{ "communityAttemptedAt": "2026-09-19T07:28:53.125217+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-19T07:28:53.125217+00:00", "frameworkAttemptedAt": "2026-09-19T04:55:42.165883+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39617, "officialConfigError": null, "officialConfigValid": true, "successCount": 19153, "successRate": 0.4834540727465482, "wilsonLowerBound": 0.47853498336381056 }, "vllm": { "framework": "vllm", "modelCount": 52875, "officialConfigError": null, "officialConfigValid": true, "successCount": 14795, "successRate": 0.27981087470449173, "wilsonLowerBound": 0.2760006112711989 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2702, "officialConfigError": null, "officialConfigValid": true, "successCount": 766, "successRate": 0.2834937083641747, "wilsonLowerBound": 0.26681639732081075 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 32904, "officialConfigError": null, "officialConfigValid": true, "successCount": 14532, "successRate": 0.4416484318016047, "wilsonLowerBound": 0.4362898827705224 }, "vllm": { "framework": "vllm", "modelCount": 37461, "officialConfigError": null, "officialConfigValid": true, "successCount": 10653, "successRate": 0.28437575078081206, "wilsonLowerBound": 0.27982973528437066 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8753, "officialConfigError": null, "officialConfigValid": true, "successCount": 3772, "successRate": 0.4309379641265852, "wilsonLowerBound": 0.42059604998869243 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63938, "officialConfigError": null, "officialConfigValid": true, "successCount": 12083, "successRate": 0.18897994932590947, "wilsonLowerBound": 0.18596407761915776 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 17606, "officialConfigError": null, "officialConfigValid": true, "successCount": 3529, "successRate": 0.20044303078495967, "wilsonLowerBound": 0.19459514549589388 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6027, "officialConfigError": null, "officialConfigValid": true, "successCount": 60, "successRate": 0.009955201592832254, "wilsonLowerBound": 0.007742341899991391 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26148, "officialConfigError": null, "officialConfigValid": true, "successCount": 3222, "successRate": 0.12322166131252868, "wilsonLowerBound": 0.11929286222102076 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16467, "officialConfigError": null, "officialConfigValid": true, "successCount": 1674, "successRate": 0.10165786117689925, "wilsonLowerBound": 0.09713464441717601 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 11162, "officialConfigError": null, "officialConfigValid": true, "successCount": 4705, "successRate": 0.42151944096040134, "wilsonLowerBound": 0.41238707608578357 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24155, "officialConfigError": null, "officialConfigValid": true, "successCount": 3786, "successRate": 0.1567377354584972, "wilsonLowerBound": 0.15220755578349682 }, "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": 42878, "officialConfigError": null, "officialConfigValid": true, "successCount": 10757, "successRate": 0.2508745743738047, "wilsonLowerBound": 0.24679361036277012 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23263, "officialConfigError": null, "officialConfigValid": true, "successCount": 3058, "successRate": 0.13145338090530026, "wilsonLowerBound": 0.1271720055511798 }, "vllm": { "framework": "vllm", "modelCount": 86632, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11270662110998246, "wilsonLowerBound": 0.11061793175894352 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 40438, "officialConfigError": null, "officialConfigValid": true, "successCount": 4961, "successRate": 0.12268163608487066, "wilsonLowerBound": 0.1195197883985751 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 31733, "officialConfigError": null, "officialConfigValid": true, "successCount": 3406, "successRate": 0.10733306022122081, "wilsonLowerBound": 0.10397472132795404 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88572, "officialConfigError": null, "officialConfigValid": true, "successCount": 21036, "successRate": 0.23750169353746106, "wilsonLowerBound": 0.23471051900048204 }, "transformers": { "framework": "transformers", "modelCount": 5175, "officialConfigError": null, "officialConfigValid": true, "successCount": 566, "successRate": 0.1093719806763285, "wilsonLowerBound": 0.10115637485123319 }, "vllm": { "framework": "vllm", "modelCount": 112539, "officialConfigError": null, "officialConfigValid": true, "successCount": 16509, "successRate": 0.1466958121184656, "wilsonLowerBound": 0.14464075375258342 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 17284, "officialConfigError": null, "officialConfigValid": true, "successCount": 3438, "successRate": 0.19891228882203194, "wilsonLowerBound": 0.19302827657910676 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42834, "officialConfigError": null, "officialConfigValid": true, "successCount": 5572, "successRate": 0.1300835784657048, "wilsonLowerBound": 0.1269309713741711 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6698, "officialConfigError": null, "officialConfigValid": true, "successCount": 