Accelerated Data Paths of High Performance Storage is the Cornerstone of building AI

It has been 2 months into my new role at DDN as a Solutions Architect. With many revolving doors around me, I have been trying to find the essence, the critical cog of the data infrastructure that supports the accelerated computing of the Nvidia GPU clusters. The more I read and engage, a pattern emerged. I found that cog in the supercharged data paths between the storage infrastructure systems and the GPU clusters. I will share more.

To set the context, let me start with a wonderful article I read in CIO.com back in July 2024. It was titled “Storage: The unsung hero of AI deployments“. It was music to my ears because as a long-time practitioner in the storage technology industry, it is time the storage industry gets its credit it deserves.

What is the data path?

To put it simply, a Data Path, from a storage context, is the communication route taken by the data bits between the compute system’s processing and program memory and the storage subsystem. The links and the established sessions can be within the system components such as the PCIe bus or external to the system through the shared networking infrastructure.

High speed accelerated data paths

In the world of accelerated computing such as AI and HPC, there are additional, more advanced technologies to create even faster delivery of the data bits. This is the accelerated data paths between the compute nodes and the storage subsystems. Following on, I share a few of these technologies that are lesser used in the enterprise storage segment.

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Open Source on my mind

Last week was cropped with topics around Open Source software. I want to voice my opinions here (with a bit of ranting) and hoping not to rouse many abhorrent comments from different parties and views. This blog is to create conversations, even controversial ones, but we must first agree that there will be disagreements. We must accept disagreements as part of this conversation.

In my 30 years career, Open Source has been a big part of my development and progress. The ideas of freely using (certain) software without any licensing implications and these software being openly available were not always welcomed, as they are now. I think the Open Source revolution has created an innovation movement that is still going strong, and it has not only permeated completely into the IT industry, Open Source has also now in almost every part of the technology-based industries as well. The Open Source influence is massive.

Open Source word cloud

In the beginning

In the beginning, in my beginning in 1992, the availability of software and its source codes was a closed one. Coming from a VAX/VMS background (I was a system admin in my mathematics department’s mini computers), Unix liberated my thinking. The final 6 months in the university was systems programming in C, and it completely changed how I wanted my career to shape. The mantra of “Free as in Freedom” in General Public License GPL (which I got know of much later) boded well with my own tenets in life.

If closed source development models led to proprietary software and a centralized way to distributing software with license, I would count the Open Source development models as one of the earliest decentralized technology frameworks. Down with the capitalistic corporations (aka Evil Empires)!

It was certainly a wonderful and generous way to make the world that it is today. It is a better world now.

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Nakivo Backup Replication architecture and installation on TrueNAS – Part 1

Backup and Replication software have received strong mandates in organizations with enterprise mindsets and vision. But lower down the rung, small medium organizations are less invested in backup and replication software. These organizations know full well that they must backup, replicate and protect their servers, physical and virtual, and also new workloads in the clouds, given the threat of security breaches and ransomware is looming larger and larger all the time. But many are often put off by the cost of implementing and deploying a Backup and Replication software.

So I explored one of the lesser known backup and recovery software called Nakivo® Backup and Replication (NBR) and took the opportunity to build a backup and replication appliance in my homelab with TrueNAS®. My objective was to create a cost effective option for small medium organizations to enjoy enterprise-grade protection and recovery without the hefty price tag.

This blog, Part 1, writes about the architecture overview of Nakivo® and the installation of the NBR software in TrueNAS® to bake in and create the concept of a backup and replication appliance. Part 2, in a future blog post, will cover the administrative and operations usage of NBR.

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Exploring the venerable NFS Ganesha

As TrueNAS® SCALE approaches its General Availability date in less than 10 days time, one of the technology pieces I am extremely excited about in TrueNAS® SCALE is the NFS Ganesha server. It is still early days to see the full prowess of NFS Ganesha in TrueNAS® SCALE, but the potential of Ganesha’s capabilities in iXsystems™ new scale-out storage technology is very, very promising.

NFS Ganesha

I love Network File System (NFS). It was one of the main reasons I was so attracted to Sun Microsystems® SunOS in the first place. 6 months before I graduated, I took a Unix systems programming course in C in the university. The labs were on Sun 3/60 workstations. Coming from a background of a VAX/VMS system administrator in the school’s lab, Unix became a revelation for me. It completely (and blissfully) opened my eyes to open technology, and NFS was the main catalyst. Till this day, my devotion to Unix remained sacrosanct because of the NFS spark aeons ago.

I don’t know NFS Ganesha. I knew of its existence for almost a decade, but I have never used it. Most of the NFS daemons/servers I worked with were kernel NFS, and these included NFS services in Sun SunOS/Solaris, several Linux flavours – Red Hat®, SuSE®, Ubuntu, BSD variants in FreeBSD and MacOS, the older Unices of the 90s – HP-UX, Ultrix, AIX and Irix along with SCO Unix and Microsoft® XenixNetApp® ONTAP™, EMC® Isilon (very briefly), Hitachi® HNAS (née BlueArc) and of course, in these past 5-6 years FreeNAS®/TrueNAS™.

So, as TrueNAS® SCALE beckons, I took to this weekend to learn a bit about NFS Ganesha. Here are what I have learned.

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Storage Elephant Compute Birds

Data movement is expensive. Not just costs, but also latency and resources as well. Thus there were many narratives to move compute closer to where the data is stored because moving compute is definitely more economical than moving data. I borrowed the analogy of the 2 animals from some old NetApp® slides which depicted storage as the elephant, and compute as birds. It was the perfect analogy, because the storage is heavy and compute is light.

“Close up of a white Great Egret perching on top of an African Elephant aa Amboseli national park, Kenya”

Before the animals representation came about I used to use the term “Data locality, Data Mobility“, because of past work on storage technology in the Oil & Gas subsurface data management pipeline.

Take stock of your data movement

I had recent conversations with an end user who has been paying a lot of dollars keeping their “backup” and “archive” in AWS Glacier. The S3 storage is cheap enough to hold several petabytes of data for years, because the IT folks said that the data in AWS Glacier are for “backup” and “archive”. I put both words in quotes because they were termed as “backup” and “archive” because of their enterprise practice. However, the face of their business is changing. They are in manufacturing, oil and gas downstream, and the definitions of “backup” and “archive” data has changed.

For one, there is a strong demand for reusing the past data for various reasons and these datasets have to be recalled from their cloud storage. Secondly, their data movement activities still mimicked what they did in the past during their enterprise storage days. It was a classic lift-and-shift when they moved to the cloud, and not taking stock of  their data movements and the operations they ran on these datasets. Still ongoing, their monthly AWS cost a bomb.

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Don’t go to the Clouds. Come back!

Almost in tandem last week, Nutanix™ and HPE appeared to have made denigrated comments about Cloud First mandates of many organizations today. Nutanix™ took to the annual .NEXT conference to send the message that cloud is wasteful. HPE campaigned against a UK Public Sector “Cloud First” policy.

Cloud First or Cloud Not First

The anti-cloud first messaging sounded a bit funny and hypocritical when both companies have a foot in public clouds, advocating many of their customers in the clouds. So what gives?

That A16Z report

For a numbers of years, many fear criticizing the public cloud services openly. For me, there are the 3 C bombs in public clouds.

  • Costs
  • Complexity
  • Control (lack of it)

Yeah, we would hear of a few mini heart attacks here and there about clouds overcharging customers, and security fallouts. But vendors then who were looking up to the big 3 public clouds as deities, rarely chastise them for the errors. Until recently.

The Cost of Cloud, a Trillion Dollar Paradox” released by revered VC firm Andreessen Horowitz in May 2021 opened up the vocals of several vendors who are now emboldened to make stronger comments about the shortcomings of public cloud services. The report has made it evident that public cloud services are not panacea of all IT woes.

The report has made it evident that public cloud services are not panacea of all IT woes. And looking at the trends, this will only get louder.

Use ours first. We are better

It is pretty obvious that both Nutanix™ and HPE have bigger stakes outside the public cloud IaaS (infrastructure-as-a-service) offerings. It is also pretty obvious that both are not the biggest players in this cloud-first economy. Given their weights in the respective markets, they are leveraging their positions to swing the mindsets to their turf where they can win.

“Use our technology and services. We are better, even though we are also in the public clouds.”

Not a zero sum game

But IT services and IT technologies are not a zero sum game. Both on-premises IT services and complementary public cloud services can co-exist. Both can leverage on each other’s strengths and support each other’s weaknesses, if you know how to blend and assimilate the best of both worlds. Hybrid cloud is the new black.

Gartner Hype Cycle

The IT pendulum swings. Technology hype goes fever pitch. Everyone thinks there is a cure for cancer. Reality sets in. They realize that they were wrong (not completely) or right (not completely). Life goes on. The Gartner® Hype Cycle explains this very well.

The cloud is OK

There are many merits having IT services provisioned in the cloud. Agility, pay-per-use, OPEX, burst traffic, seemingly unlimited resources and so. You can read more about it at Benefits of Cloud Computing: The pros and cons. Even AWS agrees to Three things every business needs from hybrid cloud, perhaps to the chagrin of these naysayers.

I opined that there is no single solution for everything. There is no Best Storage Technology Ever (a snarky post). And so, I believe there is nothing wrong of Nutanix™ and HPE, and maybe others, being hypocritical of their cloud and non-cloud technology offerings. These companies are adjusting and adapting to the changing landscapes of the IT environments, but it is best not to confuse the customers what tactics, strategy and vision are. Inconsistencies in messaging diminishes trust.

 

 

Is Software Defined right for Storage?

George Herbert Leigh Mallory, mountaineer extraordinaire, was once asked “Why did you want to climb Mount Everest?“, in which he replied “Because it’s there“. That retort demonstrated the indomitable human spirit and probably exemplified best the relationship between the human being’s desire to conquer the physical limits of nature. The software of humanity versus the hardware of the planet Earth.

Juxtaposing, similarities can be said between software and hardware in computer systems, in storage technology per se. In it, there are a few schools of thoughts when it comes to delivering storage services with the notable ones being the storage appliance model and the software-defined storage model.

There are arguments, of course. Some are genuinely partisan but many a times, these arguments come in the form of the flavour of the moment. I have experienced in my past companies touting the storage appliance model very strongly in the beginning, and only to be switching to a “software company” chorus years after that. That was what I meant about the “flavour of the moment”.

Software Defined Storage

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The hot cold times of HCI

Hyperconverged Infrastructure (HCI) is a hot technology. It has been for the past decade since Nutanix™ took the first mover advantage from the Converged Infrastructure (CI) technology segment and made it pretty much its ownfor a while.

Hyper Converged Infrastructure

But the HCI market (not the technology) is a strange one. It is hot. It is cold. The perennial leader, Nutanix™, has yet to eke out a profitable year. VMware® is strong in the market. Cisco™, which was hot with their HyperFlex solution in 2019, was also stopped short with a dismal decline in the IDC Worldwide HCI 2Q2020 tracker below:

IDC Worldwide Hyperconverged Infrastructure Tracker – 2Q2020

dHCI = Disaggregated or discombobulated? 

dHCI is known as disaggregated HCI. The disaggregation part is disaggregated hardware, especially on the storage part. Vendors like HPE® with Nimble Storage, Hitachi Vantara, NetApp® and a few more have touted the disaggregation of the performance and capacity, the separation of storage and compute as a value proposition but through close inspection, it is just another marketing ploy to attach a SAN storage to servers. It was marketing old wine in a new bottle. As rightly pointed out by my friend, Charles Chow of Commvault® quoted in his blog

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The prudence needed for storage technology companies

Blitzscaling has been on my mind a lot. Ever since I discovered that word a while back, it has returned time and time again to fill my thoughts. In the wake of COVID-19, and in the mire of this devastating pandemic, is blitzscaling still the right strategy for this generation of storage technology, hyperconverged, data management and cloud storage startups?

What the heck is Blitzscaling? 

For the uninformed, here’s a video of Reid Hoffman, co-founder of Linked and a member of the Paypal mafia, explaining Blitzscaling.

Blitzscaling is about hyper growing, scaling ultra fast and rocketing to escape velocity, at the expense of things like management efficiency, financial prudence, profits and others. While this blog focuses on storage companies, blitzscaling is probably most recognizable in the massive expansion of Uber (and contraction) a few years ago. In the US, the ride hailing war is between Uber and Lyft, but over here in South East Asia, just a few years back, it was between Uber and Grab. In China it was Uber and Didi.

From the storage angle, 2 segments exemplified the blitzscaling culture between 2015 and 2020.

  • All Flash Startups
  • Hyper Converged Infrastructure Startups

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From the past to the future

2019 beckons. The year 2018 is coming to a close and I look upon what I blogged in the past years to reflect what is the future.

The evolution of the Data Services Platform

Late 2017, I blogged about the Data Services Platform. Storage is no longer the storage infrastructure we know but has evolved to a platform where a plethora of data services are served. The changing face of storage is continually evolving as the IT industry changes. I take this opportunity to reflect what I wrote since I started blogging years ago, and look at the articles that are shaping up the landscape today and also some duds.

Some good ones …

One of the most memorable ones is about memory cloud. I wrote the article when Dell acquired a small company by the name of RNA Networks. I vividly recalled what was going through my mind when I wrote the blog. With the SAN, NAS and DAS, and even FAN (File Area Network) happening during that period, the first thing was the System Area Network, the original objective Infiniband and RDMA. I believed the final pool of where storage will be is the memory, hence I called it the “The Last Bastion – Memory“. RNA’s technology became part of Dell Fluid Architecture.

True enough, the present technology of Storage Class Memory and SNIA’s NVDIMM are along the memory cloud I espoused years ago.

What about Fibre Channel over Ethernet (FCoE)? It wasn’t a compelling enough technology for me when it came into the game. Reduced port and cable counts, and reduced power consumption were what the FCoE folks were pitching, but the cost of putting in the FC switches, the HBAs were just too great as an investment. In the end, we could see the cracks of the FCoE story, and I wrote the pre-mature eulogy of FCoE in my 2012 blog. I got some unsavoury comments writing that blog back then, but fast forward to the present, FCoE isn’t a force anymore.

Weeks ago, Amazon Web Services (AWS) just became a hybrid cloud service provider/vendor with the Outposts announcement. It didn’t surprise me but it may have shook the traditional systems integrators. I took the stance 2 years ago when AWS partnered with VMware and juxtaposed it to the philosophical quote in the 1993 Jurassic Park movie – “Life will not be contained, … Life finds a way“.

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