{ "communityAttemptedAt": "2026-09-12T08:05:53.432402+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-12T08:05:53.432402+00:00", "frameworkAttemptedAt": "2026-09-12T02:15:54.616744+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 38541, "officialConfigError": null, "officialConfigValid": true, "successCount": 18436, "successRate": 0.4783477335824187, "wilsonLowerBound": 0.4733629372648022 }, "vllm": { "framework": "vllm", "modelCount": 50912, "officialConfigError": null, "officialConfigValid": true, "successCount": 14389, "successRate": 0.28262492143306095, "wilsonLowerBound": 0.27873010642293655 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1926, "officialConfigError": null, "officialConfigValid": true, "successCount": 502, "successRate": 0.26064382139148495, "wilsonLowerBound": 0.2415284935277956 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 31662, "officialConfigError": null, "officialConfigValid": true, "successCount": 13687, "successRate": 0.43228475775377423, "wilsonLowerBound": 0.4268365088733383 }, "vllm": { "framework": "vllm", "modelCount": 36746, "officialConfigError": null, "officialConfigValid": true, "successCount": 10497, "successRate": 0.2856637457138192, "wilsonLowerBound": 0.2810675297822268 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7325, "officialConfigError": null, "officialConfigValid": true, "successCount": 3285, "successRate": 0.4484641638225256, "wilsonLowerBound": 0.4371046746114518 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63821, "officialConfigError": null, "officialConfigValid": true, "successCount": 12064, "successRate": 0.1890286896162705, "wilsonLowerBound": 0.18600976866262015 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14658, "officialConfigError": null, "officialConfigValid": true, "successCount": 2919, "successRate": 0.1991404011461318, "wilsonLowerBound": 0.19275447675833585 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5308, "officialConfigError": null, "officialConfigValid": true, "successCount": 42, "successRate": 0.007912584777694047, "wilsonLowerBound": 0.005859347426927158 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26005, "officialConfigError": null, "officialConfigValid": true, "successCount": 3194, "successRate": 0.1228225341280523, "wilsonLowerBound": 0.11888872435097916 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16455, "officialConfigError": null, "officialConfigValid": true, "successCount": 1672, "successRate": 0.10161045274992403, "wilsonLowerBound": 0.09708658609121286 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 9714, "officialConfigError": null, "officialConfigValid": true, "successCount": 4207, "successRate": 0.4330862672431542, "wilsonLowerBound": 0.4232608548236391 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24049, "officialConfigError": null, "officialConfigValid": true, "successCount": 3774, "successRate": 0.15692960206245582, "wilsonLowerBound": 0.1523872518123021 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8066, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.0674435903793702, "wilsonLowerBound": 0.0621738174048722 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 40004, "officialConfigError": null, "officialConfigValid": true, "successCount": 10113, "successRate": 0.2527997200279972, "wilsonLowerBound": 0.24856456021584206 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 22940, "officialConfigError": null, "officialConfigValid": true, "successCount": 3030, "successRate": 0.13208369659982563, "wilsonLowerBound": 0.127763731592083 }, "vllm": { "framework": "vllm", "modelCount": 86503, "officialConfigError": null, "officialConfigValid": true, "successCount": 9762, "successRate": 0.11285157740193982, "wilsonLowerBound": 0.11076015516420577 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 38817, "officialConfigError": null, "officialConfigValid": true, "successCount": 4759, "successRate": 0.12260092227632223, "wilsonLowerBound": 0.11937541564816237 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 26762, "officialConfigError": null, "officialConfigValid": true, "successCount": 3251, "successRate": 0.12147821538001644, "wilsonLowerBound": 0.11761843407739431 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 87584, "officialConfigError": null, "officialConfigValid": true, "successCount": 20419, "successRate": 0.23313618925831203, "wilsonLowerBound": 0.2303476109130513 }, "transformers": { "framework": "transformers", "modelCount": 5077, "officialConfigError": null, "officialConfigValid": true, "successCount": 562, "successRate": 0.11069529249556825, "wilsonLowerBound": 0.10235726011979768 }, "vllm": { "framework": "vllm", "modelCount": 112438, "officialConfigError": null, "officialConfigValid": true, "successCount": 16503, "successRate": 0.1467742222380334, "wilsonLowerBound": 0.14471778627145027 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 15746, "officialConfigError": null, "officialConfigValid": true, "successCount": 3218, "successRate": 0.20436936364791058, "wilsonLowerBound": 0.19814336420034145 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42575, "officialConfigError": null, "officialConfigValid": true, "successCount": 5536, "successRate": 0.1300293599530241, "wilsonLowerBound": 0.12686785021894306 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6119, "officialConfigError": null, "officialConfigValid": true, "successCount": 477, "successRate": 0.07795391403824155, "wilsonLowerBound": 0.07149805031425802 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 198, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18181818181818182, "wilsonLowerBound": 0.1343204258911728 }, "vllm": { "framework": "vllm", "modelCount": 30088, "officialConfigError": null, "officialConfigValid": true, "successCount": 5162, "successRate": 0.17156341398564212, "wilsonLowerBound": 0.16734548915353242 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60752, "officialConfigError": null, "officialConfigValid": true, "successCount": 12379, "successRate": 0.20376283908348697, "wilsonLowerBound": 0.20057859784515591 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6263, "officialConfigError": null, "officialConfigValid": true, "successCount": 1850, "successRate": 0.295385597956251, "wilsonLowerBound": 0.2842149176841364 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11881, "officialConfigError": null, "officialConfigValid": true, "successCount": 3110, "successRate": 0.2617624779059002, "wilsonLowerBound": 0.25393576113613503 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 58663, "officialConfigError": null, "officialConfigValid": true, "successCount": 15969, "successRate": 0.27221587712868417, "wilsonLowerBound": 0.268628977360432 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 45955, "officialConfigError": null, "officialConfigValid": true, "successCount": 19957, "successRate": 0.4342726580350343, "wilsonLowerBound": 0.42974649868471293 }, "vllm": { "framework": "vllm", "modelCount": 35519, "officialConfigError": null, "officialConfigValid": true, "successCount": 3042, "successRate": 0.08564430304907232, "wilsonLowerBound": 0.0827786607490755 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 256, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6275, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03059760956175299, "wilsonLowerBound": 0.026615110833495575 }, "vllm": { "framework": "vllm", "modelCount": 10003, "officialConfigError": null, "officialConfigValid": true, "successCount": 730, "successRate": 0.0729781065680296, "wilsonLowerBound": 0.06804317517685986 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5481, "officialConfigError": null, "officialConfigValid": true, "successCount": 2296, "successRate": 0.41890166028097064, "wilsonLowerBound": 0.40590099309881633 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7365, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.031907671418873046, "wilsonLowerBound": 0.028131351489675802 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10236, "officialConfigError": null, "officialConfigValid": true, "successCount": 3533, "successRate": 0.3451543571707698, "wilsonLowerBound": 0.33600383588328175 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 25834, "officialConfigError": null, "officialConfigValid": true, "successCount": 13025, "successRate": 0.5041805372764574, "wilsonLowerBound": 0.49808338477967157 }, "vllm": { "framework": "vllm", "modelCount": 60539, "officialConfigError": null, "officialConfigValid": true, "successCount": 5882, "successRate": 0.0971605081022151, "wilsonLowerBound": 0.09482667611951202 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12146, "officialConfigError": null, "officialConfigValid": true, "successCount": 1687, "successRate": 0.13889346286843404, "wilsonLowerBound": 0.13285707525594348 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-12T08:08:39.127235+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 943.0872483221477, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.269685073600297, "queueFactor": 0.9924050517447336, "queueWeight": 0.9924050517447336, "recentSuccess": 57, "recentSuccessRate": 0.3825503355704698, "recentTerminal": 149, "recentWilsonLowerBound": 0.3083944782946589, "running": 8, "selectionWeight": 1.2600418811658185, "stale": false, "submissionEligible": true, "throughputPerHour": 24.833333333333332, "waiting": 23420 }, "Ascend_910-b4": { "available": true, "backlogHours": 1082.407894736842, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.9586038492608129, "queueFactor": 0.972104838047147, "queueWeight": 0.972104838047147, "recentSuccess": 52, "recentSuccessRate": 0.34210526315789475, "recentTerminal": 152, "recentWilsonLowerBound": 0.27141022759894745, "running": 8, "selectionWeight": 0.9318634396370542, "stale": false, "submissionEligible": true, "throughputPerHour": 25.333333333333332, "waiting": 27421 }, "Biren_166m": { "available": true, "backlogHours": 155.6271186440678, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.30219795446340375, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 38, "recentSuccessRate": 0.21468926553672316, "recentTerminal": 177, "recentWilsonLowerBound": 0.1605982892014025, "running": 8, "selectionWeight": 0.3928573408024249, "stale": false, "submissionEligible": true, "throughputPerHour": 29.5, "waiting": 4591 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1052.1219512195123, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3156008793516042, "queueFactor": 0.976251771582201, "queueWeight": 0.976251771582201, "recentSuccess": 20, "recentSuccessRate": 0.24390243902439024, "recentTerminal": 82, "recentWilsonLowerBound": 0.1637976208028234, "running": 7, "selectionWeight": 0.3081059175799041, "stale": false, "submissionEligible": true, "throughputPerHour": 13.666666666666666, "waiting": 14379 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 431.7073170731707, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.44114963822889036, "queueFactor": 1.1158179300589866, "queueWeight": 1.1158179300589866, "recentSuccess": 32, "recentSuccessRate": 0.2601626016260163, "recentTerminal": 123, "recentWilsonLowerBound": 0.1907305189906578, "running": 7, "selectionWeight": 0.4922426761748312, "stale": false, "submissionEligible": true, "throughputPerHour": 20.5, "waiting": 8850 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 47.335443037974684, "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": 0.03164556962025317, "recentTerminal": 316, "recentWilsonLowerBound": 0.017278204490256983, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 52.666666666666664, "waiting": 2493 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 64.15, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.16439117851073504, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 56, "recentSuccessRate": 0.15555555555555556, "recentTerminal": 360, "recentWilsonLowerBound": 0.12177361032116339, "running": 4, "selectionWeight": 0.21370853206395554, "stale": false, "submissionEligible": true, "throughputPerHour": 60.0, "waiting": 3849 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2380.923076923077, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.5244304610745023, "queueFactor": 0.8636940795103497, "queueWeight": 0.8636940795103497, "recentSuccess": 13, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 39, "recentWilsonLowerBound": 0.2063276610691516, "running": 2, "selectionWeight": 0.45294748434493054, "stale": false, "submissionEligible": true, "throughputPerHour": 6.5, "waiting": 15476 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 940.5428571428572, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2895901837076837, "queueFactor": 0.9928072931217187, "queueWeight": 0.9928072931217187, "recentSuccess": 17, "recentSuccessRate": 0.24285714285714285, "recentTerminal": 70, "recentWilsonLowerBound": 0.1575173261192311, "running": 7, "selectionWeight": 0.2875072464014467, "stale": false, "submissionEligible": true, "throughputPerHour": 11.666666666666666, "waiting": 10973 }, "MetaX_c-500": { "available": true, "backlogHours": 682.68, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5460254095607464, "queueFactor": 1.0416916195872796, "queueWeight": 1.0416916195872796, "recentSuccess": 29, "recentSuccessRate": 0.29, "recentTerminal": 100, "recentWilsonLowerBound": 0.21014706973984149, "running": 4, "selectionWeight": 0.5687900932211416, "stale": false, "submissionEligible": true, "throughputPerHour": 16.666666666666668, "waiting": 11378 }, "Mthreads_s4000": { "available": true, "backlogHours": 2023.8095238095239, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.4774146737343132, "queueFactor": 0.8850061770698276, "queueWeight": 0.8850061770698276, "recentSuccess": 34, "recentSuccessRate": 0.5396825396825397, "recentTerminal": 63, "recentWilsonLowerBound": 0.4178903692159613, "running": 4, "selectionWeight": 2.1925272894182988, "stale": false, "submissionEligible": true, "throughputPerHour": 10.5, "waiting": 21250 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2871.2, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.09531340260273342, "queueFactor": 0.8397736248800373, "queueWeight": 0.8397736248800373, "recentSuccess": 6, "recentSuccessRate": 0.2, "recentTerminal": 30, "recentWilsonLowerBound": 0.09504978102401236, "running": 2, "selectionWeight": 0.08004168160334782, "stale": false, "submissionEligible": true, "throughputPerHour": 5.0, "waiting": 14356 }, "Vastai_va16": { "available": true, "backlogHours": 852.16, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 1.6322603201266217, "queueFactor": 1.0076125672983989, "queueWeight": 1.0076125672983989, "recentSuccess": 34, "recentSuccessRate": 0.4533333333333333, "recentTerminal": 75, "recentWilsonLowerBound": 0.34569612127592114, "running": 16, "selectionWeight": 1.6446860116620916, "stale": false, "submissionEligible": true, "throughputPerHour": 12.5, "waiting": 10652 }, "hygon_k100-ai": { "available": true, "backlogHours": 605.1818181818182, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.5, "queueFactor": 1.060690957539305, "queueWeight": 1.060690957539305, "recentSuccess": 46, "recentSuccessRate": 0.5227272727272727, "recentTerminal": 88, "recentWilsonLowerBound": 0.4196177626380677, "running": 6, "selectionWeight": 2.6517273938482626, "stale": false, "submissionEligible": true, "throughputPerHour": 14.666666666666666, "waiting": 8876 } }, "queueAttemptedAt": "2026-09-12T08:08:39.127235+00:00", "queueError": null, "queueUpdatedAt": "2026-09-12T08:08:39.127235+00:00", "supportedGpus": [ "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Cambricon_mlu-370-x4", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "Ascend_910-b3", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Biren_166m", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }