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IBM dropped its quarterly wave of storage items this week, focusing specially on latency-lowering NVMe technologies and managing starting to be volumes of unstructured facts.
IBM adopted through on its roadmap to develop sheperd for conclusion-to-conclusion NVMe from software servers to storage arrays with the launch of a brand fresh Storwize V7000 gadget. The Storwize V7000 is the primary IBM midtier system so as to add aid for NVMe-oF, providing a Fibre Channel (FC) option.
different IBM storage products launched or upgraded encompass Spectrum Virtualize, Spectrum find, Storage Insights, IBM Cloud expostulate Storage, a FlashSystem A9000R array and a TS1160 commercial enterprise tape pressure.
"here is just a different instance that we're within the 12 months of NVMe," stated Scott Sinclair, an analyst at commercial enterprise manner neighborhood. "Storage companies are embracing the advantages of NVMe expertise to provide bigger storage performance and extra efficient information access."
Eric Burgener, an IDC analyst, observed it be crucial for IBM to lengthen NVMe attend across its portfolio. IDC research predicts that, by using 2021, methods that employ NVMe instead of SCSI as a basis expertise will generate at least half of external primary storage profits.
"we Have now had every lone this infrastructure modernization occurring and the fresh workloads that should be managed comprise a lot of precise-time huge facts analytics that you simply simply in reality can not Run on SCSI," Burgener talked about. "There are workloads that fully ought to Have NVMe within the mix."
IBM's FlashSystem 900 enabled NVMe over InfiniBand early this year, and the FlashSystem 9100 shipped in August with end-to-conclusion NVMe aid.IBM Storwize V7000 is a midrange all-flash array that supports conclusion-to-conclusion NVMe. NVMe over Fibre Channel aid
IBM now supports the NVMe over FC transport election in storage items that employ its Spectrum Virtualize application, together with the fresh Storwize V7000. customers that purchased IBM's SAN quantity Controller, FlashSystem 9100 and V9000 or Storwize V7000F after September 2016 can permit NVMe over FC through a nondisruptive supersede of the IBM Spectrum Virtualize code. IBM plans to add sheperd for NVMe over Ethernet through Spectrum Virtualize in 2019, in response to Eric Herzog, chief advertising officer and vp of global storage channels at IBM.
Like many IBM storage products, the fresh Storwize V7000 ships with Spectrum Virtualize utility to convey industry facts capabilities to IBM and third-party storage programs. These features comprise snapshots, replication, at-relaxation encryption and synthetic intelligence-primarily based facts tiering.
The Storwize V7000 now includes hardware-based mostly compression and encryption to reduce the performance finger of those capabilities. Herzog renowned IBM makes employ of extra processor chips in its fresh FlashCore Modules to allow the hardware-primarily based at-rest facts encryption and compression.
a fresh NVMe-based mostly 19.2 TB FlashCore Module furthermore serves to boost the density of the Storwize system. The all-flash Storwize V7000 presents a highest uncooked skill of 461 TB per maneuver enclosure and as much as 32 PB in a 4-way cluster. glisten favor capability alternatives are four.8 TB, 9.6 TB and 19.2 TB, and IBM claims it may well bring 5-to-1 information compression.Enabling off-the-shelf NVMe SSDs
Storwize ships with IBM's fresh 2.5-inch FlashCore Modules with the aid of default, however clients can elect industry usual NVMe-based SSDs or add HDDs from third-celebration vendors. Herzog referred to IBM's FlashCore Modules present larger efficiency, abate latency and an extended seven-yr warranty than open-market SSDs which are customarily inescapable for three to five years.
Burgener mentioned IBM's shift to permit the employ of off-the-shelf NVMe SSDs "basically shows that they consequence not consider there's that much of a performance disagreement linked to customized hardware anymore."
"in case you want to Run inline facts capabilities, dote compression and encryption, which you could try this with lower latencies on those FlashCore Modules. but if you're not attracted to that, then the NVMe SSDs are basically a less costly alternative. That, to me, is their future course," Burgener noted.
additionally among fresh IBM storage products is a brand fresh 18 TB customized glisten module that may double the maximum means of its FlashSystem 900. a fresh 15.36 TB glisten module boosts storage density in IBM's high-conclusion DS8880F arrays targeting the Unix, Linux and mainframe markets. a brand fresh DS8880 zHyperLink card improves latency.
IBM furthermore delivered an entry-stage configuration of the FlashSystem A9000R system designed for cloud storage.Spectrum learn product aimed toward 'records oceans'
IBM's fresh Spectrum learn product is designed to automate the cataloging of unstructured facts through unbiased metadata and newly created customized metadata to facilitate records analytics, governance and storage optimization. The application deploys as a VMware digital appliance and comprises an API to enable information analytics, compliance and different functions to entry the metadata.
"neglect statistics lakes. you Have got now acquired oceans of records. how can you leverage that ocean of records to accept cost out of it?" Herzog talked about.
the employ of custom metadata tags, Spectrum find can attend to quicken the data scanning procedure, notably with compliance purposes that necessity to search through potentially billions of information, Herzog noted. With analytics workloads, information scientists often necessity to drudgery with storage directors to do together the statistics, and Spectrum find might automate and streamline the technique, he added.
"The quickest array on the planet may not attend in case you consequence not know what your information is," wrote Steve McDowell, an analyst at Moor Insights & method, in an email. "IBM's Spectrum learn will resolve precise-world problems in records administration. I feel they are going to espy others emulating IBM on this entrance."
Spectrum find is in line with know-how from IBM analysis and supports unstructured statistics in IBM Cloud expostulate Storage device and IBM Spectrum Scale. IBM plans so as to add attend for Dell EMC Isilon next year.more updates to IBM storage items
An supersede to IBM's free cloud-based mostly Storage Insights useful resource management device provides capabilities to create and agenda customized experiences and diagnose SAN bottlenecks. AI expertise can commemorate storage community gridlock, triggering an alert for an IBM assist technician to contact the consumer. the first version of Storage Insights grew to be often attainable final February.
IBM's pay-for-what-you-use Storage Utility offering can now allow twin-equipment excessive-availability configurations at a birth month-to-month fee that is best 20% more than the cost to lease a lone device. The IBM Storage Utility offering furthermore brought aid for a data insurance policy product, the TS7760 digital tape library.
Updates to IBM storage products don't seem to be limited to flash. the brand fresh entry-stage TS1160 enterprise tape pressure improves performance; helps write as soon as, competent many (WORM) for clients in regulated industries; and boosts capability to 20 TB, a doubling of the prior TS1150 mannequin. IBM's TS3500 and TS4500 libraries attend the fresh tape power.
IBM Cloud expostulate Storage additionally provides fresh WORM skill for inexpensive mirrored and targeted dispersal mode configurations. The product furthermore helps extra concurrent employ instances with a 50% boost in the maximum number of sheperd vaults per gadget.
subsequent year, IBM plans to assist NVMe in its Cloud expostulate Storage, as the supported servers that Run the application add NVMe-based glisten drives. NVMe over Ethernet uphold is on IBM's 2019 roadmap for Spectrum quicken up, with the FlashSystem A9000/R, and Spectrum Virtualize.
FlashSystem A9000/R is additionally anticipated to fabricate employ of AI expertise to automate records deduplication and ease capability administration next year.
also in 2019, IBM plans to expand its AI reference architectures with an Nvidia choice, constructing on the power AI reference architecture the industry unveiled in June.
The latest updates to IBM storage items additionally included SAP HANA certification for its FlashSystem 9100 and fresh Storwize V7000, Spectrum give protection to, Spectrum reproduction facts management and Spectrum Virtualize. IBM licensed FlashSystem 9100 with Epic electronic healthcare statistics management utility this 12 months and plans so as to add assist for Meditech subsequent year. IBM furthermore expects to extend options attend to blockchain next year.
international industry Machines IBM is scheduled to record second-quarter 2018 outcomes on Jul 18 after market close. Being the world’s greatest laptop-capabilities provider, it is value taking a watch at its fundamentals ahead of the consequences.
IBM has been on a downtrend over the ultimate three months, losing 9.4% compared with the trade’s decline of 9.6%. The terrible fashion could reverse as IBM is probably going to beat income estimates and has captivating fundamentals.
interior Their Methodology
IBM has a Zacks Rank #3 (hold) and an salary ESP of +0.37%, indicating an inexpensive desultory of beating estimates this quarter. in keeping with their surprise prediction methodology, a Zacks Rank #1 (robust purchase), 2 (purchase) or three inventory when mixed with a satisfactory revenue ESP may additionally occasions an salary beat. Zacks Rank #4 or 5 (sell rated) stocks are optimum avoided going into the earnings announcement, exceptionally when the company is seeing dismal rate revisions. you can learn the surest stocks to purchase or sell earlier than they’re stated with their earnings ESP Filter.
though the inventory has witnessed terrible salary rate revision of a penny for the 2nd quarter over the ultimate 30 days, the Zacks Consensus rate reflects modest income boom of two.02% from the 12 months-ago quarter. IBM furthermore initiatives 12 months-over-yr salary boom of 1.ninety%. The income music is decent, with a typical salary surprise of 2.92% for the final 4 quarters. extra, the stock boasts a excellent cost and Momentum score of A each and every and belongs to a true-ranked Zacks trade (correct forty four%) (examine: 5 mind-blowing ETF plays as Q2 earnings Cycle begins).
in response to the analysts compiled through Zacks, IBM has an ordinary target price of $173.92 with forty% of the analysts having a stalwart purchase or a purchase rating and 60% having a hold score ahead of income. This represents more than 19% upside kindly the latest price.
View photographsrate, Consensus and EPS surprise
fee, Consensus and EPS shock | Quote
What to monitor?
Strategic areas dote cloud computing, security software, records analytics and synthetic intelligence as well because the fresh wave of blockchain technology are performing as significant tailwinds to the company’s top line. In specific, market members are looking forward to security company to reveal quicker boom given the heightened safety climate (examine: want to tap China's Blockchain utilization Spree? Play BCNA).
ETFs in center of attention
Given this, ETFs having the optimum allocation to this this tech mountainous could be in focal point going into its earnings announcement. These funds may well be expertise movers if IBM surprises the market:
First Have faith NASDAQ know-how Dividend Index Fund TDIV
This fund provides exposure to dividend payers in the technology sector by way of monitoring the Nasdaq expertise Dividend Index. The product has accumulated about $888.5 million in its asset foundation whereas trading in extent of round 85,000 shares per day. It fees 50 bps in annual prices and holds about 94 securities in its basket. of these enterprises, IBM takes the 2d spot, making up roughly 8.1% of the property. in terms of industrial publicity, the fund allocates about 25.7% of the portfolio in semiconductor and semiconductor device, followed by expertise hardware, storage & peripherals (15.6%), software (15.1%), and various telecom features (12.4%) (examine: Let Your Portfolio mirror Buffett's With These ETF techniques).
Invesco Dow Jones Industrial common Dividend ETF DJD
This ETF presents exposure to high-yielding businesses blanketed within the Dow Jones Industrial typical via their 12-month dividend defer over the prior 365 days. It holds 29 shares in it basket, with IBM occupying the seventh condition with 4.9% allocation. information technology, healthcare, client staples and energy are the top four sectors. DJD has been capable of control assets price $13.7 million while trading in a quantity of 7,000 shares a day on ordinary. It fees 30 bps in annual prices and has a Zacks ETF Rank #three (dangle).
Innovation Shares NextGen Protocol ETF KOIN
This product follows the Innovation Labs Blockchain Innovators Index, which measures the efficiency of a various community of publicly-listed companies that use, or are worried in, blockchain. retaining forty five shares in its portfolio, IBM is the tenth company with four.5% share. The ETF has the biggest allocation to tips technology sector at sixty seven% while financials, buyer discretionary and power round off the subsequent three spots. It has gathered $7.6 million in its asset foundation for the reason that its debut in late January and trades in ordinary day by day quantity of eleven,000 shares. expense ratio is available in at 0.sixty five%.
Schwab U.S. Dividend fairness ETF SCHD
With AUM of $7.6 billion, this product presents exposure to the 109 inordinate dividend yielding U.S. groups that Have a list of constant dividend payments supported with the aid of basic electricity in response to economic ratios and abundant liquidity. This may furthermore be with ease achieved by using monitoring the Dow Jones U.S. Dividend one hundred Index. IBM occupies the eighth position within the basket with four.2% of the portfolio. purchaser staples and suggestions know-how are the desirable two sectors with over 20% participate each. The fund trades in stalwart volume of greater than 1 million shares a day and is one of the competitively priced selections in the dividend house, charging 7 bps in fees per yr. It has a Zacks ETF Rank #2 (buy) with a Medium risk outlook (examine: S&P 500 presents listing Dividends in Q2: the way to tap With ETFs?).
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Since I started covering the 3D printing industry in 2015, even the most eccentric fresh developments commanded my plenary attention. OK, especially the eccentric ones. Battle armor for a cat? Definitely writing about that. Oh, cosmonauts bioprinted a mouse's thyroid, you say? Hold every lone my calls. And don't even accept me started on Siemens' 3D-printing robot spiders.
In the past, I didn’t particularly reliance if it advanced beyond novelty uses and sensational-but-impractical advances. It was a young technology, a toddler compared to manufacturing's mature, reliable workhorses: milling, casting, injecting molding. And kids will be kids, right?
Full of wonder and mystery, it represented pure potential. Sometimes it was used to fabricate pancakes that looked dote astronauts; later, parts for the International Space Station.
"If you can dream it, you can fabricate it." That's how we've been trained to reflect about the future of 3D printing. At some point these emerging technologies, they Have to grow up. They Have to, you know, emerge. And after seeing maybe one too many adorable uses, (although soundless really cherish the Parisian style homes for hermit crabs), yeah, it's time for 3D printing to live up to its telling capabilities.
It's time to shout: traipse out of the lab, 3D printing. Find a existent job. Change the dang world, why doncha'?
When exactly would this thirtysomething grow up?
For the past six months I've been immersed in answering that question, asking those closest to the technology when that might be. Because this is a record about a technology known for speeding things up, I'll bypass the unknown and first relate you it's this year. (It was in the headline after all.) plenary maturity, fully emerged and for the right applications, wholly indispensable. That's the condition of the 3D printing in 2019.
Permanent Fixture on the Factory Floor
Visit a 3D print lab, or a booth at a trades show, and you'll espy a lot of 3D-printed superheroes and wacky brightly colored creatures. The notion is to reveal off a machine's knack for nailing details and material and garner passerby's attention. A "look-what-I-can-do" sort of thing. At some point, children, and anthropomorphized technology, must traipse out of the basement and accept a existent job. And the factory has proved to be additive manufacturing’s best setting, specifically for making tools, fixtures and jigs.
Not sexy, but it's a living.
"We started seeing the possibilities and what the advantages would be in the late '80s," explains Chuck Hull, one of the Fathers of 3D Printing, referring to how manufacturers could employ 3D printing on the production floor.
He invented stereolithography (SLA) in the early 1980s after his boss told him not to expend company time on the hypothetical process of structure a fraction layer by layer (by curing a special resin with light attached to an X-Y plotter).
Hull didn’t expend much time thinking about possibilities back then. He just wanted to reduce down on the six-week wait time for designers from drawing a fraction to having a prototype in hand. By the quit of the decade, the company he co-founded, and of which he is currently CTO, 3D Systems, was making investment casting patterns for foundries.
"We could fabricate these patterns at least in enough volume for foundries to consequence short Run production," Hull recalls. He says it was mainly for fixtures and tooling and went into factories.
Thirty years later, this appears to be the most approachable application, as every manufacturer understands the necessity for the right tooling, jigs and fixtures. And the ROI is nearly as simple to comprehend.
With the Ultimaker 2+ and Ultimaker 3 3D printers, which employ fused filament fabrication (FFF), Volkswagen estimated it saved $377,000 by printing fixtures and tools at its Portugal plant in 2017.
"It used to be if they wanted one of these parts, it would cost $200 to accept the part, and it would purchase a yoke of weeks," says John Kawola, Ultimaker's North American president. "Now they can print it in a yoke hours and cost $20."
Kawola calls the traipse going from "the carpet to the concrete."
Jabil, which has 42 million square feet of manufacturing space across 120 sites, relies heavily on the additive process to quicken up its workholding innovation. It furthermore has an impressive innovation lab in San Jose, Calif., replete with every lone those aforementioned colorful prints, along with actual manufacturing tools such as for sneaker insoles.
"I can’t reflect of an application where they don't employ 3D printing," says John Dulchinos, Jabil's VP of Digital Manufacturing. "All of their factories Have some 3D printing capability in them for fixtures, jigs and tooling."
At its Auburn Hills plant in Michigan, Jabil says it has saved 35% on tooling costs and 80% on delivery time by 3D printing tools and fixtures.
The quicken to unravel problems on the plant floor invariably leads to higher efficiency, too.
One notable instance Dulchinos cites is regarding workholding that testers would condition a inescapable electronic medical device in. Kaizen practices identified a property issue where the tester's finger could cover a circuit and short it out.
"That day the engineer downloaded it into CAD, do in the ribs, and by the quit of the day, they had an updated fixture in condition that solved that problem," Dulchinos says.
Honeywell Federal Manufacturing & Technologies perhaps has the most obscene savings. As of FY 2018, they Have printed more than 60,000 tooling fixtures for product testing and calculated $125 million in cost avoidance. Its customer is the Department of Energy’s Kansas City National Security Campus, which makes non-nuclear components for national defense systems.
"Jigs and fixtures are low-hanging fruit," says David McMindes, Honeywell FM&T CTO. "It's a very nice market for making a lot of diminutive lofty precision pieces. [We] don't fabricate thousand anything—in hundreds or less— so additive fits here."
Cranking Up the Volume
If maturity means just getting and being satisfactory at a job, I personally would Have been very age at 16…and I most certainly was not. It's not enough for 3D printing, which, again, has the limitless potential to fabricate anything out of any material, to settle as an aide for older manufacturing techniques dote machining.
Moving up and accruing more responsibility takes time, reliance and experience.
That's exactly what has happened as HP, Carbon, EOS and Desktop Metal Have set out to disrupt the economic expectations of large-scale additive applications. Desktop, which claims with its Production System to Have the fastest metal printer in the world (up to 12,0000 cm³/hr) recently received $160 million (led by Koch Industries) to achieve $483 million total in venture capital. The build size is furthermore huge: 750 x 330 x 250 mm. It's expected out this year and by the crowds huddled around it at IMTS 2018, the industry can't wait.
"All of these things Have moved the bar in terms of what the breakeven point is between 3D printing and traditional manufacturing," Dulchinos says. "Now they Have applications in the tens of thousands and in some cases hundreds of thousands."
While countless companies are pushing towards lofty volume, the progenitor of it all, 3D Systems, has spurred the highest volume application with its SLA process. They created an automated solution for Align Technologies, makers of Invisalign limpid aligners, to bear more than 350,000 unique (several for each patient) aligners— per day! The 3D printing process is used to create a mold for each thermoform aligner.
"The scale is the biggest volume application 3D printing has been involved in," Dulchinos notes. "It's very impressive."
Align surely agree, as its customer foundation has expanded 600% in less than a decade, and they await to grow in China by up to 20% a year.
"They figured out there is a phenomenal need: no one likes braces and wire," explains 3D Systems CEO Vyomesh Joshi, an excitable pattern who I chatted with at IMTS. While Hull is down-to-earth, even casual, about his creation, Joshi, who once ran HP's entire 2D printing business, is exploding with palpable energy, charged by what's structure in the industry.
But it would be folly to confuse Joshi's unbridled excitement with typical emerging tech hype. He is amped up over some fairly boring, but incredibly vital, reasons. He speaks of improving property and reliability, and most of every lone workflows for each specific application.
The actual manufacturing of the aligners, at such a lofty volume and amount of customization, could obviously plunge apart faster than a hockey player's teeth without the right workflow. Incorrectly matching patients to of aligners would be reason enough for many not to smile. But the workflow starts in the orthodontist's chair, and how they train these dentists to employ the 3D scanners.
"You Have to accept the fundamentals right," Joshi says. "And pattern out how you very predictably manage that in a lofty productivity environment."
He says 2019 will be about manufacturers finding the right workflows.
"You Have the platforms now," he says. "Materials innovation, training and awareness are going to be the facing item."
Getting a Doctorate
Going into the medical profession is a confident note of "making it." They Have the most rigid standards and only the most age would ever want to deal with: FDA oversight, threats of malpractice, and constantly helping people even if they don’t dote them. No thanks.
But this is where additive will perhaps outstrip the most in the long term. It's made itself known in the public eye, with wonderful stories such as Hailey's Dawson's, a girl who, while wearing 3D-printed hand prosthesis, threw out the first pitch at every Major League ballpark, including a World progression game.
I'm every lone for bottling up feelings, but this kid's record always makes me want to repulsive cry. Her struggle wasn't life-threatening, but the awareness she catalyzed will attend generations of kids who couldn’t afford traditional prosthetics lead more energetic lives.
And helping people seems a much more practical employ of 3D printing than hermit crab mansions. Medical manufacturers are taking notice.
Ten percent of medical devices will be 3d printed, Joshi estimates.
"We’ve reached censorious mass," he says. "I reflect you're going to find a lot more Aligns in the next ten years. Align has a $23 billion market cap."
It's driven by the necessity for customization, as everyone's corpse is not much different.
"Nobody would fabricate aligners without the 3D printing process," Dulchinos says. "Once 3D printing has proven itself, an industry almost 100% switches over to 3D printing in a very short amount time."
The hearing aid industry has seen a nearly 100% transformation to 3D printing.
And it won’t be long before actual organs are 3D printed on a regular basis, from lungs to kidneys. Try that on a CNC machine.
Hull, as a satisfactory father is wont to do, refuses to let 3D printing accept a mountainous head even in this wonderful advanced employ case
"I'm furthermore intimate with how much drudgery it is to retract from this concept to making them happen," Hull says. "So there's lots of research, lots of trouble to be done soundless before a lot of these miraculous things happen."
Owning (Virtual) existent Estate
3D printing miracles don’t chance overnight. That much is true, but they can chance in two.
When a censorious fraction on aircraft in Europe went down, snappy Radius, a company at the forefront of additive on-demand services, came to the rescue.
"Normally this fraction took 48 days to fabricate," snappy Radius CEO Lou Rassey says. "We made it and delivered it in 48 hours. "
Fast Radius formed just off the UPS airstrip in Louisville in 2015. Sample parts and prototypes would roll off the production line and almost directly onto an airplane for delivery. The recent opening of its Chicago facility ultimate August signals its intention to disrupt the supply chain even more.
Using HP's Multi Jet Fusion printer and Carbon's M1, both top-tier in quicken and quality, the parts created can meet manufacturing's necessity and snappy Radius' cloud-based solution has become a virtual warehouse for industrial manufacturers seeking leaner operations.
"The rule of thumb is that the cost of storing a fraction is 25% of its cost.," Rassey says. "Think of product companies that necessity to store parts for a decade or more. The cost of storage far exceeds cost of making part."
Rassey says once industrial tackle manufacturer has 3,000 parts in its database for spare tractor parts.
"They can fabricate one of these and not necessity to fabricate 20," Rassey says. "It's exactly what they necessity when it's needed."
Fast Radius has built an operating system to ensure every piece of the PLC pie is accounted for virtually, including the design, build instructions, support, material formulation, materials, monitoring, environment, post-processing, metrology and property control.
This will ensure "the fraction they made today is same five years ten years from now," Rassey explains.
Taking over existent estate, even if it's virtual. That's adulting of the highest order.
But still, the reason machining and injection molding Have never sweated additive manufacturing before is because of how difficult it is to print any part, not just a liver or spleen.
"There is a misperception in the industry that I can buy a 3D printing machine, plug it into the wall and accept a satisfactory fraction out just dote I could with a 2D paper printer," Rassey says. "For the industrial parts we're talking about, they're much more sophisticated. There is a workflow before the machine and after the machine with hundreds of variables that necessity to be dialed in and controlled to fabricate confident you're getting an industrial-grade fraction reliably and repeatably."
Fast Radius has built an operating system to ensure every piece of the PLC pie is accounted for virtually, including the design, build instructions, support, material formulation, materials, monitoring, environment, post-processing, metrology and property control.
This will ensure "the fraction they made today is same five years ten years from now," Rassey explains.
For the applications previously mentioned, additive manufacturing is really a no-brainer. For it to truly be considered the driver of the digital transformation, (a tall job for a thirtysomething), the technology must traipse beyond niche employ cases and huge companies.
To consequence that, it necessity an experienced mentor, a wealthy patron if you will. It has that in common Electric, and its three-year-old business, GE Additive, which offers machines that harness electron beam melting and laser additive technology.
GE famously began mass printing the metal fuel nozzle for GE Aviation's LEAP engine in 2015. It really do metal 3D printing on the map, allowing what was 20 parts to become one, removing unnecessary tooling for those parts and eliminating the welding and brazing process.
Aviation is as stringent, maybe more than medical, and GE has mastered how and where to employ additive. Now it wants to give moms and pops, or diminutive and medium enterprises, the same desultory to innovate metal printing in their respective fields.
"I reflect many customers soundless view this as a research tool, or as a utensil for R&D and universities—it's not," says Christine Furstoss, CTO of GE Additive.
Still, it has taken a lofty degree of skill and manufacturing prowess to accept consistent, reliable parts, non-negotiable aspects of manufacturing.
"We're working with electron beams and lasers, these are lofty heat sources," explains Furstoss, a metallurgist by trade. "Things sometimes distort, they change, they move. Fine tuning that has become a very iterative process."
In May, the company is rolling out the preparation workflow suite to fabricate these metal 3D printing less esoteric and more approachable, and thus adoptable.
"Large understand how to slice up design [to accept it ready to print]," Furstoss explains. "Small and medium, might Run with a staff of ten engineers and they want to fabricate it easier for them."
Not knowing the ins and outs of metal has made it so the unbiased evolution time is six months, taking dozens of iterations, Furstoss says. This can every lone be done digitally now, with GeonX Virfac 3D printing simulation software, which will predict defects, distortion and stresses.
Using this tool, Furstoss believes that can be brought "down to lone digits of trials and down to a month to two weeks—a factor of three to four reduction."
Furstoss distills it even further.
"It's every lone about productivity," she says. "The whole industry evolved. Additive has not traditionally been a snappy process, but now with these fresh advances, productivity increases are one and half to two times what they were before."
And in the end, this isn’t about one technology maturing and growing up. It's just another instance of continuous improvement methods that some companies Have recognized to gather Great success and higher productivity. It's not the only answer, but it's time to Have adult conversations about it, and not accept wrapped in the silly novelties and one-offs.
"You've got to reflect about the sweet spot of the technology," Joshi concludes. "Molding is ideal if you want to consequence 100 million parts and it’s a known process. If it's a complex part, where yields low, and has thin walls, then you reflect about additive manufacturing."
If you are using SQL Server in an Azure VM (IaaS) you Have a number of options of where to store the database files (.mdf, .ldf, and .ndf). Most customers use managed disks, available in a number of offerings: yardstick HDD, Standard SSD, Premium SSD, and Ultra SSD. Managed disks are highly recommended to employ over unmanaged disks (see Azure Managed vs Unmanaged disks : The choice). You create and then attach one or more managed disks to the VM. Each VM comes with built-in storage, but this is a temporary storage drive, labeled as the D: drive, and is not persisted to Azure blob storage. You consequence not want to store your user database files or user transaction log files on the D: drive (see Performance best practices for Azure VM). The same goes for the C: drive, which holds the operating system, and should not be used for database files.
If using managed disks, the recommendation is to attach several premium SSDs to a VM. From Sizes for Windows virtual machines in Azure you can espy for the size DS5_v2 you can add 64 of 4TB data disks (P50) yielding the potential total volume size of up to 256TB per VM, and if you employ the preview sizes (P80) your application can Have up to around 2PB of storage per VM (64 of 32TB disks). With premium storage disks, your applications can achieve 80,000 I/O operations per second (IOPS) per VM, and a disk throughput of up to 2,000 megabytes per second (MB/s) per VM. Note the more disks you add the more storage you accept and the more IOPS you get, but only up to a inescapable point due to VM limits, significance at some point more disks accept you more storage but not more IOPS.
Ultra SSD is in preview and an option for data-intensive workloads such as SAP HANA, top tier databases, and transaction-heavy workloads and has a disk capacity up to 4PB (64 of 64TB disks) and 160,000 IOPS per disk with a disk throughput of up to 2,000 megabytes per second (MB/s) per VM. Ultra SSD has higher performance than Premium SSD so you can employ fewer of them to achieve the performance you need, simplifying things (i.e. possibly not having to create a storage space) and saving costs without sacrificing IOPS (see Mission censorious performance with Ultra SSD for SQL Server on Azure VM). Note that there is no SQL Server VM image that uses Ultra SSD from the Azure Marketplace yet.
In the past, after provisioning a SQL Server VM (a SQL VM created from an Azure Marketplace image), you had to manually attach and configure the right number of data disks to provide the desired number of IOPS or throughput (MB/s). Then you needed to stripe your SQL files across the disks or create a Storage Pool to divide the IOPS or throughput across them. Finally, you’d Have to configure SQL Server according to the performance best practices for Azure VM.
A yoke of years ago, Microsoft made this fraction of the provisioning suffer (but only when choosing a SQL Server VM from the Marketplace, not a regular VM). When creating the VM you can easily configure the desired IOPS, throughput, and storage size within the limits of the selected VM size, as well as the target workload to optimize for (either online transaction processing or data warehousing). As you change the IOPS, throughput, and storage size, it will automatically select the right number of disks to attach to the VM. During the VM provisioning, if more than one disk is required for your specified settings, it will automatically create one Windows storage space (virtual drive) across every lone disks (see Windows Server 2012 Storage Virtualization Explained). For more details see Storage configuration for SQL Server VMs.
If you are using Ultra SSD, since there is no SQL Server VM image in the Azure Marketplace that uses it, you will necessity to implement storage spaces manually if you wish to employ more than one data disk – see Implementing Storage Spaces Inside Azure Virtual Machines.
Keep in intelligence that Azure premium managed disks are just premium page blobs with some API make-up so they watch dote disks (disks and blobs employ different APIs). Azure storage page blobs consequence not officially broadcast performance numbers per size while Azure premium managed disks broadcast this info, so that is why tables like this will reveal performance numbers for disks and not page blobs. Page blobs are one of three types of blob storage, the other two being shroud blobs and append blobs.
If you necessity extreme performance for SQL Server and are OK with not having high-availability for storage, the Lsv2-series VMs are optimized to employ the local disk on the node attached directly to the VM rather than using durable data disks. This allows for greater IOPS / throughput for your workloads. It supports up to 19.2TB of storage. Your applications can achieve up to 3.4M I/O operations per second (IOPS) per VM, and a disk throughput of up to 22,000 megabytes per second (MB/s) per VM. However, you miss out on the high-availability benefits of Azure blob storage, so instead of using it for SQL Server, it is better used for NoSQL stores such as Apache Cassandra and MongoDB which replicate data across multiple VMs to achieve persistence in the event of the failure of a lone VM.
Another option for storing the database files is Azure blob storage. I espy this used for some on-prem SQL Server installations when the latency caused by accessing blob storage from on-prem is not a mountainous deal (see SQL Server data files in Microsoft Azure and SQL Server 2014 and Windows Azure Blob Storage Service: Better Together). It is furthermore sometimes used when using SQL Server in a VM with a large database (3-30 TB range) and a snappy backup/restore is needed, as a file-snapshot backup (BACKUP DATABASE using WITH FILE_SNAPSHOT) could be done very quickly (note a file-snapshot cannot be done when database files are on managed disks, so you must consequence streaming backups). Other benefits that achieve with storing the database files in Azure blob storage is Instant Log Initialization for SQL Server in Azure, snappy consistency checking, and reporting off of a restored copy of the snapshot. be sensible there are some limitations: you are limited to a database size of 35TB and geo-replication for your storage account is not supported (if a storage account is geo-replicated and a geo-failover happened, database corruption could occur), there is no local SSD cache to potentially ameliorate storage performance and the same network bandwidth is shared between the VM network traffic and the database storage traffic, which can finger network intensive applications. For more info see SQL Server VLDB in Azure: DBA Tasks Made Simple.
In looking at the PaaS version of SQL Server, Azure SQL Database, here is the underlying persistent storage that is used for its databases for the various options:
Storage performance best practices and considerations for Azure SQL DB Managed Instance (General Purpose)
Azure SQL Database lofty availability
Premium blob storage
High-performance Premium Storage and managed disks for VMs
About disks storage for Azure Windows VMs
Tutorial: employ Azure Blob storage service with SQL Server 2016
Storage Configuration Guidelines for SQL Server on Azure VM
How to elect the amend Azure VM Disk Tier
James is a mountainous data and data warehousing technology specialist at Microsoft. He is a thought leader in the employ and application of mountainous Data technologies, including MPP solutions involving hybrid technologies of relational data, Hadoop, and private and public cloud. Previously he was an independent consultant working as a Data Warehouse/Business Intelligence architect and developer. He is a prior SQL Server MVP with over 30 years of IT experience. James is a celebrated blogger (JamesSerra.com) and speaker, having presented at dozens of PASS events including the PASS industry Analytics conference and the PASS Summit. He is the author of the reserve “Reporting with Microsoft SQL Server 2012”. He received a Bachelor of Science degree in Computer Engineering from the University of Nevada-Las Vegas.
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