{ "communityAttemptedAt": "2026-09-27T11:37:29.862000+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-27T11:37:29.862000+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": "2026-09-27T11:40:21.361354+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 805.0985915492957, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.9178544189669914, "queueFactor": 0.9630068879748523, "queueWeight": 0.9630068879748523, "recentSuccess": 60, "recentSuccessRate": 0.28169014084507044, "recentTerminal": 213, "recentWilsonLowerBound": 0.2255605856838652, "running": 8, "selectionWeight": 0.8839001276233687, "stale": false, "submissionEligible": true, "throughputPerHour": 35.5, "waiting": 28581 }, "Biren_166m": { "available": true, "backlogHours": 158.2207792207792, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3214295956758514, "queueFactor": 1.229184925855999, "queueWeight": 1.229184925855999, "recentSuccess": 30, "recentSuccessRate": 0.19480519480519481, "recentTerminal": 154, "recentWilsonLowerBound": 0.14000138473607715, "running": 8, "selectionWeight": 0.39509641372874515, "stale": false, "submissionEligible": false, "throughputPerHour": 25.666666666666668, "waiting": 4061 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 783.9310344827587, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.09372030118800057, "queueFactor": 0.966863298091053, "queueWeight": 0.966863298091053, "recentSuccess": 15, "recentSuccessRate": 0.12931034482758622, "recentTerminal": 116, "recentWilsonLowerBound": 0.07995320598677602, "running": 7, "selectionWeight": 0.09061471950471706, "stale": false, "submissionEligible": false, "throughputPerHour": 19.333333333333332, "waiting": 15156 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 409.48837209302326, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2367991838364017, "queueFactor": 1.0657872424384627, "queueWeight": 1.0657872424384627, "recentSuccess": 23, "recentSuccessRate": 0.17829457364341086, "recentTerminal": 129, "recentWilsonLowerBound": 0.12184608409727599, "running": 7, "selectionWeight": 0.2523775491526771, "stale": false, "submissionEligible": false, "throughputPerHour": 21.5, "waiting": 8804 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 28.63820224719101, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 21, "recentSuccessRate": 0.04719101123595506, "recentTerminal": 445, "recentWilsonLowerBound": 0.03106998180688864, "running": 23, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 74.16666666666667, "waiting": 2124 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 71.46666666666667, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.2637294848769376, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 65, "recentSuccessRate": 0.16049382716049382, "recentTerminal": 405, "recentWilsonLowerBound": 0.1279600862692128, "running": 8, "selectionWeight": 0.3428483303400189, "stale": false, "submissionEligible": false, "throughputPerHour": 67.5, "waiting": 4824 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2737.8857142857146, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 2.5, "queueFactor": 0.8014832602618834, "queueWeight": 0.8014832602618834, "recentSuccess": 18, "recentSuccessRate": 0.5142857142857142, "recentTerminal": 35, "recentWilsonLowerBound": 0.35568539626711626, "running": 2, "selectionWeight": 2.0037081506547088, "stale": false, "submissionEligible": true, "throughputPerHour": 5.833333333333333, "waiting": 15971 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 448.03125, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.8479473182253314, "queueFactor": 1.0515029790811072, "queueWeight": 1.0515029790811072, "recentSuccess": 37, "recentSuccessRate": 0.2890625, "recentTerminal": 128, "recentWilsonLowerBound": 0.21758282345798546, "running": 8, "selectionWeight": 0.8916191312177717, "stale": false, "submissionEligible": true, "throughputPerHour": 21.333333333333332, "waiting": 9558 }, "MetaX_c-500": { "available": true, "backlogHours": 626.1980198019802, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.17095638476123, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 34, "recentSuccessRate": 0.33663366336633666, "recentTerminal": 101, "recentWilsonLowerBound": 0.25196434238298415, "running": 4, "selectionWeight": 1.17095638476123, "stale": false, "submissionEligible": true, "throughputPerHour": 16.833333333333332, "waiting": 10541 }, "Mthreads_s4000": { "available": true, "backlogHours": 1920.2727272727273, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.5358471382436436, "queueFactor": 0.8452833536585169, "queueWeight": 0.8452833536585169, "recentSuccess": 26, "recentSuccessRate": 0.3939393939393939, "recentTerminal": 66, "recentWilsonLowerBound": 0.2850282099029192, "running": 4, "selectionWeight": 1.2982260197214228, "stale": false, "submissionEligible": true, "throughputPerHour": 11.0, "waiting": 21123 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 4121.75, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.22894441467202933, "queueFactor": 0.753779820086198, "queueWeight": 0.753779820086198, "recentSuccess": 6, "recentSuccessRate": 0.25, "recentTerminal": 24, "recentWilsonLowerBound": 0.11999203479342334, "running": 2, "selectionWeight": 0.1725736797012222, "stale": false, "submissionEligible": false, "throughputPerHour": 4.0, "waiting": 16487 }, "Vastai_va16": { "available": true, "backlogHours": 330.98823529411766, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.0947696423878352, "queueFactor": 1.100360190618283, "queueWeight": 1.100360190618283, "recentSuccess": 29, "recentSuccessRate": 0.11372549019607843, "recentTerminal": 255, "recentWilsonLowerBound": 0.08035887859147087, "running": 16, "selectionWeight": 0.10428074176270484, "stale": false, "submissionEligible": false, "throughputPerHour": 42.5, "waiting": 14067 }, "hygon_k100-ai": { "available": true, "backlogHours": 978.8333333333334, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.082874997366974, "queueFactor": 0.9351912632868251, "queueWeight": 0.9351912632868251, "recentSuccess": 35, "recentSuccessRate": 0.32407407407407407, "recentTerminal": 108, "recentWilsonLowerBound": 0.24316531824673593, "running": 6, "selectionWeight": 1.0126952367693378, "stale": false, "submissionEligible": true, "throughputPerHour": 18.0, "waiting": 17619 } }, "queueAttemptedAt": "2026-09-27T11:30:44.672704+00:00", "queueError": null, "queueUpdatedAt": "2026-09-27T11:30:44.672704+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 }