{ "communityAttemptedAt": "2026-10-23T17:58:12.667360+00:00", "communityError": "ModelHubAPIError: 分页大小不能超过100", "communitySample": {}, "communityUpdatedAt": null, "frameworkAttemptedAt": "2026-10-23T15:31:30.260498+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 44021, "officialConfigError": null, "officialConfigValid": true, "successCount": 22196, "successRate": 0.50421389791236, "wilsonLowerBound": 0.4995430476778716 }, "vllm": { "framework": "vllm", "modelCount": 58655, "officialConfigError": null, "officialConfigValid": true, "successCount": 15640, "successRate": 0.2666439348734123, "wilsonLowerBound": 0.2630805892136339 }, "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": 5654, "officialConfigError": null, "officialConfigValid": true, "successCount": 1822, "successRate": 0.3222497347010966, "wilsonLowerBound": 0.31019222374171046 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 39103, "officialConfigError": null, "officialConfigValid": true, "successCount": 18812, "successRate": 0.4810884075390635, "wilsonLowerBound": 0.47613817147833576 }, "vllm": { "framework": "vllm", "modelCount": 40932, "officialConfigError": null, "officialConfigValid": true, "successCount": 11206, "successRate": 0.27377113261018277, "wilsonLowerBound": 0.2694727977069746 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14708, "officialConfigError": null, "officialConfigValid": true, "successCount": 6057, "successRate": 0.41181669839543106, "wilsonLowerBound": 0.4038866937542483 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64318, "officialConfigError": null, "officialConfigValid": true, "successCount": 12100, "successRate": 0.18812774029043192, "wilsonLowerBound": 0.1851260300131263 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 36809, "officialConfigError": null, "officialConfigValid": true, "successCount": 7703, "successRate": 0.20926947213996577, "wilsonLowerBound": 0.20514419761238945 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8468, "officialConfigError": null, "officialConfigValid": true, "successCount": 117, "successRate": 0.013816721776098252, "wilsonLowerBound": 0.011541727897213815 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26824, "officialConfigError": null, "officialConfigValid": true, "successCount": 3294, "successRate": 0.12280047718461079, "wilsonLowerBound": 0.11892665277892703 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16526, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10141595062326032, "wilsonLowerBound": 0.09690557044342328 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 18046, "officialConfigError": null, "officialConfigValid": true, "successCount": 6924, "successRate": 0.3836861354316746, "wilsonLowerBound": 0.37661656650623476 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24849, "officialConfigError": null, "officialConfigValid": true, "successCount": 3811, "successRate": 0.1533663326492012, "wilsonLowerBound": 0.14893956372198655 }, "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": 56533, "officialConfigError": null, "officialConfigValid": true, "successCount": 14180, "successRate": 0.2508269506306051, "wilsonLowerBound": 0.24727054977296978 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 26130, "officialConfigError": null, "officialConfigValid": true, "successCount": 3398, "successRate": 0.1300420972062763, "wilsonLowerBound": 0.12601813309890217 }, "vllm": { "framework": "vllm", "modelCount": 87134, "officialConfigError": null, "officialConfigValid": true, "successCount": 9775, "successRate": 0.11218353340831363, "wilsonLowerBound": 0.11010510375972507 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 50482, "officialConfigError": null, "officialConfigValid": true, "successCount": 5775, "successRate": 0.11439721088704885, "wilsonLowerBound": 0.11164989227105618 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 53096, "officialConfigError": null, "officialConfigValid": true, "successCount": 3872, "successRate": 0.07292451408769023, "wilsonLowerBound": 0.07074361005177465 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 95331, "officialConfigError": null, "officialConfigValid": true, "successCount": 24119, "successRate": 0.25300269587017865, "wilsonLowerBound": 0.25025299148263563 }, "llamacpp_opt": { "framework": "llamacpp_opt", "modelCount": 156, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "transformers": { "framework": "transformers", "modelCount": 5729, "officialConfigError": null, "officialConfigValid": true, "successCount": 595, "successRate": 0.10385756676557864, "wilsonLowerBound": 0.09622126213963975 }, "vllm": { "framework": "vllm", "modelCount": 112956, "officialConfigError": null, "officialConfigValid": true, "successCount": 16543, "successRate": 0.14645525691419667, "wilsonLowerBound": 0.14440538307843054 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 338, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.0029585798816568047, "wilsonLowerBound": 0.0005224396059251147 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 26395, "officialConfigError": null, "officialConfigValid": true, "successCount": 4250, "successRate": 0.1610153438151165, "wilsonLowerBound": 0.15663061757386154 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44685, "officialConfigError": null, "officialConfigValid": true, "successCount": 5813, "successRate": 0.13008839655365334, "wilsonLowerBound": 0.12700104771302057 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8592, "officialConfigError": null, "officialConfigValid": true, "successCount": 841, "successRate": 0.09788175046554935, "wilsonLowerBound": 0.09177694271435638 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 36074, "officialConfigError": null, "officialConfigValid": true, "successCount": 7303, "successRate": 0.2024449742196596, "wilsonLowerBound": 0.1983301520785217 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61593, "officialConfigError": null, "officialConfigValid": true, "successCount": 12431, "successRate": 0.20182488269770915, "wilsonLowerBound": 0.19867375988306904 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 19435, "officialConfigError": null, "officialConfigValid": true, "successCount": 5498, "successRate": 0.2828916902495498, "wilsonLowerBound": 0.27660270680538607 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 16507, "officialConfigError": null, "officialConfigValid": true, "successCount": 3987, "successRate": 0.24153389471133457, "wilsonLowerBound": 0.2350650270839455 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 70211, "officialConfigError": null, "officialConfigValid": true, "successCount": 19281, "successRate": 0.2746150888037487, "wilsonLowerBound": 0.27132607366840544 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1968, "officialConfigError": null, "officialConfigValid": true, "successCount": 1129, "successRate": 0.5736788617886179, "wilsonLowerBound": 0.5517063955885856 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48790, "officialConfigError": null, "officialConfigValid": true, "successCount": 21834, "successRate": 0.4475097356015577, "wilsonLowerBound": 0.4431018498293186 }, "vllm": { "framework": "vllm", "modelCount": 41615, "officialConfigError": null, "officialConfigValid": true, "successCount": 5348, "successRate": 0.12851135407905803, "wilsonLowerBound": 0.125330226452069 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1298, "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": 7992, "officialConfigError": null, "officialConfigValid": true, "successCount": 3513, "successRate": 0.43956456456456455, "wilsonLowerBound": 0.42871433318587915 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7445, "officialConfigError": null, "officialConfigValid": true, "successCount": 247, "successRate": 0.03317662860980524, "wilsonLowerBound": 0.02934300967033281 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 20738, "officialConfigError": null, "officialConfigValid": true, "successCount": 5885, "successRate": 0.2837785707397049, "wilsonLowerBound": 0.2776830442624833 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 29331, "officialConfigError": null, "officialConfigValid": true, "successCount": 15042, "successRate": 0.512836248337936, "wilsonLowerBound": 0.507114632827973 }, "vllm": { "framework": "vllm", "modelCount": 68911, "officialConfigError": null, "officialConfigValid": true, "successCount": 7487, "successRate": 0.10864738575844204, "wilsonLowerBound": 0.10634564484240684 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 14527, "officialConfigError": null, "officialConfigValid": true, "successCount": 2635, "successRate": 0.18138638397466786, "wilsonLowerBound": 0.17520459795031915 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-23T17:58:12.667360+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1287.7846153846153, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 10, "qualityFactor": 1.4278670988360462, "queueFactor": 0.9169583210785447, "queueWeight": 0.9169583210785447, "recentSuccess": 39, "recentSuccessRate": 0.3, "recentTerminal": 130, "recentWilsonLowerBound": 0.22789132612396557, "running": 10, "selectionWeight": 1.3092946176719933, "stale": false, "submissionEligible": true, "throughputPerHour": 21.666666666666668, "waiting": 27902 }, "Ascend_910-b4": { "available": true, "backlogHours": 1226.188679245283, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 10, "qualityFactor": 2.5, "queueFactor": 0.9237245486641082, "queueWeight": 0.9237245486641082, "recentSuccess": 58, "recentSuccessRate": 0.36477987421383645, "recentTerminal": 159, "recentWilsonLowerBound": 0.29396592180593034, "running": 10, "selectionWeight": 2.3093113716602707, "stale": false, "submissionEligible": true, "throughputPerHour": 26.5, "waiting": 32494 }, "Biren_166m": { "available": true, "backlogHours": 230.56410256410257, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 10, "qualityFactor": 0.11538592303136434, "queueFactor": 1.186881408738689, "queueWeight": 1.186881408738689, "recentSuccess": 14, "recentSuccessRate": 0.11965811965811966, "recentTerminal": 117, "recentWilsonLowerBound": 0.07263082821640883, "running": 10, "selectionWeight": 0.13694940687607965, "stale": false, "submissionEligible": true, "throughputPerHour": 19.5, "waiting": 4496 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 868.6560000000001, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.14408276972273637, "queueFactor": 0.9727447761758128, "queueWeight": 0.9727447761758128, "recentSuccess": 16, "recentSuccessRate": 0.128, "recentTerminal": 125, "recentWilsonLowerBound": 0.08034633966605037, "running": 7, "selectionWeight": 0.14015576158473436, "stale": false, "submissionEligible": true, "throughputPerHour": 20.833333333333332, "waiting": 18097 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 404.37410071942446, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.46661257224642866, "queueFactor": 1.0909593807399085, "queueWeight": 1.0909593807399085, "recentSuccess": 27, "recentSuccessRate": 0.19424460431654678, "recentTerminal": 139, "recentWilsonLowerBound": 0.1370694966973552, "running": 7, "selectionWeight": 0.5090553628634197, "stale": false, "submissionEligible": true, "throughputPerHour": 23.166666666666668, "waiting": 9368 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 85.01694915254238, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05021739496482795, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 22, "recentSuccessRate": 0.07457627118644068, "recentTerminal": 295, "recentWilsonLowerBound": 0.04976160023914686, "running": 24, "selectionWeight": 0.06528261345427634, "stale": false, "submissionEligible": false, "throughputPerHour": 49.166666666666664, "waiting": 4180 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 291.3454545454546, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.2867693657554316, "queueFactor": 1.1459478227024162, "queueWeight": 1.1459478227024162, "recentSuccess": 26, "recentSuccessRate": 0.15757575757575756, "recentTerminal": 165, "recentWilsonLowerBound": 0.10985988630792892, "running": 0, "selectionWeight": 0.3286227303051897, "stale": false, "submissionEligible": true, "throughputPerHour": 27.5, "waiting": 8012 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2243.0232558139533, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.7249646089562561, "queueFactor": 0.8437251878240642, "queueWeight": 0.8437251878240642, "recentSuccess": 12, "recentSuccessRate": 0.27906976744186046, "recentTerminal": 43, "recentWilsonLowerBound": 0.16746451821827155, "running": 2, "selectionWeight": 0.6116709008574165, "stale": false, "submissionEligible": true, "throughputPerHour": 7.166666666666667, "waiting": 16075 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 341.27388535031844, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.23135366441307817, "queueFactor": 1.119078680945791, "queueWeight": 1.119078680945791, "recentSuccess": 23, "recentSuccessRate": 0.1464968152866242, "recentTerminal": 157, "recentWilsonLowerBound": 0.09964370899755831, "running": 8, "selectionWeight": 0.25890295360336274, "stale": false, "submissionEligible": true, "throughputPerHour": 26.166666666666668, "waiting": 8930 }, "MetaX_c-500": { "available": true, "backlogHours": 576.3529411764706, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.600201426328298, "queueFactor": 1.0344816793949383, "queueWeight": 1.0344816793949383, "recentSuccess": 26, "recentSuccessRate": 0.2184873949579832, "recentTerminal": 119, "recentWilsonLowerBound": 0.15368839845214263, "running": 4, "selectionWeight": 0.620897379483335, "stale": false, "submissionEligible": true, "throughputPerHour": 19.833333333333332, "waiting": 11431 }, "Mthreads_s4000": { "available": true, "backlogHours": 1519.3846153846155, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.389212255772942, "queueFactor": 0.894490890586982, "queueWeight": 0.894490890586982, "recentSuccess": 39, "recentSuccessRate": 0.375, "recentTerminal": 104, "recentWilsonLowerBound": 0.2879712524652439, "running": 4, "selectionWeight": 2.137128598467671, "stale": false, "submissionEligible": true, "throughputPerHour": 17.333333333333332, "waiting": 26336 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2874.923076923077, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.8128906840742249, "queueWeight": 0.8128906840742249, "recentSuccess": 4, "recentSuccessRate": 0.10256410256410256, "recentTerminal": 39, "recentWilsonLowerBound": 0.040612655582869875, "running": 2, "selectionWeight": 0.04064453420371125, "stale": false, "submissionEligible": false, "throughputPerHour": 6.5, "waiting": 18687 }, "Vastai_va16": { "available": true, "backlogHours": 561.8549222797927, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.7930610596548986, "queueFactor": 1.0384424958354779, "queueWeight": 1.0384424958354779, "recentSuccess": 44, "recentSuccessRate": 0.22797927461139897, "recentTerminal": 193, "recentWilsonLowerBound": 0.1744397477000323, "running": 15, "selectionWeight": 0.8235483061379617, "stale": false, "submissionEligible": true, "throughputPerHour": 32.166666666666664, "waiting": 18073 }, "hygon_k100-ai": { "available": true, "backlogHours": 1374.0555555555557, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.9121162325946087, "queueFactor": 0.9080827731609253, "queueWeight": 0.9080827731609253, "recentSuccess": 28, "recentSuccessRate": 0.25925925925925924, "recentTerminal": 108, "recentWilsonLowerBound": 0.1858900560683251, "running": 6, "selectionWeight": 0.8282770379396079, "stale": false, "submissionEligible": true, "throughputPerHour": 18.0, "waiting": 24733 } }, "queueAttemptedAt": "2026-10-23T17:50:58.269455+00:00", "queueError": null, "queueUpdatedAt": "2026-10-23T17:50:58.269455+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "hygon_k100-ai", "MetaX_c-500", "Sunrise_pt-200-x1", "Ascend_910-b4", "Ascend_910-b3", "Biren_166m", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }