{ "communityAttemptedAt": "2026-10-08T18:49:50.370302+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-08T18:49:50.370302+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": "2026-10-08T19:02:42.066131+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1206.9496402877696, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.2090480305904336, "queueFactor": 0.8986182984590148, "queueWeight": 0.8986182984590148, "recentSuccess": 44, "recentSuccessRate": 0.31654676258992803, "recentTerminal": 139, "recentWilsonLowerBound": 0.2450426950943528, "running": 8, "selectionWeight": 1.0864726840043983, "stale": false, "submissionEligible": true, "throughputPerHour": 23.166666666666668, "waiting": 27961 }, "Ascend_910-b4": { "available": true, "backlogHours": 1251.0, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.8937993486295521, "queueWeight": 0.8937993486295521, "recentSuccess": 61, "recentSuccessRate": 0.4178082191780822, "recentTerminal": 146, "recentWilsonLowerBound": 0.3409174566492344, "running": 8, "selectionWeight": 2.2344983715738804, "stale": false, "submissionEligible": true, "throughputPerHour": 24.333333333333332, "waiting": 30441 }, "Biren_166m": { "available": true, "backlogHours": 140.70466321243524, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.2121835198492038, "queueFactor": 1.240458834931738, "queueWeight": 1.240458834931738, "recentSuccess": 30, "recentSuccessRate": 0.15544041450777202, "recentTerminal": 193, "recentWilsonLowerBound": 0.11110337669376555, "running": 8, "selectionWeight": 0.2632049218238587, "stale": false, "submissionEligible": false, "throughputPerHour": 32.166666666666664, "waiting": 4526 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1119.0, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.11612521891796596, "queueFactor": 0.9088749155535075, "queueWeight": 0.9088749155535075, "recentSuccess": 13, "recentSuccessRate": 0.14130434782608695, "recentTerminal": 92, "recentWilsonLowerBound": 0.08447613379881469, "running": 7, "selectionWeight": 0.10554329853769888, "stale": false, "submissionEligible": false, "throughputPerHour": 15.333333333333334, "waiting": 17158 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 506.7567567567568, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4096115168586393, "queueFactor": 1.0235491408366018, "queueWeight": 1.0235491408366018, "recentSuccess": 24, "recentSuccessRate": 0.21621621621621623, "recentTerminal": 111, "recentWilsonLowerBound": 0.1498210872799431, "running": 7, "selectionWeight": 0.41925751615743745, "stale": false, "submissionEligible": false, "throughputPerHour": 18.5, "waiting": 9375 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 75.54022988505747, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 5, "recentSuccessRate": 0.019157088122605363, "recentTerminal": 261, "recentWilsonLowerBound": 0.008209717085932369, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 43.5, "waiting": 3286 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 261.5225806451613, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.5602779300160519, "queueFactor": 1.1303221841316193, "queueWeight": 1.1303221841316193, "recentSuccess": 36, "recentSuccessRate": 0.23225806451612904, "recentTerminal": 155, "recentWilsonLowerBound": 0.1727449576065253, "running": 8, "selectionWeight": 0.6332945735764863, "stale": false, "submissionEligible": true, "throughputPerHour": 25.833333333333332, "waiting": 6756 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1910.4489795918369, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.8797929509224505, "queueFactor": 0.8387997912111128, "queueWeight": 0.8387997912111128, "recentSuccess": 16, "recentSuccessRate": 0.32653061224489793, "recentTerminal": 49, "recentWilsonLowerBound": 0.21207321329264214, "running": 2, "selectionWeight": 0.7379701435427602, "stale": false, "submissionEligible": true, "throughputPerHour": 8.166666666666666, "waiting": 15602 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 365.00662251655626, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.30755049010015234, "queueFactor": 1.0751857966373892, "queueWeight": 1.0751857966373892, "recentSuccess": 28, "recentSuccessRate": 0.18543046357615894, "recentTerminal": 151, "recentWilsonLowerBound": 0.1315231360298444, "running": 8, "selectionWeight": 0.33067391870455176, "stale": false, "submissionEligible": false, "throughputPerHour": 25.166666666666668, "waiting": 9186 }, "MetaX_c-500": { "available": true, "backlogHours": 676.8865979381443, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.690622056075932, "queueFactor": 0.9800567924668984, "queueWeight": 0.9800567924668984, "recentSuccess": 26, "recentSuccessRate": 0.26804123711340205, "recentTerminal": 97, "recentWilsonLowerBound": 0.18997431720820318, "running": 4, "selectionWeight": 0.6768488370846723, "stale": false, "submissionEligible": true, "throughputPerHour": 16.166666666666668, "waiting": 10943 }, "Mthreads_s4000": { "available": true, "backlogHours": 1369.939393939394, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.8824584468982857, "queueFactor": 0.8817052507457483, "queueWeight": 0.8817052507457483, "recentSuccess": 29, "recentSuccessRate": 0.29292929292929293, "recentTerminal": 99, "recentWilsonLowerBound": 0.21236502469141286, "running": 4, "selectionWeight": 0.7780682461951566, "stale": false, "submissionEligible": true, "throughputPerHour": 16.5, "waiting": 22604 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2663.076923076923, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.7980334098979907, "queueWeight": 0.7980334098979907, "recentSuccess": 5, "recentSuccessRate": 0.1282051282051282, "recentTerminal": 39, "recentWilsonLowerBound": 0.05602734948028318, "running": 2, "selectionWeight": 0.03990167049489954, "stale": false, "submissionEligible": false, "throughputPerHour": 6.5, "waiting": 17310 }, "Vastai_va16": { "available": true, "backlogHours": 197.61176470588236, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 1.1788450135864477, "queueWeight": 1.1788450135864477, "recentSuccess": 25, "recentSuccessRate": 0.049019607843137254, "recentTerminal": 510, "recentWilsonLowerBound": 0.03342060305794851, "running": 16, "selectionWeight": 0.058942250679322385, "stale": false, "submissionEligible": false, "throughputPerHour": 85.0, "waiting": 16797 }, "hygon_k100-ai": { "available": true, "backlogHours": 37.07156549520767, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 38, "recentSuccessRate": 0.012140575079872205, "recentTerminal": 3130, "recentWilsonLowerBound": 0.008857967992170514, "running": 6, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 521.6666666666666, "waiting": 19339 } }, "queueAttemptedAt": "2026-10-08T18:56:57.570963+00:00", "queueError": null, "queueUpdatedAt": "2026-10-08T18:56:57.570963+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 }