{ "communityAttemptedAt": "2026-09-12T09:12:38.355975+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-12T09:12:38.355975+00:00", "frameworkAttemptedAt": "2026-09-12T08:18:06.149130+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 38583, "officialConfigError": null, "officialConfigValid": true, "successCount": 18468, "successRate": 0.47865640307907625, "wilsonLowerBound": 0.47367415592642104 }, "vllm": { "framework": "vllm", "modelCount": 50979, "officialConfigError": null, "officialConfigValid": true, "successCount": 14403, "successRate": 0.2825280998058024, "wilsonLowerBound": 0.27863624724171304 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1954, "officialConfigError": null, "officialConfigValid": true, "successCount": 514, "successRate": 0.263050153531218, "wilsonLowerBound": 0.244006361218498 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 31701, "officialConfigError": null, "officialConfigValid": true, "successCount": 13713, "successRate": 0.4325731049493707, "wilsonLowerBound": 0.4271277351911923 }, "vllm": { "framework": "vllm", "modelCount": 36766, "officialConfigError": null, "officialConfigValid": true, "successCount": 10503, "successRate": 0.2856715443616385, "wilsonLowerBound": 0.28107653390146514 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7384, "officialConfigError": null, "officialConfigValid": true, "successCount": 3301, "successRate": 0.4470476706392199, "wilsonLowerBound": 0.4357376523382282 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63827, "officialConfigError": null, "officialConfigValid": true, "successCount": 12064, "successRate": 0.18901092014351292, "wilsonLowerBound": 0.18599225076038986 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14768, "officialConfigError": null, "officialConfigValid": true, "successCount": 2955, "successRate": 0.20009479956663057, "wilsonLowerBound": 0.19372059626324806 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5346, "officialConfigError": null, "officialConfigValid": true, "successCount": 43, "successRate": 0.008043396932285821, "wilsonLowerBound": 0.005977131186492563 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26007, "officialConfigError": null, "officialConfigValid": true, "successCount": 3194, "successRate": 0.12281308878378898, "wilsonLowerBound": 0.11887956140607057 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16455, "officialConfigError": null, "officialConfigValid": true, "successCount": 1672, "successRate": 0.10161045274992403, "wilsonLowerBound": 0.09708658609121286 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 9767, "officialConfigError": null, "officialConfigValid": true, "successCount": 4220, "successRate": 0.432067164943176, "wilsonLowerBound": 0.4222715149010729 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24054, "officialConfigError": null, "officialConfigValid": true, "successCount": 3774, "successRate": 0.1568969817909703, "wilsonLowerBound": 0.15235549190674152 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8066, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.0674435903793702, "wilsonLowerBound": 0.0621738174048722 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 40103, "officialConfigError": null, "officialConfigValid": true, "successCount": 10141, "successRate": 0.25287384983667055, "wilsonLowerBound": 0.248643471565594 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 22946, "officialConfigError": null, "officialConfigValid": true, "successCount": 3030, "successRate": 0.1320491588947965, "wilsonLowerBound": 0.12773024195460306 }, "vllm": { "framework": "vllm", "modelCount": 86508, "officialConfigError": null, "officialConfigValid": true, "successCount": 9762, "successRate": 0.11284505479262033, "wilsonLowerBound": 0.11075374596914171 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 38863, "officialConfigError": null, "officialConfigValid": true, "successCount": 4764, "successRate": 0.12258446337133005, "wilsonLowerBound": 0.11936103409975718 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 26928, "officialConfigError": null, "officialConfigValid": true, "successCount": 3268, "successRate": 0.12136066547831253, "wilsonLowerBound": 0.11751427667292988 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 87638, "officialConfigError": null, "officialConfigValid": true, "successCount": 20443, "successRate": 0.2332663912914489, "wilsonLowerBound": 0.23047811902204748 }, "transformers": { "framework": "transformers", "modelCount": 5080, "officialConfigError": null, "officialConfigValid": true, "successCount": 562, "successRate": 0.11062992125984251, "wilsonLowerBound": 0.10229654212126328 }, "vllm": { "framework": "vllm", "modelCount": 112447, "officialConfigError": null, "officialConfigValid": true, "successCount": 16504, "successRate": 0.1467713678444067, "wilsonLowerBound": 0.1447150304422362 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 15782, "officialConfigError": null, "officialConfigValid": true, "successCount": 3219, "successRate": 0.20396654416423773, "wilsonLowerBound": 0.19775227524258396 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42596, "officialConfigError": null, "officialConfigValid": true, "successCount": 5538, "successRate": 0.13001220771903466, "wilsonLowerBound": 0.12685164988946446 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6151, "officialConfigError": null, "officialConfigValid": true, "successCount": 480, "successRate": 0.07803609169240774, "wilsonLowerBound": 0.07159309429986854 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 198, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18181818181818182, "wilsonLowerBound": 0.1343204258911728 }, "vllm": { "framework": "vllm", "modelCount": 30123, "officialConfigError": null, "officialConfigValid": true, "successCount": 5176, "successRate": 0.17182883510938485, "wilsonLowerBound": 0.1676106943410041 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60756, "officialConfigError": null, "officialConfigValid": true, "successCount": 12379, "successRate": 0.20374942392520903, "wilsonLowerBound": 0.20056536618544735 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6304, "officialConfigError": null, "officialConfigValid": true, "successCount": 1867, "successRate": 0.29616116751269034, "wilsonLowerBound": 0.28501741649712525 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11910, "officialConfigError": null, "officialConfigValid": true, "successCount": 3115, "successRate": 0.26154492023509657, "wilsonLowerBound": 0.25372983001525573 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 58749, "officialConfigError": null, "officialConfigValid": true, "successCount": 15992, "successRate": 0.27220888866193466, "wilsonLowerBound": 0.26862463354087446 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 45978, "officialConfigError": null, "officialConfigValid": true, "successCount": 19977, "successRate": 0.43449040845621817, "wilsonLowerBound": 0.42996509821025436 }, "vllm": { "framework": "vllm", "modelCount": 35555, "officialConfigError": null, "officialConfigValid": true, "successCount": 3053, "successRate": 0.08586696667135424, "wilsonLowerBound": 0.08299930578975623 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 265, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 8.549676112883085e-19 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6275, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03059760956175299, "wilsonLowerBound": 0.026615110833495575 }, "vllm": { "framework": "vllm", "modelCount": 10003, "officialConfigError": null, "officialConfigValid": true, "successCount": 730, "successRate": 0.0729781065680296, "wilsonLowerBound": 0.06804317517685986 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5501, "officialConfigError": null, "officialConfigValid": true, "successCount": 2306, "successRate": 0.41919650972550443, "wilsonLowerBound": 0.40621789539852826 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7365, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.031907671418873046, "wilsonLowerBound": 0.028131351489675802 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10297, "officialConfigError": null, "officialConfigValid": true, "successCount": 3547, "successRate": 0.3444692628921045, "wilsonLowerBound": 0.33535027867026973 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 25879, "officialConfigError": null, "officialConfigValid": true, "successCount": 13057, "successRate": 0.5045403609103907, "wilsonLowerBound": 0.49844849634449073 }, "vllm": { "framework": "vllm", "modelCount": 60546, "officialConfigError": null, "officialConfigValid": true, "successCount": 5883, "successRate": 0.09716579129917749, "wilsonLowerBound": 0.09483203519851144 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12166, "officialConfigError": null, "officialConfigValid": true, "successCount": 1695, "successRate": 0.13932270261384186, "wilsonLowerBound": 0.13328310032737467 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-12T09:22:49.188472+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 906.8516129032258, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5351506953471998, "queueFactor": 1.0018419161466323, "queueWeight": 1.0018419161466323, "recentSuccess": 50, "recentSuccessRate": 0.3225806451612903, "recentTerminal": 155, "recentWilsonLowerBound": 0.25404712195258156, "running": 8, "selectionWeight": 0.5361363980538414, "stale": false, "submissionEligible": true, "throughputPerHour": 25.833333333333332, "waiting": 23427 }, "Ascend_910-b4": { "available": true, "backlogHours": 1135.2413793103449, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5921539275822219, "queueFactor": 0.9686489248952318, "queueWeight": 0.9686489248952318, "recentSuccess": 49, "recentSuccessRate": 0.33793103448275863, "recentTerminal": 145, "recentWilsonLowerBound": 0.266008445183985, "running": 8, "selectionWeight": 0.5735892653250081, "stale": false, "submissionEligible": true, "throughputPerHour": 24.166666666666668, "waiting": 27435 }, "Biren_166m": { "available": true, "backlogHours": 176.63694267515922, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.19170020826881234, "queueFactor": 1.2804640853349412, "queueWeight": 1.2804640853349412, "recentSuccess": 34, "recentSuccessRate": 0.21656050955414013, "recentTerminal": 157, "recentWilsonLowerBound": 0.15931387208372824, "running": 8, "selectionWeight": 0.24546523183944252, "stale": false, "submissionEligible": true, "throughputPerHour": 26.166666666666668, "waiting": 4622 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1330.0615384615385, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5109219803577391, "queueFactor": 0.9459079431419161, "queueWeight": 0.9459079431419161, "recentSuccess": 23, "recentSuccessRate": 0.35384615384615387, "recentTerminal": 65, "recentWilsonLowerBound": 0.24875289260022027, "running": 7, "selectionWeight": 0.4832851595461834, "stale": false, "submissionEligible": true, "throughputPerHour": 10.833333333333334, "waiting": 14409 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 454.1025641025641, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.24612318570030597, "queueFactor": 1.111364549722099, "queueWeight": 1.111364549722099, "recentSuccess": 29, "recentSuccessRate": 0.24786324786324787, "recentTerminal": 117, "recentWilsonLowerBound": 0.1784782855379003, "running": 7, "selectionWeight": 0.2735325834519891, "stale": false, "submissionEligible": true, "throughputPerHour": 19.5, "waiting": 8855 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 44.4251497005988, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 10, "recentSuccessRate": 0.029940119760479042, "recentTerminal": 334, "recentWilsonLowerBound": 0.016342474535393156, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 55.666666666666664, "waiting": 2473 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 57.44776119402985, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.12501256090136656, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 66, "recentSuccessRate": 0.16417910447761194, "recentTerminal": 402, "recentWilsonLowerBound": 0.13117728068249218, "running": 3, "selectionWeight": 0.16251632917177652, "stale": false, "submissionEligible": true, "throughputPerHour": 67.0, "waiting": 3849 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 3099.4, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.49813695814914843, "queueFactor": 0.833178373064495, "queueWeight": 0.833178373064495, "recentSuccess": 12, "recentSuccessRate": 0.4, "recentTerminal": 30, "recentWilsonLowerBound": 0.24590394326083398, "running": 2, "selectionWeight": 0.41503694035400396, "stale": false, "submissionEligible": true, "throughputPerHour": 5.0, "waiting": 15497 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 929.2394366197183, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.24626998542179754, "queueFactor": 0.9981837322884761, "queueWeight": 0.9981837322884761, "recentSuccess": 19, "recentSuccessRate": 0.2676056338028169, "recentTerminal": 71, "recentWilsonLowerBound": 0.17852666541700804, "running": 7, "selectionWeight": 0.24582269319895847, "stale": false, "submissionEligible": true, "throughputPerHour": 11.833333333333334, "waiting": 10996 }, "MetaX_c-500": { "available": true, "backlogHours": 696.795918367347, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.33629204303900045, "queueFactor": 1.0422305352671686, "queueWeight": 1.0422305352671686, "recentSuccess": 28, "recentSuccessRate": 0.2857142857142857, "recentTerminal": 98, "recentWilsonLowerBound": 0.2056863230141654, "running": 4, "selectionWeight": 0.3504938360226271, "stale": false, "submissionEligible": true, "throughputPerHour": 16.333333333333332, "waiting": 11381 }, "Mthreads_s4000": { "available": true, "backlogHours": 2282.3571428571427, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.872312492527788, "queueWeight": 0.872312492527788, "recentSuccess": 36, "recentSuccessRate": 0.6428571428571429, "recentTerminal": 56, "recentWilsonLowerBound": 0.5119364571733127, "running": 4, "selectionWeight": 2.18078123131947, "stale": false, "submissionEligible": true, "throughputPerHour": 9.333333333333334, "waiting": 21302 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3320.538461538462, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.08543803074527428, "queueFactor": 0.8246095410144471, "queueWeight": 0.8246095410144471, "recentSuccess": 6, "recentSuccessRate": 0.23076923076923078, "recentTerminal": 26, "recentWilsonLowerBound": 0.11033699683676688, "running": 2, "selectionWeight": 0.07045301531803884, "stale": false, "submissionEligible": true, "throughputPerHour": 4.333333333333333, "waiting": 14389 }, "Vastai_va16": { "available": true, "backlogHours": 987.3230769230769, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.8745401059586655, "queueFactor": 0.9891467752635471, "queueWeight": 0.9891467752635471, "recentSuccess": 28, "recentSuccessRate": 0.4307692307692308, "recentTerminal": 65, "recentWilsonLowerBound": 0.31759267537345776, "running": 16, "selectionWeight": 0.8650485256476548, "stale": false, "submissionEligible": true, "throughputPerHour": 10.833333333333334, "waiting": 10696 }, "hygon_k100-ai": { "available": true, "backlogHours": 595.8461538461539, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.8576468351249156, "queueFactor": 1.0669879423103856, "queueWeight": 1.0669879423103856, "recentSuccess": 50, "recentSuccessRate": 0.5494505494505495, "recentTerminal": 91, "recentWilsonLowerBound": 0.44729105654358564, "running": 6, "selectionWeight": 1.9820867741493338, "stale": false, "submissionEligible": true, "throughputPerHour": 15.166666666666666, "waiting": 9037 } }, "queueAttemptedAt": "2026-09-12T09:19:37.880114+00:00", "queueError": null, "queueUpdatedAt": "2026-09-12T09:19:37.880114+00:00", "supportedGpus": [ "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Cambricon_mlu-370-x4", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "Ascend_910-b3", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Biren_166m", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }