from the details of implementation, and take a look at the merits.

The mission of SOA

carrier-oriented structure (SOA) development addressed the onrush of true networked software. For 50 years, developers usually constructed utility from modules that have been constantly a part of a larger monolithic utility. advancements in networking introduced forth the possibility of distributing, scaling and redeploying accessories as obligatory.

The simple SOA model aimed to capitalize on these networking developments in an effort to distribute application add-ons, find components via a listing carrier and fix them without sacrificing safety or reliability. accessories might now deliver features to other add-ons and applications, alternate requests and responses over a community, and use an API broking service to discover one a different.

Componentization

SOA and microservices share the thought of componentization. each architectures presume that functions will divide into add-ons and that a community connection will link those components.

Componentization allows work to spread across distinctive servers, which improves performance. It also helps group development when you consider that accessories be part of at a common, well-defined interface.

If we reinvented SOA today from scratch, we would essentially obviously invent microservices instead.

SOA also based the conception of network coupling, which makes a speciality of the capacity for an structure to deal with a component accessed via a community connection as even though it turned into a native element. SOA implementations customarily executed this through an evolved version of the historic remote process name, called simple Object access Protocol.

in contrast, microservices use the web-oriented leisure model. This change with no trouble displays changes in programming practices brought about by using the information superhighway. relaxation calls the features substances, the place SOA calls them objects, however the two are identical.

Integration and discovery

community coupling is additionally linked to the inspiration of discovery and late binding. A element doesn't integrate at building time -- which would be called early binding -- but somewhat connects at runtime, which entails a discovery procedure for the interface to the element, accepted because the API.

With SOA, the discovery process links to the standard Description, Discovery and Integration (UDDI) listing, whereas microservices use an API broker for a similar mission. This integration and discovery mannequin makes it handy to exchange a service devoid of interfering with the rest of the utility or related functions.

carrier independence

one other one of the SOA concepts that nevertheless applies in microservices is language independence. capabilities don't should use the equal programming language, middleware or OS so long as they guide the commonplace API.

Microservices are somewhat more independent of every different, considering the fact that the RESTful APIs best use standard web-related tools and programming conventions. This implementation independence helps with code reuse and helps disperse work across the widest range of servers.

service classification

SOA ideas brought the suggestion of distinct classifications of capabilities. largely, capabilities can assist a company function, comparable to order entry, or a platform function, like journaling for compliance logging. Some SOA documents in fact define four specific service classes, additional dividing the useful side of the model.

Microservices additionally follows this provider classification precept. however, SOA functions are customarily more specific, whereas microservices typically classify services through the facets they provide in preference to how they may be invoked and structured.

Orchestration

yet another SOA theory that remains with microservices is the thought of software orchestration. With SOA, most purposes had been developed round a service bus that supplied message steering based on company guidelines, commonly authored within the business method Execution Language.

functions linked to microservices can use numerous tools for orchestration, together with the API broker, a storefront element or perhaps a cell app.

The exact modifications

SOA and microservices frequently vary greater on implementation than on principle. As a matter of practice rather than coverage, most SOA purposes are developed around an enterprise carrier bus that now not simplest offers work steering inside an software, however also between related functions. SOA principles arguably subordinate componentization to inside particular purposes, but this is greater a depend of observe, as referred to.

an additional subtle implementation change is that microservices are pretty much infrastructure tools as opposed to software equipment. SOA creates primary features, but with microservices, the add-ons are as separated as sites are on the information superhighway. there's often extra reuse of microservices amongst functions, making it extra critical to manage the APIs and extra intricate to depend on application-selected models of deployment, redeployment and scaling.

If we reinvented SOA today from scratch, we would virtually definitely invent microservices as an alternative. it really is now not as a result of microservices are completely distinctive and new, but because they clear up a long-standing problem rooted in software and networking ideas. SOA solved most of these complications in its time, and the primary principles it delivered are just as legitimate today.


Microservices vs SOA: what's the change? | killexams.com Real Questions and Pass4sure dumps

be trained why microservices are breaking traditional APM equipment that had been built for monoliths.

in the outdated weblog, "what's Microservices," you bought to understand that SOA and microservices, which have distributed architectures, present significant benefits over monolithic structure. during this weblog, i will be able to clarify layered-based architectures and inform you the change between microservices and SOA architecture.

before we dive into the variations between microservices and SOA, let me just let you know the primary changes between monolithic architecture, SOA, and microservices:

Monolithic vs SOA vs Microservices - SOA vs Microservices - Edureka

In layman's terms, a monolith is corresponding to a huge container wherein all the software components of an utility are assembled collectively and tightly packaged.

provider-oriented architecture is virtually a group of functions. These capabilities talk with each other. The conversation can involve either standard information passing or two or extra functions coordinating some exercise. Some capacity of connecting services to each different is needed.

Microservices, aka microservice architecture, is an architectural vogue that structures an software as a group of small self sufficient services modeled round a business domain.

that you can also watch the beneath video, where our microservice architecture skilled has explained the variations between microservices architecture and SOA.

Edureka Microservices vs SOA Tutorial

Now, allow us to see the key adjustments between microservices and SOA:

Microservices vs SOA

When evaluating microservices to SOA, they both rely on functions because the leading component, however they vary enormously in terms of carrier characteristics.

service Oriented architecture

SOA defines four primary carrier types, as depicted below:

SOA Architecture - Microservices vs SOA - Edureka

company services:

  • Coarse-grained functions that define core company operations.
  • Represented through XML, enterprise manner Execution Language (BPEL), and others.
  • enterprise features:

  • put in force the functionality defined by means of company services.
  • chiefly rely on software capabilities and infrastructure functions to fulfill enterprise requests.
  • software capabilities:

  • exceptional-grained capabilities that are restrained to a specific software context.
  • A dedicated person interface can directly invoke the services.
  • Infrastructure features:

  • put in force non-purposeful initiatives similar to authentication, auditing, protection, and logging.
  • will also be invoked from either application features or commercial enterprise services.
  • Microservices have constrained provider taxonomy. They encompass two provider forms, as depicted under.

    Microservices Architecture - microservices vs SOA - Edureka

    practical features:

  • assist selected business operations.
  • accessing of capabilities is finished externally and these features are not shared with other features.
  • As in SOA, infrastructure capabilities put in force projects equivalent to auditing, protection, and logging.
  • in this, the functions don't seem to be unveiled to the outdoor world.
  • foremost alterations Between SOA and MSA Microservices vs SOA architecture - Microservices vs SOA - Edureka SOA MSA Follows “share-as-a great deal-as-feasible” structure approach Follows “share-as-little-as-viable” architecture method magnitude is on company functionality reuse value is on the thought of “bounded context” they have general governance and standardsThey focal point on americans, collaboration and freedom of other alternate options uses commercial enterprise carrier bus (ESB) for communication elementary messaging device They help multiple message protocols They use lightweight protocols equivalent to HTTP/relaxation and many others. Multi-threaded with extra overheads to deal with I/O Single-threaded continually with the use of adventure Loop features for non-locking I/O coping with Maximizes application carrier reusability specializes in decoupling typical Relational Databases are extra frequently used contemporary Relational Databases are more frequently used a scientific alternate requires modifying the monolith a systematic change is to create a brand new service DevOps / continuous start is fitting established, however no longer yet mainstream effective focus on DevOps / continuous birth essential variations Between Microservices and SOA in element
  • service Granularity: carrier accessories inside a microservices architecture are frequently single-aim features that do one issue really, definitely smartly. With SOA, service components can latitude in measurement anyplace from small utility functions to very tremendous business services. in fact, it's general to have a service part inside SOA represented with the aid of a big product or perhaps a subsystem.
  • element Sharing: component sharing is likely one of the core tenets of SOA. As a count number of truth, part sharing is what enterprise capabilities are all about. SOA enhances part sharing, whereas MSA tries to lower on sharing through “bounded context.” A bounded context refers back to the coupling of a element and its facts as a single unit with minimal dependencies. As SOA relies on assorted functions to satisfy a business request, techniques constructed on SOA are more likely to be slower than MSA.
  • Middleware vs API layer: The microservices architecture pattern typically has what is known as an API layer, whereas SOA has a messaging middleware part. The messaging middleware in SOA presents a number of additional capabilities no longer present in MSA, together with mediation and routing, message enhancement, message, and protocol transformation. MSA has an API layer between functions and service consumers.
  • faraway features: SOA architectures rely on messaging (AMQP, MSMQ) and soap as simple remote entry protocols. Most MSAs rely on two protocols – relaxation and simple messaging (JMS, MSMQ), and the protocol present in MSA is usually homogeneous.
  • Heterogeneous interoperability: SOA promotes the propagation of multiple heterogeneous protocols via its messaging middleware part. MSA attempts to simplify the structure pattern through reducing the variety of selections for integration. if you'd like to combine a number of programs the usage of diverse protocols in a heterogeneous atmosphere, you deserve to agree with SOA. If all of your capabilities can be exposed and accessed through the same faraway access protocol, then MSA is a more robust alternative.
  • in the end, i will be able to say it is not that simple to tell which architecture is better than a different. It above all depends upon the purpose of the utility you're constructing. SOA is stronger appropriate for gigantic and sophisticated business utility environments that require integration with many heterogeneous applications; smaller purposes don't seem to be an excellent healthy for SOA as they don’t need a messaging middleware element. Microservices, however, are more suitable acceptable for smaller and neatly-partitioned, web-based systems by which microservices give you an awful lot more advantageous control as a developer. The conclusion is that due to the fact they each have distinctive structure qualities, it in particular is dependent upon the purpose of the software you are constructing.

    topics:

    microservices ,soa ,monolith


    Accenture Unveils Initiative to accelerate Innovation in carrier-Oriented architecture | killexams.com Real Questions and Pass4sure dumps

    New R&D activity a part of $450 million dedication to SOA initiative

    CHICAGO; July 19, 2006 – Accenture (NYSE: ACN) plans to invest $450 million over the subsequent three years to speed up the boom of its carrier-oriented structure (SOA) capabilities.

    the trouble, aimed toward assisting corporations understand the entire merits of carrier-oriented structure, contains a brand new R&D lab, a blueprint for SOA implementation, and expanding Accenture’s portfolio of cross-trade offerings.

    The aim of the new lab, the Accenture technology Lab for SOA Innovation, is to accelerate the construction of SOA applications custom-made for certain industries, including healthcare and fiscal features. The lab’s innovations — together with new equipment and strategies — will help reshape legacy computing device techniques into functions that deliver the whole benefits of a service-oriented structure. The lab could be a joint effort between all 4 of Accenture’s analysis and construction amenities, which are located in Chicago, Palo Alto (Calif.), Sophia Antipolis (France) and Bangalore (India).

    Accenture has also developed a blueprint for SOA implementation, comprising a scale that divides implementation into four stages. Accenture believes that the majority SOA initiatives today fall into the first two degrees. Maturation begins in the third degree, with full advantages realized in level 4. The lab will make contributions to the building of degree-four functions.

    “we're establishing stage-4 SOA functions and will use the talents won to increase our strategies, methods and tools to assist our purchasers,” observed Don Rippert, Accenture’s chief expertise officer. “Of route, fundamental computing architectures don’t trade overnight. The tipping factor in SOA’s evolution will arrive when it enables agencies to build solutions assembled from reusable modules.”

    SOA refers to a standardized interface between application, enabling an application — usually web-based mostly — to make use of the capabilities or capabilities of a different internet-primarily based application. in contrast to present-day monolithic functions, SOA-based mostly options are assembled from utility modules designed to be reused repeatedly. due to this fact, there’s no need to beginning from scratch when establishing new functions.

    one of the basic projects of the new lab might be building reusable modules through the use of area-specific language and model-pushed building. In mannequin-driven building, functions are written in enterprise language, in its place of desktop languages. The area-certain enterprise language immediately converts it into computing device code. The language is designed to be effective for a selected set of business initiatives.

    an extra purpose of the lab is to determine capabilities SOA problems all the way through building and handle them earlier than SOA solutions are commercialized. The finished nature of the testing is expected to identify and fix limitations and gaps early on, thereby eventually enabling the implementation of level-four SOA purposes.

    The lab will at the start focus on the healthcare trade, with a pioneering challenge geared toward integrating the numerous steps of filling a prescription, which encompass credit-checking, billing code era, and chance assessment. The “e-prescription” project seeks to prove the feasibility of such SOA solutions using utility and tools attainable today. “If this or identical initiatives aren’t feasible, we want our shoppers to understand,” observed Rippert.

    Accenture’s SOA portfolio of move-business offerings are designed to enhanced permit shoppers to adapt their SOA environment to the fourth — and most-industrialized — part. several of those choices have already been carried out and are delivering outcomes to valued clientele these days.

    One illustration is the Accenture SOA assessment and Roadmap providing, which is designed to assist agencies and groups outline prudent, instant steps toward developing an excellent enterprise case to demonstrate possible benefits of SOA. amongst different issues, this providing bundles Accenture’s pass-trade SOA event with assessment fashions, diagnostics and a roadmap starter kit to supply IT and business executives with the purposeful analytical equipment to assist them have in mind their readiness and gaps after which identify and prioritize SOA initiatives.

    “In our work on more than 250 SOA-related engagements with purchasers, we take a realistic approach to SOA as a enterprise difficulty, no longer just a expertise situation," said David Nichols, an government associate and the world SOA lead in Accenture’s know-how & start neighborhood. “That’s one reason why our new lab is focusing on actual, trade-specific applications. The lab’s findings will add to Accenture’s start property and service choices, forming the basis for our SOA capabilities.”

    other facets of Accenture’s SOA initiative encompass the Experimental application atmosphere. It should be used as a look at various bed within the Accenture expertise Lab for SOA Innovation, working experiments on SOA and application and evaluating open supply and business construction.

    “The initiative announced today consolidates the aggressive SOA strategy Accenture has lengthy been pursuing,” talked about Rippert. ”We seem forwarding to bringing our industry talents to undergo on SOA and sharing the effects with our shoppers.”

    About AccentureAccenture is a worldwide management consulting, know-how features and outsourcing business. dedicated to supplying innovation, Accenture collaborates with its valued clientele to support them become excessive-performance organizations and governments. With deep business and company procedure talents, vast world resources and a confirmed tune record, Accenture can mobilize the right individuals, knowledge and applied sciences to help valued clientele enrich their performance. With more than 133,000 individuals in 48 nations, the business generated net revenues of US$15.fifty five billion for the fiscal year ended Aug. 31, 2005. Its domestic web page is www.accenture.com.




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    Marvell Awarded Los Alamos National Laboratory Research and Development Contract to Accelerate Advanced Server Technology Development | killexams.com real questions and Pass4sure dumps

    SANTA CLARA, Calif., Nov. 12, 2018 /PRNewswire/ -- Marvell® (MRVL) today announced that it has been awarded funding from Los Alamos National Laboratory to accelerate the architecture, design and development of advanced server technology required for more efficient usable operations per second per watt or operations per second per dollar of programmer time. With this funding, Marvell will focus on advancing key areas of system architecture and silicon design that maximize the efficiency and overall performance of large-scale supercomputers that are critical for the most demanding and complex problems in science and research. Key technology elements to be addressed include processor core design, enhanced memory technology and optimized processor interconnect architecture.

    Improving computing efficacy is critical for future United States Department of Energy high performance computing (HPC) systems. As the nation's nuclear stockpile moves further from the nuclear test base due to aging, remanufactured components, and Life Extension Programs (LEPs), the need for efficient predictive simulation is becoming increasingly urgent. Potential Advanced Technology (AT) systems in 2021 and beyond envisioned by the Advanced Simulation and Computing (ASC) Program will be critical to the success of the National Nuclear Security Administration (NNSA) Stockpile Stewardship Program (SSP) and the current and planned LEP activities. Having more efficient computing options for extreme scale, multi-physics weapons simulations is at the heart of this collaborative effort. 

    Marvell will leverage its experience and expertise in delivering the currently shipping Marvell ThunderX2® processor, which is the leading Arm®-based processor in the HPC industry and is currently deployed at the Los Alamos National Laboratory running classified simulation codes in support of the SSP. The collaboration with LANL will leverage extreme-scale, complex simulation expertise and provide some of the most demanding simulation workload needs for next-generation processor technologies to tackle.

    "The funding from Los Alamos National Laboratory, combined with our ongoing technical collaboration, will further accelerate our designs and innovations for our future server products," said Gopal Hegde, vice president and general manager, Server Processor Business Unit at Marvell Semiconductor, Inc. "Marvell has demonstrated the ability to consistently deliver high performance Arm-based server SoC solutions. ThunderX2, our second-generation Arm-based server processor, combines high compute performance with best-in-class memory bandwidth, memory capacity and rich IO configurations to deliver compelling performance for a variety of cloud and HPC applications, and is the industry's most widely adopted Arm-based server processor. We look forward to working with Los Alamos in this next phase of exciting technology development."

    "This collaborative and integrated development activity between LANL and Marvell is the first step toward creating a variety of new architectural components which will enable LANL's goal of creating or enabling a family of system elements which are centrally focused on efficient mission-centric computing which is naturally the focus of the new LANL-led Efficient Mission Centric Computing Consortium (EMC3)," said Stephen Poole, LANL senior architect. "All of these activities will utilize a more balanced co-design process where system elements move toward application needs at least as far if not farther than applications have to move toward systems element design, and all target being integrated into potential future systems from multiple processor/component vendors and integrators. Though the enhancements and new capabilities are strategically targeted at addressing LANL complex simulation needs, they will certainly apply to many other complex computing needs."

    About Los Alamos National Laboratory (www.lanl.gov) Los Alamos National Laboratory, a multidisciplinary research institution engaged in strategic science on behalf of national security, is operated by Triad, a public service oriented, national security science organization equally owned by its three founding members: Battelle Memorial Institute (Battelle), the Texas A&M University System (TAMUS), and the Regents of the University of California (UC) for the Department of Energy's National Nuclear Security Administration.

    Story Continues

    Los Alamos enhances national security by ensuring the safety and reliability of the U.S. nuclear stockpile, developing technologies to reduce threats from weapons of mass destruction, and solving problems related to energy, environment, infrastructure, health, and global security concerns.

    About MarvellMarvell first revolutionized the digital storage industry by moving information at speeds never thought possible. Today, that same breakthrough innovation remains at the heart of the company's storage, processing, networking, security and connectivity solutions. With leading intellectual property and deep system-level knowledge, Marvell's semiconductor solutions continue to transform the enterprise, cloud, automotive, industrial, and consumer markets. To learn more, visit: https://www.marvell.com/

    Marvell, the M logo and ThunderX2 are registered trademarks of Marvell and/or its affiliates. All other company names, product names, and service names mentioned herein may be trademarks of their respective companies.

    Marvell Media Relations

    Kristin HehirSenior Manager, Public Relations408-222-8744kristinh@marvell.com

    Hanna KangSenior Manager, Public Relations408-222-3780hhkang@marvell.com

    Marvell is a world leader in storage, cloud infrastructure, Internet of Things (IoT), connectivity and multimedia semiconductor solutions. (PRNewsfoto/Marvell Technology Group Ltd.)

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    View original content to download multimedia:http://www.prnewswire.com/news-releases/marvell-awarded-los-alamos-national-laboratory-research-and-development-contract-to-accelerate-advanced-server-technology-development-300748068.html


    VMware and IBM announce hybrid cloud collaboration | killexams.com real questions and Pass4sure dumps

    VMware and IBM have announced new offerings to help accelerate enterprise hybrid cloud adoption. This includes a new IBM Services offering to help migrate and extend mission-critical VMware workloads to the IBM Cloud, and new integrations to help enterprises to modernize applications with Kubernetes and containers.

    The solutions have been announced at the VMworld event.

    IBM and VMware are delivering new solutions to help enterprises accelerate hybrid cloud adoption without incurring the cost and risk typically associated with retooling operations, re-architecting applications and re-designing security policies.

    IBM is enabling a fully automated, highly available managed global cloud architecture for mission-critical VMware workloads designed to help enterprises prevent downtime for cloud applications and automate failovers within an IBM Cloud region. This architecture will be managed by IBM Services and can be deployed across IBM Cloud's 18 availability zones in the U.S., Europe and Asia-Pacific.

    The IBM solution will support mission critical workloads at a targeted aggregate availability of 99.99%, which is higher than many clients can currently achieve with on-premises environments. The solution includes IBM Cloud infrastructure, VMware software-defined data centre technologies, Intel Optane DC SSD and IBM Services that cover a variety of enterprise needs including networks, storage, resiliency and other tools built for monitoring and troubleshooting cloud applications.

    Additionally, IBM and VMware announced new technology collaborations to help enterprises to modernize applications with containers regardless of whether they are deploying on-premises, in the private cloud or in the public cloud. 

    IBM Cloud Private Hosted can now be installed on VMware vCenter Server on IBM Cloud, which supports the management and orchestration of virtual machines and containers within a common security model and private network. With IBM Cloud Private Hosted on VMware vCenter Server, clients can containerize stateless components of a virtualized application while maintaining stateful components such as databases within the virtual machine. It also enables clients to modernize applications with the IBM Cloud Private catalogue of services including Blockchain, AI and event services, among many others.

    In addition to IBM Cloud Private Hosted, IBM Cloud for VMware Solutions are now integrated with the IBM Cloud Kubernetes Service, which provides a fully managed Kubernetes environment so customers can concentrate on application development.

    To provide a unified networking solution that will bridge IBM Cloud Private and the IBM Cloud Kubernetes Service, IBM is expanding use of virtual cloud networking with the adoption of VMware NSX-T Data Center. As the foundation for a software-based network architecture that delivers services to applications and data wherever they are located, NSX-T provides consistent networking and security for all deployment models, including VM, containerized and bare metal. NSX-T has been validated by IBM as a supported network stack for IBM Cloud Private.

    To support on-premises workloads, VMware vRealize Operations is now available on IBM Power Systems. With VMware vRealize Operations for Power, IT managers can monitor a heterogenous infrastructure from a single dashboard, allowing them to more efficiently allocate resources and free them from the time-consuming process of switching between multiple tools to manage a sprawling infrastructure.

    IBM and VMware also announced that VMware will use Watson to help improve customer service across VMware support portals. Instead of static drop downs, now VMware customers can leverage Watson to quickly and easily communicate with the portal in natural language. Watson is designed to detect product type and version, analyze issues and match those issues with an expert engineer for faster resolution and a better customer support experience.

    IBM and VMware remain committed to delivering new solutions and services to help enterprises advance their cloud journey. VMware CEO Pat Gelsinger, and Arvind Krishna, Senior Vice President, Hybrid Cloud, announced at VMworld the formation of a Joint Innovation Lab with dedicated engineers that will bring even more game changing solutions and services.

