{ "communityAttemptedAt": "2026-10-21T15:33:58.134595+00:00", "communityError": "ModelHubAPIError: 分页大小不能超过100", "communitySample": {}, "communityUpdatedAt": null, "frameworkAttemptedAt": "2026-10-21T10:15:42.346771+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 43763, "officialConfigError": null, "officialConfigValid": true, "successCount": 22031, "successRate": 0.5034161277791742, "wilsonLowerBound": 0.49873154265155095 }, "vllm": { "framework": "vllm", "modelCount": 58284, "officialConfigError": null, "officialConfigValid": true, "successCount": 15548, "successRate": 0.26676274792395854, "wilsonLowerBound": 0.26318761183688216 }, "vllm_0.23.0": { "framework": "vllm_0.23.0", "modelCount": 1, "officialConfigError": "framework_mismatch", "officialConfigValid": false, "successCount": 1, "successRate": 1.0, "wilsonLowerBound": 0.20654329147389294 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5395, "officialConfigError": null, "officialConfigValid": true, "successCount": 1722, "successRate": 0.3191844300278035, "wilsonLowerBound": 0.3068775521890536 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 38752, "officialConfigError": null, "officialConfigValid": true, "successCount": 18555, "successRate": 0.4788139966969447, "wilsonLowerBound": 0.47384253725764014 }, "vllm": { "framework": "vllm", "modelCount": 40653, "officialConfigError": null, "officialConfigValid": true, "successCount": 11111, "successRate": 0.2733131626202248, "wilsonLowerBound": 0.2690024818115708 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14343, "officialConfigError": null, "officialConfigValid": true, "successCount": 5932, "successRate": 0.4135815380324897, "wilsonLowerBound": 0.40554599448252066 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64292, "officialConfigError": null, "officialConfigValid": true, "successCount": 12098, "successRate": 0.1881727120014932, "wilsonLowerBound": 0.18517011857684465 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 35628, "officialConfigError": null, "officialConfigValid": true, "successCount": 7474, "successRate": 0.20977882564275288, "wilsonLowerBound": 0.20558241714842168 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8399, "officialConfigError": null, "officialConfigValid": true, "successCount": 117, "successRate": 0.013930229789260626, "wilsonLowerBound": 0.011636646486287977 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26793, "officialConfigError": null, "officialConfigValid": true, "successCount": 3291, "successRate": 0.12283059007949837, "wilsonLowerBound": 0.11895413787055145 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16523, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10143436421957272, "wilsonLowerBound": 0.09692320816306216 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 17621, "officialConfigError": null, "officialConfigValid": true, "successCount": 6780, "successRate": 0.38476817433743826, "wilsonLowerBound": 0.3776101384139995 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24830, "officialConfigError": null, "officialConfigValid": true, "successCount": 3809, "successRate": 0.15340314136125655, "wilsonLowerBound": 0.14897425364136496 }, "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": 55629, "officialConfigError": null, "officialConfigValid": true, "successCount": 13982, "successRate": 0.25134372359740426, "wilsonLowerBound": 0.24775618148196743 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 25439, "officialConfigError": null, "officialConfigValid": true, "successCount": 3259, "successRate": 0.12811038169739378, "wilsonLowerBound": 0.12405941895773441 }, "vllm": { "framework": "vllm", "modelCount": 87129, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.1121555394874267, "wilsonLowerBound": 0.1100772803468428 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 49690, "officialConfigError": null, "officialConfigValid": true, "successCount": 5682, "successRate": 0.11434896357415979, "wilsonLowerBound": 0.11158058858793994 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 52083, "officialConfigError": null, "officialConfigValid": true, "successCount": 3803, "successRate": 0.07301806731563082, "wilsonLowerBound": 0.07081502984038911 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 95062, "officialConfigError": null, "officialConfigValid": true, "successCount": 23992, "successRate": 0.2523826555300751, "wilsonLowerBound": 0.24963134570806797 }, "llamacpp_opt": { "framework": "llamacpp_opt", "modelCount": 149, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "transformers": { "framework": "transformers", "modelCount": 5681, "officialConfigError": null, "officialConfigValid": true, "successCount": 590, "successRate": 0.10385495511353635, "wilsonLowerBound": 0.0961876547107571 }, "vllm": { "framework": "vllm", "modelCount": 112918, "officialConfigError": null, "officialConfigValid": true, "successCount": 16539, "successRate": 0.1464691191838325, "wilsonLowerBound": 0.14441882116656232 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 312, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.003205128205128205, "wilsonLowerBound": 0.0005659935005814385 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 25985, "officialConfigError": null, "officialConfigValid": true, "successCount": 4177, "successRate": 0.16074658456802002, "wilsonLowerBound": 0.15633084819130855 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44375, "officialConfigError": null, "officialConfigValid": true, "successCount": 5729, "successRate": 0.1291042253521127, "wilsonLowerBound": 0.12601640467399275 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8493, "officialConfigError": null, "officialConfigValid": true, "successCount": 819, "successRate": 0.09643235605793006, "wilsonLowerBound": 0.09033564418370345 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 35749, "officialConfigError": null, "officialConfigValid": true, "successCount": 7202, "successRate": 0.20146018070435537, "wilsonLowerBound": 0.19733452529189008 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61567, "officialConfigError": null, "officialConfigValid": true, "successCount": 12430, "successRate": 0.20189387171699125, "wilsonLowerBound": 0.19874167851213995 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18608, "officialConfigError": null, "officialConfigValid": true, "successCount": 5273, "successRate": 0.2833727429062769, "wilsonLowerBound": 0.2769430870460472 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 16279, "officialConfigError": null, "officialConfigValid": true, "successCount": 3935, "successRate": 0.24172246452484797, "wilsonLowerBound": 0.2352070906635477 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 69730, "officialConfigError": null, "officialConfigValid": true, "successCount": 19166, "successRate": 0.27486017496056214, "wilsonLowerBound": 0.27155894708576145 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1747, "officialConfigError": null, "officialConfigValid": true, "successCount": 1030, "successRate": 0.589582140812822, "wilsonLowerBound": 0.5663428653561954 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48631, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.44683432378523985, "wilsonLowerBound": 0.4424199364784209 }, "vllm": { "framework": "vllm", "modelCount": 41279, "officialConfigError": null, "officialConfigValid": true, "successCount": 5255, "successRate": 0.12730444051454734, "wilsonLowerBound": 0.12412361313453069 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1253, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6289, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03052949594530132, "wilsonLowerBound": 0.026555749965692398 }, "vllm": { "framework": "vllm", "modelCount": 10114, "officialConfigError": null, "officialConfigValid": true, "successCount": 766, "successRate": 0.07573660272889064, "wilsonLowerBound": 0.07073976685401544 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7858, "officialConfigError": null, "officialConfigValid": true, "successCount": 3455, "successRate": 0.43967930771188596, "wilsonLowerBound": 0.4287368828078973 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7433, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.0329611193327055, "wilsonLowerBound": 0.02913746388780375 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 19806, "officialConfigError": null, "officialConfigValid": true, "successCount": 5618, "successRate": 0.2836514187619913, "wilsonLowerBound": 0.27741597174244925 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 29160, "officialConfigError": null, "officialConfigValid": true, "successCount": 14934, "successRate": 0.5121399176954733, "wilsonLowerBound": 0.5064014397147084 }, "vllm": { "framework": "vllm", "modelCount": 68533, "officialConfigError": null, "officialConfigValid": true, "successCount": 7411, "successRate": 0.10813768549457925, "wilsonLowerBound": 0.10583450068893407 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 14368, "officialConfigError": null, "officialConfigValid": true, "successCount": 2578, "successRate": 0.17942650334075724, "wilsonLowerBound": 0.17323822318231905 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-21T15:33:58.134595+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 973.448275862069, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.2393525298114438, "queueFactor": 0.9981014936795517, "queueWeight": 0.9981014936795517, "recentSuccess": 39, "recentSuccessRate": 0.22413793103448276, "recentTerminal": 174, "recentWilsonLowerBound": 0.16851793488948622, "running": 8, "selectionWeight": 1.2369996112003332, "stale": false, "submissionEligible": true, "throughputPerHour": 29.0, "waiting": 28230 }, "Ascend_910-b4": { "available": true, "backlogHours": 1296.7549668874171, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.0718895351649906, "queueFactor": 0.9560771736620245, "queueWeight": 0.9560771736620245, "recentSuccess": 42, "recentSuccessRate": 0.2781456953642384, "recentTerminal": 151, "recentWilsonLowerBound": 0.2128569466443874, "running": 8, "selectionWeight": 1.9808862909204699, "stale": false, "submissionEligible": true, "throughputPerHour": 25.166666666666668, "waiting": 32635 }, "Biren_166m": { "available": true, "backlogHours": 94.09556313993174, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 8, "recentSuccessRate": 0.027303754266211604, "recentTerminal": 293, "recentWilsonLowerBound": 0.013898667765132931, "running": 8, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 48.833333333333336, "waiting": 4595 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 948.9391304347826, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.10239702009636682, "queueFactor": 1.0019265479633819, "queueWeight": 1.0019265479633819, "recentSuccess": 11, "recentSuccessRate": 0.09565217391304348, "recentTerminal": 115, "recentWilsonLowerBound": 0.05425195947621705, "running": 7, "selectionWeight": 0.10259429286688986, "stale": false, "submissionEligible": true, "throughputPerHour": 19.166666666666668, "waiting": 18188 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 386.5657894736842, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.18513073318747256, "queueFactor": 1.1464051411273648, "queueWeight": 1.1464051411273648, "recentSuccess": 17, "recentSuccessRate": 0.1118421052631579, "recentTerminal": 152, "recentWilsonLowerBound": 0.07101016485696361, "running": 7, "selectionWeight": 0.212234824306797, "stale": false, "submissionEligible": true, "throughputPerHour": 25.333333333333332, "waiting": 9793 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 81.76425855513308, "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": 0.060836501901140684, "recentTerminal": 263, "recentWilsonLowerBound": 0.0377901411664414, "running": 22, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 43.833333333333336, "waiting": 3584 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 177.25274725274724, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.4206454278785294, "queueFactor": 1.2886432145810185, "queueWeight": 1.2886432145810185, "recentSuccess": 38, "recentSuccessRate": 0.1391941391941392, "recentTerminal": 273, "recentWilsonLowerBound": 0.10311874891483938, "running": 10, "selectionWeight": 0.5420618763801961, "stale": false, "submissionEligible": true, "throughputPerHour": 45.5, "waiting": 8065 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 3028.3125, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.4244275423157895, "queueFactor": 0.8418632162224442, "queueWeight": 0.8418632162224442, "recentSuccess": 10, "recentSuccessRate": 0.3125, "recentTerminal": 32, "recentWilsonLowerBound": 0.17952352116618736, "running": 2, "selectionWeight": 1.1991731520498023, "stale": false, "submissionEligible": true, "throughputPerHour": 5.333333333333333, "waiting": 16151 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 396.4583333333333, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5920202514189039, "queueFactor": 1.1420681100890142, "queueWeight": 1.1420681100890142, "recentSuccess": 25, "recentSuccessRate": 0.1736111111111111, "recentTerminal": 144, "recentWilsonLowerBound": 0.12044851474034471, "running": 8, "selectionWeight": 0.6761274496724107, "stale": false, "submissionEligible": true, "throughputPerHour": 24.0, "waiting": 9515 }, "MetaX_c-500": { "available": true, "backlogHours": 569.9024390243902, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.29763971911341547, "queueFactor": 1.0815623486763777, "queueWeight": 1.0815623486763777, "recentSuccess": 17, "recentSuccessRate": 0.13821138211382114, "recentTerminal": 123, "recentWilsonLowerBound": 0.08811572402149442, "running": 4, "selectionWeight": 0.321915913663683, "stale": false, "submissionEligible": true, "throughputPerHour": 20.5, "waiting": 11683 }, "Mthreads_s4000": { "available": true, "backlogHours": 2019.3076923076924, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.39375649067250934, "queueFactor": 0.8946254786997905, "queueWeight": 0.8946254786997905, "recentSuccess": 13, "recentSuccessRate": 0.16666666666666666, "recentTerminal": 78, "recentWilsonLowerBound": 0.10006850973163445, "running": 4, "selectionWeight": 0.3522645889590433, "stale": false, "submissionEligible": true, "throughputPerHour": 13.0, "waiting": 26251 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2366.808510638298, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.30321801826087175, "queueFactor": 0.8735689099305101, "queueWeight": 0.8735689099305101, "recentSuccess": 8, "recentSuccessRate": 0.1702127659574468, "recentTerminal": 47, "recentWilsonLowerBound": 0.08886258091263928, "running": 2, "selectionWeight": 0.2648818336834392, "stale": false, "submissionEligible": true, "throughputPerHour": 7.833333333333333, "waiting": 18540 }, "Vastai_va16": { "available": true, "backlogHours": 1277.8620689655172, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.0509993963864409, "queueFactor": 0.9581842781521399, "queueWeight": 0.9581842781521399, "recentSuccess": 7, "recentSuccessRate": 0.08045977011494253, "recentTerminal": 87, "recentWilsonLowerBound": 0.03951976844435234, "running": 16, "selectionWeight": 0.04886681981273673, "stale": false, "submissionEligible": false, "throughputPerHour": 14.5, "waiting": 18529 }, "hygon_k100-ai": { "available": true, "backlogHours": 1446.6470588235295, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.5, "queueFactor": 0.9405182980602866, "queueWeight": 0.9405182980602866, "recentSuccess": 32, "recentSuccessRate": 0.3137254901960784, "recentTerminal": 102, "recentWilsonLowerBound": 0.23182840733684665, "running": 6, "selectionWeight": 2.3512957451507166, "stale": false, "submissionEligible": true, "throughputPerHour": 17.0, "waiting": 24593 } }, "queueAttemptedAt": "2026-10-21T15:28:36.816803+00:00", "queueError": null, "queueUpdatedAt": "2026-10-21T15:28:36.816803+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "Ascend_910-b3", "Ascend_910-b4", "hygon_k100-ai", "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 }