{ "communityAttemptedAt": "2026-09-28T14:58:50.779254+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-28T14:58:50.779254+00:00", "frameworkAttemptedAt": "2026-09-28T09:02:33.955118+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34437, "officialConfigError": null, "officialConfigValid": true, "successCount": 15637, "successRate": 0.45407555826581875, "wilsonLowerBound": 0.44882232783777953 }, "vllm": { "framework": "vllm", "modelCount": 38352, "officialConfigError": null, "officialConfigValid": true, "successCount": 10809, "successRate": 0.2818366708385482, "wilsonLowerBound": 0.27735599994304144 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10541, "officialConfigError": null, "officialConfigValid": true, "successCount": 4427, "successRate": 0.4199791291148847, "wilsonLowerBound": 0.4105877852368915 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64126, "officialConfigError": null, "officialConfigValid": true, "successCount": 12091, "successRate": 0.18855066587655553, "wilsonLowerBound": 0.185541858867957 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 22694, "officialConfigError": null, "officialConfigValid": true, "successCount": 4685, "successRate": 0.20644223142680884, "wilsonLowerBound": 0.20122602733579256 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6892, "officialConfigError": null, "officialConfigValid": true, "successCount": 75, "successRate": 0.010882182240278584, "wilsonLowerBound": 0.00869080114139639 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26440, "officialConfigError": null, "officialConfigValid": true, "successCount": 3249, "successRate": 0.12288199697428139, "wilsonLowerBound": 0.11897939502674176 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16487, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10165585006368653, "wilsonLowerBound": 0.0971353627253932 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 12843, "officialConfigError": null, "officialConfigValid": true, "successCount": 5292, "successRate": 0.41205325858444286, "wilsonLowerBound": 0.40356806663747236 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24437, "officialConfigError": null, "officialConfigValid": true, "successCount": 3796, "successRate": 0.15533821663870362, "wilsonLowerBound": 0.15085078423640036 }, "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": 46521, "officialConfigError": null, "officialConfigValid": true, "successCount": 11582, "successRate": 0.24896283398895122, "wilsonLowerBound": 0.2450542402100504 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23537, "officialConfigError": null, "officialConfigValid": true, "successCount": 3093, "successRate": 0.1314101202362238, "wilsonLowerBound": 0.12715399559715393 }, "vllm": { "framework": "vllm", "modelCount": 86787, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11250532913915678, "wilsonLowerBound": 0.11042014049167657 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 42751, "officialConfigError": null, "officialConfigValid": true, "successCount": 5237, "successRate": 0.12250005847816425, "wilsonLowerBound": 0.119425977739279 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 37655, "officialConfigError": null, "officialConfigValid": true, "successCount": 3537, "successRate": 0.09393174877174346, "wilsonLowerBound": 0.09102636181874274 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90162, "officialConfigError": null, "officialConfigValid": true, "successCount": 21858, "successRate": 0.2424302921408132, "wilsonLowerBound": 0.2396439397927536 }, "transformers": { "framework": "transformers", "modelCount": 5376, "officialConfigError": null, "officialConfigValid": true, "successCount": 579, "successRate": 0.10770089285714286, "wilsonLowerBound": 0.09969236203067001 }, "vllm": { "framework": "vllm", "modelCount": 112744, "officialConfigError": null, "officialConfigValid": true, "successCount": 16525, "successRate": 0.14657099269140708, "wilsonLowerBound": 0.14451852458938483 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 19944, "officialConfigError": null, "officialConfigValid": true, "successCount": 3699, "successRate": 0.18546931407942238, "wilsonLowerBound": 0.18013570930201453 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43220, "officialConfigError": null, "officialConfigValid": true, "successCount": 5623, "successRate": 0.13010180472003702, "wilsonLowerBound": 0.1269629692050001 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7281, "officialConfigError": null, "officialConfigValid": true, "successCount": 639, "successRate": 0.08776266996291718, "wilsonLowerBound": 0.0814787962129998 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32305, "officialConfigError": null, "officialConfigValid": true, "successCount": 6073, "successRate": 0.18798947531341897, "wilsonLowerBound": 0.18376608520516255 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61232, "officialConfigError": null, "officialConfigValid": true, "successCount": 12402, "successRate": 0.20254115495165925, "wilsonLowerBound": 0.19937656059636483 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10526, "officialConfigError": null, "officialConfigValid": true, "successCount": 3094, "successRate": 0.2939388181645449, "wilsonLowerBound": 0.28531215731205956 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14173, "officialConfigError": null, "officialConfigValid": true, "successCount": 3567, "successRate": 0.2516757214421788, "wilsonLowerBound": 0.24459885165059186 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 64007, "officialConfigError": null, "officialConfigValid": true, "successCount": 17540, "successRate": 0.27403252769228365, "wilsonLowerBound": 0.27059073716342863 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 255, "officialConfigError": null, "officialConfigValid": true, "successCount": 163, "successRate": 0.6392156862745098, "wilsonLowerBound": 0.5786089057576913 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47289, "officialConfigError": null, "officialConfigValid": true, "successCount": 20902, "successRate": 0.442005540400516, "wilsonLowerBound": 0.43753427881902085 }, "vllm": { "framework": "vllm", "modelCount": 37712, "officialConfigError": null, "officialConfigValid": true, "successCount": 3965, "successRate": 0.10513894781501909, "wilsonLowerBound": 0.10208324190530232 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 781, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6282, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030563514804202482, "wilsonLowerBound": 0.02658539726335166 }, "vllm": { "framework": "vllm", "modelCount": 10042, "officialConfigError": null, "officialConfigValid": true, "successCount": 744, "successRate": 0.07408882692690699, "wilsonLowerBound": 0.06912729387165777 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6433, "officialConfigError": null, "officialConfigValid": true, "successCount": 2779, "successRate": 0.4319912948857454, "wilsonLowerBound": 0.4199304422146353 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7395, "officialConfigError": null, "officialConfigValid": true, "successCount": 241, "successRate": 0.032589587559161595, "wilsonLowerBound": 0.02877906662631195 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14125, "officialConfigError": null, "officialConfigValid": true, "successCount": 4587, "successRate": 0.3247433628318584, "wilsonLowerBound": 0.3170692665129332 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27181, "officialConfigError": null, "officialConfigValid": true, "successCount": 13847, "successRate": 0.5094367388984953, "wilsonLowerBound": 0.5034926846499258 }, "vllm": { "framework": "vllm", "modelCount": 64294, "officialConfigError": null, "officialConfigValid": true, "successCount": 6631, "successRate": 0.10313559585653405, "wilsonLowerBound": 0.10080833425392248 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12946, "officialConfigError": null, "officialConfigValid": true, "successCount": 1969, "successRate": 0.152093310675112, "wilsonLowerBound": 0.14601046860595066 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-28T15:01:44.159819+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1272.6569343065694, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.7417466756880642, "queueFactor": 0.9510970131596882, "queueWeight": 0.9510970131596882, "recentSuccess": 42, "recentSuccessRate": 0.30656934306569344, "recentTerminal": 137, "recentWilsonLowerBound": 0.2355151585395569, "running": 8, "selectionWeight": 1.6565700609277338, "stale": false, "submissionEligible": true, "throughputPerHour": 22.833333333333332, "waiting": 29059 }, "Biren_166m": { "available": true, "backlogHours": 152.1573033707865, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.13609579894226911, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 20, "recentSuccessRate": 0.11235955056179775, "recentTerminal": 178, "recentWilsonLowerBound": 0.07392192832223898, "running": 8, "selectionWeight": 0.17692453862494986, "stale": false, "submissionEligible": false, "throughputPerHour": 29.666666666666668, "waiting": 4514 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1528.8196721311476, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.6945047623317064, "queueFactor": 0.9252904518758602, "queueWeight": 0.9252904518758602, "recentSuccess": 15, "recentSuccessRate": 0.2459016393442623, "recentTerminal": 61, "recentWilsonLowerBound": 0.15506522999562844, "running": 8, "selectionWeight": 0.6426186253678415, "stale": false, "submissionEligible": true, "throughputPerHour": 10.166666666666666, "waiting": 15543 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 496.55555555555554, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.26843555937603064, "queueFactor": 1.0953082106881025, "queueWeight": 1.0953082106881025, "recentSuccess": 17, "recentSuccessRate": 0.1574074074074074, "recentTerminal": 108, "recentWilsonLowerBound": 0.1006611927381274, "running": 7, "selectionWeight": 0.29401967222522, "stale": false, "submissionEligible": false, "throughputPerHour": 18.0, "waiting": 8938 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 37.8876404494382, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 14, "recentSuccessRate": 0.03932584269662921, "recentTerminal": 356, "recentWilsonLowerBound": 0.02356754370547121, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 59.333333333333336, "waiting": 2248 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 104.5121107266436, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.47672762924307727, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 49, "recentSuccessRate": 0.1695501730103806, "recentTerminal": 289, "recentWilsonLowerBound": 0.13068913112622332, "running": 2, "selectionWeight": 0.6197459180160004, "stale": false, "submissionEligible": false, "throughputPerHour": 48.166666666666664, "waiting": 5034 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2376.7317073170734, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 2.5, "queueFactor": 0.8660331096882652, "queueWeight": 0.8660331096882652, "recentSuccess": 17, "recentSuccessRate": 0.4146341463414634, "recentTerminal": 41, "recentWilsonLowerBound": 0.2775633082533015, "running": 2, "selectionWeight": 2.165082774220663, "stale": false, "submissionEligible": true, "throughputPerHour": 6.833333333333333, "waiting": 16241 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 515.3454545454546, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5861854363242197, "queueFactor": 1.0892228727171214, "queueWeight": 1.0892228727171214, "recentSuccess": 23, "recentSuccessRate": 0.20909090909090908, "recentTerminal": 110, "recentWilsonLowerBound": 0.1435626967427802, "running": 8, "selectionWeight": 0.6384865848980058, "stale": false, "submissionEligible": false, "throughputPerHour": 18.333333333333332, "waiting": 9448 }, "MetaX_c-500": { "available": true, "backlogHours": 568.8648648648649, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.2952107171402809, "queueFactor": 1.0731987382071495, "queueWeight": 1.0731987382071495, "recentSuccess": 18, "recentSuccessRate": 0.16216216216216217, "recentTerminal": 111, "recentWilsonLowerBound": 0.10510689256844917, "running": 4, "selectionWeight": 0.3168197691401772, "stale": false, "submissionEligible": false, "throughputPerHour": 18.5, "waiting": 10524 }, "Mthreads_s4000": { "available": true, "backlogHours": 1892.8285714285714, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.653069879744418, "queueFactor": 0.8961172297103761, "queueWeight": 0.8961172297103761, "recentSuccess": 23, "recentSuccessRate": 0.32857142857142857, "recentTerminal": 70, "recentWilsonLowerBound": 0.2299871182671781, "running": 4, "selectionWeight": 1.4813444011542325, "stale": false, "submissionEligible": true, "throughputPerHour": 11.666666666666666, "waiting": 22083 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2991.529411764706, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6083969268412306, "queueFactor": 0.8366571531438791, "queueWeight": 0.8366571531438791, "recentSuccess": 9, "recentSuccessRate": 0.2647058823529412, "recentTerminal": 34, "recentWilsonLowerBound": 0.14601027541553793, "running": 2, "selectionWeight": 0.5090196407924689, "stale": false, "submissionEligible": false, "throughputPerHour": 5.666666666666667, "waiting": 16952 }, "Vastai_va16": { "available": true, "backlogHours": 911.0526315789473, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 1.024830018033082, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 25, "recentSuccessRate": 0.2631578947368421, "recentTerminal": 95, "recentWilsonLowerBound": 0.18506401390488098, "running": 16, "selectionWeight": 1.024830018033082, "stale": false, "submissionEligible": true, "throughputPerHour": 15.833333333333334, "waiting": 14425 }, "hygon_k100-ai": { "available": true, "backlogHours": 1038.8490566037735, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.9802819532837664, "queueFactor": 0.9805023809021522, "queueWeight": 0.9805023809021522, "recentSuccess": 27, "recentSuccessRate": 0.25471698113207547, "recentTerminal": 106, "recentWilsonLowerBound": 0.18136307591306167, "running": 6, "selectionWeight": 0.9611687891501454, "stale": false, "submissionEligible": true, "throughputPerHour": 17.666666666666668, "waiting": 18353 } }, "queueAttemptedAt": "2026-09-28T14:53:53.973413+00:00", "queueError": null, "queueUpdatedAt": "2026-09-28T14:53:53.973413+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "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 }