{ "communityAttemptedAt": "2026-09-14T15:08:11.739569+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-14T15:08:11.739569+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": "2026-09-14T15:17:25.571051+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 908.2064516129033, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.42949515027991, "queueFactor": 0.9819727963810364, "queueWeight": 0.9819727963810364, "recentSuccess": 51, "recentSuccessRate": 0.32903225806451614, "recentTerminal": 155, "recentWilsonLowerBound": 0.2599794092229003, "running": 8, "selectionWeight": 1.4037253501334932, "stale": false, "submissionEligible": true, "throughputPerHour": 25.833333333333332, "waiting": 23462 }, "Ascend_910-b4": { "available": true, "backlogHours": 1233.8666666666666, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9378576155813412, "queueWeight": 0.9378576155813412, "recentSuccess": 56, "recentSuccessRate": 0.4148148148148148, "recentTerminal": 135, "recentWilsonLowerBound": 0.3351839309647408, "running": 8, "selectionWeight": 2.344644038953353, "stale": false, "submissionEligible": true, "throughputPerHour": 22.5, "waiting": 27762 }, "Biren_166m": { "available": true, "backlogHours": 155.11475409836066, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.08447206627107876, "queueFactor": 1.280056613541175, "queueWeight": 1.280056613541175, "recentSuccess": 20, "recentSuccessRate": 0.1092896174863388, "recentTerminal": 183, "recentWilsonLowerBound": 0.07186934619194059, "running": 2, "selectionWeight": 0.10812902708978278, "stale": false, "submissionEligible": true, "throughputPerHour": 30.5, "waiting": 4731 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1235.0958904109589, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 1.1121338111600396, "queueFactor": 0.9377175465246197, "queueWeight": 0.9377175465246197, "recentSuccess": 24, "recentSuccessRate": 0.3287671232876712, "recentTerminal": 73, "recentWilsonLowerBound": 0.2319433057283529, "running": 7, "selectionWeight": 1.042867388808067, "stale": false, "submissionEligible": true, "throughputPerHour": 12.166666666666666, "waiting": 15027 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 518.7428571428571, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.6615056003507951, "queueFactor": 1.0680321464658122, "queueWeight": 1.0680321464658122, "recentSuccess": 27, "recentSuccessRate": 0.2571428571428571, "recentTerminal": 105, "recentWilsonLowerBound": 0.18315791773630993, "running": 7, "selectionWeight": 0.7065092462418154, "stale": false, "submissionEligible": true, "throughputPerHour": 17.5, "waiting": 9078 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 51.67741935483871, "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": 0.05161290322580645, "recentTerminal": 310, "recentWilsonLowerBound": 0.032015811921023, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 51.666666666666664, "waiting": 2670 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 113.92173913043477, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.4732480372883091, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 47, "recentSuccessRate": 0.20434782608695654, "recentTerminal": 230, "recentWilsonLowerBound": 0.1572948372956609, "running": 6, "selectionWeight": 0.6152224484748019, "stale": false, "submissionEligible": true, "throughputPerHour": 38.333333333333336, "waiting": 4367 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2334.2999999999997, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.7509873293518188, "queueFactor": 0.8523218921567168, "queueWeight": 0.8523218921567168, "recentSuccess": 17, "recentSuccessRate": 0.425, "recentTerminal": 40, "recentWilsonLowerBound": 0.2850916852481588, "running": 2, "selectionWeight": 1.4924048336955784, "stale": false, "submissionEligible": true, "throughputPerHour": 6.666666666666667, "waiting": 15562 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 700.75, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.7341110121621466, "queueFactor": 1.02092227157007, "queueWeight": 1.02092227157007, "recentSuccess": 26, "recentSuccessRate": 0.2708333333333333, "recentTerminal": 96, "recentWilsonLowerBound": 0.192036585940851, "running": 7, "selectionWeight": 0.749470282121182, "stale": false, "submissionEligible": true, "throughputPerHour": 16.0, "waiting": 11212 }, "MetaX_c-500": { "available": true, "backlogHours": 632.4770642201835, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.3090971406628106, "queueFactor": 1.036741365219468, "queueWeight": 1.036741365219468, "recentSuccess": 21, "recentSuccessRate": 0.1926605504587156, "recentTerminal": 109, "recentWilsonLowerBound": 0.12960637450184612, "running": 4, "selectionWeight": 0.32045379159619614, "stale": false, "submissionEligible": true, "throughputPerHour": 18.166666666666668, "waiting": 11490 }, "Mthreads_s4000": { "available": true, "backlogHours": 1883.3333333333333, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.918909206891422, "queueFactor": 0.8802135810357522, "queueWeight": 0.8802135810357522, "recentSuccess": 29, "recentSuccessRate": 0.4027777777777778, "recentTerminal": 72, "recentWilsonLowerBound": 0.297209352009533, "running": 4, "selectionWeight": 1.6890499446803737, "stale": false, "submissionEligible": true, "throughputPerHour": 12.0, "waiting": 22600 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 6819.2307692307695, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.1133392192075233, "queueFactor": 0.7257162302276419, "queueWeight": 0.7257162302276419, "recentSuccess": 6, "recentSuccessRate": 0.46153846153846156, "recentTerminal": 13, "recentWilsonLowerBound": 0.23205754301488138, "running": 2, "selectionWeight": 0.8079683411278701, "stale": false, "submissionEligible": false, "throughputPerHour": 2.1666666666666665, "waiting": 14775 }, "Vastai_va16": { "available": true, "backlogHours": 1246.2, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.6767677468066301, "queueFactor": 0.9364594618214545, "queueWeight": 0.9364594618214545, "recentSuccess": 17, "recentSuccessRate": 0.2833333333333333, "recentTerminal": 60, "recentWilsonLowerBound": 0.1850667860430859, "running": 16, "selectionWeight": 0.6337655599526552, "stale": false, "submissionEligible": true, "throughputPerHour": 10.0, "waiting": 12462 }, "hygon_k100-ai": { "available": true, "backlogHours": 675.5, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.5049008086624897, "queueFactor": 1.0265576436976596, "queueWeight": 1.0265576436976596, "recentSuccess": 25, "recentSuccessRate": 0.23148148148148148, "recentTerminal": 108, "recentWilsonLowerBound": 0.1619925471777863, "running": 6, "selectionWeight": 0.5183097844416082, "stale": false, "submissionEligible": true, "throughputPerHour": 18.0, "waiting": 12159 } }, "queueAttemptedAt": "2026-09-14T15:08:11.739569+00:00", "queueError": null, "queueUpdatedAt": "2026-09-14T15:08:11.739569+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 }