551, "successRate": 0.08226336219767094, "wilsonLowerBound": 0.07592004395653756 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 31136, "officialConfigError": null, "officialConfigValid": true, "successCount": 5581, "successRate": 0.17924588900308325, "wilsonLowerBound": 0.1750250850336538 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60879, "officialConfigError": null, "officialConfigValid": true, "successCount": 12390, "successRate": 0.20351845463953086, "wilsonLowerBound": 0.20033896076146995 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7876, "officialConfigError": null, "officialConfigValid": true, "successCount": 2279, "successRate": 0.2893600812595226, "wilsonLowerBound": 0.27944977154448675 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12876, "officialConfigError": null, "officialConfigValid": true, "successCount": 3326, "successRate": 0.25831003417210313, "wilsonLowerBound": 0.2508224593895046 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 60867, "officialConfigError": null, "officialConfigValid": true, "successCount": 16685, "successRate": 0.2741222665812345, "wilsonLowerBound": 0.27059280655541496 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46572, "officialConfigError": null, "officialConfigValid": true, "successCount": 20386, "successRate": 0.43773082538864555, "wilsonLowerBound": 0.43323037105454126 }, "vllm": { "framework": "vllm", "modelCount": 36497, "officialConfigError": null, "officialConfigValid": true, "successCount": 3442, "successRate": 0.09430912129764091, "wilsonLowerBound": 0.09135323988883876 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 518, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6278, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030582988212806625, "wilsonLowerBound": 0.026602368317046696 }, "vllm": { "framework": "vllm", "modelCount": 10024, "officialConfigError": null, "officialConfigValid": true, "successCount": 738, "successRate": 0.07362330407023145, "wilsonLowerBound": 0.06867247302280925 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5935, "officialConfigError": null, "officialConfigValid": true, "successCount": 2517, "successRate": 0.42409435551811286, "wilsonLowerBound": 0.4115740303726488 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7375, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.031864406779661014, "wilsonLowerBound": 0.02809313780695749 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11601, "officialConfigError": null, "officialConfigValid": true, "successCount": 3826, "successRate": 0.32979915524523745, "wilsonLowerBound": 0.32130142088261376 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26448, "officialConfigError": null, "officialConfigValid": true, "successCount": 13413, "successRate": 0.5071460980036298, "wilsonLowerBound": 0.5011201057672462 }, "vllm": { "framework": "vllm", "modelCount": 62323, "officialConfigError": null, "officialConfigValid": true, "successCount": 6260, "successRate": 0.10044445870705838, "wilsonLowerBound": 0.09810904706927923 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12462, "officialConfigError": null, "officialConfigValid": true, "successCount": 1791, "successRate": 0.14371689937409726, "wilsonLowerBound": 0.13766745854689252 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-19T07:32:52.151429+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1007.9136690647482, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.312367896192421, "queueFactor": 1.0042003677760125, "queueWeight": 1.0042003677760125, "recentSuccess": 49, "recentSuccessRate": 0.35251798561151076, "recentTerminal": 139, "recentWilsonLowerBound": 0.278035094856034, "running": 8, "selectionWeight": 1.317880324013861, "stale": false, "submissionEligible": true, "throughputPerHour": 23.166666666666668, "waiting": 23350 }, "Ascend_910-b4": { "available": true, "backlogHours": 1367.5081967213116, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.2826568913940766, "queueFactor": 0.9592777815838123, "queueWeight": 0.9592777815838123, "recentSuccess": 54, "recentSuccessRate": 0.4426229508196721, "recentTerminal": 122, "recentWilsonLowerBound": 0.3575736806790091, "running": 8, "selectionWeight": 2.1897020388935107, "stale": false, "submissionEligible": true, "throughputPerHour": 20.333333333333332, "waiting": 27806 }, "Biren_166m": { "available": true, "backlogHours": 176.1375, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.22187634712720805, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 28, "recentSuccessRate": 0.175, "recentTerminal": 160, "recentWilsonLowerBound": 0.12394120470168268, "running": 8, "selectionWeight": 0.28843925126537046, "stale": false, "submissionEligible": true, "throughputPerHour": 26.666666666666668, "waiting": 4697 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1561.9285714285713, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4421943838738917, "queueFactor": 0.9403395464355633, "queueWeight": 0.9403395464355633, "recentSuccess": 15, "recentSuccessRate": 0.26785714285714285, "recentTerminal": 56, "recentWilsonLowerBound": 0.16957158661894964, "running": 7, "selectionWeight": 0.4158128663683287, "stale": false, "submissionEligible": true, "throughputPerHour": 9.333333333333334, "waiting": 14578 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 442.1652892561983, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.7526033746022902, "queueFactor": 1.1363083010752324, "queueWeight": 1.1363083010752324, "recentSuccess": 35, "recentSuccessRate": 0.2892561983471074, "recentTerminal": 121, "recentWilsonLowerBound": 0.21593930152944865, "running": 7, "selectionWeight": 0.8551894619778151, "stale": false, "submissionEligible": true, "throughputPerHour": 20.166666666666668, "waiting": 8917 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 63.599999999999994, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 9, "recentSuccessRate": 0.036734693877551024, "recentTerminal": 245, "recentWilsonLowerBound": 0.019444287984616986, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 40.833333333333336, "waiting": 2597 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 244.81967213114754, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.5366534762305988, "queueFactor": 1.2416721194064162, "queueWeight": 1.2416721194064162, "recentSuccess": 31, "recentSuccessRate": 0.2540983606557377, "recentTerminal": 122, "recentWilsonLowerBound": 0.18517041283138747, "running": 7, "selectionWeight": 0.6663476592180684, "stale": false, "submissionEligible": true, "throughputPerHour": 20.333333333333332, "waiting": 4978 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 3329.1724137931037, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.0861989495544984, "queueFactor": 0.8394279647938651, "queueWeight": 0.8394279647938651, "recentSuccess": 12, "recentSuccessRate": 0.41379310344827586, "recentTerminal": 29, "recentWilsonLowerBound": 0.2551293527964552, "running": 2, "selectionWeight": 0.9117857735857666, "stale": false, "submissionEligible": true, "throughputPerHour": 4.833333333333333, "waiting": 16091 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 554.6842105263158, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3535883925957841, "queueFactor": 1.0983152298561716, "queueWeight": 1.0983152298561716, "recentSuccess": 25, "recentSuccessRate": 0.21929824561403508, "recentTerminal": 114, "recentWilsonLowerBound": 0.15318272840957878, "running": 8, "selectionWeight": 0.38835151668831286, "stale": false, "submissionEligible": true, "throughputPerHour": 19.0, "waiting": 10539 }, "MetaX_c-500": { "available": true, "backlogHours": 939.2112676056338, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.4952029728816575, "queueFactor": 1.014890955615595, "queueWeight": 1.014890955615595, "recentSuccess": 19, "recentSuccessRate": 0.2676056338028169, "recentTerminal": 71, "recentWilsonLowerBound": 0.17852666541700804, "running": 4, "selectionWeight": 0.5025770183715489, "stale": false, "submissionEligible": true, "throughputPerHour": 11.833333333333334, "waiting": 11114 }, "Mthreads_s4000": { "available": true, "backlogHours": 1960.1904761904761, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.9088435619779923, "queueWeight": 0.9088435619779923, "recentSuccess": 31, "recentSuccessRate": 0.49206349206349204, "recentTerminal": 63, "recentWilsonLowerBound": 0.3726660281435346, "running": 4, "selectionWeight": 2.272108904944981, "stale": false, "submissionEligible": true, "throughputPerHour": 10.5, "waiting": 20582 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 8630.727272727274, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.3337778790463015, "queueFactor": 0.7276570934475585, "queueWeight": 0.7276570934475585, "recentSuccess": 6, "recentSuccessRate": 0.5454545454545454, "recentTerminal": 11, "recentWilsonLowerBound": 0.2800877556899882, "running": 2, "selectionWeight": 0.970532934771481, "stale": false, "submissionEligible": false, "throughputPerHour": 1.8333333333333333, "waiting": 15823 }, "Vastai_va16": { "available": true, "backlogHours": 1593.5294117647059, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.0594432472096562, "queueFactor": 0.9375185375765621, "queueWeight": 0.9375185375765621, "recentSuccess": 7, "recentSuccessRate": 0.13725490196078433, "recentTerminal": 51, "recentWilsonLowerBound": 0.06811015331542725, "running": 16, "selectionWeight": 0.05572914619279894, "stale": false, "submissionEligible": true, "throughputPerHour": 8.5, "waiting": 13545 }, "hygon_k100-ai": { "available": true, "backlogHours": 1065.0379746835445, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.38764153504396937, "queueFactor": 0.9959306827641227, "queueWeight": 0.9959306827641227, "recentSuccess": 19, "recentSuccessRate": 0.24050632911392406, "recentTerminal": 79, "recentWilsonLowerBound": 0.15972056887933211, "running": 6, "selectionWeight": 0.386064098664073, "stale": false, "submissionEligible": true, "throughputPerHour": 13.166666666666666, "waiting": 14023 } }, "queueAttemptedAt": "2026-09-19T07:25:38.149635+00:00", "queueError": null, "queueUpdatedAt": "2026-09-19T07:25:38.149635+00:00", "supportedGpus": [ "Vastai_va16", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Cambricon_mlu-370-x4", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "Ascend_910-b3", "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 }