{ "communityAttemptedAt": "2026-09-19T02:19:12.755830+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-19T02:19:12.755830+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": "2026-09-19T02:30:38.609956+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1046.6865671641792, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.794959543539264, "queueFactor": 1.0062382311709066, "queueWeight": 1.0062382311709066, "recentSuccess": 43, "recentSuccessRate": 0.3208955223880597, "recentTerminal": 134, "recentWilsonLowerBound": 0.24779537234100626, "running": 8, "selectionWeight": 0.7999186849433804, "stale": false, "submissionEligible": true, "throughputPerHour": 22.333333333333332, "waiting": 23376 }, "Ascend_910-b4": { "available": true, "backlogHours": 1348.3200000000002, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.5266620409416607, "queueFactor": 0.9687336039990656, "queueWeight": 0.9687336039990656, "recentSuccess": 52, "recentSuccessRate": 0.416, "recentTerminal": 125, "recentWilsonLowerBound": 0.3333576375470552, "running": 8, "selectionWeight": 1.478928821009984, "stale": false, "submissionEligible": true, "throughputPerHour": 20.833333333333332, "waiting": 28090 }, "Biren_166m": { "available": true, "backlogHours": 233.2093023255814, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.1869222344012514, "queueFactor": 1.2604088127513053, "queueWeight": 1.2604088127513053, "recentSuccess": 24, "recentSuccessRate": 0.18604651162790697, "recentTerminal": 129, "recentWilsonLowerBound": 0.12832985632587554, "running": 8, "selectionWeight": 0.2355984315385025, "stale": false, "submissionEligible": true, "throughputPerHour": 21.5, "waiting": 5014 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1518.5, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.24229821933980467, "queueFactor": 0.9516145903495354, "queueWeight": 0.9516145903495354, "recentSuccess": 14, "recentSuccessRate": 0.23333333333333334, "recentTerminal": 60, "recentWilsonLowerBound": 0.1443943161843107, "running": 7, "selectionWeight": 0.2305745207394701, "stale": false, "submissionEligible": true, "throughputPerHour": 10.0, "waiting": 15185 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 609.8901098901099, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.32674990061888726, "queueFactor": 1.0911528037310783, "queueWeight": 1.0911528037310783, "recentSuccess": 22, "recentSuccessRate": 0.24175824175824176, "recentTerminal": 91, "recentWilsonLowerBound": 0.16541685277480106, "running": 7, "selectionWeight": 0.35653407017915, "stale": false, "submissionEligible": true, "throughputPerHour": 15.166666666666666, "waiting": 9250 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 68.882096069869, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 5, "recentSuccessRate": 0.021834061135371178, "recentTerminal": 229, "recentWilsonLowerBound": 0.009361274885895589, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 38.166666666666664, "waiting": 2629 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 245.75409836065575, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.31989419421213305, "queueFactor": 1.2505417520536404, "queueWeight": 1.2505417520536404, "recentSuccess": 28, "recentSuccessRate": 0.22950819672131148, "recentTerminal": 122, "recentWilsonLowerBound": 0.1638301377342183, "running": 9, "selectionWeight": 0.4000410461018284, "stale": false, "submissionEligible": true, "throughputPerHour": 20.333333333333332, "waiting": 4997 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 3089.032258064516, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.1374207170494928, "queueFactor": 0.8554604680269778, "queueWeight": 0.8554604680269778, "recentSuccess": 14, "recentSuccessRate": 0.45161290322580644, "recentTerminal": 31, "recentWilsonLowerBound": 0.29161482836586106, "running": 2, "selectionWeight": 0.9730184589507398, "stale": false, "submissionEligible": true, "throughputPerHour": 5.166666666666667, "waiting": 15960 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 511.42857142857144, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.297275944828173, "queueFactor": 1.1203547597068935, "queueWeight": 1.1203547597068935, "recentSuccess": 28, "recentSuccessRate": 0.2222222222222222, "recentTerminal": 126, "recentWilsonLowerBound": 0.1584594242584552, "running": 8, "selectionWeight": 0.3330545197346075, "stale": false, "submissionEligible": true, "throughputPerHour": 21.0, "waiting": 10740 }, "MetaX_c-500": { "available": true, "backlogHours": 1135.3, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.8555425924965797, "queueFactor": 0.9940465351412098, "queueWeight": 0.9940465351412098, "recentSuccess": 22, "recentSuccessRate": 0.36666666666666664, "recentTerminal": 60, "recentWilsonLowerBound": 0.2562073884620827, "running": 4, "selectionWeight": 0.8504491497369531, "stale": false, "submissionEligible": true, "throughputPerHour": 10.0, "waiting": 11353 }, "Mthreads_s4000": { "available": true, "backlogHours": 1912.5454545454545, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.0816662165088866, "queueFactor": 0.9192455723209954, "queueWeight": 0.9192455723209954, "recentSuccess": 26, "recentSuccessRate": 0.3939393939393939, "recentTerminal": 66, "recentWilsonLowerBound": 0.2850282099029192, "running": 4, "selectionWeight": 0.9943168802549971, "stale": false, "submissionEligible": true, "throughputPerHour": 11.0, "waiting": 21038 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 6262.4, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 2.5, "queueFactor": 0.7694177322008877, "queueWeight": 0.7694177322008877, "recentSuccess": 10, "recentSuccessRate": 0.6666666666666666, "recentTerminal": 15, "recentWilsonLowerBound": 0.4171312515121298, "running": 2, "selectionWeight": 1.9235443305022193, "stale": false, "submissionEligible": false, "throughputPerHour": 2.5, "waiting": 15656 }, "Vastai_va16": { "available": true, "backlogHours": 2144.7, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9035835768702419, "queueWeight": 0.9035835768702419, "recentSuccess": 4, "recentSuccessRate": 0.1, "recentTerminal": 40, "recentWilsonLowerBound": 0.03957888759557486, "running": 16, "selectionWeight": 0.0451791788435121, "stale": false, "submissionEligible": false, "throughputPerHour": 6.666666666666667, "waiting": 14298 }, "hygon_k100-ai": { "available": true, "backlogHours": 1029.8823529411766, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.047674763923427, "queueFactor": 1.0086840860923607, "queueWeight": 1.0086840860923607, "recentSuccess": 32, "recentSuccessRate": 0.3764705882352941, "recentTerminal": 85, "recentWilsonLowerBound": 0.2809213599468807, "running": 6, "selectionWeight": 1.0567728617701317, "stale": false, "submissionEligible": true, "throughputPerHour": 14.166666666666666, "waiting": 14590 } }, "queueAttemptedAt": "2026-09-19T02:21:58.251620+00:00", "queueError": null, "queueUpdatedAt": "2026-09-19T02:21:58.251620+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 }