{ "communityAttemptedAt": "2026-09-21T08:58:51.913895+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-21T08:58:51.913895+00:00", "frameworkAttemptedAt": "2026-09-21T03:24:50.423497+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39901, "officialConfigError": null, "officialConfigValid": true, "successCount": 19320, "successRate": 0.48419839101776896, "wilsonLowerBound": 0.47929652361345715 }, "vllm": { "framework": "vllm", "modelCount": 53374, "officialConfigError": null, "officialConfigValid": true, "successCount": 14891, "successRate": 0.27899351744294976, "wilsonLowerBound": 0.27520449912457534 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2948, "officialConfigError": null, "officialConfigValid": true, "successCount": 829, "successRate": 0.2812075983717775, "wilsonLowerBound": 0.2652708134186314 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 33209, "officialConfigError": null, "officialConfigValid": true, "successCount": 14732, "successRate": 0.4436146827667199, "wilsonLowerBound": 0.4382780940354441 }, "vllm": { "framework": "vllm", "modelCount": 37659, "officialConfigError": null, "officialConfigValid": true, "successCount": 10694, "successRate": 0.28396930348655036, "wilsonLowerBound": 0.2794372011349417 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 9197, "officialConfigError": null, "officialConfigValid": true, "successCount": 3912, "successRate": 0.4253560943786017, "wilsonLowerBound": 0.4152849641306628 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64007, "officialConfigError": null, "officialConfigValid": true, "successCount": 12088, "successRate": 0.18885434405611887, "wilsonLowerBound": 0.18584086902079802 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18638, "officialConfigError": null, "officialConfigValid": true, "successCount": 3756, "successRate": 0.20152376864470437, "wilsonLowerBound": 0.19582649572996255 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6204, "officialConfigError": null, "officialConfigValid": true, "successCount": 61, "successRate": 0.009832366215344938, "wilsonLowerBound": 0.007662490518397138 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26184, "officialConfigError": null, "officialConfigValid": true, "successCount": 3227, "successRate": 0.12324320195539261, "wilsonLowerBound": 0.1193167645892249 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16470, "officialConfigError": null, "officialConfigValid": true, "successCount": 1674, "successRate": 0.10163934426229508, "wilsonLowerBound": 0.09711690799427429 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 11496, "officialConfigError": null, "officialConfigValid": true, "successCount": 4822, "successRate": 0.41945024356297844, "wilsonLowerBound": 0.4104578685491657 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24224, "officialConfigError": null, "officialConfigValid": true, "successCount": 3788, "successRate": 0.15637384412153235, "wilsonLowerBound": 0.15185443065631316 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8075, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.06736842105263158, "wilsonLowerBound": 0.06210433444150264 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 43688, "officialConfigError": null, "officialConfigValid": true, "successCount": 10935, "successRate": 0.25029756454861746, "wilsonLowerBound": 0.2462575654940645 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23355, "officialConfigError": null, "officialConfigValid": true, "successCount": 3070, "successRate": 0.1314493684435881, "wilsonLowerBound": 0.12717637134831228 }, "vllm": { "framework": "vllm", "modelCount": 86675, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11265070666282088, "wilsonLowerBound": 0.1105629896444802 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 40908, "officialConfigError": null, "officialConfigValid": true, "successCount": 5024, "successRate": 0.12281216387992569, "wilsonLowerBound": 0.11966686135805872 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 32734, "officialConfigError": null, "officialConfigValid": true, "successCount": 3434, "successRate": 0.10490621372273477, "wilsonLowerBound": 0.10163280354849646 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88862, "officialConfigError": null, "officialConfigValid": true, "successCount": 21166, "successRate": 0.23818955233958272, "wilsonLowerBound": 0.23540010304471629 }, "transformers": { "framework": "transformers", "modelCount": 5232, "officialConfigError": null, "officialConfigValid": true, "successCount": 566, "successRate": 0.10818042813455657, "wilsonLowerBound": 0.10004952071264889 }, "vllm": { "framework": "vllm", "modelCount": 112646, "officialConfigError": null, "officialConfigValid": true, "successCount": 16512, "successRate": 0.146583101042203, "wilsonLowerBound": 0.14452967450179602 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 17864, "officialConfigError": null, "officialConfigValid": true, "successCount": 3517, "successRate": 0.19687639946260635, "wilsonLowerBound": 0.19111067687115263 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42941, "officialConfigError": null, "officialConfigValid": true, "successCount": 5586, "successRate": 0.1300854661046552, "wilsonLowerBound": 0.12693672826082095 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6836, "officialConfigError": null, "officialConfigValid": true, "successCount": 571, "successRate": 0.08352837916910474, "wilsonLowerBound": 0.07720105329654853 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 31362, "officialConfigError": null, "officialConfigValid": true, "successCount": 5680, "successRate": 0.18111089853963394, "wilsonLowerBound": 0.1768877861214656 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60923, "officialConfigError": null, "officialConfigValid": true, "successCount": 12395, "successRate": 0.2034535397140653, "wilsonLowerBound": 0.20027557111614755 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 8358, "officialConfigError": null, "officialConfigValid": true, "successCount": 2425, "successRate": 0.2901411821009811, "wilsonLowerBound": 0.2805097399540416 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 13140, "officialConfigError": null, "officialConfigValid": true, "successCount": 3371, "successRate": 0.256544901065449, "wilsonLowerBound": 0.24914944259777705 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 61566, "officialConfigError": null, "officialConfigValid": true, "successCount": 16868, "successRate": 0.2739823928791866, "wilsonLowerBound": 0.27047351296446853 }, "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": 46730, "officialConfigError": null, "officialConfigValid": true, "successCount": 20486, "successRate": 0.4383907554033811, "wilsonLowerBound": 0.4338971053843247 }, "vllm": { "framework": "vllm", "modelCount": 36764, "officialConfigError": null, "officialConfigValid": true, "successCount": 3544, "successRate": 0.0963986508540964, "wilsonLowerBound": 0.09342372965246122 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 624, "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": 10028, "officialConfigError": null, "officialConfigValid": true, "successCount": 740, "successRate": 0.07379337854008776, "wilsonLowerBound": 0.06883801306073076 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6023, "officialConfigError": null, "officialConfigValid": true, "successCount": 2561, "successRate": 0.425203387016437, "wilsonLowerBound": 0.4127694764913438 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7378, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03185145025752236, "wilsonLowerBound": 0.028081693938916925 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11905, "officialConfigError": null, "officialConfigValid": true, "successCount": 3872, "successRate": 0.3252414951700966, "wilsonLowerBound": 0.31688375881126785 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26594, "officialConfigError": null, "officialConfigValid": true, "successCount": 13499, "successRate": 0.507595698277807, "wilsonLowerBound": 0.5015862851990744 }, "vllm": { "framework": "vllm", "modelCount": 62792, "officialConfigError": null, "officialConfigValid": true, "successCount": 6343, "successRate": 0.10101605300038222, "wilsonLowerBound": 0.09868332286892045 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12567, "officialConfigError": null, "officialConfigValid": true, "successCount": 1821, "successRate": 0.14490331821437097, "wilsonLowerBound": 0.13885739935240637 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-21T09:00:43.220518+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 957.0, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.851665863995783, "queueFactor": 0.9882339515560868, "queueWeight": 0.9882339515560868, "recentSuccess": 42, "recentSuccessRate": 0.28378378378378377, "recentTerminal": 148, "recentWilsonLowerBound": 0.21733624429672166, "running": 9, "selectionWeight": 0.8416451221819815, "stale": false, "submissionEligible": true, "throughputPerHour": 24.666666666666668, "waiting": 23606 }, "Ascend_910-b4": { "available": true, "backlogHours": 1368.3387096774193, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.3587251368644289, "queueFactor": 0.9366288246914888, "queueWeight": 0.9366288246914888, "recentSuccess": 43, "recentSuccessRate": 0.3467741935483871, "recentTerminal": 124, "recentWilsonLowerBound": 0.2687461961443377, "running": 8, "selectionWeight": 1.2726211280201123, "stale": false, "submissionEligible": true, "throughputPerHour": 20.666666666666668, "waiting": 28279 }, "Biren_166m": { "available": true, "backlogHours": 183.9036144578313, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.20697282897078012, "queueFactor": 1.2656336737743568, "queueWeight": 1.2656336737743568, "recentSuccess": 27, "recentSuccessRate": 0.16265060240963855, "recentTerminal": 166, "recentWilsonLowerBound": 0.11425612055803622, "running": 8, "selectionWeight": 0.26195178190176005, "stale": false, "submissionEligible": true, "throughputPerHour": 27.666666666666668, "waiting": 5088 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1368.1818181818182, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.48010622836812145, "queueFactor": 0.9366449346047393, "queueWeight": 0.9366449346047393, "recentSuccess": 17, "recentSuccessRate": 0.25757575757575757, "recentTerminal": 66, "recentWilsonLowerBound": 0.1674870734589668, "running": 7, "selectionWeight": 0.44968906687318716, "stale": false, "submissionEligible": true, "throughputPerHour": 11.0, "waiting": 15050 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 419.1818181818182, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.17721367965603504, "queueFactor": 1.1185005331513658, "queueWeight": 1.1185005331513658, "recentSuccess": 21, "recentSuccessRate": 0.1590909090909091, "recentTerminal": 132, "recentWilsonLowerBound": 0.1064720940297223, "running": 7, "selectionWeight": 0.19821359517699053, "stale": false, "submissionEligible": true, "throughputPerHour": 22.0, "waiting": 9222 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 39.367847411444146, "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": 0.0653950953678474, "recentTerminal": 367, "recentWilsonLowerBound": 0.044335438764346154, "running": 26, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 61.166666666666664, "waiting": 2408 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 113.30501930501931, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.22586583860094217, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 41, "recentSuccessRate": 0.1583011583011583, "recentTerminal": 259, "recentWilsonLowerBound": 0.11888406936662423, "running": 12, "selectionWeight": 0.2936255901812248, "stale": false, "submissionEligible": true, "throughputPerHour": 43.166666666666664, "waiting": 4891 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 3718.3846153846157, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 2.5, "queueFactor": 0.8062011523489464, "queueWeight": 0.8062011523489464, "recentSuccess": 14, "recentSuccessRate": 0.5384615384615384, "recentTerminal": 26, "recentWilsonLowerBound": 0.35457636204430115, "running": 2, "selectionWeight": 2.015502880872366, "stale": false, "submissionEligible": true, "throughputPerHour": 4.333333333333333, "waiting": 16113 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 654.9896907216495, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5108110326856239, "queueFactor": 1.0460715514198409, "queueWeight": 1.0460715514198409, "recentSuccess": 24, "recentSuccessRate": 0.24742268041237114, "recentTerminal": 97, "recentWilsonLowerBound": 0.172273703017395, "running": 9, "selectionWeight": 0.5343448894438216, "stale": false, "submissionEligible": true, "throughputPerHour": 16.166666666666668, "waiting": 10589 }, "MetaX_c-500": { "available": true, "backlogHours": 748.4318181818182, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.38903894998465055, "queueFactor": 1.0253537512912254, "queueWeight": 1.0253537512912254, "recentSuccess": 20, "recentSuccessRate": 0.22727272727272727, "recentTerminal": 88, "recentWilsonLowerBound": 0.1522163058823423, "running": 4, "selectionWeight": 0.39890254676516085, "stale": false, "submissionEligible": true, "throughputPerHour": 14.666666666666666, "waiting": 10977 }, "Mthreads_s4000": { "available": true, "backlogHours": 1946.7761194029852, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.6543512463558454, "queueFactor": 0.8883807910392438, "queueWeight": 0.8883807910392438, "recentSuccess": 27, "recentSuccessRate": 0.40298507462686567, "recentTerminal": 67, "recentWilsonLowerBound": 0.2939031193036935, "running": 4, "selectionWeight": 1.4696938688943648, "stale": false, "submissionEligible": true, "throughputPerHour": 11.166666666666666, "waiting": 21739 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 6280.8, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.1395346575532754, "queueFactor": 0.7452368412122782, "queueWeight": 0.7452368412122782, "recentSuccess": 7, "recentSuccessRate": 0.4666666666666667, "recentTerminal": 15, "recentWilsonLowerBound": 0.24809225259746442, "running": 2, "selectionWeight": 0.8492232086469181, "stale": false, "submissionEligible": false, "throughputPerHour": 2.5, "waiting": 15702 }, "Vastai_va16": { "available": true, "backlogHours": 1845.7021276595744, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.8955138748458783, "queueWeight": 0.8955138748458783, "recentSuccess": 4, "recentSuccessRate": 0.0851063829787234, "recentTerminal": 47, "recentWilsonLowerBound": 0.03359357946971309, "running": 18, "selectionWeight": 0.04477569374229392, "stale": false, "submissionEligible": false, "throughputPerHour": 7.833333333333333, "waiting": 14458 }, "hygon_k100-ai": { "available": true, "backlogHours": 811.7796610169491, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.7025627034112375, "queueFactor": 1.0129332705923164, "queueWeight": 1.0129332705923164, "recentSuccess": 32, "recentSuccessRate": 0.2711864406779661, "recentTerminal": 118, "recentWilsonLowerBound": 0.19913122374219616, "running": 7, "selectionWeight": 0.7116491369625244, "stale": false, "submissionEligible": true, "throughputPerHour": 19.666666666666668, "waiting": 15965 } }, "queueAttemptedAt": "2026-09-21T08:58:51.913895+00:00", "queueError": null, "queueUpdatedAt": "2026-09-21T08:58:51.913895+00:00", "supportedGpus": [ "Vastai_va16", "Kunlunxin_p-800", "Cambricon_mlu-370-x4", "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 }