{ "communityAttemptedAt": "2026-09-19T04:19:02.174744+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-19T04:19:02.174744+00:00", "frameworkAttemptedAt": "2026-09-19T02:21:58.251620+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39610, "officialConfigError": null, "officialConfigValid": true, "successCount": 19148, "successRate": 0.48341327947488005, "wilsonLowerBound": 0.478493772908928 }, "vllm": { "framework": "vllm", "modelCount": 52855, "officialConfigError": null, "officialConfigValid": true, "successCount": 14788, "successRate": 0.2797843155803614, "wilsonLowerBound": 0.275973447379527 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2696, "officialConfigError": null, "officialConfigValid": true, "successCount": 764, "successRate": 0.28338278931750743, "wilsonLowerBound": 0.2666894578881291 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 32894, "officialConfigError": null, "officialConfigValid": true, "successCount": 14525, "successRate": 0.4415698911655621, "wilsonLowerBound": 0.43621063776592467 }, "vllm": { "framework": "vllm", "modelCount": 37442, "officialConfigError": null, "officialConfigValid": true, "successCount": 10649, "successRate": 0.2844132257892207, "wilsonLowerBound": 0.2798658774662485 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8739, "officialConfigError": null, "officialConfigValid": true, "successCount": 3768, "successRate": 0.4311706144867834, "wilsonLowerBound": 0.4208196666744251 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63934, "officialConfigError": null, "officialConfigValid": true, "successCount": 12082, "successRate": 0.18897613163574936, "wilsonLowerBound": 0.1859601899109809 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 17547, "officialConfigError": null, "officialConfigValid": true, "successCount": 3520, "successRate": 0.2006040918675557, "wilsonLowerBound": 0.1947446772041238 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6020, "officialConfigError": null, "officialConfigValid": true, "successCount": 60, "successRate": 0.009966777408637873, "wilsonLowerBound": 0.007751353425367443 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26146, "officialConfigError": null, "officialConfigValid": true, "successCount": 3221, "successRate": 0.12319284020500268, "wilsonLowerBound": 0.1192642975665926 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16467, "officialConfigError": null, "officialConfigValid": true, "successCount": 1674, "successRate": 0.10165786117689925, "wilsonLowerBound": 0.09713464441717601 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 11144, "officialConfigError": null, "officialConfigValid": true, "successCount": 4695, "successRate": 0.42130294328786794, "wilsonLowerBound": 0.41216394431190945 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24151, "officialConfigError": null, "officialConfigValid": true, "successCount": 3785, "successRate": 0.15672228893213533, "wilsonLowerBound": 0.15219192499155598 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8066, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.0674435903793702, "wilsonLowerBound": 0.0621738174048722 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 42829, "officialConfigError": null, "officialConfigValid": true, "successCount": 10750, "successRate": 0.2509981554554157, "wilsonLowerBound": 0.24691418718354521 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23261, "officialConfigError": null, "officialConfigValid": true, "successCount": 3058, "successRate": 0.13146468337560724, "wilsonLowerBound": 0.1271829663449498 }, "vllm": { "framework": "vllm", "modelCount": 86631, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11270792210640533, "wilsonLowerBound": 0.11061921013227295 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 40419, "officialConfigError": null, "officialConfigValid": true, "successCount": 4958, "successRate": 0.1226650832529256, "wilsonLowerBound": 0.11950268804342445 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 31687, "officialConfigError": null, "officialConfigValid": true, "successCount": 3403, "successRate": 0.10739419951399627, "wilsonLowerBound": 0.10403259719571697 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88557, "officialConfigError": null, "officialConfigValid": true, "successCount": 21027, "successRate": 0.2374402926928419, "wilsonLowerBound": 0.23464913488913425 }, "transformers": { "framework": "transformers", "modelCount": 5175, "officialConfigError": null, "officialConfigValid": true, "successCount": 566, "successRate": 0.1093719806763285, "wilsonLowerBound": 0.10115637485123319 }, "vllm": { "framework": "vllm", "modelCount": 112535, "officialConfigError": null, "officialConfigValid": true, "successCount": 16508, "successRate": 0.14669214022304172, "wilsonLowerBound": 0.14463706709640825 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 17254, "officialConfigError": null, "officialConfigValid": true, "successCount": 3436, "successRate": 0.19914222788918512, "wilsonLowerBound": 0.1932505246831803 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42828, "officialConfigError": null, "officialConfigValid": true, "successCount": 5572, "successRate": 0.1301018025590735, "wilsonLowerBound": 0.12694878557539002 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6692, "officialConfigError": null, "officialConfigValid": true, "successCount": 550, "successRate": 0.08218768679019725, "wilsonLowerBound": 0.0758444271758738 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 31112, "officialConfigError": null, "officialConfigValid": true, "successCount": 5570, "successRate": 0.17903059912573926, "wilsonLowerBound": 0.17481021066312272 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60875, "officialConfigError": null, "officialConfigValid": true, "successCount": 12390, "successRate": 0.20353182751540042, "wilsonLowerBound": 0.20035215073521212 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7845, "officialConfigError": null, "officialConfigValid": true, "successCount": 2274, "successRate": 0.2898661567877629, "wilsonLowerBound": 0.279931058224978 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12848, "officialConfigError": null, "officialConfigValid": true, "successCount": 3320, "successRate": 0.25840597758405975, "wilsonLowerBound": 0.2509093844972609 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 60831, "officialConfigError": null, "officialConfigValid": true, "successCount": 16672, "successRate": 0.2740707862767339, "wilsonLowerBound": 0.27054049671787167 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46562, "officialConfigError": null, "officialConfigValid": true, "successCount": 20378, "successRate": 0.43765302177741505, "wilsonLowerBound": 0.4331521799512732 }, "vllm": { "framework": "vllm", "modelCount": 36485, "officialConfigError": null, "officialConfigValid": true, "successCount": 3438, "successRate": 0.09423050568726873, "wilsonLowerBound": 0.09127527328567908 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 518, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6278, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030582988212806625, "wilsonLowerBound": 0.026602368317046696 }, "vllm": { "framework": "vllm", "modelCount": 10024, "officialConfigError": null, "officialConfigValid": true, "successCount": 738, "successRate": 0.07362330407023145, "wilsonLowerBound": 0.06867247302280925 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5925, "officialConfigError": null, "officialConfigValid": true, "successCount": 2513, "successRate": 0.4241350210970464, "wilsonLowerBound": 0.4116039976446991 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7375, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.031864406779661014, "wilsonLowerBound": 0.02809313780695749 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11581, "officialConfigError": null, "officialConfigValid": true, "successCount": 3823, "successRate": 0.33010966237803296, "wilsonLowerBound": 0.32160249716659617 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26441, "officialConfigError": null, "officialConfigValid": true, "successCount": 13409, "successRate": 0.5071290798381302, "wilsonLowerBound": 0.501102289515579 }, "vllm": { "framework": "vllm", "modelCount": 62309, "officialConfigError": null, "officialConfigValid": true, "successCount": 6253, "successRate": 0.10035468391404131, "wilsonLowerBound": 0.09801995535601253 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12455, "officialConfigError": null, "officialConfigValid": true, "successCount": 1790, "successRate": 0.1437173825772782, "wilsonLowerBound": 0.137666264085891 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-19T04:21:53.764371+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 912.0392156862745, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.9075749256940808, "queueFactor": 1.0183035923732267, "queueWeight": 1.0183035923732267, "recentSuccess": 50, "recentSuccessRate": 0.32679738562091504, "recentTerminal": 153, "recentWilsonLowerBound": 0.25751021482630554, "running": 8, "selectionWeight": 0.9241868071821467, "stale": false, "submissionEligible": true, "throughputPerHour": 25.5, "waiting": 23257 }, "Ascend_910-b4": { "available": true, "backlogHours": 1510.527272727273, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9440826515231401, "queueWeight": 0.9440826515231401, "recentSuccess": 55, "recentSuccessRate": 0.5, "recentTerminal": 110, "recentWilsonLowerBound": 0.40815075723076516, "running": 8, "selectionWeight": 2.36020662880785, "stale": false, "submissionEligible": true, "throughputPerHour": 18.333333333333332, "waiting": 27693 }, "Biren_166m": { "available": true, "backlogHours": 181.61073825503357, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.19374415661944183, "queueFactor": 1.2972033876505824, "queueWeight": 1.2972033876505824, "recentSuccess": 27, "recentSuccessRate": 0.18120805369127516, "recentTerminal": 149, "recentWilsonLowerBound": 0.1276297123181046, "running": 8, "selectionWeight": 0.25132557630424496, "stale": false, "submissionEligible": true, "throughputPerHour": 24.833333333333332, "waiting": 4510 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1394.7096774193546, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5543459475018423, "queueFactor": 0.9554472848170187, "queueWeight": 0.9554472848170187, "recentSuccess": 19, "recentSuccessRate": 0.3064516129032258, "recentTerminal": 62, "recentWilsonLowerBound": 0.20581430019850633, "running": 7, "selectionWeight": 0.5296483303899528, "stale": false, "submissionEligible": true, "throughputPerHour": 10.333333333333334, "waiting": 14412 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 522.6534653465347, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3417811605049575, "queueFactor": 1.1069989975605323, "queueWeight": 1.1069989975605323, "recentSuccess": 24, "recentSuccessRate": 0.2376237623762376, "recentTerminal": 101, "recentWilsonLowerBound": 0.1651985046175726, "running": 7, "selectionWeight": 0.37835140206406337, "stale": false, "submissionEligible": true, "throughputPerHour": 16.833333333333332, "waiting": 8798 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 67.62931034482759, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 4, "recentSuccessRate": 0.017241379310344827, "recentTerminal": 232, "recentWilsonLowerBound": 0.0067246356242918375, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 38.666666666666664, "waiting": 2615 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 209.2027972027972, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.2568231987800328, "queueFactor": 1.2699720989095615, "queueWeight": 1.2699720989095615, "recentSuccess": 29, "recentSuccessRate": 0.20279720279720279, "recentTerminal": 143, "recentWilsonLowerBound": 0.1450743778152789, "running": 4, "selectionWeight": 0.3261582968033458, "stale": false, "submissionEligible": true, "throughputPerHour": 23.833333333333332, "waiting": 4986 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 3305.7931034482763, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.686875050354298, "queueFactor": 0.8394366995922558, "queueWeight": 0.8394366995922558, "recentSuccess": 11, "recentSuccessRate": 0.3793103448275862, "recentTerminal": 29, "recentWilsonLowerBound": 0.2268779573086734, "running": 2, "selectionWeight": 0.5765881253016764, "stale": false, "submissionEligible": true, "throughputPerHour": 4.833333333333333, "waiting": 15978 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 527.2941176470589, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.23539272422491983, "queueFactor": 1.105532116766347, "queueWeight": 1.105532116766347, "recentSuccess": 24, "recentSuccessRate": 0.20168067226890757, "recentTerminal": 119, "recentWilsonLowerBound": 0.13944089576973434, "running": 8, "selectionWeight": 0.2602342166837726, "stale": false, "submissionEligible": true, "throughputPerHour": 19.833333333333332, "waiting": 10458 }, "MetaX_c-500": { "available": true, "backlogHours": 958.3478260869565, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5703533598417899, "queueFactor": 1.0107664740324143, "queueWeight": 1.0107664740324143, "recentSuccess": 21, "recentSuccessRate": 0.30434782608695654, "recentTerminal": 69, "recentWilsonLowerBound": 0.2084947626304856, "running": 4, "selectionWeight": 0.5764940544798268, "stale": false, "submissionEligible": true, "throughputPerHour": 11.5, "waiting": 11021 }, "Mthreads_s4000": { "available": true, "backlogHours": 1567.5584415584415, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.5046523656152522, "queueFactor": 0.9388489860446535, "queueWeight": 0.9388489860446535, "recentSuccess": 33, "recentSuccessRate": 0.42857142857142855, "recentTerminal": 77, "recentWilsonLowerBound": 0.32403475215621097, "running": 4, "selectionWeight": 1.4126413478075688, "stale": false, "submissionEligible": true, "throughputPerHour": 12.833333333333334, "waiting": 20117 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 9412.199999999999, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 2.3492424973844885, "queueFactor": 0.7175061546044911, "queueWeight": 0.7175061546044911, "recentSuccess": 7, "recentSuccessRate": 0.7, "recentTerminal": 10, "recentWilsonLowerBound": 0.3967732199795652, "running": 2, "selectionWeight": 1.6855959505317955, "stale": false, "submissionEligible": false, "throughputPerHour": 1.6666666666666667, "waiting": 15687 }, "Vastai_va16": { "available": true, "backlogHours": 2344.5882352941176, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.8838311736643577, "queueWeight": 0.8838311736643577, "recentSuccess": 5, "recentSuccessRate": 0.14705882352941177, "recentTerminal": 34, "recentWilsonLowerBound": 0.06449346382626417, "running": 16, "selectionWeight": 0.04419155868321789, "stale": false, "submissionEligible": true, "throughputPerHour": 5.666666666666667, "waiting": 13286 }, "hygon_k100-ai": { "available": true, "backlogHours": 1100.1891891891892, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.2784267872930655, "queueFactor": 0.9900547158938486, "queueWeight": 0.9900547158938486, "recentSuccess": 30, "recentSuccessRate": 0.40540540540540543, "recentTerminal": 74, "recentWilsonLowerBound": 0.3009038972107517, "running": 6, "selectionWeight": 1.2657124696845217, "stale": false, "submissionEligible": true, "throughputPerHour": 12.333333333333334, "waiting": 13569 } }, "queueAttemptedAt": "2026-09-19T04:15:55.065780+00:00", "queueError": null, "queueUpdatedAt": "2026-09-19T04:15:55.065780+00:00", "supportedGpus": [ "Vastai_va16", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Cambricon_mlu-370-x4", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "Ascend_910-b3", "MetaX_c-500", "Sunrise_pt-200-x1", "Biren_166m", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }