{ "communityAttemptedAt": "2026-09-27T03:07:56.148586+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-27T03:07:56.148586+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": "2026-09-27T03:15:45.076101+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1357.6666666666667, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.220941962119494, "queueFactor": 0.9272563574744008, "queueWeight": 0.9272563574744008, "recentSuccess": 57, "recentSuccessRate": 0.4523809523809524, "recentTerminal": 126, "recentWilsonLowerBound": 0.3681650881010735, "running": 9, "selectionWeight": 2.059382553956971, "stale": false, "submissionEligible": true, "throughputPerHour": 21.0, "waiting": 28511 }, "Biren_166m": { "available": true, "backlogHours": 135.53932584269663, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.24498932407168283, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 33, "recentSuccessRate": 0.1853932584269663, "recentTerminal": 178, "recentWilsonLowerBound": 0.13516532962233857, "running": 9, "selectionWeight": 0.3184861212931877, "stale": false, "submissionEligible": false, "throughputPerHour": 29.666666666666668, "waiting": 4021 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1393.8461538461538, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5538479288614327, "queueFactor": 0.9236056198095131, "queueWeight": 0.9236056198095131, "recentSuccess": 19, "recentSuccessRate": 0.2923076923076923, "recentTerminal": 65, "recentWilsonLowerBound": 0.19583261556264242, "running": 8, "selectionWeight": 0.5115370596162787, "stale": false, "submissionEligible": true, "throughputPerHour": 10.833333333333334, "waiting": 15100 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 476.5636363636364, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.21879398711082543, "queueFactor": 1.0849273507525916, "queueWeight": 1.0849273507525916, "recentSuccess": 21, "recentSuccessRate": 0.19090909090909092, "recentTerminal": 110, "recentWilsonLowerBound": 0.12839312602494252, "running": 7, "selectionWeight": 0.2373755807967445, "stale": false, "submissionEligible": false, "throughputPerHour": 18.333333333333332, "waiting": 8737 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 40.94642857142857, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 10, "recentSuccessRate": 0.02976190476190476, "recentTerminal": 336, "recentWilsonLowerBound": 0.016244723626680543, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 56.0, "waiting": 2293 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 101.76760563380282, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.21284206154226995, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 47, "recentSuccessRate": 0.16549295774647887, "recentTerminal": 284, "recentWilsonLowerBound": 0.1267935790921542, "running": 19, "selectionWeight": 0.27669468000495095, "stale": false, "submissionEligible": false, "throughputPerHour": 47.333333333333336, "waiting": 4817 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 3198.2, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.9139607953264686, "queueFactor": 0.8154229868554022, "queueWeight": 0.8154229868554022, "recentSuccess": 12, "recentSuccessRate": 0.4, "recentTerminal": 30, "recentWilsonLowerBound": 0.24590394326083398, "running": 2, "selectionWeight": 0.7452646415938479, "stale": false, "submissionEligible": true, "throughputPerHour": 5.0, "waiting": 15991 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 404.32394366197184, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.40853070975134803, "queueFactor": 1.112011743938155, "queueWeight": 1.112011743938155, "recentSuccess": 33, "recentSuccessRate": 0.2323943661971831, "recentTerminal": 142, "recentWilsonLowerBound": 0.17053347753691167, "running": 8, "selectionWeight": 0.45429094700288875, "stale": false, "submissionEligible": true, "throughputPerHour": 23.666666666666668, "waiting": 9569 }, "MetaX_c-500": { "available": true, "backlogHours": 555.9473684210526, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5242145753574353, "queueFactor": 1.0601412693127528, "queueWeight": 1.0601412693127528, "recentSuccess": 30, "recentSuccessRate": 0.2631578947368421, "recentTerminal": 114, "recentWilsonLowerBound": 0.19099844110067174, "running": 4, "selectionWeight": 0.5557415053116772, "stale": false, "submissionEligible": true, "throughputPerHour": 19.0, "waiting": 10563 }, "Mthreads_s4000": { "available": true, "backlogHours": 2350.1111111111113, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8539954042719214, "queueWeight": 0.8539954042719214, "recentSuccess": 28, "recentSuccessRate": 0.5185185185185185, "recentTerminal": 54, "recentWilsonLowerBound": 0.38851475048465434, "running": 4, "selectionWeight": 2.1349885106798037, "stale": false, "submissionEligible": true, "throughputPerHour": 9.0, "waiting": 21151 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 4939.5, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.0174867925272553, "queueFactor": 0.7639524789375303, "queueWeight": 0.7639524789375303, "recentSuccess": 9, "recentSuccessRate": 0.45, "recentTerminal": 20, "recentWilsonLowerBound": 0.25819502085709295, "running": 2, "selectionWeight": 0.7773115574373932, "stale": false, "submissionEligible": true, "throughputPerHour": 3.3333333333333335, "waiting": 16465 }, "Vastai_va16": { "available": true, "backlogHours": 820.5882352941177, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.7379732054746349, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 31, "recentSuccessRate": 0.30392156862745096, "recentTerminal": 102, "recentWilsonLowerBound": 0.223122897734759, "running": 16, "selectionWeight": 0.7379732054746349, "stale": false, "submissionEligible": true, "throughputPerHour": 17.0, "waiting": 13950 }, "hygon_k100-ai": { "available": true, "backlogHours": 1090.25, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.4774605508660517, "queueFactor": 0.958274383165484, "queueWeight": 0.958274383165484, "recentSuccess": 25, "recentSuccessRate": 0.2604166666666667, "recentTerminal": 96, "recentWilsonLowerBound": 0.18305777843717666, "running": 6, "selectionWeight": 0.4575382148670179, "stale": false, "submissionEligible": true, "throughputPerHour": 16.0, "waiting": 17444 } }, "queueAttemptedAt": "2026-09-27T03:15:45.076101+00:00", "queueError": null, "queueUpdatedAt": "2026-09-27T03:15:45.076101+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 }