{ "communityAttemptedAt": "2026-09-12T19:27:33.717830+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-12T19:27:33.717830+00:00", "frameworkAttemptedAt": "2026-09-12T14:19:16.716321+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 38626, "officialConfigError": null, "officialConfigValid": true, "successCount": 18499, "successRate": 0.4789261119453218, "wilsonLowerBound": 0.47394649632540753 }, "vllm": { "framework": "vllm", "modelCount": 51058, "officialConfigError": null, "officialConfigValid": true, "successCount": 14417, "successRate": 0.282365153355008, "wilsonLowerBound": 0.278476995171167 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1977, "officialConfigError": null, "officialConfigValid": true, "successCount": 521, "successRate": 0.2635306019221042, "wilsonLowerBound": 0.24458278760933333 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 31746, "officialConfigError": null, "officialConfigValid": true, "successCount": 13740, "successRate": 0.4328104328104328, "wilsonLowerBound": 0.4273685342590876 }, "vllm": { "framework": "vllm", "modelCount": 36806, "officialConfigError": null, "officialConfigValid": true, "successCount": 10515, "successRate": 0.2856871162310493, "wilsonLowerBound": 0.28109451387627166 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7434, "officialConfigError": null, "officialConfigValid": true, "successCount": 3316, "successRate": 0.44605864944847995, "wilsonLowerBound": 0.43478954426745703 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63829, "officialConfigError": null, "officialConfigValid": true, "successCount": 12064, "successRate": 0.1890049977283053, "wilsonLowerBound": 0.18598641219294149 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14919, "officialConfigError": null, "officialConfigValid": true, "successCount": 2988, "successRate": 0.2002815202091293, "wilsonLowerBound": 0.19393696740039917 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5372, "officialConfigError": null, "officialConfigValid": true, "successCount": 44, "successRate": 0.008190618019359643, "wilsonLowerBound": 0.006107189758101726 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26015, "officialConfigError": null, "officialConfigValid": true, "successCount": 3195, "successRate": 0.12281376129156256, "wilsonLowerBound": 0.11888082074854388 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16456, "officialConfigError": null, "officialConfigValid": true, "successCount": 1672, "successRate": 0.10160427807486631, "wilsonLowerBound": 0.09708067184513666 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 9814, "officialConfigError": null, "officialConfigValid": true, "successCount": 4236, "successRate": 0.4316282861218667, "wilsonLowerBound": 0.4218574131361622 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24057, "officialConfigError": null, "officialConfigValid": true, "successCount": 3775, "successRate": 0.1569189840794779, "wilsonLowerBound": 0.1523775082500972 }, "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": 40230, "officialConfigError": null, "officialConfigValid": true, "successCount": 10168, "successRate": 0.2527467064379816, "wilsonLowerBound": 0.24852369167391092 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 22954, "officialConfigError": null, "officialConfigValid": true, "successCount": 3031, "successRate": 0.13204670209985186, "wilsonLowerBound": 0.12772856208412017 }, "vllm": { "framework": "vllm", "modelCount": 86511, "officialConfigError": null, "officialConfigValid": true, "successCount": 9762, "successRate": 0.11284114158893088, "wilsonLowerBound": 0.11074990080814069 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 38920, "officialConfigError": null, "officialConfigValid": true, "successCount": 4767, "successRate": 0.12248201438848921, "wilsonLowerBound": 0.11926210073586753 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 27114, "officialConfigError": null, "officialConfigValid": true, "successCount": 3275, "successRate": 0.12078630965552851, "wilsonLowerBound": 0.11696097257592296 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 87668, "officialConfigError": null, "officialConfigValid": true, "successCount": 20458, "successRate": 0.23335766756399143, "wilsonLowerBound": 0.23056948543030997 }, "transformers": { "framework": "transformers", "modelCount": 5084, "officialConfigError": null, "officialConfigValid": true, "successCount": 562, "successRate": 0.11054287962234462, "wilsonLowerBound": 0.10221569677186716 }, "vllm": { "framework": "vllm", "modelCount": 112448, "officialConfigError": null, "officialConfigValid": true, "successCount": 16504, "successRate": 0.146770062606716, "wilsonLowerBound": 0.14471374195355594 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 15805, "officialConfigError": null, "officialConfigValid": true, "successCount": 3221, "successRate": 0.20379626700411263, "wilsonLowerBound": 0.19758846020016793 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42606, "officialConfigError": null, "officialConfigValid": true, "successCount": 5539, "successRate": 0.13000516359198236, "wilsonLowerBound": 0.12684504698914276 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6178, "officialConfigError": null, "officialConfigValid": true, "successCount": 480, "successRate": 0.07769504694075753, "wilsonLowerBound": 0.07127916994158515 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 198, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18181818181818182, "wilsonLowerBound": 0.1343204258911728 }, "vllm": { "framework": "vllm", "modelCount": 30162, "officialConfigError": null, "officialConfigValid": true, "successCount": 5191, "successRate": 0.1721039718851535, "wilsonLowerBound": 0.16788579827164005 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60759, "officialConfigError": null, "officialConfigValid": true, "successCount": 12379, "successRate": 0.20373936371566354, "wilsonLowerBound": 0.20055544358638108 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6343, "officialConfigError": null, "officialConfigValid": true, "successCount": 1877, "successRate": 0.29591675863156236, "wilsonLowerBound": 0.28480975441903006 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11937, "officialConfigError": null, "officialConfigValid": true, "successCount": 3120, "successRate": 0.26137220407137474, "wilsonLowerBound": 0.25356760499007713 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 58830, "officialConfigError": null, "officialConfigValid": true, "successCount": 16014, "successRate": 0.2722080571137175, "wilsonLowerBound": 0.2686262634554784 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46002, "officialConfigError": null, "officialConfigValid": true, "successCount": 19992, "successRate": 0.43458980044345896, "wilsonLowerBound": 0.4300655410632596 }, "vllm": { "framework": "vllm", "modelCount": 35595, "officialConfigError": null, "officialConfigValid": true, "successCount": 3067, "successRate": 0.08616378704874281, "wilsonLowerBound": 0.08329312937803489 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 266, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6275, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03059760956175299, "wilsonLowerBound": 0.026615110833495575 }, "vllm": { "framework": "vllm", "modelCount": 10003, "officialConfigError": null, "officialConfigValid": true, "successCount": 730, "successRate": 0.0729781065680296, "wilsonLowerBound": 0.06804317517685986 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5518, "officialConfigError": null, "officialConfigValid": true, "successCount": 2313, "successRate": 0.4191736136281261, "wilsonLowerBound": 0.4062150216313554 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7366, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.0319033396687483, "wilsonLowerBound": 0.028127525443756914 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10366, "officialConfigError": null, "officialConfigValid": true, "successCount": 3565, "successRate": 0.3439127918194096, "wilsonLowerBound": 0.334827722530341 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 25916, "officialConfigError": null, "officialConfigValid": true, "successCount": 13083, "successRate": 0.5048232751967896, "wilsonLowerBound": 0.4987357509818255 }, "vllm": { "framework": "vllm", "modelCount": 60577, "officialConfigError": null, "officialConfigValid": true, "successCount": 5889, "successRate": 0.09721511464747347, "wilsonLowerBound": 0.09488141208956657 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12185, "officialConfigError": null, "officialConfigValid": true, "successCount": 1705, "successRate": 0.13992613869511694, "wilsonLowerBound": 0.13387983491033548 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-12T19:34:48.937194+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 964.9655172413793, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.0913690127750901, "queueFactor": 1.0057984573012997, "queueWeight": 1.0057984573012997, "recentSuccess": 49, "recentSuccessRate": 0.33793103448275863, "recentTerminal": 145, "recentWilsonLowerBound": 0.266008445183985, "running": 8, "selectionWeight": 1.0976972693956282, "stale": false, "submissionEligible": true, "throughputPerHour": 24.166666666666668, "waiting": 23320 }, "Ascend_910-b4": { "available": true, "backlogHours": 1253.8625954198474, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.9463564595558136, "queueFactor": 0.9670529236637257, "queueWeight": 0.9670529236637257, "recentSuccess": 56, "recentSuccessRate": 0.42748091603053434, "recentTerminal": 131, "recentWilsonLowerBound": 0.34601929472299015, "running": 8, "selectionWeight": 1.8822297047052277, "stale": false, "submissionEligible": true, "throughputPerHour": 21.833333333333332, "waiting": 27376 }, "Biren_166m": { "available": true, "backlogHours": 182.85906040268458, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.33942111075278664, "queueFactor": 1.2908336008519001, "queueWeight": 1.2908336008519001, "recentSuccess": 32, "recentSuccessRate": 0.21476510067114093, "recentTerminal": 149, "recentWilsonLowerBound": 0.15643541386906065, "running": 8, "selectionWeight": 0.43813617459817117, "stale": false, "submissionEligible": true, "throughputPerHour": 24.833333333333332, "waiting": 4541 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1397.1290322580644, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4554695015288023, "queueFactor": 0.9514856804768246, "queueWeight": 0.9514856804768246, "recentSuccess": 17, "recentSuccessRate": 0.27419354838709675, "recentTerminal": 62, "recentWilsonLowerBound": 0.17880918599092133, "running": 7, "selectionWeight": 0.4333727085985725, "stale": false, "submissionEligible": true, "throughputPerHour": 10.333333333333334, "waiting": 14437 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 447.8135593220339, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.48669819222080085, "queueFactor": 1.1285560892342221, "queueWeight": 1.1285560892342221, "recentSuccess": 30, "recentSuccessRate": 0.2542372881355932, "recentTerminal": 118, "recentWilsonLowerBound": 0.18428115742871232, "running": 8, "selectionWeight": 0.5492662084500727, "stale": false, "submissionEligible": true, "throughputPerHour": 19.666666666666668, "waiting": 8807 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 41.653179190751445, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 15, "recentSuccessRate": 0.04335260115606936, "recentTerminal": 346, "recentWilsonLowerBound": 0.02644535459789092, "running": 26, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 57.666666666666664, "waiting": 2402 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 102.64102564102564, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.06426515564277496, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 25, "recentSuccessRate": 0.10683760683760683, "recentTerminal": 234, "recentWilsonLowerBound": 0.0734186355061914, "running": 5, "selectionWeight": 0.08354470233560746, "stale": false, "submissionEligible": true, "throughputPerHour": 39.0, "waiting": 4003 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2587.8333333333335, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.9341229277972549, "queueFactor": 0.8674556676674942, "queueWeight": 0.8674556676674942, "recentSuccess": 14, "recentSuccessRate": 0.3888888888888889, "recentTerminal": 36, "recentWilsonLowerBound": 0.24784655417822946, "running": 2, "selectionWeight": 0.8103102280158822, "stale": false, "submissionEligible": true, "throughputPerHour": 6.0, "waiting": 15527 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 1065.6774193548385, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4554695015288023, "queueFactor": 0.9909320376953878, "queueWeight": 0.9909320376953878, "recentSuccess": 17, "recentSuccessRate": 0.27419354838709675, "recentTerminal": 62, "recentWilsonLowerBound": 0.17880918599092133, "running": 8, "selectionWeight": 0.4513393212580386, "stale": false, "submissionEligible": true, "throughputPerHour": 10.333333333333334, "waiting": 11012 }, "MetaX_c-500": { "available": true, "backlogHours": 862.9367088607595, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.40902220446570997, "queueFactor": 1.0228004082262383, "queueWeight": 1.0228004082262383, "recentSuccess": 20, "recentSuccessRate": 0.25316455696202533, "recentTerminal": 79, "recentWilsonLowerBound": 0.1702773604894678, "running": 4, "selectionWeight": 0.4183480777011241, "stale": false, "submissionEligible": true, "throughputPerHour": 13.166666666666666, "waiting": 11362 }, "Mthreads_s4000": { "available": true, "backlogHours": 1920.358208955224, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.6505758168747313, "queueFactor": 0.9071526996742344, "queueWeight": 0.9071526996742344, "recentSuccess": 29, "recentSuccessRate": 0.43283582089552236, "recentTerminal": 67, "recentWilsonLowerBound": 0.32104123341736546, "running": 4, "selectionWeight": 1.4973243082949172, "stale": false, "submissionEligible": true, "throughputPerHour": 11.166666666666666, "waiting": 21444 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3207.1111111111113, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.4992743253980465, "queueFactor": 0.839983264307901, "queueWeight": 0.839983264307901, "recentSuccess": 9, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 27, "recentWilsonLowerBound": 0.1864305444359335, "running": 2, "selectionWeight": 0.4193820776329763, "stale": false, "submissionEligible": true, "throughputPerHour": 4.5, "waiting": 14432 }, "Vastai_va16": { "available": true, "backlogHours": 1040.8064516129032, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.384441910706066, "queueFactor": 0.9944483647604371, "queueWeight": 0.9944483647604371, "recentSuccess": 16, "recentSuccessRate": 0.25806451612903225, "recentTerminal": 62, "recentWilsonLowerBound": 0.16554737249309678, "running": 16, "selectionWeight": 0.3823076294470253, "stale": false, "submissionEligible": true, "throughputPerHour": 10.333333333333334, "waiting": 10755 }, "hygon_k100-ai": { "available": true, "backlogHours": 692.6666666666666, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.5, "queueFactor": 1.0570830059872214, "queueWeight": 1.0570830059872214, "recentSuccess": 40, "recentSuccessRate": 0.49382716049382713, "recentTerminal": 81, "recentWilsonLowerBound": 0.38771930018551176, "running": 7, "selectionWeight": 2.6427075149680537, "stale": false, "submissionEligible": true, "throughputPerHour": 13.5, "waiting": 9351 } }, "queueAttemptedAt": "2026-09-12T19:34:48.937194+00:00", "queueError": null, "queueUpdatedAt": "2026-09-12T19:34:48.937194+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", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Biren_166m", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }