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Elevation Plays a Role In Memory Error Rates

alphadogg writes "With memory, as with real estate, location matters. A group of researchers from AMD and the Department of Energy's Los Alamos National Laboratory have found that the altitude at which SRAM resides can influence how many random errors the memory produces. In a field study of two high-performance computers, the researchers found that L2 and L3 caches had more transient errors on the supercomputer located at a higher altitude, compared with the one closer to sea level. They attributed the disparity largely to lower air pressure and higher cosmic ray-induced neutron strikes. Strangely, higher elevation even led to more errors within a rack of servers, the researchers found. Their tests showed that memory modules on the top of a server rack had 20 percent more transient errors than those closer to the bottom of the rack. However, it's not clear what causes this smaller-scale effect."

121 of 190 comments (clear)

  1. Heat related? by Anonymous Coward · · Score: 5, Insightful

    Top of the rack tends to get toasty, but is this too simple?

    1. Re:Heat related? by Anonymous Coward · · Score: 1

      +1, beat me to the comment. Repeat the test with servers spread out one per rack, at different heights over multiple racks, to see if the effect persists (guess: nope). Stack turned-off (non-heat-generating) servers below an active one on top, just to control for any non-thermal effects.

    2. Re:Heat related? by Thornburg · · Score: 2

      Top of the rack tends to get toasty, but is this too simple?

      I logged in to say that.

      It seems obvious -- heat rises, I would expect top of rack components to fail more often unless the cooling design is well done.

      Completely fabricated statistic: Only 10% of datacenters have proper cooling design.

    3. Re:Heat related? by spike+hay · · Score: 3, Informative

      If it's cosmic rays causing a lot of the problem, the extra material of the racks above would make a difference.

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    4. Re:Heat related? by edibobb · · Score: 1

      They took that into account.

    5. Re:Heat related? by dszd0g · · Score: 2

      As single event upsets (SEU) are caused by cosmic particles which create alpha particles. It makes sense that equipment higher in the rack would absorb more of the alpha particles and block them from systems lower in the rack, but I am not a physicist. Alpha particles are relatively easy to block with shielding.

      http://www.statemaster.com/encyclopedia/Single_event-upset

      As the link said, this was first theorized in 1978 and supercomputer companies have been designing systems with this in mind for decades.

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    6. Re:Heat related? by AmiMoJo · · Score: 3, Interesting

      Vibration as well. The top of the stack moves quite a bit more than the bottom of the stack, even though the overall magnitude of the movement is small.

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    7. Re:Heat related? by djchristensen · · Score: 1

      That assumes that the rays tend to come down vertically. I don't know what the distribution would be, but I'd be very surprised if it was mostly vertical at any particular point on earth. So then it would depend on what the rays had to travel through to get to the memory chips. I'd further assume the computers were not exposed to the sky, so I remain skeptical of the cosmic ray explanation.

      It would be easy to test though. Have a rack of servers with only the bottom one turned on. Then move that server to the top of the rack (again with the rest of the servers turned off) and compare error rates. That would eliminate heat effects (actually, it might reverse the heat effect if the server stays cooler when at the top of the rack) and allow for testing the shielding effect.

    8. Re:Heat related? by spike+hay · · Score: 4, Interesting

      Radiation blockage is mostly a function of mass the rays have to go through. The vast majority of cosmic rays are blocked by the 14 pounds per square inch/100 kilopascals of air above us. That means that a square inch of ground at sea level has 14 pounds of air above it. A square inch section of a rack above you would probably be in the pounds as well, and would block a good portion.

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    9. Re:Heat related? by Anonymous Coward · · Score: 2, Informative

      Top of the rack tends to get toasty, but is this too simple?

      It is too simple.
      In a data center with downflow CRACs that push air through perforated tiles, sufficient underfloor plenum pressure is supposed to be maintained so that the upward air velocity carries cold air all the way up the front of the cabinet, affording sufficient cooling to everything. Not that it always works that way.

      But one thing to consider is dirt.
      Even with MERV 8 or better filtration, dust will still circulate in a data center cooled this way. With the filtration on the CRAC return, the lightest dust particles will float up to the return and get filtered, but the heavier particles will not make it that high. That is why a clean room has a downward airflow towards filters at the floor, unlike a data center.

      What happens is that the lowest systems in a cabinet will get the heaviest coating of dust, made up of the largest particles, with the finer dust more frequently making it into the upper systems.

      I have a good handle on dust introduced from outside air (filtration of makeup air, positve pressurization, policies against cardboard boxes, etc.), but one internal source of dust that is hard to eliminate is blower belts. Even when switching to cogged belts, black rubber dust particles will be created and get deposited on surfaces all over.

      This is only speculation, but perhaps the finer particles are more damaging than the coarser ones.

    10. Re:Heat related? by Saethan · · Score: 1

      Seems to me a Faraday cage around the server room would be easier.

    11. Re:Heat related? by DeathToBill · · Score: 4, Interesting

      I was looking into RAM error rates a week or so ago. There's not a lot of research around, but I recall seeing suggestions that error rates were significantly smaller if the chips were mounted vertically rather than horizontally - because vertically mounted chips present a lower vertical cross-section and most error-inducing cosmic rays come at near-vertical inclination.

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    12. Re:Heat related? by DeathToBill · · Score: 1

      Lead / concrete in the ceiling would seem to be an easier option.

      That said, the error rates we're talking about are not large.

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    13. Re:Heat related? by DeathToBill · · Score: 1

      And, while we're at it, ECC RAM is able to correct any single bit error in an access (whatever width the bus is) and detect any double bit error. The likelihood of more than two bits in the same word flipping is so minuscule I think it's pretty clear it's not worth it.

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    14. Re:Heat related? by John.Banister · · Score: 1

      As the energy of the rays goes up, the higher frequency means a narrower gap between cage "bars" and the amount of current to generate the reflection increases. You might find sheet metal (copper) is cheaper than a cage at the sorts of energies of some cosmic rays.

    15. Re:Heat related? by barlevg · · Score: 3, Informative

      Back-of-the-envelope calculation using XCOM.

      Assume server rack and contents are made of aluminum (what is the predominant material in a server rack?). Let's say the server rack is 2m in height, but it's not fair to make the whole thing metal. Let's say 20% of it is metal (aluminum for this calculation), the rest is air (or, for the sake of calculation, vacuum). Alumnium has a density of 2g / cm^3 (so a 1m x 1m x 0.4 m slab of alumnium would weigh 800 kg, which appears to be in the middling range for what a server rack can accomodate--again, keep in mind, this is a really rough calculation).

      Okay, plugging in Aluminum into XCOM gives a total attenuation in the 100-1k MeV range of ~0.03 cm^2/g.

      e^[-(0.03 cm^2/g) * (2g / cm^3) * 40 cm] = 0.09

      In other words, that's 90% attenuation. Keep in mind that this was a ridiculously sloppy calculation, with my material assumptions (and possibly energetic ranges) being way off (also, neutron cross-sections could easily be different than photon cross-sections). The point is, it's certainly possible (nay, likely) that the material of the servers themselves are providing shielding from the servers on the bottom of the rack.

    16. Re:Heat related? by gl4ss · · Score: 1

      just take them out of the rack to test..

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    17. Re:Heat related? by camperdave · · Score: 1

      Atmospheric pressure is not linear with altitude, so no, you wouldn't expect a linear rate of failures if this was due to the atmosphere.

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    18. Re:Heat related? by Wintermute__ · · Score: 2

      Although true, I don't imagine vibration has any effect on SRAM error rates. Hard drive failure rates, I could imagine (though that's a big stretch).

      I wonder if it has to do with the upper servers shielding the lower ones on the rack from the cosmic rays. Time for a tinfoil hat for my servers!

    19. Re:Heat related? by Richard_at_work · · Score: 1

      It doesn't necessarily assume that at all, but what it can assume is that rays coming down vertically have less atmosphere to travel through than rays at any angle, and thus have more energy when they hit the server. Same reason the midday sun has more heat than the morning or setting sun.

    20. Re:Heat related? by Roger+W+Moore · · Score: 1

      Cosmics are mainly muons - 10m of concrete will cause some to range out but even 60m underground you still get quite a few.

    21. Re:Heat related? by tibit · · Score: 1

      Stupid question: why do blowers used in a data center need belts? These days, they should all be direct-driven by brushless motors. At most you need a coupling, although blower-duty brushless motors should have bearings sufficient to support the blower, thus you need no couplings. That way only one bearing is anywhere near being exposed to air that is blown around. I've been to a clean room facility that had all ventilation systems completely direct-driven, and the facilities people loved it.

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    22. Re:Heat related? by djchristensen · · Score: 1

      Right, cosmic rays have a hard time penetrating through too much matter, even air, so it makes sense. I've been reading articles about high energy neutrino detection and maybe confused the two just a little. I stand corrected.

    23. Re:Heat related? by Anonymous Coward · · Score: 3, Insightful

      Also stack turned-off servers above an active one on bottom to see if it's shielding.

    24. Re:Heat related? by barlevg · · Score: 1

      Interesting. What about the predominant metal (or material) of an actual server, since those are going to (probably?) provide quite a bit more shielding than the actual housing.

    25. Re:Heat related? by prelelat · · Score: 1

      Or grab the average temperature of the servers on the bottom of the rack and apply an equivalent heat source to the one server and see what the error rate is.

    26. Re:Heat related? by fnj · · Score: 3, Informative

      Cosmic rays (they are actually particles, not electromagnetic radiation) cover a whole range of stuff, with individual particles varying extremely widely in energy content. Primary cosmic rays originate outside Earth's atmosphere. When they collide with the atmosphere, secondary cosmic rays are generated. Primary cosmic rays are mostly (99%) nuclei of various atoms. The remaining 1% are mostly free electrons (beta particles). In turn, 90% of the nuclei are free protons (hydrogen nuclei), just because most of the matter in space is hydrogen. 9% are alpha particles (helium nuclei), and 1% are the nuclei of other (heavier) elements. There is also a very small fraction of more exotic stuff, like antimatter.

      While the mean energy content of a cosmic ray particle is in the range of only about 10^-11 to 10^-10 J, extremely rare single particles with energy content up to 50 J exist. This energy is truly astounding, as it means a single submicroscopic particle has the same kinetic energy as a slowly pitched or fairly briskly thrown baseball!

      Cosmic rays are some of the most penetrating radiative phenoma known. Just compare their mean atmospheric penetrative power to that of other radiative phenomena. The following represent rough mean values of what are actually widely distributed ranges; in other words, some fraction of cosmic rays penetrate hugely in excess of the figure quoted below, just as some fraction falls far short.

      cosmic "rays" - 10,000 m (about the same for both primary and secondary)
      gamma rays - 1000 m
      x-rays - 100 m
      alpha particles - 0.1 m

      It should also be noted that significant sources of radiative phenomena are generally point sources, or at least localized sources. They are attenuated in concentration, not total amount,by distance, even in a perfect vacuum. This arises due to spreading out according to the inverse square law. For example, if you want to escape the radiation from a nuclear explosion, even in outer space, you can just move away from it. Cosmic rays are completely different in that they are diffuse. They are not "radiating" from a single point at all. They are distributed in concentration and direction everywhere. There is no attenuation due purely to distance. The attenuation of cosmic rays by the atmosphere is a result of collisions of cosmic ray particles with the atoms in the atrmosphere.

      Cosmic rays, or better stated, cosmic ray products (neutrinos) have been detected in deep mineshafts after penetrating kilometers of rock. Clearly the beta particles are not penetrating very much at all, and even the nuclei have limited penetration, but some of the subnucleic particles ain't stoppin' for nobody.

    27. Re:Heat related? by TroubleMagnet · · Score: 1

      Except that a neutron hit throws off a bunch of alpha particles which do the actual bit flips. Think hand grenade not bullet. So if you have physically adjacent bits in the same ECC word there is a good chance you will have a multi-bit error. Usually they do try to spread the bits out within the DRAM for any one word but sometimes they fail to do this. There are some ECC codes that are able to tolerate adjacent double (or even more) bit failures so if you're willing to pay the price for the more complex algorithm and have large ECC words then you can tolerate multi-bit errors from a single device as well.

    28. Re:Heat related? by WWJohnBrowningDo · · Score: 3, Funny

      BRB, going to convincine my boss to tip all our servers over.

    29. Re:Heat related? by gweihir · · Score: 1

      No. Or at least not with competently designed racks, as they are cooler on the top.

      The reason is likely a lot more simple: Particles that cause this come from above. Traveling through a number of steel plates (2 per server) stops some of them and reduces energy for others. Hence less reach the bottom of the rack. In addition, those that do not come straight from above have to travel through more air, hence they are fewer or have less energy. See? Simple.

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    30. Re:Heat related? by __aaltlg1547 · · Score: 1

      The cascade particles each have lower energy than particle that started the cascade. Most of them don't have enough energy to penetrate the next box.

    31. Re:Heat related? by icebike · · Score: 1

      Or grab the average temperature of the servers on the bottom of the rack and apply an equivalent heat source to the one server and see what the error rate is.

      If it were strictly temperature, it would indicate a less than effective rack cooling system.
      Are the top machines really that much hotter than the lower ones?

      (Biggest rack I've played with had thermometers at top and bottom, and there were at worst, only about 5 degrees difference.)

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    32. Re:Heat related? by manu0601 · · Score: 1

      Top of the rack tends to get toasty, but is this too simple?

      This is an explanation they suggest in TFA

    33. Re:Heat related? by icebike · · Score: 1

      Radiation blockage is mostly a function of mass the rays have to go through. The vast majority of cosmic rays are blocked by the 14 pounds per square inch/100 kilopascals of air above us. That means that a square inch of ground at sea level has 14 pounds of air above it. A square inch section of a rack above you would probably be in the pounds as well, and would block a good portion.

      So how many miles of air equivalent is the typical sheet steel of a cabinet?

      Just asking, cuz I can't seem to find it on the net.

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    34. Re:Heat related? by gweihir · · Score: 2

      Then they do not know much about rack construction. Standard racks suck in cold air from the front (cold isle) and blow it out the back (hot isle). There is no difference whether the computer sits on the bottom or the top of the rack as the hot air from any of them never gets to another computer directly.

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    35. Re:Heat related? by manu0601 · · Score: 1

      True if air flow was thought enough at installation time. There are many SMB with servers sitting in a rack without appropriate air flowing setups, and upper servers are warmer

      TFA deals about datacenters serious enough that I think it will not be the case, though.

      .

    36. Re:Heat related? by nobodie · · Score: 1

      Dark energy effect. Prove me wrong>

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  2. Fusion IO? by shadowknot · · Score: 3, Interesting

    Someone tell Fusion.io. They're based at 5000+ feet here in the Salt Lake valley! It would be interesting if their QC procedures are what have made them more reliable as the failure rate is higher where the testing is performed.

  3. Heights? by Anonymous Coward · · Score: 1

    Do computers have a fear of heights?

  4. basements by Anonymous Coward · · Score: 5, Funny

    Another reason for nerds to stay in the basement

  5. This isn't news by dszd0g · · Score: 4, Informative

    This isn't news. Companies that make supercomputers have known this for decades. The one I worked for 15 years ago used a high elevation test environment in Colorado to verify error correcting capabilities. Even the article says that the results were not a surprise.

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    1. Re:This isn't news by edibobb · · Score: 4, Informative

      From the article: "It is well known that the altitude at which a data center resides has consequences with regards to machine fault rates. The two primary causes of increased fault rates at higher altitude are reduced cooling due to lower air pressure and increased cosmic ray-induced neutron strikes."

    2. Re:This isn't news by Mr+Z · · Score: 1

      And yet the Slashdot summary makes it sound like something new. I know at work we always quote our error rates with a location and elevation (eg. New York, sea level), and I understand that's the standard way to do it.

      This stuff comes up in deep embedded systems too. Think "ABS brake controller," etc. BTW, this is part of why Toyota got in so much trouble with its drive-by-wire system—it had no parity checking on critical control values. Granted, in an automobile, you have plenty of other sources of potential bit errors, such as extreme temperatures, power issues, exposure to strong fields, etc. But, you gotta protect against them all.

    3. Re:This isn't news by turp182 · · Score: 1

      It is interesting though, and not having found out about it when it was or would have been news makes it a good Slashdot topic (if for nothing else that making more people aware).

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    4. Re:This isn't news by Hatta · · Score: 1

      So we should build data centers in abandoned mines. Plenty of shielding from cosmic rays, a steady 55F ambient temperature, and all the heat exchange capacity you could want.

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    5. Re:This isn't news by pspahn · · Score: 1

      And yet the Slashdot summary makes it sound like something new.

      Seeing how GP referred to "data centers at altitude", I would say this is indeed something new. You certainly don't see a floating data center in the sky every day!

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    6. Re:This isn't news by tibit · · Score: 1

      A transient bit error on a bus that constantly refreshes the value is of no consequence. You'll get a temporary upset, but so what. Suppose the pedal is sampled at 100Hz (a reasonable value). A single upset will at most "floor" it for 10ms. You may hear it, but it's not unsafe.

      Toyota's drive-by-wire system's transient error behavior is not to blame for any of the problems. A "stuck" throttle effect is either a permanent and undetected failure of the pedal sensor assembly, a latch-up of the throttle plate actuator, or a software failure in one of the components in this chain (say throttle actuator computer, the ECU, whatever sits on the same bus, etc.).

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    7. Re:This isn't news by Mr+Z · · Score: 1

      That may be true, but you do see cell towers and cellular basestations, which are similar in a lot of ways to data-centers. It's just that their data is phone calls and whatever data you're streaming over high-speed links.

      I recall seeing Sun Microsystems had a facility in Denver when I drove through there around a decade ago. You'd think they noticed.

    8. Re:This isn't news by Mr+Z · · Score: 1

      It wasn't a sensor bit error that it failed to guard against. The control values I referred to are those in RAM, used by the software. The RAM apparently wasn't parity protected, and a bit-flip in the right word could cause uncontrolled acceleration. It wasn't the only thing that could cause havoc; there were race conditions and stack overflows in the code, apparently, and those were more likely the sources of actual, observed UA.

      This lengthy article at EE Times digs into some of the details. The main quote, though, is on page 3:

      Memory corruption as little as one bit flip can cause a task to die. This can happen by hardware single-event upsets -- i.e., bit flip -- or via one of the many software bugs, such as buffer overflows and race conditions, we identified in the code.

      There are tens of millions of combinations of untested task death, any of which could happen in any possible vehicle/software state. Too many to test them all. But vehicle tests we have done in 2005 and 2008 Camrys show that even just the death of Task X by itself can cause loss of throttle control by the driver -- even as combustion continues to power the engine. In a nutshell, the fail safes Toyota did install have gaps in them and are inadequate to detect all of the ways UA can occur via software.

      I don't think that article pointed out this other detail:

      Although the investigation focused almost entirely on software, there is at least one HW factor: Toyota claimed the 2005 Camry's main CPU had error detecting and correcting (EDAC) RAM. It didn't. EDAC, or at least parity RAM, is relatively easy and low-cost insurance for safety-critical systems.

      This particular set of problems at Toyota was very interesting to us at work. I'm just now starting to work with our safety critical team that sells hardened controllers into the automotive market. They include all sorts of hardware failsafes, including ECC, lockstep execution between parallel cores, etc.

    9. Re:This isn't news by tibit · · Score: 1

      Wait, so there was no state machine that actually drives task lifetimes, presumably by definition not ignoring any task death? Oh boy. I'd have thought that by now everyone has realized that if there's something that can have multiple states, especially something as important as a control task, there'd be a nice FSM or a HSM taking care of it. Sigh. I mean, come on, it's quite easy to do. It will work in spite of all those bugs that cause tasks to die.

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    10. Re:This isn't news by sootman · · Score: 1

      If the submitters actually took the time to read the articles, the quantity of stories posted here would drop substantially. NEXT PLEASE!

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    11. Re:This isn't news by cthulhu11 · · Score: 1

      I worked for one 20-ish years ago, most likely not the same one as you. At one point a certain gate array in the latest generation CPU was generating errors at a much higher rate than any other component. AIUI the fix was adding a metal shield above that specific gate array, which solved the problem. This was attributed to cosmic rays.

  6. That's interesting! by MetricT · · Score: 1

    A couple of years back at one of the Supercomputing conferences (I think in Phoenix), Fermilab had a cloud chamber in their booth, and you simply *would* *not* believe the amount of ambient radiation passing you at all times. I can easily believe that altitude would have an effect.

    Another interesting idea would be to do the same experiment by latitude. Does the Arctic Region Supercomputing Center have a higher rate than the Maui Supercomputing Center? What happens during an aurora?

    1. Re:That's interesting! by Antipater · · Score: 5, Funny

      Another interesting idea would be to do the same experiment by latitude. Does the Arctic Region Supercomputing Center have a higher rate than the Maui Supercomputing Center?

