{ "communityAttemptedAt": "2026-09-15T13:13:48.283051+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-15T13:13:48.283051+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": "2026-09-15T13:19:34.116288+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 968.5068493150685, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.3301684393105375, "queueFactor": 1.0101962060312162, "queueWeight": 1.0101962060312162, "recentSuccess": 46, "recentSuccessRate": 0.3150684931506849, "recentTerminal": 146, "recentWilsonLowerBound": 0.2452770939862915, "running": 8, "selectionWeight": 1.3437311107739691, "stale": false, "submissionEligible": true, "throughputPerHour": 24.333333333333332, "waiting": 23567 }, "Ascend_910-b4": { "available": true, "backlogHours": 1104.0394736842106, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.990543260300628, "queueWeight": 0.990543260300628, "recentSuccess": 61, "recentSuccessRate": 0.40131578947368424, "recentTerminal": 152, "recentWilsonLowerBound": 0.3267515185207873, "running": 8, "selectionWeight": 2.47635815075157, "stale": false, "submissionEligible": true, "throughputPerHour": 25.333333333333332, "waiting": 27969 }, "Biren_166m": { "available": true, "backlogHours": 1150.7142857142856, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.3113489529527884, "queueFactor": 0.984409988857657, "queueWeight": 0.984409988857657, "recentSuccess": 7, "recentSuccessRate": 0.25, "recentTerminal": 28, "recentWilsonLowerBound": 0.12676334942200781, "running": 2, "selectionWeight": 0.3064950193070976, "stale": false, "submissionEligible": true, "throughputPerHour": 4.666666666666667, "waiting": 5370 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1485.9677419354837, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.1466953652978637, "queueFactor": 0.9473702232631225, "queueWeight": 0.9473702232631225, "recentSuccess": 10, "recentSuccessRate": 0.16129032258064516, "recentTerminal": 62, "recentWilsonLowerBound": 0.09003972354068436, "running": 7, "selectionWeight": 0.13897482097390243, "stale": false, "submissionEligible": true, "throughputPerHour": 10.333333333333334, "waiting": 15355 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 609.483870967742, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5320762456838856, "queueFactor": 1.0828712040047317, "queueWeight": 1.0828712040047317, "recentSuccess": 22, "recentSuccessRate": 0.23655913978494625, "recentTerminal": 93, "recentWilsonLowerBound": 0.16172548448287755, "running": 7, "selectionWeight": 0.5761700447860266, "stale": false, "submissionEligible": true, "throughputPerHour": 15.5, "waiting": 9447 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 50.55, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 22, "recentSuccessRate": 0.06875, "recentTerminal": 320, "recentWilsonLowerBound": 0.045836211298574674, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 53.333333333333336, "waiting": 2696 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 152.02325581395348, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.8161221360410338, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 44, "recentSuccessRate": 0.2558139534883721, "recentTerminal": 172, "recentWilsonLowerBound": 0.19643754616740405, "running": 7, "selectionWeight": 1.060958776853344, "stale": false, "submissionEligible": true, "throughputPerHour": 28.666666666666668, "waiting": 4358 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2120.266666666667, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.9811276220328944, "queueFactor": 0.898178313277171, "queueWeight": 0.898178313277171, "recentSuccess": 15, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 45, "recentWilsonLowerBound": 0.21358692207276764, "running": 2, "selectionWeight": 0.8812275526671468, "stale": false, "submissionEligible": true, "throughputPerHour": 7.5, "waiting": 15902 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 783.505617977528, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.39440100459847, "queueFactor": 1.0428331310362808, "queueWeight": 1.0428331310362808, "recentSuccess": 19, "recentSuccessRate": 0.21348314606741572, "recentTerminal": 89, "recentWilsonLowerBound": 0.14114687024752387, "running": 7, "selectionWeight": 0.41129443450927705, "stale": false, "submissionEligible": true, "throughputPerHour": 14.833333333333334, "waiting": 11622 }, "MetaX_c-500": { "available": true, "backlogHours": 851.4939759036145, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.778941479351979, "queueFactor": 1.0298972549717826, "queueWeight": 1.0298972549717826, "recentSuccess": 23, "recentSuccessRate": 0.27710843373493976, "recentTerminal": 83, "recentWilsonLowerBound": 0.1923179435941366, "running": 4, "selectionWeight": 0.8022296913682627, "stale": false, "submissionEligible": true, "throughputPerHour": 13.833333333333334, "waiting": 11779 }, "Mthreads_s4000": { "available": true, "backlogHours": 1655.2235294117647, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.1077395749453065, "queueFactor": 0.9321646725233821, "queueWeight": 0.9321646725233821, "recentSuccess": 34, "recentSuccessRate": 0.4, "recentTerminal": 85, "recentWilsonLowerBound": 0.30236068121692405, "running": 4, "selectionWeight": 1.9647603706434642, "stale": false, "submissionEligible": true, "throughputPerHour": 14.166666666666666, "waiting": 23449 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 4821.1578947368425, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 2.3400068682573174, "queueFactor": 0.7940510681945685, "queueWeight": 0.7940510681945685, "recentSuccess": 10, "recentSuccessRate": 0.5263157894736842, "recentTerminal": 19, "recentWilsonLowerBound": 0.31707482511825114, "running": 2, "selectionWeight": 1.8580849533223498, "stale": false, "submissionEligible": false, "throughputPerHour": 3.1666666666666665, "waiting": 15267 }, "Vastai_va16": { "available": true, "backlogHours": 1608.125, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.3464872168979904, "queueFactor": 0.936209765815888, "queueWeight": 0.936209765815888, "recentSuccess": 11, "recentSuccessRate": 0.22916666666666666, "recentTerminal": 48, "recentWilsonLowerBound": 0.13307691028989044, "running": 16, "selectionWeight": 0.3243847161902664, "stale": false, "submissionEligible": true, "throughputPerHour": 8.0, "waiting": 12865 }, "hygon_k100-ai": { "available": true, "backlogHours": 750.2330097087378, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.3487465811970343, "queueFactor": 1.049643237828036, "queueWeight": 1.049643237828036, "recentSuccess": 34, "recentSuccessRate": 0.3300970873786408, "recentTerminal": 103, "recentWilsonLowerBound": 0.24682835312636037, "running": 6, "selectionWeight": 1.415702728497149, "stale": false, "submissionEligible": true, "throughputPerHour": 17.166666666666668, "waiting": 12879 } }, "queueAttemptedAt": "2026-09-15T13:19:34.116288+00:00", "queueError": null, "queueUpdatedAt": "2026-09-15T13:19:34.116288+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 }