{ "communityAttemptedAt": "2026-10-23T07:42:51.558884+00:00", "communityError": "ModelHubAPIError: 分页大小不能超过100", "communitySample": {}, "communityUpdatedAt": null, "frameworkAttemptedAt": "2026-10-23T06:15:55.964239+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 43964, "officialConfigError": null, "officialConfigValid": true, "successCount": 22159, "successRate": 0.5040260212901465, "wilsonLowerBound": 0.49935214609351847 }, "vllm": { "framework": "vllm", "modelCount": 58583, "officialConfigError": null, "officialConfigValid": true, "successCount": 15621, "successRate": 0.2666473208951402, "wilsonLowerBound": 0.2630817809935259 }, "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": 5609, "officialConfigError": null, "officialConfigValid": true, "successCount": 1809, "successRate": 0.3225173827776787, "wilsonLowerBound": 0.31040927158514764 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 39025, "officialConfigError": null, "officialConfigValid": true, "successCount": 18757, "successRate": 0.4806406149903908, "wilsonLowerBound": 0.4756856508851418 }, "vllm": { "framework": "vllm", "modelCount": 40893, "officialConfigError": null, "officialConfigValid": true, "successCount": 11200, "successRate": 0.27388550607683465, "wilsonLowerBound": 0.26958455933447 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14641, "officialConfigError": null, "officialConfigValid": true, "successCount": 6035, "successRate": 0.4121986203128202, "wilsonLowerBound": 0.40424934337112234 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26815, "officialConfigError": null, "officialConfigValid": true, "successCount": 3293, "successRate": 0.12280440052209585, "wilsonLowerBound": 0.11892988059770816 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16525, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10142208774583963, "wilsonLowerBound": 0.09691144896995606 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 17974, "officialConfigError": null, "officialConfigValid": true, "successCount": 6896, "successRate": 0.38366529431400914, "wilsonLowerBound": 0.37658170973209737 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24847, "officialConfigError": null, "officialConfigValid": true, "successCount": 3811, "successRate": 0.1533786775063388, "wilsonLowerBound": 0.14895158306091186 }, "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": 56408, "officialConfigError": null, "officialConfigValid": true, "successCount": 14150, "successRate": 0.25085094312863426, "wilsonLowerBound": 0.24729050748652223 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 25882, "officialConfigError": null, "officialConfigValid": true, "successCount": 3351, "successRate": 0.1294722200757283, "wilsonLowerBound": 0.1254370155019984 }, "vllm": { "framework": "vllm", "modelCount": 87132, "officialConfigError": null, "officialConfigValid": true, "successCount": 9774, "successRate": 0.11217463159344443, "wilsonLowerBound": 0.11009625130917604 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 50436, "officialConfigError": null, "officialConfigValid": true, "successCount": 5774, "successRate": 0.11448171940677294, "wilsonLowerBound": 0.11173226201847136 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 52998, "officialConfigError": null, "officialConfigValid": true, "successCount": 3870, "successRate": 0.07302162345748896, "wilsonLowerBound": 0.07083736811207234 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 95287, "officialConfigError": null, "officialConfigValid": true, "successCount": 24092, "successRate": 0.2528361686274098, "wilsonLowerBound": 0.2500864394652107 }, "llamacpp_opt": { "framework": "llamacpp_opt", "modelCount": 156, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "transformers": { "framework": "transformers", "modelCount": 5722, "officialConfigError": null, "officialConfigValid": true, "successCount": 592, "successRate": 0.1034603285564488, "wilsonLowerBound": 0.09583314316759757 }, "vllm": { "framework": "vllm", "modelCount": 112950, "officialConfigError": null, "officialConfigValid": true, "successCount": 16542, "successRate": 0.14645418326693227, "wilsonLowerBound": 0.14440426160294925 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 334, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.0029940119760479044, "wilsonLowerBound": 0.0005286986847552426 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 26371, "officialConfigError": null, "officialConfigValid": true, "successCount": 4248, "successRate": 0.16108604148496455, "wilsonLowerBound": 0.1566985460266171 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44663, "officialConfigError": null, "officialConfigValid": true, "successCount": 5811, "successRate": 0.13010769540783199, "wilsonLowerBound": 0.12701939567235843 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8574, "officialConfigError": null, "officialConfigValid": true, "successCount": 841, "successRate": 0.09808724049451831, "wilsonLowerBound": 0.09197024660181953 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 36017, "officialConfigError": null, "officialConfigValid": true, "successCount": 7281, "successRate": 0.2021545381347697, "wilsonLowerBound": 0.1980387399113975 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61589, "officialConfigError": null, "officialConfigValid": true, "successCount": 12431, "successRate": 0.2018379905502606, "wilsonLowerBound": 0.198686688302206 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 19307, "officialConfigError": null, "officialConfigValid": true, "successCount": 5475, "successRate": 0.2835759051121355, "wilsonLowerBound": 0.27726147674141 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 16465, "officialConfigError": null, "officialConfigValid": true, "successCount": 3975, "successRate": 0.24142119647737625, "wilsonLowerBound": 0.23494522717067756 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 70137, "officialConfigError": null, "officialConfigValid": true, "successCount": 19259, "successRate": 0.2745911573064146, "wilsonLowerBound": 0.27130050487061963 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1931, "officialConfigError": null, "officialConfigValid": true, "successCount": 1110, "successRate": 0.5748316934230968, "wilsonLowerBound": 0.5526541540847068 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48737, "officialConfigError": null, "officialConfigValid": true, "successCount": 21789, "successRate": 0.4470730656380163, "wilsonLowerBound": 0.4426632315763324 }, "vllm": { "framework": "vllm", "modelCount": 41566, "officialConfigError": null, "officialConfigValid": true, "successCount": 5329, "successRate": 0.12820574508011356, "wilsonLowerBound": 0.12502605509351106 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1291, "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": 10117, "officialConfigError": null, "officialConfigValid": true, "successCount": 766, "successRate": 0.07571414450924187, "wilsonLowerBound": 0.07071873575009961 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7974, "officialConfigError": null, "officialConfigValid": true, "successCount": 3509, "successRate": 0.4400551793328317, "wilsonLowerBound": 0.42919120600333155 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7443, "officialConfigError": null, "officialConfigValid": true, "successCount": 246, "successRate": 0.03305118903667876, "wilsonLowerBound": 0.02922456762183645 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 20571, "officialConfigError": null, "officialConfigValid": true, "successCount": 5823, "successRate": 0.2830683972582762, "wilsonLowerBound": 0.27695313991044695 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 29298, "officialConfigError": null, "officialConfigValid": true, "successCount": 15019, "successRate": 0.5126288483855553, "wilsonLowerBound": 0.5069039776736306 }, "vllm": { "framework": "vllm", "modelCount": 68834, "officialConfigError": null, "officialConfigValid": true, "successCount": 7472, "successRate": 0.10855100676991022, "wilsonLowerBound": 0.10624890198732874 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 14494, "officialConfigError": null, "officialConfigValid": true, "successCount": 2624, "successRate": 0.18104043052297503, "wilsonLowerBound": 0.1748564582451783 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-23T07:42:51.558884+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1065.936305732484, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.224354228428418, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 51, "recentSuccessRate": 0.3248407643312102, "recentTerminal": 157, "recentWilsonLowerBound": 0.2565274094808399, "running": 8, "selectionWeight": 2.224354228428418, "stale": false, "submissionEligible": true, "throughputPerHour": 26.166666666666668, "waiting": 27892 }, "Ascend_910-b4": { "available": true, "backlogHours": 1622.9, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9388926173197976, "queueWeight": 0.9388926173197976, "recentSuccess": 42, "recentSuccessRate": 0.35, "recentTerminal": 120, "recentWilsonLowerBound": 0.27051765896559277, "running": 8, "selectionWeight": 2.347231543299494, "stale": false, "submissionEligible": true, "throughputPerHour": 20.0, "waiting": 32458 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1132.125, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.05, "queueFactor": 0.991004282101402, "queueWeight": 0.991004282101402, "recentSuccess": 7, "recentSuccessRate": 0.07291666666666667, "recentTerminal": 96, "recentWilsonLowerBound": 0.035767126237989506, "running": 7, "selectionWeight": 0.0495502141050701, "stale": false, "submissionEligible": false, "throughputPerHour": 16.0, "waiting": 18114 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 407.5251798561151, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2860871152364108, "queueFactor": 1.1551450489076216, "queueWeight": 1.1551450489076216, "recentSuccess": 21, "recentSuccessRate": 0.1510791366906475, "recentTerminal": 139, "recentWilsonLowerBound": 0.10098748819284317, "running": 7, "selectionWeight": 0.3304721147216041, "stale": false, "submissionEligible": true, "throughputPerHour": 23.166666666666668, "waiting": 9441 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 64.27476038338658, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.09995998531565602, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 28, "recentSuccessRate": 0.08945686900958466, "recentTerminal": 313, "recentWilsonLowerBound": 0.06261657895438355, "running": 24, "selectionWeight": 0.12994798091035284, "stale": false, "submissionEligible": true, "throughputPerHour": 52.166666666666664, "waiting": 3353 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 293.1375, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.1591383778481193, "queueFactor": 1.2136654286978383, "queueWeight": 1.2136654286978383, "recentSuccess": 19, "recentSuccessRate": 0.11875, "recentTerminal": 160, "recentWilsonLowerBound": 0.077354257102703, "running": 9, "selectionWeight": 0.19314074757331628, "stale": false, "submissionEligible": true, "throughputPerHour": 26.666666666666668, "waiting": 7817 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2196.0, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.0397295644432203, "queueFactor": 0.8972528320781825, "queueWeight": 0.8972528320781825, "recentSuccess": 13, "recentSuccessRate": 0.29545454545454547, "recentTerminal": 44, "recentWilsonLowerBound": 0.18155360887243294, "running": 2, "selectionWeight": 0.9329002962920946, "stale": false, "submissionEligible": true, "throughputPerHour": 7.333333333333333, "waiting": 16104 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 296.39344262295083, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5948482376445298, "queueFactor": 1.2116561737391034, "queueWeight": 1.2116561737391034, "recentSuccess": 35, "recentSuccessRate": 0.1912568306010929, "recentTerminal": 183, "recentWilsonLowerBound": 0.14085463822253994, "running": 8, "selectionWeight": 0.7207515395798199, "stale": false, "submissionEligible": true, "throughputPerHour": 30.5, "waiting": 9040 }, "MetaX_c-500": { "available": true, "backlogHours": 578.9243697478992, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.40609490905419626, "queueFactor": 1.0958886107203725, "queueWeight": 1.0958886107203725, "recentSuccess": 21, "recentSuccessRate": 0.17647058823529413, "recentTerminal": 119, "recentWilsonLowerBound": 0.11841786530418902, "running": 4, "selectionWeight": 0.44503478570401916, "stale": false, "submissionEligible": true, "throughputPerHour": 19.833333333333332, "waiting": 11482 }, "Mthreads_s4000": { "available": true, "backlogHours": 2080.263157894737, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.8135586879872314, "queueFactor": 0.9045695130828142, "queueWeight": 0.9045695130828142, "recentSuccess": 25, "recentSuccessRate": 0.32894736842105265, "recentTerminal": 76, "recentWilsonLowerBound": 0.2337912044636209, "running": 4, "selectionWeight": 1.6404898993397172, "stale": false, "submissionEligible": true, "throughputPerHour": 12.666666666666666, "waiting": 26350 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 1600.0285714285715, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.16895843255025492, "queueFactor": 0.9408936282663646, "queueWeight": 0.9408936282663646, "recentSuccess": 10, "recentSuccessRate": 0.14285714285714285, "recentTerminal": 70, "recentWilsonLowerBound": 0.07948856360443703, "running": 2, "selectionWeight": 0.15897191262840718, "stale": false, "submissionEligible": true, "throughputPerHour": 11.666666666666666, "waiting": 18667 }, "Vastai_va16": { "available": true, "backlogHours": 565.125, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.6605634306941893, "queueFactor": 1.0998615255219357, "queueWeight": 1.0998615255219357, "recentSuccess": 38, "recentSuccessRate": 0.19791666666666666, "recentTerminal": 192, "recentWilsonLowerBound": 0.14772594103731718, "running": 16, "selectionWeight": 0.7265283025873145, "stale": false, "submissionEligible": true, "throughputPerHour": 32.0, "waiting": 18084 }, "hygon_k100-ai": { "available": true, "backlogHours": 1496.0, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.788335302637254, "queueFactor": 0.9504295906197677, "queueWeight": 0.9504295906197677, "recentSuccess": 23, "recentSuccessRate": 0.23232323232323232, "recentTerminal": 99, "recentWilsonLowerBound": 0.16009001362979594, "running": 6, "selectionWeight": 0.749257198956636, "stale": false, "submissionEligible": true, "throughputPerHour": 16.5, "waiting": 24684 } }, "queueAttemptedAt": "2026-10-23T07:42:51.558884+00:00", "queueError": null, "queueUpdatedAt": "2026-10-23T07:42:51.558884+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", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }