
SC22 Recap
Join us live as we recap Super Computing 22!
Webinar Synopsis:
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Quick SC22 Overview and Synopsis
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The Future of Supercomputing at SC22
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The Cray-1 Supercomputer and HPC at SC22
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Enterprise Linux, HPC, and Fuzzball at SC22
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Using Rocky Linux in the National Laboratories
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The Widespread Use of Apptainer in the HPC World
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How Enterprise Computing is Changing Innovation
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Why Innovation is Accelerating in the HPC Market
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How CIQ is Utilizing Both HPC and Enterprise
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New Innovations in RISC-V at SC22
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Increased Chip Density Booth at SC22
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Innovations in Immersion Liquid Cooling Solutions
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The Prevalence of Apptainer and Rocky Linux in HPC
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Exploring the Student Cluster Competition at SC22
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Future Plans for CIQ Webinars
Speakers:
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Zane Hamilton, Vice President Sales Engineering, CIQ
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Dave Godlove, Solutions Architect, CIQ
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David DeBonis, Senior Software Engineer, CIQ
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Brock Taylor, Vice President of High Performance Computing, CIQ
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Justin Burdine, Director of Solutions Engineering, CIQ
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Rose Stein, Sales Operations Administrator, CIQ
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Forrest Burt, High Performance Computing Systems Engineer, CIQ
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Dave LeDuke, Strategy, Marketing, and Operations, CIQ
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Jonathan Anderson, Solutions Architect Manager, CIQ
Note: This transcript was created using speech recognition software. While it has been reviewed by human transcribers, it may contain errors.
Full Webinar Transcript:
Zane Hamilton:
This is a little bit of a live stream and a live place. It's new for us, so we're trying to do the best we can. We appreciate you joining us. I'm Zane Hamilton with CIQ. I'm here with Dave LeDuke and we are actually here live at SC22 in Dallas, Texas.
We've got lots of fantastic companies and organizations that came and stood behind what we were doing.
Quick SC22 Overview and Synopsis [5:27]
Well guys, we hope you enjoyed the time that we had. Just briefly showing you what we've been up to and showing you the booth. We ask that you come back after Thanksgiving and we will probably dive in more on what we learned and what we saw. And we really appreciate your time. It's been great. Thank you very much.
Good morning, good afternoon, good evening. Welcome, wherever you are. We appreciate you joining us for this webinar, again after SC22. And that was fun going back and watching some of those, some of the different clips, it seemed like a long time ago, but it was actually the week before last. So today we're going to be actually recapping what we did at SC and talking with our crew about what we learned, what we saw, and going back through the experiences from some of the people who have done this before and then some of the new experience. So we could bring everybody in.
Thanks for joining guys. I know there was a lot that happened during the week of SC22. I know that we saw a lot of people. We got to interact with a lot of different people and see a lot of different things. One of the things that I enjoyed the most, other than meeting you guys, actually seeing some of the people we've had on this webinar before, we got to see Dr. Alan Sill and Misha and Stack. And it was fun to see everybody in person. I put a real face with a real name, so it's awesome. We really appreciate you guys who have joined us before and it was great to meet you. I'm going to start off with Mr. Godlove. What was your favorite part of SC22?
Dave Godlove:
Well, I think that you probably hit the nail on the head when you said it was great to see everybody else. I think that was probably my favorite part of SC22 was just being able to meet a bunch of other people, including yourself, Zane, and including a bunch of other people here on the call in person for the first time. Or if not in person for the first time, to see them for the first time in a long time. So that was really great to get together with everybody and sort of begin those face to face relationships or renew them. And then also obviously it was just great to just get the message out and to start letting people know what the company is all about, what our products are, what our projects are, what we're working on and what we see for the future.
Zane Hamilton:
Great. I'm going to go to the next Dave. Dave, I think you had an interesting experience because you went and actually got to take part in sessions and see other things outside of the booth. So tell us about your time.
David DeBonis:
I've been going to SC22 since 2012. And usually I'm looking more from a technical track, so I attended a lot of the technical papers session and a lot of the keynotes, the awards, things like that. Less on the floor, but it was great to meet everybody in person. Ran into a lot of people I knew from the labs and from industry as well. So it was a really good experience.
Zane Hamilton:
So what was from that perspective, since you did get to go to all of that stuff and participate in more of that technical track, what was the favorite thing that you participated in?
The Future of Supercomputing at SC22 [9:14]
David DeBonis:
I was in a session that was the future of supercomputing. Basically it was a panel discussion. It was Torsten and Dongarra who is obviously one of the founders of the Top500 and HPL or Linpack. And the metrics. Also my former PhD advisor, Dorian Arnold, was on that panel as well. And so to see their perspective saying what is driving the future of HPC from the many different facets they were discussing, some of it is the current technology of the day. It's AIML versus Cloud that it was years before versus Heterogeneous Architectures years before that. Some of them were just saying, we're the future of HPC. It's the researchers, it's the industry, the drivers of the direction of where we take this more than anything else that is more fleeting as the current phase. So that was interesting to me.
Zane Hamilton:
That's great. It's always great to catch up with little people like that too. Brock, you were all over the place. You talked to a lot of people and were involved in different talks.
Brock Taylor:
It was still surprising though, for me, how much I was at the booth. I think that's the most I've spent in a booth, maybe in all the shows. Because normally I can block out time. I get around the show floor and go see people. This year was actually very hard to do. I planned to do a lot more than I did, but anytime you try to leave, there's somebody there to talk to, and the next thing you've been talking to them for 10 or 15 minutes. And it was just amazing to see given our location, not on the millionaire's row as I called it, how many people were actually coming to seek us out. And that made for a lot of traffic, a lot of busyness in the booth and around the booth. and I was able to get to booths close by. But it was rare that I could actually get over to the other side of the show, which was a little disappointing personally. But as a company it was very exciting to see all the activity that was going on in our area and how many good conversations we had. But the show, I wouldn't say it's back to full strength, but it was close. There next year you'll probably see everybody's back and it could be another great year. So it was fun.
Zane Hamilton:
It was fun. It's good to see you. Justin, it was your first time as well, so what'd you get from it?
Justin Burdine:
This was definitely my first time. I've been to big shows like this before, but this was really fun for me to dive in and start talking to the people who were there. I didn't really know what to expect from the types of people who would be there. But it was fun to get to know some of the researchers, get to know the people who really make up this industry. And it was just interesting to hear how they're using Compute, which is very different from the world I grew up in, which was Enterprise Computing. So it was just a lot of eye opening conversations and, and it was also great to meet a lot of the people I've been talking with, since I've been here for the last four months, and to actually meet people in person. So I think this is my first show since I've been back since on the other side of COVID, so anyway, really energizing and exciting.
Zane Hamilton:
That's great. Thank you Justin. So Rose, I know you probably did the most talking to the most people. If we had an award, you would definitely get the award, so that was awesome. It was energizing watching you do that because you had a lot of passion and a lot of just willingness to talk to people. So we really appreciate that. But tell us about your experience.
Rose Stein:
So if any of you guys have been following us along the last few weeks when we were talking about what to expect and what we're excited about, I said that I wanted to shake hands with a robot, like a robot man . And I was told that that isn't really this kind of a conference. So when we walk in there, I will tell you it was massive. And I did it, in the corner of my eye, actually, I think somebody came up to me, I think maybe it was Justin, he was like, Rose, Rose , over there. I'm like, what's happening? There was a little robot dog named potato. And so the robot dog was doing its thing and I was like, oh my God, this is so amazing. And I turned and there was a robot man. I think it was actually a man in a suit, but it was awesome.
It was so fun. So I definitely stayed in the booth most of the time. There were lots of people that were coming and talking to us. I will never forget, I took videos of the robot dog and the robot man doing robot things together. It was super cool. But probably the coolest thing for me too was just talking to people and seeing the connection between how we actually support the work that then the scientists do, right? And like bridging that gap between, so the scientists actually have more control over how their programs are working. So that was, that was really fun. It was a great time.
Zane Hamilton:
That's awesome. Thank you Rose. Forrest, I think one of my favorite parts of SC22 was seeing you see the Cray-1. That was probably a highlight for me, but I know you saw a lot of different things and you had a lot of fun. But tell us the one thing that really stuck out to you.
The Cray-1 Supercomputer and HPC at SC22 [15:13]
Forrest Burt:
The Cray-1 was really, really cool. That came out of nowhere there as we were walking around with Zane and Justin. No, hey, let's go over here, check this out, see what this is. So that was really, really cool. I think the one biggest thing for me, I've talked a lot about the chips. The chips are really cool. I'm sure some of you have seen my posts on LinkedIn of the chips, stuff like that. The coolest thing for me was the people, both internal and external to CIQ. I spent a lot of time prior to CIQ and the Academic National Lab sphere talking to researchers, getting really, really in depth with researchers about what they do. Like interviewing and writing articles at certain points with researchers just about how HPC affected their work.
So to get, to get back out there and in person, just to have that free exchange of ideas with all of these incredible minds that were at this big confluence of so many different industries, was just an incredible experience. It was super cool to get to talk to, like I said, domain scientists from research institutions and all kinds of different fields. Private researchers at all kinds of different chip tech firms and different places like that. The people from private industry, like us, are getting to find out what other products and trends and things like that they're seeing in the industry right now. It was really incredible to be in a place where everybody was together at once from the people making the tech, to the people using the tech, to the people researching the next generation of the tech.
So it was, it was an incredible exchange there. And of course like I said, internal and external. After being at CIQ for a year and a half, and seeing this go from like 17 people when I joined, to now 70 people almost. We have really done some incredible work here together. So it was really cool to get to see so many of the incredible minds we have here at CIQ in person and finally after working with you all for so long. So that was a lot of fun. It was really great to interact with everyone at the booth and just really have that unity of our company and to get to see everyone in person and meet. So it was a fantastic event. I loved the people. It was a ton of fun.
Zane Hamilton:
That's great. Thank you Forrest. Mr. LeDuke, I know you put in a lot of time, a lot of effort, a lot of late days, late nights going through and getting this all set up, and we really appreciate it. So from your perspective, from a marketing perspective, what did you take away from SC22?
Dave LeDuke:
I would say not just just me, we have a really great team that supported this event, and really everyone here did it. So, it was such a team effort. And that was a huge part of it. I'd say probably the number one thing for me was finally to get some Rocky swag. I joined the company and I was like, hey, Greg's got this cool hat. When am I going to get a hat? And finally I got my Rocky t-shirt, got my Rocky hat, got my Rocky beanie. And so that was wonderful. I kid, I kid. I think actually to echo what Forrest said, just layer one for me was seeing my fellow CIQ'ers, if that's what we are, in 3d. Just seeing people attached to bodies and being able to have that connection with people that we've all been working together in this zoom mode and slack mode and there's so much richness to getting together.
So, we sent 21 people to the event. That was one of the major expenses and investments of this event. And as somebody who's done a lot of events, and the size of our company wouldn't normally justify anything like that, but I think this really paid off. I mean, number one, we made so many amazing connections with our customers and partners, but we made those connections with each other and that is so powerful. That is just I think that was so worth sending such a big percentage of the company to this event. So one of the things I was really impressed by was the interest in Rocky. So many people came up and as soon as they saw Rocky, they lit up.
Enterprise Linux, HPC, and Fuzzball at SC22 [19:30]
They were they happy to see us. Many people, due to changes in the industry that I think are well known, were looking for an Enterprise Linux, that was the true successor to CentOS. People really depend on this and HPC more than anywhere, I think. So it was a pleasure to me that the first part of every conversation was a great, you guys are here, you're supporting Rocky. And then that opened up doors to start talking about the rest of our stack. Apptainer, Warewulf, and start to give a little preview of Fuzzball. So when I first started working on this show, we talked a lot about CIQ's history at this show, and it's really been a trailblazer in many ways. They did all kinds of things like the treasure hunt, which they invented, and how the short organizers are doing.
And we thought a lot about what promotion, what razzamatazz can we whip up to get a lot of awareness and interest in CIQ. We didn't have to do any of that. We didn't, we did it legit. No gimmicks. Rocky. Rocky was the welcome mat that just brought everybody in. And so that was amazing for me to see in person, to see the huge groundswell of interest and support around what we're doing around Rocky. And then to use that as a way to start talking about things like Josh Nord did a back of the napkin calculation and we've got 500 person years, at least, of deep expertise in Linux, Open Source technologies. And to show some of that talent, to bring that talent to Dallas and to have people meet and rub up against that, especially Greg, the rock star at the show.
Using Rocky Linux in the National Laboratories [21:25]
Then a personal highlight for me was the National Laboratories booth that was there that highlighted all of the different laboratories around the country, many of whom, probably all of whom, are using Rocky Linux at this point. Some of whom are our customers. Also NASA, and to see the world changing research that they're doing because, for me, I'm not the sharpest technical pencil in the box of crayons. Which makes no sense whatsoever. So for me, what's important is seeing the results of the work we do in the world changing research that's being enabled by these people who are really going to save the planet. They're going to deal with disease, they're dealing with exploration, they're dealing with the frontier of science and knowledge. How does it get any better than that?
It made me proud to go to that booth as an American, and say look at all this innovation that's happening here. There's real hope here. This is a positive initiative that we are enabling. It filled me with optimism at a time when politics and all this stuff that's going on in the world is a pretty dark time. But then you see, look at what these guys are doing. Look at where they're taking us. Look at all the new opportunities that we're having. And I am super proud to be part of CIQ that's really unlocking that potential. So that's my highlights.
Zane Hamilton:
Yeah. That's fantastic, Dave. Thank you, Jonathan, I haven't forgotten about you this time. Unlike at SC22 when we seem to have left you behind and didn't go to dinner with us. So again, I apologize for that, but tell me about what you thought or what was your favorite thing about a scene, other than the people?
Jonathan Anderson:
My favorite thing was that time that I was sitting alone in my hotel room while all my colleagues were off at dinner. So to really talk about what the highlights were for me would be to retread so much of what's already been set. This was the first time that I'd been at SC22 with such a booth presence that I was a part of, there was a real sense of pride in that. That was cool. I wouldn't have anticipated that or predicted it for myself, but it was cool to be in the booth and be part of the team that was so large to be present there. Getting to do team building stuff both on the show floor and then in little party stuff afterwards or in the evening. That was great to get to spend time with people and see how quickly we just gelled together.
And it didn't feel like a bunch of strangers that just got thrown in a room. It was immediately as though we had been working together for several months or years, which was great. One of the first things for me individually though, when I arrived at the show, I went to the Dell HPC community thing, right off the bat. And I had like a half hour of not seeing anyone that I recognized, and I had a little mini panic moment of wondering if I'd been out of the community for too long that I wouldn't actually know anyone anymore. And then very quickly after that, there were people recognizing me or that I recognized and shaking hands, even hugs a few times. And then that culminated for me. We were we were booth neighbors with the guys from University of Chapel Hill, and some guys that I've worked with over there before noticed me walking down the space between the booths and accosted me in the hall and pulled me into their booth to show that they were closing out a case that they had open against iRODS to add Rocky support for iRODS in their build system and testing infrastructure.
And to see, not only that there were people in this community that knew that I was there and cared who I was, but were excited about the work that we were doing at CIQ was really cool. And it was great to be a part of that at the show.
Zane Hamilton:
That's fantastic, John. Thank you. It was amazing meeting everyone. Very cool. Yeah.
Brock Taylor:
Zane, did you give your top highlight?
Zane Hamilton:
I think everybody's already pretty much touched on it. I think seeing all of you was probably the part I was really most interested in. I mean, I've worked with probably Forrest the longest on this, so being able to see Forrest after seeing his passion for all of HPC was probably one of my favorite things. And then I'm trying to think who started next, if it was Godlove or if it was Anderson, but it was just great to see everybody and actually be around instead of just being on Zoom. So I really appreciated that. And then Justin and I share a very similar experience, so most of it is around Enterprise, and this is a very different world than Enterprise Computing. So being able to actually see and to Mr. LeDuke's point, seeing the research that's being done.
And I'm a very visual person, so seeing the visualizations that they were doing and actually showing not only, Hey, we're running this piece of software, but what are they doing with it? Is something that's important for me, to be able to understand, like, what are we actually impacting and doing? So seeing those simulations of different things from wind tunnel testing for the Porsche that was sitting outside that was, was really cool. The wind turbines and seeing that the way that the wind comes off, the tip of the blade and where it creates turbulence, being able to visualize that stuff is just amazing to me, so that was probably my favorite part of the whole thing. Mr. Godlove, I know you had something else you wanted to add.
Dave Godlove:
I mean, I've always pretty much got something else I want to add. So whenever Dave started talking a little bit about our treasure hunt that was going on. And I thought that that was actually something that we had originally invented because I was looking at it and I was like, this is very similar to something we did several years ago, but I didn't know if it was something else. So it was really cool when you just said that, and it made me think too about, so a really great thing about this meeting that I really, really enjoyed is I've been around this community, around specifically the Apptainer what was previously singularity, community for pretty long time now going on about six years.
And I can remember when we went to Supercomputing and we referred, we didn't have a booth, we didn't have anything. And we referred to what we were doing there as a gorilla marketing campaign. And so we did stuff like, we went around and we contacted other booths beforehand and asked them if they would put up a little sign up talking about Singularity. And then we do these scavenger hunts and stuff to get people to go to these other booths and talk to them about singularity. And it was cool then because it was almost like this underground secret, like it had this punk vibe to it where it was like really the hardcore people, the hard hardcore scientists knew about singularity and knew what it was and were using it.
And, that was really cool because then when we went to some more, and like, we started giving booth talks and doing stuff like that, but still, it was sort of like this underground thing where you would hear somebody mention it and you would be like, oh, wow. Out of context. And you'd be like, oh that's our thing. That's the thing we're working on, you know? And it was like a rare sort of electric moment. Now things have progressed, and I spent most of my time at the booth because we had a big beautiful booth with lots of people, and we had lots and lots of traffic, so it was awesome to be at the booth. But I went to a couple of birds of a feather talks or meetings and other things.
The Widespread Use of Apptainer in the HPC World [29:33]
And I think pretty much everything that I went to, Apptainer came up in conversation as just a given, as a fundamental thing that it's like, of course we're using this, everybody's using this. And it didn't have that underground, electric sort of secret feeling anymore. Now it's like this established, fundamental piece of software that everybody relies on, and it just made me feel so great to like being part of a community of people that have worked on this thing, which has changed, fundamentally, the way that HPC is done. And I was extremely gratified that I've had the opportunity to be a part of this. And it makes me think that's just the tip of the iceberg. That's just the start. Now we're actually starting to get some traction. Now we actually have a legitimate booth. We've already changed the way that HPC is done in this one way. I think next we're going to revolutionize it, right? We're going to completely not just change it, but remake it.
How Enterprise Computing is Changing Innovation [30:43]
David DeBonis:
I can add to that too, just from attending these over the years and also being over at Sandia for some time, the initiative of the labs were, at one point, to innovate. And to create and to be the first to innovate? And it changed a little with the commodity market when PCs came out, right? And Enterprise Computing, because it was no longer you buying these specialized pieces of fabric or processors or interconnects or whatever it is. It changed to where the labs were needing to leverage the community and consume from the community. So their mission shifted a bit. Now, they are focusing on making the industry stronger rather than making a computer for them to consume, which is a great ecosystem to be in. And you can see the shift happen over different sessions, different meetings of SC22 over time, again commodity-based hardware. Then all of a sudden heterogeneous computing came into the mix, and we had to leverage a lot of different components all at once.
Some FPGA, some GPUs, even offloading to a nick is a thing that you can do for optimizing in an HPC system. Then Cloud Computing came in and we had to leverage that community more. AIML is in there now, however, we're still doing, at the very large supercomputing centers, we're still doing bulk synchronous processing. We're not doing multi-tenancy as much. And it showed, because one of the talks were by Dongarra, the keynote, was we are sure we're getting these Linpack numbers, and we're getting flop rates that are in the Exascale, Exaflops, but our actual utilization of the total system is less than 1%. That's because we're not really using that shared tendency on each of the nodes. We're not really reducing the footprint in power and performance for right sizing the application, depending on its workload, depending on if it's communication bound or not. So it's really the efficiency gain of just going to multi-tenancy or even what similarity allows, is going to be the groundbreaker in the next 10 years.
Brock Taylor:
Yeah. I would say that's a huge challenge as well, because you've got the programming models that are still dominant, MPI in particular. You're making that assumption. You have the full machine and you're relying on a lot of different pieces to place processes, threads correctly, keep them there. And it can, you can be very manually intensive. And I think that shift that's coming is how the ecosystem and the ecosystem of vendors start working together in a much better fashion to help solve that problem for the researchers. So that, as that panel says the future is about the research and what they do and the, the vendor ecosystem has to serve up the computing on a platter for them to consume, right? And consume in efficient ways. And it's going to be interesting to see, I know there's many different programming model research going on and how you shift the application space to something that's different, and that usually takes time. But I think that's going to be a big part of the future.
Why Innovation is Accelerating in the HPC Market [34:47]
Zane Hamilton:
On that, Brock and David DeBonis, a question about that. As we've seen things. I mean, it sounds like we're still doing some of the things in the old way, and we've started to see a little bit of a shift. Is it linear or is it actually starting to accelerate faster? Are we getting there faster? Is it something that's just going to continue dragging behind?
David DeBonis:
I think the driver here is really the large cloud providers, right? Because they're doing this and it's in their interest to make sure they're getting the best efficiency over their large systems by sharing tendency and also making sure that, okay, this job, I'm monitoring it. And I see that it's really only using about 10% of the CPU utilization adaptively addressing that. I think a lot of the new innovation is going to come out of some of those centers that house the large cloud providers, but eventually that is going to feed the HPC market. We've seen it in the past. And it's going to be consumed, maybe not driven by the HPC community, but it will be consumed and it'll need to be adapted. In the talk that I said was on the future of HPC or the future of supercomputing, one of the things was to embrace the trend.
So AIML, what I feel happened about maybe five, seven years ago was when Cloud was becoming more dominant. HPC was looking at Cloud as, that's silly because you can't control the hardware. You can't optimize it. You can get, you can't get the close interconnects, but you're going to get that soon. And you do in specialized hardware or specialized service providers. The thing that they need to do is that everybody's having the same problem right now. Everybody's having the problem of data movement and getting the compute close to the data that you're computing, that you need for doing the computation over. That still hasn't been solved. That's always been an issue. I think that we're getting closer. But I think it's all about the whole ecosystem. It's not the HPC ecosystem, it's the whole Enterprise cloud and even desktop computing ecosystem that's going to be the game changer.
How CIQ is Utilizing Both HPC and Enterprise [37:22]
Brock Taylor:
And I would say that a big part of what's exciting about CIQ is, as we've said, some of us have been in HPC for a long time. Some of us are new to HPC. We're doing that crossover. It's not just an Enterprise approach to HPC or an HPC approach to Enterprise. It's shedding the history and looking at how you move it forward and actually capitalize on all this innovation that's going on. And it can't be just us. We can't solve all the problems, and there's always another bottleneck when you resolve one, the next one shows up, right? And so there's all kinds of things going on. It's a very interesting time to be in HPC because of this shift away from what used to be a very rigid system to now it is more dynamic. It is starting to understand that what Enterprise has brought to the table is very valuable. We just have to figure out how to blend and how to tap into that power or power efficiency as you brought up. Absolutely.
Zane Hamilton:
So, Mr. DeBonis brought up heterogeneous computing and how it's taking off and getting wider. I know Forrest, you and Joshua had spent some time talking about RISC-V and where that's at. You want to touch on that a little bit?
New Innovations in RISC-V at SC22 [38:46]
Forrest Burt:
The biggest update I have on RISC-V is that the compactness achievable with those cores is allowing for incredible density on chip. And it is opening up really interesting applications in fringe HPC use cases. Things that are fundamentally HPC like, for example, cryptocurrency mining, which is essentially just mass cryptographic calculation. Is there anybody else throwing that many GPUs or specialized hardware at a problem in the HPC? Cryptocurrency is a little bit of a controversial world, but we'll ignore that for a moment. Some of the biggest updates around RISC-V that I've seen are on chip density and what's actually achievable with those cores. Suddenly you're able to put thousands of cores on one chip. So it's a very interesting new micro-architecture that is starting to, or architecture I should say, that's starting to throw up a good challenge to X86-64 in the same way that ARM is starting to come up in computing a little bit more.
Increased Chip Density Booth at SC22 [40:08]
David DeBonis:
I'm going to add to that too because the booth that Forrest went to with the large chip, I can't remember. Amazing density of their stuff, and it's a proprietary processor of course, but still, to get 850,000 cores on a single piece of fabric is amazing. There were, early in the 2000's and 2010's, there were organizations like D. E. Shaw, I don't know if anybody knows who D. E. Shaw is. He used to be a Wall Street person who was forecasting for stocks, and decided to start his own company doing molecular dynamics and drug discovery. And he built a system called Anton which was a computing platform, with a special purpose. He put his own money into this. That was a three dimensional gridded FPGA architecture that would do molecular dynamics as if it was in new real space. Each processor had its nearest neighbor that would do its halo exchange of the information it needed to do its next step in the simulation. And it was very close. And that was key. So that's what you're seeing with some of the stuff like that specialized 850,000 cores, is now you can almost make a chip that is spatially distributed appropriate to the simulation you're trying to do to get the efficiencies of closeness and memory sharing. And I think that's amazing.
Innovations in Immersion Liquid Cooling Solutions [41:55]
Zane Hamilton:
Absolutely. One of the other things that it brings up that I saw a lot of as I walked around it seems like, and maybe this isn't new to HPC, but it's a little newer, especially Enterprise, everything is liquid cooled racks, liquid immersion, liquid, liquid, liquid. And I look at it as a gimmicky, but I know Forrest, you and I talked about this quite a bit, that there are real requirements for it now. It's not just a cool thing to have, it's something you need. I know if you guys saw that as well as you were walking around, but I'd be interested to hear your thoughts on that.
Forrest Burt:
I'll just really quickly share what I saw there. I too have always seen the immersion, liquid cooling, that type of thing is a little bit of a gimmick. Especially immersion liquid cooling is fairly well established in different places like chill doors and stuff like that. But immersion has been a little bit of a gimmick. It's like “look at us.” There's the famous immersion racks and stuff like that. Yeah, which are now running Rocky.
What has happened now is that there's been a jump in GPU power profile. If I'm recalling correctly, the A100 was like a 400 watt GPU maximum. If you've got I think the 80 gigabyte SXM socket version. The H100 that the Nvidia has just come out with is now a 700 watt power profile. And so you've got eight of those sitting in a 4U chassis, 700 watts worth of heat in each one. What I heard from a company that I talked to there that was building practical immersion systems is that it's necessary. They were already starting to see immersion becoming necessary in some places with the A100, but especially with like the jump to the H100 and the 700 watt power profile there, it's becoming necessary to actually bring immersion out of being a gimmick and as something as regular as something could fit in a standard 4U chassis.
David DeBonis:
If I can add to that, I think some of that technology actually came from military embedded systems because of the need to have them cooled in these very high temperature environments. So it's amazing that you see some of the embedded systems feeding into this ecosystem. Even some of the smaller RISC-based architectures have been around forever in embedded systems for special purpose operations. When I was at Viasat, we used RISC-based architectures all the time. It is interesting, the convergence of HPC, Enterprise, Cloud, Desktop and Embedded Systems is finally coming to an apex. It feels like, to me. I've been working in my field for 25 years or so, and it does seem like everything's getting closer and easier to do and feeds off each other more than it was specialized.
Brock Taylor:
I concur. And I think too, Forrest's point, it's not just the accelerators that are cranking up in power. You look at the processors that are coming and you're talking about versions that can only be liquid cooled. And when you're combining all that immersion, full immersion makes a lot of sense. Especially, we saw another one of our neighbors selling. We jokingly called them the ice cream machines, but they look like small freezers that would be in people's garages. But that form factor fits really well for businesses that can put very, extremely powerful computing systems in that size and have it in their buildings and immersion allows that cooling without the more formal data center, raised floor, that goes along with it. So I think a lot of these technologies are all coming in, and that's why I think the vendor ecosystem is so important to pushing this forward. It's going to take a mountain of effort.
David DeBonis:
And the software to enable it all. It's not just the vendors of all the tips. I mean, that's where I think CIQ is in a very good place?
Forrest Burt:
I was just going to say, I have considered for a long time for CIQ to be the cutting edge software innovation side that matches all this hardware stuff. We fit perfectly. Exactly, Just like that.
Zane Hamilton:
So outside of the visualization pieces and the liquid immersion piece and liquid cooling, because that was everywhere. I'm curious, Jonathan, when you were walking around as an HPC guy, what other things did you see that were interesting to you that you would point back to as that's something that you'd like to talk about?
Jonathan Anderson:
Honestly, I didn't spend that much time walking the show. So this show wasn't for me as much about seeing the new stuff on display. The things that stood out to me were the openness to collaboration and the interest in collaboration that I saw with those partners that I did interact with. And that's true with partners that we were there to meet formally. But even like, I gave a quick presentation on some work that we'd been doing and that Yoshi had been doing on OpenRadioss, and we presented that at the Intel booth and showed that with how we had gotten it working with Intel's oneAPI suite. And, first of all, it was the very last show on the last day and Intel still managed to pack out their little booth space. So that was cool, in terms of people there watching a presentation. But there were multiple people that wanted to come up and talk to me afterwards about how to get involved with a processor and project like that, including some people from Kitware wanting to talk about visualization and working together on ParaView. And that's what most excited me, since I didn't see as much of the individual technology stuff at this show. But I also think that that's part of the time that we're in. That's what's been blocked by the goings on in the last couple of years and what I think people are excited for to see returning.
The Prevalence of Apptainer and Rocky Linux in HPC [48:36]
Zane Hamilton:
Thank you. Mr. GodLove, I have to admit too. I had a lot of conversations with a lot of people and Apptainer wasn't as prevalent as Rocky, which I think that was to be expected, but it was amazing how many people came up and wanted to talk about Apptainer and what they were doing with it. It was great to see Dr. Dave in the booth as well. I really appreciate all he does in spending some time with us. But from that perspective and being able to see it, like you said, it's, it's grown and it's changed and seeing it be a mainstream platform, what do you see is next?
Dave Godlove:
So one thing that kept coming up again and again at the show that I kept hearing about was orchestration and Kubernetes and things of that nature. And so, I think that, I don't know if it's proper to say that we are trailing, but we probably in HPC have not yet gotten to the need. The same types of needs that maybe Enterprise Cloud Native types of groups have gotten to more quickly with orchestrating containers, but we are getting there, right. And I think that is one of the things that I'm seeing. So I saw a lot of people talking about Kubernetes and saying. I hate to put it this way, but a lot of it was like “Kubernetes is awesome”. We want to use it, but we just gotta figure out what to use it for. So there's a lot of that. But then there were also a lot of folks who were trying to use it and were starting to figure it out and were seeing that there's a lot that doesn't really fit well in HPC. And so, it was really great to be able to talk to people about the next big thing which is to be able to orchestrate Apptainer containers in a way which is job-centric instead of service-centric. Which sounds like a small thing, but is a completely different paradigm and really changes the way that you think about orchestration and the way in which it's done. And so that's definitely the next big step that we're going to take in the container space. And then I think that HPC is going to take in the container space, and is figuring out how to orchestrate these containers and orchestrate them from a job-centric perspective instead of from a service-centric perspective, which is a totally different mindset and is going to require some different tools.
Brock Taylor:
That's a really great way to say it, Dave. I think that it goes back to, and I don't mean to sound harsh, but the rigidity of the programming models in HPC and NPI. And again, if you put the wrong thing together just on one node, you're going to slow that entire job way down. And the service is to pack as much as you can to get that efficiency in. If you only need a few cores, you only use a few cores. But it's that understanding that the containerization for an HPC workload, even ai, which I consider HPC. It's more job-centric and that job needs to be guaranteed resources and needs its boundaries guaranteed that another task that's totally unrelated isn't going to come in and take valuable resources away at a time when it needs them. And so that's a big challenge. It is a different mindset.
David DeBonis:
That's a good point. And something that Dongarra brought up too, in his talk, is that we shouldn't be rating the efficiency of the system as the amount of compute flops it does. It should be the amount of science we do. And so, if you take a job-centric approach to things, if you take an application-centric approach to things, you could be optimizing for the application rather than optimizing for the complete system like most schedulers do.
Brock Taylor:
And you're thinking most clusters are not single user clusters. It's multi-tenant, multi-job, and of all different sizes. And we should be measuring throughput of an entire set of team workloads over a given period of time. How much do they get done? And that's what the industry really cares about. It's what researchers ultimately care about. How fast they're getting the results back. What it takes to get their work done, and not the flops of the system. Right. At the end of the day, that's, it's not as meaningful to them.
David DeBonis:
And that's true. There are different models, right? Capability versus capacity systems. And I think you're seeing a shift from what the DOE supercomputing centers need, to basically the general user and more towards what the industry is needing to consume on a daily basis as a normal piece of equipment that they need for their compute.
Zane Hamilton:
That's been interesting. I've had conversations with some centers that have several different HPC environments. The one I'm thinking of in particular like 40 different environments, and they said they typically sit about 70% idle because nobody wants to use the other person's resource, so they just don't optimize anything. So I find that fascinating and I'm glad we're looking at a way to bring that back together and make that where we're not just having a bunch of stuff sitting idle.
David DeBonis:
Especially when you have a supercomputer on the Top500 usually, I mean you're talking about some of them are up to 20 megawatts that they need for power. And to have that sitting idle is not very good. That's why they pack those systems. I mean, the large systems are to get your job in there, you're going to be waiting for a while, and you're hoping that it actually succeeds all the way through it or else you're waiting for a longer time at the end of the queue again. But that's a key point is it's a lot of cost just to have the equipment. We should be utilizing it more effectively.
Exploring the Student Cluster Competition at SC22 [54:58]
Zane Hamilton:
Absolutely. I think as we're getting close on time, I know one of the things that we didn't talk about yet that we've been asked to talk about a little bit Forrest, is the student competition. I walked back there at one point in time and they were all off doing something else, so I didn't get a chance to talk to them, but I know some people did and I'm interested to hear a little bit about that. So, I don't know which one of you actually went back and spent some time.
Forrest Burt:
I went back and checked out the student cluster competition. We have a comment from one of the participants, Drew from the impact team at Indiana University Bloomington and Purdue. The student cluster competition was really, really cool. The coolest thing about it was that, if everything I heard was entirely correct, we had three out of the eight teams running Rocky on their systems. The impact team was very open about running Rocky, so we were really, really pleased to see that. We're really excited to see them coming by to get swag and stuff like that from our booth. So that was, as you know, legitimate CIS admins of Rocky cluster that they're running. So that was really, really cool. Like I said, I heard a couple of the other teams were also running Rocky which was really, really awesome. And just in general, it was super cool to see all these competing minds clear out there at SC22, getting the opportunity to come participate in an event like that as students. So that was totally awesome to see. And, like I said, the fact that we saw three out of the eight student teams running Rocky on their systems was very, very exciting. So it was really, really awesome.
Zane Hamilton:
Very cool. Brock, do you get a chance to make it back there?
Brock Taylor:
I did not. I remember as I was running to a meeting in one of the sets of whisper suites. I saw it out of the corner of my eye, but I didn't get to go back there. I know Glen, who didn't join today, I think he was able to get back there and talk to some.
Zane Hamilton:
Jonathan, Dave, did you guys go back there?
David DeBonis:
I didn't get that back there, unfortunately. I did see it in the corner of my eye at one point.
Jonathan Anderson:
I think I had the same experience that I walked past when no one was there. But I was really glad to hear people were able to use Rocky. I think the cluster competition is a really good example of the value of something very explicitly open like Rocky. Free licenses are one thing, but there's a flexibility in just having a completely free operating system that is like the one that you would want to run in production, let alone exactly the one you would want to run in production that you can just download and use in any way either on virtual machines in your desktop environment or on the cluster that you're deploying. So, to me it just speaks to the value of one of the things that we're there to support and to see it starting out right there at the ground floor of HPC.
Dave LeDuke:
I walked by. And my reaction was, my God, these guys are young, but I guess that's just how it is. But some of the things I saw there were amazingly international. There were several teams from out of the country. This is a really international phenomenon, and we really haven't talked about that much, but the show does attract a worldwide audience. So seeing young kids from all over the world and also in the US university teams were international. So it was a very cool thing to see that's where the future's headed in this area.
Future Plans for CIQ Webinars [58:47]
Zane Hamilton:
Fantastic. And I know that we did a webinar during this, or tried to do one, and it worked out okay. It wasn't great, but it was okay. I think next year we have lots of plans for a lot of different ideas. I think we talked about maybe doing one in the morning of what we're looking forward to. Bringing in some people that we talked to the day before. It'd be really cool to get the student cluster people to come over and talk to us. Like, why'd you choose Rocky and what are we doing with it? And then maybe a wrap at the end of the day. So I think next year look forward to a lot more live streaming content from us and being able to interact and bring some of you guys in to talk to us and tell us your experiences.
Dave LeDuke:
And while we're talking about next year, I just want to make the point that HPC is a critical market for CIQ and it's a market that we have such an amazing presence in. It's not the only one. We're making head roads into Enterprise markets. So next year, in 2023, we're going to be in a lot more places. We'll obviously be at the crucial HPC events. We're going to look at some Enterprise oriented events and also Cloud events, often with our partners because that is a way we can show some of the collaboration that we've engaged in with Google, Oracle, Amazon, et cetera. And then also, I think we'll start to pioneer some vertical market events because we're getting some great success, for example, in telecom with Rakuten. Definitely have deep expertise in BioLife Science. So it's going to be a busy year, everybody. I do look forward to that and for us to up our game in terms of how we can do this at different scales. Large and medium and small and being with partners at various different events to connect with our customers and potential customers.
Zane Hamilton:
Absolutely. But we are right up on time guys. I appreciate you coming and sharing your experiences that you had. Go ahead, Brock.
Brock Taylor:
I was going to ask Dave LuDuke if he happened to have one of the cards with our QR code handy for anybody who's listening and actually wanted to go see some of the things we did. We have a page that that QR code will take you to. Because if you didn't get to go, there's a lot of great information and you can reach out to us and find out more information about Rocky. And I think somebody's even asking how do you get more CIQ Swag. Definitely come to a show we're at. That's a good way to do it.
Zane Hamilton:
Is that the only question, Dave? Did you see something else that we missed? Is that it? Excellent. Well, like you said we've got your comments right here. If you don't mind, just you can go to info@ciq.co and shoot us a note. We'll follow up with you. But we really appreciate you guys joining us. It was great to see everybody in person. We're looking forward to next year and for following up and talking to the people that we've met and having more conversations. So, it's good to see you guys. Thank you for stopping by. We look forward to seeing you guys next week. Thank you.
Transcript
foreign [Music] [Music] foreign [Music] foreign [Music] foreign [Music] foreign [Music] foreign [Music] foreign [Music] foreign [Music] foreign [Music] [Music] sorry guys sorry guys this is a little bit of a live stream and a live place it's kind of new for us so we're trying to do the best we can we appreciate you joining us I'm Zane Hamilton with ciq I'm here with Dave Ledoux and we are actually here live at sc22 in Dallas Texas [Music] thank you we've got lots of fantastic companies and organizations that came and stood behind what we were doing [Music] well guys we hope you enjoyed the time that we had
just briefly kind of showing you what we've what we've been up to and showing you the booth we ask that you come back after Thanksgiving and we will probably kind of dive in more on what we learned what we saw we really appreciate your time it's been great thank you very much foreign [Music] [Music] good morning good afternoon good evening welcome wherever you are we appreciate you joining us for this webinar again after SC 22 and that was kind of fun going back and watching some of those some of the different clips it seemed like a long time ago but it was actually what I
think before last So today we're going to be actually recapping what we did at SC and talking with our crew about what we learned what we saw and kind of going back through the experiences from some of the people who have done this before and then some of the new experience so we could bring everybody in there you go familiar faces [Music] so thanks for joining guys I know there was a lot that happened during the week of sc22 I know that we saw a lot of people we had to interact with a lot of different people to see a lot of different things uh
one of the things that I enjoy the most other than meeting you guys was actually seeing some of the people we've had on this webinar before I could see like Dr Alan sill and Misha and uh it was fun to see everybody in person but a real face with a real name so it's awesome we really appreciate you guys who have joined us before and it was great to meet you I'm going to start off with Mr God love what was your favorite part of sc22 well I think that you probably hit the nail on the head when you said it was great to see
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everybody else um I think that was probably my favorite part um of SC 22 was just being able to meet a bunch of other people including yourself saying and including a bunch of other people here on the call in person for the first time um or if not in person for the first time see them for the first you know the first time in a long time so that was really great to kind of uh you know get together with everybody and sort of um you know begin those face-to-face relationships or you know renew them um and then also you know obviously it was just
great to just kind of get the message out and to start uh letting people know uh you know what the company is all about what our products are what our projects are you know what we're working on and what we see for the future great I'm gonna go the next day Dave I think you had a an interesting experience because you wouldn't actually got to take part in sessions and and see other things outside of the booth so tell us about your time yeah yeah I've been going to SC since like 2012 um and usually I'm looking more from a technical track so I attended
a lot of the technical papers session a lot of the Keynotes the awards things like that um Less on the floor but uh it was great to meet everybody in person I ran into a lot of people I knew from the labs and from industry as well so it was a really good experience so what was from that perspective since you did get to go to all that stuff and participate in more of that technical track what was your favorite what was the favorite thing that you participated in yeah so I was in a session that was the future of uh of of super Computing
basically uh it was a panel discussion um it was uh Torsten um and uh uh dungara who is obviously one of the one of the founders of the top 500 and HP or or linpak um and and the and the metrics um also um my former advisor PhD advisor Dorian Arnold was on that panel as well and so to see their perspective saying you know what is driving the future of HPC from the many different facets you know some some they were discussing well some of it is the current technology of the day it's it's AIML versus you know Cloud that it was uh years
before versus heterogeneous architectures years before that um some of them were just saying we're the future of HPC it's the it's the researchers it's the the industry the the drivers of the direction of where we take this more than anything else that is more fleeting as the current phase so that was interesting to me that's great it's always great to catch up with old people like that too Brock you were all over the place you talked to a lot of people and were involved in different different talks yeah yeah it uh it was still surprising though for me um how much I was at the
booth I think that's the most I've spent in a booth uh maybe in all the shows because normally you know I can block out time I get around the show floor and go see people um this year was actually very hard to do that I'd plan to do a lot more than I did but you know anytime you try to leave it's it's there's somebody there to talk to and you know the next thing you know you've been talking to them 10 15 minutes and it was just amazing to see you know given our location not on the the Millionaire's Row as I called it
uh how many people were actually coming to seek us out and that that made for a lot of traffic a lot of busyness in the booth and around the booth and I was able to get to booze close by um but it was rare that I could actually get over to the other side of the show which uh you know was a little disappointing personally but uh as a company it was very exciting to see all the activity that was going on uh in our area and how many good conversations we had um absolutely you know the show I wouldn't say it's back to full
strength but it was it was close you know they're yeah next year you'll probably see everybody's back and um you know couldn't be another great year so it was fun it's good to see you Justin's it was your first time as well so what what'd you get from it yeah no this was definitely my first time I've been to big shows like this before but um this was really fun for me to kind of dive in and start talking to kind of the people who were there I didn't really kind of know what to expect from uh the types of people who would be there
but it was fun to kind of get to know some of the researchers get to know the people who kind of really make up this um this industry um and it was just interesting to hear how they're using compute which is you know very different from the world I grew up in which was Enterprise Computing so it was just a lot of eye-opening uh conversations and and it was also great to meet you know a lot of people I've been talking with for since I've been here for the last four months uh actually meet people in person so I think this is my first show
since I've been back since on the other side of covet and so anyway real energizing and exciting great thank you Justin so Rose I know you probably did the most talking to the most people if we had an award you would definitely get the award so that was awesome it was energizing watching you do that because you had a lot of passion a lot of uh just willingness to talk to people so we really appreciate that but tell us about your experience yeah so if any of you guys have been following us along the last few weeks when we were talking about what to expect
and what we're excited about I said that I wanted to shake hands with a robot like a robot man and I was told that that isn't really this kind of a conference so when we walk in there I will tell you it was massive and I did in the corner of my eye actually I think somebody came up to it I think maybe it was Justin you're like rose rose over there I'm like what's happening there was a little robot dog named potato and so the robot dog was doing its thing and I was like oh my God this is so amazing and I turn
and there's a robot man actually man in a soup it was so fun so yeah I I definitely stayed in the booth most of the time there was lots of people that were coming and talking to us I will never forget I took videos of the robot dog and the robot man doing robot things together it was super important um but probably the coolest thing for me too is just talking to people and seeing the connection between um you know how we actually support the work that then the scientists do right and like bridging that gap between so the scientists actually have more control over
how um their programs are are working so that was that was really fun that's awesome thank you Rose of course I think one of my favorite parts of SC was seeing you see the cray one still that was probably a highlight for me but I know you saw a lot of different things and you had a lot of fun but tell us the the one thing that really stuck out to you foreign was really really cool that kind of came out of nowhere there as we were walking around Zane and Justin no hey let's go over here check this out let's see what this is
so that was really really cool um I think the one biggest thing for me um I've talked a lot about the chips the chips are really cool I'm sure some of you have seen my posts on LinkedIn of the chips stuff like that um the coolest thing for me was the people both internal and external to ciq uh I spent a lot of time prior to ciq and kind of the academic National Labs here talking to researchers getting really really in depth with researchers about what they do um like interviewing and writing articles at certain points with researchers you know just about how HPC affected
their work um so to get to get back out there and in person just have that free exchange of ideas with all of these Incredible Minds that were at this big Confluence of so many different Industries that was just an incredible experience it was super cool to get to talk to um you know like I said I mean domain scientists from research institutions and all kinds of different fields um private researchers at all kinds of different chip Tech firms and different places like that um you know the people from Private Industry like us getting to find out what kind of other products and Trends and
things like that they're seeing in the industry right now um yeah it was really incredible to be in a place where everybody was together at once from the people making the tech to the people using the tech to the people researching the next generation of the talk um it was it was an incredible exchange there and of course you know like I said internal and external um after being at ciq for a year and a half and you know seeing us go from like 17 people when I joined to now 70 people almost um you know I really we have really you know done some
incredible work here together so it was really cool to get to see uh so many of the Incredible Minds we have here at ciq in person and you know finally after working with you all for so long um so that was a lot of fun it was really great to interact with everyone at the booth and uh just really kind of have that you know Unity of our company and uh to get to see everyone in person and you know meet so it was a fantastic event I love the people it was a ton of fun so great thank you Forrest Mr Leduc I know
you put in a lot of time a lot of effort a lot of late day late nights going through and getting this all set up and we really appreciate it so from your perspective from a marketing perspective what did you take away from SC yeah and I would say not just me we have a really great team that supported this event and really everyone here did it so so it was such a team effort and so that was a huge part of it I'd say probably the number one thing for me was finally to get some rocky swag you know I joined the company and
I was like Hey Greg's got this cool hat what am I gonna get a hat and finally I got my Rocky t-shirt got my Rocky hat got my Rocky beanie and so that was wonderful I kid I kid I think actually to Echo what Boris said um just you know layer one for me was um seeing uh my fellow CI cures if that's what we are in uh in 3D you know just seeing people you know attached to bodies and and to be able to have that connection with people that we've all been working together in this kind of uh you know Zoom mode and
slack mode and and there's so much Rich you know there's so much richness to getting together so I thought you know we sent 21 people out of that that was one of the major expenses and Investments of this event and and as somebody who's done a lot of events and the size of our company uh wouldn't have normally justify anything like that but I think this really paid off I mean number one we made so many amazing connections with our customers and partners but we made those connections with each other and and you know that that is so powerful that that is just uh I
think that was worth uh so worth sending such a big percentage of the company to this event um I'll so another you know one of the things I I was really impressed by was the interest in Rocky um we just so many people came up and as soon as they saw Rocky they they were they lit up they were you know they are happy to see us they really many people you know due to changes in the industry that I think are well known you know um we're looking for an Enterprise Linux that was the true uh successor to send to us you know people
really depend on this and in HPC more than anywhere I think so you know it was a pleasure to me that you know the first part of every conversation was a great you guys are here you're supporting Rocky and then that opened up doors to start talking about the rest of our stock you know app Tanner werewolf and start to give a little preview of fuzzball so um you know when I first started working on this show we talked a lot about csq's history at this show and it's really been a Trailblazer in many ways you know they did all kinds of things like the
treasure hunt which they invented now the short organizers are doing and we thought a lot about you know what kind of promotion what kind of Razzmatazz you know can we whip up to you know get people uh you know awareness a lot of awareness and interest in in ciq we didn't have to do any of that we we did we did it legit no gimmicks rocky rocky was the welcome mat that just brought everybody in and so that was amazing for me to see in person you know to see the huge Groundswell of interest and support around what we're doing around Rocky um you know
and then to use that as a way to start talking about things like Josh NORAD kind of did it back at a napkin calculation and you know we've got 500 person years at least of deep expertise in Linux open source Technologies and to show some of that talent to bring that talent to Dallas and to have people um you know meet and counter rub up against that especially Greg the rock star of the show um then a personal highlight for me um was the National Laboratories booth that was there that highlighted all of the different Laboratories around the country many of whom probably all of
whom are using Rocky Linux at this point some of whom are our customers also NASA and to see the world-changing research that they're doing because for me you know I'm not the tech I'm not the sharpest technical pencil in in the box of crayons which makes no sense whatsoever exactly um so you know for me what's important is seeing is seeing the results of the work we do in the world changing research that's being enabled by these people who are who are really going to save the planet they're gonna you know dealing with disease they're dealing with exploration they're dealing with the frontier of Science
and knowledge how does it get any better than that it made me proud to go to that Booth you know kind of as an American state look at all this Innovation that's happening here you know there's real hope here this is this is a positive um uh initiative that we're enabling it filled me with optimism at a time you know politics and all the stuff that's going on in the world pretty dark time but then you see look at what these guys are doing look at where they're taking us look at all the new opportunities that we're having and I am super proud that you
know to be part of ciq that's really unlocking that potential so that's my my highlights yeah that's fantastic Dave thank you Jonathan I haven't forgotten about you this time on like at SC when we seem to have left you behind and didn't go to dinner with us so again I apologize for that but tell me about what you thought or what was your favorite thing about a scene other than the people yes my favorite thing was that time that I was sitting alone in my hotel room while all my colleagues were off at dirty eating yeah uh sorry so I to really talk about what
what the highlights were for me would be to retread so much of what's already been said I I this is the first time that I'd been at SC with such a booth presence um that I was being a part of that there was a real sense of pride in that that was cool to I wouldn't have anticipated that or predicted it for myself but it was cool to to be in the booth and be part of the the team that was so large to be present there um getting to to do team building stuff both on the show floor and then you know in little
party stuff uh afterwards or you know in the evening that was great to get to spend time with people and see how quickly we just gelled together and it didn't feel like a bunch of strangers that just got thrown in a room it was immediately as though we had been working together for several months or for years which was great um one of the first things for me individually though when I arrived at the show I went to the the Dell um the like Dell HPC Community thing right off the bat and I had like a half hour of not seeing anyone that I recognized
and I had a little mini panic moment of wondering if I'd been out of the community for too long that I wouldn't actually know anyone anymore and then very quickly after that there were people like noted recognizing me or that I recognized and shaking hands even hugs a few times and then the that kind of culminated for me we were um we were Booth neighbors with the the guys from University of Chapel Hill renci and some guys that I've worked with uh over there before noticed me walking down the like the space between the booths and it costed me in the hall and pulled me
into their Booth to show that they were closing out a case that they had open against irons to add eye rods or sorry to add Rocky support for eye rods in their build system and testing infrastructure and to see not only that there were people in this community that knew that I was there and cared who I was but were excited about the work that we were doing at ciq was really cool and uh it was great to be a part of that at the show yeah that's fantastic Jonathan thank you it was amazing meeting everyone very cool yes Zane did you give did you
give your top highlight uh I think everybody's already pretty much touched on it I think seeing all of you is probably the part I was really most interested in I mean I've worked with probably forced uh the longest on this so being able to see Forest after seeing his passion for all of HPC was probably one of my favorite things and then um trying to think who started next if it was God love or if it was Anderson but yeah it was just great to see everybody and actually be around instead of just being on Zoom so I really appreciated that and then kind of
Justin and I share a very similar experience so most of it is around Enterprise and this is a very different world than Enterprise Computing so being able to actually see and kind of to uh Mr leduc's Point seeing the research is being done and I'm a very visual person so seeing the visualizations that they were doing and actually showing not only hey we're running this piece of software but what are they doing with it is something that's important for me to be able to understand like what are we actually impacting and doing so seeing those simulations of different things from uh wind tunnel testing for
the Porsche that was sitting outside that was really cool uh the wind uh wind turbines and seeing the the way that the wind comes off the tip of the blade and where it creates turbulance I mean being able to visualize that stuff is just amazing to me so that that was probably my favorite part of the whole thing Mr godlam I know you had something else you wanted to add yeah I mean I've always pretty much got something else I want to add but um yeah so uh whenever um uh Dave was talking about uh the the uh you know the the he started talking
a little bit about our um the the treasure hunt that was going on and I thought that that was actually something that uh we had originally invented because I was looking at it and I was like this is this very similar to something we did several years ago but I didn't know if it was you know something else so it was really cool to when you when you just said that and it you know it made me think too about um you know so a really great thing about this meeting also that I really really enjoyed is I've you know I've been around this community
around specifically the app tainer uh what was previously Singularity Community for a pretty long time now you know going on about six years and I can remember when we went to Super Computing and we referred we didn't have a booth we didn't have you know anything and we we referred to what we were doing there as kind of a guerrilla marketing campaign and so we did stuff like we went around and um you know we contacted other booths beforehand and asked them if they would put a little sign up talking about Singularity and then we we you know we do these scavenger hunts and stuff
to get people to go to these other booths and um you know talk to them about uh Singularity and and it was cool then because it was almost like this underground kind of secret like it had this kind of punk vibe to it where it was like you know really the hardcore people the hardcore scientists knew about Singularity and knew what it was and were using it and and that was really it was cool because then when you know we went to some more and like we started giving Booth talks and doing stuff like that but still it was sort of like this underground kind
of thing where you would hear somebody mention it and you would be like oh wow out of context and you'd be like oh that's that's our thing that's the thing we're working on you know and it was like kind of a rare sort of electric moment now things have progressed um and I don't think so I went to several I was I spent most of my time at the booth because um we had a big beautiful Booth with lots of people and you know we were had lots and lots of traffic so it was awesome to be at the booth um but I went to
a couple of uh birds of a feather talks or you know meetings and and other things and I think pretty much everything that I went to um abtainer came up in conversation as just a given as a fundamental thing that's like of course we're using this everybody's using this and it didn't have that kind of underground kind of electric sort of secret kind of feeling anymore now it's like this established fundamental piece of software that everybody relies on and it just it it made me feel so great to that like you know be part of a community of people that have worked on this thing
which has changed fundamentally the way that HPC um is done and it just you know it was extremely I was extremely gratified to to you know that I've had the opportunity to be a part of this and you know it makes me think that's just the tip of the iceberg that's just the start you know now we're actually starting to get some traction now we actually have a legitimate Booth we're actually you know we've already changed the way that HPC has done uh in this one way you know I think next we're going to revolutionize it right we're going to completely not just change it
but remake it I get the plan right I can head to that too just from from attending these over the years also being over at Sandia for some time the initiative of the labs were oh no and to uh to create and to to to be the the first to innovate can you hear me okay okay I can't um and and it and it changed a little with the commodity uh Market when PCS came out right and and Enterprise uh Computing because it was no longer you were buying these specialized pieces of fabric or or or or processors or interconnects or whatever it is um
it it changed to where the labs were needing to leverage the community and and consume from the community so their mission shifted a bit they were now they were focusing on making the industry stronger rather than making a computer for them to consume um which is a great ecosystem to be in and you can see the shift happen over different sessions different meetings of SC over time again commodity-based Hardware then all of a sudden heterogeneous Computing came into the mix and we had to leverage a lot of different uh components all at once some fpga some gpus even offloading to a Nick is is is
a thing that you can do for optimizing in an HPC system um then cloud computing came in and we had to leverage that Community more AI ml is in there now however we're still doing at the very large supercomputing centers we're still doing bulk synchronous processing we're not doing multi-tenancy as much we're not doing um and and it showed because one of the talks were uh by dungara um the keynote was we are sure we're getting these Lin pack numbers and we're getting flop rates that are in the in the um uh the the exascale exaflops but our actual utilization of the total system is
less than one percent that's because we're not really using that shared tendency on each of the nodes we're not really reducing the footprint in power and performance for right sizing the application depending on its workload depending on if it's communication done or not so it's really the the efficiency gain of just going to multi-tenancy or or even what Singularity allows is going to be the groundbreaker in the next you know the next 10 years yeah I I I would say that's a huge challenge as well because you've got you know the the programming models that are still dominant MPI in particular uh you're making that
assumption you have the full machine and you're relying on a lot of different pieces to place you know processes threads correctly keep them there uh and it can it can be very manually intensive and I I think you know that shift that's coming is how the ecosystem and the ecosystem of vendors start working together in a much better fashion to help solve that problem for the researchers so that as that panel says you know the future is about the research and what they do uh and the the vendor ecosystem has to serve up the Computing on a platter for them to consume okay and it's
and consume inefficient ways and that's it's gonna be interesting to see I know there's many different programming model uh research going and how you shift the applications face to something that's different and that usually takes time but I think that's going to be a big part of the future yeah kind of on that Brock and Dave devona so there's a question about that as we've seen things I mean it sounds like we're kind of still doing some of the things in the old way and we've started to see a little bit of a shift is it is it linear or is it actually starting to
go it is accelerating faster are we getting there faster is it is it something that's just going to continue kind of dragging behind I think the driver here is really the the the large um Cloud providers right because they're doing this and it's in their interest to make sure they're getting the best efficiency over their large systems uh by sharing this tendency and also making sure that okay this job I'm monitoring it and I see that it's really only using about 10 percent of the CPU utilization adaptively uh addressing that I think a lot of the the the new innovation is going to come out
of some of those those centers that house the large Cloud providers but eventually that is going to feed the HPC market we've seen it in the past um and and that's exactly it's going to be consumed maybe not driven by the HPC Community but it will be consumed and it'll need to be adapted in the talk that I said was on the future of HPC or future of super Computing one of the things was to embrace the trend so AIML um uh one of the what I feel happened about maybe five seven years ago was when Cloud was becoming more dominant um HBC was looking
at Cloud as oh well that's silly because you can't control the hardware you can't you can't optimize it you can get you can't get the close interconnects but you're gonna get that some soon and you do in specialized Hardware or specialized um uh service providers the thing that they need to do is that everybody is having the same problem right now everybody's having the problem of data movement and getting the compute close to the data that you're Computing uh you're that that you need for doing the computation over that still hasn't been solved that's always been an issue I I think that we're getting closer
um but I think it's all about it's it's the whole ecosystem it's not the HPC ecosystem it's the whole Enterprise cloud and uh even desktop uh uh Computing uh ecosystem that's going to be the became the game changer yeah and I I would say that's that's a big part of what's exciting about ciq is uh you know as we've said some of us have been in HPC a long time some of us are new to HPC we're we're doing that crossover it's not just an Enterprise approach to HPC or an HPC approach to Enterprise it's it's kind of shedding the the the history and looking
at how you move it forward and actually capitalize on all this Innovation that's going on um and you know it's it it can't be just us we can't solve all the problems and there's always another bottleneck when you resolve one the next one shows up right and so there's there's all kinds of things going on is there it it's a very interesting time to be in HPC because of this shift away from what used to be a very rigid system to now it is more Dynamic it is starting to understand what Enterprise has brought to the table is very valuable we just have to figure
out how to blend and how to tap into that power or power efficiency as you brought up hello Mr Devon is brought up by heterogeneous Computing and how it's kind of taking off and getting wider I know Forest you and Joshua had spent some time talking about risk five and kind of where that's at you want to touch on that a little bit the biggest update I have are on risk five is that the compactness achievable with those cores is allowing for incredible density on chip um and is uh opening up really really interesting applications in kind of Fringe HPC use cases uh things that
um are fundamentally HPC like for example uh cryptocurrency mining which is essentially just um you know Mass cryptographic calculation uh anybody else throwing that many gpus specialized Hardware you know at a problem in the HPC um cryptocurrency is a little bit of a controversial world but we'll ignore that for a moment um yeah what some of the biggest like I said updates around risk five that I've seen are like I said in uh on chip density and what's actually achievable with those cores um you know suddenly you're able to put thousands of Horrors on one chip it's a very interesting new kind of micro architecture
that is starting to or architecture I should say that's starting to um kind of throw up a good challenge to x8664 in the same way that arm is kind of starting to come up and Computing a little bit more yeah and I I'm going to add to that too because I mean what I the booth that um fourth went to with the large chip I can't remember uh yeah um uh amazing density of their stuff and it's it's a proprietary processor of course but still to get 850 000 cores on a single piece of fabric is amazing um there were um early in 2000s 2010s
there were organizations like D Shaw I don't know if anybody knows who D Shaw is uh he used to be a Wall Street um uh person who was doing forecasting for um for stocks decided to start his own company doing molecular Dynamics and Drug Discovery and he built a system called um Anton uh which was a Computing platform special purpose he put his own money into this that was a gridded a three-dimensional gridded fpga architecture that would do molecular Dynamics as if it was in new real space each processor had its nearest neighbor that would do its Halo exchange of the information it needed to
do its next step in the simulation and it was very close and that was key so that's what you're seeing with some of the stuff uh like um that specialized 850 000 cores is now you can almost make a chip that is spatially distributed appropriate to the simulation you're trying to do to get the efficiencies of closeness and memory sharing and I think that's amazing absolutely one of the other things that it brings up that I saw a lot of as I walked around uh it seems like and maybe this isn't new to HPC but it's a little newer especially Enterprise everything is is liquid
cooled racks liquid immersion liquid liquid liquid and it I don't know I look at it as a gimmicky but after I know it forced you and I talked about this quite a bit that there are there are real requirements for it now it's not just a cool thing to have it's something you need I don't know if you guys saw that as well as you were walking around but it'd be interested to hear your thoughts on that I'll uh just really quickly I'll share real quick what I saw there um I too have kind of always seen the immersion liquid cooling that type of thing
is a little bit of a gimmick especially like immersion liquid cooling is fairly well established in different places you know chilled doors and stuff like that um but immersion is kind of it's been you know a little bit of a gimmick it's you know ah look at us you know there's the you know famous immersion racks and stuff like that yeah attack which are now running Rocky um has happened now is that there's kind of been a jump in GPU power um profile um if I'm recalling correctly the a100 was like a 400 watt GPU maximum if you've got I think the 800 uh or
800 80 Giga uh 80 gigabyte sxm socket version um the h100 that the in videos just come out with is now a 700 watt power profile and so you've got you know eight of those sitting in a 4u chassis 700 Watts worth of heat in each one what I heard from a company that I talked to there that was building a you know practical immersion systems is that it's necessary they were already starting to see immersion becoming necessary in some places with the a100 but uh especially with like the jump to the h100 and the 700 watt power profile there it's uh it's becoming necessary
to actually bring immersion out of being a gimmick and as something as regular as uh you know something could fit like in a standard 4u chassis yeah if I can add to that that's some of that technology actually came from um military embedded systems um because of the need to have them um cooled in these very high temperature environments um so it's amazing that you see some of the embedded systems feeding into this ecosystem even some of the smaller the risk-based architectures have been around forever and embedded systems um for for special purpose uh operations when I was at biasap we used risk based architectures
all the time it is it's interesting the the convergence of HPC Enterprise Cloud desktop and and embedded systems is finally coming to an Apex it feels like to me um I've been in this I've been working in my field for 25 years or so and and it does seem like everything's getting closer and easier to to do and feeds off each other more than it was specialized that's great thank you yeah I I would concur and I think it to force point it's not just the the accelerators that are cranking up in power uh you look at the processors that are coming uh you know
you're talking versions that can only be liquid cooled and when you're combining all that immersion full immersion mix a lot of sense especially here we saw another one of our neighbors selling if we we jokingly called them the ice cream machines but you know they look like small freezers that would be in people's garages but you know that that form factor fits really well for you know businesses that can put very extremely um powerful Computing systems in that size and and have in their buildings you know and immersion allows that cooling without the more formal data center raised floor that kind of thing that goes
along with it um so yeah I think I think a lot of these Technologies are all coming in and that's why I think the vendor ecosystem is so important to pushing this forward it's going to take a mountain of effort to pun into and the software can enable it all it's not just the ventures of all the tips I mean that's where I think ciq is at a very good um I was just going to say I I have considered for a long time ciq to be the like Cutting Edge software Innovation side that matches all this Hardware stuff that's and we fit perfectly exactly
just like that babe I agree so outside of the visualization pieces and kind of the liquid immersion piece and liquid cooling because that was everywhere I'm curious Jonathan when you were walking around as an hpca what other things did you see that were interesting to you that you would kind of point back to is that's something that you'd like to talk about honestly I didn't spend that much time walking the show uh so I didn't uh this show wasn't for me as much about seeing the new stuff on display the things that stood out to me uh were the openness to collaboration and the interest
and collaboration that I saw with those partners that I did interact with and that that's true with partners that we were there to meet formally but even like I gave a quick presentation on some work that we'd been doing and that Yoshi had been doing on open radios and we presented that at the Intel booth and showed that with um uh with how he had gotten it working with Intel's one API suite and like first of all it was the very last show on the last day and Intel still managed to pack out their little booth space so that was cool in terms of like
people there watching a presentation uh but there were multiple people that wanted to come up and talk to me afterwards about how to get involved with the processor and project like that including some people from kitware wanting to talk about visualization and working together on paraview that kind of thing and and that that's what most excited me since I didn't see as much of the individual technology stuff at this show but I also think that that's that's part of the time that we're in that's what's been blocked by uh you know the goings-on in the last couple of years and what I think people are
excited for uh to see returning thank you Mr God love I I have to admit too I had a lot of conversations with a lot of people in abtainer was it wasn't as prevalent as Rocky which I think that was to be expected but it was amazing how many people came up and wanted to talk about obtainer and what they were doing with it it was great to see Dr Dave in the booth as well I really appreciate all he does and spending some time with us but from that perspective and being able to see it like you said it's it's grown and it's changed
and seeing it be a mainstream platform what do you see is next oh well I mean so one thing that uh that kept coming up again and again at the show that I kept hearing about was orchestration and was kubernetes and was you know things of that nature and so you know we I I think that um I don't I don't know if it's proper to say that we are trailing but we probably in HPC have not um yet gotten to the to the need uh the same types of needs that maybe Enterprise Cloud native uh you know types of groups have gotten to more
quickly with um orchestrating containers but we are getting there right and I think that one of the things that that I'm seeing so I saw a lot of people talking about kubernetes and saying you know I I don't wanna I hate to kind of put it this way but a lot of it was kind of like you know kubernetes is awesome we want to use it we just got to figure out what to use it for you know um so there's a lot of that but then there was also a lot of folks who were like you know we're trying to use it and we're
starting to figure it out and we're seeing that there's a lot that doesn't really fit well in HPC um and so it was really great to be able to talk to people about the next big thing uh which is to be able to orchestrate uh aptator containers in a way which is job-centric instead of service-centric which sounds like kind of a small thing but is a completely different Paradigm and really changes like the the way that you think about orchestration and the way in which it's done and so that's definitely the next um big step that we're going to take in the container space and
then I think that HPC is going to take in the container space is figuring out how to orchestrate these containers and orchestrate them from a job-centric perspective instead of from a service-centric perspective which is a totally different mindset and is going to require some different tooling yeah that that's a really great way to say it Dave I think it goes back to and I don't mean to sound harsh but the the rigidity of the programming models in HPC and MPI and and again if you if you put the wrong thing together just on one node you're going to slow that entire job way down um
and you know the services is is packed as much as you can get that efficiency in if you only need a few cores you only use a few cores um but it's it's that understanding that the containerization for an HPC workload even AI which I consider HPC um you know it is it's more job-centric and and that job needs to be guaranteed resources and need needs its boundaries guaranteed that uh another task that's totally unrelated isn't going to come in and and take valuable resources away at a time when it needs them and so that's it's a big challenge it is a different different mindset
that's a that's a good point and something that dungara brought up to uh in his talk which we shouldn't be rating um the efficiency of the system as the amount of compute flops it does it should be the amount of science we do and so if you take a job-centric approach to things if you take an application-centric approach to things you could be optimizing for the application rather than optimizing for the for the complete system like most schedulers do yeah and you're thinking most much most clusters are not single user clusters it's it's uh multi-tenant multi-job of all different sizes and it's really you know
we should be measuring throughput of an entire set of Team workloads over a given period of Time how much do they get done and that's what and that's what industry really cares about it's what researchers ultimately care about how much how fast they're getting the results back um you know what it takes to get their work done not the flops of of the system right at the other day that's it's not as meaningful to them and that's true there are different models right capability versus capacity systems and I think you're seeing the shift from what the doe think super Computing centers need to basically the
the general user uh and uh more towards what the industry is needing to consume on a on a on a daily basis as a normal piece of equipment that they need for their compute that's been interesting I've had conversations with some centers that have several different HPC environments I think a lot think of in particularly there's like 40 different environments they said they typically sit about 70 idle because nobody wants to use the other person's resource so they just don't optimize anything so I find that fascinating and I'm glad we're looking at a way to to kind of bring that back together and make that
where we're not just having a bunch of stuff sitting idle especially when you have a a super computer on the top 500 is usually I mean you're talking about some of them are up to 20 megawatts that they need for power and to have that sitting idle is not very that's why they do pack those systems I mean the the large systems are to get your job in there you're going to be waiting for a while it's in and you're hoping that it actually succeeds all the way through it or else you're waiting for a longer time on the ends of the queue again um
but yeah that's that's a that's a key point is it's a lot of cost just to have the equipment we should be utilizing it more effectively absolutely it's like as we're getting close in time I know one of the things that we didn't talk about yet that we've been asked to talk about a little bit Forest uh is the Student Competition I think that's I walked back there at one point in time and they were all off doing something else so I didn't get a chance to talk to them but I know some people did and I'm interested to hear a little bit about that
I don't know which one of you actually went back and spent some time I didn't um so yeah I went back and checked out the student cluster competition we have a comment from one of the participants uh Rue from the um I hope I pronounced his name my apologies if I don't uh but Drew from the um the impact team at Indiana University Bloomington and Purdue um thank you for joining the webinar and tuning in here today uh yeah the student cluster competition was really really cool the coolest thing about it was that uh if everything I heard was entirely correct we had three out
of the eight teams running Rocky on their systems um was very open about running Rocky so we were really really pleased to see that um we're really excited to see uh you know them coming by to get swag and stuff like that from our booth so as you know um legitimate sysadmons of uh you know Rocky cluster that they're running so that was really really cool um like I said I heard a couple of the other teams were also running Rocky which was really really awesome um and yeah just in general super cool to see all these uh you know super Computing Minds clear out
there at SC getting the opportunity to uh you know come participate in an event like other students so that was totally awesome to see you and uh like I said the fact that we saw three out of the eight student teams um running Rocky on their systems was very very exciting so yeah it was really really awesome very cool Brock do you get a chance to make it back there I did not I I remember as I was running to a meeting in one of the set of whisper Suites I saw it out of the corner of my eye but I didn't get to get
back there um I know Glenn who didn't join today I think he was able to get back there and talk to some so Jonathan Dave did you guys go back there but I didn't get that back there unfortunately I did see this one on my eye at one point but I think I had the same experience that I walked past it when no one was there uh but yeah I was I was really glad to hear people uh able to use Rocky I think the cluster competition is a really good example of the value of something very explicitly open like Rocky that uh you know
you free licenses are one thing but there's a flexibility in just having a completely free operating system that is like the one that you would want to run in production let alone exactly the one you would want to run in production that you can just download and use in any way uh either you know on Virtual machines in your desktop environment uh or on the cluster that you're deploying so uh it was you know to me it just speaks to the value of one of the things that we're there to support um and to see it starting out right there at the at the ground
floor of HPC I I did walk by and uh yeah yeah and I was like my reaction was my God these guys are young but I guess that's just how it is but the some of the things I saw there was amazingly International there were there were several uh teams from out of the country this is a really International phenomenon and we really haven't talked about that much but but the show is uh does attract a worldwide audience so seeing you know young young kids from all over the world and also in the U.S University teams were International also so it was a very cool
thing to see that's where the future is headed in this area yeah fantastic and I know that we did a webinar during this or tried to do one and it worked out okay it wasn't great but it was okay I think next year we have lots of plans for a lot of different ideas I think we talked about Justin keep me honest here we talked about maybe doing one in the morning of what we're looking forward to bringing in some people that we talked to the day before would be really cool to get the student cluster people to come over and talk to us like
why'd you choose Rocky and what are we doing with it and then maybe rap with you at the end of the day so I think next year look forward to a lot more uh live streaming content from us and being able to interact and bring some of you guys in to talk to us and kind of tell us your experiences yeah and while we're talking about next year I I just want to make the point that that HPC is a critical market for ciq and it's a market that we have such an amazing presence in it's not the only one you know we're making head
roads into uh Enterprise markets so next year in 2023 um we're going to be in a lot more places uh we'll obviously be at the HPC of the crucial HPC events we're going to look at some Enterprise oriented events and also Cloud events often with our partners because um you know that is a way we can show some of the collaboration that we've engaged in with Google Oracle Amazon Etc and then also I think we'll start to Pioneer some vertical Market events because we're getting some great success for example in Telecom with rocketan definitely have deep expertise in Bio Life Sciences so it's going to
be a busy Year everybody so uh um I do look forward to that and for us to kind of up our game in terms of how we can uh do this at different scales yeah large and medium and small and being with Partners at various different events to connect with our customers and potential customers absolutely but we are right up on time guys I appreciate you coming and sharing kind of your experiences that you had go ahead Rob we have one last question oh I I was gonna ask Dave Duke if he happened to have one of the cards with our QR code handy for
anybody who's listening and actually wanted to to go uh see see some of the things we did we have a page that that QR code will take you to but you know definitely if you didn't think yeah we'll put the link in our uh YouTube um yeah because if you didn't get to go there's there's a lot of great information and you can reach out to us and uh find out more information about Rocky and I think somebody's even asking how do you get more ciq swag swag definitely come to a show we're at that's a good way to do it absolutely um I think
the only question Davies did you see something else that we missed is that it cool excellent well like you said uh we've got your comments right here if you don't mind just yeah you can go to info tiq.com and shoot us a note we'll follow up with you but we really appreciate you guys joining us it was great to see everybody in person we're looking forward to next year and for following up and talking to the people that we met and having having more conversations so it's good to see you guys thank you for stopping by we look forward to seeing you guys next week
thank you thanks everyone
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