{ "communityAttemptedAt": "2026-09-25T07:44:48.121413+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-25T07:44:48.121413+00:00", "frameworkAttemptedAt": "2026-09-25T05:52:51.516164+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 33899, "officialConfigError": null, "officialConfigValid": true, "successCount": 15245, "successRate": 0.4497182807752441, "wilsonLowerBound": 0.44442855007259324 }, "vllm": { "framework": "vllm", "modelCount": 38061, "officialConfigError": null, "officialConfigValid": true, "successCount": 10770, "successRate": 0.2829668164262631, "wilsonLowerBound": 0.27846353300004045 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10004, "officialConfigError": null, "officialConfigValid": true, "successCount": 4206, "successRate": 0.42043182726909234, "wilsonLowerBound": 0.4107909983631219 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64112, "officialConfigError": null, "officialConfigValid": true, "successCount": 12090, "successRate": 0.18857624157723982, "wilsonLowerBound": 0.18556694897624254 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 20837, "officialConfigError": null, "officialConfigValid": true, "successCount": 4265, "successRate": 0.20468397562029084, "wilsonLowerBound": 0.19926028963311146 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6647, "officialConfigError": null, "officialConfigValid": true, "successCount": 69, "successRate": 0.010380622837370242, "wilsonLowerBound": 0.008211147267486733 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26294, "officialConfigError": null, "officialConfigValid": true, "successCount": 3238, "successRate": 0.12314596485890317, "wilsonLowerBound": 0.1192289953679943 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16476, "officialConfigError": null, "officialConfigValid": true, "successCount": 1675, "successRate": 0.10166302500606944, "wilsonLowerBound": 0.09714091359224107 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 12242, "officialConfigError": null, "officialConfigValid": true, "successCount": 5089, "successRate": 0.4157000490115994, "wilsonLowerBound": 0.4069973494375382 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24366, "officialConfigError": null, "officialConfigValid": true, "successCount": 3790, "successRate": 0.15554461134367562, "wilsonLowerBound": 0.15104822853147973 }, "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": 45347, "officialConfigError": null, "officialConfigValid": true, "successCount": 11286, "successRate": 0.24888085209605929, "wilsonLowerBound": 0.24492270418061443 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23446, "officialConfigError": null, "officialConfigValid": true, "successCount": 3084, "successRate": 0.13153629616992238, "wilsonLowerBound": 0.12727025504939057 }, "vllm": { "framework": "vllm", "modelCount": 86738, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11256888560953676, "wilsonLowerBound": 0.11048259154877019 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 41651, "officialConfigError": null, "officialConfigValid": true, "successCount": 5107, "successRate": 0.12261410290269141, "wilsonLowerBound": 0.11949887218562838 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 35434, "officialConfigError": null, "officialConfigValid": true, "successCount": 3481, "successRate": 0.09823897951120393, "wilsonLowerBound": 0.09518330789750795 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 89525, "officialConfigError": null, "officialConfigValid": true, "successCount": 21491, "successRate": 0.24005585032113935, "wilsonLowerBound": 0.2372691504322591 }, "transformers": { "framework": "transformers", "modelCount": 5322, "officialConfigError": null, "officialConfigValid": true, "successCount": 576, "successRate": 0.10822998872604284, "wilsonLowerBound": 0.10016402622528191 }, "vllm": { "framework": "vllm", "modelCount": 112702, "officialConfigError": null, "officialConfigValid": true, "successCount": 16523, "successRate": 0.14660786853826907, "wilsonLowerBound": 0.14455480391251635 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 18822, "officialConfigError": null, "officialConfigValid": true, "successCount": 3606, "successRate": 0.19158431622569333, "wilsonLowerBound": 0.18602508860538602 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43029, "officialConfigError": null, "officialConfigValid": true, "successCount": 5589, "successRate": 0.12988914453043296, "wilsonLowerBound": 0.12674565253478207 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7006, "officialConfigError": null, "officialConfigValid": true, "successCount": 587, "successRate": 0.08378532686268912, "wilsonLowerBound": 0.0775233012927848 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 31910, "officialConfigError": null, "officialConfigValid": true, "successCount": 5899, "successRate": 0.1848636790974616, "wilsonLowerBound": 0.18064244630618528 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61115, "officialConfigError": null, "officialConfigValid": true, "successCount": 12401, "successRate": 0.20291254192914995, "wilsonLowerBound": 0.19974273745433177 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 9507, "officialConfigError": null, "officialConfigValid": true, "successCount": 2758, "successRate": 0.29010203008309665, "wilsonLowerBound": 0.2810658902962603 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 13793, "officialConfigError": null, "officialConfigValid": true, "successCount": 3485, "successRate": 0.2526643949829624, "wilsonLowerBound": 0.2454819664697075 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 62993, "officialConfigError": null, "officialConfigValid": true, "successCount": 17247, "successRate": 0.2737923261314749, "wilsonLowerBound": 0.2703240212295911 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 108, "officialConfigError": null, "officialConfigValid": true, "successCount": 66, "successRate": 0.6111111111111112, "wilsonLowerBound": 0.516864220923738 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47036, "officialConfigError": null, "officialConfigValid": true, "successCount": 20722, "successRate": 0.44055616974232503, "wilsonLowerBound": 0.4360745799537542 }, "vllm": { "framework": "vllm", "modelCount": 37301, "officialConfigError": null, "officialConfigValid": true, "successCount": 3775, "successRate": 0.1012037210798638, "wilsonLowerBound": 0.09818394284919646 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 728, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6281, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030568380831077855, "wilsonLowerBound": 0.02658963799640948 }, "vllm": { "framework": "vllm", "modelCount": 10033, "officialConfigError": null, "officialConfigValid": true, "successCount": 742, "successRate": 0.07395594538024519, "wilsonLowerBound": 0.06899653601960218 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6252, "officialConfigError": null, "officialConfigValid": true, "successCount": 2682, "successRate": 0.4289827255278311, "wilsonLowerBound": 0.4167615359664253 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7386, "officialConfigError": null, "officialConfigValid": true, "successCount": 238, "successRate": 0.032223124830760896, "wilsonLowerBound": 0.028432625999123908 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13073, "officialConfigError": null, "officialConfigValid": true, "successCount": 4209, "successRate": 0.32196129427063414, "wilsonLowerBound": 0.31400524817369624 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26891, "officialConfigError": null, "officialConfigValid": true, "successCount": 13676, "successRate": 0.5085716410695028, "wilsonLowerBound": 0.5025955563216405 }, "vllm": { "framework": "vllm", "modelCount": 63678, "officialConfigError": null, "officialConfigValid": true, "successCount": 6506, "successRate": 0.10217029429316248, "wilsonLowerBound": 0.09984179040441737 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12788, "officialConfigError": null, "officialConfigValid": true, "successCount": 1896, "successRate": 0.14826399749765404, "wilsonLowerBound": 0.1422104372065443 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-25T07:55:29.158858+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1295.8636363636363, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.0076792578097473, "queueFactor": 0.9323127370451874, "queueWeight": 0.9323127370451874, "recentSuccess": 56, "recentSuccessRate": 0.42424242424242425, "recentTerminal": 132, "recentWilsonLowerBound": 0.3432446996414888, "running": 8, "selectionWeight": 1.8717849439574559, "stale": false, "submissionEligible": true, "throughputPerHour": 22.0, "waiting": 28509 }, "Biren_166m": { "available": true, "backlogHours": 124.16438356164383, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.11568111543959177, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 29, "recentSuccessRate": 0.1324200913242009, "recentTerminal": 219, "recentWilsonLowerBound": 0.09380494202431262, "running": 9, "selectionWeight": 0.1503854500714693, "stale": false, "submissionEligible": false, "throughputPerHour": 36.5, "waiting": 4532 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1043.8636363636365, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5506864951276811, "queueFactor": 0.9630502484735705, "queueWeight": 0.9630502484735705, "recentSuccess": 24, "recentSuccessRate": 0.2727272727272727, "recentTerminal": 88, "recentWilsonLowerBound": 0.19065350395100789, "running": 7, "selectionWeight": 0.530338765963753, "stale": false, "submissionEligible": true, "throughputPerHour": 14.666666666666666, "waiting": 15310 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 462.1016949152542, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.31463447128629357, "queueFactor": 1.0882655433207136, "queueWeight": 1.0882655433207136, "recentSuccess": 25, "recentSuccessRate": 0.211864406779661, "recentTerminal": 118, "recentWilsonLowerBound": 0.14782423635341965, "running": 8, "selectionWeight": 0.3424058538418037, "stale": false, "submissionEligible": false, "throughputPerHour": 19.666666666666668, "waiting": 9088 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 41.67887323943662, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 16, "recentSuccessRate": 0.04507042253521127, "recentTerminal": 355, "recentWilsonLowerBound": 0.027929859858288154, "running": 25, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 59.166666666666664, "waiting": 2466 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 141.46153846153848, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.29937941139834867, "queueFactor": 1.2997198639716985, "queueWeight": 1.2997198639716985, "recentSuccess": 40, "recentSuccessRate": 0.19230769230769232, "recentTerminal": 208, "recentWilsonLowerBound": 0.14452220066028332, "running": 2, "selectionWeight": 0.3891093678585889, "stale": false, "submissionEligible": false, "throughputPerHour": 34.666666666666664, "waiting": 4904 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2465.6923076923076, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.30471005278553237, "queueFactor": 0.8465540288759117, "queueWeight": 0.8465540288759117, "recentSuccess": 10, "recentSuccessRate": 0.2564102564102564, "recentTerminal": 39, "recentWilsonLowerBound": 0.1456862584345219, "running": 2, "selectionWeight": 0.25795352282458417, "stale": false, "submissionEligible": false, "throughputPerHour": 6.5, "waiting": 16027 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 429.36170212765956, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3116849082902464, "queueFactor": 1.1003276270553852, "queueWeight": 1.1003276270553852, "recentSuccess": 29, "recentSuccessRate": 0.20567375886524822, "recentTerminal": 141, "recentWilsonLowerBound": 0.14719271409491425, "running": 8, "selectionWeight": 0.3429555155279822, "stale": false, "submissionEligible": false, "throughputPerHour": 23.5, "waiting": 10090 }, "MetaX_c-500": { "available": true, "backlogHours": 632.5384615384615, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.6822854949725363, "queueFactor": 1.0382034608743602, "queueWeight": 1.0382034608743602, "recentSuccess": 30, "recentSuccessRate": 0.28846153846153844, "recentTerminal": 104, "recentWilsonLowerBound": 0.21015782725460305, "running": 5, "selectionWeight": 0.7083511621848632, "stale": false, "submissionEligible": true, "throughputPerHour": 17.333333333333332, "waiting": 10964 }, "Mthreads_s4000": { "available": true, "backlogHours": 2013.4838709677417, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8726765171859842, "queueWeight": 0.8726765171859842, "recentSuccess": 31, "recentSuccessRate": 0.5, "recentTerminal": 62, "recentWilsonLowerBound": 0.37922532216457727, "running": 5, "selectionWeight": 2.1816912929649606, "stale": false, "submissionEligible": true, "throughputPerHour": 10.333333333333334, "waiting": 20806 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 6949.714285714285, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.1647214431397297, "queueFactor": 0.7246869995569404, "queueWeight": 0.7246869995569404, "recentSuccess": 7, "recentSuccessRate": 0.5, "recentTerminal": 14, "recentWilsonLowerBound": 0.2679886791947528, "running": 2, "selectionWeight": 0.8440584879485603, "stale": false, "submissionEligible": false, "throughputPerHour": 2.3333333333333335, "waiting": 16216 }, "Vastai_va16": { "available": true, "backlogHours": 812.1509433962264, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.9096342956561543, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 34, "recentSuccessRate": 0.32075471698113206, "recentTerminal": 106, "recentWilsonLowerBound": 0.23950721985046017, "running": 16, "selectionWeight": 0.9096342956561543, "stale": false, "submissionEligible": true, "throughputPerHour": 17.666666666666668, "waiting": 14348 }, "hygon_k100-ai": { "available": true, "backlogHours": 1099.9787234042553, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.3976280740862275, "queueFactor": 0.9555157944796963, "queueWeight": 0.9555157944796963, "recentSuccess": 36, "recentSuccessRate": 0.3829787234042553, "recentTerminal": 94, "recentWilsonLowerBound": 0.2911404875065257, "running": 6, "selectionWeight": 1.3354556995976294, "stale": false, "submissionEligible": true, "throughputPerHour": 15.666666666666666, "waiting": 17233 } }, "queueAttemptedAt": "2026-09-25T07:49:53.669521+00:00", "queueError": null, "queueUpdatedAt": "2026-09-25T07:49:53.669521+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "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 }