Welcome!

Machine Learning Authors: Liz McMillan, Pat Romanski, Madhavan Krishnan, VP, Cloud Solutions, Virtusa, William Schmarzo, Elizabeth White

Related Topics: Containers Expo Blog, Java IoT, Industrial IoT, Microservices Expo, Open Source Cloud, @CloudExpo

Containers Expo Blog: Blog Post

The Evolution of Solid State Arrays

Solid state storage continues to evolve

In the first wave of solid-state storage arrays, we saw commodity style SSDs (solid state drives) being added to traditional storage arrays. This solution provided an incremental benefit in performance over spinning hard drives, however the back-end technology in these arrays was developed up to 20 years ago and was purely focused around driving performance out of the slowest part of the infrastructure – the hard drive.  Of course SSDs are an order of magnitude faster than HDDs so you can pretty much guarantee SSDs in traditional arrays results in underused resources, but is premium priced.

Wave 2 of SSD arrays saw the development of custom hardware, mostly still continuing to use commodity SSDs.  At this point we saw full exploitation of the solid state capabilities, with architecture designed to provide the full performance capabilities of solid state drives.  These arrays removed unnecessary or bottlenecking features (like cache) and provided much more back-end scalability.  Within the wave 2 group, Nimbus Data have chosen a hybrid approach and developed their own solid state drives.  This gives them more control over the management functionality of the SSDs and subsequently more control over performance and availability.

Notably, some startup vendors have taken a slightly different approach.  Violin Memory have chosen from day 1 to use custom NAND memory cards called VIMMs (Violin Intelligent Memory Module). This technology removes the need for NAND to emulate a hard drive and for the interface between the processor/memory & persistent memory (e.g. the NAND) to go across a hard drive interface like SAS using the SCSI protocol.  Whilst it could be debated that the savings from removing the disk drive protocol could be marginal, the use of NAND that doesn’t emulate hard drives is about much more than that.  SSD controllers have many features to extend the life of the drive itself.  This includes wear levelling and garbage collection, features that could have a direct impact on device performance.  Custom NAND components can, for instance allow wear levelling to be achieved across the entire array or for individual cell failures to be managed more efficiently.

Building bespoke NAND components isn’t cheap.  Violin have chosen to invest in technology that they believe gives them an advantage in their hardware – no dependency on SSD manufacturers.  The ability to build advanced functionality into their persistent memory means availability can be increased (components don’t need to be swapped out as frequently – failing components can be partially used).

At this point we should do a call out to Texas Memory Systems, recently acquired by IBM.  They have also used custom NAND components; their RamSan-820 uses 500GB flash modules using eMLC memory.

I believe that the third wave will see many more vendors looking to move away from the SSD form factor and building bespoke NAND components as Violin have done.  Currently Violin and TMS have the headstart.  They’ve done the hard work and built the foundation of their platform.  Their future innovations will probably revolve around bigger and faster devices and replacing NAND with whatever is the next generation of persistent memory.

Last week, HDS announced their approach to full flash devices; a new custom-build Flash Module Drive (FMD) that can be added to the VSP platform.  This provides 1.6TB or 3.2TB (higher capacity due March 2013) of storage per module, which can then be stacked into an 8U shelf of 48 FMDs in total – a total of 600TB of flash in a single VSP.  Each FMD is like a traditional SSD drive in terms of height and width, but is much deeper in size.  It appears to the VSP as a traditional SSD.

The FMD chassis is separate to the existing disk chassis that are deployed in the VSP and so FMDs can’t be deployed in conjunction with hard drives.  Although this seems like a negative, the flash modules have higher specification back-end directors (to fully utilise the flash performance), which, in addition to their size, explains why they wouldn’t be mixed together.

Creating a discrete flash module provides Hitachi with a number of benefits compared to individual MLC SSDs including:

  • Higher performance on mixed workloads
  • Inbuilt compression using the onboard custom chips
  • Improved ECC error correction using onboard code and hardware
  • Lower power per TB consumption from higher memory density
  • > 1,000,000 IOPS in a single array

The new FMDs can also be used with HDT (dynamic tiering) to cater for mixed sub-LUN workloads and of course Hitachi’s upgraded microcode is already optimised to work with flash devices.

The Architect’s View
Solid state storage continues to evolve.  NAND flash is fast and has its foibles but this can be overcome with dedicated NAND modules.  Today, only four vendors have moved to dedicated solid-state components while the others continue to use commodity SSDs.  At scale, performance and availability, when viewed in terms of consistency become much more important.  Many vendors today are producing high performance devices, but how well will they scale going forward and how resilient will they be?  As the market matures, these differences will be the dividing line between survival and failure.

Disclaimer: I recently attended the Hitachi Bloggers’ and Influencers’ Days 2012.  My flights and accommodation were covered by Hitachi during the trip, however there is no requirement for me to blog about any of the content presented and I am not compensated in any way for my time when attending the event.  Some materials presented were discussed under NDA and don’t form part of my blog posts, but could influence future discussions.

Related Links

Comments are always welcome; please indicate if you work for a vendor as it’s only fair. If you have any related links of interest, please feel free to add them as a comment for consideration.

Read the original blog entry...

@CloudExpo Stories
In his session at 21st Cloud Expo, James Henry, Co-CEO/CTO of Calgary Scientific Inc., introduced you to the challenges, solutions and benefits of training AI systems to solve visual problems with an emphasis on improving AIs with continuous training in the field. He explored applications in several industries and discussed technologies that allow the deployment of advanced visualization solutions to the cloud.
Gemini is Yahoo’s native and search advertising platform. To ensure the quality of a complex distributed system that spans multiple products and components and across various desktop websites and mobile app and web experiences – both Yahoo owned and operated and third-party syndication (supply), with complex interaction with more than a billion users and numerous advertisers globally (demand) – it becomes imperative to automate a set of end-to-end tests 24x7 to detect bugs and regression. In th...
"We're developing a software that is based on the cloud environment and we are providing those services to corporations and the general public," explained Seungmin Kim, CEO/CTO of SM Systems Inc., in this SYS-CON.tv interview at 21st Cloud Expo, held Oct 31 – Nov 2, 2017, at the Santa Clara Convention Center in Santa Clara, CA.
Enterprises are moving to the cloud faster than most of us in security expected. CIOs are going from 0 to 100 in cloud adoption and leaving security teams in the dust. Once cloud is part of an enterprise stack, it’s unclear who has responsibility for the protection of applications, services, and data. When cloud breaches occur, whether active compromise or a publicly accessible database, the blame must fall on both service providers and users. In his session at 21st Cloud Expo, Ben Johnson, C...
SYS-CON Events announced today that Telecom Reseller has been named “Media Sponsor” of SYS-CON's 22nd International Cloud Expo, which will take place on June 5-7, 2018, at the Javits Center in New York, NY. Telecom Reseller reports on Unified Communications, UCaaS, BPaaS for enterprise and SMBs. They report extensively on both customer premises based solutions such as IP-PBX as well as cloud based and hosted platforms.
SYS-CON Events announced today that CrowdReviews.com has been named “Media Sponsor” of SYS-CON's 22nd International Cloud Expo, which will take place on June 5–7, 2018, at the Javits Center in New York City, NY. CrowdReviews.com is a transparent online platform for determining which products and services are the best based on the opinion of the crowd. The crowd consists of Internet users that have experienced products and services first-hand and have an interest in letting other potential buye...
"Infoblox does DNS, DHCP and IP address management for not only enterprise networks but cloud networks as well. Customers are looking for a single platform that can extend not only in their private enterprise environment but private cloud, public cloud, tracking all the IP space and everything that is going on in that environment," explained Steve Salo, Principal Systems Engineer at Infoblox, in this SYS-CON.tv interview at 21st Cloud Expo, held Oct 31 – Nov 2, 2017, at the Santa Clara Conventio...
Agile has finally jumped the technology shark, expanding outside the software world. Enterprises are now increasingly adopting Agile practices across their organizations in order to successfully navigate the disruptive waters that threaten to drown them. In our quest for establishing change as a core competency in our organizations, this business-centric notion of Agile is an essential component of Agile Digital Transformation. In the years since the publication of the Agile Manifesto, the conn...
"Codigm is based on the cloud and we are here to explore marketing opportunities in America. Our mission is to make an ecosystem of the SW environment that anyone can understand, learn, teach, and develop the SW on the cloud," explained Sung Tae Ryu, CEO of Codigm, in this SYS-CON.tv interview at 21st Cloud Expo, held Oct 31 – Nov 2, 2017, at the Santa Clara Convention Center in Santa Clara, CA.
"MobiDev is a software development company and we do complex, custom software development for everybody from entrepreneurs to large enterprises," explained Alan Winters, U.S. Head of Business Development at MobiDev, in this SYS-CON.tv interview at 21st Cloud Expo, held Oct 31 – Nov 2, 2017, at the Santa Clara Convention Center in Santa Clara, CA.
Data scientists must access high-performance computing resources across a wide-area network. To achieve cloud-based HPC visualization, researchers must transfer datasets and visualization results efficiently. HPC clusters now compute GPU-accelerated visualization in the cloud cluster. To efficiently display results remotely, a high-performance, low-latency protocol transfers the display from the cluster to a remote desktop. Further, tools to easily mount remote datasets and efficiently transfer...
Coca-Cola’s Google powered digital signage system lays the groundwork for a more valuable connection between Coke and its customers. Digital signs pair software with high-resolution displays so that a message can be changed instantly based on what the operator wants to communicate or sell. In their Day 3 Keynote at 21st Cloud Expo, Greg Chambers, Global Group Director, Digital Innovation, Coca-Cola, and Vidya Nagarajan, a Senior Product Manager at Google, discussed how from store operations and ...
"There's plenty of bandwidth out there but it's never in the right place. So what Cedexis does is uses data to work out the best pathways to get data from the origin to the person who wants to get it," explained Simon Jones, Evangelist and Head of Marketing at Cedexis, in this SYS-CON.tv interview at 21st Cloud Expo, held Oct 31 – Nov 2, 2017, at the Santa Clara Convention Center in Santa Clara, CA.
In his session at 21st Cloud Expo, Carl J. Levine, Senior Technical Evangelist for NS1, will objectively discuss how DNS is used to solve Digital Transformation challenges in large SaaS applications, CDNs, AdTech platforms, and other demanding use cases. Carl J. Levine is the Senior Technical Evangelist for NS1. A veteran of the Internet Infrastructure space, he has over a decade of experience with startups, networking protocols and Internet infrastructure, combined with the unique ability to it...
Enterprises are adopting Kubernetes to accelerate the development and the delivery of cloud-native applications. However, sharing a Kubernetes cluster between members of the same team can be challenging. And, sharing clusters across multiple teams is even harder. Kubernetes offers several constructs to help implement segmentation and isolation. However, these primitives can be complex to understand and apply. As a result, it’s becoming common for enterprises to end up with several clusters. Thi...
WebRTC is great technology to build your own communication tools. It will be even more exciting experience it with advanced devices, such as a 360 Camera, 360 microphone, and a depth sensor camera. In his session at @ThingsExpo, Masashi Ganeko, a manager at INFOCOM Corporation, introduced two experimental projects from his team and what they learned from them. "Shotoku Tamago" uses the robot audition software HARK to track speakers in 360 video of a remote party. "Virtual Teleport" uses a multip...
"We're focused on how to get some of the attributes that you would expect from an Amazon, Azure, Google, and doing that on-prem. We believe today that you can actually get those types of things done with certain architectures available in the market today," explained Steve Conner, VP of Sales at Cloudistics, in this SYS-CON.tv interview at 21st Cloud Expo, held Oct 31 – Nov 2, 2017, at the Santa Clara Convention Center in Santa Clara, CA.
"NetApp is known as a data management leader but we do a lot more than just data management on-prem with the data centers of our customers. We're also big in the hybrid cloud," explained Wes Talbert, Principal Architect at NetApp, in this SYS-CON.tv interview at 21st Cloud Expo, held Oct 31 – Nov 2, 2017, at the Santa Clara Convention Center in Santa Clara, CA.
"Space Monkey by Vivent Smart Home is a product that is a distributed cloud-based edge storage network. Vivent Smart Home, our parent company, is a smart home provider that places a lot of hard drives across homes in North America," explained JT Olds, Director of Engineering, and Brandon Crowfeather, Product Manager, at Vivint Smart Home, in this SYS-CON.tv interview at @ThingsExpo, held Oct 31 – Nov 2, 2017, at the Santa Clara Convention Center in Santa Clara, CA.
The question before companies today is not whether to become intelligent, it’s a question of how and how fast. The key is to adopt and deploy an intelligent application strategy while simultaneously preparing to scale that intelligence. In her session at 21st Cloud Expo, Sangeeta Chakraborty, Chief Customer Officer at Ayasdi, provided a tactical framework to become a truly intelligent enterprise, including how to identify the right applications for AI, how to build a Center of Excellence to oper...