{ "communityAttemptedAt": "2026-09-27T14:16:41.060038+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-27T14:16:41.060038+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": "2026-09-27T14:22:09.569567+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1416.6446280991734, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.926616367115968, "queueWeight": 0.926616367115968, "recentSuccess": 58, "recentSuccessRate": 0.4793388429752066, "recentTerminal": 121, "recentWilsonLowerBound": 0.3923377779775271, "running": 8, "selectionWeight": 2.31654091778992, "stale": false, "submissionEligible": true, "throughputPerHour": 20.166666666666668, "waiting": 28569 }, "Biren_166m": { "available": true, "backlogHours": 123.36734693877553, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.2249074066928735, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 35, "recentSuccessRate": 0.17857142857142858, "recentTerminal": 196, "recentWilsonLowerBound": 0.13129088009696172, "running": 8, "selectionWeight": 0.2923796287007356, "stale": false, "submissionEligible": false, "throughputPerHour": 32.666666666666664, "waiting": 4030 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1376.7272727272727, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.18078796280368695, "queueFactor": 0.9305975771884061, "queueWeight": 0.9305975771884061, "recentSuccess": 13, "recentSuccessRate": 0.19696969696969696, "recentTerminal": 66, "recentWilsonLowerBound": 0.11888527965041439, "running": 7, "selectionWeight": 0.16824084016993876, "stale": false, "submissionEligible": false, "throughputPerHour": 11.0, "waiting": 15144 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 425.3225806451613, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.260899459702854, "queueFactor": 1.1098935788291129, "queueWeight": 1.1098935788291129, "recentSuccess": 25, "recentSuccessRate": 0.20161290322580644, "recentTerminal": 124, "recentWilsonLowerBound": 0.14045552978982973, "running": 7, "selectionWeight": 0.28957063504418257, "stale": false, "submissionEligible": false, "throughputPerHour": 20.666666666666668, "waiting": 8790 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 35.54081632653062, "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": 0.030612244897959183, "recentTerminal": 392, "recentWilsonLowerBound": 0.017596453672960876, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 65.33333333333333, "waiting": 2322 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 107.33333333333333, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.33166904521173246, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 54, "recentSuccessRate": 0.2, "recentTerminal": 270, "recentWilsonLowerBound": 0.15664513643657513, "running": 5, "selectionWeight": 0.4311697587752522, "stale": false, "submissionEligible": true, "throughputPerHour": 45.0, "waiting": 4830 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 3193.2, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.8944824243110236, "queueFactor": 0.8202668997190049, "queueWeight": 0.8202668997190049, "recentSuccess": 12, "recentSuccessRate": 0.4, "recentTerminal": 30, "recentWilsonLowerBound": 0.24590394326083398, "running": 2, "selectionWeight": 0.7337143250427428, "stale": false, "submissionEligible": true, "throughputPerHour": 5.0, "waiting": 15966 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 389.7959183673469, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5713331000768758, "queueFactor": 1.1245104917899236, "queueWeight": 1.1245104917899236, "recentSuccess": 39, "recentSuccessRate": 0.2653061224489796, "recentTerminal": 147, "recentWilsonLowerBound": 0.2005734668615306, "running": 8, "selectionWeight": 0.6424700653433092, "stale": false, "submissionEligible": true, "throughputPerHour": 24.5, "waiting": 9550 }, "MetaX_c-500": { "available": true, "backlogHours": 534.9661016949152, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.372855232041408, "queueFactor": 1.0723589118125598, "queueWeight": 1.0723589118125598, "recentSuccess": 45, "recentSuccessRate": 0.3813559322033898, "recentTerminal": 118, "recentWilsonLowerBound": 0.29876863810798276, "running": 4, "selectionWeight": 1.4721935427081037, "stale": false, "submissionEligible": true, "throughputPerHour": 19.666666666666668, "waiting": 10521 }, "Mthreads_s4000": { "available": true, "backlogHours": 1979.71875, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.9661839859566752, "queueFactor": 0.881248884848028, "queueWeight": 0.881248884848028, "recentSuccess": 30, "recentSuccessRate": 0.46875, "recentTerminal": 64, "recentWilsonLowerBound": 0.3517578764404486, "running": 4, "selectionWeight": 1.7326974450303707, "stale": false, "submissionEligible": true, "throughputPerHour": 10.666666666666666, "waiting": 21117 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 5206.105263157895, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.5159679612722413, "queueFactor": 0.7622758539141758, "queueWeight": 0.7622758539141758, "recentSuccess": 7, "recentSuccessRate": 0.3684210526315789, "recentTerminal": 19, "recentWilsonLowerBound": 0.1914927237627384, "running": 2, "selectionWeight": 0.3933099182711542, "stale": false, "submissionEligible": false, "throughputPerHour": 3.1666666666666665, "waiting": 16486 }, "Vastai_va16": { "available": true, "backlogHours": 852.3030303030303, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.5353091217559935, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 27, "recentSuccessRate": 0.2727272727272727, "recentTerminal": 99, "recentWilsonLowerBound": 0.1947227886340705, "running": 16, "selectionWeight": 0.5353091217559935, "stale": false, "submissionEligible": true, "throughputPerHour": 16.5, "waiting": 14063 }, "hygon_k100-ai": { "available": true, "backlogHours": 1079.4489795918369, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.8616643777204264, "queueFactor": 0.9651810507040515, "queueWeight": 0.9651810507040515, "recentSuccess": 32, "recentSuccessRate": 0.32653061224489793, "recentTerminal": 98, "recentWilsonLowerBound": 0.24176117124691768, "running": 6, "selectionWeight": 0.8316621294424538, "stale": false, "submissionEligible": true, "throughputPerHour": 16.333333333333332, "waiting": 17631 } }, "queueAttemptedAt": "2026-09-27T14:14:53.866398+00:00", "queueError": null, "queueUpdatedAt": "2026-09-27T14:14:53.866398+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 }