{ "communityAttemptedAt": "2026-09-19T09:33:44.438266+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-19T09:33:44.438266+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": "2026-09-19T09:37:13.254112+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 960.2465753424658, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.108728878516318, "queueFactor": 1.0219885236392854, "queueWeight": 1.0219885236392854, "recentSuccess": 46, "recentSuccessRate": 0.3150684931506849, "recentTerminal": 146, "recentWilsonLowerBound": 0.2452770939862915, "running": 8, "selectionWeight": 1.1331081896711326, "stale": false, "submissionEligible": true, "throughputPerHour": 24.333333333333332, "waiting": 23366 }, "Ascend_910-b4": { "available": true, "backlogHours": 1210.2608695652175, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9871237139558998, "queueWeight": 0.9871237139558998, "recentSuccess": 60, "recentSuccessRate": 0.43478260869565216, "recentTerminal": 138, "recentWilsonLowerBound": 0.3549471151477231, "running": 8, "selectionWeight": 2.4678092848897495, "stale": false, "submissionEligible": true, "throughputPerHour": 23.0, "waiting": 27836 }, "Biren_166m": { "available": true, "backlogHours": 156.82872928176795, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.15385285229526593, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 26, "recentSuccessRate": 0.143646408839779, "recentTerminal": 181, "recentWilsonLowerBound": 0.0999503576141347, "running": 8, "selectionWeight": 0.20000870798384573, "stale": false, "submissionEligible": true, "throughputPerHour": 30.166666666666668, "waiting": 4731 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1716.8235294117646, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4065536652275556, "queueFactor": 0.9366871998136402, "queueWeight": 0.9366871998136402, "recentSuccess": 13, "recentSuccessRate": 0.2549019607843137, "recentTerminal": 51, "recentWilsonLowerBound": 0.1554562324126639, "running": 7, "selectionWeight": 0.38081361425597116, "stale": false, "submissionEligible": true, "throughputPerHour": 8.5, "waiting": 14593 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 458.20512820512823, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.7751252058809281, "queueFactor": 1.1419430407271898, "queueWeight": 1.1419430407271898, "recentSuccess": 33, "recentSuccessRate": 0.28205128205128205, "recentTerminal": 117, "recentWilsonLowerBound": 0.2084473173817141, "running": 7, "selectionWeight": 0.8851488345479561, "stale": false, "submissionEligible": true, "throughputPerHour": 19.5, "waiting": 8935 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 73.49282296650718, "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": 0.0430622009569378, "recentTerminal": 209, "recentWilsonLowerBound": 0.022817713606791742, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 34.833333333333336, "waiting": 2560 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 186.83018867924528, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.3274300950590661, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 31, "recentSuccessRate": 0.1949685534591195, "recentTerminal": 159, "recentWilsonLowerBound": 0.1408903310668876, "running": 4, "selectionWeight": 0.425659123576786, "stale": false, "submissionEligible": true, "throughputPerHour": 26.5, "waiting": 4951 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 3015.0, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.5580164017664409, "queueFactor": 0.8608160116509638, "queueWeight": 0.8608160116509638, "recentSuccess": 10, "recentSuccessRate": 0.3125, "recentTerminal": 32, "recentWilsonLowerBound": 0.17952352116618736, "running": 2, "selectionWeight": 0.48034945340440943, "stale": false, "submissionEligible": true, "throughputPerHour": 5.333333333333333, "waiting": 16080 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 569.7297297297297, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5659241301736375, "queueFactor": 1.1052311117664284, "queueWeight": 1.1052311117664284, "recentSuccess": 28, "recentSuccessRate": 0.25225225225225223, "recentTerminal": 111, "recentWilsonLowerBound": 0.18067547191382155, "running": 8, "selectionWeight": 0.6254769555672584, "stale": false, "submissionEligible": true, "throughputPerHour": 18.5, "waiting": 10540 }, "MetaX_c-500": { "available": true, "backlogHours": 1009.9090909090909, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.4790036513942637, "queueFactor": 1.0142875430574465, "queueWeight": 1.0142875430574465, "recentSuccess": 17, "recentSuccessRate": 0.25757575757575757, "recentTerminal": 66, "recentWilsonLowerBound": 0.1674870734589668, "running": 4, "selectionWeight": 0.4858474366882333, "stale": false, "submissionEligible": true, "throughputPerHour": 11.0, "waiting": 11109 }, "Mthreads_s4000": { "available": true, "backlogHours": 1882.5454545454545, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.4900194573872625, "queueFactor": 0.9238290472454019, "queueWeight": 0.9238290472454019, "recentSuccess": 31, "recentSuccessRate": 0.4696969696969697, "recentTerminal": 66, "recentWilsonLowerBound": 0.35430230971911897, "running": 4, "selectionWeight": 2.3003523029405875, "stale": false, "submissionEligible": true, "throughputPerHour": 11.0, "waiting": 20708 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 7913.5, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.1950315009999755, "queueFactor": 0.7448145344859256, "queueWeight": 0.7448145344859256, "recentSuccess": 6, "recentSuccessRate": 0.5, "recentTerminal": 12, "recentWilsonLowerBound": 0.2537781703934222, "running": 2, "selectionWeight": 0.8900768311133137, "stale": false, "submissionEligible": false, "throughputPerHour": 2.0, "waiting": 15827 }, "Vastai_va16": { "available": true, "backlogHours": 2093.846153846154, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.12147441883709144, "queueFactor": 0.9092047976013707, "queueWeight": 0.9092047976013707, "recentSuccess": 7, "recentSuccessRate": 0.1794871794871795, "recentTerminal": 39, "recentWilsonLowerBound": 0.08977151811469994, "running": 16, "selectionWeight": 0.11044512439252185, "stale": false, "submissionEligible": true, "throughputPerHour": 6.5, "waiting": 13610 }, "hygon_k100-ai": { "available": true, "backlogHours": 1308.3692307692306, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.4961143747366448, "queueFactor": 0.9756496333097768, "queueWeight": 0.9756496333097768, "recentSuccess": 17, "recentSuccessRate": 0.26153846153846155, "recentTerminal": 65, "recentWilsonLowerBound": 0.17018055060319134, "running": 6, "selectionWeight": 0.4840338077915167, "stale": false, "submissionEligible": true, "throughputPerHour": 10.833333333333334, "waiting": 14174 } }, "queueAttemptedAt": "2026-09-19T09:33:44.438266+00:00", "queueError": null, "queueUpdatedAt": "2026-09-19T09:33:44.438266+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 }