{ "communityAttemptedAt": "2026-10-10T00:31:42.958808+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-10T00:31:42.958808+00:00", "frameworkAttemptedAt": "2026-10-09T23:50:45.963306+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41853, "officialConfigError": null, "officialConfigValid": true, "successCount": 20718, "successRate": 0.49501827825962297, "wilsonLowerBound": 0.4902288923187982 }, "vllm": { "framework": "vllm", "modelCount": 56038, "officialConfigError": null, "officialConfigValid": true, "successCount": 15292, "successRate": 0.2728862557550234, "wilsonLowerBound": 0.2692137830454104 }, "vllm_0.23.0": { "framework": "vllm_0.23.0", "modelCount": 0, "officialConfigError": "framework_mismatch", "officialConfigValid": false, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 4197, "officialConfigError": null, "officialConfigValid": true, "successCount": 1260, "successRate": 0.3002144388849178, "wilsonLowerBound": 0.28653520250741454 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 36634, "officialConfigError": null, "officialConfigValid": true, "successCount": 17150, "successRate": 0.4681443467816782, "wilsonLowerBound": 0.4630381916371868 }, "vllm": { "framework": "vllm", "modelCount": 39599, "officialConfigError": null, "officialConfigValid": true, "successCount": 10990, "successRate": 0.2775322609156797, "wilsonLowerBound": 0.273143582313837 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12455, "officialConfigError": null, "officialConfigValid": true, "successCount": 5236, "successRate": 0.4203934162986752, "wilsonLowerBound": 0.41175006851533597 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64211, "officialConfigError": null, "officialConfigValid": true, "successCount": 12096, "successRate": 0.1883789381881609, "wilsonLowerBound": 0.18537317918882054 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 28851, "officialConfigError": null, "officialConfigValid": true, "successCount": 6253, "successRate": 0.2167342553117743, "wilsonLowerBound": 0.21201775391991506 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7603, "officialConfigError": null, "officialConfigValid": true, "successCount": 103, "successRate": 0.013547283966855188, "wilsonLowerBound": 0.011183487596744458 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26603, "officialConfigError": null, "officialConfigValid": true, "successCount": 3268, "successRate": 0.12284328835093787, "wilsonLowerBound": 0.11895303348065779 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16504, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10155113911778962, "wilsonLowerBound": 0.09703506300045812 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 15242, "officialConfigError": null, "officialConfigValid": true, "successCount": 6044, "successRate": 0.39653588767878234, "wilsonLowerBound": 0.38879680929808424 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24699, "officialConfigError": null, "officialConfigValid": true, "successCount": 3806, "successRate": 0.15409530750232803, "wilsonLowerBound": 0.14964644124868595 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8123, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.066970331158439, "wilsonLowerBound": 0.061736366111672984 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 50983, "officialConfigError": null, "officialConfigValid": true, "successCount": 12813, "successRate": 0.25131906714002705, "wilsonLowerBound": 0.24757255674218256 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23835, "officialConfigError": null, "officialConfigValid": true, "successCount": 3125, "successRate": 0.13110971260750998, "wilsonLowerBound": 0.1268841156955079 }, "vllm": { "framework": "vllm", "modelCount": 86971, "officialConfigError": null, "officialConfigValid": true, "successCount": 9771, "successRate": 0.11234779409228364, "wilsonLowerBound": 0.11026608570957736 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 45841, "officialConfigError": null, "officialConfigValid": true, "successCount": 5515, "successRate": 0.12030714862241225, "wilsonLowerBound": 0.11736081319787275 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 45775, "officialConfigError": null, "officialConfigValid": true, "successCount": 3648, "successRate": 0.07969415619879847, "wilsonLowerBound": 0.07724831183757795 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 92443, "officialConfigError": null, "officialConfigValid": true, "successCount": 23085, "successRate": 0.24972144997457893, "wilsonLowerBound": 0.24694154161923904 }, "transformers": { "framework": "transformers", "modelCount": 5520, "officialConfigError": null, "officialConfigValid": true, "successCount": 583, "successRate": 0.10561594202898551, "wilsonLowerBound": 0.09778040833385636 }, "vllm": { "framework": "vllm", "modelCount": 112845, "officialConfigError": null, "officialConfigValid": true, "successCount": 16530, "successRate": 0.14648411537950287, "wilsonLowerBound": 0.14443307019868848 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 55, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.01818181818181818, "wilsonLowerBound": 0.0032166975922527864 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22797, "officialConfigError": null, "officialConfigValid": true, "successCount": 3943, "successRate": 0.17296135456419703, "wilsonLowerBound": 0.16810686340100453 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43597, "officialConfigError": null, "officialConfigValid": true, "successCount": 5671, "successRate": 0.13007775764387458, "wilsonLowerBound": 0.12695263168491505 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7909, "officialConfigError": null, "officialConfigValid": true, "successCount": 739, "successRate": 0.09343785560753572, "wilsonLowerBound": 0.08721936541601845 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 34029, "officialConfigError": null, "officialConfigValid": true, "successCount": 6681, "successRate": 0.19633253989244467, "wilsonLowerBound": 0.1921463980994867 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61467, "officialConfigError": null, "officialConfigValid": true, "successCount": 12419, "successRate": 0.2020433728667415, "wilsonLowerBound": 0.1988877451461734 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14762, "officialConfigError": null, "officialConfigValid": true, "successCount": 4212, "successRate": 0.2853271914374746, "wilsonLowerBound": 0.27809912614902904 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15193, "officialConfigError": null, "officialConfigValid": true, "successCount": 3721, "successRate": 0.24491542157572566, "wilsonLowerBound": 0.23814229021103242 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 67173, "officialConfigError": null, "officialConfigValid": true, "successCount": 18512, "successRate": 0.2755869173626308, "wilsonLowerBound": 0.2722208778437507 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 820, "officialConfigError": null, "officialConfigValid": true, "successCount": 494, "successRate": 0.6024390243902439, "wilsonLowerBound": 0.5685389970058234 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48225, "officialConfigError": null, "officialConfigValid": true, "successCount": 21598, "successRate": 0.4478589942975635, "wilsonLowerBound": 0.4434250330680697 }, "vllm": { "framework": "vllm", "modelCount": 39427, "officialConfigError": null, "officialConfigValid": true, "successCount": 4665, "successRate": 0.1183199330408096, "wilsonLowerBound": 0.115168870984586 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1034, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6286, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030544066178810055, "wilsonLowerBound": 0.02656844784963345 }, "vllm": { "framework": "vllm", "modelCount": 10078, "officialConfigError": null, "officialConfigValid": true, "successCount": 759, "successRate": 0.07531256201627307, "wilsonLowerBound": 0.07032053867780093 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7149, "officialConfigError": null, "officialConfigValid": true, "successCount": 3128, "successRate": 0.4375437124073297, "wilsonLowerBound": 0.42608054200865464 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7416, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03290183387270766, "wilsonLowerBound": 0.029077614020079336 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 17429, "officialConfigError": null, "officialConfigValid": true, "successCount": 5180, "successRate": 0.2972058064145964, "wilsonLowerBound": 0.2904658971701002 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28106, "officialConfigError": null, "officialConfigValid": true, "successCount": 14352, "successRate": 0.5106382978723404, "wilsonLowerBound": 0.504793000640169 }, "vllm": { "framework": "vllm", "modelCount": 66895, "officialConfigError": null, "officialConfigValid": true, "successCount": 7099, "successRate": 0.10612153374691681, "wilsonLowerBound": 0.10381011254401962 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13523, "officialConfigError": null, "officialConfigValid": true, "successCount": 2194, "successRate": 0.16224210604155884, "wilsonLowerBound": 0.15612432307159246 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-10T00:38:31.084026+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1160.0139860139861, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.9649362072521364, "queueFactor": 0.961092559263957, "queueWeight": 0.961092559263957, "recentSuccess": 45, "recentSuccessRate": 0.3146853146853147, "recentTerminal": 143, "recentWilsonLowerBound": 0.2442641903306046, "running": 9, "selectionWeight": 0.9273930089544118, "stale": false, "submissionEligible": true, "throughputPerHour": 23.833333333333332, "waiting": 27647 }, "Ascend_910-b4": { "available": true, "backlogHours": 1347.9555555555555, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.5995838454402103, "queueFactor": 0.9396873118935575, "queueWeight": 0.9396873118935575, "recentSuccess": 52, "recentSuccessRate": 0.3851851851851852, "recentTerminal": 135, "recentWilsonLowerBound": 0.3073522180558335, "running": 8, "selectionWeight": 1.503108643870071, "stale": false, "submissionEligible": true, "throughputPerHour": 22.5, "waiting": 30329 }, "Biren_166m": { "available": true, "backlogHours": 134.9214659685864, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.10794829805075416, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 25, "recentSuccessRate": 0.13089005235602094, "recentTerminal": 191, "recentWilsonLowerBound": 0.09025235207544362, "running": 11, "selectionWeight": 0.1403327874659804, "stale": false, "submissionEligible": false, "throughputPerHour": 31.833333333333332, "waiting": 4295 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1221.7037037037037, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.07732755620795989, "queueFactor": 0.9536517613177716, "queueWeight": 0.9536517613177716, "recentSuccess": 11, "recentSuccessRate": 0.13580246913580246, "recentTerminal": 81, "recentWilsonLowerBound": 0.07755383801327821, "running": 7, "selectionWeight": 0.07374356017611994, "stale": false, "submissionEligible": false, "throughputPerHour": 13.5, "waiting": 16493 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 457.6923076923077, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4408007726082729, "queueFactor": 1.1049653432465358, "queueWeight": 1.1049653432465358, "recentSuccess": 28, "recentSuccessRate": 0.23931623931623933, "recentTerminal": 117, "recentWilsonLowerBound": 0.17107945919158843, "running": 7, "selectionWeight": 0.48706957700843845, "stale": false, "submissionEligible": true, "throughputPerHour": 19.5, "waiting": 8925 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 59.493975903614455, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 11, "recentSuccessRate": 0.03313253012048193, "recentTerminal": 332, "recentWilsonLowerBound": 0.018599388040609666, "running": 26, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 55.333333333333336, "waiting": 3292 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 102.32917705735662, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.06137026004784629, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 38, "recentSuccessRate": 0.09476309226932668, "recentTerminal": 401, "recentWilsonLowerBound": 0.06981965433995511, "running": 5, "selectionWeight": 0.07978133806220018, "stale": false, "submissionEligible": false, "throughputPerHour": 66.83333333333333, "waiting": 6839 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2106.409090909091, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6214861578405844, "queueFactor": 0.8788267967165089, "queueWeight": 0.8788267967165089, "recentSuccess": 14, "recentSuccessRate": 0.3181818181818182, "recentTerminal": 44, "recentWilsonLowerBound": 0.19999129931673565, "running": 2, "selectionWeight": 0.5461786892986914, "stale": false, "submissionEligible": true, "throughputPerHour": 7.333333333333333, "waiting": 15447 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 468.4285714285714, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5345574082573576, "queueFactor": 1.1011289788624432, "queueWeight": 1.1011289788624432, "recentSuccess": 29, "recentSuccessRate": 0.25892857142857145, "recentTerminal": 112, "recentWilsonLowerBound": 0.18675273129699618, "running": 9, "selectionWeight": 0.5886166530977784, "stale": false, "submissionEligible": true, "throughputPerHour": 18.666666666666668, "waiting": 8744 }, "MetaX_c-500": { "available": true, "backlogHours": 572.0892857142857, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.6379103877955138, "queueFactor": 1.0685998937326342, "queueWeight": 1.0685998937326342, "recentSuccess": 31, "recentSuccessRate": 0.2767857142857143, "recentTerminal": 112, "recentWilsonLowerBound": 0.2023765976068205, "running": 4, "selectionWeight": 0.6816709726092295, "stale": false, "submissionEligible": true, "throughputPerHour": 18.666666666666668, "waiting": 10679 }, "Mthreads_s4000": { "available": true, "backlogHours": 2019.671641791045, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8843874756745849, "queueWeight": 0.8843874756745849, "recentSuccess": 33, "recentSuccessRate": 0.4925373134328358, "recentTerminal": 67, "recentWilsonLowerBound": 0.37651970947161373, "running": 4, "selectionWeight": 2.210968689186462, "stale": false, "submissionEligible": true, "throughputPerHour": 11.166666666666666, "waiting": 22553 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3722.142857142857, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.3424835636468265, "queueFactor": 0.8068926196795476, "queueWeight": 0.8068926196795476, "recentSuccess": 8, "recentSuccessRate": 0.2857142857142857, "recentTerminal": 28, "recentWilsonLowerBound": 0.15253815848329966, "running": 2, "selectionWeight": 0.27634745986817494, "stale": false, "submissionEligible": true, "throughputPerHour": 4.666666666666667, "waiting": 17370 }, "Vastai_va16": { "available": true, "backlogHours": 620.7019867549668, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.5131625152471989, "queueFactor": 1.0556069197742863, "queueWeight": 1.0556069197742863, "recentSuccess": 37, "recentSuccessRate": 0.24503311258278146, "recentTerminal": 151, "recentWilsonLowerBound": 0.1833173565388925, "running": 18, "selectionWeight": 0.5416979020637209, "stale": false, "submissionEligible": true, "throughputPerHour": 25.166666666666668, "waiting": 15621 }, "hygon_k100-ai": { "available": true, "backlogHours": 1290.9890109890111, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.9428564573145769, "queueFactor": 0.9457934825286536, "queueWeight": 0.9457934825286536, "recentSuccess": 30, "recentSuccessRate": 0.32967032967032966, "recentTerminal": 91, "recentWilsonLowerBound": 0.24170756721723363, "running": 8, "selectionWeight": 0.8917474922881825, "stale": false, "submissionEligible": true, "throughputPerHour": 15.166666666666666, "waiting": 19580 } }, "queueAttemptedAt": "2026-10-10T00:31:42.958808+00:00", "queueError": null, "queueUpdatedAt": "2026-10-10T00:31:42.958808+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Vastai_va16", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "Ascend_910-b3", "hygon_k100-ai", "MetaX_c-500", "Biren_166m", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }