{ "communityAttemptedAt": "2026-10-07T04:09:03.144053+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-07T04:09:03.144053+00:00", "frameworkAttemptedAt": "2026-10-07T02:49:44.359045+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41345, "officialConfigError": null, "officialConfigValid": true, "successCount": 20367, "successRate": 0.49261095658483495, "wilsonLowerBound": 0.4877927534642807 }, "vllm": { "framework": "vllm", "modelCount": 55367, "officialConfigError": null, "officialConfigValid": true, "successCount": 15210, "successRate": 0.2747123737966659, "wilsonLowerBound": 0.271009968124151 }, "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": 3940, "officialConfigError": null, "officialConfigValid": true, "successCount": 1188, "successRate": 0.3015228426395939, "wilsonLowerBound": 0.2873919171238285 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 36045, "officialConfigError": null, "officialConfigValid": true, "successCount": 16762, "successRate": 0.46502982383132196, "wilsonLowerBound": 0.45988463554292275 }, "vllm": { "framework": "vllm", "modelCount": 39313, "officialConfigError": null, "officialConfigValid": true, "successCount": 10953, "successRate": 0.2786101289649734, "wilsonLowerBound": 0.274200213236218 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11957, "officialConfigError": null, "officialConfigValid": true, "successCount": 5032, "successRate": 0.4208413481642552, "wilsonLowerBound": 0.41201897910024327 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64199, "officialConfigError": null, "officialConfigValid": true, "successCount": 12095, "successRate": 0.18839857318649822, "wilsonLowerBound": 0.18539241282897448 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 27371, "officialConfigError": null, "officialConfigValid": true, "successCount": 5923, "successRate": 0.21639691644441197, "wilsonLowerBound": 0.21155841745868167 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7487, "officialConfigError": null, "officialConfigValid": true, "successCount": 100, "successRate": 0.013356484573260318, "wilsonLowerBound": 0.010994440052302323 } }, "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": 14601, "officialConfigError": null, "officialConfigValid": true, "successCount": 5850, "successRate": 0.4006574892130676, "wilsonLowerBound": 0.39273605343569545 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24629, "officialConfigError": null, "officialConfigValid": true, "successCount": 3802, "successRate": 0.15437086361606236, "wilsonLowerBound": 0.14991241953041584 }, "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": 49855, "officialConfigError": null, "officialConfigValid": true, "successCount": 12503, "successRate": 0.25078728312105103, "wilsonLowerBound": 0.2470015621691959 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23751, "officialConfigError": null, "officialConfigValid": true, "successCount": 3115, "successRate": 0.13115237253168288, "wilsonLowerBound": 0.1269188152454508 }, "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": 45111, "officialConfigError": null, "officialConfigValid": true, "successCount": 5470, "successRate": 0.12125645629669038, "wilsonLowerBound": 0.11827636160175647 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44350, "officialConfigError": null, "officialConfigValid": true, "successCount": 3626, "successRate": 0.0817587373167982, "wilsonLowerBound": 0.07924472986543407 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 91677, "officialConfigError": null, "officialConfigValid": true, "successCount": 22704, "successRate": 0.2476520828561144, "wilsonLowerBound": 0.24486850334768961 }, "transformers": { "framework": "transformers", "modelCount": 5470, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.10603290676416818, "wilsonLowerBound": 0.09814845205174555 }, "vllm": { "framework": "vllm", "modelCount": 112818, "officialConfigError": null, "officialConfigValid": true, "successCount": 16529, "successRate": 0.1465103086386924, "wilsonLowerBound": 0.14445886579638145 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22241, "officialConfigError": null, "officialConfigValid": true, "successCount": 3888, "successRate": 0.17481228362034082, "wilsonLowerBound": 0.16987694028514813 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43518, "officialConfigError": null, "officialConfigValid": true, "successCount": 5659, "successRate": 0.13003814513534628, "wilsonLowerBound": 0.1269106261684637 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7782, "officialConfigError": null, "officialConfigValid": true, "successCount": 720, "successRate": 0.09252120277563608, "wilsonLowerBound": 0.0862827295884373 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33611, "officialConfigError": null, "officialConfigValid": true, "successCount": 6533, "successRate": 0.1943708904822826, "wilsonLowerBound": 0.19017534955341314 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61445, "officialConfigError": null, "officialConfigValid": true, "successCount": 12415, "successRate": 0.2020506143705753, "wilsonLowerBound": 0.1988943821866819 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13664, "officialConfigError": null, "officialConfigValid": true, "successCount": 3930, "successRate": 0.28761709601873536, "wilsonLowerBound": 0.2800878062672543 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14971, "officialConfigError": null, "officialConfigValid": true, "successCount": 3688, "successRate": 0.2463429296640171, "wilsonLowerBound": 0.2395063796267826 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 66368, "officialConfigError": null, "officialConfigValid": true, "successCount": 18287, "successRate": 0.27553941658630665, "wilsonLowerBound": 0.2721532878834032 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 669, "officialConfigError": null, "officialConfigValid": true, "successCount": 414, "successRate": 0.6188340807174888, "wilsonLowerBound": 0.5814512057852773 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47989, "officialConfigError": null, "officialConfigValid": true, "successCount": 21403, "successRate": 0.4459980412177791, "wilsonLowerBound": 0.4415551278878001 }, "vllm": { "framework": "vllm", "modelCount": 39008, "officialConfigError": null, "officialConfigValid": true, "successCount": 4501, "successRate": 0.11538658736669401, "wilsonLowerBound": 0.11225384812304562 }, "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": 6985, "officialConfigError": null, "officialConfigValid": true, "successCount": 3051, "successRate": 0.4367931281317108, "wilsonLowerBound": 0.4251992754549449 } }, "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": 15944, "officialConfigError": null, "officialConfigValid": true, "successCount": 4934, "successRate": 0.30945810336176616, "wilsonLowerBound": 0.302329199645969 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27836, "officialConfigError": null, "officialConfigValid": true, "successCount": 14177, "successRate": 0.5093044977726685, "wilsonLowerBound": 0.5034307886181606 }, "vllm": { "framework": "vllm", "modelCount": 66410, "officialConfigError": null, "officialConfigValid": true, "successCount": 6993, "successRate": 0.10530040656527631, "wilsonLowerBound": 0.10298869805013633 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13373, "officialConfigError": null, "officialConfigValid": true, "successCount": 2117, "successRate": 0.1583040454647424, "wilsonLowerBound": 0.15221549626156017 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-07T04:22:27.655976+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 983.9642857142857, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.572026194930345, "queueFactor": 1.0121510091143036, "queueWeight": 1.0121510091143036, "recentSuccess": 60, "recentSuccessRate": 0.35714285714285715, "recentTerminal": 168, "recentWilsonLowerBound": 0.28862294698512736, "running": 8, "selectionWeight": 1.5911278995528675, "stale": false, "submissionEligible": true, "throughputPerHour": 28.0, "waiting": 27551 }, "Ascend_910-b4": { "available": true, "backlogHours": 1289.6142857142859, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9719037044117975, "queueWeight": 0.9719037044117975, "recentSuccess": 61, "recentSuccessRate": 0.4357142857142857, "recentTerminal": 140, "recentWilsonLowerBound": 0.356379553641139, "running": 8, "selectionWeight": 2.429759261029494, "stale": false, "submissionEligible": true, "throughputPerHour": 23.333333333333332, "waiting": 30091 }, "Biren_166m": { "available": true, "backlogHours": 133.6060606060606, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.549102108260307, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 46, "recentSuccessRate": 0.23232323232323232, "recentTerminal": 198, "recentWilsonLowerBound": 0.1789334198824595, "running": 8, "selectionWeight": 0.7138327407383992, "stale": false, "submissionEligible": true, "throughputPerHour": 33.0, "waiting": 4409 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1391.0270270270269, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.25770262118682885, "queueFactor": 0.9609302773633268, "queueWeight": 0.9609302773633268, "recentSuccess": 15, "recentSuccessRate": 0.20270270270270271, "recentTerminal": 74, "recentWilsonLowerBound": 0.1268696381027667, "running": 7, "selectionWeight": 0.2476342512543158, "stale": false, "submissionEligible": true, "throughputPerHour": 12.333333333333334, "waiting": 17156 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 