{ "communityAttemptedAt": "2026-10-08T17:06:51.478234+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-08T17:06:51.478234+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": "2026-10-08T17:17:58.770110+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1300.7441860465117, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.6854417588068815, "queueFactor": 0.8753206743538481, "queueWeight": 0.8753206743538481, "recentSuccess": 44, "recentSuccessRate": 0.34108527131782945, "recentTerminal": 129, "recentWilsonLowerBound": 0.2649314187379118, "running": 8, "selectionWeight": 1.4753020169029754, "stale": false, "submissionEligible": true, "throughputPerHour": 21.5, "waiting": 27966 }, "Ascend_910-b4": { "available": true, "backlogHours": 1235.0675675675675, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.8821498460368277, "queueWeight": 0.8821498460368277, "recentSuccess": 58, "recentSuccessRate": 0.3918918918918919, "recentTerminal": 148, "recentWilsonLowerBound": 0.31693016943852115, "running": 8, "selectionWeight": 2.2053746150920692, "stale": false, "submissionEligible": true, "throughputPerHour": 24.666666666666668, "waiting": 30465 }, "Biren_166m": { "available": true, "backlogHours": 166.82208588957056, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.33333480564060747, "queueFactor": 1.1911266407884094, "queueWeight": 1.1911266407884094, "recentSuccess": 29, "recentSuccessRate": 0.17791411042944785, "recentTerminal": 163, "recentWilsonLowerBound": 0.12682630361869113, "running": 8, "selectionWeight": 0.3970439673005541, "stale": false, "submissionEligible": false, "throughputPerHour": 27.166666666666668, "waiting": 4532 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1072.4375, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.15255182015173335, "queueFactor": 0.9010319095242638, "queueWeight": 0.9010319095242638, "recentSuccess": 14, "recentSuccessRate": 0.14583333333333334, "recentTerminal": 96, "recentWilsonLowerBound": 0.08890124617831179, "running": 7, "selectionWeight": 0.13745405781271838, "stale": false, "submissionEligible": false, "throughputPerHour": 16.0, "waiting": 17159 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 461.7049180327869, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2709646064418516, "queueFactor": 1.022448154048578, "queueWeight": 1.022448154048578, "recentSuccess": 21, "recentSuccessRate": 0.1721311475409836, "recentTerminal": 122, "recentWilsonLowerBound": 0.11542895012804419, "running": 7, "selectionWeight": 0.2770472616689706, "stale": false, "submissionEligible": false, "throughputPerHour": 20.333333333333332, "waiting": 9388 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 73.76865671641791, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 4, "recentSuccessRate": 0.014925373134328358, "recentTerminal": 268, "recentWilsonLowerBound": 0.005818998338858959, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 44.666666666666664, "waiting": 3295 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 174.1802575107296, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.49214965404738475, "queueFactor": 1.1834396915106027, "queueWeight": 1.1834396915106027, "recentSuccess": 46, "recentSuccessRate": 0.19742489270386265, "recentTerminal": 233, "recentWilsonLowerBound": 0.15140002096968214, "running": 5, "selectionWeight": 0.5824294347628869, "stale": false, "submissionEligible": true, "throughputPerHour": 38.833333333333336, "waiting": 6764 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1114.7142857142858, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.41472085066333864, "queueFactor": 0.8958214047086462, "queueWeight": 0.8958214047086462, "recentSuccess": 18, "recentSuccessRate": 0.21428571428571427, "recentTerminal": 84, "recentWilsonLowerBound": 0.14006654921749653, "running": 2, "selectionWeight": 0.37151581500319675, "stale": false, "submissionEligible": false, "throughputPerHour": 14.0, "waiting": 15606 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 347.1320754716981, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3525498916786935, "queueFactor": 1.0671408833786022, "queueWeight": 1.0671408833786022, "recentSuccess": 29, "recentSuccessRate": 0.18238993710691823, "recentTerminal": 159, "recentWilsonLowerBound": 0.13009869371732086, "running": 8, "selectionWeight": 0.37622040284103153, "stale": false, "submissionEligible": false, "throughputPerHour": 26.5, "waiting": 9199 }, "MetaX_c-500": { "available": true, "backlogHours": 609.0, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.9285923205077387, "queueFactor": 0.9808517615418988, "queueWeight": 0.9808517615418988, "recentSuccess": 30, "recentSuccessRate": 0.2777777777777778, "recentTerminal": 108, "recentWilsonLowerBound": 0.20204904430713197, "running": 4, "selectionWeight": 0.9108114133242949, "stale": false, "submissionEligible": true, "throughputPerHour": 18.0, "waiting": 10962 }, "Mthreads_s4000": { "available": true, "backlogHours": 1443.7021276595744, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.1673918852473673, "queueFactor": 0.8617361871707346, "queueWeight": 0.8617361871707346, "recentSuccess": 29, "recentSuccessRate": 0.30851063829787234, "recentTerminal": 94, "recentWilsonLowerBound": 0.2241995789114178, "running": 4, "selectionWeight": 1.005983832127122, "stale": false, "submissionEligible": true, "throughputPerHour": 15.666666666666666, "waiting": 22618 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2473.285714285714, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.0823087399131671, "queueFactor": 0.7948859614242173, "queueWeight": 0.7948859614242173, "recentSuccess": 6, "recentSuccessRate": 0.14285714285714285, "recentTerminal": 42, "recentWilsonLowerBound": 0.06715875684189934, "running": 2, "selectionWeight": 0.06542606185949368, "stale": false, "submissionEligible": false, "throughputPerHour": 7.0, "waiting": 17313 }, "Vastai_va16": { "available": true, "backlogHours": 169.86868686868686, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 1.1878975068506692, "queueWeight": 1.1878975068506692, "recentSuccess": 14, "recentSuccessRate": 0.02356902356902357, "recentTerminal": 594, "recentWilsonLowerBound": 0.014090436364161294, "running": 16, "selectionWeight": 0.05939487534253346, "stale": false, "submissionEligible": false, "throughputPerHour": 99.0, "waiting": 16817 }, "hygon_k100-ai": { "available": true, "backlogHours": 37.056230031948886, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 34, "recentSuccessRate": 0.010862619808306708, "recentTerminal": 3130, "recentWilsonLowerBound": 0.007783808169211864, "running": 6, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 521.6666666666666, "waiting": 19331 } }, "queueAttemptedAt": "2026-10-08T17:12:35.469838+00:00", "queueError": null, "queueUpdatedAt": "2026-10-08T17:12:35.469838+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 }