{ "communityAttemptedAt": "2026-09-19T00:05:48.462366+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-19T00:05:48.462366+00:00", "frameworkAttemptedAt": "2026-09-18T20:19:58.293041+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39578, "officialConfigError": null, "officialConfigValid": true, "successCount": 19127, "successRate": 0.4832735358027187, "wilsonLowerBound": 0.47835210114350546 }, "vllm": { "framework": "vllm", "modelCount": 52772, "officialConfigError": null, "officialConfigValid": true, "successCount": 14772, "successRate": 0.27992117031759267, "wilsonLowerBound": 0.2761067366805252 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2670, "officialConfigError": null, "officialConfigValid": true, "successCount": 755, "successRate": 0.28277153558052437, "wilsonLowerBound": 0.26601073055652275 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 32850, "officialConfigError": null, "officialConfigValid": true, "successCount": 14493, "successRate": 0.44118721461187216, "wilsonLowerBound": 0.4358249114615209 }, "vllm": { "framework": "vllm", "modelCount": 37415, "officialConfigError": null, "officialConfigValid": true, "successCount": 10644, "successRate": 0.2844848322865161, "wilsonLowerBound": 0.2799354976441456 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8676, "officialConfigError": null, "officialConfigValid": true, "successCount": 3748, "successRate": 0.4319963116643615, "wilsonLowerBound": 0.421605212945633 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63925, "officialConfigError": null, "officialConfigValid": true, "successCount": 12081, "successRate": 0.1889870942510755, "wilsonLowerBound": 0.1859708733809936 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 17404, "officialConfigError": null, "officialConfigValid": true, "successCount": 3494, "successRate": 0.20075844633417606, "wilsonLowerBound": 0.19487353375361052 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5991, "officialConfigError": null, "officialConfigValid": true, "successCount": 60, "successRate": 0.010015022533800702, "wilsonLowerBound": 0.0077889114458714 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26139, "officialConfigError": null, "officialConfigValid": true, "successCount": 3220, "successRate": 0.12318757412295803, "wilsonLowerBound": 0.11925858682102228 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16466, "officialConfigError": null, "officialConfigValid": true, "successCount": 1674, "successRate": 0.10166403498117332, "wilsonLowerBound": 0.09714055799797292 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 11107, "officialConfigError": null, "officialConfigValid": true, "successCount": 4684, "successRate": 0.4217160349329252, "wilsonLowerBound": 0.41256051352022927 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24147, "officialConfigError": null, "officialConfigValid": true, "successCount": 3784, "successRate": 0.15670683728827597, "wilsonLowerBound": 0.1521762890994408 }, "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": 42725, "officialConfigError": null, "officialConfigValid": true, "successCount": 10719, "successRate": 0.2508835576360445, "wilsonLowerBound": 0.24679528378520113 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23255, "officialConfigError": null, "officialConfigValid": true, "successCount": 3057, "successRate": 0.13145560094603312, "wilsonLowerBound": 0.1271734681959272 }, "vllm": { "framework": "vllm", "modelCount": 86623, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11271833115916097, "wilsonLowerBound": 0.11062943818275382 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 40378, "officialConfigError": null, "officialConfigValid": true, "successCount": 4954, "successRate": 0.12269057407499133, "wilsonLowerBound": 0.11952630354135264 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 31557, "officialConfigError": null, "officialConfigValid": true, "successCount": 3399, "successRate": 0.10770985835155433, "wilsonLowerBound": 0.10433698772362061 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88517, "officialConfigError": null, "officialConfigValid": true, "successCount": 21003, "successRate": 0.23727645537015488, "wilsonLowerBound": 0.23448534292016357 }, "transformers": { "framework": "transformers", "modelCount": 5172, "officialConfigError": null, "officialConfigValid": true, "successCount": 566, "successRate": 0.1094354215003867, "wilsonLowerBound": 0.10121530922271617 }, "vllm": { "framework": "vllm", "modelCount": 112530, "officialConfigError": null, "officialConfigValid": true, "successCount": 16508, "successRate": 0.14669865813560828, "wilsonLowerBound": 0.14464350137198578 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 17199, "officialConfigError": null, "officialConfigValid": true, "successCount": 3429, "successRate": 0.19937205651491366, "wilsonLowerBound": 0.1934684120205753 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42820, "officialConfigError": null, "officialConfigValid": true, "successCount": 5572, "successRate": 0.1301261092947221, "wilsonLowerBound": 0.12697254562388294 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6675, "officialConfigError": null, "officialConfigValid": true, "successCount": 546, "successRate": 0.08179775280898877, "wilsonLowerBound": 0.075461174681193 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 31079, "officialConfigError": null, "officialConfigValid": true, "successCount": 5559, "successRate": 0.17886675890472667, "wilsonLowerBound": 0.1746456971300089 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60870, "officialConfigError": null, "officialConfigValid": true, "successCount": 12390, "successRate": 0.2035485460818137, "wilsonLowerBound": 0.20036864064528784 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7778, "officialConfigError": null, "officialConfigValid": true, "successCount": 2254, "successRate": 0.2897917202365647, "wilsonLowerBound": 0.27981518543775896 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12815, "officialConfigError": null, "officialConfigValid": true, "successCount": 3312, "successRate": 0.25844713226687477, "wilsonLowerBound": 0.2509405827906435 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 60775, "officialConfigError": null, "officialConfigValid": true, "successCount": 16655, "successRate": 0.27404360345536816, "wilsonLowerBound": 0.2705118056432167 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46542, "officialConfigError": null, "officialConfigValid": true, "successCount": 20364, "successRate": 0.4375402861931159, "wilsonLowerBound": 0.433038616730747 }, "vllm": { "framework": "vllm", "modelCount": 36453, "officialConfigError": null, "officialConfigValid": true, "successCount": 3423, "successRate": 0.09390173648259402, "wilsonLowerBound": 0.09094995252013309 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 510, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6278, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030582988212806625, "wilsonLowerBound": 0.026602368317046696 }, "vllm": { "framework": "vllm", "modelCount": 10024, "officialConfigError": null, "officialConfigValid": true, "successCount": 738, "successRate": 0.07362330407023145, "wilsonLowerBound": 0.06867247302280925 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5914, "officialConfigError": null, "officialConfigValid": true, "successCount": 2507, "successRate": 0.42390936760229964, "wilsonLowerBound": 0.41136777865071844 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7375, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.031864406779661014, "wilsonLowerBound": 0.02809313780695749 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11546, "officialConfigError": null, "officialConfigValid": true, "successCount": 3816, "successRate": 0.3305040706738264, "wilsonLowerBound": 0.32198138472370175 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26436, "officialConfigError": null, "officialConfigValid": true, "successCount": 13405, "successRate": 0.5070736873959751, "wilsonLowerBound": 0.5010463257092601 }, "vllm": { "framework": "vllm", "modelCount": 62251, "officialConfigError": null, "officialConfigValid": true, "successCount": 6238, "successRate": 0.10020722558673756, "wilsonLowerBound": 0.097872971437202 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12454, "officialConfigError": null, "officialConfigValid": true, "successCount": 1790, "successRate": 0.14372892243455918, "wilsonLowerBound": 0.13767735614923077 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-19T00:11:28.332154+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 561.984, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.339563657323655, "queueFactor": 1.093737178327803, "queueWeight": 1.093737178327803, "recentSuccess": 46, "recentSuccessRate": 0.184, "recentTerminal": 250, "recentWilsonLowerBound": 0.14087481495903226, "running": 8, "selectionWeight": 0.37139339642384345, "stale": false, "submissionEligible": true, "throughputPerHour": 41.666666666666664, "waiting": 23416 }, "Ascend_910-b4": { "available": true, "backlogHours": 1221.608695652174, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.1724083485848364, "queueFactor": 0.9734905729253883, "queueWeight": 0.9734905729253883, "recentSuccess": 56, "recentSuccessRate": 0.4057971014492754, "recentTerminal": 138, "recentWilsonLowerBound": 0.32749615411428507, "running": 8, "selectionWeight": 2.114819047891749, "stale": false, "submissionEligible": true, "throughputPerHour": 23.0, "waiting": 28097 }, "Biren_166m": { "available": true, "backlogHours": 252.6, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.22740192709329396, "queueFactor": 1.233123475399327, "queueWeight": 1.233123475399327, "recentSuccess": 21, "recentSuccessRate": 0.175, "recentTerminal": 120, "recentWilsonLowerBound": 0.11740448670592564, "running": 8, "selectionWeight": 0.28041465464978704, "stale": false, "submissionEligible": true, "throughputPerHour": 20.0, "waiting": 5052 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 2277.75, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 1.6012303983516332, "queueFactor": 0.8866366090833038, "queueWeight": 0.8866366090833038, "recentSuccess": 17, "recentSuccessRate": 0.425, "recentTerminal": 40, "recentWilsonLowerBound": 0.2850916852481588, "running": 7, "selectionWeight": 1.4197094907555998, "stale": false, "submissionEligible": true, "throughputPerHour": 6.666666666666667, "waiting": 15185 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 505.69090909090914, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.31399475454477355, "queueFactor": 1.111191205770751, "queueWeight": 1.111191205770751, "recentSuccess": 22, "recentSuccessRate": 0.2, "recentTerminal": 110, "recentWilsonLowerBound": 0.13595004455478174, "running": 7, "selectionWeight": 0.3489082099082979, "stale": false, "submissionEligible": true, "throughputPerHour": 18.333333333333332, "waiting": 9271 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 51.269102990033225, "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": 0.03322259136212625, "recentTerminal": 301, "recentWilsonLowerBound": 0.018143939095637485, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 50.166666666666664, "waiting": 2572 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 175.05882352941177, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.16557179366622027, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 25, "recentSuccessRate": 0.14705882352941177, "recentTerminal": 170, "recentWilsonLowerBound": 0.10163535089066371, "running": 4, "selectionWeight": 0.21524333176608634, "stale": false, "submissionEligible": true, "throughputPerHour": 28.333333333333332, "waiting": 4960 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 3548.4444444444443, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 2.3568337155915438, "queueFactor": 0.829594503678002, "queueWeight": 0.829594503678002, "recentSuccess": 14, "recentSuccessRate": 0.5185185185185185, "recentTerminal": 27, "recentWilsonLowerBound": 0.33985324586210425, "running": 2, "selectionWeight": 1.9552162965377482, "stale": false, "submissionEligible": true, "throughputPerHour": 4.5, "waiting": 15968 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 552.0, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.38487542144359815, "queueFactor": 1.0966819760857234, "queueWeight": 1.0966819760857234, "recentSuccess": 25, "recentSuccessRate": 0.21367521367521367, "recentTerminal": 117, "recentWilsonLowerBound": 0.14912833374141085, "running": 8, "selectionWeight": 0.42208593773559083, "stale": false, "submissionEligible": true, "throughputPerHour": 19.5, "waiting": 10764 }, "MetaX_c-500": { "available": true, "backlogHours": 921.3243243243243, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.224643594564692, "queueFactor": 1.0155695876737478, "queueWeight": 1.0155695876737478, "recentSuccess": 26, "recentSuccessRate": 0.35135135135135137, "recentTerminal": 74, "recentWilsonLowerBound": 0.25238027534892055, "running": 4, "selectionWeight": 1.2437107903793607, "stale": false, "submissionEligible": true, "throughputPerHour": 12.333333333333334, "waiting": 11363 }, "Mthreads_s4000": { "available": true, "backlogHours": 2036.1290322580644, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.9016765459437494, "queueWeight": 0.9016765459437494, "recentSuccess": 29, "recentSuccessRate": 0.46774193548387094, "recentTerminal": 62, "recentWilsonLowerBound": 0.3490863086762221, "running": 4, "selectionWeight": 2.2541913648593734, "stale": false, "submissionEligible": true, "throughputPerHour": 10.333333333333334, "waiting": 21040 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 5525.294117647059, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.9201683943636132, "queueFactor": 0.7762797501995587, "queueWeight": 0.7762797501995587, "recentSuccess": 9, "recentSuccessRate": 0.5294117647058824, "recentTerminal": 17, "recentWilsonLowerBound": 0.3096289731154949, "running": 2, "selectionWeight": 1.4905878415176734, "stale": false, "submissionEligible": false, "throughputPerHour": 2.8333333333333335, "waiting": 15655 }, "Vastai_va16": { "available": true, "backlogHours": 2598.5454545454545, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.11496536178407381, "queueFactor": 0.8692846680922713, "queueWeight": 0.8692846680922713, "recentSuccess": 6, "recentSuccessRate": 0.18181818181818182, "recentTerminal": 33, "recentWilsonLowerBound": 0.08610651225698264, "running": 16, "selectionWeight": 0.0999376263605765, "stale": false, "submissionEligible": true, "throughputPerHour": 5.5, "waiting": 14292 }, "hygon_k100-ai": { "available": true, "backlogHours": 1121.2307692307693, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.0835872310672683, "queueFactor": 0.9860917298585383, "queueWeight": 0.9860917298585383, "recentSuccess": 26, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 78, "recentWilsonLowerBound": 0.23872517005631877, "running": 6, "selectionWeight": 1.0685164071357462, "stale": false, "submissionEligible": true, "throughputPerHour": 13.0, "waiting": 14576 } }, "queueAttemptedAt": "2026-09-19T00:05:48.462366+00:00", "queueError": null, "queueUpdatedAt": "2026-09-19T00:05:48.462366+00:00", "supportedGpus": [ "Vastai_va16", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Cambricon_mlu-370-x4", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "Ascend_910-b3", "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 }