{ "communityAttemptedAt": "2026-09-27T15:20:11.375218+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-27T15:20:11.375218+00:00", "frameworkAttemptedAt": "2026-09-27T11:27:14.277836+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34287, "officialConfigError": null, "officialConfigValid": true, "successCount": 15527, "successRate": 0.45285385131390904, "wilsonLowerBound": 0.4475905003855942 }, "vllm": { "framework": "vllm", "modelCount": 38225, "officialConfigError": null, "officialConfigValid": true, "successCount": 10791, "successRate": 0.2823021582733813, "wilsonLowerBound": 0.27781178077118984 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10414, "officialConfigError": null, "officialConfigValid": true, "successCount": 4370, "successRate": 0.4196274246207029, "wilsonLowerBound": 0.4101804153958004 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64125, "officialConfigError": null, "officialConfigValid": true, "successCount": 12091, "successRate": 0.18855360623781675, "wilsonLowerBound": 0.1855447576196219 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 22115, "officialConfigError": null, "officialConfigValid": true, "successCount": 4579, "successRate": 0.2070540357223604, "wilsonLowerBound": 0.20176470574096297 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6832, "officialConfigError": null, "officialConfigValid": true, "successCount": 74, "successRate": 0.010831381733021077, "wilsonLowerBound": 0.008637144605720879 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26420, "officialConfigError": null, "officialConfigValid": true, "successCount": 3248, "successRate": 0.12293716881150643, "wilsonLowerBound": 0.11903233880992954 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16485, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10166818319684562, "wilsonLowerBound": 0.09714717632753626 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 12651, "officialConfigError": null, "officialConfigValid": true, "successCount": 5228, "successRate": 0.4132479645877796, "wilsonLowerBound": 0.4046947908846399 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24420, "officialConfigError": null, "officialConfigValid": true, "successCount": 3796, "successRate": 0.15544635544635543, "wilsonLowerBound": 0.15095607344393705 }, "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": 46177, "officialConfigError": null, "officialConfigValid": true, "successCount": 11499, "successRate": 0.24902007492907724, "wilsonLowerBound": 0.245096719808682 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23518, "officialConfigError": null, "officialConfigValid": true, "successCount": 3093, "successRate": 0.13151628539841823, "wilsonLowerBound": 0.12725696940315265 }, "vllm": { "framework": "vllm", "modelCount": 86770, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11252737121124813, "wilsonLowerBound": 0.11044179918488706 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 42436, "officialConfigError": null, "officialConfigValid": true, "successCount": 5204, "successRate": 0.12263172777830145, "wilsonLowerBound": 0.11954493103798015 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 37012, "officialConfigError": null, "officialConfigValid": true, "successCount": 3514, "successRate": 0.09494218091429807, "wilsonLowerBound": 0.09199764646096137 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 89954, "officialConfigError": null, "officialConfigValid": true, "successCount": 21740, "successRate": 0.24167908041888075, "wilsonLowerBound": 0.2388925095299831 }, "transformers": { "framework": "transformers", "modelCount": 5357, "officialConfigError": null, "officialConfigValid": true, "successCount": 577, "successRate": 0.10770953892103789, "wilsonLowerBound": 0.0996870100008811 }, "vllm": { "framework": "vllm", "modelCount": 112727, "officialConfigError": null, "officialConfigValid": true, "successCount": 16525, "successRate": 0.14659309659620146, "wilsonLowerBound": 0.14454034496320375 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 19626, "officialConfigError": null, "officialConfigValid": true, "successCount": 3685, "successRate": 0.18776113319066545, "wilsonLowerBound": 0.1823587562874447 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43137, "officialConfigError": null, "officialConfigValid": true, "successCount": 5608, "successRate": 0.13000440457148155, "wilsonLowerBound": 0.12686360178721176 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7192, "officialConfigError": null, "officialConfigValid": true, "successCount": 621, "successRate": 0.08634593993325917, "wilsonLowerBound": 0.08007328118849572 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32181, "officialConfigError": null, "officialConfigValid": true, "successCount": 6017, "successRate": 0.186973680121811, "wilsonLowerBound": 0.18275123898377987 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61211, "officialConfigError": null, "officialConfigValid": true, "successCount": 12401, "successRate": 0.2025943049451896, "wilsonLowerBound": 0.19942885610227043 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10236, "officialConfigError": null, "officialConfigValid": true, "successCount": 3016, "successRate": 0.2946463462289957, "wilsonLowerBound": 0.2858929953667756 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14098, "officialConfigError": null, "officialConfigValid": true, "successCount": 3545, "successRate": 0.251454106965527, "wilsonLowerBound": 0.24436077456380803 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 63728, "officialConfigError": null, "officialConfigValid": true, "successCount": 17466, "successRate": 0.2740710519708762, "wilsonLowerBound": 0.2706216118496773 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 208, "officialConfigError": null, "officialConfigValid": true, "successCount": 140, "successRate": 0.6730769230769231, "wilsonLowerBound": 0.6066911380156328 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47212, "officialConfigError": null, "officialConfigValid": true, "successCount": 20847, "successRate": 0.4415614674235364, "wilsonLowerBound": 0.437087070949341 }, "vllm": { "framework": "vllm", "modelCount": 37566, "officialConfigError": null, "officialConfigValid": true, "successCount": 3909, "successRate": 0.10405685992652931, "wilsonLowerBound": 0.10100954497887264 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 762, "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": 10040, "officialConfigError": null, "officialConfigValid": true, "successCount": 743, "successRate": 0.07400398406374502, "wilsonLowerBound": 0.06904470201407993 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6380, "officialConfigError": null, "officialConfigValid": true, "successCount": 2750, "successRate": 0.43103448275862066, "wilsonLowerBound": 0.41892765536671855 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7393, "officialConfigError": null, "officialConfigValid": true, "successCount": 241, "successRate": 0.032598403895576895, "wilsonLowerBound": 0.028786866472004326 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13826, "officialConfigError": null, "officialConfigValid": true, "successCount": 4488, "successRate": 0.3246058151309128, "wilsonLowerBound": 0.3168506167131575 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27115, "officialConfigError": null, "officialConfigValid": true, "successCount": 13810, "successRate": 0.5093121888253734, "wilsonLowerBound": 0.5033608940791131 }, "vllm": { "framework": "vllm", "modelCount": 64083, "officialConfigError": null, "officialConfigValid": true, "successCount": 6585, "successRate": 0.10275736154674407, "wilsonLowerBound": 0.10043015905815691 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12906, "officialConfigError": null, "officialConfigValid": true, "successCount": 1952, "successRate": 0.15124748179141484, "wilsonLowerBound": 0.14516979517741138 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-27T15:30:34.969870+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1470.1551724137933, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.7234752528932638, "queueFactor": 0.9517129778322176, "queueWeight": 0.9517129778322176, "recentSuccess": 58, "recentSuccessRate": 0.5, "recentTerminal": 116, "recentWilsonLowerBound": 0.4104795459307032, "running": 8, "selectionWeight": 1.6402537651511824, "stale": false, "submissionEligible": true, "throughputPerHour": 19.333333333333332, "waiting": 28423 }, "Biren_166m": { "available": true, "backlogHours": 107.80555555555556, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.1592553900505792, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 40, "recentSuccessRate": 0.18518518518518517, "recentTerminal": 216, "recentWilsonLowerBound": 0.13904334197821697, "running": 8, "selectionWeight": 0.20703200706575298, "stale": false, "submissionEligible": false, "throughputPerHour": 36.0, "waiting": 3881 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1363.6363636363637, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.11283543025140168, "queueFactor": 0.9625109564447529, "queueWeight": 0.9625109564447529, "recentSuccess": 13, "recentSuccessRate": 0.19696969696969696, "recentTerminal": 66, "recentWilsonLowerBound": 0.11888527965041439, "running": 7, "selectionWeight": 0.10860533789213184, "stale": false, "submissionEligible": false, "throughputPerHour": 11.0, "waiting": 15000 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 435.9327731092437, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.21950492503925495, "queueFactor": 1.1420826656245224, "queueWeight": 1.1420826656245224, "recentSuccess": 27, "recentSuccessRate": 0.226890756302521, "recentTerminal": 119, "recentWilsonLowerBound": 0.16087596514594535, "running": 7, "selectionWeight": 0.25069276990654327, "stale": false, "submissionEligible": true, "throughputPerHour": 19.833333333333332, "waiting": 8646 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 38.93877551020408, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 7, "recentSuccessRate": 0.02040816326530612, "recentTerminal": 343, "recentWilsonLowerBound": 0.009919991248695982, "running": 25, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 57.166666666666664, "waiting": 2226 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 122.7391304347826, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.13827019997944853, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 40, "recentSuccessRate": 0.17391304347826086, "recentTerminal": 230, "recentWilsonLowerBound": 0.13039374726636654, "running": 2, "selectionWeight": 0.1797512599732831, "stale": false, "submissionEligible": false, "throughputPerHour": 38.333333333333336, "waiting": 4705 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 3652.153846153846, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.33183261069868236, "queueFactor": 0.8302867519509234, "queueWeight": 0.8302867519509234, "recentSuccess": 9, "recentSuccessRate": 0.34615384615384615, "recentTerminal": 26, "recentWilsonLowerBound": 0.1941201497285213, "running": 2, "selectionWeight": 0.2755162205284042, "stale": false, "submissionEligible": true, "throughputPerHour": 4.333333333333333, "waiting": 15826 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 405.841726618705, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.4051626288879421, "queueFactor": 1.154401715321225, "queueWeight": 1.154401715321225, "recentSuccess": 39, "recentSuccessRate": 0.2805755395683453, "recentTerminal": 139, "recentWilsonLowerBound": 0.2125613980576493, "running": 8, "selectionWeight": 0.4677204337722972, "stale": false, "submissionEligible": true, "throughputPerHour": 23.166666666666668, "waiting": 9402 }, "MetaX_c-500": { "available": true, "backlogHours": 551.0442477876106, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.8415621726025182, "queueFactor": 1.1026368360414431, "queueWeight": 1.1026368360414431, "recentSuccess": 43, "recentSuccessRate": 0.3805309734513274, "recentTerminal": 113, "recentWilsonLowerBound": 0.296335004208579, "running": 4, "selectionWeight": 0.9279374513306036, "stale": false, "submissionEligible": true, "throughputPerHour": 18.833333333333332, "waiting": 10378 }, "Mthreads_s4000": { "available": true, "backlogHours": 2288.4, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8905958705311668, "queueWeight": 0.8905958705311668, "recentSuccess": 34, "recentSuccessRate": 0.6181818181818182, "recentTerminal": 55, "recentWilsonLowerBound": 0.48608979282392384, "running": 4, "selectionWeight": 2.226489676327917, "stale": false, "submissionEligible": true, "throughputPerHour": 9.166666666666666, "waiting": 20977 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 7547.076923076924, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.4914442096525873, "queueFactor": 0.7446353532225027, "queueWeight": 0.7446353532225027, "recentSuccess": 6, "recentSuccessRate": 0.46153846153846156, "recentTerminal": 13, "recentWilsonLowerBound": 0.23205754301488138, "running": 2, "selectionWeight": 0.365946732643808, "stale": false, "submissionEligible": false, "throughputPerHour": 2.1666666666666665, "waiting": 16352 }, "Vastai_va16": { "available": true, "backlogHours": 1056.987341772152, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.40886955068193015, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 24, "recentSuccessRate": 0.3037974683544304, "recentTerminal": 79, "recentWilsonLowerBound": 0.21344318939311352, "running": 17, "selectionWeight": 0.40886955068193015, "stale": false, "submissionEligible": true, "throughputPerHour": 13.166666666666666, "waiting": 13917 }, "hygon_k100-ai": { "available": true, "backlogHours": 1167.4, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.37581786329214556, "queueFactor": 0.9852070583403758, "queueWeight": 0.9852070583403758, "recentSuccess": 26, "recentSuccessRate": 0.28888888888888886, "recentTerminal": 90, "recentWilsonLowerBound": 0.20541993962705982, "running": 6, "selectionWeight": 0.37025841156582023, "stale": false, "submissionEligible": true, "throughputPerHour": 15.0, "waiting": 17511 } }, "queueAttemptedAt": "2026-09-27T15:25:56.866043+00:00", "queueError": null, "queueUpdatedAt": "2026-09-27T15:25:56.866043+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 }