{ "communityAttemptedAt": "2026-10-04T18:49:41.165783+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-04T18:49:41.165783+00:00", "frameworkAttemptedAt": "2026-10-04T16:27:10.273279+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 40947, "officialConfigError": null, "officialConfigValid": true, "successCount": 20084, "successRate": 0.4904877036168706, "wilsonLowerBound": 0.4856466932438106 }, "vllm": { "framework": "vllm", "modelCount": 54824, "officialConfigError": null, "officialConfigValid": true, "successCount": 15115, "successRate": 0.2757004231723333, "wilsonLowerBound": 0.2719755744578353 }, "vllm_0.23.0": { "framework": "vllm_0.23.0", "modelCount": 0, "officialConfigError": "framework_mismatch", "officialConfigValid": false, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 3666, "officialConfigError": null, "officialConfigValid": true, "successCount": 1082, "successRate": 0.29514457174031644, "wilsonLowerBound": 0.28060039717132573 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 35549, "officialConfigError": null, "officialConfigValid": true, "successCount": 16435, "successRate": 0.4623196151790486, "wilsonLowerBound": 0.4571410316263713 }, "vllm": { "framework": "vllm", "modelCount": 39143, "officialConfigError": null, "officialConfigValid": true, "successCount": 10924, "successRate": 0.27907927343330863, "wilsonLowerBound": 0.27465750177137455 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11533, "officialConfigError": null, "officialConfigValid": true, "successCount": 4832, "successRate": 0.4189716465793809, "wilsonLowerBound": 0.40999524875535726 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64178, "officialConfigError": null, "officialConfigValid": true, "successCount": 12094, "successRate": 0.18844463834959022, "wilsonLowerBound": 0.18543770256687467 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 26085, "officialConfigError": null, "officialConfigValid": true, "successCount": 5541, "successRate": 0.21242093156986774, "wilsonLowerBound": 0.2074997527544099 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7330, "officialConfigError": null, "officialConfigValid": true, "successCount": 94, "successRate": 0.012824010914051841, "wilsonLowerBound": 0.010491456661972855 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26520, "officialConfigError": null, "officialConfigValid": true, "successCount": 3261, "successRate": 0.12296380090497737, "wilsonLowerBound": 0.1190658652396679 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16496, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.1016003879728419, "wilsonLowerBound": 0.09708223705449089 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 14093, "officialConfigError": null, "officialConfigValid": true, "successCount": 5700, "successRate": 0.4044561129638828, "wilsonLowerBound": 0.3963801920247765 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24565, "officialConfigError": null, "officialConfigValid": true, "successCount": 3798, "successRate": 0.15461021778953796, "wilsonLowerBound": 0.15014314191977335 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8123, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.066970331158439, "wilsonLowerBound": 0.061736366111672984 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 48943, "officialConfigError": null, "officialConfigValid": true, "successCount": 12220, "successRate": 0.24967819708640662, "wilsonLowerBound": 0.24586330137213241 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23686, "officialConfigError": null, "officialConfigValid": true, "successCount": 3111, "successRate": 0.13134340960905175, "wilsonLowerBound": 0.1271014421174694 }, "vllm": { "framework": "vllm", "modelCount": 86858, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11245941651891593, "wilsonLowerBound": 0.11037544978714471 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 44355, "officialConfigError": null, "officialConfigValid": true, "successCount": 5400, "successRate": 0.1217450118363206, "wilsonLowerBound": 0.11873459401356201 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42268, "officialConfigError": null, "officialConfigValid": true, "successCount": 3591, "successRate": 0.08495788776379294, "wilsonLowerBound": 0.08233735136852925 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 91214, "officialConfigError": null, "officialConfigValid": true, "successCount": 22445, "successRate": 0.24606968228561404, "wilsonLowerBound": 0.24328516921335383 }, "transformers": { "framework": "transformers", "modelCount": 5453, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.10636346964973409, "wilsonLowerBound": 0.09845573022593368 }, "vllm": { "framework": "vllm", "modelCount": 112790, "officialConfigError": null, "officialConfigValid": true, "successCount": 16529, "successRate": 0.14654667967018353, "wilsonLowerBound": 0.14449477031337343 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 21409, "officialConfigError": null, "officialConfigValid": true, "successCount": 3820, "successRate": 0.1784296323975898, "wilsonLowerBound": 0.17335868349485636 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43440, "officialConfigError": null, "officialConfigValid": true, "successCount": 5648, "successRate": 0.1300184162062615, "wilsonLowerBound": 0.12688832570870462 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7648, "officialConfigError": null, "officialConfigValid": true, "successCount": 703, "successRate": 0.09191945606694561, "wilsonLowerBound": 0.085647593681614 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33242, "officialConfigError": null, "officialConfigValid": true, "successCount": 6394, "successRate": 0.19234703086456892, "wilsonLowerBound": 0.18814558671735693 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61397, "officialConfigError": null, "officialConfigValid": true, "successCount": 12411, "successRate": 0.20214342720328354, "wilsonLowerBound": 0.1989854184229054 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 12730, "officialConfigError": null, "officialConfigValid": true, "successCount": 3727, "successRate": 0.29277297721916734, "wilsonLowerBound": 0.28493171416732604 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14778, "officialConfigError": null, "officialConfigValid": true, "successCount": 3662, "successRate": 0.24780078495060226, "wilsonLowerBound": 0.24090601410412868 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 65808, "officialConfigError": null, "officialConfigValid": true, "successCount": 18078, "successRate": 0.274708242159008, "wilsonLowerBound": 0.27131103873914547 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 543, "officialConfigError": null, "officialConfigValid": true, "successCount": 335, "successRate": 0.6169429097605893, "wilsonLowerBound": 0.5753676069594711 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47802, "officialConfigError": null, "officialConfigValid": true, "successCount": 21261, "successRate": 0.44477218526421486, "wilsonLowerBound": 0.44032190524932546 }, "vllm": { "framework": "vllm", "modelCount": 38655, "officialConfigError": null, "officialConfigValid": true, "successCount": 4352, "successRate": 0.1125856939593843, "wilsonLowerBound": 0.10947304342761281 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 900, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 4.318375942142756e-19 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6284, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030553787396562698, "wilsonLowerBound": 0.026576919854083197 }, "vllm": { "framework": "vllm", "modelCount": 10059, "officialConfigError": null, "officialConfigValid": true, "successCount": 751, "successRate": 0.07465950889750472, "wilsonLowerBound": 0.06968374556956204 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6824, "officialConfigError": null, "officialConfigValid": true, "successCount": 2970, "successRate": 0.43522860492379833, "wilsonLowerBound": 0.4235049346116168 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7403, "officialConfigError": null, "officialConfigValid": true, "successCount": 243, "successRate": 0.03282453059570444, "wilsonLowerBound": 0.029001798401434808 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15538, "officialConfigError": null, "officialConfigValid": true, "successCount": 4894, "successRate": 0.31496975157677953, "wilsonLowerBound": 0.30771246432729793 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27646, "officialConfigError": null, "officialConfigValid": true, "successCount": 14097, "successRate": 0.5099110178687695, "wilsonLowerBound": 0.5040172109245917 }, "vllm": { "framework": "vllm", "modelCount": 65677, "officialConfigError": null, "officialConfigValid": true, "successCount": 6899, "successRate": 0.105044383878679, "wilsonLowerBound": 0.10272247299937777 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13247, "officialConfigError": null, "officialConfigValid": true, "successCount": 2083, "successRate": 0.15724314939231523, "wilsonLowerBound": 0.1511434404892029 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-04T18:52:37.860467+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1125.3566433566434, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.0843761334474864, "queueFactor": 0.927394016191213, "queueWeight": 0.927394016191213, "recentSuccess": 47, "recentSuccessRate": 0.32867132867132864, "recentTerminal": 143, "recentWilsonLowerBound": 0.2570448191429695, "running": 8, "selectionWeight": 1.0056439374597632, "stale": false, "submissionEligible": true, "throughputPerHour": 23.833333333333332, "waiting": 26821 }, "Ascend_910-b4": { "available": true, "backlogHours": 1386.857142857143, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.8987792908283756, "queueWeight": 0.8987792908283756, "recentSuccess": 58, "recentSuccessRate": 0.4603174603174603, "recentTerminal": 126, "recentWilsonLowerBound": 0.37575069319259424, "running": 9, "selectionWeight": 2.246948227070939, "stale": false, "submissionEligible": true, "throughputPerHour": 21.0, "waiting": 29124 }, "Biren_166m": { "available": true, "backlogHours": 139.59740259740258, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.9658157293579606, "queueFactor": 1.268312333150205, "queueWeight": 1.268312333150205, "recentSuccess": 48, "recentSuccessRate": 0.3116883116883117, "recentTerminal": 154, "recentWilsonLowerBound": 0.2438662664082448, "running": 8, "selectionWeight": 1.224956001095162, "stale": false, "submissionEligible": true, "throughputPerHour": 25.666666666666668, "waiting": 3583 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1456.6363636363637, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.29778583586072793, "queueFactor": 0.8921854658921172, "queueWeight": 0.8921854658921172, "recentSuccess": 15, "recentSuccessRate": 0.22727272727272727, "recentTerminal": 66, "recentWilsonLowerBound": 0.1428510508724467, "running": 7, "selectionWeight": 0.2656801947034771, "stale": false, "submissionEligible": false, "throughputPerHour": 11.0, "waiting": 16023 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 406.39370078740154, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.48090126645188586, "queueFactor": 1.0804776084239063, "queueWeight": 1.0804776084239063, "recentSuccess": 31, "recentSuccessRate": 0.2440944881889764, "recentTerminal": 127, "recentWilsonLowerBound": 0.17762248116708082, "running": 7, "selectionWeight": 0.5196030502639614, "stale": false, "submissionEligible": true, "throughputPerHour": 21.166666666666668, "waiting": 8602 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 57.57660167130919, "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": 0.025069637883008356, "recentTerminal": 359, "recentWilsonLowerBound": 0.0132440237268777, "running": 25, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 59.833333333333336, "waiting": 3445 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 120.11145510835912, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.06938823439707459, "queueFactor": 1.2972394636628721, "queueWeight": 1.2972394636628721, "recentSuccess": 33, "recentSuccessRate": 0.1021671826625387, "recentTerminal": 323, "recentWilsonLowerBound": 0.0736766231360702, "running": 8, "selectionWeight": 0.0900131559737747, "stale": false, "submissionEligible": false, "throughputPerHour": 53.833333333333336, "waiting": 6466 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2038.3043478260868, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.28094417525118165, "queueFactor": 0.8483351492887597, "queueWeight": 0.8483351492887597, "recentSuccess": 11, "recentSuccessRate": 0.2391304347826087, "recentTerminal": 46, "recentWilsonLowerBound": 0.13912036561131397, "running": 2, "selectionWeight": 0.23833481885351868, "stale": false, "submissionEligible": false, "throughputPerHour": 7.666666666666667, "waiting": 15627 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 380.9130434782609, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.43278705033659903, "queueFactor": 1.0910230841228086, "queueWeight": 1.0910230841228086, "recentSuccess": 32, "recentSuccessRate": 0.2318840579710145, "recentTerminal": 138, "recentWilsonLowerBound": 0.16931213470916082, "running": 8, "selectionWeight": 0.47218066242664947, "stale": false, "submissionEligible": true, "throughputPerHour": 23.0, "waiting": 8761 }, "MetaX_c-500": { "available": true, "backlogHours": 586.5436893203884, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.7766213940970623, "queueFactor": 1.022616418608297, "queueWeight": 1.022616418608297, "recentSuccess": 31, "recentSuccessRate": 0.30097087378640774, "recentTerminal": 103, "recentWilsonLowerBound": 0.22085799615777002, "running": 4, "selectionWeight": 0.7941857886461208, "stale": false, "submissionEligible": true, "throughputPerHour": 17.166666666666668, "waiting": 10069 }, "Mthreads_s4000": { "available": true, "backlogHours": 1200.0545454545456, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.2224836646442125, "queueFactor": 0.9184968438135058, "queueWeight": 0.9184968438135058, "recentSuccess": 39, "recentSuccessRate": 0.35454545454545455, "recentTerminal": 110, "recentWilsonLowerBound": 0.2714400375949107, "running": 4, "selectionWeight": 1.1228473875892775, "stale": false, "submissionEligible": true, "throughputPerHour": 18.333333333333332, "waiting": 22001 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 596.9122807017544, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 1.019932050025961, "queueWeight": 1.019932050025961, "recentSuccess": 7, "recentSuccessRate": 0.04093567251461988, "recentTerminal": 171, "recentWilsonLowerBound": 0.019968152921721997, "running": 3, "selectionWeight": 0.050996602501298054, "stale": false, "submissionEligible": false, "throughputPerHour": 28.5, "waiting": 17012 }, "Vastai_va16": { "available": true, "backlogHours": 1140.2168674698794, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9255709109179957, "queueWeight": 0.9255709109179957, "recentSuccess": 2, "recentSuccessRate": 0.024096385542168676, "recentTerminal": 83, "recentWilsonLowerBound": 0.00663302707979022, "running": 16, "selectionWeight": 0.04627854554589979, "stale": false, "submissionEligible": false, "throughputPerHour": 13.833333333333334, "waiting": 15773 }, "hygon_k100-ai": { "available": true, "backlogHours": 764.7898089171974, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.05, "queueFactor": 0.9827125501034519, "queueWeight": 0.9827125501034519, "recentSuccess": 6, "recentSuccessRate": 0.03821656050955414, "recentTerminal": 157, "recentWilsonLowerBound": 0.017630417153658047, "running": 7, "selectionWeight": 0.0491356275051726, "stale": false, "submissionEligible": false, "throughputPerHour": 26.166666666666668, "waiting": 20012 } }, "queueAttemptedAt": "2026-10-04T18:49:41.165783+00:00", "queueError": null, "queueUpdatedAt": "2026-10-04T18:49:41.165783+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "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 }