{ "communityAttemptedAt": "2026-09-27T01:15:34.750521+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-27T01:15:34.750521+00:00", "frameworkAttemptedAt": "2026-09-26T23:25:40.078539+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34198, "officialConfigError": null, "officialConfigValid": true, "successCount": 15456, "successRate": 0.4519562547517399, "wilsonLowerBound": 0.4466870773777446 }, "vllm": { "framework": "vllm", "modelCount": 38181, "officialConfigError": null, "officialConfigValid": true, "successCount": 10784, "successRate": 0.28244414761268694, "wilsonLowerBound": 0.2779504935644781 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10334, "officialConfigError": null, "officialConfigValid": true, "successCount": 4335, "successRate": 0.4194890652215986, "wilsonLowerBound": 0.4100061738757588 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64122, "officialConfigError": null, "officialConfigValid": true, "successCount": 12091, "successRate": 0.18856242787186925, "wilsonLowerBound": 0.18555345441815213 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 21815, "officialConfigError": null, "officialConfigValid": true, "successCount": 4507, "successRate": 0.20660096264038505, "wilsonLowerBound": 0.20128017173109503 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6790, "officialConfigError": null, "officialConfigValid": true, "successCount": 74, "successRate": 0.010898379970544918, "wilsonLowerBound": 0.008690623081188628 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26395, "officialConfigError": null, "officialConfigValid": true, "successCount": 3245, "successRate": 0.12293995074824778, "wilsonLowerBound": 0.11903325889759624 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16482, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10168668850867613, "wilsonLowerBound": 0.0971649021199942 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 12568, "officialConfigError": null, "officialConfigValid": true, "successCount": 5201, "successRate": 0.41382877148313174, "wilsonLowerBound": 0.4052455373267606 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24408, "officialConfigError": null, "officialConfigValid": true, "successCount": 3794, "successRate": 0.15544083906915765, "wilsonLowerBound": 0.15094953339266573 }, "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": 45990, "officialConfigError": null, "officialConfigValid": true, "successCount": 11448, "successRate": 0.24892367906066537, "wilsonLowerBound": 0.2449929180062535 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23506, "officialConfigError": null, "officialConfigValid": true, "successCount": 3092, "successRate": 0.13154088317876286, "wilsonLowerBound": 0.12728014870742704 }, "vllm": { "framework": "vllm", "modelCount": 86763, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11253644986918387, "wilsonLowerBound": 0.11045071994022279 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 42219, "officialConfigError": null, "officialConfigValid": true, "successCount": 5187, "successRate": 0.1228593761102821, "wilsonLowerBound": 0.1197622275807068 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 36647, "officialConfigError": null, "officialConfigValid": true, "successCount": 3507, "successRate": 0.09569678281987612, "wilsonLowerBound": 0.09272710607385085 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 89842, "officialConfigError": null, "officialConfigValid": true, "successCount": 21666, "successRate": 0.24115669731306072, "wilsonLowerBound": 0.2383704832017292 }, "transformers": { "framework": "transformers", "modelCount": 5353, "officialConfigError": null, "officialConfigValid": true, "successCount": 577, "successRate": 0.10779002428544741, "wilsonLowerBound": 0.09976182124253666 }, "vllm": { "framework": "vllm", "modelCount": 112719, "officialConfigError": null, "officialConfigValid": true, "successCount": 16523, "successRate": 0.1465857575031716, "wilsonLowerBound": 0.14453297651148447 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 19385, "officialConfigError": null, "officialConfigValid": true, "successCount": 3680, "successRate": 0.1898375032241424, "wilsonLowerBound": 0.18437838455653657 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43109, "officialConfigError": null, "officialConfigValid": true, "successCount": 5601, "successRate": 0.1299264654712473, "wilsonLowerBound": 0.1267854699564439 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7136, "officialConfigError": null, "officialConfigValid": true, "successCount": 612, "successRate": 0.08576233183856502, "wilsonLowerBound": 0.07948623330640471 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32116, "officialConfigError": null, "officialConfigValid": true, "successCount": 5988, "successRate": 0.1864491219329929, "wilsonLowerBound": 0.18222712215271233 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61191, "officialConfigError": null, "officialConfigValid": true, "successCount": 12401, "successRate": 0.20266052197218545, "wilsonLowerBound": 0.19949416666317507 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10062, "officialConfigError": null, "officialConfigValid": true, "successCount": 2961, "successRate": 0.29427549194991054, "wilsonLowerBound": 0.28545087928858304 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14029, "officialConfigError": null, "officialConfigValid": true, "successCount": 3529, "successRate": 0.2515503599686364, "wilsonLowerBound": 0.24443883676843695 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 63555, "officialConfigError": null, "officialConfigValid": true, "successCount": 17406, "successRate": 0.2738730233655889, "wilsonLowerBound": 0.27041970257084336 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 187, "officialConfigError": null, "officialConfigValid": true, "successCount": 125, "successRate": 0.6684491978609626, "wilsonLowerBound": 0.5981796683409485 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47174, "officialConfigError": null, "officialConfigValid": true, "successCount": 20822, "successRate": 0.4413872048162123, "wilsonLowerBound": 0.4369112081499924 }, "vllm": { "framework": "vllm", "modelCount": 37504, "officialConfigError": null, "officialConfigValid": true, "successCount": 3876, "successRate": 0.10334897610921502, "wilsonLowerBound": 0.10030855969883865 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 754, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 4.3148248291150565e-19 } }, "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": 10040, "officialConfigError": null, "officialConfigValid": true, "successCount": 743, "successRate": 0.07400398406374502, "wilsonLowerBound": 0.06904470201407993 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6353, "officialConfigError": null, "officialConfigValid": true, "successCount": 2739, "successRate": 0.4311348968991028, "wilsonLowerBound": 0.4190020694716365 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7391, "officialConfigError": null, "officialConfigValid": true, "successCount": 240, "successRate": 0.03247192531457178, "wilsonLowerBound": 0.02866754709140733 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13648, "officialConfigError": null, "officialConfigValid": true, "successCount": 4428, "successRate": 0.32444314185228607, "wilsonLowerBound": 0.31663893382137076 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27064, "officialConfigError": null, "officialConfigValid": true, "successCount": 13778, "successRate": 0.509089565474431, "wilsonLowerBound": 0.5031326483331547 }, "vllm": { "framework": "vllm", "modelCount": 63998, "officialConfigError": null, "officialConfigValid": true, "successCount": 6565, "successRate": 0.10258133066658333, "wilsonLowerBound": 0.10025439462268444 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12875, "officialConfigError": null, "officialConfigValid": true, "successCount": 1938, "successRate": 0.1505242718446602, "wilsonLowerBound": 0.14445179089486898 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-27T01:25:06.971230+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1389.9024390243903, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9013960548320039, "queueWeight": 0.9013960548320039, "recentSuccess": 53, "recentSuccessRate": 0.43089430894308944, "recentTerminal": 123, "recentWilsonLowerBound": 0.3467817606577312, "running": 9, "selectionWeight": 2.25349013708001, "stale": false, "submissionEligible": true, "throughputPerHour": 20.5, "waiting": 28493 }, "Biren_166m": { "available": true, "backlogHours": 120.45226130653268, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3528105306129045, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 38, "recentSuccessRate": 0.19095477386934673, "recentTerminal": 199, "recentWilsonLowerBound": 0.14240049156155604, "running": 8, "selectionWeight": 0.4586536897967759, "stale": false, "submissionEligible": false, "throughputPerHour": 33.166666666666664, "waiting": 3995 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1255.0, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.561822197523631, "queueFactor": 0.915306911269635, "queueWeight": 0.915306911269635, "recentSuccess": 19, "recentSuccessRate": 0.2638888888888889, "recentTerminal": 72, "recentWilsonLowerBound": 0.17593641596552725, "running": 7, "selectionWeight": 0.5142397402980735, "stale": false, "submissionEligible": true, "throughputPerHour": 12.0, "waiting": 15060 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 459.42105263157896, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.25911244086694074, "queueFactor": 1.0642206131406218, "queueWeight": 1.0642206131406218, "recentSuccess": 21, "recentSuccessRate": 0.18421052631578946, "recentTerminal": 114, "recentWilsonLowerBound": 0.12375939628073249, "running": 7, "selectionWeight": 0.27575280069177877, "stale": false, "submissionEligible": false, "throughputPerHour": 19.0, "waiting": 8729 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 43.74375, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 12, "recentSuccessRate": 0.0375, "recentTerminal": 320, "recentWilsonLowerBound": 0.021579288796761856, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 53.333333333333336, "waiting": 2333 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 139.52884615384616, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.4131793599089607, "queueFactor": 1.2725173139365884, "queueWeight": 1.2725173139365884, "recentSuccess": 42, "recentSuccessRate": 0.20192307692307693, "recentTerminal": 208, "recentWilsonLowerBound": 0.15300019311684493, "running": 15, "selectionWeight": 0.5257778892453896, "stale": false, "submissionEligible": true, "throughputPerHour": 34.666666666666664, "waiting": 4837 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2821.411764705882, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.102275721157512, "queueFactor": 0.8105752325447532, "queueWeight": 0.8105752325447532, "recentSuccess": 13, "recentSuccessRate": 0.38235294117647056, "recentTerminal": 34, "recentWilsonLowerBound": 0.23899964851608782, "running": 2, "selectionWeight": 0.8934773990056858, "stale": false, "submissionEligible": true, "throughputPerHour": 5.666666666666667, "waiting": 15988 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 412.1870503597122, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5954393488373053, "queueFactor": 1.0816808697402311, "queueWeight": 1.0816808697402311, "recentSuccess": 34, "recentSuccessRate": 0.2446043165467626, "recentTerminal": 139, "recentWilsonLowerBound": 0.1806457915188509, "running": 8, "selectionWeight": 0.6440753527278933, "stale": false, "submissionEligible": true, "throughputPerHour": 23.166666666666668, "waiting": 9549 }, "MetaX_c-500": { "available": true, "backlogHours": 615.26213592233, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.0079100046835723, "queueFactor": 1.0186014080436125, "queueWeight": 1.0186014080436125, "recentSuccess": 32, "recentSuccessRate": 0.3106796116504854, "recentTerminal": 103, "recentWilsonLowerBound": 0.22947203591885548, "running": 6, "selectionWeight": 1.0266585499519307, "stale": false, "submissionEligible": true, "throughputPerHour": 17.166666666666668, "waiting": 10562 }, "Mthreads_s4000": { "available": true, "backlogHours": 2536.7999999999997, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.236977229961683, "queueFactor": 0.8236076391595948, "queueWeight": 0.8236076391595948, "recentSuccess": 23, "recentSuccessRate": 0.46, "recentTerminal": 50, "recentWilsonLowerBound": 0.3296943460178264, "running": 4, "selectionWeight": 1.8423915352225118, "stale": false, "submissionEligible": true, "throughputPerHour": 8.333333333333334, "waiting": 21140 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3185.032258064516, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6326490689133484, "queueFactor": 0.7959691306565881, "queueWeight": 0.7959691306565881, "recentSuccess": 10, "recentSuccessRate": 0.3225806451612903, "recentTerminal": 31, "recentWilsonLowerBound": 0.18569230747313034, "running": 2, "selectionWeight": 0.5035691293936578, "stale": false, "submissionEligible": true, "throughputPerHour": 5.166666666666667, "waiting": 16456 }, "Vastai_va16": { "available": true, "backlogHours": 695.7, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.7699071915662841, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 33, "recentSuccessRate": 0.275, "recentTerminal": 120, "recentWilsonLowerBound": 0.20302779841476157, "running": 16, "selectionWeight": 0.7699071915662841, "stale": false, "submissionEligible": true, "throughputPerHour": 20.0, "waiting": 13914 }, "hygon_k100-ai": { "available": true, "backlogHours": 898.2931034482759, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.3569641673054039, "queueFactor": 0.9623888676282553, "queueWeight": 0.9623888676282553, "recentSuccess": 24, "recentSuccessRate": 0.20689655172413793, "recentTerminal": 116, "recentWilsonLowerBound": 0.14316009603424576, "running": 7, "selectionWeight": 0.34353834075691075, "stale": false, "submissionEligible": false, "throughputPerHour": 19.333333333333332, "waiting": 17367 } }, "queueAttemptedAt": "2026-09-27T01:15:34.750521+00:00", "queueError": null, "queueUpdatedAt": "2026-09-27T01:15:34.750521+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 }