438.276923076923, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4698808426091906, "queueFactor": 1.1426939345691076, "queueWeight": 1.1426939345691076, "recentSuccess": 30, "recentSuccessRate": 0.23076923076923078, "recentTerminal": 130, "recentWilsonLowerBound": 0.166699568283682, "running": 7, "selectionWeight": 0.5369299888197436, "stale": false, "submissionEligible": true, "throughputPerHour": 21.666666666666668, "waiting": 9496 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 43.29545454545455, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 8, "recentSuccessRate": 0.01818181818181818, "recentTerminal": 440, "recentWilsonLowerBound": 0.009241056113727338, "running": 20, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 73.33333333333333, "waiting": 3175 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 177.37327188940094, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 18, "recentSuccessRate": 0.08294930875576037, "recentTerminal": 217, "recentWilsonLowerBound": 0.05311133800653018, "running": 4, "selectionWeight": 0.065, "stale": false, "submissionEligible": true, "throughputPerHour": 36.166666666666664, "waiting": 6415 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2218.8571428571427, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.9529623849304315, "queueFactor": 0.89592738498443, "queueWeight": 0.89592738498443, "recentSuccess": 15, "recentSuccessRate": 0.35714285714285715, "recentTerminal": 42, "recentWilsonLowerBound": 0.22988992501626865, "running": 2, "selectionWeight": 0.8537850975192474, "stale": false, "submissionEligible": true, "throughputPerHour": 7.0, "waiting": 15532 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 365.1038961038961, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.09453383915858837, "queueFactor": 1.17443704769589, "queueWeight": 1.17443704769589, "recentSuccess": 19, "recentSuccessRate": 0.12337662337662338, "recentTerminal": 154, "recentWilsonLowerBound": 0.0804245832389233, "running": 8, "selectionWeight": 0.11102404296877065, "stale": false, "submissionEligible": true, "throughputPerHour": 25.666666666666668, "waiting": 9371 }, "MetaX_c-500": { "available": true, "backlogHours": 663.12, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.2881325448685497, "queueFactor": 1.0738741635218114, "queueWeight": 1.0738741635218114, "recentSuccess": 35, "recentSuccessRate": 0.35, "recentTerminal": 100, "recentWilsonLowerBound": 0.26364104653478027, "running": 4, "selectionWeight": 1.383292259125936, "stale": false, "submissionEligible": true, "throughputPerHour": 16.666666666666668, "waiting": 11052 }, "Mthreads_s4000": { "available": true, "backlogHours": 1634.7749999999999, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.00764309679664, "queueFactor": 0.9379366679394934, "queueWeight": 0.9379366679394934, "recentSuccess": 34, "recentSuccessRate": 0.425, "recentTerminal": 80, "recentWilsonLowerBound": 0.3225638801480733, "running": 4, "selectionWeight": 1.8830420766211662, "stale": false, "submissionEligible": true, "throughputPerHour": 13.333333333333334, "waiting": 21797 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2377.953488372093, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.2790137538143542, "queueFactor": 0.8866693768738795, "queueWeight": 0.8866693768738795, "recentSuccess": 10, "recentSuccessRate": 0.23255813953488372, "recentTerminal": 43, "recentWilsonLowerBound": 0.1315353846924483, "running": 2, "selectionWeight": 0.24739295123381547, "stale": false, "submissionEligible": true, "throughputPerHour": 7.166666666666667, "waiting": 17042 }, "Vastai_va16": { "available": true, "backlogHours": 1266.0740740740741, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.974593129395041, "queueWeight": 0.974593129395041, "recentSuccess": 4, "recentSuccessRate": 0.04938271604938271, "recentTerminal": 81, "recentWilsonLowerBound": 0.019368992101681116, "running": 16, "selectionWeight": 0.04872965646975205, "stale": false, "submissionEligible": false, "throughputPerHour": 13.5, "waiting": 17092 }, "hygon_k100-ai": { "available": true, "backlogHours": 1148.972972972973, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.7992288293639043, "queueFactor": 0.9888848895620055, "queueWeight": 0.9888848895620055, "recentSuccess": 32, "recentSuccessRate": 0.2882882882882883, "recentTerminal": 111, "recentWilsonLowerBound": 0.21222208013522115, "running": 6, "selectionWeight": 0.7903453126602954, "stale": false, "submissionEligible": true, "throughputPerHour": 18.5, "waiting": 21256 } }, "queueAttemptedAt": "2026-10-07T04:14:32.175150+00:00", "queueError": null, "queueUpdatedAt": "2026-10-07T04:14:32.175150+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 }