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 Send message Joined: 8 Aug 19 Posts: 252 Credit: 458,054,251 RAC: 0 Level  Scientific publications  
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By the way rod4x4, can a script be written to send Adria's PeanutButterBANDIT WUs on to somebody else? Just kidding, but they really seem to put a dent in the RAC of the host that's running them. |
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Send message Joined: 4 Aug 14 Posts: 266 Credit: 2,219,935,054 RAC: 0 Level  Scientific publications  
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I don't mind ADRIA tasks. There is always the possibility they could be used for future Scientific publications and go toward a badge. |
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Send message Joined: 8 Aug 19 Posts: 252 Credit: 458,054,251 RAC: 0 Level Scientific publications
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You're right. It all comes out even in the wash, anyway. I've realized just now that errors are hurting worse. My 750ti card might be dying, as I've underclocked it and it still produces "Error invoking kernel: CUDA_ERROR_LAUNCH_FAILED" errors. |
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Send message Joined: 21 Feb 20 Posts: 1112 Credit: 40,764,483,595 RAC: 7,379,314 Level  Scientific publications 
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You're right. It all comes out even in the wash, anyway. could be a software/OS/driver issue. I would first try booting the system into safe mode, then use a utility called Display Driver Uninstaller (DDU) to completely remove the old driver install and all traces of it from your system. go into the settings of DDU and click the check mark for "prevent windows from installing drivers with windows update" or some similar verbiage. then boot back into windows and do a fresh install of the driver from the nvidia installer. 
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Send message Joined: 8 Aug 19 Posts: 252 Credit: 458,054,251 RAC: 0 Level Scientific publications
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Thanks Ian, the card is only 4 years old (pulled from a Dell and sold to me for $60 on eBay) and stays reasonably cool (55-60C) so I hope you found the problem for me. I'll sure try it. Sorry for straying off topic here. |
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Send message Joined: 4 Aug 14 Posts: 266 Credit: 2,219,935,054 RAC: 0 Level Scientific publications
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Results of a survey of the top 1500 hosts from the Volunteer Tab performed 7th December 23:20 UTC. 4 hosts have no Nvidia GPU (removed), hence not included in below statistics 243 hosts have Multiple GPUs and are not included in below statistics Remaining 1253 hosts have all tasks (136,565 tasks), runtime and credit captured for the last 7 days (Gpugrid retain task history for 7 days for each host). The Average Credit Per Day has been calculated from the Runtime Total and Credit Total. NOTE: this is different from BOINC Recent Average Credit (RAC) which is computed as an exponentially weighted average with a half-life of one week. See here for further details on BOINC RAC calculation (point 4.1 Total and recent average credit): https://boinc.berkeley.edu/boinc_papers/credit/text.php Runtime Credit Ave Credit GPU Tasks Total Total Per Day ----------------------------------------------------------------------- Quadro RTX 8000 186 240,376 2,783,973 1,000,663 TITAN RTX 37 64,517 690,412 924,587 Tesla V100-PCIE 257 405,802 3,977,167 846,785 Tesla V100-SXM2 70 119,763 1,131,145 816,036 RTX 2080 Ti 12018 21,721,618 191,288,289 760,869 RTX 2080 SUPER 4967 9,299,766 78,140,834 725,972 RTX 2080 6626 13,082,811 104,095,590 687,456 TITAN V 1271 2,501,858 19,404,202 670,111 RTX 2070 SUPER 7394 15,517,689 115,909,496 645,365 TITAN Xp COLLECTORS 144 354,447 2,461,523 600,021 RTX 2070 6497 15,199,130 103,039,314 585,731 RTX 2060 SUPER 4000 9,344,008 62,882,051 581,443 RTX 2080 Max-Q 18 41,134 271,274 569,798 Quadro RTX 4000 425 1,021,511 6,455,516 546,011 GTX 1080 Ti 10696 26,533,728 166,949,068 543,625 TITAN X 420 1,103,556 6,922,486 541,978 GTX 1080 12842 36,433,467 202,963,057 481,316 GTX 1070 Ti 4638 13,930,837 73,509,793 455,913 Tesla P100-PCIE-12GB 121 372,903 1,929,496 447,056 GTX 1660 Ti 5381 16,896,465 84,379,116 431,472 GTX 1660 SUPER 4290 13,912,564 67,340,234 418,197 Quadro P5000 28 96,148 459,537 412,947 RTX 2060 Max-Q 164 575,928 2,737,207 410,632 RTX 2060 4852 16,085,783 76,292,504 409,782 GTX 1070 11705 38,757,722 183,649,491 409,398 Quadro P4200 123 454,185 2,031,801 386,511 GTX 1660 Ti Max-Q 122 460,864 1,989,449 372,970 GTX 1660 1797 6,878,967 28,788,787 361,588 Quadro M6000 143 564,256 2,307,289 353,297 GTX TITAN X 142 557,443 2,217,098 343,636 GTX 980 Ti 1157 4,547,818 17,924,961 340,541 GTX 1650 SUPER 2317 9,300,376 36,244,346 336,708 Quadro P4000 1159 4,800,830 18,449,240 332,029 GTX 1070 Max-Q 136 568,010 1,986,588 302,180 GTX 980 1153 5,252,150 18,131,013 298,263 Tesla M60 489 2,263,999 7,669,959 292,705 GTX 1060 6GB 7045 33,339,604 111,219,391 288,226 GTX 1060 424 2,056,828 6,652,230 279,436 GTX 1060 3GB 5482 27,201,014 87,760,763 278,759 Quadro P2200 74 391,253 1,216,512 268,641 GTX 1650 Ti 152 791,120 2,452,360 267,828 GTX 1650 3597 18,887,170 56,498,908 258,456 RTX 3070 98 497,796 1,435,975 249,235 GTX 970 4225 23,452,245 66,942,386 246,621 GTX TITAN Black 195 1,050,341 2,935,558 241,476 Quadro RTX 3000 107 562,639 1,555,764 238,906 GTX 980M 177 1,063,796 2,725,277 221,343 P104-100 202 1,282,517 3,280,963 221,030 Tesla K40c 87 578,860 1,429,699 213,395 Quadro P2000 264 1,784,853 4,167,969 201,760 GTX TITAN 55 357,104 815,838 197,389 Tesla K20Xm 61 450,649 1,018,067 195,187 GTX 1050 Ti 2618 19,892,988 41,692,955 181,082 Tesla K20c 51 393,285 806,728 177,228 GTX 960 1712 12,987,938 26,431,181 175,829 Quadro K6000 67 544,992 1,035,325 164,135 GTX 1050 891 7,698,319 14,478,710 162,498 GTX 780 67 567,643 1,056,630 160,828 GTX 770 72 568,897 977,554 148,464 GTX 950 300 2,930,005 4,871,011 143,636 GTX 680 40 437,665 721,652 142,462 Quadro M4000 222 2,109,680 3,402,979 139,366 Quadro M2000 55 558,615 789,368 122,090 Quadro P1000 141 1,718,019 2,376,209 119,501 GTX 660 Ti 54 564,777 773,448 118,323 GTX 760 47 578,403 739,694 110,493 GTX 750 Ti 169 2,265,560 2,796,689 106,655 GT 1030 29 452,402 479,844 91,641 ----------------------------------------------------------------------- TOTAL 136,565 457,279,406 2,152,940,943 406,784 ======================================================================= |
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Send message Joined: 21 Feb 20 Posts: 1112 Credit: 40,764,483,595 RAC: 7,379,314 Level Scientific publications
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since it's well known that the windows app performs about 15-20% less than the Linux app, you should probably split these statistics by OS/app to differentiate from Windows/Linux. I also see that you have a 3070 in that list, which shouldnt be there as the apps dont work for the Ampere cards yet and only produce errors. whatever host you picked that one up from likely had history data from a different model and recently swapped it out for a 3070 (causing BOINC to report it as such).
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Send message Joined: 4 Aug 14 Posts: 266 Credit: 2,219,935,054 RAC: 0 Level Scientific publications
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I also see that you have a 3070 in that list, which shouldnt be there as the apps dont work for the Ampere cards yet and only produce errors. whatever host you picked that one up from likely had history data from a different model and recently swapped it out for a 3070 (causing BOINC to report it as such). Correct. This host had a supported GPU at one stage returning valid tasks. The supported GPU has since been removed and now has a RTX3070 GPU installed. I have left it in the list as I did not wish to "edit" the results and also as a point of interest. since it's well known that the windows app performs about 15-20% less than the Linux app, you should probably split these statistics by OS/app to differentiate from Windows/Linux. I have considered that. It could prove interesting on the Linux v Windows discussion. |
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Send message Joined: 4 Aug 14 Posts: 266 Credit: 2,219,935,054 RAC: 0 Level Scientific publications
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From the data capture performed 7th December 23:20 UTC 1,275 ADRIA_PBBandit tasks were completed Average GPU Tasks Runtime --------------------------------------- Quadro RTX 8000 1 8,678 Tesla V100-SXM2 1 11,163 Tesla V100-PCIE 3 11,687 RTX 2080 Ti 118 11,713 RTX 2080 SUPER 43 12,115 RTX 2080 64 12,145 TITAN V 9 13,206 RTX 2060 SUPER 32 13,859 RTX 2070 57 13,990 TITAN Xp COLLECTORS 1 14,349 Quadro RTX 4000 3 14,906 TITAN X 4 15,397 GTX 1080 Ti 77 15,550 GTX 1080 91 16,267 RTX 2060 44 16,540 RTX 2070 SUPER 66 16,567 GTX 1660 Ti 48 17,062 GTX 1660 SUPER 32 18,222 GTX 1070 Ti 26 18,297 Tesla P100-PCIE-12GB 2 18,382 RTX 2060 Max-Q 2 18,817 GTX 1070 88 19,079 GTX 1660 18 19,683 GTX 1650 SUPER 17 19,689 GTX 1660 Ti Max-Q 2 19,716 GTX 980 Ti 9 22,213 Quadro P4000 10 22,728 Quadro M6000 1 23,953 GTX 1060 6GB 44 25,759 GTX 1060 2 25,906 Tesla M60 3 25,981 GTX 1650 32 27,709 GTX 1060 3GB 31 27,791 GTX 980 10 28,213 GTX 970 34 32,016 GTX 980M 1 34,700 Tesla K20Xm 1 39,487 GTX 1050 Ti 21 39,611 GTX TITAN 1 40,109 GTX 960 7 41,829 GTX 1050 9 45,844 Quadro P1000 1 47,940 Quadro M4000 4 51,421 GTX 950 2 53,874 Quadro K6000 2 56,584 GTX 750 Ti 1 65,783 --------------------------------------- Another ADRIA task to look out for (only 1 task completed in last 7 days): GPU Task Name Runtime Credit --------------------------------------------------------------------------------------------------------------- GTX 1070 e59s39_e58s51p0f396-ADRIA_FOLDACP_crystal_ss_contacts_50_acp_0-0-1-RND1707_1 19,529 181,050 --------------------------------------------------------------------------------------------------------------- |
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Send message Joined: 21 Feb 20 Posts: 1112 Credit: 40,764,483,595 RAC: 7,379,314 Level Scientific publications
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maybe if the admins can get a new app with Ampere support released sometime soon, you can get some real data from the 30-series cards ;P. I've got a 3070 host waiting (with a 1660 Super secondary card running GPUG, and 3070 @Einstein)
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 ServicEnginIC Send message Joined: 24 Sep 10 Posts: 591 Credit: 11,738,036,510 RAC: 10,299,581 Level Scientific publications 
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rod4x4: It's awesome how, regarding low end GPUs, your study is nailing previously observed data at original GPUGrid's Performance tab. Quoting my own comment from one year ago, at Low power GPUs performance comparative thread: I've made a kind request for Performance tab to be rebuilt Both GTX 750 Ti and GT 1030 are still shown respectively at penultimate and last position in your current general list, and GTX 750 is not. When Performance tab broke, I think that Titan Xp Collectors Edition was the card leading the classification (?). Obviously, there are now a lot of new RTX 20XX at highest positions, and GTX 16XX new Turing cards interleaved at medium positions, while waiting for Ampere support be available... This time, I've taken screenshots of your list, as I consider it a very solid performance comparative of currently working CUDA cards. Good job! |
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Send message Joined: 8 Aug 19 Posts: 252 Credit: 458,054,251 RAC: 0 Level Scientific publications
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Can we retitle this thread to "Performance Tab Temporarily Located Here", maybe? Excellent that you calculated the avg. per diem credit instead of plugging in BOINC RAC figures. Bravo, rod4x4! |
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Send message Joined: 4 Aug 14 Posts: 266 Credit: 2,219,935,054 RAC: 0 Level Scientific publications
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ServicEnginIC wrote: Both GTX 750 Ti and GT 1030 are still shown respectively at penultimate and last position in your current general list, and GTX 750 is not. Yes, I wanted to include at least the GTX 750 Ti, as there is still a few of these GPUs contributing. Increasing the host count to 1500, includes these popular modest performers. Disappointed that the GTX 750 missed the cut, it was very close! I think that Titan Xp Collectors Edition was the card leading the classification (?) I recall the same. Pop Piasa wrote: Can we retitle this thread to "Performance Tab Temporarily Located Here", maybe? I am not sure if the Thread title can be changed. Anyone know how? Excellent that you calculated the avg. per diem credit instead of plugging in BOINC RAC figures. Yeah, the RAC can be misleading, especially when Hosts are stopped and started for periods of time. |
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Send message Joined: 4 Aug 14 Posts: 266 Credit: 2,219,935,054 RAC: 0 Level Scientific publications
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Performance efficiency comparison. The data shows the performance of the GPU Model when Average Credit / Day is compared to reference TDP Watts. Please let me know if there is an error in the TDP Watts column. I have tried to get the correct reference TDP Watts for each GPU Model. Average TDP Credit Rank GPU Model Tasks Credit/Day Watts / TDP --------------------------------------------------------------- 1 GTX 1660 Ti 5381 431,472 120 3,596 2 GTX 1650 3597 258,456 75 3,446 3 Quadro RTX 4000 425 546,011 160 3,413 4 Quadro RTX 8000 186 1,000,663 295 3,392 5 GTX 1650 SUPER 2317 336,708 100 3,367 6 GTX 1660 SUPER 4290 418,197 125 3,346 7 RTX 2060 SUPER 4000 581,443 175 3,323 8 TITAN RTX 37 924,587 280 3,302 9 RTX 2080 6626 687,456 215 3,197 10 RTX 2070 6497 585,731 185 3,166 11 Quadro P4000 1159 332,029 105 3,162 12 GT 1030 29 91,641 30 3,055 13 RTX 2080 Ti 12018 760,869 250 3,043 14 GTX 1660 1797 361,588 120 3,013 15 RTX 2070 SUPER 7394 645,365 215 3,002 16 Quadro RTX 3000 107 238,906 80 2,986 17 RTX 2080 SUPER 4967 725,972 250 2,904 18 Tesla V100-PCIE 257 846,785 300 2,823 19 GTX 1070 11705 409,398 150 2,729 20 Tesla V100-SXM2 70 816,036 300 2,720 21 Quadro P2000 264 201,760 75 2,690 22 TITAN V 1271 670,111 250 2,680 23 GTX 1080 12842 481,316 180 2,674 24 GTX 1070 Max-Q 136 302,180 115 2,628 25 RTX 2060 4852 409,782 160 2,561 26 Quadro P1000 141 119,501 47 2,543 27 GTX 1070 Ti 4638 455,913 180 2,533 28 GTX 1050 Ti 2618 181,082 75 2,414 29 GTX 1060 6GB 7045 288,226 120 2,402 30 TITAN Xp COLLECTORS 144 600,021 250 2,400 31 GTX 1060 424 279,436 120 2,329 32 GTX 1060 3GB 5482 278,759 120 2,323 33 Quadro P5000 28 412,947 180 2,294 34 GTX 1080 Ti 10696 543,625 250 2,175 35 TITAN X 420 541,978 250 2,168 36 GTX 1050 891 162,498 75 2,167 37 GTX 980M 177 221,343 122 1,814 38 GTX 980 1153 298,263 165 1,808 39 Tesla P100-PCIE-12GB 121 447,056 250 1,788 40 GTX 750 Ti 169 106,655 60 1,778 41 GTX 970 4225 246,621 148 1,666 42 Quadro M2000 55 122,090 75 1,628 43 GTX 950 300 143,636 90 1,596 44 GTX 960 1712 175,829 120 1,465 45 Quadro M6000 143 353,297 250 1,413 46 GTX TITAN X 142 343,636 250 1,375 47 GTX 980 Ti 1157 340,541 250 1,362 48 Tesla M60 489 292,705 225 1,301 49 Quadro M4000 222 139,366 120 1,161 50 GTX TITAN Black 195 241,476 250 966 51 Tesla K40c 87 213,395 245 871 52 Tesla K20Xm 61 195,187 235 831 53 GTX TITAN 55 197,389 250 790 54 GTX 660 Ti 54 118,323 150 789 55 Tesla K20c 51 177,228 225 788 56 GTX 680 40 142,462 195 731 57 Quadro K6000 67 164,135 225 729 58 GTX 760 47 110,493 170 650 59 GTX 770 72 148,464 230 645 60 GTX 780 67 160,828 250 643 --------------------------------------------------------------- NOTE: Data captured 7th December 23:20 UTC, Data is sourced from completed task runtime and credit gathered from first 1500 hosts in Volunteer Tab, 243 Hosts with multiple GPUs excluded. |
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Send message Joined: 21 Feb 20 Posts: 1112 Credit: 40,764,483,595 RAC: 7,379,314 Level Scientific publications
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the 1650 is only a 75W TDP card. (but really only pulls 60-65W while running from my experience)
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Send message Joined: 4 Aug 14 Posts: 266 Credit: 2,219,935,054 RAC: 0 Level Scientific publications
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the 1650 is only a 75W TDP card. (but really only pulls 60-65W while running from my experience) Thanks. Post modified to reflect 75W TDP. |
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Send message Joined: 4 Aug 14 Posts: 266 Credit: 2,219,935,054 RAC: 0 Level Scientific publications
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Some random stats on successfully completed Experimental RAIMIS tasks. - Data was captured 22nd December 2020, 9:00am UTC - Top 1600 hosts (Including hosts with Multi GPU) from Volunteer/Hosts Tab were checked - Processing time was lost during the period checked due to a Disk Full error at GPUGRID - These Experimental tasks currently only run on Linux hosts. NOTE: All stats are just informational and have no true meaning as the tasks are still Experimental with numerous bugs. But could serve as a baseline to gauge improvements in future task performance. Random Stat...1 - Top 10 longest tasks ------------------------------------------------ Host GPU Task Runtime ------------------------------------------------ 520532 GTX 1650 31798001 345,523 559691 Quadro P2200 31968348 142,768 547222 GTX 1070 32003597 107,170 542712 GTX 1050 Ti 31870488 91,511 468073 GTX 1060 3GB 31977131 85,727 222916 GTX 1080 32016114 85,289 480458 GTX 1650 31970010 64,297 542712 GTX 1050 Ti 31983689 63,448 569938 P106-090 32023412 63,446 514126 GTX 1050 Ti 32012945 61,479 ------------------------------------------------ Random Stat...2 - Top 10 Tasks with highest credit awarded ---------------------------------------------------------- Host GPU Task Runtime Credit ---------------------------------------------------------- 571155 GTX 1080 Ti 31925336 20,992 1,732,384 547331 RTX 2080 Ti 32033047 16,164 1,729,828 524633 RTX 2080 Ti 31944658 16,196 1,728,331 570799 GTX 1080 Ti 31925399 21,391 1,725,398 570799 GTX 1080 Ti 32024878 21,380 1,724,519 570799 GTX 1080 Ti 32031416 21,375 1,724,124 563978 RTX 2080 Ti 32043816 17,278 1,724,060 570799 GTX 1080 Ti 31937624 21,363 1,723,130 558436 GTX 1080 31979414 25,676 1,722,169 563979 GTX 1660 Ti 31942085 22,385 1,720,240 ---------------------------------------------------------- NOTE: These tasks have a wild variation in credit. If you have been following the various forum threads, you would have noted it is attributed to different credit formula used by TONI and how older BOINC Client software on hosts with later model GPUs, interact with the credit formula applied. This is one of the bugs that TONI will be correcting in due course. Random Stat...3 - Fastest runtime by GPU model GPU Model Runtime ----------------------- RTX 2080 Ti 8,450 RTX 2080 SUPER 10,746 RTX 2070 SUPER 11,163 GTX 1080 Ti 11,426 RTX 2080 11,518 RTX 2070 11,528 TITAN X 12,388 GTX 1660 Ti 14,477 RTX 2060 14,932 GTX 1080 15,037 GTX 1660 SUPER 15,959 GT 1030 16,561 GTX 1070 Ti 17,231 GTX 1070 18,117 RTX 3070 19,987 GTX 1650 SUPER 20,837 GTX 1650 23,697 GTX 1060 6GB 26,070 GTX 1060 3GB 26,181 Quadro P2200 32,514 GTX 1050 Ti 38,385 P106-090 63,446 ----------------------- Random Stat...4 - Summary Total tasks completed last 7 days - 1,219 Tasks awarded 20.83 credit - 147 |
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Send message Joined: 21 Feb 20 Posts: 1112 Credit: 40,764,483,595 RAC: 7,379,314 Level Scientific publications
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FYI, this looks like it was adjusted. the new "penalty" value of tasks that run too long or have a peak_flops value too high is now 34,722.22 and it appears to be a direct consequence of the FLOPS change from 3,000GFLOP to 5,000,000 GFLOP. (5,000,000/3,000)*20.83 = 34,716.66666 likely a rounding error somewhere in there, credit reward gets truncated/rounded at 2 decimal places. as a reminder you will hit this "penalty" if your total credit reward is calculated to be greater than about 1,750,000 or so (I havent seen higher than this awarded).
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 Send message Joined: 7 Apr 11 Posts: 6 Credit: 92,079,090 RAC: 0 Level  Scientific publications
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Interesting (and duly noted!). Life's short; make fun of it! |
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Send message Joined: 4 Aug 14 Posts: 266 Credit: 2,219,935,054 RAC: 0 Level Scientific publications
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ADRIA D3RBandit task runtime summary The following table has been created from data gathered from the top 2000 hosts in the Volunteer tab. NOTE - Hosts with Multiple GPUs - these hosts have been included, but only tasks from the primary GPU (Device 0) have been used. - Data was captured on 24th February 2021 at 2:30 UTC - Task data history is only retained on the Gpugrid website for 7 days. --------------------------------------------------------------------------- Row Labels Tasks Min Runtime Max Runtime Avg Runtime --------------------------------------------------------------------------- Tesla V100-PCIE-16GB 14 36,783 37,174 36,954 Tesla V100-SXM2-16GB 13 33,740 64,047 37,131 Quadro RTX 8000 9 37,150 37,917 37,539 Quadro RTX 6000 99 38,982 39,627 39,282 TITAN RTX 13 41,810 42,495 42,129 RTX 2080 Ti 647 34,289 105,389 42,339 Tesla K20c 1 44,447 44,447 44,447 TITAN V 62 43,045 51,784 44,511 Tesla P100-PCIE-16GB 4 33,890 64,758 49,313 RTX 2080 SUPER 198 44,573 96,631 51,703 Quadro RTX 5000 11 52,021 54,685 53,725 TITAN Xp COLLECTORS 8 51,121 54,856 53,886 RTX 2080 198 48,018 97,757 54,340 RTX 2070 SUPER 341 40,557 167,045 61,616 TITAN Xp 15 52,890 102,468 61,981 Quadro P6000 11 63,102 84,988 65,836 RTX 2070 215 45,365 118,366 68,784 RTX 2060 SUPER 180 61,782 111,505 70,187 GTX 1080 Ti 585 50,874 173,266 70,192 TITAN X 13 61,414 76,114 71,380 Quadro RTX 4000 29 69,730 73,761 71,728 P102-100 18 71,570 74,791 73,225 RTX 2080 Max-Q 2 73,233 94,764 83,999 RTX 2060 202 48,046 221,335 85,256 Quadro P5000 1 85,510 85,510 85,510 RTX 2070 Max-Q 10 82,591 93,110 88,273 GTX 1070 Ti 168 80,558 108,102 88,499 GTX 1080 516 63,533 209,920 89,915 Tesla T4 19 87,729 95,617 90,244 GTX TITAN X 2 91,966 91,967 91,967 GTX 1080 Max-Q 3 96,004 96,564 96,281 GTX 1660 94 38,466 185,556 99,626 GTX 1660 Ti 237 68,602 215,451 100,538 GTX 1660 SUPER 186 44,711 223,533 101,408 Quadro P4200 5 100,808 103,304 101,958 GTX 1070 417 81,494 262,030 102,459 P104-100 11 96,978 127,386 103,239 GTX 980 Ti 36 90,147 134,389 106,204 Quadro M6000 5 110,645 114,824 113,218 GTX 1660 Ti Max-Q 3 114,656 115,622 115,272 GTX 1650 SUPER 78 121,145 141,728 126,961 GTX 980 44 124,997 168,532 137,830 Quadro P4000 19 128,763 147,490 138,829 P106-100 2 139,894 140,308 140,101 GTX 1060 6GB 301 57,570 316,408 143,301 GTX 780 Ti 1 149,801 149,801 149,801 Tesla M60 16 151,707 155,751 153,763 GTX 1060 3GB 218 136,615 219,800 155,129 GTX 1060 12 150,483 178,826 162,666 GTX 970 158 147,892 306,909 169,443 GTX 1650 Ti 6 149,952 174,363 169,541 Quadro P2200 2 165,741 174,773 170,257 GTX 1650 112 152,170 272,321 170,546 GTX TITAN Black 6 165,385 216,105 181,113 Quadro T2000 1 181,122 181,122 181,122 GTX TITAN Z 3 178,855 214,005 190,949 GTX 1650 Max-Q 2 192,931 193,275 193,103 Quadro T1000 2 187,377 208,788 198,083 GTX 980M 13 184,961 232,265 201,078 Quadro P2000 17 190,720 253,670 204,460 Tesla K40c 1 204,651 204,651 204,651 GTX 1070 Max-Q 4 182,955 227,436 211,356 GTX 780 1 212,820 212,820 212,820 Tesla K20Xm 3 213,293 214,263 213,682 GTX 1050 Ti 142 145,657 283,807 234,586 Quadro GP100 3 134,579 328,042 239,540 GTX 960 51 234,437 313,895 253,283 RTX 2060 Max-Q 2 266,072 267,035 266,554 Quadro M4000 10 246,194 429,829 277,547 Quadro M3000M 1 279,761 279,761 279,761 GTX 1050 49 252,179 405,266 279,836 GTX 770 4 272,473 298,834 285,054 GTX 680 2 290,274 291,802 291,038 P106-090 9 246,129 581,381 295,744 GTX 965M 1 296,178 296,178 296,178 Quadro K6000 1 317,140 317,140 317,140 Quadro P1000 6 297,653 387,845 318,040 GTX 950 7 294,150 474,611 326,675 GTX 690 2 323,967 344,216 334,092 GTX 670 4 320,863 352,751 336,659 GTX 760 5 350,828 403,577 371,863 GTX 660 Ti 4 337,809 429,819 377,551 GTX 750 Ti 21 376,233 469,874 422,368 Quadro M1200 1 437,300 437,300 437,300 GTX 660 2 457,242 471,218 464,230 Quadro K5000 1 464,747 464,747 464,747 Quadro K2200 1 465,326 465,326 465,326 Quadro P600 3 446,826 485,914 472,856 MX150 1 497,959 497,959 497,959 Quadro M2000 1 498,830 498,830 498,830 GT 1030 10 433,396 614,579 504,337 GTX 950M 1 521,799 521,799 521,799 GTX 750 5 498,398 543,604 525,458 GTX 960M 3 434,429 813,818 574,086 GTX 650 Ti 1 696,465 696,465 696,465 Quadro K620 1 771,520 771,520 771,520 GTX 745 2 833,750 835,668 834,709 GTX 650 1 1,014,161 1,014,161 1,014,161 --------------------------------------------------------------------------- |
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