    "The VMware and IBM partnership builds upon the strengths of both companies. VMware is relied upon by virtually every large enterprise today, including 100 percent of the Fortune 100. Today these organizations can easily and securely extend these workloads into IBM's global public cloud using Hybrid Cloud Extension for large-scale bulk migration and bi-directional application mobility," said Pat Gelsinger, chief executive officer, VMware. "Now with the latest advancements in our relationship, we're making it possible for customers to move, modernize and operate any application - VM or containerized, traditional or mission-critical - in the IBM Cloud.

    "Today's announcement is a testament to our successful and long-standing partnership with VMware that has yielded remarkable business results for thousands of clients globally on their path to digital transformation," said Martin Jetter, senior vice president, Global Technology Services, IBM. "With these new services and solutions, enterprises can migrate and modernize their most important VMWare workloads on the IBM Cloud in a highly secure, open, multi-cloud environment. Our goal is to help clients reduce risk and prevent any disruptions in a cloud environment so they can remain laser focused on innovation."


    Nvidia Pulls All Of The AI Pieces Together | killexams.com real questions and Pass4sure dumps

    More than five years ago, Nvidia, driven by its co-founder and CEO, Jensen Huang, turned its considerable focus to developing technologies for the revitalized and burgeoning artificial intelligence space.

    Having successfully driven the company’s GPUs into the datacenter as HPC application accelerators to improve the performance of systems while keeping a lid on the power consumption – due in large part to the introduction of CUDA – Huang at the time said the future in HPC and enterprise computing laid in the ability to harness the capabilities of AI, and that the parallel computing capabilities of Nvidia’s GPU would be foundational to that effort. As Moore’s Law continues to slow, the industry needed ways to continue to accelerate performance.

    Fast forward to the present, and Nvidia has become a central player in AI and such subsets as machine learning and deep learning, certainly on the training of neural networks and increasingly in inference. The company three years ago jumped into the deep learning arena with product likes Tegra X, a 256-core GPU that brought a terabyte of processing power to deep learning workloads, and the GeForce GTX Titan X for training neural networks, and over the years followed by the Drive PX 2 for Ai in automobiles, the Tesla V100 GPU based on the Volta architecture and powering the company’s hybrid GPU-CPU DGX supercomputers for AI.

    The strategy has been around both hardware and software, from the TensorRT inference software – TensorRT 4 was released in the second quarter – and the Nvidia GPU Cloud (NGC) catalog of integrated containers optimized to run on the company’s GPUs to the Tesla P4 and P40 accelerators that launched two years ago with machine learning inference in mind and, more recently, the T4 Tensor Core GPU that was released a couple of months ago and that Huang displayed during his keynote address this week at the SC18 show in Dallas (below).

    The company is bringing its DGX-2 technology to its HGX-2 server platform so that OEM and ODM partners can integrate it into their own designs. The first of the DGX-2 systems, which each include 16 Tesla V100 GPUs linked through Nvidia’s NVSwitch technology and provide more than 2 petaflops of compute power, will be delivered to a number of institutions, including the Oak Ridge National Laboratory, Sandia National Laboratories, and Brookhaven National Laboratory, and Pacific Northwest National Laboratory.

    Huang and other executives have said that AI, machine learning, deep learning and other AI technologies have been good for business. In the second quarter, the company’s datacenter business generated $760 million in revenue, an 83 percent year-over-year increase, driven in large part by demand from hyperscalers whose cloud services are increasingly leveraging AI techniques, according to chief financial officer Collette Kress.

    “Our GPUs power real-time services such as search, voice recognition, voice synthesis, translation, recommender engines, fraud detection, and retail applications,” Kress said during a conference call in August. “We also saw growing adoption of our AI and high-performance computing solutions by vertical industries, representing one of the fastest areas of growth in our business.”

    During the same call, Huang said that inference in particular would become a key part of the datacenter business.

    “There are 30 million servers around the world in the cloud, and there are a whole lot more in enterprises,” Huang said. “I believe that almost every server in the future will be accelerated. And the reason for that is because artificial intelligence and deep learning software and neural net models are going to prediction models, are going to be infused into software everywhere. And acceleration has proven to be the best approach going forward. We’ve been laying the foundations for inferencing for a couple or two, three years. And as we have described at GTCs, inference is really, really complicated. And the reason for that is you have to take the output of these massive, massive networks that are output of the training frameworks and optimize it. This is probably the largest computational graph optimization problem that world has ever seen.”

    After years of building out the hardware and software portfolio for AI workloads, Huang came to the SC18 show to talk about how those technologies continue to be embraced by cloud providers and other tech vendors and how accelerated computing continues to grow in an evolving HPC field. He noted that the V100 GPUs are key the Summit supercomputer at the Oak Ridge National Laboratory, which sits atop the Top500 list of the fastest systems in the world – as well the number-two system, Sierra, at the Lawrence Livermore Lab. In addition, 127 of the 500 systems on the list use Nvidia GPUs.

    The T4 GPU – based on Nvidia’s Turing architecture – is now being adopted by Google Cloud Platform as well as OEMs like Dell EMC, Lenovo, IBM and Hewlett Packard Enterprise and ODMs in 57 server designs. The multi-precision capabilities in the T4 means the T4 can deliver performance at multiple layers of precision, from 8.1 TFLOPS at FP32 to 260 TOPS of INT4. It can fit into any Open Compute Project hyperscaler server design, and organizations can use a server with two T4 GPUs in place of 54 CPU-only servers for inference workloads. For training, at two-T4 server can replace nine dual-socket CPU-only servers, according to Nvidia.

    Huang also noted that the company’s NGC container registry has grown the number of frameworks and applications from 18 last year to 41 now, touching on everything from deep learning an HPC to HPC visualization, with new software including ParaView, Rapids, MILC and Matlab. Nvidia also is offer new multi-node HPC and visualization containers to enable organizations to run workloads on large-scale clusters. The five contains support multi-node deployment, making it easier to run large computational workloads on multiple nodes with multiple GPUs per node, and improvement over trying to use message passing interface (MPI) in containers for deployments over multiple servers.

    The NGC contains also can be used natively with Singularity’s container technology, and a new NGC-Ready program that will certify systems for NGC. Initial systems include Cisco’s UCS C480ML, Dell EMC’s PowerEdge C4140, HPE’s Apollo 6500, ATOS’s BullSequana X1125 and Supermicro’s SYS-40w9GP-TVRT.

    “The HPC industry is fundamentally changing,” Huang said, noting that the architecture was designed to  test the laws of physics and simulate the equations of Einstein, Maxwell and Newton “to derive knowledge and to predict outcomes. The future is going to continue to do that, but we have a new tool and this new tool is called machine learning. Machine learning has two different ways of approaching it. One of them requires domain experts to engineer features. Another one, using neural network layers at its lowest level, inferring learning what the critical features are by itself. Each one of them has their limitations and each one of them has their applications, but both them will be incredibly successful. The future of high-performance computing architecture will continue to benefit from scale up, but it will also be scaled out. … In the future, architecture will be scaled up and out, whether it’s high-performance computing or supercomputing.”

    The key, though, is the software, and for Nvidia, CUDA is what makes its software coherent and compatible, he said.

    “Accelerated computing is not about the chip. You’re ultimately trying to think about the application first, about the researcher first, about the developer first, and to create an entire stack that allows us to overcome what otherwise would be called the end of Moore’s Law. Accelerated computing is about accelerating stacks. When you’re accelerating stacks and you don’t have a coherent architecture, I have no idea how people are going to use it.”



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