      They tried to do that test a few years back, but both research teams mysteriously disappeared. The leading hypothesis is that the Arctic team was eaten by polar bears, but nobody has any idea what happened to the Maui team. The only clue left at the scene was a nearly-empty glass of pina colada.

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    2. Re:That's interesting! by Type44Q · · Score: 1

      but nobody has any idea what happened to the Maui team. The only clue left at the scene was a nearly-empty glass of pina colada

      Japanese tourists (have you seen how they get when a little alcohol's added to the mix??).

    3. Re:That's interesting! by PPH · · Score: 1

      but nobody has any idea what happened to the Maui team.

      Didn't you watch Lost? They were eaten by polar bears.

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    4. Re:That's interesting! by mjwalshe · · Score: 1

      They where taken out by shogotths whats that knocking at the door oh apparently its a nice nice man from the laundry says i have to come with them :-)

    5. Re:That's interesting! by cusco · · Score: 1

      My wife grew up in Puno, Peru, at 3840 meters (12,600 feet) altitude. You will get sunburned so fast you won't believe it, even when you're dark complected like me. Black African tourists get sunburned. IIRC, most of the air molecules belonging to Earth are well below that altitude. If the effect on ultraviolet light shielding is that dramatic I can't help but think that other cosmic radiation is going to be stronger at that altitude as well.

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  7. Re:Shielding? by Gandoron · · Score: 1

    Yeah it's gotta me shielding. Put two racks side by side with a lead or some other kind of shield from "cosmic ray-induced neutron strikes" on one rack. I'm guessing that gravity probably has a negligible effect on this entire test. it's probably more about the amount of atmosphere above the racks at different altitudes. -G

  8. This is news? by Nkwe · · Score: 4, Funny

    If you get high you can lose your memory?

    1. Re:This is news? by VortexCortex · · Score: 1

      Explains why astronauts don't remember seening aliens.

  9. They compared two completely different systems by JoeyRox · · Score: 1

    According to the article the low elevation system was a Jaguar supercomputer whereas the high elevation one a Cielo supercomputer. Based on available specs for each the two are entirely different systems. How can they reach conclusions about altitude-relative bit error rates when they're not even comparing the system system? The article goes on to state:

    "The group had found that, when all other possible confounding issues were factored out, Cielo's SRAM had a "significantly higher rate of SRAM faults," compared with Jaguar's SRAM, Sridharan said."

    Huh? They factored out all confounding issues except that they were completely different systems.

    1. Re:They compared two completely different systems by JoeyRox · · Score: 1

      And how exactly do they normalize the effects of two completely different system when they don't have a clear understanding of what is causing the higher bit-error rates in the first place? You can't simply an equation with two unknown factors when the interrelation between those two factors are unknown.

  10. Water towers by mdsolar · · Score: 2

    It seems to me that an unexploited structure for a low radiation environment is the bottom side of a water tower. Steel has most radionuclides slagged off when it is produced while drinking water standards ensure the water in the tower will have low radioactivity. A meter or two of water forms a nice shield for cosmic rays from above while the air below the tower shields against lower energy ground radiation. And, you get a nice heat sink in the water for cooling electronic.

    1. Re:Water towers by mdsolar · · Score: 1

      I came up with that about five years ago. Thanks. http://mdsolar.blogspot.com/2008/03/lux-lucis-tepida.html

    2. Re:Water towers by mdsolar · · Score: 1

      A yes, I was thinking about natural radiation. Well, you'd want to test the location in any case. So, some towers may be prewar or some may have been build from ship scrap. Find a few of those and there might be something to try.

    3. Re:Water towers by mdsolar · · Score: 1

      Some experiments with off-the-shelf hardware and redundancy have shown promise for space applications so perhaps that is the direction to go in any case. I do like the idea of limiting cosmic ray induced defects in solar panels though.

  11. Sandia National Labs contributed to this work also by Anonymous Coward · · Score: 1

    As one of the authors from the LANL-side I want to be clear that Sandia National Laboratories played a vital and at least equal role in this work - paper, analysis, as well as procurement and running of the Cielo supercomputer studied. The partnership with AMD, SNL, and LANL has been outstanding.

  12. Caches, eh? by fa2k · · Score: 1

    As this is not (mainly) about the system RAM, it's about the CPU caches, I wonder if any attempt is being made to correct the errors, and if it's worthwhile. One would just need to reset the node on any sign of an error, so the capactiy penalty would be small compared to ECC. On the other hand, the errors could just as well happen in the actual logical units, and at some point it's impossible or very expensive to protect everything. Because the SRAM takes up a large fraction of the CPU area, it may be useful to add something to protect the caches.

    For some workloads you can do consistency checks in software, but for many computations that would require you to run the computations twice -- which is very expensive. Maybe statistical methods can be used to include a term for gross numerical errors -- different from the small floating point errors. It would probably be close to impossible to model the effect of such errors on the results though. Another option is to shield the datacentres from cosmic rays, if those are indeed the culprit.

    1. Re:Caches, eh? by wiredlogic · · Score: 2

      For IA CPUs the L1 cache has parity and the server grade chips have ECC on the L2 cache.

      --
      I am becoming gerund, destroyer of verbs.
  13. Hmmm .... by gstoddart · · Score: 3, Funny

    Is this why when I'm in an airplane I can never remember if I turned all the lights out? ;-)

    --
    Lost at C:>. Found at C.
    1. Re:Hmmm .... by boristdog · · Score: 1

      Actually, my company makes flash memory and we ship most of it overseas for final packaging. We have to allow for a certain amount of die loss from cosmic rays striking the wafers while they are in flight.

  14. Re:This may be stupid... by ledow · · Score: 3, Insightful

    On Mount Everest, time slows by 0.00261261 seconds (2.6ms) compared to sea level.

    Every foot higher you go is 90 billionths of a second difference, if you want to check the maths for me. The problem is, we're not talking about a sea-level / Mount Everest communication here. The RAM chips are about a foot long at absolute maximum.

    And these sorts of effects then suddenly skitter into insignificance compared to solar radiation, different pressures, different air make-ups, heat, etc.

    The fact is, we know that this effect exists. We know that time-slowing exists (GPS wouldn't work if we didn't compensate for such things). We know that solar radiation exists. But this single statistic barely bothers to eliminate memory manufacturer, operating voltage, or ambient temperature as a cause rather than these exotic causes.

    Chances are, they might just have had a batch of dodgy RAM chips from a single manufacturer more than ANYTHING else combined.

    And, even then, you'd need thousands of test sites / machines to even hint at the cause. But, why bother? We know there would be an effect, we also know it wouldn't be this large or obvious and that - chances are - there's a much simpler explanation. The whole "top of the rack fails more often" hints at what complete and utter bullshit this is. That would be an effect we'd notice at sea-level and most likely things like ventilation and heating have orders-of-magnitutide more to do with it.

  15. Re:Duh by Anonymous Coward · · Score: 1

    Proves all my theories about tall people.

  16. Re:This may be stupid... by Anonymous Coward · · Score: 1

    The time dilation between two places separated by the height h is approximately gh/c^2. With g~10 m/s^2, h~2000m and c^2~10^17 m^2/s^2, you get a time dilation of ~2*10^-13. In other words, about seven microseconds per century. That certainly cannot explain the different error rate.

  17. On the bright side of all this. . . . by Salgak1 · · Score: 2

    . . . .recall that the new NSA "Supercenter" in Utah is at ~4300 feet. So they'll be making a lot MORE errors when monitoring us all. . .

  18. Product suggestion. by SuricouRaven · · Score: 1

    The 1U lead block. Place at top of rack to protect the servers below.

    Does it work? Who cares. If people will pay £150 for a wooden volume knob on their audio system, someone is going to pay whatever you ask for a lump-o-lead that may or may not improve the reliability of equipment below.

    1. Re:Product suggestion. by boristdog · · Score: 1

      Easier: Just put the rackmount UPS at the top of your rack. It's mostly lead.

    2. Re:Product suggestion. by PPH · · Score: 3, Funny

      OK. Where am I going to find an RoHS lead block?

      --
      Have gnu, will travel.
    3. Re:Product suggestion. by SuricouRaven · · Score: 1

      Actually, lead alone is a very bad material to stop high-energy neutrons. What you really want is a 1U block of boron, with a 1U block of lead or UPS below it to catch the resulting gamma.

    4. Re:Product suggestion. by boristdog · · Score: 1

      And Boron is cheap, ~$400/ton.

      Now I want a ton of boron delivered to me for some reason.

  19. Waste of money by jtara · · Score: 1

    Why did anyone need to do this field survey? It simply confirms what we already know - cosmic rays create SRAM errors. Hot components fail more than cold components. Big whoop.

    1. Re:Waste of money by Daniel+Hoffmann · · Score: 1

      Well it is part of the scientific process to verify studies to see if their conclusions are indeed valid.

    2. Re:Waste of money by gstoddart · · Score: 1

      Why did anyone need to do this field survey?

      Well, there's two possible responses to this.

      1) We're slashdot and we think we know everything, they should have just asked us, how dare they

      2) Maybe we might trust that a "A group of researchers from AMD and the Department of Energy's Los Alamos National Laboratory" aren't idiots and wanted specific empirical evidence on the topic?

      --
      Lost at C:>. Found at C.
    3. Re:Waste of money by Tailhook · · Score: 1

      what we already know

      Conditions change. Every 18-24 months a new node appears — 22nm is the scale of contemporary shipping devices. As features shrink their behavior changes and new data is needed. There are applications that need to know error rates to compute how much mitigation is required.

      We're not all just making web pages out here.

      --
      Maw! Fire up the karma burner!
  20. cosmic ray flux by volvox_voxel · · Score: 3, Informative
    Here is a plot of the cosmic ray flux ( coincidence counting rate per second) vs altitude. It's also not hard to build a detector that can detect these. You can use something called coincidence detection where two scintillator plates are placed right on top of one another, and each plate is connected to a photomultiplier tube. If both photomultiplier tubes trigger, it's a cosmic ray event.. If only the top one triggers it could still be a muon though..

    http://hyperphysics.phy-astr.gsu.edu/hbase/astro/cosmic.html

  21. Proportional to the exposed surface. by jcdr · · Score: 1

    Earth act as a shield that protect memory from radiation coming from the other side of the planet. In addition, the collision probability of a particle is proportional to the distance of his travel into the atmosphere, so there is more probability on the ground to be hit by particle coming from the vertical. On a desktop computer the RAM is usually oriented vertically and exposing his shorter side from the top: the exposed area is very small for radiation coming from the top. Not that because of the motherboard orientation, this is also true for a lot of component mounted into it. On a server, the RAM might be vertical, but expose his largest side from the top. RAM mounted with a angle are even worse. Not that on server the motherboard is oriented horizontally, exposing most of the components with there biggest area from the top. So it's not a big surprise that the caches inside the CPU is hit more often on a server than in a desktop computer.

    Write a cod that reserve several Go of memory on a non ECC memory, set it, and in a infinite loop check that all bits are set. Now try approach various type of arc lamps to the memory and count the number of hours (or minutes if you have a strong source) before a bit is detected to be zero. Now retry the experience with different RAM orientation.

  22. Oracle/Sun document that discusses this by lyapunov · · Score: 2

    There are statistics that cover the expected frequency of events caused by radiation in the first couple of pages.

    http://docs.oracle.com/cd/E19095-01/sf3800.srvr/816-5053-10/816-5053-10.pdf

    --

    Either give it away or get top dollar, but never sell yourself cheap.
  23. I also by OglinTatas · · Score: 1

    I'm also more prone to errors when I'm high

  24. Air pressure by michaelmalak · · Score: 1

    From deep within the PDF (second link):

    The two primary causes of increased fault rates at higher altitude are reduced cooling due to lower air pressure and increased cosmic ray-induced neutron strikes.

    (Living in Colorado, I thought perhaps chips suffered from the same spurting newly opened toothpaste tube problem when manufactured at low altitude and installed into operation at high altitude, but it turned out the hypothesis was different, and, of course, left out of the Slashdot summary.)

  25. What materials block cosmic rays? by JDG1980 · · Score: 1

    What kind of materials (if any) are effective in blocking cosmic rays? Would it be possible to integrate cosmic radiation shielding into an average-sized PC case? If that's impractical, are there building materials that can be used in roofs and/or walls to block this stuff without breaking the bank?

    1. Re:What materials block cosmic rays? by cusco · · Score: 1

      Depends on the type of cosmic rays you want to shield. For muons and the like, good luck. Huge amounts of mass are necessary, but then muons probably wouldn't interact much with your computer RAM anyway. The practical worry is alpha particles, which will flip a bit once in a while.

      --
      "Think about how stupid the average person is. Now, realise that half of them are dumber than that." - George Carlin
  26. Re:This may be stupid... by camperdave · · Score: 2

    But could it be simply gravity?

    You mean because the 1 bits are lighter than the 0 bits? But you've got to remember about packing density. You can fit a lot more 1s than 0s because they are thinner. Vibrations in the chips will help the 1s settle to the bottom, despite being lighter.

    --
    When our name is on the back of your car, we're behind you all the way!
  27. Muons by Roger+W+Moore · · Score: 4, Informative

    Then wouldn't you expect a cascading rate of failures from 20% down to the baseline bottom rack in a linear fashion?

    The majority of cosmic rays that make it this far are muons. These are relatively penetrating and I highly doubt that a few centimetres of metal and plastic will have anything like a 20% effect. 60m underground with the ATLAS detector at the LHC we still get a reasonable rate of cosmic rays and we use them for calibration when there is no beam. While the rate is reduced 60m of rock is far, far more shielding than a few computers plus many cosmics passing through you come at an angle so the stack above will have no effect on shielding these.

    I expect that heat and vibration will be the most likely causes.

    1. Re:Muons by Roger+W+Moore · · Score: 1

      Alpha particles are not cosmic rays this far into the atmosphere - they are too easy to stop and are not produced by showers. You can get heavy ionization from muons just before they range out. Also there is a small chance of catastrophic muon bremstrahlung where the muon essentially hits a nucleus which can cause short range, highly ionizing nuclear debris. You may get some alphas from this but a far more likely source is natural radioactivity.

  28. ...and metres thick by Roger+W+Moore · · Score: 1

    You would need many metres to have a noticeable effect on the penetrating muons which make up the majority of cosmics at the surface. This should tell you that a few computer boxes is not really likely to have much of a shielding effect. This is reinforced by the fact that many cosmics come at shallow angles so the stack above provides no shielding. I doubt this is a cosmic ray effect.

    1. Re:...and metres thick by Roger+W+Moore · · Score: 1

      You can still get delta rays and catastrophic muon bremstrahlung which, while rare, is very likely to flip bits.

  29. Re:single event upsets by camperdave · · Score: 1

    It has more to do with the size of the circuits today compared to yesteryear. Smaller circuits are more vulnerable.

    --
    When our name is on the back of your car, we're behind you all the way!
  30. not that big of a mystery by slashmydots · · Score: 1

    "However, it's not clear what causes this smaller-scale effect."
    Servers are made out of metal and have EM fields! This isn't hard.

  31. Re:Of course elevation affects memory by pspahn · · Score: 2

    Enough with all the mixing of terminology.

    You use 'altitude' when referring to how high something is above the ground. You use 'elevation' when referring to how high the ground is from sea level.

    What you don't see are signs for city limits on the road with 'altitude' on them. They say 'elevation' for a reason. Just like you don't find an elevatometer inside an airplane. You find an altimeter.

    Mixing these terms as you've done (and so has TFS, so I don't blame you as you were simply restating the flawed summary) only causes confusion.

    --
    Someone flopped a steamer in the gene pool.
  32. buying land for server farms in death valley by Polo · · Score: 1

    who's with me?

  33. Common wisdom by WaffleMonster · · Score: 1

    In aggregate entire atmosphere down to sea level works out to something like the equivalent of 30ft of water of shielding.. 20% reduction thru an entire rack of servers sounds to be in about the right ballpark.

    People have been running the same experiments on international flights on laptops for years.

  34. Re:Top of Rack Shields bottom of Rack from Radiati by Cyrano+de+Maniac · · Score: 1

    I have no idea if that's enough shielding to matter. However, if true, would we also see higher error rates in daytime when the body of the Earth isn't standing between the server and the Sun?

    --
    Cyrano de Maniac
  35. Re:Of course elevation affects memory by tricorn · · Score: 1

    An altimeter in an airplane is normally adjusted to show altitude above sea level (although above a certain height, it's set to assume a standard sea level pressure rather than what the current weather is producing). The two terms have very similar meanings, although I think elevation is more often used to refer to a fixed location.

  36. Re:Blower Belts by John.Banister · · Score: 1

    Just curious. I've seen direct driven blowers in a number of various applications. Is there some special need to use belt driven blowers for the air in data centers?

  37. how high is your cloud? by museumpeace · · Score: 1

    How long before the cloud computing and storage services start charging a slight premium to have your stuff run/store on lower spots in their server racks?

    --
    SLASHDOT: news for people who can't concentrate on work or have no life at all and got tired of yelling back at the TV.
  38. It only makes sense... by sartin · · Score: 1

    I know I have trouble remembering when I'm high. Seems like electronics should have the same problem.

  39. "Pressure"? by khallow · · Score: 1

    While I guess why more ionizing events stemming from neutron impacts affects electronics, I don't get the blaming of "pressure"? Perhaps they mean the reduced air cooling of electrical components from a less dense atmosphere? Someone else noted that components on the top of a rack might tend to be warmer. This might be more of the same sort of effect.

    1. Re:"Pressure"? by khallow · · Score: 1

      Never mind. I wasn't thinking it through. Pressure also is an indication of how many potentially heat absorbing particles are impacting a heat sink surface.

  40. It's those gamma ray bursts. by Kazoo+the+Clown · · Score: 1

    Isn't it obvious?

  41. Ancient news by Salamander · · Score: 2

    About five years ago, I was involved in the installation of a thousand-node cluster in Boulder. We knew *before we went in* that we needed to change our EDAC (memory error correction) code to account for the higher rate of bit-flips due to the altitude. Some of the people we were working with had been there when those same problems nearly caused a months-long delay in a larger installation at NCAR nearby. We ended up running into a more subtle problem involving lower air density, heat and voltage, but *this* problem was incredibly old news even then.

    --
    Slashdot - News for Herds. Stuff that Splatters.
  42. Cosmic rays? What about latitude then? by Floyd-ATC · · Score: 1

    If cosmic rays were the cause (presumably from the sun since that's the closest source) then I would assume that latitude would be an important factor as well. Less sun means less cosmic radiation. My money is on the simplest explanation: Heat.

    --
    Time flies when you don't know what you're doing
  43. well... by buddyglass · · Score: 1

    Just like humans, computers have trouble remembering things when high.

  44. Re:This may be stupid... by terryk29 · · Score: 1

    On Mount Everest, time slows by 0.00261261 seconds (2.6ms) compared to sea level.

    Error (in cmp_phenom_numer), missing argument 'scale'

  45. Re:This may be stupid... by fnj · · Score: 1

    On Mount Everest, time slows by 0.00261261 seconds (2.6ms) compared to sea level.

    That statement is void of any sense. The units of time dilation are not units of time. More like unitless (percent). Do you mean that a clock on the top of Everest is slower by 0.00261261 seconds per second, 0.00261261 seconds per year, 0.00261261 seconds since the dawn of time? What exactly do you really mean?

    I doubt VERY much that the effect is 0.00261261 seconds per second (0.26%).

  46. "L2 and L3 caches had more transient errors" by grep+-v+'.*'+* · · Score: 1

    Honest, Mr NSA Sir, I was just searching for happy kitty cats and not "How to load a nuclear bomb in a suitcase" -- it must have been those nasty cosmic rays changing up my searches!

    (I WONDERED why I kept finding lead suitcases with "Hello, Kitty" emblazoned on them.)

    --
    If the universe is someone's simulation -- does that mean the stars are just stuck pixels?
  47. Re:Top of Rack Shields bottom of Rack from Radiati by cusco · · Score: 1

    Almost no cosmic rays come from our local sun, mostly just slower solar wind particles.

    --
    "Think about how stupid the average person is. Now, realise that half of them are dumber than that." - George Carlin
  48. known for decades by aegl · · Score: 2

    Perhaps the researchers are too young to have read this 1979 paper http://www.ncbi.nlm.nih.gov/pubmed/17820742

  49. Without memory by terrywirth5 · · Score: 1

    I make new friends every day.

  50. Re:do I remember by fluffythedestroyer · · Score: 1

    depends on her mood lol

  51. We've Known About This for Some Time by forbin_meet_hal · · Score: 1

    Check out this Actel whitepaper (PDF). Describes a similar phenomenon, with such errors taking place three times more often in mile-high Denver than Baghdad by the Bay San Francisco.