{ "communityAttemptedAt": "2026-10-07T02:31:40.759255+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-07T02:31:40.759255+00:00", "frameworkAttemptedAt": "2026-10-06T20:47:42.870225+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41303, "officialConfigError": null, "officialConfigValid": true, "successCount": 20334, "successRate": 0.49231290705275643, "wilsonLowerBound": 0.4874923264290232 }, "vllm": { "framework": "vllm", "modelCount": 55307, "officialConfigError": null, "officialConfigValid": true, "successCount": 15201, "successRate": 0.2748476684687291, "wilsonLowerBound": 0.2711426854204577 }, "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": 3920, "officialConfigError": null, "officialConfigValid": true, "successCount": 1183, "successRate": 0.30178571428571427, "wilsonLowerBound": 0.28761550018174914 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 35999, "officialConfigError": null, "officialConfigValid": true, "successCount": 16735, "successRate": 0.4648740242784522, "wilsonLowerBound": 0.45972568217530724 }, "vllm": { "framework": "vllm", "modelCount": 39294, "officialConfigError": null, "officialConfigValid": true, "successCount": 10948, "successRate": 0.27861760065149893, "wilsonLowerBound": 0.2742065869808284 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11914, "officialConfigError": null, "officialConfigValid": true, "successCount": 5005, "successRate": 0.4200940070505288, "wilsonLowerBound": 0.4112581843685671 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64197, "officialConfigError": null, "officialConfigValid": true, "successCount": 12095, "successRate": 0.18840444257519823, "wilsonLowerBound": 0.18539819915461453 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 27228, "officialConfigError": null, "officialConfigValid": true, "successCount": 5888, "successRate": 0.21624798002056705, "wilsonLowerBound": 0.21139813704466137 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7468, "officialConfigError": null, "officialConfigValid": true, "successCount": 100, "successRate": 0.01339046598821639, "wilsonLowerBound": 0.01102244225303041 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26546, "officialConfigError": null, "officialConfigValid": true, "successCount": 3264, "successRate": 0.12295637760867928, "wilsonLowerBound": 0.11906042822467508 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16500, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10157575757575757, "wilsonLowerBound": 0.09705864429500073 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 14550, "officialConfigError": null, "officialConfigValid": true, "successCount": 5835, "successRate": 0.40103092783505156, "wilsonLowerBound": 0.39309434479123656 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24624, "officialConfigError": null, "officialConfigValid": true, "successCount": 3802, "successRate": 0.15440220922677064, "wilsonLowerBound": 0.14994293871241196 }, "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": 49761, "officialConfigError": null, "officialConfigValid": true, "successCount": 12470, "successRate": 0.25059785776009325, "wilsonLowerBound": 0.24680955303264357 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23747, "officialConfigError": null, "officialConfigValid": true, "successCount": 3115, "successRate": 0.1311744641428391, "wilsonLowerBound": 0.1269402448589042 }, "vllm": { "framework": "vllm", "modelCount": 86910, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11239212978943734, "wilsonLowerBound": 0.11030933326866474 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 45033, "officialConfigError": null, "officialConfigValid": true, "successCount": 5463, "successRate": 0.12131103857171407, "wilsonLowerBound": 0.11832780261901173 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44159, "officialConfigError": null, "officialConfigValid": true, "successCount": 3620, "successRate": 0.08197649403292646, "wilsonLowerBound": 0.07945401752254025 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 91637, "officialConfigError": null, "officialConfigValid": true, "successCount": 22674, "successRate": 0.2474328055261521, "wilsonLowerBound": 0.24464946051438766 }, "transformers": { "framework": "transformers", "modelCount": 5470, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.10603290676416818, "wilsonLowerBound": 0.09814845205174555 }, "vllm": { "framework": "vllm", "modelCount": 112814, "officialConfigError": null, "officialConfigValid": true, "successCount": 16529, "successRate": 0.14651550339496872, "wilsonLowerBound": 0.14446399392055093 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22175, "officialConfigError": null, "officialConfigValid": true, "successCount": 3881, "successRate": 0.17501691093573846, "wilsonLowerBound": 0.17007197297126753 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43512, "officialConfigError": null, "officialConfigValid": true, "successCount": 5659, "successRate": 0.13005607648464793, "wilsonLowerBound": 0.12692815727640627 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7770, "officialConfigError": null, "officialConfigValid": true, "successCount": 717, "successRate": 0.09227799227799227, "wilsonLowerBound": 0.08604257886251816 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33565, "officialConfigError": null, "officialConfigValid": true, "successCount": 6516, "successRate": 0.1941307910025324, "wilsonLowerBound": 0.18993441237960107 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61442, "officialConfigError": null, "officialConfigValid": true, "successCount": 12415, "successRate": 0.20206047980208977, "wilsonLowerBound": 0.19890411252843063 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13567, "officialConfigError": null, "officialConfigValid": true, "successCount": 3911, "successRate": 0.2882730154050269, "wilsonLowerBound": 0.2807117248687696 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14952, "officialConfigError": null, "officialConfigValid": true, "successCount": 3686, "successRate": 0.24652220438737293, "wilsonLowerBound": 0.23967961789951855 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 66308, "officialConfigError": null, "officialConfigValid": true, "successCount": 18268, "successRate": 0.2755022018459311, "wilsonLowerBound": 0.27211469189968585 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 656, "officialConfigError": null, "officialConfigValid": true, "successCount": 408, "successRate": 0.6219512195121951, "wilsonLowerBound": 0.5842355503445932 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47968, "officialConfigError": null, "officialConfigValid": true, "successCount": 21391, "successRate": 0.4459431287525017, "wilsonLowerBound": 0.4414993018222738 }, "vllm": { "framework": "vllm", "modelCount": 38970, "officialConfigError": null, "officialConfigValid": true, "successCount": 4483, "successRate": 0.11503720810880164, "wilsonLowerBound": 0.11190717440230939 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 980, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6285, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03054892601431981, "wilsonLowerBound": 0.026572683176579088 }, "vllm": { "framework": "vllm", "modelCount": 10068, "officialConfigError": null, "officialConfigValid": true, "successCount": 755, "successRate": 0.07499006754072308, "wilsonLowerBound": 0.07000590829180167 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6968, "officialConfigError": null, "officialConfigValid": true, "successCount": 3044, "successRate": 0.4368541905855339, "wilsonLowerBound": 0.42524603754510526 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7405, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03295070898041864, "wilsonLowerBound": 0.029120888399895118 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15916, "officialConfigError": null, "officialConfigValid": true, "successCount": 4933, "successRate": 0.309939683337522, "wilsonLowerBound": 0.30280135891261245 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27826, "officialConfigError": null, "officialConfigValid": true, "successCount": 14169, "successRate": 0.5092000287500899, "wilsonLowerBound": 0.5033252558773641 }, "vllm": { "framework": "vllm", "modelCount": 66344, "officialConfigError": null, "officialConfigValid": true, "successCount": 6977, "successRate": 0.10516399372965152, "wilsonLowerBound": 0.10285249010649042 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13368, "officialConfigError": null, "officialConfigValid": true, "successCount": 2114, "successRate": 0.15813883901855177, "wilsonLowerBound": 0.15205183845241943 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-07T02:39:28.154777+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1025.8509316770187, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.2378302855339869, "queueFactor": 1.0052490566505754, "queueWeight": 1.0052490566505754, "recentSuccess": 50, "recentSuccessRate": 0.3105590062111801, "recentTerminal": 161, "recentWilsonLowerBound": 0.24419726666576183, "running": 8, "selectionWeight": 1.2443277268265527, "stale": false, "submissionEligible": true, "throughputPerHour": 26.833333333333332, "waiting": 27527 }, "Ascend_910-b4": { "available": true, "backlogHours": 1156.3846153846155, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9873496283494368, "queueWeight": 0.9873496283494368, "recentSuccess": 64, "recentSuccessRate": 0.41025641025641024, "recentTerminal": 156, "recentWilsonLowerBound": 0.3361274160515165, "running": 8, "selectionWeight": 2.468374070873592, "stale": false, "submissionEligible": true, "throughputPerHour": 26.0, "waiting": 30066 }, "Biren_166m": { "available": true, "backlogHours": 118.52727272727273, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.4921850732585967, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 46, "recentSuccessRate": 0.20909090909090908, "recentTerminal": 220, "recentWilsonLowerBound": 0.16057594846734846, "running": 8, "selectionWeight": 0.6398405952361756, "stale": false, "submissionEligible": true, "throughputPerHour": 36.666666666666664, "waiting": 4346 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1239.0361445783133, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3197987725127461, "queueFactor": 0.977178080276827, "queueWeight": 0.977178080276827, "recentSuccess": 17, "recentSuccessRate": 0.20481927710843373, "recentTerminal": 83, "recentWilsonLowerBound": 0.13199762324683, "running": 7, "selectionWeight": 0.3125003505988909, "stale": false, "submissionEligible": true, "throughputPerHour": 13.833333333333334, "waiting": 17140 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 411.6521739130435, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5087412422772934, "queueFactor": 1.1528073873101625, "queueWeight": 1.1528073873101625, "recentSuccess": 31, "recentSuccessRate": 0.2246376811594203, "recentTerminal": 138, "recentWilsonLowerBound": 0.1630090197301834, "running": 7, "selectionWeight": 0.5864806623266131, "stale": false, "submissionEligible": true, "throughputPerHour": 23.0, "waiting": 9468 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 46.107579462102684, "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": 0.022004889975550123, "recentTerminal": 409, "recentWilsonLowerBound": 0.011619045288250225, "running": 11, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 68.16666666666667, "waiting": 3143 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 234.3680981595092, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.09467412068191627, "queueFactor": 1.2544447504571459, "queueWeight": 1.2544447504571459, "recentSuccess": 19, "recentSuccessRate": 0.1165644171779141, "recentTerminal": 163, "recentWilsonLowerBound": 0.07590540409960798, "running": 2, "selectionWeight": 0.11876345369357617, "stale": false, "submissionEligible": true, "throughputPerHour": 27.166666666666668, "waiting": 6367 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2520.810810810811, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.966826407195287, "queueFactor": 0.8784261884802799, "queueWeight": 0.8784261884802799, "recentSuccess": 13, "recentSuccessRate": 0.35135135135135137, "recentTerminal": 37, "recentWilsonLowerBound": 0.21825406631100872, "running": 2, "selectionWeight": 0.849285635794639, "stale": false, "submissionEligible": true, "throughputPerHour": 6.166666666666667, "waiting": 15545 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 389.6666666666667, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.1436387936057169, "queueFactor": 1.162337700330016, "queueWeight": 1.162337700330016, "recentSuccess": 20, "recentSuccessRate": 0.1388888888888889, "recentTerminal": 144, "recentWilsonLowerBound": 0.09174107374377487, "running": 8, "selectionWeight": 0.16695678503784678, "stale": false, "submissionEligible": true, "throughputPerHour": 24.0, "waiting": 9352 }, "MetaX_c-500": { "available": true, "backlogHours": 655.7227722772278, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.6495042454574739, "queueFactor": 1.0750490329392515, "queueWeight": 1.0750490329392515, "recentSuccess": 26, "recentSuccessRate": 0.25742574257425743, "recentTerminal": 101, "recentWilsonLowerBound": 0.18215123164243846, "running": 4, "selectionWeight": 0.6982489109689956, "stale": false, "submissionEligible": true, "throughputPerHour": 16.833333333333332, "waiting": 11038 }, "Mthreads_s4000": { "available": true, "backlogHours": 1539.4588235294118, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.41760561799325, "queueFactor": 0.945869237697947, "queueWeight": 0.945869237697947, "recentSuccess": 30, "recentSuccessRate": 0.35294117647058826, "recentTerminal": 85, "recentWilsonLowerBound": 0.2597233193313943, "running": 4, "selectionWeight": 1.3408695452476023, "stale": false, "submissionEligible": true, "throughputPerHour": 14.166666666666666, "waiting": 21809 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2272.4, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.3776072040600996, "queueFactor": 0.8922028284742366, "queueWeight": 0.8922028284742366, "recentSuccess": 11, "recentSuccessRate": 0.24444444444444444, "recentTerminal": 45, "recentWilsonLowerBound": 0.14235335025509285, "running": 2, "selectionWeight": 0.33690221551466915, "stale": false, "submissionEligible": true, "throughputPerHour": 7.5, "waiting": 17043 }, "Vastai_va16": { "available": true, "backlogHours": 1262.0740740740741, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9744814715151724, "queueWeight": 0.9744814715151724, "recentSuccess": 3, "recentSuccessRate": 0.037037037037037035, "recentTerminal": 81, "recentWilsonLowerBound": 0.012674884458548488, "running": 16, "selectionWeight": 0.04872407357575862, "stale": false, "submissionEligible": false, "throughputPerHour": 13.5, "waiting": 17038 }, "hygon_k100-ai": { "available": true, "backlogHours": 1098.7241379310346, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.8217210136211452, "queueFactor": 0.9949540243081372, "queueWeight": 0.9949540243081372, "recentSuccess": 32, "recentSuccessRate": 0.27586206896551724, "recentTerminal": 116, "recentWilsonLowerBound": 0.2027031395742815, "running": 6, "selectionWeight": 0.8175746293609201, "stale": false, "submissionEligible": true, "throughputPerHour": 19.333333333333332, "waiting": 21242 } }, "queueAttemptedAt": "2026-10-07T02:31:40.759255+00:00", "queueError": null, "queueUpdatedAt": "2026-10-07T02:31:40.759255+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 }