{ "communityAttemptedAt": "2026-09-15T12:40:59.531394+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-15T12:40:59.531394+00:00", "frameworkAttemptedAt": "2026-09-15T09:24:06.445335+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39056, "officialConfigError": null, "officialConfigValid": true, "successCount": 18794, "successRate": 0.4812064727570668, "wilsonLowerBound": 0.47625320465744864 }, "vllm": { "framework": "vllm", "modelCount": 51859, "officialConfigError": null, "officialConfigValid": true, "successCount": 14585, "successRate": 0.28124337144950734, "wilsonLowerBound": 0.2773899954849347 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2299, "officialConfigError": null, "officialConfigValid": true, "successCount": 623, "successRate": 0.2709873858199217, "wilsonLowerBound": 0.25321166571098036 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 32240, "officialConfigError": null, "officialConfigValid": true, "successCount": 14080, "successRate": 0.43672456575682383, "wilsonLowerBound": 0.4313183654646623 }, "vllm": { "framework": "vllm", "modelCount": 37132, "officialConfigError": null, "officialConfigValid": true, "successCount": 10581, "successRate": 0.2849563718625444, "wilsonLowerBound": 0.28038748329425706 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8014, "officialConfigError": null, "officialConfigValid": true, "successCount": 3520, "successRate": 0.4392313451459945, "wilsonLowerBound": 0.4283970199979985 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63857, "officialConfigError": null, "officialConfigValid": true, "successCount": 12068, "successRate": 0.18898476282944704, "wilsonLowerBound": 0.18596696092354673 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 16042, "officialConfigError": null, "officialConfigValid": true, "successCount": 3225, "successRate": 0.2010347836928064, "wilsonLowerBound": 0.19490476677101828 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5617, "officialConfigError": null, "officialConfigValid": true, "successCount": 47, "successRate": 0.008367455937333096, "wilsonLowerBound": 0.0062985034509492836 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26073, "officialConfigError": null, "officialConfigValid": true, "successCount": 3205, "successRate": 0.12292409772561654, "wilsonLowerBound": 0.11899391805757425 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16461, "officialConfigError": null, "officialConfigValid": true, "successCount": 1673, "successRate": 0.10163416560354778, "wilsonLowerBound": 0.0971106238084035 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 10410, "officialConfigError": null, "officialConfigValid": true, "successCount": 4433, "successRate": 0.42584053794428434, "wilsonLowerBound": 0.416370769914579 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24094, "officialConfigError": null, "officialConfigValid": true, "successCount": 3779, "successRate": 0.1568440275587283, "wilsonLowerBound": 0.15230690265858027 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8066, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.0674435903793702, "wilsonLowerBound": 0.0621738174048722 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 41370, "officialConfigError": null, "officialConfigValid": true, "successCount": 10422, "successRate": 0.2519216823785352, "wilsonLowerBound": 0.24776154162470318 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23060, "officialConfigError": null, "officialConfigValid": true, "successCount": 3047, "successRate": 0.1321335646140503, "wilsonLowerBound": 0.12782398736930906 }, "vllm": { "framework": "vllm", "modelCount": 86553, "officialConfigError": null, "officialConfigValid": true, "successCount": 9763, "successRate": 0.11279793883516458, "wilsonLowerBound": 0.11070755547098488 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 39508, "officialConfigError": null, "officialConfigValid": true, "successCount": 4854, "successRate": 0.12286119266983903, "wilsonLowerBound": 0.11966071801997975 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 29430, "officialConfigError": null, "officialConfigValid": true, "successCount": 3328, "successRate": 0.11308188922867822, "wilsonLowerBound": 0.10951401663063692 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88027, "officialConfigError": null, "officialConfigValid": true, "successCount": 20698, "successRate": 0.23513240255830598, "wilsonLowerBound": 0.23234245417428998 }, "transformers": { "framework": "transformers", "modelCount": 5116, "officialConfigError": null, "officialConfigValid": true, "successCount": 564, "successRate": 0.11024237685691947, "wilsonLowerBound": 0.1019508173786858 }, "vllm": { "framework": "vllm", "modelCount": 112476, "officialConfigError": null, "officialConfigValid": true, "successCount": 16506, "successRate": 0.1467513069454817, "wilsonLowerBound": 0.1446953508094228 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 16183, "officialConfigError": null, "officialConfigValid": true, "successCount": 3315, "successRate": 0.2048445900018538, "wilsonLowerBound": 0.19869678034024724 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42686, "officialConfigError": null, "officialConfigValid": true, "successCount": 5557, "successRate": 0.13018319823829827, "wilsonLowerBound": 0.12702414030313097 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6406, "officialConfigError": null, "officialConfigValid": true, "successCount": 513, "successRate": 0.08008117389946924, "wilsonLowerBound": 0.07368342452696962 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 198, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18181818181818182, "wilsonLowerBound": 0.1343204258911728 }, "vllm": { "framework": "vllm", "modelCount": 30624, "officialConfigError": null, "officialConfigValid": true, "successCount": 5368, "successRate": 0.1752873563218391, "wilsonLowerBound": 0.17106970500624316 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60793, "officialConfigError": null, "officialConfigValid": true, "successCount": 12383, "successRate": 0.20369121444903196, "wilsonLowerBound": 0.2005084641035031 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6909, "officialConfigError": null, "officialConfigValid": true, "successCount": 2035, "successRate": 0.29454334925459547, "wilsonLowerBound": 0.2839111488329464 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12248, "officialConfigError": null, "officialConfigValid": true, "successCount": 3201, "successRate": 0.26134879163945135, "wilsonLowerBound": 0.2536431586893611 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 59782, "officialConfigError": null, "officialConfigValid": true, "successCount": 16309, "successRate": 0.27280786858920747, "wilsonLowerBound": 0.269252094295244 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46258, "officialConfigError": null, "officialConfigValid": true, "successCount": 20159, "successRate": 0.4357948895326214, "wilsonLowerBound": 0.43128161499498985 }, "vllm": { "framework": "vllm", "modelCount": 36016, "officialConfigError": null, "officialConfigValid": true, "successCount": 3232, "successRate": 0.08973789426921368, "wilsonLowerBound": 0.08682973326215238 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 360, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6276, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030592734225621414, "wilsonLowerBound": 0.026610861971840757 }, "vllm": { "framework": "vllm", "modelCount": 10015, "officialConfigError": null, "officialConfigValid": true, "successCount": 734, "successRate": 0.07329006490264603, "wilsonLowerBound": 0.06834786879905706 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5700, "officialConfigError": null, "officialConfigValid": true, "successCount": 2399, "successRate": 0.4208771929824561, "wilsonLowerBound": 0.40811782812726144 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7370, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03188602442333786, "wilsonLowerBound": 0.028112231661917748 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11021, "officialConfigError": null, "officialConfigValid": true, "successCount": 3724, "successRate": 0.33790037201705836, "wilsonLowerBound": 0.32912738248622725 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26141, "officialConfigError": null, "officialConfigValid": true, "successCount": 13229, "successRate": 0.5060632722543131, "wilsonLowerBound": 0.5000019834547788 }, "vllm": { "framework": "vllm", "modelCount": 61386, "officialConfigError": null, "officialConfigValid": true, "successCount": 6058, "successRate": 0.0986869970351546, "wilsonLowerBound": 0.09635271750713197 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12305, "officialConfigError": null, "officialConfigValid": true, "successCount": 1746, "successRate": 0.14189353921170256, "wilsonLowerBound": 0.1358397698824954 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-15T12:49:47.832753+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 995.7042253521126, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.1819714984339582, "queueFactor": 1.0117863964085105, "queueWeight": 1.0117863964085105, "recentSuccess": 44, "recentSuccessRate": 0.30985915492957744, "recentTerminal": 142, "recentWilsonLowerBound": 0.23964799515608443, "running": 8, "selectionWeight": 1.1959026830580621, "stale": false, "submissionEligible": true, "throughputPerHour": 23.666666666666668, "waiting": 23565 }, "Ascend_910-b4": { "available": true, "backlogHours": 1157.503448275862, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.989190745159816, "queueWeight": 0.989190745159816, "recentSuccess": 60, "recentSuccessRate": 0.41379310344827586, "recentTerminal": 145, "recentWilsonLowerBound": 0.336862322438135, "running": 8, "selectionWeight": 2.47297686289954, "stale": false, "submissionEligible": true, "throughputPerHour": 24.166666666666668, "waiting": 27973 }, "Biren_166m": { "available": true, "backlogHours": 1239.0, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.5200848800600629, "queueFactor": 0.9791465376012454, "queueWeight": 0.9791465376012454, "recentSuccess": 8, "recentSuccessRate": 0.3076923076923077, "recentTerminal": 26, "recentWilsonLowerBound": 0.1650112093979267, "running": 2, "selectionWeight": 0.5092393095695696, "stale": false, "submissionEligible": true, "throughputPerHour": 4.333333333333333, "waiting": 5369 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1588.7586206896553, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2103152837530137, "queueFactor": 0.9432997090224972, "queueWeight": 0.9432997090224972, "recentSuccess": 11, "recentSuccessRate": 0.1896551724137931, "recentTerminal": 58, "recentWilsonLowerBound": 0.10934140042567435, "running": 7, "selectionWeight": 0.19839034596720176, "stale": false, "submissionEligible": true, "throughputPerHour": 9.666666666666666, "waiting": 15358 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 659.5116279069767, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.595073248930651, "queueFactor": 1.0762793801124722, "queueWeight": 1.0762793801124722, "recentSuccess": 22, "recentSuccessRate": 0.2558139534883721, "recentTerminal": 86, "recentWilsonLowerBound": 0.1754295012969836, "running": 7, "selectionWeight": 0.640465067480596, "stale": false, "submissionEligible": true, "throughputPerHour": 14.333333333333334, "waiting": 9453 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 48.85454545454545, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 22, "recentSuccessRate": 0.06666666666666667, "recentTerminal": 330, "recentWilsonLowerBound": 0.04443418209399109, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 55.0, "waiting": 2687 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 148.0, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.9422994485018037, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 49, "recentSuccessRate": 0.2768361581920904, "recentTerminal": 177, "recentWilsonLowerBound": 0.21619135074780194, "running": 9, "selectionWeight": 1.2249892830523448, "stale": false, "submissionEligible": true, "throughputPerHour": 29.5, "waiting": 4366 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2120.4, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.1025439202300737, "queueFactor": 0.9033285139736764, "queueWeight": 0.9033285139736764, "recentSuccess": 16, "recentSuccessRate": 0.35555555555555557, "recentTerminal": 45, "recentWilsonLowerBound": 0.23218891356904045, "running": 2, "selectionWeight": 0.9959593610521441, "stale": false, "submissionEligible": true, "throughputPerHour": 7.5, "waiting": 15903 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 742.0851063829788, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.37471998939157214, "queueFactor": 1.0574024958790251, "queueWeight": 1.0574024958790251, "recentSuccess": 20, "recentSuccessRate": 0.2127659574468085, "recentTerminal": 94, "recentWilsonLowerBound": 0.14216772302859196, "running": 7, "selectionWeight": 0.3962298520384102, "stale": false, "submissionEligible": true, "throughputPerHour": 15.666666666666666, "waiting": 11626 }, "MetaX_c-500": { "available": true, "backlogHours": 841.5, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.6280500996915481, "queueFactor": 1.0376485187159026, "queueWeight": 1.0376485187159026, "recentSuccess": 22, "recentSuccessRate": 0.2619047619047619, "recentTerminal": 84, "recentWilsonLowerBound": 0.1797835031577335, "running": 4, "selectionWeight": 0.6516952556243099, "stale": false, "submissionEligible": true, "throughputPerHour": 14.0, "waiting": 11781 }, "Mthreads_s4000": { "available": true, "backlogHours": 1563.2, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.5930775383273699, "queueFactor": 0.9455972630866019, "queueWeight": 0.9455972630866019, "recentSuccess": 33, "recentSuccessRate": 0.36666666666666664, "recentTerminal": 90, "recentWilsonLowerBound": 0.2744710138371422, "running": 4, "selectionWeight": 1.506409760127102, "stale": false, "submissionEligible": true, "throughputPerHour": 15.0, "waiting": 23448 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 4164.0, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.52654734566833, "queueFactor": 0.8163601190814322, "queueWeight": 0.8163601190814322, "recentSuccess": 10, "recentSuccessRate": 0.45454545454545453, "recentTerminal": 22, "recentWilsonLowerBound": 0.26920014432004846, "running": 2, "selectionWeight": 1.2462123728932422, "stale": false, "submissionEligible": true, "throughputPerHour": 3.6666666666666665, "waiting": 15268 }, "Vastai_va16": { "available": true, "backlogHours": 1456.3018867924527, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.1958320056698859, "queueFactor": 0.955697998897824, "queueWeight": 0.955697998897824, "recentSuccess": 10, "recentSuccessRate": 0.18867924528301888, "recentTerminal": 53, "recentWilsonLowerBound": 0.10585211943149556, "running": 16, "selectionWeight": 0.1871562559388573, "stale": false, "submissionEligible": true, "throughputPerHour": 8.833333333333334, "waiting": 12864 }, "hygon_k100-ai": { "available": true, "backlogHours": 702.8727272727273, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.169942038322431, "queueFactor": 1.066048306647883, "queueWeight": 1.066048306647883, "recentSuccess": 35, "recentSuccessRate": 0.3181818181818182, "recentTerminal": 110, "recentWilsonLowerBound": 0.23853626244820214, "running": 6, "selectionWeight": 1.2472147288298001, "stale": false, "submissionEligible": true, "throughputPerHour": 18.333333333333332, "waiting": 12886 } }, "queueAttemptedAt": "2026-09-15T12:43:56.160939+00:00", "queueError": null, "queueUpdatedAt": "2026-09-15T12:43:56.160939+00:00", "supportedGpus": [ "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Cambricon_mlu-370-x4", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "Ascend_910-b3", "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 }