{ "communityAttemptedAt": "2026-09-10T23:27:55.529104+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-10T23:27:55.529104+00:00", "frameworkAttemptedAt": "2026-09-10T21:27:33.050021+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 38370, "officialConfigError": null, "officialConfigValid": true, "successCount": 18319, "successRate": 0.4774302840761011, "wilsonLowerBound": 0.47243489652899595 }, "vllm": { "framework": "vllm", "modelCount": 50634, "officialConfigError": null, "officialConfigValid": true, "successCount": 14344, "successRate": 0.28328790930994985, "wilsonLowerBound": 0.27937963004251304 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1810, "officialConfigError": null, "officialConfigValid": true, "successCount": 459, "successRate": 0.2535911602209945, "wilsonLowerBound": 0.23408403628021537 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 31459, "officialConfigError": null, "officialConfigValid": true, "successCount": 13550, "successRate": 0.4307193489939286, "wilsonLowerBound": 0.4252561617691261 }, "vllm": { "framework": "vllm", "modelCount": 36569, "officialConfigError": null, "officialConfigValid": true, "successCount": 10450, "successRate": 0.2857611638272854, "wilsonLowerBound": 0.28115340950715373 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7025, "officialConfigError": null, "officialConfigValid": true, "successCount": 3211, "successRate": 0.45708185053380784, "wilsonLowerBound": 0.4454592414820178 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63797, "officialConfigError": null, "officialConfigValid": true, "successCount": 12060, "successRate": 0.18903710205809052, "wilsonLowerBound": 0.1860175644945864 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13974, "officialConfigError": null, "officialConfigValid": true, "successCount": 2766, "successRate": 0.19793902962644913, "wilsonLowerBound": 0.1914160290478967 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5172, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.007153905645784996, "wilsonLowerBound": 0.0051947149262051686 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 25971, "officialConfigError": null, "officialConfigValid": true, "successCount": 3188, "successRate": 0.1227523006430249, "wilsonLowerBound": 0.11881694492452434 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16453, "officialConfigError": null, "officialConfigValid": true, "successCount": 1672, "successRate": 0.10162280435178994, "wilsonLowerBound": 0.09709841674558665 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 9473, "officialConfigError": null, "officialConfigValid": true, "successCount": 4104, "successRate": 0.4332312889264225, "wilsonLowerBound": 0.42328161373252815 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24033, "officialConfigError": null, "officialConfigValid": true, "successCount": 3771, "successRate": 0.15690924978155038, "wilsonLowerBound": 0.15236565189665655 }, "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": 39525, "officialConfigError": null, "officialConfigValid": true, "successCount": 9975, "successRate": 0.2523719165085389, "wilsonLowerBound": 0.24811375994349288 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 22918, "officialConfigError": null, "officialConfigValid": true, "successCount": 3026, "successRate": 0.13203595427175147, "wilsonLowerBound": 0.12771462533215738 }, "vllm": { "framework": "vllm", "modelCount": 86489, "officialConfigError": null, "officialConfigValid": true, "successCount": 9762, "successRate": 0.11286984472013782, "wilsonLowerBound": 0.11077810485747155 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 38654, "officialConfigError": null, "officialConfigValid": true, "successCount": 4740, "successRate": 0.12262637760645728, "wilsonLowerBound": 0.11939386145392966 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 26169, "officialConfigError": null, "officialConfigValid": true, "successCount": 3220, "successRate": 0.12304635255454928, "wilsonLowerBound": 0.11912156911387917 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 87420, "officialConfigError": null, "officialConfigValid": true, "successCount": 20314, "successRate": 0.23237245481583163, "wilsonLowerBound": 0.22958450813540027 }, "transformers": { "framework": "transformers", "modelCount": 5057, "officialConfigError": null, "officialConfigValid": true, "successCount": 562, "successRate": 0.11113308285544789, "wilsonLowerBound": 0.10276389635014668 }, "vllm": { "framework": "vllm", "modelCount": 112427, "officialConfigError": null, "officialConfigValid": true, "successCount": 16502, "successRate": 0.14677968815320164, "wilsonLowerBound": 0.14472312010139113 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 15639, "officialConfigError": null, "officialConfigValid": true, "successCount": 3196, "successRate": 0.20436089264019439, "wilsonLowerBound": 0.19811397955400684 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42443, "officialConfigError": null, "officialConfigValid": true, "successCount": 5511, "successRate": 0.12984473293593762, "wilsonLowerBound": 0.12668031219431966 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6038, "officialConfigError": null, "officialConfigValid": true, "successCount": 470, "successRate": 0.07784034448492878, "wilsonLowerBound": 0.07134763612456933 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 198, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18181818181818182, "wilsonLowerBound": 0.1343204258911728 }, "vllm": { "framework": "vllm", "modelCount": 29905, "officialConfigError": null, "officialConfigValid": true, "successCount": 5106, "successRate": 0.17074067881625146, "wilsonLowerBound": 0.16651824232204024 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60736, "officialConfigError": null, "officialConfigValid": true, "successCount": 12377, "successRate": 0.2037835879873551, "wilsonLowerBound": 0.20059880718084538 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6036, "officialConfigError": null, "officialConfigValid": true, "successCount": 1784, "successRate": 0.29555997349237906, "wilsonLowerBound": 0.28418158247675146 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11735, "officialConfigError": null, "officialConfigValid": true, "successCount": 3079, "successRate": 0.2623775031955688, "wilsonLowerBound": 0.25449652207427076 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 58248, "officialConfigError": null, "officialConfigValid": true, "successCount": 15855, "successRate": 0.2721981870622167, "wilsonLowerBound": 0.26859866069352967 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 45852, "officialConfigError": null, "officialConfigValid": true, "successCount": 19888, "successRate": 0.433743348163657, "wilsonLowerBound": 0.4292128039274535 }, "vllm": { "framework": "vllm", "modelCount": 35215, "officialConfigError": null, "officialConfigValid": true, "successCount": 2968, "successRate": 0.08428226607979554, "wilsonLowerBound": 0.08142579163296165 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 228, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6273, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030607364897178385, "wilsonLowerBound": 0.02662361262856994 }, "vllm": { "framework": "vllm", "modelCount": 9997, "officialConfigError": null, "officialConfigValid": true, "successCount": 728, "successRate": 0.07282184655396619, "wilsonLowerBound": 0.06789056951143375 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5388, "officialConfigError": null, "officialConfigValid": true, "successCount": 2256, "successRate": 0.41870824053452116, "wilsonLowerBound": 0.40559740978897196 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7360, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03192934782608696, "wilsonLowerBound": 0.02815049734326355 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 9925, "officialConfigError": null, "officialConfigValid": true, "successCount": 3408, "successRate": 0.34337531486146095, "wilsonLowerBound": 0.334095653006211 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 25618, "officialConfigError": null, "officialConfigValid": true, "successCount": 12883, "successRate": 0.5028885939573737, "wilsonLowerBound": 0.4967658742288555 }, "vllm": { "framework": "vllm", "modelCount": 60457, "officialConfigError": null, "officialConfigValid": true, "successCount": 5868, "successRate": 0.09706072084291315, "wilsonLowerBound": 0.09472641238077432 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12030, "officialConfigError": null, "officialConfigValid": true, "successCount": 1640, "successRate": 0.13632585203657524, "wilsonLowerBound": 0.13031003773594163 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-10T23:36:25.849467+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 886.7848101265823, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.9516630445515437, "queueFactor": 0.9739721612611569, "queueWeight": 0.9739721612611569, "recentSuccess": 46, "recentSuccessRate": 0.2911392405063291, "recentTerminal": 158, "recentWilsonLowerBound": 0.22593061913715332, "running": 8, "selectionWeight": 0.9268933122942397, "stale": false, "submissionEligible": true, "throughputPerHour": 26.333333333333332, "waiting": 23352 }, "Ascend_910-b4": { "available": true, "backlogHours": 1158.0845070422536, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.5852798185183616, "queueFactor": 0.9357465677349802, "queueWeight": 0.9357465677349802, "recentSuccess": 51, "recentSuccessRate": 0.3591549295774648, "recentTerminal": 142, "recentWilsonLowerBound": 0.28491328176623315, "running": 8, "selectionWeight": 1.4834201490780892, "stale": false, "submissionEligible": true, "throughputPerHour": 23.666666666666668, "waiting": 27408 }, "Biren_166m": { "available": true, "backlogHours": 184.9655172413793, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.21059097894959636, "queueFactor": 1.23212754006411, "queueWeight": 1.23212754006411, "recentSuccess": 24, "recentSuccessRate": 0.16551724137931034, "recentTerminal": 145, "recentWilsonLowerBound": 0.11382248778254252, "running": 8, "selectionWeight": 0.25947494485285894, "stale": false, "submissionEligible": true, "throughputPerHour": 24.166666666666668, "waiting": 4470 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1013.0, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5756886224093896, "queueFactor": 0.9547240520940933, "queueWeight": 0.9547240520940933, "recentSuccess": 22, "recentSuccessRate": 0.2619047619047619, "recentTerminal": 84, "recentWilsonLowerBound": 0.1797835031577335, "running": 7, "selectionWeight": 0.5496237743311588, "stale": false, "submissionEligible": true, "throughputPerHour": 14.0, "waiting": 14182 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 483.00000000000006, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.6522488299601541, "queueFactor": 1.0669085879731646, "queueWeight": 1.0669085879731646, "recentSuccess": 29, "recentSuccessRate": 0.2636363636363636, "recentTerminal": 110, "recentWilsonLowerBound": 0.19028206983904628, "running": 7, "selectionWeight": 0.6958898781799367, "stale": false, "submissionEligible": true, "throughputPerHour": 18.333333333333332, "waiting": 8855 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 96.78620689655172, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 8, "recentSuccessRate": 0.05517241379310345, "recentTerminal": 145, "recentWilsonLowerBound": 0.028218435934205737, "running": 5, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 24.166666666666668, "waiting": 2339 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 127.86440677966101, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 10, "recentSuccessRate": 0.05649717514124294, "recentTerminal": 177, "recentWilsonLowerBound": 0.03097395380919639, "running": 5, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 29.5, "waiting": 3772 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2398.3076923076924, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.9655087161352338, "queueFactor": 0.8389451071148742, "queueWeight": 0.8389451071148742, "recentSuccess": 14, "recentSuccessRate": 0.358974358974359, "recentTerminal": 39, "recentWilsonLowerBound": 0.22741884696491108, "running": 2, "selectionWeight": 0.8100088132784184, "stale": false, "submissionEligible": true, "throughputPerHour": 6.5, "waiting": 15589 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 795.219512195122, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.6865738868729937, "queueFactor": 0.9900251479744657, "queueWeight": 0.9900251479744657, "recentSuccess": 23, "recentSuccessRate": 0.2804878048780488, "recentTerminal": 82, "recentWilsonLowerBound": 0.1947701505650378, "running": 7, "selectionWeight": 0.6797254139468397, "stale": false, "submissionEligible": true, "throughputPerHour": 13.666666666666666, "waiting": 10868 }, "MetaX_c-500": { "available": true, "backlogHours": 574.5882352941177, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.3291518969568804, "queueFactor": 1.0394791224953055, "queueWeight": 1.0394791224953055, "recentSuccess": 24, "recentSuccessRate": 0.20168067226890757, "recentTerminal": 119, "recentWilsonLowerBound": 0.13944089576973434, "running": 4, "selectionWeight": 0.34214652501640325, "stale": false, "submissionEligible": true, "throughputPerHour": 19.833333333333332, "waiting": 11396 }, "Mthreads_s4000": { "available": true, "backlogHours": 692.4, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.05, "queueFactor": 1.0108011368146281, "queueWeight": 1.0108011368146281, "recentSuccess": 12, "recentSuccessRate": 0.06486486486486487, "recentTerminal": 185, "recentWilsonLowerBound": 0.03749099999960152, "running": 4, "selectionWeight": 0.05054005684073141, "stale": false, "submissionEligible": false, "throughputPerHour": 30.833333333333332, "waiting": 21349 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3900.2727272727275, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.399276807538317, "queueFactor": 0.7799289374621743, "queueWeight": 0.7799289374621743, "recentSuccess": 10, "recentSuccessRate": 0.45454545454545453, "recentTerminal": 22, "recentWilsonLowerBound": 0.26920014432004846, "running": 2, "selectionWeight": 1.091336473718823, "stale": false, "submissionEligible": true, "throughputPerHour": 3.6666666666666665, "waiting": 14301 }, "Vastai_va16": { "available": true, "backlogHours": 1045.322033898305, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.5382280167582378, "queueFactor": 0.9502366237168894, "queueWeight": 0.9502366237168894, "recentSuccess": 16, "recentSuccessRate": 0.2711864406779661, "recentTerminal": 59, "recentWilsonLowerBound": 0.17436824992508337, "running": 16, "selectionWeight": 0.5114439734341854, "stale": false, "submissionEligible": true, "throughputPerHour": 9.833333333333334, "waiting": 10279 }, "hygon_k100-ai": { "available": true, "backlogHours": 526.0, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.5, "queueFactor": 1.053346893879559, "queueWeight": 1.053346893879559, "recentSuccess": 44, "recentSuccessRate": 0.4444444444444444, "recentTerminal": 99, "recentWilsonLowerBound": 0.3504590472721702, "running": 6, "selectionWeight": 2.6333672346988974, "stale": false, "submissionEligible": true, "throughputPerHour": 16.5, "waiting": 8679 } }, "queueAttemptedAt": "2026-09-10T23:27:55.529104+00:00", "queueError": null, "queueUpdatedAt": "2026-09-10T23:27:55.529104+00:00", "supportedGpus": [ "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Cambricon_mlu-370-x4", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "MetaX_c-500", "Sunrise_pt-200-x1", "Ascend_910-b3", "Iluvatar_bi-100", "Biren_166m", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }