{ "communityAttemptedAt": "2026-09-28T09:27:55.368284+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-28T09:27:55.368284+00:00", "frameworkAttemptedAt": "2026-09-28T09:02:33.955118+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34437, "officialConfigError": null, "officialConfigValid": true, "successCount": 15637, "successRate": 0.45407555826581875, "wilsonLowerBound": 0.44882232783777953 }, "vllm": { "framework": "vllm", "modelCount": 38352, "officialConfigError": null, "officialConfigValid": true, "successCount": 10809, "successRate": 0.2818366708385482, "wilsonLowerBound": 0.27735599994304144 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10541, "officialConfigError": null, "officialConfigValid": true, "successCount": 4427, "successRate": 0.4199791291148847, "wilsonLowerBound": 0.4105877852368915 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64126, "officialConfigError": null, "officialConfigValid": true, "successCount": 12091, "successRate": 0.18855066587655553, "wilsonLowerBound": 0.185541858867957 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 22694, "officialConfigError": null, "officialConfigValid": true, "successCount": 4685, "successRate": 0.20644223142680884, "wilsonLowerBound": 0.20122602733579256 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6892, "officialConfigError": null, "officialConfigValid": true, "successCount": 75, "successRate": 0.010882182240278584, "wilsonLowerBound": 0.00869080114139639 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26440, "officialConfigError": null, "officialConfigValid": true, "successCount": 3249, "successRate": 0.12288199697428139, "wilsonLowerBound": 0.11897939502674176 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16487, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10165585006368653, "wilsonLowerBound": 0.0971353627253932 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 12843, "officialConfigError": null, "officialConfigValid": true, "successCount": 5292, "successRate": 0.41205325858444286, "wilsonLowerBound": 0.40356806663747236 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24437, "officialConfigError": null, "officialConfigValid": true, "successCount": 3796, "successRate": 0.15533821663870362, "wilsonLowerBound": 0.15085078423640036 }, "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": 46521, "officialConfigError": null, "officialConfigValid": true, "successCount": 11582, "successRate": 0.24896283398895122, "wilsonLowerBound": 0.2450542402100504 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23537, "officialConfigError": null, "officialConfigValid": true, "successCount": 3093, "successRate": 0.1314101202362238, "wilsonLowerBound": 0.12715399559715393 }, "vllm": { "framework": "vllm", "modelCount": 86787, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11250532913915678, "wilsonLowerBound": 0.11042014049167657 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 42751, "officialConfigError": null, "officialConfigValid": true, "successCount": 5237, "successRate": 0.12250005847816425, "wilsonLowerBound": 0.119425977739279 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 37655, "officialConfigError": null, "officialConfigValid": true, "successCount": 3537, "successRate": 0.09393174877174346, "wilsonLowerBound": 0.09102636181874274 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90162, "officialConfigError": null, "officialConfigValid": true, "successCount": 21858, "successRate": 0.2424302921408132, "wilsonLowerBound": 0.2396439397927536 }, "transformers": { "framework": "transformers", "modelCount": 5376, "officialConfigError": null, "officialConfigValid": true, "successCount": 579, "successRate": 0.10770089285714286, "wilsonLowerBound": 0.09969236203067001 }, "vllm": { "framework": "vllm", "modelCount": 112744, "officialConfigError": null, "officialConfigValid": true, "successCount": 16525, "successRate": 0.14657099269140708, "wilsonLowerBound": 0.14451852458938483 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 19944, "officialConfigError": null, "officialConfigValid": true, "successCount": 3699, "successRate": 0.18546931407942238, "wilsonLowerBound": 0.18013570930201453 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43220, "officialConfigError": null, "officialConfigValid": true, "successCount": 5623, "successRate": 0.13010180472003702, "wilsonLowerBound": 0.1269629692050001 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7281, "officialConfigError": null, "officialConfigValid": true, "successCount": 639, "successRate": 0.08776266996291718, "wilsonLowerBound": 0.0814787962129998 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32305, "officialConfigError": null, "officialConfigValid": true, "successCount": 6073, "successRate": 0.18798947531341897, "wilsonLowerBound": 0.18376608520516255 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61232, "officialConfigError": null, "officialConfigValid": true, "successCount": 12402, "successRate": 0.20254115495165925, "wilsonLowerBound": 0.19937656059636483 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10526, "officialConfigError": null, "officialConfigValid": true, "successCount": 3094, "successRate": 0.2939388181645449, "wilsonLowerBound": 0.28531215731205956 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14173, "officialConfigError": null, "officialConfigValid": true, "successCount": 3567, "successRate": 0.2516757214421788, "wilsonLowerBound": 0.24459885165059186 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 64007, "officialConfigError": null, "officialConfigValid": true, "successCount": 17540, "successRate": 0.27403252769228365, "wilsonLowerBound": 0.27059073716342863 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 255, "officialConfigError": null, "officialConfigValid": true, "successCount": 163, "successRate": 0.6392156862745098, "wilsonLowerBound": 0.5786089057576913 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47289, "officialConfigError": null, "officialConfigValid": true, "successCount": 20902, "successRate": 0.442005540400516, "wilsonLowerBound": 0.43753427881902085 }, "vllm": { "framework": "vllm", "modelCount": 37712, "officialConfigError": null, "officialConfigValid": true, "successCount": 3965, "successRate": 0.10513894781501909, "wilsonLowerBound": 0.10208324190530232 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 781, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6282, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030563514804202482, "wilsonLowerBound": 0.02658539726335166 }, "vllm": { "framework": "vllm", "modelCount": 10042, "officialConfigError": null, "officialConfigValid": true, "successCount": 744, "successRate": 0.07408882692690699, "wilsonLowerBound": 0.06912729387165777 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6433, "officialConfigError": null, "officialConfigValid": true, "successCount": 2779, "successRate": 0.4319912948857454, "wilsonLowerBound": 0.4199304422146353 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7395, "officialConfigError": null, "officialConfigValid": true, "successCount": 241, "successRate": 0.032589587559161595, "wilsonLowerBound": 0.02877906662631195 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14125, "officialConfigError": null, "officialConfigValid": true, "successCount": 4587, "successRate": 0.3247433628318584, "wilsonLowerBound": 0.3170692665129332 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27181, "officialConfigError": null, "officialConfigValid": true, "successCount": 13847, "successRate": 0.5094367388984953, "wilsonLowerBound": 0.5034926846499258 }, "vllm": { "framework": "vllm", "modelCount": 64294, "officialConfigError": null, "officialConfigValid": true, "successCount": 6631, "successRate": 0.10313559585653405, "wilsonLowerBound": 0.10080833425392248 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12946, "officialConfigError": null, "officialConfigValid": true, "successCount": 1969, "successRate": 0.152093310675112, "wilsonLowerBound": 0.14601046860595066 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-28T09:33:02.558101+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1263.304347826087, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9319074054333824, "queueWeight": 0.9319074054333824, "recentSuccess": 53, "recentSuccessRate": 0.38405797101449274, "recentTerminal": 138, "recentWilsonLowerBound": 0.30709368733232695, "running": 8, "selectionWeight": 2.329768513583456, "stale": false, "submissionEligible": true, "throughputPerHour": 23.0, "waiting": 29056 }, "Biren_166m": { "available": true, "backlogHours": 110.01619433198381, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.15362219016352674, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 30, "recentSuccessRate": 0.1214574898785425, "recentTerminal": 247, "recentWilsonLowerBound": 0.08641624854270616, "running": 8, "selectionWeight": 0.19970884721258478, "stale": false, "submissionEligible": false, "throughputPerHour": 41.166666666666664, "waiting": 4529 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1191.3076923076924, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4494130792630331, "queueFactor": 0.9401461450147269, "queueWeight": 0.9401461450147269, "recentSuccess": 17, "recentSuccessRate": 0.21794871794871795, "recentTerminal": 78, "recentWilsonLowerBound": 0.14076696665343855, "running": 7, "selectionWeight": 0.42251397398833845, "stale": false, "submissionEligible": false, "throughputPerHour": 13.0, "waiting": 15487 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 496.5, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.7519839979568461, "queueFactor": 1.0720402061395784, "queueWeight": 1.0720402061395784, "recentSuccess": 27, "recentSuccessRate": 0.25, "recentTerminal": 108, "recentWilsonLowerBound": 0.17787718518702555, "running": 7, "selectionWeight": 0.8061570801833217, "stale": false, "submissionEligible": true, "throughputPerHour": 18.0, "waiting": 8937 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 29.787139689578712, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 23, "recentSuccessRate": 0.050997782705099776, "recentTerminal": 451, "recentWilsonLowerBound": 0.034219614399703606, "running": 26, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 75.16666666666667, "waiting": 2239 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 103.0068493150685, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.37291442896741067, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 49, "recentSuccessRate": 0.1678082191780822, "recentTerminal": 292, "recentWilsonLowerBound": 0.12932008173715043, "running": 7, "selectionWeight": 0.4847887576576339, "stale": false, "submissionEligible": false, "throughputPerHour": 48.666666666666664, "waiting": 5013 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2439.2999999999997, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.4571946521012301, "queueFactor": 0.844324087141619, "queueWeight": 0.844324087141619, "recentSuccess": 10, "recentSuccessRate": 0.25, "recentTerminal": 40, "recentWilsonLowerBound": 0.14186967895549518, "running": 2, "selectionWeight": 0.3860204572814012, "stale": false, "submissionEligible": false, "throughputPerHour": 6.666666666666667, "waiting": 16262 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 383.5570469798658, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.36227468820791725, "queueFactor": 1.1143573106278717, "queueWeight": 1.1143573106278717, "recentSuccess": 27, "recentSuccessRate": 0.18120805369127516, "recentTerminal": 149, "recentWilsonLowerBound": 0.1276297123181046, "running": 10, "selectionWeight": 0.4037034472599254, "stale": false, "submissionEligible": false, "throughputPerHour": 24.833333333333332, "waiting": 9525 }, "MetaX_c-500": { "available": true, "backlogHours": 714.0681818181819, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.6920060736341158, "queueFactor": 1.0151682097115784, "queueWeight": 1.0151682097115784, "recentSuccess": 22, "recentSuccessRate": 0.25, "recentTerminal": 88, "recentWilsonLowerBound": 0.1712820103346811, "running": 4, "selectionWeight": 0.702502566880684, "stale": false, "submissionEligible": true, "throughputPerHour": 14.666666666666666, "waiting": 10473 }, "Mthreads_s4000": { "available": true, "backlogHours": 2071.59375, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.0491789485907725, "queueFactor": 0.8652732400869015, "queueWeight": 0.8652732400869015, "recentSuccess": 25, "recentSuccessRate": 0.390625, "recentTerminal": 64, "recentWilsonLowerBound": 0.28055388546896454, "running": 4, "selectionWeight": 1.773099708365008, "stale": false, "submissionEligible": true, "throughputPerHour": 10.666666666666666, "waiting": 22097 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2608.4615384615386, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.1670509330249496, "queueFactor": 0.835874922392824, "queueWeight": 0.835874922392824, "recentSuccess": 7, "recentSuccessRate": 0.1794871794871795, "recentTerminal": 39, "recentWilsonLowerBound": 0.08977151811469994, "running": 2, "selectionWeight": 0.1396336856778786, "stale": false, "submissionEligible": false, "throughputPerHour": 6.5, "waiting": 16955 }, "Vastai_va16": { "available": true, "backlogHours": 801.6666666666666, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.8285287844847706, "queueFactor": 0.997699805625315, "queueWeight": 0.997699805625315, "recentSuccess": 28, "recentSuccessRate": 0.25925925925925924, "recentTerminal": 108, "recentWilsonLowerBound": 0.1858900560683251, "running": 16, "selectionWeight": 0.8266230072354341, "stale": false, "submissionEligible": true, "throughputPerHour": 18.0, "waiting": 14430 }, "hygon_k100-ai": { "available": true, "backlogHours": 789.4532374100719, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.560006517949092, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 30, "recentSuccessRate": 0.2158273381294964, "recentTerminal": 139, "recentWilsonLowerBound": 0.15557197920756324, "running": 6, "selectionWeight": 0.560006517949092, "stale": false, "submissionEligible": true, "throughputPerHour": 23.166666666666668, "waiting": 18289 } }, "queueAttemptedAt": "2026-09-28T09:27:55.368284+00:00", "queueError": null, "queueUpdatedAt": "2026-09-28T09:27:55.368284+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 }