{ "communityAttemptedAt": "2026-10-12T18:47:38.965582+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-12T18:47:38.965582+00:00", "frameworkAttemptedAt": "2026-10-12T15:45:01.063558+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 42321, "officialConfigError": null, "officialConfigValid": true, "successCount": 21037, "successRate": 0.4970818269889653, "wilsonLowerBound": 0.4923186484601684 }, "vllm": { "framework": "vllm", "modelCount": 56698, "officialConfigError": null, "officialConfigValid": true, "successCount": 15369, "successRate": 0.2710677625313062, "wilsonLowerBound": 0.2674244287873756 }, "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": 4437, "officialConfigError": null, "officialConfigValid": true, "successCount": 1343, "successRate": 0.30268199233716475, "wilsonLowerBound": 0.28933921671422547 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 37140, "officialConfigError": null, "officialConfigValid": true, "successCount": 17475, "successRate": 0.47051696284329564, "wilsonLowerBound": 0.46544395607913475 }, "vllm": { "framework": "vllm", "modelCount": 39890, "officialConfigError": null, "officialConfigValid": true, "successCount": 11031, "successRate": 0.27653547254951116, "wilsonLowerBound": 0.2721677200861216 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12888, "officialConfigError": null, "officialConfigValid": true, "successCount": 5398, "successRate": 0.41883923029174425, "wilsonLowerBound": 0.4103466991747432 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64216, "officialConfigError": null, "officialConfigValid": true, "successCount": 12096, "successRate": 0.18836427058676966, "wilsonLowerBound": 0.18535871916235114 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 30334, "officialConfigError": null, "officialConfigValid": true, "successCount": 6578, "successRate": 0.216852376870838, "wilsonLowerBound": 0.2122507663395649 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7789, "officialConfigError": null, "officialConfigValid": true, "successCount": 107, "successRate": 0.013737321864167415, "wilsonLowerBound": 0.011381564517787233 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26639, "officialConfigError": null, "officialConfigValid": true, "successCount": 3273, "successRate": 0.1228649724088742, "wilsonLowerBound": 0.11897700822480474 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16509, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10152038282149131, "wilsonLowerBound": 0.09700560249213372 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 15783, "officialConfigError": null, "officialConfigValid": true, "successCount": 6216, "successRate": 0.393841475004752, "wilsonLowerBound": 0.3862453810237278 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24762, "officialConfigError": null, "officialConfigValid": true, "successCount": 3806, "successRate": 0.15370325498748083, "wilsonLowerBound": 0.14926472634962368 }, "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": 52018, "officialConfigError": null, "officialConfigValid": true, "successCount": 13115, "successRate": 0.2521242646776116, "wilsonLowerBound": 0.2484110088562221 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 24699, "officialConfigError": null, "officialConfigValid": true, "successCount": 3154, "successRate": 0.1276974776306733, "wilsonLowerBound": 0.1235929222026474 }, "vllm": { "framework": "vllm", "modelCount": 87014, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.11230376720987427, "wilsonLowerBound": 0.11022293009616889 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 46333, "officialConfigError": null, "officialConfigValid": true, "successCount": 5566, "successRate": 0.12013036065007662, "wilsonLowerBound": 0.11720143641926849 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 47176, "officialConfigError": null, "officialConfigValid": true, "successCount": 3672, "successRate": 0.07783618789214855, "wilsonLowerBound": 0.07545278372042298 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 93874, "officialConfigError": null, "officialConfigValid": true, "successCount": 23413, "successRate": 0.249408781984362, "wilsonLowerBound": 0.24665123388587187 }, "transformers": { "framework": "transformers", "modelCount": 5568, "officialConfigError": null, "officialConfigValid": true, "successCount": 585, "successRate": 0.1050646551724138, "wilsonLowerBound": 0.09728077200392476 }, "vllm": { "framework": "vllm", "modelCount": 112861, "officialConfigError": null, "officialConfigValid": true, "successCount": 16530, "successRate": 0.1464633487209931, "wilsonLowerBound": 0.1444125699155812 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 104, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.009615384615384616, "wilsonLowerBound": 0.0016993291044208937 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 23735, "officialConfigError": null, "officialConfigValid": true, "successCount": 4017, "successRate": 0.1692437328839267, "wilsonLowerBound": 0.16452694663366746 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43644, "officialConfigError": null, "officialConfigValid": true, "successCount": 5678, "successRate": 0.13009806617175326, "wilsonLowerBound": 0.1269743946081258 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8141, "officialConfigError": null, "officialConfigValid": true, "successCount": 761, "successRate": 0.09347745977152684, "wilsonLowerBound": 0.08734424955885807 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 34405, "officialConfigError": null, "officialConfigValid": true, "successCount": 6823, "successRate": 0.19831419851765733, "wilsonLowerBound": 0.19413466251334122 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61490, "officialConfigError": null, "officialConfigValid": true, "successCount": 12423, "successRate": 0.20203285087006018, "wilsonLowerBound": 0.19887787224648892 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15813, "officialConfigError": null, "officialConfigValid": true, "successCount": 4457, "successRate": 0.2818567001833934, "wilsonLowerBound": 0.27489790219080074 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15404, "officialConfigError": null, "officialConfigValid": true, "successCount": 3751, "successRate": 0.24350817969358607, "wilsonLowerBound": 0.23679472580440097 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 67879, "officialConfigError": null, "officialConfigValid": true, "successCount": 18687, "successRate": 0.27529869326301215, "wilsonLowerBound": 0.2719512431759226 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 989, "officialConfigError": null, "officialConfigValid": true, "successCount": 596, "successRate": 0.60262891809909, "wilsonLowerBound": 0.5717896078590465 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48422, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.44876295898558505, "wilsonLowerBound": 0.4443371088997114 }, "vllm": { "framework": "vllm", "modelCount": 39840, "officialConfigError": null, "officialConfigValid": true, "successCount": 4804, "successRate": 0.12058232931726907, "wilsonLowerBound": 0.11742117016489202 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1083, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6287, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030539207889295372, "wilsonLowerBound": 0.02656421387260057 }, "vllm": { "framework": "vllm", "modelCount": 10085, "officialConfigError": null, "officialConfigValid": true, "successCount": 761, "successRate": 0.07545860188398612, "wilsonLowerBound": 0.07046362140369612 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7306, "officialConfigError": null, "officialConfigValid": true, "successCount": 3211, "successRate": 0.4395017793594306, "wilsonLowerBound": 0.42815543482326845 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7422, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.03300997035839397, "wilsonLowerBound": 0.029180728018680917 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18233, "officialConfigError": null, "officialConfigValid": true, "successCount": 5407, "successRate": 0.296550211155597, "wilsonLowerBound": 0.28996394606111603 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28385, "officialConfigError": null, "officialConfigValid": true, "successCount": 14514, "successRate": 0.511326404791263, "wilsonLowerBound": 0.5055099915501899 }, "vllm": { "framework": "vllm", "modelCount": 67296, "officialConfigError": null, "officialConfigValid": true, "successCount": 7182, "successRate": 0.1067225392296719, "wilsonLowerBound": 0.10441211886180057 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13693, "officialConfigError": null, "officialConfigValid": true, "successCount": 2285, "successRate": 0.16687358504345287, "wilsonLowerBound": 0.16072185606825795 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-12T18:58:46.051913+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1266.8955223880598, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.1095103630664087, "queueFactor": 1.0002877415579416, "queueWeight": 1.0002877415579416, "recentSuccess": 38, "recentSuccessRate": 0.2835820895522388, "recentTerminal": 134, "recentWilsonLowerBound": 0.2141253553890085, "running": 8, "selectionWeight": 1.1098296153068299, "stale": false, "submissionEligible": true, "throughputPerHour": 22.333333333333332, "waiting": 28294 }, "Ascend_910-b4": { "available": true, "backlogHours": 1390.9253731343285, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9863714477251092, "queueWeight": 0.9863714477251092, "recentSuccess": 52, "recentSuccessRate": 0.3880597014925373, "recentTerminal": 134, "recentWilsonLowerBound": 0.30976736607385463, "running": 9, "selectionWeight": 2.465928619312773, "stale": false, "submissionEligible": true, "throughputPerHour": 22.333333333333332, "waiting": 31064 }, "Biren_166m": { "available": true, "backlogHours": 311.88349514563106, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.05268691168788573, "queueFactor": 1.2343468352703613, "queueWeight": 1.2343468352703613, "recentSuccess": 10, "recentSuccessRate": 0.0970873786407767, "recentTerminal": 103, "recentWilsonLowerBound": 0.05359319306770389, "running": 8, "selectionWeight": 0.06503392270211075, "stale": false, "submissionEligible": true, "throughputPerHour": 17.166666666666668, "waiting": 5354 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1637.8032786885246, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.6539390491323888, "queueFactor": 0.9624912861659123, "queueWeight": 0.9624912861659123, "recentSuccess": 16, "recentSuccessRate": 0.26229508196721313, "recentTerminal": 61, "recentWilsonLowerBound": 0.16838645195913182, "running": 7, "selectionWeight": 0.6294106364735466, "stale": false, "submissionEligible": true, "throughputPerHour": 10.166666666666666, "waiting": 16651 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 449.14285714285717, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.6515274233378575, "queueFactor": 1.168633662943207, "queueWeight": 1.168633662943207, "recentSuccess": 28, "recentSuccessRate": 0.23529411764705882, "recentTerminal": 119, "recentWilsonLowerBound": 0.16810390246860613, "running": 7, "selectionWeight": 0.7613968792432699, "stale": false, "submissionEligible": true, "throughputPerHour": 19.833333333333332, "waiting": 8908 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 67.44329896907216, "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": 0.030927835051546393, "recentTerminal": 291, "recentWilsonLowerBound": 0.016354766757879988, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 48.5, "waiting": 3271 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 163.06563706563708, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.18771429570287687, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 34, "recentSuccessRate": 0.13127413127413126, "recentTerminal": 259, "recentWilsonLowerBound": 0.09548284766171233, "running": 4, "selectionWeight": 0.24402858441373995, "stale": false, "submissionEligible": true, "throughputPerHour": 43.166666666666664, "waiting": 7039 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2326.7999999999997, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.7642165305933528, "queueFactor": 0.9131081276917918, "queueWeight": 0.9131081276917918, "recentSuccess": 12, "recentSuccessRate": 0.3, "recentTerminal": 40, "recentWilsonLowerBound": 0.18074670915695296, "running": 2, "selectionWeight": 0.6978123254012133, "stale": false, "submissionEligible": true, "throughputPerHour": 6.666666666666667, "waiting": 15512 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 364.4142857142857, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.37014457129488254, "queueFactor": 1.2058596347221802, "queueWeight": 1.2058596347221802, "recentSuccess": 26, "recentSuccessRate": 0.18571428571428572, "recentTerminal": 140, "recentWilsonLowerBound": 0.13000468864860967, "running": 8, "selectionWeight": 0.44634239753604504, "stale": false, "submissionEligible": true, "throughputPerHour": 23.333333333333332, "waiting": 8503 }, "MetaX_c-500": { "available": true, "backlogHours": 780.6585365853659, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.1927901297049397, "queueFactor": 1.075639890470133, "queueWeight": 1.075639890470133, "recentSuccess": 32, "recentSuccessRate": 0.3902439024390244, "recentTerminal": 82, "recentWilsonLowerBound": 0.2918451685297084, "running": 4, "selectionWeight": 2.35865253493981, "stale": false, "submissionEligible": true, "throughputPerHour": 13.666666666666666, "waiting": 10669 }, "Mthreads_s4000": { "available": true, "backlogHours": 1778.9285714285713, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.7552855830986566, "queueFactor": 0.9506316954631484, "queueWeight": 0.9506316954631484, "recentSuccess": 22, "recentSuccessRate": 0.2619047619047619, "recentTerminal": 84, "recentWilsonLowerBound": 0.1797835031577335, "running": 4, "selectionWeight": 0.7179984144199486, "stale": false, "submissionEligible": true, "throughputPerHour": 14.0, "waiting": 24905 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3522.4, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.2986574598872337, "queueFactor": 0.8580453970720017, "queueWeight": 0.8580453970720017, "recentSuccess": 7, "recentSuccessRate": 0.23333333333333334, "recentTerminal": 30, "recentWilsonLowerBound": 0.11792239210501229, "running": 2, "selectionWeight": 0.2562616587574568, "stale": false, "submissionEligible": true, "throughputPerHour": 5.0, "waiting": 17612 }, "Vastai_va16": { "available": true, "backlogHours": 1284.081081081081, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.23447355491554964, "queueFactor": 0.9982681146326104, "queueWeight": 0.9982681146326104, "recentSuccess": 13, "recentSuccessRate": 0.17567567567567569, "recentTerminal": 74, "recentWilsonLowerBound": 0.10564108955494536, "running": 16, "selectionWeight": 0.2340674735967516, "stale": false, "submissionEligible": true, "throughputPerHour": 12.333333333333334, "waiting": 15837 }, "hygon_k100-ai": { "available": true, "backlogHours": 1271.76, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.5006520912740413, "queueFactor": 0.9997128918082375, "queueWeight": 0.9997128918082375, "recentSuccess": 33, "recentSuccessRate": 0.33, "recentTerminal": 100, "recentWilsonLowerBound": 0.24562983793895452, "running": 6, "selectionWeight": 1.500221241765651, "stale": false, "submissionEligible": true, "throughputPerHour": 16.666666666666668, "waiting": 21196 } }, "queueAttemptedAt": "2026-10-12T18:58:46.051913+00:00", "queueError": null, "queueUpdatedAt": "2026-10-12T18:58:46.051913+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "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 }