{ "communityAttemptedAt": "2026-09-14T18:40:25.959959+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-14T18:40:25.959959+00:00", "frameworkAttemptedAt": "2026-09-14T14:53:04.199321+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 38933, "officialConfigError": null, "officialConfigValid": true, "successCount": 18705, "successRate": 0.4804407571982637, "wilsonLowerBound": 0.4754800420312105 }, "vllm": { "framework": "vllm", "modelCount": 51648, "officialConfigError": null, "officialConfigValid": true, "successCount": 14545, "successRate": 0.2816178748451053, "wilsonLowerBound": 0.2777550717889186 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2191, "officialConfigError": null, "officialConfigValid": true, "successCount": 593, "successRate": 0.27065267001369236, "wilsonLowerBound": 0.25246196591208553 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 32097, "officialConfigError": null, "officialConfigValid": true, "successCount": 13983, "successRate": 0.43564819141975886, "wilsonLowerBound": 0.43023162359631334 }, "vllm": { "framework": "vllm", "modelCount": 37066, "officialConfigError": null, "officialConfigValid": true, "successCount": 10569, "successRate": 0.2851400205039659, "wilsonLowerBound": 0.2805661770759682 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7846, "officialConfigError": null, "officialConfigValid": true, "successCount": 3465, "successRate": 0.4416263063981647, "wilsonLowerBound": 0.43066944429632004 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63853, "officialConfigError": null, "officialConfigValid": true, "successCount": 12067, "successRate": 0.18898094059793588, "wilsonLowerBound": 0.1859630685382231 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15967, "officialConfigError": null, "officialConfigValid": true, "successCount": 3203, "successRate": 0.20060124005761884, "wilsonLowerBound": 0.19446213712546148 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5598, "officialConfigError": null, "officialConfigValid": true, "successCount": 47, "successRate": 0.00839585566273669, "wilsonLowerBound": 0.006319900205681883 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26056, "officialConfigError": null, "officialConfigValid": true, "successCount": 3202, "successRate": 0.12288916180534235, "wilsonLowerBound": 0.11895821050069917 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16459, "officialConfigError": null, "officialConfigValid": true, "successCount": 1672, "successRate": 0.10158575855155234, "wilsonLowerBound": 0.09706293342977017 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 10256, "officialConfigError": null, "officialConfigValid": true, "successCount": 4387, "successRate": 0.42774960998439937, "wilsonLowerBound": 0.4182030614474656 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24085, "officialConfigError": null, "officialConfigValid": true, "successCount": 3778, "successRate": 0.15686111687772472, "wilsonLowerBound": 0.15232294826670206 }, "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": 41072, "officialConfigError": null, "officialConfigValid": true, "successCount": 10363, "successRate": 0.2523130112972341, "wilsonLowerBound": 0.24813569365627852 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23016, "officialConfigError": null, "officialConfigValid": true, "successCount": 3041, "successRate": 0.13212547792839763, "wilsonLowerBound": 0.12781195656912708 }, "vllm": { "framework": "vllm", "modelCount": 86535, "officialConfigError": null, "officialConfigValid": true, "successCount": 9763, "successRate": 0.1128214017449587, "wilsonLowerBound": 0.11073061041261582 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 39351, "officialConfigError": null, "officialConfigValid": true, "successCount": 4824, "successRate": 0.12258900663261417, "wilsonLowerBound": 0.11938534493932597 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 28866, "officialConfigError": null, "officialConfigValid": true, "successCount": 3316, "successRate": 0.11487563223169127, "wilsonLowerBound": 0.11124819832700311 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 87923, "officialConfigError": null, "officialConfigValid": true, "successCount": 20622, "successRate": 0.23454613696074975, "wilsonLowerBound": 0.23175699541088174 }, "transformers": { "framework": "transformers", "modelCount": 5103, "officialConfigError": null, "officialConfigValid": true, "successCount": 563, "successRate": 0.11032725847540663, "wilsonLowerBound": 0.10202255557468329 }, "vllm": { "framework": "vllm", "modelCount": 112467, "officialConfigError": null, "officialConfigValid": true, "successCount": 16505, "successRate": 0.14675415899775046, "wilsonLowerBound": 0.144698104347555 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 16068, "officialConfigError": null, "officialConfigValid": true, "successCount": 3286, "successRate": 0.2045058501369181, "wilsonLowerBound": 0.19834024618549653 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42667, "officialConfigError": null, "officialConfigValid": true, "successCount": 5552, "successRate": 0.13012398340637965, "wilsonLowerBound": 0.1269648523885545 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6328, "officialConfigError": null, "officialConfigValid": true, "successCount": 