{ "communityAttemptedAt": "2026-10-08T03:23:51.636961+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-08T03:23:51.636961+00:00", "frameworkAttemptedAt": "2026-10-08T03:00:57.870681+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41520, "officialConfigError": null, "officialConfigValid": true, "successCount": 20492, "successRate": 0.4935452793834297, "wilsonLowerBound": 0.4887370277163515 }, "vllm": { "framework": "vllm", "modelCount": 55605, "officialConfigError": null, "officialConfigValid": true, "successCount": 15235, "successRate": 0.27398615232443124, "wilsonLowerBound": 0.2702947473925515 }, "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": 4026, "officialConfigError": null, "officialConfigValid": true, "successCount": 1214, "successRate": 0.3015399900645802, "wilsonLowerBound": 0.28755839092831964 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 36252, "officialConfigError": null, "officialConfigValid": true, "successCount": 16898, "successRate": 0.46612600684100186, "wilsonLowerBound": 0.4609946222656965 }, "vllm": { "framework": "vllm", "modelCount": 39427, "officialConfigError": null, "officialConfigValid": true, "successCount": 10962, "successRate": 0.2780328201486291, "wilsonLowerBound": 0.27363212725653774 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12136, "officialConfigError": null, "officialConfigValid": true, "successCount": 5107, "successRate": 0.42081410678971654, "wilsonLowerBound": 0.4120569215721449 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64205, "officialConfigError": null, "officialConfigValid": true, "successCount": 12095, "successRate": 0.1883809672143914, "wilsonLowerBound": 0.185375056019194 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 27879, "officialConfigError": null, "officialConfigValid": true, "successCount": 6065, "successRate": 0.21754725779260375, "wilsonLowerBound": 0.21274325149785245 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7536, "officialConfigError": null, "officialConfigValid": true, "successCount": 102, "successRate": 0.013535031847133758, "wilsonLowerBound": 0.011162911390499386 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26557, "officialConfigError": null, "officialConfigValid": true, "successCount": 3264, "successRate": 0.1229054486576044, "wilsonLowerBound": 0.1190110055086707 }, "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": 14838, "officialConfigError": null, "officialConfigValid": true, "successCount": 5921, "successRate": 0.3990429977085861, "wilsonLowerBound": 0.39119058233994924 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24654, "officialConfigError": null, "officialConfigValid": true, "successCount": 3805, "successRate": 0.15433601038371056, "wilsonLowerBound": 0.14988022156923023 }, "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": 50251, "officialConfigError": null, "officialConfigValid": true, "successCount": 12620, "successRate": 0.25113928081033216, "wilsonLowerBound": 0.24736663519670526 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23789, "officialConfigError": null, "officialConfigValid": true, "successCount": 3120, "successRate": 0.1311530539324898, "wilsonLowerBound": 0.12692282222302606 }, "vllm": { "framework": "vllm", "modelCount": 86930, "officialConfigError": null, "officialConfigValid": true, "successCount": 9769, "successRate": 0.11237777522144254, "wilsonLowerBound": 0.11029533407709848 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 45445, "officialConfigError": null, "officialConfigValid": true, "successCount": 5485, "successRate": 0.12069534602266475, "wilsonLowerBound": 0.11773214730144857 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44772, "officialConfigError": null, "officialConfigValid": true, "successCount": 3637, "successRate": 0.08123380684356295, "wilsonLowerBound": 0.07873898761183491 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 91856, "officialConfigError": null, "officialConfigValid": true, "successCount": 22820, "successRate": 0.2484323288625675, "wilsonLowerBound": 0.24564847630461709 }, "transformers": { "framework": "transformers", "modelCount": 5479, "officialConfigError": null, "officialConfigValid": true, "successCount": 581, "successRate": 0.10604124840299324, "wilsonLowerBound": 0.09816276028235076 }, "vllm": { "framework": "vllm", "modelCount": 112829, "officialConfigError": null, "officialConfigValid": true, "successCount": 16530, "successRate": 0.14650488792774907, "wilsonLowerBound": 0.14445357630321032 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22514, "officialConfigError": null, "officialConfigValid": true, "successCount": 3914, "successRate": 0.17384738385004886, "wilsonLowerBound": 0.1689526940455994 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43541, "officialConfigError": null, "officialConfigValid": true, "successCount": 5660, "successRate": 0.1299924209365885, "wilsonLowerBound": 0.12686619593514867 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7834, "officialConfigError": null, "officialConfigValid": true, "successCount": 727, "successRate": 0.09280061271381158, "wilsonLowerBound": 0.08657340484541257 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33759, "officialConfigError": null, "officialConfigValid": true, "successCount": 6581, "successRate": 0.1949406084303445, "wilsonLowerBound": 0.19074944659845092 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61454, "officialConfigError": null, "officialConfigValid": true, "successCount": 12416, "successRate": 0.20203729618901942, "wilsonLowerBound": 0.19888137272243372 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14064, "officialConfigError": null, "officialConfigValid": true, "successCount": 4024, "successRate": 0.28612059158134245, "wilsonLowerBound": 0.27871033858615585 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15043, "officialConfigError": null, "officialConfigValid": true, "successCount": 3697, "successRate": 0.24576214850761152, "wilsonLowerBound": 0.2389474388169672 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 66635, "officialConfigError": null, "officialConfigValid": true, "successCount": 18366, "successRate": 0.2756209199369701, "wilsonLowerBound": 0.2722412401961085 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 720, "officialConfigError": null, "officialConfigValid": true, "successCount": 440, "successRate": 0.6111111111111112, "wilsonLowerBound": 0.5750019036241601 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48072, "officialConfigError": null, "officialConfigValid": true, "successCount": 21465, "successRate": 0.44651772341487767, "wilsonLowerBound": 0.442078099513383 }, "vllm": { "framework": "vllm", "modelCount": 39169, "officialConfigError": null, "officialConfigValid": true, "successCount": 4558, "successRate": 0.11636753555107356, "wilsonLowerBound": 0.11322941159101357 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1002, "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": 7035, "officialConfigError": null, "officialConfigValid": true, "successCount": 3079, "successRate": 0.4376687988628287, "wilsonLowerBound": 0.4261130097592667 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7406, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03294625978935998, "wilsonLowerBound": 0.029116949043479782 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 16115, "officialConfigError": null, "officialConfigValid": true, "successCount": 4942, "successRate": 0.30667080359913124, "wilsonLowerBound": 0.29959812194409147 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27912, "officialConfigError": null, "officialConfigValid": true, "successCount": 14219, "successRate": 0.5094224706219547, "wilsonLowerBound": 0.5035567738408233 }, "vllm": { "framework": "vllm", "modelCount": 66606, "officialConfigError": null, "officialConfigValid": true, "successCount": 7036, "successRate": 0.10563612887727833, "wilsonLowerBound": 0.1033244968813201 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13429, "officialConfigError": null, "officialConfigValid": true, "successCount": 2143, "successRate": 0.15958001340382755, "wilsonLowerBound": 0.15348348256259997 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-08T03:23:51.636961+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 862.1368421052631, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.9988813756119997, "queueFactor": 0.9873336550867646, "queueWeight": 0.9873336550867646, "recentSuccess": 51, "recentSuccessRate": 0.26842105263157895, "recentTerminal": 190, "recentWilsonLowerBound": 0.2104581988647588, "running": 7, "selectionWeight": 0.9862291995810911, "stale": false, "submissionEligible": true, "throughputPerHour": 31.666666666666668, "waiting": 27301 }, "Ascend_910-b4": { "available": true, "backlogHours": 848.6445497630332, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.9983266917881418, "queueFactor": 0.9896724885806903, "queueWeight": 0.9896724885806903, "recentSuccess": 56, "recentSuccessRate": 0.26540284360189575, "recentTerminal": 211, "recentWilsonLowerBound": 0.2104050687761778, "running": 8, "selectionWeight": 0.9880164614784982, "stale": false, "submissionEligible": true, "throughputPerHour": 35.166666666666664, "waiting": 29844 }, "Biren_166m": { "available": true, "backlogHours": 163.7088607594937, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.4190634954370065, "queueFactor": 1.2667460061760545, "queueWeight": 1.2667460061760545, "recentSuccess": 31, "recentSuccessRate": 0.1962025316455696, "recentTerminal": 158, "recentWilsonLowerBound": 0.14180639315807014, "running": 7, "selectionWeight": 0.5308470091790052, "stale": false, "submissionEligible": true, "throughputPerHour": 26.333333333333332, "waiting": 4311 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 953.7757009345795, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.31407213031481296, "queueFactor": 0.9724861694631628, "queueWeight": 0.9724861694631628, "recentSuccess": 20, "recentSuccessRate": 0.18691588785046728, "recentTerminal": 107, "recentWilsonLowerBound": 0.12438379319362988, "running": 7, "selectionWeight": 0.30543080294498776, "stale": false, "submissionEligible": true, "throughputPerHour": 17.833333333333332, "waiting": 17009 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 345.35403726708074, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2525678969054542, "queueFactor": 1.1325586230581906, "queueWeight": 1.1325586230581906, "recentSuccess": 26, "recentSuccessRate": 0.16149068322981366, "recentTerminal": 161, "recentWilsonLowerBound": 0.11265241343015049, "running": 7, "selectionWeight": 0.28604794954794427, "stale": false, "submissionEligible": true, "throughputPerHour": 26.833333333333332, "waiting": 9267 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 65.19310344827586, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 15, "recentSuccessRate": 0.05172413793103448, "recentTerminal": 290, "recentWilsonLowerBound": 0.03159253434792463, "running": 2, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 48.333333333333336, "waiting": 3151 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 157.51836734693876, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.21429361161887495, "queueFactor": 1.2740917142528654, "queueWeight": 1.2740917142528654, "recentSuccess": 35, "recentSuccessRate": 0.14285714285714285, "recentTerminal": 245, "recentWilsonLowerBound": 0.10454423295292849, "running": 42, "selectionWeight": 0.27302971498093015, "stale": false, "submissionEligible": true, "throughputPerHour": 40.833333333333336, "waiting": 6432 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1631.0526315789473, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.39734706240318196, "queueFactor": 0.8972845200355001, "queueWeight": 0.8972845200355001, "recentSuccess": 13, "recentSuccessRate": 0.22807017543859648, "recentTerminal": 57, "recentWilsonLowerBound": 0.13841760968495656, "running": 2, "selectionWeight": 0.35653336817595505, "stale": false, "submissionEligible": true, "throughputPerHour": 9.5, "waiting": 15495 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 335.4146341463415, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.2947507716485504, "queueFactor": 1.137530554004935, "queueWeight": 1.137530554004935, "recentSuccess": 28, "recentSuccessRate": 0.17073170731707318, "recentTerminal": 164, "recentWilsonLowerBound": 0.120845353418255, "running": 7, "selectionWeight": 0.3352880085667576, "stale": false, "submissionEligible": true, "throughputPerHour": 27.333333333333332, "waiting": 9168 }, "MetaX_c-500": { "available": true, "backlogHours": 566.4521739130435, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.0174184084127702, "queueFactor": 1.0515402102072018, "queueWeight": 1.0515402102072018, "recentSuccess": 33, "recentSuccessRate": 0.28695652173913044, "recentTerminal": 115, "recentWilsonLowerBound": 0.2122245893047851, "running": 4, "selectionWeight": 1.069856367051041, "stale": false, "submissionEligible": true, "throughputPerHour": 19.166666666666668, "waiting": 10857 }, "Mthreads_s4000": { "available": true, "backlogHours": 1866.0, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8793537616812168, "queueWeight": 0.8793537616812168, "recentSuccess": 30, "recentSuccessRate": 0.42857142857142855, "recentTerminal": 70, "recentWilsonLowerBound": 0.31935124886212546, "running": 4, "selectionWeight": 2.198384404203042, "stale": false, "submissionEligible": true, "throughputPerHour": 11.666666666666666, "waiting": 21770 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2190.6382978723404, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.14987551108209626, "queueFactor": 0.8584495360719292, "queueWeight": 0.8584495360719292, "recentSuccess": 8, "recentSuccessRate": 0.1702127659574468, "recentTerminal": 47, "recentWilsonLowerBound": 0.08886258091263928, "running": 2, "selectionWeight": 0.12866056295696882, "stale": false, "submissionEligible": true, "throughputPerHour": 7.833333333333333, "waiting": 17160 }, "Vastai_va16": { "available": true, "backlogHours": 735.1510791366906, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 1.0112158816261982, "queueWeight": 1.0112158816261982, "recentSuccess": 3, "recentSuccessRate": 0.02158273381294964, "recentTerminal": 139, "recentWilsonLowerBound": 0.0073666810104008685, "running": 16, "selectionWeight": 0.050560794081309916, "stale": false, "submissionEligible": false, "throughputPerHour": 23.166666666666668, "waiting": 17031 }, "hygon_k100-ai": { "available": true, "backlogHours": 1114.3304347826086, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.3744246842775558, "queueFactor": 0.950053960675325, "queueWeight": 0.950053960675325, "recentSuccess": 37, "recentSuccessRate": 0.3217391304347826, "recentTerminal": 115, "recentWilsonLowerBound": 0.24331509061048323, "running": 4, "selectionWeight": 1.305777614947825, "stale": false, "submissionEligible": true, "throughputPerHour": 19.166666666666668, "waiting": 21358 } }, "queueAttemptedAt": "2026-10-08T03:15:48.260759+00:00", "queueError": null, "queueUpdatedAt": "2026-10-08T03:15:48.260759+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "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 }