{ "communityAttemptedAt": "2026-10-08T21:53:51.572417+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-08T21:53:51.572417+00:00", "frameworkAttemptedAt": "2026-10-08T17:06:51.478234+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41613, "officialConfigError": null, "officialConfigValid": true, "successCount": 20554, "successRate": 0.49393218465383415, "wilsonLowerBound": 0.48912922549399324 }, "vllm": { "framework": "vllm", "modelCount": 55733, "officialConfigError": null, "officialConfigValid": true, "successCount": 15257, "successRate": 0.27375163727055785, "wilsonLowerBound": 0.270065458958903 }, "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": 4074, "officialConfigError": null, "officialConfigValid": true, "successCount": 1231, "successRate": 0.3021600392734413, "wilsonLowerBound": 0.2882510862029381 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 36379, "officialConfigError": null, "officialConfigValid": true, "successCount": 16980, "successRate": 0.46675279694329147, "wilsonLowerBound": 0.4616298704756075 }, "vllm": { "framework": "vllm", "modelCount": 39473, "officialConfigError": null, "officialConfigValid": true, "successCount": 10966, "successRate": 0.2778101487092443, "wilsonLowerBound": 0.2734131184488932 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12251, "officialConfigError": null, "officialConfigValid": true, "successCount": 5156, "successRate": 0.420863602971186, "wilsonLowerBound": 0.41214733056913094 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64208, "officialConfigError": null, "officialConfigValid": true, "successCount": 12096, "successRate": 0.1883877398455021, "wilsonLowerBound": 0.1853818562877877 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 28217, "officialConfigError": null, "officialConfigValid": true, "successCount": 6137, "successRate": 0.21749300067335295, "wilsonLowerBound": 0.21271806001622087 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7555, "officialConfigError": null, "officialConfigValid": true, "successCount": 102, "successRate": 0.013500992720052944, "wilsonLowerBound": 0.011134807492626877 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26566, "officialConfigError": null, "officialConfigValid": true, "successCount": 3266, "successRate": 0.12293909508394188, "wilsonLowerBound": 0.11904483309168394 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16502, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10156344685492667, "wilsonLowerBound": 0.09704685221513341 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 14976, "officialConfigError": null, "officialConfigValid": true, "successCount": 5956, "successRate": 0.39770299145299143, "wilsonLowerBound": 0.38989150689668334 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24667, "officialConfigError": null, "officialConfigValid": true, "successCount": 3805, "successRate": 0.154254672234159, "wilsonLowerBound": 0.14980102731856973 }, "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": 50501, "officialConfigError": null, "officialConfigValid": true, "successCount": 12685, "successRate": 0.25118314488822, "wilsonLowerBound": 0.24741957858254432 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23807, "officialConfigError": null, "officialConfigValid": true, "successCount": 3124, "successRate": 0.13122190952240936, "wilsonLowerBound": 0.1269922885558152 }, "vllm": { "framework": "vllm", "modelCount": 86946, "officialConfigError": null, "officialConfigValid": true, "successCount": 9771, "successRate": 0.11238009799185701, "wilsonLowerBound": 0.11029782784273098 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 45549, "officialConfigError": null, "officialConfigValid": true, "successCount": 5492, "successRate": 0.12057344837427825, "wilsonLowerBound": 0.11761491194041603 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 45181, "officialConfigError": null, "officialConfigValid": true, "successCount": 3640, "successRate": 0.08056483920231956, "wilsonLowerBound": 0.0780907124824623 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 92096, "officialConfigError": null, "officialConfigValid": true, "successCount": 22913, "successRate": 0.24879473592772758, "wilsonLowerBound": 0.24601312285999516 }, "transformers": { "framework": "transformers", "modelCount": 5486, "officialConfigError": null, "officialConfigValid": true, "successCount": 581, "successRate": 0.1059059423988334, "wilsonLowerBound": 0.09803697951165226 }, "vllm": { "framework": "vllm", "modelCount": 112836, "officialConfigError": null, "officialConfigValid": true, "successCount": 16530, "successRate": 0.1464957992130171, "wilsonLowerBound": 0.14444460416601623 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22602, "officialConfigError": null, "officialConfigValid": true, "successCount": 3926, "successRate": 0.1737014423502345, "wilsonLowerBound": 0.16881784424418037 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43571, "officialConfigError": null, "officialConfigValid": true, "successCount": 5669, "successRate": 0.13010947648665397, "wilsonLowerBound": 0.1269830977212152 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7851, "officialConfigError": null, "officialConfigValid": true, "successCount": 727, "successRate": 0.09259966883199593, "wilsonLowerBound": 0.08638532744888304 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33845, "officialConfigError": null, "officialConfigValid": true, "successCount": 6621, "successRate": 0.19562712365194268, "wilsonLowerBound": 0.1914355468699114 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61459, "officialConfigError": null, "officialConfigValid": true, "successCount": 12417, "successRate": 0.2020371304446867, "wilsonLowerBound": 0.19888133557740942 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14289, "officialConfigError": null, "officialConfigValid": true, "successCount": 4094, "successRate": 0.286514101756596, "wilsonLowerBound": 0.27915879797642856 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15111, "officialConfigError": null, "officialConfigValid": true, "successCount": 3703, "successRate": 0.2450532724505327, "wilsonLowerBound": 0.23826062910536164 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 66803, "officialConfigError": null, "officialConfigValid": true, "successCount": 18410, "successRate": 0.2755864257593222, "wilsonLowerBound": 0.27221111530212755 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 750, "officialConfigError": null, "officialConfigValid": true, "successCount": 459, "successRate": 0.612, "wilsonLowerBound": 0.5766383140145886 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48119, "officialConfigError": null, "officialConfigValid": true, "successCount": 21506, "successRate": 0.4469336436750556, "wilsonLowerBound": 0.4424957548505818 }, "vllm": { "framework": "vllm", "modelCount": 39241, "officialConfigError": null, "officialConfigValid": true, "successCount": 4593, "successRate": 0.11704594684131393, "wilsonLowerBound": 0.11390259081805712 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1013, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6286, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030544066178810055, "wilsonLowerBound": 0.02656844784963345 }, "vllm": { "framework": "vllm", "modelCount": 10073, "officialConfigError": null, "officialConfigValid": true, "successCount": 756, "successRate": 0.07505211952744961, "wilsonLowerBound": 0.07006718147500551 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7066, "officialConfigError": null, "officialConfigValid": true, "successCount": 3095, "successRate": 0.4380130200962355, "wilsonLowerBound": 0.42648132777013487 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7410, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03292847503373819, "wilsonLowerBound": 0.029101202270226396 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 16816, "officialConfigError": null, "officialConfigValid": true, "successCount": 5006, "successRate": 0.2976926736441484, "wilsonLowerBound": 0.2908284909076872 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27964, "officialConfigError": null, "officialConfigValid": true, "successCount": 14255, "successRate": 0.5097625518523816, "wilsonLowerBound": 0.5039023415520014 }, "vllm": { "framework": "vllm", "modelCount": 66723, "officialConfigError": null, "officialConfigValid": true, "successCount": 7069, "successRate": 0.10594547607271855, "wilsonLowerBound": 0.10363282596384144 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13453, "officialConfigError": null, "officialConfigValid": true, "successCount": 2159, "successRate": 0.16048465026388167, "wilsonLowerBound": 0.15437904748452388 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-08T21:58:21.556410+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1187.6170212765958, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.9911746064585581, "queueFactor": 0.9602738020369923, "queueWeight": 0.9602738020369923, "recentSuccess": 43, "recentSuccessRate": 0.3049645390070922, "recentTerminal": 141, "recentWilsonLowerBound": 0.2349805473237027, "running": 8, "selectionWeight": 0.9517990078264792, "stale": false, "submissionEligible": true, "throughputPerHour": 23.5, "waiting": 27909 }, "Ascend_910-b4": { "available": true, "backlogHours": 1250.9589041095892, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.0638408854179886, "queueFactor": 0.9528182925825277, "queueWeight": 0.9528182925825277, "recentSuccess": 59, "recentSuccessRate": 0.4041095890410959, "recentTerminal": 146, "recentWilsonLowerBound": 0.327956676626749, "running": 8, "selectionWeight": 1.96646534860598, "stale": false, "submissionEligible": true, "throughputPerHour": 24.333333333333332, "waiting": 30440 }, "Biren_166m": { "available": true, "backlogHours": 135.9090909090909, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.24967228895416801, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 34, "recentSuccessRate": 0.1717171717171717, "recentTerminal": 198, "recentWilsonLowerBound": 0.1255623003858004, "running": 7, "selectionWeight": 0.32457397564041846, "stale": false, "submissionEligible": false, "throughputPerHour": 33.0, "waiting": 4485 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1447.774647887324, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.541535295402247, "queueFactor": 0.932162006137183, "queueWeight": 0.932162006137183, "recentSuccess": 19, "recentSuccessRate": 0.2676056338028169, "recentTerminal": 71, "recentWilsonLowerBound": 0.17852666541700804, "running": 7, "selectionWeight": 0.5047986273562506, "stale": false, "submissionEligible": true, "throughputPerHour": 11.833333333333334, "waiting": 17132 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 421.0827067669173, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.30266668923898465, "queueFactor": 1.121867151099663, "queueWeight": 1.121867151099663, "recentSuccess": 26, "recentSuccessRate": 0.19548872180451127, "recentTerminal": 133, "recentWilsonLowerBound": 0.13704293942095672, "running": 7, "selectionWeight": 0.3395518163893067, "stale": false, "submissionEligible": false, "throughputPerHour": 22.166666666666668, "waiting": 9334 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 61.180952380952384, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 6, "recentSuccessRate": 0.01904761904761905, "recentTerminal": 315, "recentWilsonLowerBound": 0.008758092594282693, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 52.5, "waiting": 3212 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 186.24657534246575, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.7144024771542965, "queueFactor": 1.2678950267496636, "queueWeight": 1.2678950267496636, "recentSuccess": 56, "recentSuccessRate": 0.2557077625570776, "recentTerminal": 219, "recentWilsonLowerBound": 0.20248472554410663, "running": 5, "selectionWeight": 0.9057873478815727, "stale": false, "submissionEligible": true, "throughputPerHour": 36.5, "waiting": 6798 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2281.609756097561, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.999692568441276, "queueFactor": 0.8706835472172869, "queueWeight": 0.8706835472172869, "recentSuccess": 15, "recentSuccessRate": 0.36585365853658536, "recentTerminal": 41, "recentWilsonLowerBound": 0.23589630416936813, "running": 2, "selectionWeight": 0.8704158716172106, "stale": false, "submissionEligible": true, "throughputPerHour": 6.833333333333333, "waiting": 15591 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 356.06493506493507, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3172276920043745, "queueFactor": 1.1504484457048585, "queueWeight": 1.1504484457048585, "recentSuccess": 30, "recentSuccessRate": 0.19480519480519481, "recentTerminal": 154, "recentWilsonLowerBound": 0.14000138473607715, "running": 7, "selectionWeight": 0.3649541052009722, "stale": false, "submissionEligible": false, "throughputPerHour": 25.666666666666668, "waiting": 9139 }, "MetaX_c-500": { "available": true, "backlogHours": 625.1428571428571, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.0565094691789818, "queueFactor": 1.0573034558433927, "queueWeight": 1.0573034558433927, "recentSuccess": 34, "recentSuccessRate": 0.3238095238095238, "recentTerminal": 105, "recentWilsonLowerBound": 0.24189861275835717, "running": 3, "selectionWeight": 1.1170511128942058, "stale": false, "submissionEligible": true, "throughputPerHour": 17.5, "waiting": 10940 }, "Mthreads_s4000": { "available": true, "backlogHours": 2150.6666666666665, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8784369130791165, "queueWeight": 0.8784369130791165, "recentSuccess": 30, "recentSuccessRate": 0.47619047619047616, "recentTerminal": 63, "recentWilsonLowerBound": 0.35781921387369653, "running": 4, "selectionWeight": 2.1960922826977916, "stale": false, "submissionEligible": true, "throughputPerHour": 10.5, "waiting": 22582 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3164.181818181818, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.10888276964097207, "queueFactor": 0.8290053401248536, "queueWeight": 0.8290053401248536, "recentSuccess": 6, "recentSuccessRate": 0.18181818181818182, "recentTerminal": 33, "recentWilsonLowerBound": 0.08610651225698264, "running": 2, "selectionWeight": 0.09026439747995013, "stale": false, "submissionEligible": false, "throughputPerHour": 5.5, "waiting": 17403 }, "Vastai_va16": { "available": true, "backlogHours": 606.7951807228916, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.5666072118685151, "queueFactor": 1.0620384110518515, "queueWeight": 1.0620384110518515, "recentSuccess": 40, "recentSuccessRate": 0.24096385542168675, "recentTerminal": 166, "recentWilsonLowerBound": 0.18223732595595787, "running": 16, "selectionWeight": 0.6017586229833576, "stale": false, "submissionEligible": true, "throughputPerHour": 27.666666666666668, "waiting": 16788 }, "hygon_k100-ai": { "available": true, "backlogHours": 1365.3176470588237, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.486958640858265, "queueFactor": 0.9403975460549655, "queueWeight": 0.9403975460549655, "recentSuccess": 39, "recentSuccessRate": 0.4588235294117647, "recentTerminal": 85, "recentWilsonLowerBound": 0.3569695582911919, "running": 6, "selectionWeight": 2.3387298030033046, "stale": false, "submissionEligible": true, "throughputPerHour": 14.166666666666666, "waiting": 19342 } }, "queueAttemptedAt": "2026-10-08T21:51:06.374354+00:00", "queueError": null, "queueUpdatedAt": "2026-10-08T21:51:06.374354+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Vastai_va16", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "Ascend_910-b3", "hygon_k100-ai", "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 }