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MB5-626 - C5 4.0 Programming - BrainDump Information

Vendor Name : Microsoft
Exam Code : MB5-626
Exam Name : C5 4.0 Programming
Questions and Answers : 99 Q & A
Updated On : March 19, 2019
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MB5-626 exam Dumps Source : C5 4.0 Programming

Test Code : MB5-626
Test Name : C5 4.0 Programming
Vendor Name : Microsoft
Q&A : 99 Real Questions

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Microsoft C5 4.0 Programming

MWC: Microsoft’s HoloLens 2, Qualcomm’s robotics platform and McAfee’s IoT vulnerabilities | killexams.com Real Questions and Pass4sure dumps

MWC Barcelona, formerly known as cellular World Congress, is in full swing this week with new improvements and announcements for the mobile area.

Microsoft used the experience to exhibit its newest combined truth device. The Microsoft HoloLens 2 has been enhanced for immersion, comfort and time-to-cost. “we are getting into a new era of computing, one in which the digital world goes past two-dimensional screens and enters the third-dimensional world. This new collaborative computing era will empower us all to achieve greater, smash boundaries and work in conjunction with stronger ease and immediacy in 3D,” Julia White, company vice chairman for Microsoft Azure, wrote in a submit.

For immersion, the enterprise has worked to increase the visual reveal gadget for a greater shiny and practical suppose, and has more than doubled the field of view. For comfort, the HoloLens 2 aspects a light carbon-fiber cloth and new mechanism for re-adjusting. in addition, a brand new companion ecosystem is accelerating time-to-value.

Microsoft has also announced its combined reality ecosystem will take an open method — that means it will include open outlets, open browsers and open developer platforms. As a part of this announcement, Mozilla has revealed Firefox fact will be coming to the machine. “Our mixed fact program at Mozilla is concentrated on bringing the top of the line browsers, functions, and equipment for builders to ensure that users have a secure, deepest experience with open, purchasable technology. Alongside our laptop and standalone VR browser efforts, this prototype of Firefox truth for HoloLens 2 will make sure that the immersive web works for all clients, regardless of machine they're on,” Mozilla’s director of engineering for mix truth Lars Bergstrom, wrote in a publish.

Mozilla will work with the Rust programming team to make this a truth and supply a runtime capable of providing a comfortable event.

different announcements from the conference covered:

Qualcomm’s Robotics RB3 PlatformQualcomm added the company’s first platform focused entirely on the robotics industry. The Qualcomm Robotics RB3 is designed for manufacturers in addition to developers constructing the subsequent generation of client, commercial enterprise and industrial robots.

“With the Qualcomm Robotics RB3 Platform, we goal to carry our slicing-facet AI, part compute and connectivity technologies into the arms of many extra robotics innovators to help spur the quickly building and commercialization of a brand new technology of valuable and intelligent robots in agriculture, purchaser, beginning, inspection, service, sensible manufacturing/industry four.0, warehousing and logistics, and different functions,” said Dev Singh, director of enterprise development and head of self sufficient robotics, drones and intelligent machines and Qualcomm.

The platform elements building board offerings for prototyping, system-on-module options, chip-on-board designs, and assist for Linux and ROS. other technical aspects encompass a heterogeneous computing architecture, Qualcomm AI engine, digital camera and look at, advanced protection capabilities, sensor and microphone assist and connectivity guide.

McAfee find new IoT vulnerabilitiesMcAfee researchers uncovered two new vulnerabilities creating hazards for connected instruments. in accordance with the researchers, these bugs might supply hackers entry into purchaser’s personal lives. The vulnerabilities covered one in the BoxLock sensible padlock, which may allow hackers to free up the device within seconds; and one in the Mr. espresso company espresso maker that might provide hackers access to home networks.

“Cybercriminals are relentless, and as long as we continue to join devices to the web, they'll continue to go looking for ways to exploit them,” referred to Raj Samani, McAfee fellow and chief scientist. “Vulnerability disclosures can also be frightening for each the patrons the use of connected contraptions and the companies that create them, youngsters, the method is a vital part of making a safer future. Cybersecurity researchers, companies, and patrons working together to expose and eliminate these vulnerabilities maintains us all a step ahead of the unhealthy guys.”

moreover, the company unveiled its mobile danger file, which found a 550 % increase in client safety hazards when it comes to false and malicious apps. greater information is purchasable right here.

Afilias tackles counterfeit mobile devicesAfilias introduced a new solution designed to tackle problems led to via counterfeit devices. DeviceAssure goals to give monetary functions providers, business protection companies, executive organizations, and app-enabled service provides the equipment to examine the authenticity of a cell equipment. in keeping with the company, counterfeit instruments are sometimes associated with cyber crimes akin to malware, ransomware, keylogging and statistics theft.

SAP Leonardo IoT introducedSAP introduced a new information superhighway of things solution centered at digital transformation for Industrial IoT and industry four.0. according to the company, SAP Leonardo will help convey IoT information together with business procedures to enhance productivity, redefine consumer event and develop earnings streams. additionally, it's going to permit IoT in line-of-business solutions.

“With the launch of SAP Leonardo IoT, SAP solidifies its dedication to the IoT, and in specific Industrial IoT. The combination of IoT and our depth and breadth of high-price business and application potential helps valued clientele gain more advantageous business cost and a stronger aggressive skills,” spoke of Elvira Wallis, senior vp and global head of IoT at SAP.

SAP will present three paths to IoT innovation: combining IoT information for IoT-embedded enterprise apps, extending current SAP IoT apps, and constructing new clever IoT options.


C5 insight added to Microsoft's company critical SharePoint (BCSP) software | killexams.com Real Questions and Pass4sure dumps

November 06, 2013 11:23 ET | source: C5 insight

CHARLOTTE, N.C., Nov. 6, 2013 (GLOBE NEWSWIRE) -- C5 insight, a expertise consulting enterprise that focuses on customizing and enforcing CRM and business collaboration options, has been selected as a associate for Microsoft's company important SharePoint (BCSP) software.

Microsoft launched BCSP just over three hundred and sixty five days ago to join elite techniques Integrators with SharePoint clients requiring assistance in Line-of-business statistics, risk, compliance, company intelligence and analytics. The program at present aspects simplest one zero one companions global.

"As a part of this program, Microsoft has given C5 perception large entry to advantage and training materials designed to support our customers roll out enterprise vital processes in SharePoint," says Geoff Ables, Managing partner for C5 insight. "The corporations that we're working with are experiencing stronger innovation, superior employee efficiency and leap forward potential to collaborate with consumers and partners via SharePoint portals, search and business analytics."

Many corporations stumble upon incomplete SharePoint roll-out or unsuccessful day by day use due to limited customization to align with company tactics, interior help and practising. IT, Operations, and Executives are now turning to constructive elements similar to C5 insight for task rescue, enhancements and overhauls besides initial implementation. Curtis Hughes, Managing companion for C5 insight, stated, "We nevertheless accept as true with that experience is the most useful trainer, and have been enforcing solutions on the SharePoint platform for over 12 years. Books, practicing and certifications are all notable things, however no single merchandise has allowed us so as to add greater value for our valued clientele than our extensive experience and center of attention in being able to lead them via advanced projects."

About C5 insight: C5 perception (www.c5insight.com) is a technology consulting firm primarily based in Charlotte, N.C., that can provide imaginitive enterprise options constructed on proven customer relationship administration (CRM), collaboration and content material administration structures. The company is a Microsoft Gold-certified companion for Dynamics CRM and SharePoint, and holds extra certifications in Salesforce.com, Informatica, Scribe, Azure, .internet, SQL Server, and different choicest-of-breed technologies and methodologies.

Alison Kendrick C5 perception (704) 895-2500 www.c5insight.com

Charlotte, North Carolina, united states

  http://www.c5insight.com

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Microsoft Introduces company ready Licensing and business ready Enhancement Plan for Microsoft Dynamics | killexams.com Real Questions and Pass4sure dumps

REDMOND, Wash. — July 10, 2006 — Microsoft Corp. nowadays announced the business capable Licensing mannequin and the company ready Enhancement Plan for Microsoft Dynamics™ that introduces simplifications and enhancements in price to the licensing and maintenance classes for its Microsoft Dynamics enterprise management solutions.

company equipped Licensing streamlines pricing for Microsoft Dynamics options — Microsoft Dynamics AX, Microsoft Dynamics GP, Microsoft Dynamics NAV and Microsoft Dynamics SL — by way of relocating from a pricing mannequin according to a whole bunch of modules and granules to a brand new model based primarily on the number of concurrent users who in reality use the utility. This new model has three basic choices: Microsoft Dynamics business essentials, Microsoft Dynamics superior administration and Microsoft Dynamics superior administration commercial enterprise. they are based essentially on common performance and signify a value discount for a typical entry-degree configuration, casting off tons of the complexity of licensing business resource planning utility. Designed to enhance price for purchasers through the life of their product answer, the brand new Enhancement Plan represents a worldwide renovation application for Microsoft Dynamics solutions and introduces new merits comparable to transition investment credits, limitless online training courses for clients, and supplies to join valued clientele with the Microsoft Dynamics group.

business able Licensing and Enhancement Plan supply valued clientele with a compelling technique to enhance the cost of their investments in Microsoft® expertise, decrease the entry barrier to Microsoft Dynamics solutions, increase consumer productiveness and evolve with the lifetime of their business, featuring increased self belief in their choice and enabling them to understand the total abilities of their Microsoft Dynamics solution.

“business ready Licensing and Enhancement Plan enable us to bring extra cost to our shoppers while streamlining our offerings,” observed Tami Reller, company vice president of the business solutions advertising group at Microsoft. “These new programs additional enhance an business-main music record of offering solutions for the individuals-able company and our persisted commitment to supply companions and purchasers accelerated price and flexibility to meet their particular company needs.”

Maximizing the cost of investment in Microsoft technology

Microsoft Dynamics trade partners are excited about the introduction of enterprise equipped Licensing because they're going to benefit through a discount in pre- and submit-revenue administrative efforts linked to the complexity of maintaining and promoting distinct product modules. it'll allow them to force greater income volume through a clear and simplified customer journey.

“clients want less complexity and a licensing application this is fundamental and transparent and provides them more cost for their money,” observed Cornelis Bosch, vp of enterprise development at To-increase, a Microsoft Dynamics business associate. “enterprise competent Licensing offers the appropriate stability between simplicity and flexibility by using offering customers a really clear and transparent pricing model that now not most effective simplifies their buy choice but also lowers the entry barrier for them to opt for the correct business answer for their particular wants.”

customers will additionally benefit from elevated functionality and simplicity supplied through company capable Licensing via its new packaging that comprises here:

  • Microsoft Dynamics company necessities edition. This offering is an integrated, potent monetary and provide chain administration answer it's designed for companies that want a core economic administration and trade solution in an effort to allow them to quite simply scale as their enterprise grows.

  • Microsoft Dynamics superior management edition. advanced administration edition is the favorite solution for growing consumers who want complicated, particularly useful financial and accounting courses and who are seeking an adaptive solution to manage advanced strategies for their financials, give chain administration, manufacturing and project accounting wants. It also helps them reap the key company intelligence and reporting required to manage their corporation.

  • Microsoft Dynamics superior administration commercial enterprise. For groups with complicated wants, superior management enterprise extends the advanced administration edition by way of presenting a rich set of superior provide chain administration, field carrier, configuration, manufacturing and building capabilities on a flat-charge groundwork.

  • furthermore, Microsoft Dynamics CRM consumer relationship administration performance should be blanketed on the Microsoft enterprise solutions cost lists over the subsequent twelve months, beginning with Microsoft Dynamics GP.

    business competent Licensing is focused on new shoppers. customers no longer licensed beneath business equipped Licensing nowadays may have the choice to live on their current licensing model (modular-based licensing) or make the transition to company in a position Licensing when it makes feel for them.

    more desirable productiveness and confidence in choice

    the brand new Enhancement Plan announced nowadays presents consumers the cost they are seeking in their protection funding. This new plan is designed to make certain that purchasers are assured in their choice each step of how as they plan, set up, use, hold and improve their Microsoft Dynamics options. the new plan may be delivered globally to support valued clientele get the most from their Microsoft Dynamics options and meet the changing needs of their enterprise. in addition to a set of worldwide constant benefits and guidelines, Microsoft is providing new merits to all Microsoft Dynamics valued clientele which are latest on their maintenance plan:

  • unlimited online practising merits. These new benefits may be accessible for all customers enrolled within the Enhancement Plan, obtainable globally:

  • E-courses. exact ideas on certain subject areas akin to product modules. skills acquired is similar to that offered in lecture rooms.

  • Courseware/working towards manuals. will also be used as a examine device or a computing device reference.

  • Courseware extensions. Addenda obtainable for chosen courseware titles, featuring content material on native performance within a given country.

  • “What’s New?” practising manuals/courseware. practicing on the ameliorations in features and functionality between product versions.

  • learning plans. highway maps that support individuals conveniently find the practicing they want and outline every working towards and certification choice available for each and every module.

  • Transition investment credit. This new advantage for valued clientele using Microsoft Dynamics AX, Microsoft Dynamics GP, Microsoft Dynamics NAV and Microsoft Dynamics SL allows purchasers to follow 100 percent of their Microsoft Dynamics license funding towards the circulation from one Microsoft Dynamics product code base to an additional or advance from one package degree to yet another (similar to from ordinary to skilled) inside a product household. This advantage gives consumers the extra confidence that their investment in Microsoft Dynamics will stay at ease as their enterprise wants evolve.

  • Microsoft Dynamics CustomerSource group and equipment. Microsoft Dynamics will extend its award-winning web web page to all Microsoft Dynamics consumers globally who enroll within the Enhancement Plan, with further center of attention on localized content and languages. CustomerSource presents product and repair content material certain to the customer’s account, a searchable capabilities base, downloads, discussion boards, on-line training, news and other aspects, giving shoppers the tools they need to get extra from their Microsoft Dynamics solution.

  • Pricing and Availability

    enterprise able Licensing Plan is accessible for Microsoft Dynamics GP, Microsoft Dynamics AX, Microsoft Dynamics NAV and Microsoft Dynamics SL and may be accessible to buy international Aug. 1, 2006. The expense for Microsoft Dynamics company essentials will birth at $2,250 (U.S.).*

    company capable Enhancement Plan is accessible for Microsoft Dynamics GP, Microsoft Dynamics AX, Microsoft Dynamics NAV, Microsoft Dynamics SL and Microsoft C5. customers will begin to recognize one of the merits of the new Enhancement Plan with the liberate of company equipped Licensing — and will proceed to peer the further merits added over the subsequent six to nine months. additional information on business equipped Licensing and Enhancement Plan will also be discovered at http://www.microsoft.com/dynamics/purchase/pricing.mspx.

    About Microsoft Dynamics

    Microsoft Dynamics is a line of financial, customer relationship and supply chain administration options that helps corporations work extra readily. Delivered through a network of channel partners proposing really good services, these built-in, adaptable enterprise management options work like and with normal Microsoft software to streamline processes across a whole company.

    About Microsoft

    founded in 1975, Microsoft (Nasdaq “MSFT”) is the international chief in application, services and solutions that help people and companies realize their full capabilities.

    observe to editors: in case you are interested in viewing additional info on Microsoft, please discuss with the Microsoft internet web page at http://www.microsoft.com/presspass on Microsoft’s corporate suggestions pages. web links, telephone numbers and titles had been proper at time of publication, however may also when you consider that have modified. For further guidance, journalists and analysts may additionally contact Microsoft’s speedy Response team or different applicable contacts listed at http://www.microsoft.com/presspass/contactpr.mspx.


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    Algorithm of the Week: Generate Music Algorithmically | killexams.com real questions and Pass4sure dumps

    What is a Markov Chain?

    The algorithm of the week is a Markov Chain. Using this technique you leverage a little bit of probability to do some light machine learning. In this case, input a song and have the computer create an original work based off the patterns you’ve taught it.

    I’ve attached a sample song. Give it a listen. I think you’ll be somewhat surprised that that’s a completely computer generated song. Only somewhat… it’s not very good, but it definitely isn’t predictable and yet isn’t noise either.

    Click here to open the example as a .wav file

    How’d You Do That?!

    There’s a fairly simple computer science technique known as a “Markov Chain”. Don’t let the whole reference to computer science fool you, it’s really not tough to grasp. Basically I created a table of numbers that answers the following question: When note X was played what percentage of the time were the other notes played next? So just imagine a table with all of the notes from a to g# laid out on top (these are the notes that we last played) and vertical axis is all of the same notes but this axis represents the probability that that particular note was played next.

    Here’s a sample of what my program generates:   

    a a# b c c# d d# e f f# g g# a [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], a# [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], b [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], c [0, 0, 0, 6, 0, 1, 0, 0, 0, 0, 2, 0], c# [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], d [0, 0, 0, 1, 0, 0, 0, 2, 0, 0, 0, 0], d# [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], e [0, 0, 0, 1, 0, 2, 0, 3, 1, 0, 0, 0], e# [0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0], f [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], f# [0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 2, 0], g [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], g# [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]

    This is called an “adjancency list”. I’ve populated it with the music to Twinkle Twinkle. Let’s answer a question using it. How often does playing a C note lead to us playing another C note?

    First we look up C on the left column and follow the row to the column labeled C. We get the answer 6. In order to figure out how often we play C given that we just played C though we need to know how many times we played a C note first. Adding up all of the values in the row gets us 9. So 6/9’s of the time (or 2/3) playing a C note will lead to us playing another C note.

    Here’s the timings table (1, 1/2, 1/4, 1/8, 1/16 notes): 

    1 2 4 8 16 1 [0, 0, 0, 0, 0], 2 [0, 0, 0, 1, 0], 4 [0, 0, 3, 5, 0], 8 [0, 2, 4, 11, 0], 16 [0, 0, 0, 0, 0]

    But that’s it, that’s the magic that drives the whole process. As you can see, I’m actually not storing percentages but instead just the count of the number of times a note led to a different note. It works out to be the same thing in the end.

    Code

    Of course we need to see some code! As usual, I’ll start with the highest level and drill into it in more detail.

    This portion of the code records the notes for “Twinkle, Twinkle” into the music learner I create. Then I tell it to give me 100 notes based on what it’s learned:

    class MusicMatrix: def __init__(self): self._previous_note = None self._markov = MarkovBuilder(["a", "a#", "b", "c", "c#", "d", "d#", "e", "f", "f#", "g", "g#"]) self._timings = MarkovBuilder([1, 2, 4, 8, 16]) def add(self, to_note): """Add a path from a note to another note. Re-adding a path between notes will increase the associated weight.""" if(self._previous_note is None): self._previous_note = to_note return from_note = self._previous_note self._markov.add(from_note[0], to_note[0]) self._timings.add(from_note[1], to_note[1]) self._previous_note = to_note def next_note(self, from_note): return [self._markov.next_value(from_note[0]), self._timings.next_value(from_note[1])] # Playing it comes next :) #test = [['c',4], ['e',4], ['g',4], ['c5',1]] #pysynth.make_wav(test, fn = "test.wav") musicLearner = MusicMatrix() # Input the melody of Row, Row, Row Your Boat # The MusicMatrix will automatically use this to # model our own song after it. musicLearner.add(["c", 4]) musicLearner.add(["c", 4]) musicLearner.add(["c", 4]) musicLearner.add(["d", 8]) musicLearner.add(["e", 4]) musicLearner.add(["e", 4]) musicLearner.add(["d", 8]) musicLearner.add(["e", 4]) musicLearner.add(["f", 8]) musicLearner.add(["g", 2]) musicLearner.add(["c", 8]) musicLearner.add(["c", 8]) musicLearner.add(["c", 8]) musicLearner.add(["g", 8]) musicLearner.add(["g", 8]) musicLearner.add(["g", 8]) musicLearner.add(["e", 8]) musicLearner.add(["e", 8]) musicLearner.add(["e", 8]) musicLearner.add(["c", 8]) musicLearner.add(["c", 8]) musicLearner.add(["c", 8]) musicLearner.add(["g", 4]) musicLearner.add(["f", 8]) musicLearner.add(["e", 4]) musicLearner.add(["d", 8]) musicLearner.add(["c", 2]) random_score = [] current_note = ["c", 4] for i in range(0,100): print current_note[0] + ", " + str(current_note[1]) current_note = musicLearner.next_note(current_note) random_score.append(current_note) pysynth.make_wav(random_score, fn = "first_score.wav")

    The MarkovBuilder is where the algorithm is hiding. Notice how the MusicMatrix is keeping track of the previous note for us? The MarkovBuilder needs to be told explicitly which notes connect to which.

    import random class MarkovBuilder: def __init__(self, value_list): self._values_added = 0 self._reverse_value_lookup = value_list self._value_lookup = {} for i in range(0, len(value_list)): self._value_lookup[value_list[i]] = i # Initialize our adjacency matrix with the initial # probabilities for note transitions. self._matrix=[[0 for x in range(0,len(value_list))] for i in range(0,len(value_list))] def add(self, from_value, to_value): """Add a path from a note to another note. Re-adding a path between notes will increase the associated weight.""" value = self._value_lookup self._matrix[value[from_value]][value[to_value]] += 1 self._values_added = self._values_added + 1 def next_value(self, from_value): value = self._value_lookup[from_value] value_counts = self._matrix[value] value_index = self.randomly_choose(value_counts) if(value_index < 0): raise RuntimeError, "Non-existent value selected." else: return self._reverse_value_lookup[value_index] def randomly_choose(self, choice_counts): """Given an array of counts, returns the index that was randomly chosen""" counted_sum = 0 count_sum = sum(choice_counts) selected_count = random.randrange(1, count_sum + 1) for index in range(0, len(choice_counts)): counted_sum += choice_counts[index] if(counted_sum >= selected_count): return index raise RuntimeError, "Impossible value selection made. BAD!"

    Again this class’s sole reason to exist is to track how one value we give it leads to another, and it facilitates picking values to give us that are informed by what has happened in the past. It’s important to note that we don’t just pick the value that occurred the most. If we did that it would make our program much less interesting. Instead we use the “randomly_choose” function to choose a next value in a weighted manner (very similar to Bayes Theorem for those of you wondering).

    Grok’d

    So to summarize, my program was able to generate the music because I fed it a sample musical score and it figured out what percentage of the time a c note led to another note. Here’s a step by step run through:

  • Give program a note and a timing. - When I give it a second note/timing it notes in it’s table that the first note led to the 2nd note one time. It also notes that the first timing led to this 2nd timing one time. (note I don’t attempt to relate notes/timings, it’s not important surprisingly).
  • Enter a third note. - The program then notes in its table that the 2nd note led to the 3rd note one time. - Continue ad inifinitum So that’s how we set the system up. Next this is how we get the program to come up with its own song:
  • Choose some random note/timing to start. - Ask the computer to suggest what a good note/timing would be to follow those. - print out the note/timing (in case it’s a work of genius ;)
  • play each note using the python library I’m using, pysynth.
  • Here’s a link to my git repo with all of my Python code: http://github.com/jcbozonier/MarkovMusic/tree/master

    That’s all for now!

    Disclaimer: The opinions expressed here represent my own and not those of my employer.


    Omeros Corporation Reports Third Quarter 2016 Financial Results | killexams.com real questions and Pass4sure dumps

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  • Program test analysis and technical advice on EOSIO | killexams.com real questions and Pass4sure dumps

    Abstract

    Huobi Research conducted a research and analysis of the Dawn 3.0 version of EOSIO through evaluating its platform performance in multiple scenarios.

    Based on our test conditions (AWS servers in LAN environment), EOSIO can reach 1900 TPS at its best performance. There is a discrepancy between our result and the average TPS (3000), optimal TPS (6000), and theoretically optimal TPS (8000) result in the Dawn 3.0 documentation, but the worst performance of 1000 TPS described in the document can be stably reached.

    Along with increasing server configuration, the maximum TPS of the system will also increase. At the same time, if the conditions allow, increase server resources of the super node (Block Producer) obtains better overall performance. Therefore, in the main network environment, we recommend using servers with the highest possible configuration.

    Decentralized deployment can result in an adverse effect on performance. Since the current EOSIO program code does not support multi-threading, only a single -core of CPUs can be utilized, so parallel computing cannot be used to improve efficiency. In this situation, decentralized deployments, especially adding super-nodes, do not enhance performance for alleviating single server pressure . Instead, they increase CPU overhead and may have a negative impact on TPS.

    Reasonable use of JIT will enhance performance. This method can reduce the CPU usage and increase TPS to a certain extent, but its impact on stability is also noticeable.

    1. Foreword

    Currently EOS super-node campaign is rolling full stream. According to statistics, as of May 2, there are 102 active bidding organizations . At the same time, block.one released EOSIO’s Dawn 3.0 version in April and plans to go live on main network in June.

    Earlier, numbers of communities have set up test networks and tested EOSIO performances, especially on number of transactions per second (TPS). However, TPS performance is subject to many conditions such as compiler parameters, server hardware, operating systems, and networks. The test results revealed more of the “theoretical fuel consumption” under laboratory conditions (reference: https://steemit.com/cn/@eoseoul/bmt-eosio-tps-by-eoseoul-block-one-jit).

    Unlike many of the previous tests, the research and analysis conducted by us Huobi Research does not focus on whether EOSIO can achieve the 1M TPS declared by Dan Larimer’s team. Instead, we analyze our observations of the performance indicators of Dawn 3.0 under different conditions to propose ideas and suggestions for future main network architecture and server configuration. Huobi Research will publish follow up study if new versions such as Dawn 4.0 is released.

    It should also be noted that the indicator data obtained from this particular test is not and should not be regarded as proof or confirmation of the final performance result of the EOSIO platform or project. Hereby declare.

    2. Main Conclusions

    After analyzing our test results, we obtained and proposed the following main conclusions and technical advices:

    l Based on our test conditions (AWS servers in LAN environment), EOSIO can reach 1900 TPS at its best performance. There is a discrepancy between our result and the average TPS (3000), optimal TPS (6000), and theoretically optimal TPS (8000) result in the Dawn 3.0 documentation (Reference: https://medium.com/eosio/eosio-dawn-3-0-now-available-49a3b99242d7), but worst scenario 1000 TPS described in the document can be stably reached.

    Along with increasing server configuration, the maximum TPS of the system will also increase. At the same time, if the conditions allow, increase server resources of the super-node (Block Producer) obtains better overall performance. Therefore, in the main network environment, we recommend using servers with the highest possible configuration.

    Decentralized deployment can result in an adverse effect on performance. Since the current EOSIO program code does not support multi-threading, only a single-core of CPUs can be utilized, so parallel computing cannot be used to improve efficiency. In this situation, decentralized deployments, especially adding super-nodes, do not enhance performance for alleviating single server pressure . Instead, they increase CPU overhead and may have a negative impact on TPS.

    Reasonable use of JIT will enhance performance. This method can reduce the CPU usage and increase TPS to a certain extent, but its impact on stability is also noticeable.

    3. Descriptions on test conditions

    3.1 Testing Program Version

    The testing program is version dawn-v3.0.0 of EOSIO

    3.2 Hardware Environment

    Amazon AWS. Listed below according to the level of configuration:

    AWS EC2 t2.large (hereinafter referred to as the low-profile server): 2-core 2.3 GHz, Intel Broadwell E5–2686v4 CPU, 8GB RAM

    AWS EC2 C5.4xlarge (hereinafter referred to as high-profile server): 16-core 3GHz, Intel Xeon Platinum 8124M CPU, 32GB RAM

    We used 10Gbps LAN between servers, communication delay (ping) is less than 1ms.

    The operating system is Ubuntu 16.04.

    3.3 Testing Methods and Tools

    We used the txn_test_gen test plug-in tool provided by block.one to send test transaction data and observe performance indicators such as actual TPS and system CPU usage (Reference: https://github.com/EOSIO/eos/wiki/Testnet-Single-Host-Multinode; https://gist.github.com/spoonincode/fca5658326837b76fd744d39b2a25b4e).

    4. Test Scenarios and Results Analysis

    4.1 Scenario 1

    Deploy a "super node" (Block Producer, hereinafter referred to as BP) and a normal node (Full Node, hereinafter referred to FN) on the same low-profile server.

    The results achieved by sending test data through FN are as follows:

    4.1a

    The results achieved by sending test data through BP are as follows:

    4.1b

    It is worth noting that when the transmission rate is 1700, BP’s CPU has been used 100%, but BP still shows stable processing capacity. At the same time, the usage rate of the CPU where the FN’s processing is located fluctuates greatly and cannot be synchronized from BP to block in time. With the system running, the block height difference between BP and FN will increase.

    Through the results of this scenario, we come to the following conclusion:

    Because the current EOSIO program does not support multi-threading, it is not possible to use the parallel computing of multi-core CPUs to improve efficiency.

    BP's CPU usage is lower than FN's CPU usage. This finding seems to be the contrary of the usual understanding of "super nodes." We believe that the reason lies in two nodes undertaking different works: BP's design philosophy is to ensure transaction security and integrity (not losing blocks), and FN is designed to provide services externally, requiring transaction signatures, serialization , verification, etc.;

    When the deals are transmitted through BP and FN respectively, there are significant differences in the platform TPS, which is also related to the above-mentioned tasks such as the signature and serialization of transactions.

    4.2 Scenario 2

    Improve server configuration and continue to observe system performance. Deploy a Block Producer (hereinafter referred to as BP) and a Full Node (hereinafter referred to as FN) on the same high-profile server.

    The results achieved by sending test data through FN are as follows:

    4.2a

    The results achieved by sending test data through BP are as follows:

    4.2b

    Comparing with Scenario 1, we observed that the maximum TPS of the system increases when the server configuration increases.

    4.3 Scenario 3

    4.3a

    The results achieved by sending test data through BP are as follows:

    4.3b

    Comparing with Scenario 2, we observed that the CPU usage in this scenario is slightly higher than that of the same condition, and this is believed to be caused by the cost of processing network traffic. Separate deployment in this scenario does not affect TPS significantly. This also relates to the current single-threaded approach: when BP and FN are deployed on the same server , they do not compete for CPU resources. Therefore, if the current code does not support multi-threading, it is possible that separate deployment will not enhance performance, but instead increase the CPU overhead.

    4.4 Scenario 4

    In Scenario 3, BP and FN are deployed on the same configuration server. Scenarios 4 and 5 deploy BP and FN on different servers with different configurations. In this scenario, BP is deployed on a low-profile server and FN is deployed on a high-profile server.

    The results achieved by sending test data through FN are as follows:

    4.4a

    The results achieved by sending test data through BP are as follows:

    4.4b

    4.5 Scenario 5

    In this scenario, FN is deployed on a low-profile server and BP is deployed on a high-profile server.

    The results achieved by sending test data through FN are as follows:

    4.5a

    The results achieved by sending test data through BP are as follows:

    4.5b

    Comparing Scenario 4 and Scenario 5, we believe that allocating more resources for BP creates better overall performance.

    4.6 Scenario 6

    The above scenarios utilized two servers (1 BP, 1 FN). In this scenario we add in one FN to deploy one BP and two FNs on three high-profile servers.

    The results achieved by sending test data through FN are as follows:

    4.6a

    The results achieved by sending test data through BP are as follows:

    Comparing the results with that of Scenario 2, we conclude that adding a server in a single-threaded scenario increases CPU overhead and may negatively affect TPS.

    4.7 Scenario 7

    The above scenarios are single BP cases. We increase the nodes to 2 BPs and 2 FNs in this scenario

    The results achieved by sending test data through FN are as follows:

    4.7a

    The results achieved by sending test data through BP are as follows:

    4.7b

    Comparing with the results in Scenario 6, it can be seen that the CPU usage after adding one more BP will increase, and the maximum TPS achieved will also be significantly reduced, indicating that increasing BP has a greater impact on performance. If multiple nodes are distributed in off-site main network environments, complex environmental factors such as network delays will intensify the impact. Thus, higher requirements on node server resources is imposed.

    4.8 Scenario 8

    Dawn 3.0 description file mentioned that the default interpreter of this version was changed from JIT to Binaryen WebAssembly, which will weaken performance but increase stability and reduce the delay when compiling smart contracts. In Scenario 8, we change the operating parameters of scenario 2 to JIT and make observation.

    The results achieved by sending test data through FN are as follows:

    4.8a

    The results achieved by sending test data through BP are as follows:

    4.8b

    Comparing to Scenario 2, we see that CPU usage is significantly reduced. However, test interruption occurs when the CPU is not fully used, which proves that JIT does affect system stability.



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