{ "communityAttemptedAt": "2026-10-09T12:01:12.352135+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-09T12:01:12.352135+00:00", "frameworkAttemptedAt": "2026-10-09T06:58:12.166310+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41715, "officialConfigError": null, "officialConfigValid": true, "successCount": 20629, "successRate": 0.49452235406927963, "wilsonLowerBound": 0.48972514956027813 }, "vllm": { "framework": "vllm", "modelCount": 55878, "officialConfigError": null, "officialConfigValid": true, "successCount": 15274, "successRate": 0.2733455027023158, "wilsonLowerBound": 0.26966582811350515 }, "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": 4128, "officialConfigError": null, "officialConfigValid": true, "successCount": 1243, "successRate": 0.3011143410852713, "wilsonLowerBound": 0.28731011753809993 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 36486, "officialConfigError": null, "officialConfigValid": true, "successCount": 17051, "successRate": 0.46732993476950063, "wilsonLowerBound": 0.4622140677987889 }, "vllm": { "framework": "vllm", "modelCount": 39529, "officialConfigError": null, "officialConfigValid": true, "successCount": 10974, "successRate": 0.2776189632927724, "wilsonLowerBound": 0.2732259870536275 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12340, "officialConfigError": null, "officialConfigValid": true, "successCount": 5191, "successRate": 0.4206645056726094, "wilsonLowerBound": 0.4119802490939073 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64209, "officialConfigError": null, "officialConfigValid": true, "successCount": 12096, "successRate": 0.18838480586833622, "wilsonLowerBound": 0.18537896383119834 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 28456, "officialConfigError": null, "officialConfigValid": true, "successCount": 6186, "successRate": 0.2173882485240371, "wilsonLowerBound": 0.2126340874308959 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7569, "officialConfigError": null, "officialConfigValid": true, "successCount": 103, "successRate": 0.01360813845950588, "wilsonLowerBound": 0.011233778510415373 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26587, "officialConfigError": null, "officialConfigValid": true, "successCount": 3267, "successRate": 0.12287960281340504, "wilsonLowerBound": 0.11898768729678465 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16503, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10155729261346422, "wilsonLowerBound": 0.09704095724971204 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 15111, "officialConfigError": null, "officialConfigValid": true, "successCount": 6005, "successRate": 0.3973926278869698, "wilsonLowerBound": 0.3896171041185032 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24684, "officialConfigError": null, "officialConfigValid": true, "successCount": 3805, "successRate": 0.15414843623399774, "wilsonLowerBound": 0.14969759181139994 }, "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": 50720, "officialConfigError": null, "officialConfigValid": true, "successCount": 12736, "successRate": 0.25110410094637226, "wilsonLowerBound": 0.24734902810060166 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23818, "officialConfigError": null, "officialConfigValid": true, "successCount": 3124, "successRate": 0.13116130657485936, "wilsonLowerBound": 0.12693349898333606 }, "vllm": { "framework": "vllm", "modelCount": 86953, "officialConfigError": null, "officialConfigValid": true, "successCount": 9771, "successRate": 0.11237105102756662, "wilsonLowerBound": 0.11028893820339677 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 45658, "officialConfigError": null, "officialConfigValid": true, "successCount": 5503, "successRate": 0.1205265232817907, "wilsonLowerBound": 0.11757198784659777 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 45439, "officialConfigError": null, "officialConfigValid": true, "successCount": 3644, "successRate": 0.0801954268359779, "wilsonLowerBound": 0.07773350628816558 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 92211, "officialConfigError": null, "officialConfigValid": true, "successCount": 22984, "successRate": 0.24925442734597825, "wilsonLowerBound": 0.2464728017582461 }, "transformers": { "framework": "transformers", "modelCount": 5500, "officialConfigError": null, "officialConfigValid": true, "successCount": 581, "successRate": 0.10563636363636364, "wilsonLowerBound": 0.09778638263138267 }, "vllm": { "framework": "vllm", "modelCount": 112841, "officialConfigError": null, "officialConfigValid": true, "successCount": 16530, "successRate": 0.14648930796430376, "wilsonLowerBound": 0.1444381961789645 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22655, "officialConfigError": null, "officialConfigValid": true, "successCount": 3935, "successRate": 0.17369234164643566, "wilsonLowerBound": 0.16881449785314587 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43582, "officialConfigError": null, "officialConfigValid": true, "successCount": 5670, "successRate": 0.13009958239640218, "wilsonLowerBound": 0.1269736970831966 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7873, "officialConfigError": null, "officialConfigValid": true, "successCount": 731, "successRate": 0.09284897751809984, "wilsonLowerBound": 0.08663520592370343 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33925, "officialConfigError": null, "officialConfigValid": true, "successCount": 6648, "successRate": 0.19596168017686072, "wilsonLowerBound": 0.19177224093833922 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61463, "officialConfigError": null, "officialConfigValid": true, "successCount": 12418, "successRate": 0.20204025185884192, "wilsonLowerBound": 0.19888454056792046 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14526, "officialConfigError": null, "officialConfigValid": true, "successCount": 4145, "successRate": 0.28535040616825, "wilsonLowerBound": 0.2780641430125147 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15149, "officialConfigError": null, "officialConfigValid": true, "successCount": 3712, "successRate": 0.2450326754241204, "wilsonLowerBound": 0.23824867378827416 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 66961, "officialConfigError": null, "officialConfigValid": true, "successCount": 18454, "successRate": 0.27559325577575006, "wilsonLowerBound": 0.27222188807434405 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 778, "officialConfigError": null, "officialConfigValid": true, "successCount": 475, "successRate": 0.6105398457583547, "wilsonLowerBound": 0.5758113554275264 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48168, "officialConfigError": null, "officialConfigValid": true, "successCount": 21549, "successRate": 0.4473716990533134, "wilsonLowerBound": 0.44293561504582546 }, "vllm": { "framework": "vllm", "modelCount": 39330, "officialConfigError": null, "officialConfigValid": true, "successCount": 4628, "successRate": 0.11767098906687007, "wilsonLowerBound": 0.11452374567953719 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1024, "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": 10076, "officialConfigError": null, "officialConfigValid": true, "successCount": 758, "successRate": 0.07522826518459706, "wilsonLowerBound": 0.0702384412979034 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7108, "officialConfigError": null, "officialConfigValid": true, "successCount": 3108, "successRate": 0.43725379853685986, "wilsonLowerBound": 0.42575873584486035 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7413, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03291514906245784, "wilsonLowerBound": 0.029089403363221217 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 17091, "officialConfigError": null, "officialConfigValid": true, "successCount": 5087, "successRate": 0.29764203381896903, "wilsonLowerBound": 0.290833265576052 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28030, "officialConfigError": null, "officialConfigValid": true, "successCount": 14302, "successRate": 0.5102390296111309, "wilsonLowerBound": 0.5043857695691677 }, "vllm": { "framework": "vllm", "modelCount": 66786, "officialConfigError": null, "officialConfigValid": true, "successCount": 7081, "successRate": 0.10602521486539095, "wilsonLowerBound": 0.1037128665439346 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13481, "officialConfigError": null, "officialConfigValid": true, "successCount": 2176, "successRate": 0.1614123581336696, "wilsonLowerBound": 0.15529829323587946 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-09T12:12:45.865904+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1090.1052631578948, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.3831786320101347, "queueFactor": 0.9642300601628743, "queueWeight": 0.9642300601628743, "recentSuccess": 46, "recentSuccessRate": 0.3026315789473684, "recentTerminal": 152, "recentWilsonLowerBound": 0.2352051487201708, "running": 8, "selectionWeight": 1.3337024155591344, "stale": false, "submissionEligible": true, "throughputPerHour": 25.333333333333332, "waiting": 27616 }, "Ascend_910-b4": { "available": true, "backlogHours": 1452.528, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.048706709192895, "queueFactor": 0.9235964504006192, "queueWeight": 0.9235964504006192, "recentSuccess": 45, "recentSuccessRate": 0.36, "recentTerminal": 125, "recentWilsonLowerBound": 0.2811855308589631, "running": 8, "selectionWeight": 1.8921782445224917, "stale": false, "submissionEligible": true, "throughputPerHour": 20.833333333333332, "waiting": 30261 }, "Biren_166m": { "available": true, "backlogHours": 213.95238095238096, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5801162347952025, "queueFactor": 1.2309867079950938, "queueWeight": 1.2309867079950938, "recentSuccess": 28, "recentSuccessRate": 0.2222222222222222, "recentTerminal": 126, "recentWilsonLowerBound": 0.1584594242584552, "running": 8, "selectionWeight": 0.7141153741250552, "stale": false, "submissionEligible": true, "throughputPerHour": 21.0, "waiting": 4493 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1359.041095890411, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 1.3413289904491155, "queueFactor": 0.9328590812050085, "queueWeight": 0.9328590812050085, "recentSuccess": 24, "recentSuccessRate": 0.3287671232876712, "recentTerminal": 73, "recentWilsonLowerBound": 0.2319433057283529, "running": 7, "selectionWeight": 1.2512709296240034, "stale": false, "submissionEligible": true, "throughputPerHour": 12.166666666666666, "waiting": 16535 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 463.3333333333333, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.40589402107711026, "queueFactor": 1.096268411447387, "queueWeight": 1.096268411447387, "recentSuccess": 23, "recentSuccessRate": 0.19658119658119658, "recentTerminal": 117, "recentWilsonLowerBound": 0.13471532352826407, "running": 7, "selectionWeight": 0.4449687937021959, "stale": false, "submissionEligible": false, "throughputPerHour": 19.5, "waiting": 9035 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 133.01408450704224, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 10, "recentSuccessRate": 0.07042253521126761, "recentTerminal": 142, "recentWilsonLowerBound": 0.03869848156230865, "running": 5, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 23.666666666666668, "waiting": 3148 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 242.71084337349396, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.7390160508602078, "queueFactor": 1.2079182841366227, "queueWeight": 1.2079182841366227, "recentSuccess": 39, "recentSuccessRate": 0.23493975903614459, "recentTerminal": 166, "recentWilsonLowerBound": 0.17689210933867777, "running": 3, "selectionWeight": 0.8926710001044853, "stale": false, "submissionEligible": true, "throughputPerHour": 27.666666666666668, "waiting": 6715 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2734.4117647058824, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.3404530396675847, "queueFactor": 0.8399846407709438, "queueWeight": 0.8399846407709438, "recentSuccess": 8, "recentSuccessRate": 0.23529411764705882, "recentTerminal": 34, "recentWilsonLowerBound": 0.12436838109244344, "running": 2, "selectionWeight": 0.285975324224552, "stale": false, "submissionEligible": false, "throughputPerHour": 5.666666666666667, "waiting": 15495 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 370.4583333333333, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3521858374401104, "queueFactor": 1.1336788038731858, "queueWeight": 1.1336788038731858, "recentSuccess": 26, "recentSuccessRate": 0.18055555555555555, "recentTerminal": 144, "recentWilsonLowerBound": 0.1262985801362023, "running": 8, "selectionWeight": 0.3992656189301806, "stale": false, "submissionEligible": false, "throughputPerHour": 24.0, "waiting": 8891 }, "MetaX_c-500": { "available": true, "backlogHours": 526.0975609756098, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.24854802122308745, "queueFactor": 1.075575717315766, "queueWeight": 1.075575717315766, "recentSuccess": 20, "recentSuccessRate": 0.16260162601626016, "recentTerminal": 123, "recentWilsonLowerBound": 0.1077947851092691, "running": 4, "selectionWeight": 0.26733221621443654, "stale": false, "submissionEligible": false, "throughputPerHour": 20.5, "waiting": 10785 }, "Mthreads_s4000": { "available": true, "backlogHours": 1727.3076923076924, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8999025366865175, "queueWeight": 0.8999025366865175, "recentSuccess": 32, "recentSuccessRate": 0.41025641025641024, "recentTerminal": 78, "recentWilsonLowerBound": 0.3078173313444522, "running": 4, "selectionWeight": 2.249756341716294, "stale": false, "submissionEligible": true, "throughputPerHour": 13.0, "waiting": 22455 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2537.560975609756, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.0926758548045675, "queueFactor": 0.8494512486432265, "queueWeight": 0.8494512486432265, "recentSuccess": 6, "recentSuccessRate": 0.14634146341463414, "recentTerminal": 41, "recentWilsonLowerBound": 0.0688415452945541, "running": 2, "selectionWeight": 0.07872362058281822, "stale": false, "submissionEligible": false, "throughputPerHour": 6.833333333333333, "waiting": 17340 }, "Vastai_va16": { "available": true, "backlogHours": 620.0526315789474, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.584276057969988, "queueFactor": 1.04938934154409, "queueWeight": 1.04938934154409, "recentSuccess": 33, "recentSuccessRate": 0.21710526315789475, "recentTerminal": 152, "recentWilsonLowerBound": 0.15897489998370834, "running": 16, "selectionWeight": 0.6131330677531023, "stale": false, "submissionEligible": true, "throughputPerHour": 25.333333333333332, "waiting": 15708 }, "hygon_k100-ai": { "available": true, "backlogHours": 1512.3116883116882, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.3662330580790174, "queueFactor": 0.918025480999216, "queueWeight": 0.918025480999216, "recentSuccess": 31, "recentSuccessRate": 0.4025974025974026, "recentTerminal": 77, "recentWilsonLowerBound": 0.30021845862969854, "running": 6, "selectionWeight": 2.1722622412992356, "stale": false, "submissionEligible": true, "throughputPerHour": 12.833333333333334, "waiting": 19408 } }, "queueAttemptedAt": "2026-10-09T12:12:45.865904+00:00", "queueError": null, "queueUpdatedAt": "2026-10-09T12:12:45.865904+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 }