{ "communityAttemptedAt": "2026-09-20T20:47:43.827030+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-20T20:47:43.827030+00:00", "frameworkAttemptedAt": "2026-09-20T17:22:53.568270+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39831, "officialConfigError": null, "officialConfigValid": true, "successCount": 19277, "successRate": 0.48396977228791643, "wilsonLowerBound": 0.47906369473638644 }, "vllm": { "framework": "vllm", "modelCount": 53278, "officialConfigError": null, "officialConfigValid": true, "successCount": 14876, "successRate": 0.2792146852359323, "wilsonLowerBound": 0.27542132862713614 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2883, "officialConfigError": null, "officialConfigValid": true, "successCount": 815, "successRate": 0.2826916406520985, "wilsonLowerBound": 0.2665514338988461 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 33139, "officialConfigError": null, "officialConfigValid": true, "successCount": 14687, "successRate": 0.4431938199704276, "wilsonLowerBound": 0.43785217038933816 }, "vllm": { "framework": "vllm", "modelCount": 37621, "officialConfigError": null, "officialConfigValid": true, "successCount": 10687, "successRate": 0.2840700672496744, "wilsonLowerBound": 0.2795351900183609 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 9097, "officialConfigError": null, "officialConfigValid": true, "successCount": 3887, "successRate": 0.42728371990766184, "wilsonLowerBound": 0.4171508695958882 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63984, "officialConfigError": null, "officialConfigValid": true, "successCount": 12088, "successRate": 0.1889222305576394, "wilsonLowerBound": 0.1859077951925888 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18412, "officialConfigError": null, "officialConfigValid": true, "successCount": 3709, "successRate": 0.20144470997175756, "wilsonLowerBound": 0.1957138256406888 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6175, "officialConfigError": null, "officialConfigValid": true, "successCount": 61, "successRate": 0.009878542510121458, "wilsonLowerBound": 0.007698510963455011 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26170, "officialConfigError": null, "officialConfigValid": true, "successCount": 3225, "successRate": 0.12323270920901797, "wilsonLowerBound": 0.11930538367104469 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16469, "officialConfigError": null, "officialConfigValid": true, "successCount": 1674, "successRate": 0.10164551581759669, "wilsonLowerBound": 0.09712281941545817 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 11411, "officialConfigError": null, "officialConfigValid": true, "successCount": 4796, "successRate": 0.42029620541582685, "wilsonLowerBound": 0.4112677085225304 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24197, "officialConfigError": null, "officialConfigValid": true, "successCount": 3788, "successRate": 0.15654833243790553, "wilsonLowerBound": 0.15202432255200624 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8070, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.06741016109045848, "wilsonLowerBound": 0.06214291690179983 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 43512, "officialConfigError": null, "officialConfigValid": true, "successCount": 10897, "successRate": 0.25043666115094687, "wilsonLowerBound": 0.24638777937097756 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23319, "officialConfigError": null, "officialConfigValid": true, "successCount": 3066, "successRate": 0.131480766756722, "wilsonLowerBound": 0.12720407473138604 }, "vllm": { "framework": "vllm", "modelCount": 86666, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11266240509542381, "wilsonLowerBound": 0.11057448464000957 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 40797, "officialConfigError": null, "officialConfigValid": true, "successCount": 5004, "successRate": 0.12265607765276859, "wilsonLowerBound": 0.11950830303286372 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 32541, "officialConfigError": null, "officialConfigValid": true, "successCount": 3428, "successRate": 0.10534402753449494, "wilsonLowerBound": 0.10205488705454062 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88783, "officialConfigError": null, "officialConfigValid": true, "successCount": 21134, "successRate": 0.23804106642037326, "wilsonLowerBound": 0.23525098836063754 }, "transformers": { "framework": "transformers", "modelCount": 5219, "officialConfigError": null, "officialConfigValid": true, "successCount": 566, "successRate": 0.10844989461582678, "wilsonLowerBound": 0.10029982328556798 }, "vllm": { "framework": "vllm", "modelCount": 112641, "officialConfigError": null, "officialConfigValid": true, "successCount": 16511, "successRate": 0.14658072992959933, "wilsonLowerBound": 0.1445272719990626 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 17746, "officialConfigError": null, "officialConfigValid": true, "successCount": 3497, "successRate": 0.1970584920545475, "wilsonLowerBound": 0.19127177066233877 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42921, "officialConfigError": null, "officialConfigValid": true, "successCount": 5581, "successRate": 0.13002958924535776, "wilsonLowerBound": 0.1268807118601276 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6797, "officialConfigError": null, "officialConfigValid": true, "successCount": 567, "successRate": 0.08341915550978372, "wilsonLowerBound": 0.07707832712853141 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 31322, "officialConfigError": null, "officialConfigValid": true, "successCount": 5662, "successRate": 0.18076751165315114, "wilsonLowerBound": 0.17654492179997516 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60909, "officialConfigError": null, "officialConfigValid": true, "successCount": 12394, "successRate": 0.20348388579684448, "wilsonLowerBound": 0.20030537473915086 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 8257, "officialConfigError": null, "officialConfigValid": true, "successCount": 2397, "successRate": 0.29029914012353153, "wilsonLowerBound": 0.28060793635531606 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 13079, "officialConfigError": null, "officialConfigValid": true, "successCount": 3360, "successRate": 0.2569003746463797, "wilsonLowerBound": 0.24948436408027944 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 61408, "officialConfigError": null, "officialConfigValid": true, "successCount": 16827, "successRate": 0.2740196717040125, "wilsonLowerBound": 0.2705061472339077 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 0, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46688, "officialConfigError": null, "officialConfigValid": true, "successCount": 20459, "successRate": 0.4382068197395476, "wilsonLowerBound": 0.4337113739854627 }, "vllm": { "framework": "vllm", "modelCount": 36706, "officialConfigError": null, "officialConfigValid": true, "successCount": 3521, "successRate": 0.09592437203726911, "wilsonLowerBound": 0.09295382878663787 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 597, "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": 10026, "officialConfigError": null, "officialConfigValid": true, "successCount": 739, "successRate": 0.07370835826850189, "wilsonLowerBound": 0.06875525826123706 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6001, "officialConfigError": null, "officialConfigValid": true, "successCount": 2549, "successRate": 0.4247625395767372, "wilsonLowerBound": 0.41230793287766665 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7377, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03185576792734174, "wilsonLowerBound": 0.02808550752550505 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11833, "officialConfigError": null, "officialConfigValid": true, "successCount": 3860, "successRate": 0.3262063720104792, "wilsonLowerBound": 0.3178166509845737 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26557, "officialConfigError": null, "officialConfigValid": true, "successCount": 13482, "successRate": 0.5076627631133035, "wilsonLowerBound": 0.5016491676923939 }, "vllm": { "framework": "vllm", "modelCount": 62682, "officialConfigError": null, "officialConfigValid": true, "successCount": 6319, "successRate": 0.10081043999872372, "wilsonLowerBound": 0.09847783023053895 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12538, "officialConfigError": null, "officialConfigValid": true, "successCount": 1810, "successRate": 0.14436114212793108, "wilsonLowerBound": 0.13831810943756218 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-20T20:48:18.654035+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 877.1552795031056, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.3965497297344809, "queueFactor": 0.9972189495989895, "queueWeight": 0.9972189495989895, "recentSuccess": 48, "recentSuccessRate": 0.2981366459627329, "recentTerminal": 161, "recentWilsonLowerBound": 0.23285040519125388, "running": 8, "selectionWeight": 1.3926658545485717, "stale": false, "submissionEligible": true, "throughputPerHour": 26.833333333333332, "waiting": 23537 }, "Ascend_910-b4": { "available": true, "backlogHours": 1361.664, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9335584224992322, "queueWeight": 0.9335584224992322, "recentSuccess": 48, "recentSuccessRate": 0.384, "recentTerminal": 125, "recentWilsonLowerBound": 0.3034059480322462, "running": 8, "selectionWeight": 2.33389605624808, "stale": false, "submissionEligible": true, "throughputPerHour": 20.833333333333332, "waiting": 28368 }, "Biren_166m": { "available": true, "backlogHours": 192.5, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.44290906589838874, "queueFactor": 1.2519511537964207, "queueWeight": 1.2519511537964207, "recentSuccess": 30, "recentSuccessRate": 0.19230769230769232, "recentTerminal": 156, "recentWilsonLowerBound": 0.1381580401330224, "running": 8, "selectionWeight": 0.5545005160783827, "stale": false, "submissionEligible": true, "throughputPerHour": 26.0, "waiting": 5005 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1640.2909090909093, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 1.4067951604928757, "queueFactor": 0.9078495092163398, "queueWeight": 0.9078495092163398, "recentSuccess": 19, "recentSuccessRate": 