{ "communityAttemptedAt": "2026-09-15T10:45:22.388293+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-15T10:45:22.388293+00:00", "frameworkAttemptedAt": "2026-09-15T09:24:06.445335+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39056, "officialConfigError": null, "officialConfigValid": true, "successCount": 18794, "successRate": 0.4812064727570668, "wilsonLowerBound": 0.47625320465744864 }, "vllm": { "framework": "vllm", "modelCount": 51859, "officialConfigError": null, "officialConfigValid": true, "successCount": 14585, "successRate": 0.28124337144950734, "wilsonLowerBound": 0.2773899954849347 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2299, "officialConfigError": null, "officialConfigValid": true, "successCount": 623, "successRate": 0.2709873858199217, "wilsonLowerBound": 0.25321166571098036 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 32240, "officialConfigError": null, "officialConfigValid": true, "successCount": 14080, "successRate": 0.43672456575682383, "wilsonLowerBound": 0.4313183654646623 }, "vllm": { "framework": "vllm", "modelCount": 37132, "officialConfigError": null, "officialConfigValid": true, "successCount": 10581, "successRate": 0.2849563718625444, "wilsonLowerBound": 0.28038748329425706 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8014, "officialConfigError": null, "officialConfigValid": true, "successCount": 3520, "successRate": 0.4392313451459945, "wilsonLowerBound": 0.4283970199979985 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63857, "officialConfigError": null, "officialConfigValid": true, "successCount": 12068, "successRate": 0.18898476282944704, "wilsonLowerBound": 0.18596696092354673 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 16042, "officialConfigError": null, "officialConfigValid": true, "successCount": 3225, "successRate": 0.2010347836928064, "wilsonLowerBound": 0.19490476677101828 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5617, "officialConfigError": null, "officialConfigValid": true, "successCount": 47, "successRate": 0.008367455937333096, "wilsonLowerBound": 0.0062985034509492836 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26073, "officialConfigError": null, "officialConfigValid": true, "successCount": 3205, "successRate": 0.12292409772561654, "wilsonLowerBound": 0.11899391805757425 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16461, "officialConfigError": null, "officialConfigValid": true, "successCount": 1673, "successRate": 0.10163416560354778, "wilsonLowerBound": 0.0971106238084035 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 10410, "officialConfigError": null, "officialConfigValid": true, "successCount": 4433, "successRate": 0.42584053794428434, "wilsonLowerBound": 0.416370769914579 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24094, "officialConfigError": null, "officialConfigValid": true, "successCount": 3779, "successRate": 0.1568440275587283, "wilsonLowerBound": 0.15230690265858027 }, "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": 41370, "officialConfigError": null, "officialConfigValid": true, "successCount": 10422, "successRate": 0.2519216823785352, "wilsonLowerBound": 0.24776154162470318 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23060, "officialConfigError": null, "officialConfigValid": true, "successCount": 3047, "successRate": 0.1321335646140503, "wilsonLowerBound": 0.12782398736930906 }, "vllm": { "framework": "vllm", "modelCount": 86553, "officialConfigError": null, "officialConfigValid": true, "successCount": 9763, "successRate": 0.11279793883516458, "wilsonLowerBound": 0.11070755547098488 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 39508, "officialConfigError": null, "officialConfigValid": true, "successCount": 4854, "successRate": 0.12286119266983903, "wilsonLowerBound": 0.11966071801997975 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 29430, "officialConfigError": null, "officialConfigValid": true, "successCount": 3328, "successRate": 0.11308188922867822, "wilsonLowerBound": 0.10951401663063692 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88027, "officialConfigError": null, "officialConfigValid": true, "successCount": 20698, "successRate": 0.23513240255830598, "wilsonLowerBound": 0.23234245417428998 }, "transformers": { "framework": "transformers", "modelCount": 5116, "officialConfigError": null, "officialConfigValid": true, "successCount": 564, "successRate": 0.11024237685691947, "wilsonLowerBound": 0.1019508173786858 }, "vllm": { "framework": "vllm", "modelCount": 112476, "officialConfigError": null, "officialConfigValid": true, "successCount": 16506, "successRate": 0.1467513069454817, "wilsonLowerBound": 0.1446953508094228 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 16183, "officialConfigError": null, "officialConfigValid": true, "successCount": 3315, "successRate": 0.2048445900018538, "wilsonLowerBound": 0.19869678034024724 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42686, "officialConfigError": null, "officialConfigValid": true, "successCount": 5557, "successRate": 0.13018319823829827, "wilsonLowerBound": 0.12702414030313097 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6406, "officialConfigError": null, "officialConfigValid": true, "successCount": 513, "successRate": 0.08008117389946924, "wilsonLowerBound": 0.07368342452696962 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 198, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18181818181818182, "wilsonLowerBound": 0.1343204258911728 }, "vllm": { "framework": "vllm", "modelCount": 30624, "officialConfigError": null, "officialConfigValid": true, "successCount": 5368, "successRate": 0.1752873563218391, "wilsonLowerBound": 0.17106970500624316 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60793, "officialConfigError": null, "officialConfigValid": true, "successCount": 12383, "successRate": 0.20369121444903196, "wilsonLowerBound": 0.2005084641035031 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6909, "officialConfigError": null, "officialConfigValid": true, "successCount": 2035, "successRate": 0.29454334925459547, "wilsonLowerBound": 0.2839111488329464 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12248, "officialConfigError": null, "officialConfigValid": true, "successCount": 3201, "successRate": 0.26134879163945135, "wilsonLowerBound": 0.2536431586893611 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 59782, "officialConfigError": null, "officialConfigValid": true, "successCount": 16309, "successRate": 0.27280786858920747, "wilsonLowerBound": 0.269252094295244 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46258, "officialConfigError": null, "officialConfigValid": true, "successCount": 20159, "successRate": 0.4357948895326214, "wilsonLowerBound": 0.43128161499498985 }, "vllm": { "framework": "vllm", "modelCount": 36016, "officialConfigError": null, "officialConfigValid": true, "successCount": 3232, "successRate": 0.08973789426921368, "wilsonLowerBound": 0.08682973326215238 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 360, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6276, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030592734225621414, "wilsonLowerBound": 0.026610861971840757 }, "vllm": { "framework": "vllm", "modelCount": 10015, "officialConfigError": null, "officialConfigValid": true, "successCount": 734, "successRate": 0.07329006490264603, "wilsonLowerBound": 0.06834786879905706 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5700, "officialConfigError": null, "officialConfigValid": true, "successCount": 2399, "successRate": 0.4208771929824561, "wilsonLowerBound": 0.40811782812726144 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7370, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03188602442333786, "wilsonLowerBound": 0.028112231661917748 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11021, "officialConfigError": null, "officialConfigValid": true, "successCount": 3724, "successRate": 0.33790037201705836, "wilsonLowerBound": 0.32912738248622725 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26141, "officialConfigError": null, "officialConfigValid": true, "successCount": 13229, "successRate": 0.5060632722543131, "wilsonLowerBound": 0.5000019834547788 }, "vllm": { "framework": "vllm", "modelCount": 61386, "officialConfigError": null, "officialConfigValid": true, "successCount": 6058, "successRate": 0.0986869970351546, "wilsonLowerBound": 0.09635271750713197 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12305, "officialConfigError": null, "officialConfigValid": true, "successCount": 1746, "successRate": 0.14189353921170256, "wilsonLowerBound": 0.1358397698824954 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-15T10:54:57.055686+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1088.676923076923, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.5934417834339298, "queueFactor": 1.0043382271279961, "queueWeight": 1.0043382271279961, "recentSuccess": 43, "recentSuccessRate": 0.33076923076923076, "recentTerminal": 130, "recentWilsonLowerBound": 0.2557690588722058, "running": 8, "selectionWeight": 1.6003544958057054, "stale": false, "submissionEligible": true, "throughputPerHour": 21.666666666666668, "waiting": 23588 }, "Ascend_910-b4": { "available": true, "backlogHours": 1217.0, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9876913696649956, "queueWeight": 0.9876913696649956, "recentSuccess": 54, "recentSuccessRate": 0.391304347826087, "recentTerminal": 138, "recentWilsonLowerBound": 0.31387651870164174, "running": 8, "selectionWeight": 2.469228424162489, "stale": false, "submissionEligible": true, "throughputPerHour": 23.0, "waiting": 27991 }, "Biren_166m": { "available": true, "backlogHours": 1152.4285714285713, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.0010697662839443, "queueFactor": 0.9958014244168756, "queueWeight": 0.9958014244168756, "recentSuccess": 10, "recentSuccessRate": 0.35714285714285715, "recentTerminal": 28, "recentWilsonLowerBound": 0.20705611972458876, "running": 2, "selectionWeight": 0.9968666992062204, "stale": false, "submissionEligible": true, "throughputPerHour": 4.666666666666667, "waiting": 5378 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1486.9354838709676, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.6119270224757374, "queueFactor": 0.9584534541811113, "queueWeight": 0.9584534541811113, "recentSuccess": 16, "recentSuccessRate": 0.25806451612903225, "recentTerminal": 62, "recentWilsonLowerBound": 0.16554737249309678, "running": 7, "selectionWeight": 0.586503568398633, "stale": false, "submissionEligible": true, "throughputPerHour": 10.333333333333334, "waiting": 15365 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 541.3714285714286, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3887457678293368, "queueFactor": 1.1152970306630732, "queueWeight": 1.1152970306630732, "recentSuccess": 21, "recentSuccessRate": 0.2, "recentTerminal": 105, "recentWilsonLowerBound": 0.13469807905069028, "running": 7, "selectionWeight": 0.43356700054289576, "stale": false, "submissionEligible": true, "throughputPerHour": 17.5, "waiting": 9474 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 51.28662420382165, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 17, "recentSuccessRate": 0.054140127388535034, "recentTerminal": 314, "recentWilsonLowerBound": 0.03407359807311893, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 52.333333333333336, "waiting": 2684 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 124.52132701421802, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.9019284503263042, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 53, "recentSuccessRate": 0.25118483412322273, "recentTerminal": 211, "recentWilsonLowerBound": 0.1974697974131287, "running": 3, "selectionWeight": 1.1725069854241954, "stale": false, "submissionEligible": true, "throughputPerHour": 35.166666666666664, "waiting": 4379 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2579.6756756756754, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.3933857092800013, "queueFactor": 0.8824296241106009, "queueWeight": 0.8824296241106009, "recentSuccess": 14, "recentSuccessRate": 0.3783783783783784, "recentTerminal": 37, "recentWilsonLowerBound": 0.2406378746389103, "running": 2, "selectionWeight": 1.2295648276810345, "stale": false, "submissionEligible": true, "throughputPerHour": 6.166666666666667, "waiting": 15908 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 698.6999999999999, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3803376431062227, "queueFactor": 1.0734238345078042, "queueWeight": 1.0734238345078042, "recentSuccess": 20, "recentSuccessRate": 0.2, "recentTerminal": 100, "recentWilsonLowerBound": 0.1333659225590988, "running": 7, "selectionWeight": 0.4082634912707423, "stale": false, "submissionEligible": true, "throughputPerHour": 16.666666666666668, "waiting": 11645 }, "MetaX_c-500": { "available": true, "backlogHours": 813.8620689655172, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.063617869332671, "queueFactor": 1.0491370504564894, "queueWeight": 1.0491370504564894, "recentSuccess": 26, "recentSuccessRate": 0.2988505747126437, "recentTerminal": 87, "recentWilsonLowerBound": 0.2128395289487208, "running": 4, "selectionWeight": 1.1158809142444943, "stale": false, "submissionEligible": true, "throughputPerHour": 14.5, "waiting": 11801 }, "Mthreads_s4000": { "available": true, "backlogHours": 1546.0879120879122, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.6712365799686904, "queueFactor": 0.9528613644015831, "queueWeight": 0.9528613644015831, "recentSuccess": 32, "recentSuccessRate": 0.3516483516483517, "recentTerminal": 91, "recentWilsonLowerBound": 0.2613712913278969, "running": 4, "selectionWeight": 1.5924567678268018, "stale": false, "submissionEligible": true, "throughputPerHour": 15.166666666666666, "waiting": 23449 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3816.5, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.7331309563949805, "queueFactor": 0.8320799469826192, "queueWeight": 0.8320799469826192, "recentSuccess": 8, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 24, "recentWilsonLowerBound": 0.17971978688379645, "running": 2, "selectionWeight": 0.6100235673284523, "stale": false, "submissionEligible": true, "throughputPerHour": 4.0, "waiting": 15266 }, "Vastai_va16": { "available": true, "backlogHours": 1457.0943396226414, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.30173495486114627, "queueFactor": 0.9613725000801875, "queueWeight": 0.9613725000801875, "recentSuccess": 11, "recentSuccessRate": 0.20754716981132076, "recentTerminal": 53, "recentWilsonLowerBound": 0.12004475729322062, "running": 16, "selectionWeight": 0.29007968791644273, "stale": false, "submissionEligible": true, "throughputPerHour": 8.833333333333334, "waiting": 12871 }, "hygon_k100-ai": { "available": true, "backlogHours": 723.3084112149534, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.3495013886608695, "queueFactor": 1.0678649162454699, "queueWeight": 1.0678649162454699, "recentSuccess": 34, "recentSuccessRate": 0.3177570093457944, "recentTerminal": 107, "recentWilsonLowerBound": 0.23716287314844187, "running": 6, "selectionWeight": 1.4410851873754846, "stale": false, "submissionEligible": true, "throughputPerHour": 17.833333333333332, "waiting": 12899 } }, "queueAttemptedAt": "2026-09-15T10:45:22.388293+00:00", "queueError": null, "queueUpdatedAt": "2026-09-15T10:45:22.388293+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", "Biren_166m", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }