{ "communityAttemptedAt": "2026-10-19T09:08:11.061860+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-19T09:08:11.061860+00:00", "frameworkAttemptedAt": "2026-10-19T08:05:55.650260+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 43474, "officialConfigError": null, "officialConfigValid": true, "successCount": 21823, "successRate": 0.5019781938629986, "wilsonLowerBound": 0.4972781183012776 }, "vllm": { "framework": "vllm", "modelCount": 58018, "officialConfigError": null, "officialConfigValid": true, "successCount": 15513, "successRate": 0.26738253645420385, "wilsonLowerBound": 0.2637965538667299 }, "vllm_0.23.0": { "framework": "vllm_0.23.0", "modelCount": 1, "officialConfigError": "framework_mismatch", "officialConfigValid": false, "successCount": 1, "successRate": 1.0, "wilsonLowerBound": 0.20654329147389294 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5127, "officialConfigError": null, "officialConfigValid": true, "successCount": 1618, "successRate": 0.31558416227813535, "wilsonLowerBound": 0.303004644379243 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 38374, "officialConfigError": null, "officialConfigValid": true, "successCount": 18307, "successRate": 0.4770678063272007, "wilsonLowerBound": 0.4720728804504811 }, "vllm": { "framework": "vllm", "modelCount": 40487, "officialConfigError": null, "officialConfigValid": true, "successCount": 11101, "successRate": 0.27418677600217356, "wilsonLowerBound": 0.26986291147785524 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 13988, "officialConfigError": null, "officialConfigValid": true, "successCount": 5807, "successRate": 0.4151415498999142, "wilsonLowerBound": 0.4070000799504919 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64262, "officialConfigError": null, "officialConfigValid": true, "successCount": 12098, "successRate": 0.1882605583392985, "wilsonLowerBound": 0.18525672154525452 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 34218, "officialConfigError": "malformed_command_argv", "officialConfigValid": false, "successCount": 7324, "successRate": 0.21403939447074638, "wilsonLowerBound": 0.20972575782468098 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8285, "officialConfigError": null, "officialConfigValid": true, "successCount": 115, "successRate": 0.01388050694025347, "wilsonLowerBound": 0.011577049605858942 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26762, "officialConfigError": null, "officialConfigValid": true, "successCount": 3288, "successRate": 0.12286077273746357, "wilsonLowerBound": 0.11898168754112559 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16519, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10145892608511412, "wilsonLowerBound": 0.09694673511307306 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 17173, "officialConfigError": null, "officialConfigValid": true, "successCount": 6662, "successRate": 0.38793454841902986, "wilsonLowerBound": 0.3806723370520912 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24816, "officialConfigError": null, "officialConfigValid": true, "successCount": 3808, "successRate": 0.15344938749194068, "wilsonLowerBound": 0.14901870548759422 }, "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": 54681, "officialConfigError": null, "officialConfigValid": true, "successCount": 13762, "successRate": 0.25167791371774473, "wilsonLowerBound": 0.24805793016991845 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 25169, "officialConfigError": null, "officialConfigValid": true, "successCount": 3212, "successRate": 0.12761730700464857, "wilsonLowerBound": 0.12355183653044834 }, "vllm": { "framework": "vllm", "modelCount": 87111, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.11217871451366647, "wilsonLowerBound": 0.11010005228322871 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 48949, "officialConfigError": null, "officialConfigValid": true, "successCount": 5662, "successRate": 0.11567141310343419, "wilsonLowerBound": 0.11286814943983056 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 50950, "officialConfigError": null, "officialConfigValid": true, "successCount": 3789, "successRate": 0.07436702649656526, "wilsonLowerBound": 0.07212076727134567 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 94860, "officialConfigError": null, "officialConfigValid": true, "successCount": 23896, "successRate": 0.2519080750579802, "wilsonLowerBound": 0.24915559104364932 }, "llamacpp_opt": { "framework": "llamacpp_opt", "modelCount": 142, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "transformers": { "framework": "transformers", "modelCount": 5666, "officialConfigError": null, "officialConfigValid": true, "successCount": 590, "successRate": 0.10412989763501589, "wilsonLowerBound": 0.09644334486767916 }, "vllm": { "framework": "vllm", "modelCount": 112904, "officialConfigError": null, "officialConfigValid": true, "successCount": 16538, "successRate": 0.1464784241479487, "wilsonLowerBound": 0.14442794518106644 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 297, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.003367003367003367, "wilsonLowerBound": 0.0005945909373711849 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 25355, "officialConfigError": null, "officialConfigValid": true, "successCount": 4149, "successRate": 0.16363636363636364, "wilsonLowerBound": 0.1591337070427481 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44285, "officialConfigError": "malformed_command_argv", "officialConfigValid": false, "successCount": 5719, "successRate": 0.12914079259342892, "wilsonLowerBound": 0.12604948862567686 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8448, "officialConfigError": null, "officialConfigValid": true, "successCount": 814, "successRate": 0.09635416666666667, "wilsonLowerBound": 0.09024403147219283 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 35435, "officialConfigError": null, "officialConfigValid": true, "successCount": 7116, "successRate": 0.20081839988711725, "wilsonLowerBound": 0.19667969946024988 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61555, "officialConfigError": null, "officialConfigValid": true, "successCount": 12430, "successRate": 0.2019332304443181, "wilsonLowerBound": 0.19878049850180526 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18055, "officialConfigError": "malformed_command_argv", "officialConfigValid": false, "successCount": 5112, "successRate": 0.28313486568817503, "wilsonLowerBound": 0.2766099114403459 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 16110, "officialConfigError": null, "officialConfigValid": true, "successCount": 3893, "successRate": 0.24165114835505896, "wilsonLowerBound": 0.23510269601680853 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 69368, "officialConfigError": null, "officialConfigValid": true, "successCount": 19076, "successRate": 0.27499711682620226, "wilsonLowerBound": 0.27168679785028993 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1549, "officialConfigError": null, "officialConfigValid": true, "successCount": 918, "successRate": 0.592640413169787, "wilsonLowerBound": 0.5679715104808571 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48584, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.4472665898238103, "wilsonLowerBound": 0.44284962651477383 }, "vllm": { "framework": "vllm", "modelCount": 40946, "officialConfigError": null, "officialConfigValid": true, "successCount": 5154, "successRate": 0.12587310115762224, "wilsonLowerBound": 0.12269520735035226 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1205, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 2.161513332838699e-19 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6288, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030534351145038167, "wilsonLowerBound": 0.02655998124483518 }, "vllm": { "framework": "vllm", "modelCount": 10112, "officialConfigError": null, "officialConfigValid": true, "successCount": 765, "successRate": 0.07565268987341772, "wilsonLowerBound": 0.07065802822135582 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7733, "officialConfigError": null, "officialConfigValid": true, "successCount": 3402, "successRate": 0.4399327557222294, "wilsonLowerBound": 0.42890171758684614 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7430, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.03297442799461642, "wilsonLowerBound": 0.029149250467990415 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 19460, "officialConfigError": null, "officialConfigValid": true, "successCount": 5569, "successRate": 0.2861767728674203, "wilsonLowerBound": 0.27986911888736954 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28986, "officialConfigError": null, "officialConfigValid": true, "successCount": 14836, "successRate": 0.5118332988339198, "wilsonLowerBound": 0.5060775763445853 }, "vllm": { "framework": "vllm", "modelCount": 68284, "officialConfigError": null, "officialConfigValid": true, "successCount": 7367, "successRate": 0.10788764571495518, "wilsonLowerBound": 0.10558268754007974 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 14196, "officialConfigError": null, "officialConfigValid": true, "successCount": 2509, "successRate": 0.17673992673992675, "wilsonLowerBound": 0.17055268956827152 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-19T09:22:05.469922+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1421.3949579831933, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.9681160781855418, "queueFactor": 0.9746226119914816, "queueWeight": 0.9746226119914816, "recentSuccess": 42, "recentSuccessRate": 0.35294117647058826, "recentTerminal": 119, "recentWilsonLowerBound": 0.2729054080635138, "running": 8, "selectionWeight": 1.9181704328236238, "stale": false, "submissionEligible": true, "throughputPerHour": 19.833333333333332, "waiting": 28191 }, "Ascend_910-b4": { "available": true, "backlogHours": 1295.1891891891892, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9883112001834379, "queueWeight": 0.9883112001834379, "recentSuccess": 56, "recentSuccessRate": 0.3783783783783784, "recentTerminal": 148, "recentWilsonLowerBound": 0.30425277698958925, "running": 8, "selectionWeight": 2.4707780004585946, "stale": false, "submissionEligible": true, "throughputPerHour": 24.666666666666668, "waiting": 31948 }, "Biren_166m": { "available": true, "backlogHours": 150.0, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.32662750511506367, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 31, "recentSuccessRate": 0.16756756756756758, "recentTerminal": 185, "recentWilsonLowerBound": 0.12063341342339436, "running": 8, "selectionWeight": 0.4246157566495828, "stale": false, "submissionEligible": false, "throughputPerHour": 30.833333333333332, "waiting": 4625 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1099.8979591836735, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2310407802335438, "queueFactor": 1.012839987667122, "queueWeight": 1.012839987667122, "recentSuccess": 16, "recentSuccessRate": 0.16326530612244897, "recentTerminal": 98, "recentWilsonLowerBound": 0.10306715625004181, "running": 7, "selectionWeight": 0.23400734100234472, "stale": false, "submissionEligible": false, "throughputPerHour": 16.333333333333332, "waiting": 17965 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 493.25, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5459830687840499, "queueFactor": 1.1423090949656645, "queueWeight": 1.1423090949656645, "recentSuccess": 26, "recentSuccessRate": 0.21666666666666667, "recentTerminal": 120, "recentWilsonLowerBound": 0.15236622842757383, "running": 7, "selectionWeight": 0.6236814251692842, "stale": false, "submissionEligible": true, "throughputPerHour": 20.0, "waiting": 9865 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 73.27152317880794, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 3, "recentSuccessRate": 0.009933774834437087, "recentTerminal": 302, "recentWilsonLowerBound": 0.003383959047276864, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 50.333333333333336, "waiting": 3688 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 381.4838709677419, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.1137775695688202, "queueFactor": 1.1871955815140613, "queueWeight": 1.1871955815140613, "recentSuccess": 15, "recentSuccessRate": 0.12096774193548387, "recentTerminal": 124, "recentWilsonLowerBound": 0.07469431876757412, "running": 4, "selectionWeight": 0.13507622786751206, "stale": false, "submissionEligible": false, "throughputPerHour": 20.666666666666668, "waiting": 7884 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2073.446808510638, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6890183046765406, "queueFactor": 0.9209578709336096, "queueWeight": 0.9209578709336096, "recentSuccess": 13, "recentSuccessRate": 0.2765957446808511, "recentTerminal": 47, "recentWilsonLowerBound": 0.16936405991152934, "running": 2, "selectionWeight": 0.6345568309091919, "stale": false, "submissionEligible": true, "throughputPerHour": 7.833333333333333, "waiting": 16242 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 372.85714285714283, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.8405156519663735, "queueFactor": 1.1912758251056457, "queueWeight": 1.1912758251056457, "recentSuccess": 38, "recentSuccessRate": 0.24675324675324675, "recentTerminal": 154, "recentWilsonLowerBound": 0.18537679419928935, "running": 4, "selectionWeight": 1.0012859768104512, "stale": false, "submissionEligible": true, "throughputPerHour": 25.666666666666668, "waiting": 9570 }, "MetaX_c-500": { "available": true, "backlogHours": 627.1351351351351, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.1317832033233932, "queueFactor": 1.1018932655769629, "queueWeight": 1.1018932655769629, "recentSuccess": 32, "recentSuccessRate": 0.2882882882882883, "recentTerminal": 111, "recentWilsonLowerBound": 0.21222208013522115, "running": 4, "selectionWeight": 1.2471042898351694, "stale": false, "submissionEligible": true, "throughputPerHour": 18.5, "waiting": 11602 }, "Mthreads_s4000": { "available": true, "backlogHours": 2147.4246575342468, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.37641214965328823, "queueFactor": 0.9161276867768099, "queueWeight": 0.9161276867768099, "recentSuccess": 15, "recentSuccessRate": 0.2054794520547945, "recentTerminal": 73, "recentWilsonLowerBound": 0.1286685959377339, "running": 4, "selectionWeight": 0.34484159193655334, "stale": false, "submissionEligible": false, "throughputPerHour": 12.166666666666666, "waiting": 26127 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2584.6046511627906, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.2896781874625557, "queueFactor": 0.8910141078498608, "queueWeight": 0.8910141078498608, "recentSuccess": 9, "recentSuccessRate": 0.20930232558139536, "recentTerminal": 43, "recentWilsonLowerBound": 0.11422705997811458, "running": 2, "selectionWeight": 0.2581073517655138, "stale": false, "submissionEligible": false, "throughputPerHour": 7.166666666666667, "waiting": 18523 }, "Vastai_va16": { "available": true, "backlogHours": 1801.4237288135591, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9405920784462384, "queueWeight": 0.9405920784462384, "recentSuccess": 1, "recentSuccessRate": 0.01694915254237288, "recentTerminal": 59, "recentWilsonLowerBound": 0.002998156692981523, "running": 16, "selectionWeight": 0.047029603922311924, "stale": false, "submissionEligible": false, "throughputPerHour": 9.833333333333334, "waiting": 17714 }, "hygon_k100-ai": { "available": true, "backlogHours": 1539.4468085106384, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.4687985005726537, "queueFactor": 0.9630281799866622, "queueWeight": 0.9630281799866622, "recentSuccess": 20, "recentSuccessRate": 0.2127659574468085, "recentTerminal": 94, "recentWilsonLowerBound": 0.14216772302859196, "running": 6, "selectionWeight": 0.45146616678695894, "stale": false, "submissionEligible": false, "throughputPerHour": 15.666666666666666, "waiting": 24118 } }, "queueAttemptedAt": "2026-10-19T09:18:13.850954+00:00", "queueError": null, "queueUpdatedAt": "2026-10-19T09:18:13.850954+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "Biren_166m", "Ascend_910-b3", "Ascend_910-b4", "hygon_k100-ai", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }