{ "communityAttemptedAt": "2026-10-07T01:59:17.270612+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-07T01:59:17.270612+00:00", "frameworkAttemptedAt": "2026-10-06T20:47:42.870225+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41303, "officialConfigError": null, "officialConfigValid": true, "successCount": 20334, "successRate": 0.49231290705275643, "wilsonLowerBound": 0.4874923264290232 }, "vllm": { "framework": "vllm", "modelCount": 55307, "officialConfigError": null, "officialConfigValid": true, "successCount": 15201, "successRate": 0.2748476684687291, "wilsonLowerBound": 0.2711426854204577 }, "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": 3920, "officialConfigError": null, "officialConfigValid": true, "successCount": 1183, "successRate": 0.30178571428571427, "wilsonLowerBound": 0.28761550018174914 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 35999, "officialConfigError": null, "officialConfigValid": true, "successCount": 16735, "successRate": 0.4648740242784522, "wilsonLowerBound": 0.45972568217530724 }, "vllm": { "framework": "vllm", "modelCount": 39294, "officialConfigError": null, "officialConfigValid": true, "successCount": 10948, "successRate": 0.27861760065149893, "wilsonLowerBound": 0.2742065869808284 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11914, "officialConfigError": null, "officialConfigValid": true, "successCount": 5005, "successRate": 0.4200940070505288, "wilsonLowerBound": 0.4112581843685671 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64197, "officialConfigError": null, "officialConfigValid": true, "successCount": 12095, "successRate": 0.18840444257519823, "wilsonLowerBound": 0.18539819915461453 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 27228, "officialConfigError": null, "officialConfigValid": true, "successCount": 5888, "successRate": 0.21624798002056705, "wilsonLowerBound": 0.21139813704466137 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7468, "officialConfigError": null, "officialConfigValid": true, "successCount": 100, "successRate": 0.01339046598821639, "wilsonLowerBound": 0.01102244225303041 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26546, "officialConfigError": null, "officialConfigValid": true, "successCount": 3264, "successRate": 0.12295637760867928, "wilsonLowerBound": 0.11906042822467508 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16500, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10157575757575757, "wilsonLowerBound": 0.09705864429500073 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 14550, "officialConfigError": null, "officialConfigValid": true, "successCount": 5835, "successRate": 0.40103092783505156, "wilsonLowerBound": 0.39309434479123656 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24624, "officialConfigError": null, "officialConfigValid": true, "successCount": 3802, "successRate": 0.15440220922677064, "wilsonLowerBound": 0.14994293871241196 }, "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": 49761, "officialConfigError": null, "officialConfigValid": true, "successCount": 12470, "successRate": 0.25059785776009325, "wilsonLowerBound": 0.24680955303264357 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23747, "officialConfigError": null, "officialConfigValid": true, "successCount": 3115, "successRate": 0.1311744641428391, "wilsonLowerBound": 0.1269402448589042 }, "vllm": { "framework": "vllm", "modelCount": 86910, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11239212978943734, "wilsonLowerBound": 0.11030933326866474 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 45033, "officialConfigError": null, "officialConfigValid": true, "successCount": 5463, "successRate": 0.12131103857171407, "wilsonLowerBound": 0.11832780261901173 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44159, "officialConfigError": null, "officialConfigValid": true, "successCount": 3620, "successRate": 0.08197649403292646, "wilsonLowerBound": 0.07945401752254025 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 91637, "officialConfigError": null, "officialConfigValid": true, "successCount": 22674, "successRate": 0.2474328055261521, "wilsonLowerBound": 0.24464946051438766 }, "transformers": { "framework": "transformers", "modelCount": 5470, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.10603290676416818, "wilsonLowerBound": 0.09814845205174555 }, "vllm": { "framework": "vllm", "modelCount": 112814, "officialConfigError": null, "officialConfigValid": true, "successCount": 16529, "successRate": 0.14651550339496872, "wilsonLowerBound": 0.14446399392055093 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22175, "officialConfigError": null, "officialConfigValid": true, "successCount": 3881, "successRate": 0.17501691093573846, "wilsonLowerBound": 0.17007197297126753 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43512, "officialConfigError": null, "officialConfigValid": true, "successCount": 5659, "successRate": 0.13005607648464793, "wilsonLowerBound": 0.12692815727640627 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7770, "officialConfigError": null, "officialConfigValid": true, "successCount": 717, "successRate": 0.09227799227799227, "wilsonLowerBound": 0.08604257886251816 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33565, "officialConfigError": null, "officialConfigValid": true, "successCount": 6516, "successRate": 0.1941307910025324, "wilsonLowerBound": 0.18993441237960107 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61442, "officialConfigError": null, "officialConfigValid": true, "successCount": 12415, "successRate": 0.20206047980208977, "wilsonLowerBound": 0.19890411252843063 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13567, "officialConfigError": null, "officialConfigValid": true, "successCount": 3911, "successRate": 0.2882730154050269, "wilsonLowerBound": 0.2807117248687696 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14952, "officialConfigError": null, "officialConfigValid": true, "successCount": 3686, "successRate": 0.24652220438737293, "wilsonLowerBound": 0.23967961789951855 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 66308, "officialConfigError": null, "officialConfigValid": true, "successCount": 18268, "successRate": 0.2755022018459311, "wilsonLowerBound": 0.27211469189968585 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 656, "officialConfigError": null, "officialConfigValid": true, "successCount": 408, "successRate": 0.6219512195121951, "wilsonLowerBound": 0.5842355503445932 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47968, "officialConfigError": null, "officialConfigValid": true, "successCount": 21391, "successRate": 0.4459431287525017, "wilsonLowerBound": 0.4414993018222738 }, "vllm": { "framework": "vllm", "modelCount": 38970, "officialConfigError": null, "officialConfigValid": true, "successCount": 4483, "successRate": 0.11503720810880164, "wilsonLowerBound": 0.11190717440230939 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 980, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6285, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03054892601431981, "wilsonLowerBound": 0.026572683176579088 }, "vllm": { "framework": "vllm", "modelCount": 10068, "officialConfigError": null, "officialConfigValid": true, "successCount": 755, "successRate": 0.07499006754072308, "wilsonLowerBound": 0.07000590829180167 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6968, "officialConfigError": null, "officialConfigValid": true, "successCount": 3044, "successRate": 0.4368541905855339, "wilsonLowerBound": 0.42524603754510526 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7405, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03295070898041864, "wilsonLowerBound": 0.029120888399895118 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15916, "officialConfigError": null, "officialConfigValid": true, "successCount": 4933, "successRate": 0.309939683337522, "wilsonLowerBound": 0.30280135891261245 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27826, "officialConfigError": null, "officialConfigValid": true, "successCount": 14169, "successRate": 0.5092000287500899, "wilsonLowerBound": 0.5033252558773641 }, "vllm": { "framework": "vllm", "modelCount": 66344, "officialConfigError": null, "officialConfigValid": true, "successCount": 6977, "successRate": 0.10516399372965152, "wilsonLowerBound": 0.10285249010649042 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13368, "officialConfigError": null, "officialConfigValid": true, "successCount": 2114, "successRate": 0.15813883901855177, "wilsonLowerBound": 0.15205183845241943 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-07T02:08:58.453578+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1001.0909090909091, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.1417546440285797, "queueFactor": 1.0013610317054393, "queueWeight": 1.0013610317054393, "recentSuccess": 50, "recentSuccessRate": 0.30303030303030304, "recentTerminal": 165, "recentWilsonLowerBound": 0.23804593781332417, "running": 8, "selectionWeight": 1.1433086082989352, "stale": false, "submissionEligible": true, "throughputPerHour": 27.5, "waiting": 27530 }, "Ascend_910-b4": { "available": true, "backlogHours": 1149.2101910828026, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9808481877937983, "queueWeight": 0.9808481877937983, "recentSuccess": 65, "recentSuccessRate": 0.4140127388535032, "recentTerminal": 157, "recentWilsonLowerBound": 0.33991720600979364, "running": 8, "selectionWeight": 2.452120469484496, "stale": false, "submissionEligible": true, "throughputPerHour": 26.166666666666668, "waiting": 30071 }, "Biren_166m": { "available": true, "backlogHours": 117.51351351351352, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5244159442454551, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 48, "recentSuccessRate": 0.21621621621621623, "recentTerminal": 222, "recentWilsonLowerBound": 0.16713648910425608, "running": 7, "selectionWeight": 0.6817407275190916, "stale": false, "submissionEligible": true, "throughputPerHour": 37.0, "waiting": 4348 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1182.2068965517242, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3807805467417822, "queueFactor": 0.9766921362144371, "queueWeight": 0.9766921362144371, "recentSuccess": 19, "recentSuccessRate": 0.21839080459770116, "recentTerminal": 87, "recentWilsonLowerBound": 0.14450701870548618, "running": 7, "selectionWeight": 0.3719053656261326, "stale": false, "submissionEligible": true, "throughputPerHour": 14.5, "waiting": 17142 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 424.2089552238806, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.33315181125398496, "queueFactor": 1.1390026629643533, "queueWeight": 1.1390026629643533, "recentSuccess": 26, "recentSuccessRate": 0.19402985074626866, "recentTerminal": 134, "recentWilsonLowerBound": 0.1359911036627777, "running": 7, "selectionWeight": 0.3794608001896865, "stale": false, "submissionEligible": true, "throughputPerHour": 22.333333333333332, "waiting": 9474 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 46.107579462102684, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 9, "recentSuccessRate": 0.022004889975550123, "recentTerminal": 409, "recentWilsonLowerBound": 0.011619045288250225, "running": 15, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 68.16666666666667, "waiting": 3143 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 241.8227848101266, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.1137978413241241, "queueFactor": 1.2391878071766569, "queueWeight": 1.2391878071766569, "recentSuccess": 20, "recentSuccessRate": 0.12658227848101267, "recentTerminal": 158, "recentWilsonLowerBound": 0.08345672478845362, "running": 3, "selectionWeight": 0.14101689745187848, "stale": false, "submissionEligible": true, "throughputPerHour": 26.333333333333332, "waiting": 6368 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2454.789473684211, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.8859486555345213, "queueFactor": 0.8753053369277972, "queueWeight": 0.8753053369277972, "recentSuccess": 13, "recentSuccessRate": 0.34210526315789475, "recentTerminal": 38, "recentWilsonLowerBound": 0.21212220026458956, "running": 2, "selectionWeight": 0.7754755864333731, "stale": false, "submissionEligible": true, "throughputPerHour": 6.333333333333333, "waiting": 15547 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 355.6329113924051, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.12980400060101893, "queueFactor": 1.1695301508669638, "queueWeight": 1.1695301508669638, "recentSuccess": 21, "recentSuccessRate": 0.13291139240506328, "recentTerminal": 158, "recentWilsonLowerBound": 0.08860137311535389, "running": 7, "selectionWeight": 0.15180969240604514, "stale": false, "submissionEligible": true, "throughputPerHour": 26.333333333333332, "waiting": 9365 }, "MetaX_c-500": { "available": true, "backlogHours": 676.2244897959184, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.43288432593047066, "queueFactor": 1.0620576220505418, "queueWeight": 1.0620576220505418, "recentSuccess": 22, "recentSuccessRate": 0.22448979591836735, "recentTerminal": 98, "recentWilsonLowerBound": 0.1531813203076455, "running": 4, "selectionWeight": 0.45974809782066733, "stale": false, "submissionEligible": true, "throughputPerHour": 16.333333333333332, "waiting": 11045 }, "Mthreads_s4000": { "available": true, "backlogHours": 1504.4137931034484, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.3103529838581396, "queueFactor": 0.9420123972795431, "queueWeight": 0.9420123972795431, "recentSuccess": 30, "recentSuccessRate": 0.3448275862068966, "recentTerminal": 87, "recentWilsonLowerBound": 0.2534251109614927, "running": 4, "selectionWeight": 1.2343687556066085, "stale": false, "submissionEligible": true, "throughputPerHour": 14.5, "waiting": 21814 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2175.7021276595747, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.2525153747279334, "queueFactor": 0.8912956744379432, "queueWeight": 0.8912956744379432, "recentSuccess": 10, "recentSuccessRate": 0.2127659574468085, "recentTerminal": 47, "recentWilsonLowerBound": 0.11989580124247318, "running": 2, "selectionWeight": 0.22506586122408337, "stale": false, "submissionEligible": true, "throughputPerHour": 7.833333333333333, "waiting": 17043 }, "Vastai_va16": { "available": true, "backlogHours": 1161.8181818181818, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9792441573489093, "queueWeight": 0.9792441573489093, "recentSuccess": 3, "recentSuccessRate": 0.03409090909090909, "recentTerminal": 88, "recentWilsonLowerBound": 0.011660785880160495, "running": 16, "selectionWeight": 0.04896220786744547, "stale": false, "submissionEligible": false, "throughputPerHour": 14.666666666666666, "waiting": 17040 }, "hygon_k100-ai": { "available": true, "backlogHours": 1019.3280000000001, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.6216132982291923, "queueFactor": 0.9986530235048376, "queueWeight": 0.9986530235048376, "recentSuccess": 31, "recentSuccessRate": 0.248, "recentTerminal": 125, "recentWilsonLowerBound": 0.18056639010525916, "running": 6, "selectionWeight": 0.6207759997273973, "stale": false, "submissionEligible": true, "throughputPerHour": 20.833333333333332, "waiting": 21236 } }, "queueAttemptedAt": "2026-10-07T02:08:58.453578+00:00", "queueError": null, "queueUpdatedAt": "2026-10-07T02:08:58.453578+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "Ascend_910-b3", "hygon_k100-ai", "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 }