0.34545454545454546, "recentTerminal": 55, "recentWilsonLowerBound": 0.23362533364154048, "running": 7, "selectionWeight": 1.2771582960213792, "stale": false, "submissionEligible": true, "throughputPerHour": 9.166666666666666, "waiting": 15036 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 419.593984962406, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3919138985301285, "queueFactor": 1.1138523020188233, "queueWeight": 1.1138523020188233, "recentSuccess": 25, "recentSuccessRate": 0.18796992481203006, "recentTerminal": 133, "recentWilsonLowerBound": 0.13068596058578308, "running": 7, "selectionWeight": 0.43653419807095517, "stale": false, "submissionEligible": true, "throughputPerHour": 22.166666666666668, "waiting": 9301 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 44.19298245614035, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 24, "recentSuccessRate": 0.07017543859649122, "recentTerminal": 342, "recentWilsonLowerBound": 0.047607635800258896, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 57.0, "waiting": 2519 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 105.13780918727916, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.10655736531860659, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 29, "recentSuccessRate": 0.10247349823321555, "recentTerminal": 283, "recentWilsonLowerBound": 0.07229941054343393, "running": 3, "selectionWeight": 0.13852457491418857, "stale": false, "submissionEligible": true, "throughputPerHour": 47.166666666666664, "waiting": 4959 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2850.0, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.4789755228875792, "queueFactor": 0.8356516322718873, "queueWeight": 0.8356516322718873, "recentSuccess": 13, "recentSuccessRate": 0.38235294117647056, "recentTerminal": 34, "recentWilsonLowerBound": 0.23899964851608782, "running": 2, "selectionWeight": 1.2359083097911736, "stale": false, "submissionEligible": true, "throughputPerHour": 5.666666666666667, "waiting": 16150 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 498.6511627906977, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.4662303107121717, "queueFactor": 1.0853816362519468, "queueWeight": 1.0853816362519468, "recentSuccess": 26, "recentSuccessRate": 0.20155038759689922, "recentTerminal": 129, "recentWilsonLowerBound": 0.1414184699384659, "running": 8, "selectionWeight": 0.5060378175110305, "stale": false, "submissionEligible": true, "throughputPerHour": 21.5, "waiting": 10721 }, "MetaX_c-500": { "available": true, "backlogHours": 469.22535211267603, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.3031489867138206, "queueFactor": 1.0953294748051579, "queueWeight": 1.0953294748051579, "recentSuccess": 24, "recentSuccessRate": 0.16901408450704225, "recentTerminal": 142, "recentWilsonLowerBound": 0.11628706631227818, "running": 4, "selectionWeight": 0.3320480204049649, "stale": false, "submissionEligible": true, "throughputPerHour": 23.666666666666668, "waiting": 11105 }, "Mthreads_s4000": { "available": true, "backlogHours": 2129.5081967213114, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.106482807207378, "queueFactor": 0.8729916653395322, "queueWeight": 0.8729916653395322, "recentSuccess": 24, "recentSuccessRate": 0.39344262295081966, "recentTerminal": 61, "recentWilsonLowerBound": 0.28068166862043625, "running": 4, "selectionWeight": 1.8389419338730617, "stale": false, "submissionEligible": true, "throughputPerHour": 10.166666666666666, "waiting": 21650 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3356.5714285714284, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.22780375647215592, "queueFactor": 0.8153941865937326, "queueWeight": 0.8153941865937326, "recentSuccess": 6, "recentSuccessRate": 0.21428571428571427, "recentTerminal": 28, "recentWilsonLowerBound": 0.10212321701189421, "running": 2, "selectionWeight": 0.18574985871161034, "stale": false, "submissionEligible": true, "throughputPerHour": 4.666666666666667, "waiting": 15664 }, "Vastai_va16": { "available": true, "backlogHours": 1466.4406779661017, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9232351268038876, "queueWeight": 0.9232351268038876, "recentSuccess": 5, "recentSuccessRate": 0.0847457627118644, "recentTerminal": 59, "recentWilsonLowerBound": 0.036741491306199775, "running": 16, "selectionWeight": 0.046161756340194385, "stale": false, "submissionEligible": false, "throughputPerHour": 9.833333333333334, "waiting": 14420 }, "hygon_k100-ai": { "available": true, "backlogHours": 844.8849557522125, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.76729873405572, "queueFactor": 1.002841639604385, "queueWeight": 1.002841639604385, "recentSuccess": 28, "recentSuccessRate": 0.24778761061946902, "recentTerminal": 113, "recentWilsonLowerBound": 0.17735906738422746, "running": 6, "selectionWeight": 0.7694791205268073, "stale": false, "submissionEligible": true, "throughputPerHour": 18.833333333333332, "waiting": 15912 } }, "queueAttemptedAt": "2026-09-20T20:47:43.827030+00:00", "queueError": null, "queueUpdatedAt": "2026-09-20T20:47:43.827030+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 }