493, "successRate": 0.07790771175726928, "wilsonLowerBound": 0.07155694212480938 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 198, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18181818181818182, "wilsonLowerBound": 0.1343204258911728 }, "vllm": { "framework": "vllm", "modelCount": 30501, "officialConfigError": null, "officialConfigValid": true, "successCount": 5323, "successRate": 0.1745188682338284, "wilsonLowerBound": 0.17030027953858615 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60781, "officialConfigError": null, "officialConfigValid": true, "successCount": 12382, "successRate": 0.2037149767196986, "wilsonLowerBound": 0.2005317735957852 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6758, "officialConfigError": null, "officialConfigValid": true, "successCount": 1994, "successRate": 0.2950577093814738, "wilsonLowerBound": 0.28430291141319025 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12150, "officialConfigError": null, "officialConfigValid": true, "successCount": 3182, "successRate": 0.2618930041152263, "wilsonLowerBound": 0.2541512488195746 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 59534, "officialConfigError": null, "officialConfigValid": true, "successCount": 16232, "successRate": 0.27265092216212583, "wilsonLowerBound": 0.2690884336515849 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46184, "officialConfigError": null, "officialConfigValid": true, "successCount": 20110, "successRate": 0.43543218430625324, "wilsonLowerBound": 0.4309157596740713 }, "vllm": { "framework": "vllm", "modelCount": 35905, "officialConfigError": null, "officialConfigValid": true, "successCount": 3186, "successRate": 0.08873415958780115, "wilsonLowerBound": 0.08583663681173372 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 330, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6276, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030592734225621414, "wilsonLowerBound": 0.026610861971840757 }, "vllm": { "framework": "vllm", "modelCount": 10010, "officialConfigError": null, "officialConfigValid": true, "successCount": 733, "successRate": 0.07322677322677322, "wilsonLowerBound": 0.06828543573281327 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5649, "officialConfigError": null, "officialConfigValid": true, "successCount": 2375, "successRate": 0.4204283944060896, "wilsonLowerBound": 0.40761402535934943 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7369, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03189035147238431, "wilsonLowerBound": 0.02811605354795059 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10866, "officialConfigError": null, "officialConfigValid": true, "successCount": 3692, "successRate": 0.3397754463464016, "wilsonLowerBound": 0.33092786910865496 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26080, "officialConfigError": null, "officialConfigValid": true, "successCount": 13185, "successRate": 0.5055598159509203, "wilsonLowerBound": 0.4994914458832435 }, "vllm": { "framework": "vllm", "modelCount": 61170, "officialConfigError": null, "officialConfigValid": true, "successCount": 6016, "successRate": 0.09834886382213504, "wilsonLowerBound": 0.09601414141824964 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12272, "officialConfigError": null, "officialConfigValid": true, "successCount": 1737, "successRate": 0.14154172099087353, "wilsonLowerBound": 0.1354864684978023 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-14T18:46:32.939519+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 999.0212765957447, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.3381876402713664, "queueFactor": 0.9863895598149616, "queueWeight": 0.9863895598149616, "recentSuccess": 50, "recentSuccessRate": 0.3546099290780142, "recentTerminal": 141, "recentWilsonLowerBound": 0.2804602036792118, "running": 8, "selectionWeight": 1.3199743174370953, "stale": false, "submissionEligible": true, "throughputPerHour": 23.5, "waiting": 23477 }, "Ascend_910-b4": { "available": true, "backlogHours": 1314.0944881889764, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9466527231581796, "queueWeight": 0.9466527231581796, "recentSuccess": 58, "recentSuccessRate": 0.4566929133858268, "recentTerminal": 127, "recentWilsonLowerBound": 0.3726021301661326, "running": 8, "selectionWeight": 2.366631807895449, "stale": false, "submissionEligible": true, "throughputPerHour": 21.166666666666668, "waiting": 27815 }, "Biren_166m": { "available": true, "backlogHours": 375.61538461538464, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.1708423647765736, "queueFactor": 1.1422815752863118, "queueWeight": 1.1422815752863118, "recentSuccess": 14, "recentSuccessRate": 0.1794871794871795, "recentTerminal": 78, "recentWilsonLowerBound": 0.11003815950408477, "running": 2, "selectionWeight": 0.1951500855626232, "stale": false, "submissionEligible": true, "throughputPerHour": 13.0, "waiting": 4883 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1590.5263157894738, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 1.0875872736299301, "queueFactor": 0.9199273877901558, "queueWeight": 0.9199273877901558, "recentSuccess": 21, "recentSuccessRate": 0.3684210526315789, "recentTerminal": 57, "recentWilsonLowerBound": 0.25523375506165075, "running": 7, "selectionWeight": 1.000501319624199, "stale": false, "submissionEligible": true, "throughputPerHour": 9.5, "waiting": 15110 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 513.2523364485982, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4085951234595539, "queueFactor": 1.0900214325170936, "queueWeight": 1.0900214325170936, "recentSuccess": 25, "recentSuccessRate": 0.2336448598130841, "recentTerminal": 107, "recentWilsonLowerBound": 0.1635605614587961, "running": 7, "selectionWeight": 0.44537744179288163, "stale": false, "submissionEligible": true, "throughputPerHour": 17.833333333333332, "waiting": 9153 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 42.23684210526316, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 12, "recentSuccessRate": 0.031578947368421054, "recentTerminal": 380, "recentWilsonLowerBound": 0.018154917777021037, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 63.333333333333336, "waiting": 2675 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 112.89270386266094, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.2568310373115112, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 41, "recentSuccessRate": 0.1759656652360515, "recentTerminal": 233, "recentWilsonLowerBound": 0.13244070030666605, "running": 4, "selectionWeight": 0.33388034850496456, "stale": false, "submissionEligible": true, "throughputPerHour": 38.833333333333336, "waiting": 4384 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2091.866666666667, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.2333135073923052, "queueFactor": 0.8828858931021518, "queueWeight": 0.8828858931021518, "recentSuccess": 18, "recentSuccessRate": 0.4, "recentTerminal": 45, "recentWilsonLowerBound": 0.27024679447957545, "running": 2, "selectionWeight": 1.0888750974490027, "stale": false, "submissionEligible": true, "throughputPerHour": 7.5, "waiting": 15689 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 696.8041237113401, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5112024670490147, "queueFactor": 1.0411614288910922, "queueWeight": 1.0411614288910922, "recentSuccess": 25, "recentSuccessRate": 0.25773195876288657, "recentTerminal": 97, "recentWilsonLowerBound": 0.18109470708719705, "running": 7, "selectionWeight": 0.5322442910454036, "stale": false, "submissionEligible": true, "throughputPerHour": 16.166666666666668, "waiting": 11265 }, "MetaX_c-500": { "available": true, "backlogHours": 654.1132075471697, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.8738906673635762, "queueFactor": 1.0510823414345805, "queueWeight": 1.0510823414345805, "recentSuccess": 33, "recentSuccessRate": 0.3113207547169811, "recentTerminal": 106, "recentWilsonLowerBound": 0.2310750750884331, "running": 4, "selectionWeight": 0.9185310488103358, "stale": false, "submissionEligible": true, "throughputPerHour": 17.666666666666668, "waiting": 11556 }, "Mthreads_s4000": { "available": true, "backlogHours": 1901.5, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.0166971962631828, "queueFactor": 0.8956126686045079, "queueWeight": 0.8956126686045079, "recentSuccess": 25, "recentSuccessRate": 0.3472222222222222, "recentTerminal": 72, "recentWilsonLowerBound": 0.24753261631759219, "running": 4, "selectionWeight": 0.9105668891079903, "stale": false, "submissionEligible": true, "throughputPerHour": 12.0, "waiting": 22818 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 6375.428571428571, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.210755529928767, "queueFactor": 0.74697878907237, "queueWeight": 0.74697878907237, "recentSuccess": 7, "recentSuccessRate": 0.5, "recentTerminal": 14, "recentWilsonLowerBound": 0.2679886791947528, "running": 2, "selectionWeight": 0.9044086996088659, "stale": false, "submissionEligible": false, "throughputPerHour": 2.3333333333333335, "waiting": 14876 }, "Vastai_va16": { "available": true, "backlogHours": 1131.134328358209, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.35117344309140053, "queueFactor": 0.9681832171875245, "queueWeight": 0.9681832171875245, "recentSuccess": 16, "recentSuccessRate": 0.23880597014925373, "recentTerminal": 67, "recentWilsonLowerBound": 0.15268010510617858, "running": 16, "selectionWeight": 0.34000023392305223, "stale": false, "submissionEligible": true, "throughputPerHour": 11.166666666666666, "waiting": 12631 }, "hygon_k100-ai": { "available": true, "backlogHours": 824.5714285714286, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.8022765031191106, "queueFactor": 1.0151972560057108, "queueWeight": 1.0151972560057108, "recentSuccess": 28, "recentSuccessRate": 0.3076923076923077, "recentTerminal": 91, "recentWilsonLowerBound": 0.22226672658950442, "running": 6, "selectionWeight": 0.8144689045243781, "stale": false, "submissionEligible": true, "throughputPerHour": 15.166666666666666, "waiting": 12506 } }, "queueAttemptedAt": "2026-09-14T18:46:32.939519+00:00", "queueError": null, "queueUpdatedAt": "2026-09-14T18:46:32.939519+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", "Biren_166m", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }