{ "communityAttemptedAt": "2026-09-30T14:23:53.054331+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-30T14:23:53.054331+00:00", "frameworkAttemptedAt": "2026-09-30T14:06:32.456187+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 40297, "officialConfigError": null, "officialConfigValid": true, "successCount": 19595, "successRate": 0.486264486190039, "wilsonLowerBound": 0.4813859609251263 }, "vllm": { "framework": "vllm", "modelCount": 53974, "officialConfigError": null, "officialConfigValid": true, "successCount": 14978, "successRate": 0.2775039833994145, "wilsonLowerBound": 0.27374231846200514 }, "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": 3256, "officialConfigError": null, "officialConfigValid": true, "successCount": 919, "successRate": 0.28224815724815727, "wilsonLowerBound": 0.2670514984199868 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34830, "officialConfigError": null, "officialConfigValid": true, "successCount": 15922, "successRate": 0.4571346540338788, "wilsonLowerBound": 0.45190791191510427 }, "vllm": { "framework": "vllm", "modelCount": 38676, "officialConfigError": null, "officialConfigValid": true, "successCount": 10847, "successRate": 0.280458165270452, "wilsonLowerBound": 0.2760030330638779 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10876, "officialConfigError": null, "officialConfigValid": true, "successCount": 4552, "successRate": 0.4185362265538801, "wilsonLowerBound": 0.40929509759295823 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64141, "officialConfigError": null, "officialConfigValid": true, "successCount": 12092, "successRate": 0.1885221621115979, "wilsonLowerBound": 0.18551388209912542 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 24062, "officialConfigError": null, "officialConfigValid": true, "successCount": 4926, "successRate": 0.20472113706258832, "wilsonLowerBound": 0.1996700920070491 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7086, "officialConfigError": null, "officialConfigValid": true, "successCount": 81, "successRate": 0.01143099068585944, "wilsonLowerBound": 0.009207123167413667 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26473, "officialConfigError": null, "officialConfigValid": true, "successCount": 3254, "successRate": 0.12291768972160315, "wilsonLowerBound": 0.11901698805184105 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16491, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10163119277181493, "wilsonLowerBound": 0.09711174413917853 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 13321, "officialConfigError": null, "officialConfigValid": true, "successCount": 5445, "successRate": 0.4087530966143683, "wilsonLowerBound": 0.40043217750348314 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24483, "officialConfigError": null, "officialConfigValid": true, "successCount": 3796, "successRate": 0.155046358697872, "wilsonLowerBound": 0.15056661913453734 }, "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": 47431, "officialConfigError": null, "officialConfigValid": true, "successCount": 11806, "successRate": 0.2489089414096266, "wilsonLowerBound": 0.24503810994655498 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23592, "officialConfigError": null, "officialConfigValid": true, "successCount": 3100, "successRate": 0.13140047473719904, "wilsonLowerBound": 0.12714938005904983 }, "vllm": { "framework": "vllm", "modelCount": 86820, "officialConfigError": null, "officialConfigValid": true, "successCount": 9767, "successRate": 0.11249712047915227, "wilsonLowerBound": 0.11041239222412472 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 43320, "officialConfigError": null, "officialConfigValid": true, "successCount": 5284, "successRate": 0.12197599261311173, "wilsonLowerBound": 0.1189276828009753 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 39242, "officialConfigError": null, "officialConfigValid": true, "successCount": 3551, "successRate": 0.09048978135670965, "wilsonLowerBound": 0.0876912539527556 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90592, "officialConfigError": null, "officialConfigValid": true, "successCount": 22107, "successRate": 0.24402817025785942, "wilsonLowerBound": 0.24124211759450565 }, "transformers": { "framework": "transformers", "modelCount": 5417, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.10707033413328411, "wilsonLowerBound": 0.09911283141358335 }, "vllm": { "framework": "vllm", "modelCount": 112757, "officialConfigError": null, "officialConfigValid": true, "successCount": 16526, "successRate": 0.14656296283157585, "wilsonLowerBound": 0.14451065946378644 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 20598, "officialConfigError": null, "officialConfigValid": true, "successCount": 3724, "successRate": 0.1807942518691135, "wilsonLowerBound": 0.1755982051766546 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43297, "officialConfigError": null, "officialConfigValid": true, "successCount": 5635, "successRate": 0.13014758528304501, "wilsonLowerBound": 0.12701103486523738 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7434, "officialConfigError": null, "officialConfigValid": true, "successCount": 660, "successRate": 0.08878127522195318, "wilsonLowerBound": 0.08252613016665643 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32640, "officialConfigError": null, "officialConfigValid": true, "successCount": 6189, "successRate": 0.1896139705882353, "wilsonLowerBound": 0.18539791644848905 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61300, "officialConfigError": null, "officialConfigValid": true, "successCount": 12405, "successRate": 0.20236541598694943, "wilsonLowerBound": 0.1992036080298809 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11295, "officialConfigError": null, "officialConfigValid": true, "successCount": 3318, "successRate": 0.29375830013280213, "wilsonLowerBound": 0.28542945279094356 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14430, "officialConfigError": null, "officialConfigValid": true, "successCount": 3614, "successRate": 0.25045045045045045, "wilsonLowerBound": 0.243448074111039 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 64682, "officialConfigError": null, "officialConfigValid": true, "successCount": 17738, "successRate": 0.27423394452861694, "wilsonLowerBound": 0.27080929057542136 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 353, "officialConfigError": null, "officialConfigValid": true, "successCount": 222, "successRate": 0.6288951841359773, "wilsonLowerBound": 0.5773631929281926 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47468, "officialConfigError": null, "officialConfigValid": true, "successCount": 21026, "successRate": 0.4429510407011039, "wilsonLowerBound": 0.43848714653728676 }, "vllm": { "framework": "vllm", "modelCount": 38034, "officialConfigError": null, "officialConfigValid": true, "successCount": 4095, "successRate": 0.10766682442025556, "wilsonLowerBound": 0.10459123480293221 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 806, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6283, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030558650326277255, "wilsonLowerBound": 0.02658115788279188 }, "vllm": { "framework": "vllm", "modelCount": 10048, "officialConfigError": null, "officialConfigValid": true, "successCount": 747, "successRate": 0.07434315286624203, "wilsonLowerBound": 0.069374887461707 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6569, "officialConfigError": null, "officialConfigValid": true, "successCount": 2848, "successRate": 0.4335515299132288, "wilsonLowerBound": 0.42160966283706863 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7399, "officialConfigError": null, "officialConfigValid": true, "successCount": 242, "successRate": 0.03270712258413299, "wilsonLowerBound": 0.028890483711308153 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14784, "officialConfigError": null, "officialConfigValid": true, "successCount": 4765, "successRate": 0.3223079004329004, "wilsonLowerBound": 0.3148211386449185 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27373, "officialConfigError": null, "officialConfigValid": true, "successCount": 13954, "successRate": 0.5097724034632667, "wilsonLowerBound": 0.5038492633394774 }, "vllm": { "framework": "vllm", "modelCount": 64708, "officialConfigError": null, "officialConfigValid": true, "successCount": 6740, "successRate": 0.10416022748346418, "wilsonLowerBound": 0.10183002173967819 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13057, "officialConfigError": null, "officialConfigValid": true, "successCount": 2023, "successRate": 0.15493604962855173, "wilsonLowerBound": 0.14883100318641082 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-30T14:23:53.054331+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1062.9803921568628, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.167474343513336, "queueFactor": 1.000816911192497, "queueWeight": 1.000816911192497, "recentSuccess": 52, "recentSuccessRate": 0.33986928104575165, "recentTerminal": 153, "recentWilsonLowerBound": 0.26955735281367826, "running": 8, "selectionWeight": 1.168428066371505, "stale": false, "submissionEligible": true, "throughputPerHour": 25.5, "waiting": 27106 }, "Ascend_910-b4": { "available": true, "backlogHours": 1434.1475409836066, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9568510732539197, "queueWeight": 0.9568510732539197, "recentSuccess": 57, "recentSuccessRate": 0.4672131147540984, "recentTerminal": 122, "recentWilsonLowerBound": 0.3810360178132848, "running": 8, "selectionWeight": 2.3921276831347993, "stale": false, "submissionEligible": true, "throughputPerHour": 20.333333333333332, "waiting": 29161 }, "Biren_166m": { "available": true, "backlogHours": 135.66666666666666, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.16208515994468614, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 28, "recentSuccessRate": 0.15555555555555556, "recentTerminal": 180, "recentWilsonLowerBound": 0.10986936026289512, "running": 8, "selectionWeight": 0.210710707928092, "stale": false, "submissionEligible": false, "throughputPerHour": 30.0, "waiting": 4070 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1263.041095890411, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.27477259023751543, "queueFactor": 0.9752608732584396, "queueWeight": 0.9752608732584396, "recentSuccess": 16, "recentSuccessRate": 0.2191780821917808, "recentTerminal": 73, "recentWilsonLowerBound": 0.13966002654277956, "running": 7, "selectionWeight": 0.2679749563025227, "stale": false, "submissionEligible": false, "throughputPerHour": 12.166666666666666, "waiting": 15367 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 424.36800000000005, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3353942692026817, "queueFactor": 1.1486085084193682, "queueWeight": 1.1486085084193682, "recentSuccess": 27, "recentSuccessRate": 0.216, "recentTerminal": 125, "recentWilsonLowerBound": 0.15290710972320587, "running": 7, "selectionWeight": 0.38523671128129633, "stale": false, "submissionEligible": true, "throughputPerHour": 20.833333333333332, "waiting": 8841 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 30.3943661971831, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 7, "recentSuccessRate": 0.01643192488262911, "recentTerminal": 426, "recentWilsonLowerBound": 0.007981820601996098, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 71.0, "waiting": 2158 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 93.22658610271904, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.07976963033497048, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 36, "recentSuccessRate": 0.10876132930513595, "recentTerminal": 331, "recentWilsonLowerBound": 0.07960117363730022, "running": 2, "selectionWeight": 0.10370051943546162, "stale": false, "submissionEligible": false, "throughputPerHour": 55.166666666666664, "waiting": 5143 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2306.3414634146343, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.8705650826679866, "queueFactor": 0.8910352434757369, "queueWeight": 0.8910352434757369, "recentSuccess": 15, "recentSuccessRate": 0.36585365853658536, "recentTerminal": 41, "recentWilsonLowerBound": 0.23589630416936813, "running": 2, "selectionWeight": 0.7757041703965445, "stale": false, "submissionEligible": true, "throughputPerHour": 6.833333333333333, "waiting": 15760 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 342.82442748091603, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.24569750582673144, "queueFactor": 1.1859671489147123, "queueWeight": 1.1859671489147123, "recentSuccess": 25, "recentSuccessRate": 0.19083969465648856, "recentTerminal": 131, "recentWilsonLowerBound": 0.1327375014143466, "running": 8, "selectionWeight": 0.2913891704807846, "stale": false, "submissionEligible": false, "throughputPerHour": 21.833333333333332, "waiting": 7485 }, "MetaX_c-500": { "available": true, "backlogHours": 586.9906542056075, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.7505019186151117, "queueFactor": 1.094053967040089, "queueWeight": 1.094053967040089, "recentSuccess": 32, "recentSuccessRate": 0.29906542056074764, "recentTerminal": 107, "recentWilsonLowerBound": 0.22050880616761667, "running": 4, "selectionWeight": 0.8210896013320611, "stale": false, "submissionEligible": true, "throughputPerHour": 17.833333333333332, "waiting": 10468 }, "Mthreads_s4000": { "available": true, "backlogHours": 1760.32, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.714520107650555, "queueFactor": 0.9278861231122913, "queueWeight": 0.9278861231122913, "recentSuccess": 32, "recentSuccessRate": 0.4266666666666667, "recentTerminal": 75, "recentWilsonLowerBound": 0.32100563365956936, "running": 4, "selectionWeight": 1.5908794156859418, "stale": false, "submissionEligible": true, "throughputPerHour": 12.5, "waiting": 22004 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3632.785714285714, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.13800302782235827, "queueFactor": 0.8323336561386874, "queueWeight": 0.8323336561386874, "recentSuccess": 6, "recentSuccessRate": 0.21428571428571427, "recentTerminal": 28, "recentWilsonLowerBound": 0.10212321701189421, "running": 2, "selectionWeight": 0.11486456470559245, "stale": false, "submissionEligible": false, "throughputPerHour": 4.666666666666667, "waiting": 16953 }, "Vastai_va16": { "available": true, "backlogHours": 1074.5853658536587, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.0939349209911311, "queueFactor": 0.9991881732773619, "queueWeight": 0.9991881732773619, "recentSuccess": 12, "recentSuccessRate": 0.14634146341463414, "recentTerminal": 82, "recentWilsonLowerBound": 0.08574077865956604, "running": 16, "selectionWeight": 0.0938586621120816, "stale": false, "submissionEligible": false, "throughputPerHour": 13.666666666666666, "waiting": 14686 }, "hygon_k100-ai": { "available": true, "backlogHours": 1262.0224719101122, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.6588623100615791, "queueFactor": 0.9753789080233164, "queueWeight": 0.9753789080233164, "recentSuccess": 26, "recentSuccessRate": 0.29213483146067415, "recentTerminal": 89, "recentWilsonLowerBound": 0.2078347417163135, "running": 6, "selectionWeight": 0.6426404005255828, "stale": false, "submissionEligible": true, "throughputPerHour": 14.833333333333334, "waiting": 18720 } }, "queueAttemptedAt": "2026-09-30T14:20:28.579133+00:00", "queueError": null, "queueUpdatedAt": "2026-09-30T14:20:28.579133+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "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 }