{ "communityAttemptedAt": "2026-09-29T20:27:25.564128+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-29T20:27:25.564128+00:00", "frameworkAttemptedAt": "2026-09-29T20:18:03.570924+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 40158, "officialConfigError": null, "officialConfigValid": true, "successCount": 19490, "successRate": 0.4853329349071169, "wilsonLowerBound": 0.48044632487689726 }, "vllm": { "framework": "vllm", "modelCount": 53783, "officialConfigError": null, "officialConfigValid": true, "successCount": 14949, "successRate": 0.27795028168752206, "wilsonLowerBound": 0.2741800681818067 }, "vllm_0.23.0": { "framework": "vllm_0.23.0", "modelCount": 0, "officialConfigError": "framework_mismatch", "officialConfigValid": false, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 3171, "officialConfigError": null, "officialConfigValid": true, "successCount": 899, "successRate": 0.2835067801955219, "wilsonLowerBound": 0.26808883491056007 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34709, "officialConfigError": null, "officialConfigValid": true, "successCount": 15835, "successRate": 0.4562217292344925, "wilsonLowerBound": 0.45098682993631267 }, "vllm": { "framework": "vllm", "modelCount": 38587, "officialConfigError": null, "officialConfigValid": true, "successCount": 10834, "successRate": 0.28076813434576414, "wilsonLowerBound": 0.27630635202083437 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10761, "officialConfigError": null, "officialConfigValid": true, "successCount": 4503, "successRate": 0.4184555338723167, "wilsonLowerBound": 0.40916560902539967 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64138, "officialConfigError": null, "officialConfigValid": true, "successCount": 12092, "successRate": 0.18853098007421498, "wilsonLowerBound": 0.1855225752776889 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 23616, "officialConfigError": null, "officialConfigValid": true, "successCount": 4844, "successRate": 0.20511517615176153, "wilsonLowerBound": 0.20001337202252867 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7011, "officialConfigError": null, "officialConfigValid": true, "successCount": 79, "successRate": 0.011268007416916274, "wilsonLowerBound": 0.009051123475798858 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26463, "officialConfigError": null, "officialConfigValid": true, "successCount": 3252, "successRate": 0.12288856138759778, "wilsonLowerBound": 0.11898754026741845 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16490, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10163735597331716, "wilsonLowerBound": 0.09711764770880076 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 13150, "officialConfigError": null, "officialConfigValid": true, "successCount": 5392, "successRate": 0.41003802281368823, "wilsonLowerBound": 0.40165894318515766 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24465, "officialConfigError": null, "officialConfigValid": true, "successCount": 3796, "successRate": 0.15516043327202125, "wilsonLowerBound": 0.15067768656556627 }, "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": 47120, "officialConfigError": null, "officialConfigValid": true, "successCount": 11716, "successRate": 0.24864176570458404, "wilsonLowerBound": 0.24475967258860087 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23586, "officialConfigError": null, "officialConfigValid": true, "successCount": 3100, "successRate": 0.13143390146697193, "wilsonLowerBound": 0.12718180303857218 }, "vllm": { "framework": "vllm", "modelCount": 86815, "officialConfigError": null, "officialConfigValid": true, "successCount": 9767, "successRate": 0.1125035996083626, "wilsonLowerBound": 0.11041875867654109 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 43113, "officialConfigError": null, "officialConfigValid": true, "successCount": 5267, "successRate": 0.12216732772017722, "wilsonLowerBound": 0.1191096873161058 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 38696, "officialConfigError": null, "officialConfigValid": true, "successCount": 3549, "successRate": 0.0917149059334298, "wilsonLowerBound": 0.08887952252083743 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90468, "officialConfigError": null, "officialConfigValid": true, "successCount": 22019, "successRate": 0.2433899279303179, "wilsonLowerBound": 0.24060448381769892 }, "transformers": { "framework": "transformers", "modelCount": 5409, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.10722869291920872, "wilsonLowerBound": 0.09926004695577871 }, "vllm": { "framework": "vllm", "modelCount": 112754, "officialConfigError": null, "officialConfigValid": true, "successCount": 16526, "successRate": 0.14656686237295352, "wilsonLowerBound": 0.14451450898539636 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 20371, "officialConfigError": null, "officialConfigValid": true, "successCount": 3714, "successRate": 0.18231800107996662, "wilsonLowerBound": 0.1770758507745676 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43282, "officialConfigError": null, "officialConfigValid": true, "successCount": 5632, "successRate": 0.13012337692343237, "wilsonLowerBound": 0.1269865415399851 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7381, "officialConfigError": null, "officialConfigValid": true, "successCount": 652, "successRate": 0.08833491396829699, "wilsonLowerBound": 0.08207306133247114 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32515, "officialConfigError": null, "officialConfigValid": true, "successCount": 6145, "successRate": 0.18898969706289404, "wilsonLowerBound": 0.18477107157674597 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61276, "officialConfigError": null, "officialConfigValid": true, "successCount": 12404, "successRate": 0.20242835694235917, "wilsonLowerBound": 0.19926556048196212 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11060, "officialConfigError": null, "officialConfigValid": true, "successCount": 3249, "successRate": 0.29376130198915007, "wilsonLowerBound": 0.2853451815349393 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14339, "officialConfigError": null, "officialConfigValid": true, "successCount": 3596, "successRate": 0.2507845735406932, "wilsonLowerBound": 0.2437569924370251 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 64481, "officialConfigError": null, "officialConfigValid": true, "successCount": 17674, "successRate": 0.2740962454056234, "wilsonLowerBound": 0.27066682531238484 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 315, "officialConfigError": null, "officialConfigValid": true, "successCount": 199, "successRate": 0.6317460317460317, "wilsonLowerBound": 0.5771912724480218 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47404, "officialConfigError": null, "officialConfigValid": true, "successCount": 20983, "successRate": 0.4426419711416758, "wilsonLowerBound": 0.4381754134319434 }, "vllm": { "framework": "vllm", "modelCount": 37932, "officialConfigError": null, "officialConfigValid": true, "successCount": 4054, "successRate": 0.10687546135189287, "wilsonLowerBound": 0.10380597715054646 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 795, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6283, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030558650326277255, "wilsonLowerBound": 0.02658115788279188 }, "vllm": { "framework": "vllm", "modelCount": 10048, "officialConfigError": null, "officialConfigValid": true, "successCount": 747, "successRate": 0.07434315286624203, "wilsonLowerBound": 0.069374887461707 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6520, "officialConfigError": null, "officialConfigValid": true, "successCount": 2824, "successRate": 0.4331288343558282, "wilsonLowerBound": 0.4211439775684615 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7398, "officialConfigError": null, "officialConfigValid": true, "successCount": 242, "successRate": 0.03271154366044877, "wilsonLowerBound": 0.02889439609899827 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14591, "officialConfigError": null, "officialConfigValid": true, "successCount": 4724, "successRate": 0.3237612226715098, "wilsonLowerBound": 0.3162161230968598 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27311, "officialConfigError": null, "officialConfigValid": true, "successCount": 13918, "successRate": 0.5096115118450442, "wilsonLowerBound": 0.5036816373592693 }, "vllm": { "framework": "vllm", "modelCount": 64563, "officialConfigError": null, "officialConfigValid": true, "successCount": 6708, "successRate": 0.10389851772687143, "wilsonLowerBound": 0.10156835659986313 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13018, "officialConfigError": null, "officialConfigValid": true, "successCount": 2000, "successRate": 0.15363343063450607, "wilsonLowerBound": 0.14754118680737602 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-29T20:39:21.253425+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1252.476923076923, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.140957288975097, "queueFactor": 0.9809157219516877, "queueWeight": 0.9809157219516877, "recentSuccess": 44, "recentSuccessRate": 0.3384615384615385, "recentTerminal": 130, "recentWilsonLowerBound": 0.26279767664610515, "running": 9, "selectionWeight": 1.1191829428310476, "stale": false, "submissionEligible": true, "throughputPerHour": 21.666666666666668, "waiting": 27137 }, "Ascend_910-b4": { "available": true, "backlogHours": 1344.6976744186047, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.9723287314056686, "queueFactor": 0.970517693082891, "queueWeight": 0.970517693082891, "recentSuccess": 54, "recentSuccessRate": 0.4186046511627907, "recentTerminal": 129, "recentWilsonLowerBound": 0.33703226754400983, "running": 9, "selectionWeight": 1.9141799304049345, "stale": false, "submissionEligible": true, "throughputPerHour": 21.5, "waiting": 28911 }, "Biren_166m": { "available": true, "backlogHours": 112.16216216216216, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.09510841247111622, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 27, "recentSuccessRate": 0.12162162162162163, "recentTerminal": 222, "recentWilsonLowerBound": 0.08494621685811629, "running": 9, "selectionWeight": 0.12364093621245109, "stale": false, "submissionEligible": false, "throughputPerHour": 37.0, "waiting": 4150 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1576.677966101695, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2573073827217898, "queueFactor": 0.9476232454271458, "queueWeight": 0.9476232454271458, "recentSuccess": 13, "recentSuccessRate": 0.22033898305084745, "recentTerminal": 59, "recentWilsonLowerBound": 0.13354072524323757, "running": 7, "selectionWeight": 0.24383045708718717, "stale": false, "submissionEligible": false, "throughputPerHour": 9.833333333333334, "waiting": 15504 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 475.4727272727273, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.33829547599430865, "queueFactor": 1.1343009964976702, "queueWeight": 1.1343009964976702, "recentSuccess": 24, "recentSuccessRate": 0.21818181818181817, "recentTerminal": 110, "recentWilsonLowerBound": 0.15122852088416214, "running": 8, "selectionWeight": 0.383728895530998, "stale": false, "submissionEligible": true, "throughputPerHour": 18.333333333333332, "waiting": 8717 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 22.785211267605632, "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": 0.017605633802816902, "recentTerminal": 568, "recentWilsonLowerBound": 0.009590511091736585, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 94.66666666666667, "waiting": 2157 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 67.2, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 30, "recentSuccessRate": 0.06593406593406594, "recentTerminal": 455, "recentWilsonLowerBound": 0.04657181113943639, "running": 9, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 75.83333333333333, "waiting": 5096 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2206.7727272727275, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.31187434847852846, "queueFactor": 0.9010180974088768, "queueWeight": 0.9010180974088768, "recentSuccess": 11, "recentSuccessRate": 0.25, "recentTerminal": 44, "recentWilsonLowerBound": 0.14574066080685744, "running": 2, "selectionWeight": 0.28100443209675674, "stale": false, "submissionEligible": false, "throughputPerHour": 7.333333333333333, "waiting": 16183 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 392.3571428571429, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3861751846422717, "queueFactor": 1.1674678260613793, "queueWeight": 1.1674678260613793, "recentSuccess": 31, "recentSuccessRate": 0.22142857142857142, "recentTerminal": 140, "recentWilsonLowerBound": 0.1606070821770013, "running": 9, "selectionWeight": 0.4508471032931647, "stale": false, "submissionEligible": true, "throughputPerHour": 23.333333333333332, "waiting": 9155 }, "MetaX_c-500": { "available": true, "backlogHours": 573.4678899082569, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.0140546992400559, "queueFactor": 1.102861026008437, "queueWeight": 1.102861026008437, "recentSuccess": 36, "recentSuccessRate": 0.3302752293577982, "recentTerminal": 109, "recentWilsonLowerBound": 0.24908361228527498, "running": 4, "selectionWeight": 1.118361406032565, "stale": false, "submissionEligible": true, "throughputPerHour": 18.166666666666668, "waiting": 10418 }, "Mthreads_s4000": { "available": true, "backlogHours": 2278.4482758620693, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8967084849420492, "queueWeight": 0.8967084849420492, "recentSuccess": 29, "recentSuccessRate": 0.5, "recentTerminal": 58, "recentWilsonLowerBound": 0.3753805824767928, "running": 4, "selectionWeight": 2.241771212355123, "stale": false, "submissionEligible": true, "throughputPerHour": 9.666666666666666, "waiting": 22025 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 4242.0, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.7082675918285608, "queueFactor": 0.8168861929778587, "queueWeight": 0.8168861929778587, "recentSuccess": 9, "recentSuccessRate": 0.375, "recentTerminal": 24, "recentWilsonLowerBound": 0.21159133433631455, "running": 2, "selectionWeight": 0.578574016698429, "stale": false, "submissionEligible": true, "throughputPerHour": 4.0, "waiting": 16968 }, "Vastai_va16": { "available": true, "backlogHours": 950.5054945054945, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.7892704402274273, "queueFactor": 1.0223602618610634, "queueWeight": 1.0223602618610634, "recentSuccess": 28, "recentSuccessRate": 0.3076923076923077, "recentTerminal": 91, "recentWilsonLowerBound": 0.22226672658950442, "running": 16, "selectionWeight": 0.8069187339501094, "stale": false, "submissionEligible": true, "throughputPerHour": 15.166666666666666, "waiting": 14416 }, "hygon_k100-ai": { "available": true, "backlogHours": 1639.1470588235293, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.555770013335018, "queueFactor": 0.9421161908567154, "queueWeight": 0.9421161908567154, "recentSuccess": 28, "recentSuccessRate": 0.4117647058823529, "recentTerminal": 68, "recentWilsonLowerBound": 0.3025783771245051, "running": 7, "selectionWeight": 1.4657161188122885, "stale": false, "submissionEligible": true, "throughputPerHour": 11.333333333333334, "waiting": 18577 } }, "queueAttemptedAt": "2026-09-29T20:35:56.587431+00:00", "queueError": null, "queueUpdatedAt": "2026-09-29T20:35:56.587431+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "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 }