{ "communityAttemptedAt": "2026-10-23T21:11:14.265398+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": "2026-10-23T21:14:42.762860+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1185.2340425531916, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 10, "qualityFactor": 1.9030054710668354, "queueFactor": 0.9850882083211852, "queueWeight": 0.9850882083211852, "recentSuccess": 55, "recentSuccessRate": 0.3900709219858156, "recentTerminal": 141, "recentWilsonLowerBound": 0.31349641502575776, "running": 10, "selectionWeight": 1.8746282499186417, "stale": false, "submissionEligible": true, "throughputPerHour": 23.5, "waiting": 27853 }, "Ascend_910-b4": { "available": true, "backlogHours": 1325.469387755102, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 10, "qualityFactor": 1.2847676175815805, "queueFactor": 0.9687021926410979, "queueWeight": 0.9687021926410979, "recentSuccess": 49, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 147, "recentWilsonLowerBound": 0.26222862590583235, "running": 10, "selectionWeight": 1.2445572081855567, "stale": false, "submissionEligible": true, "throughputPerHour": 24.5, "waiting": 32474 }, "Biren_166m": { "available": true, "backlogHours": 325.1707317073171, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 10, "qualityFactor": 0.05, "queueFactor": 1.1959940548045507, "queueWeight": 1.1959940548045507, "recentSuccess": 6, "recentSuccessRate": 0.07317073170731707, "recentTerminal": 82, "recentWilsonLowerBound": 0.033964314514761194, "running": 10, "selectionWeight": 0.059799702740227535, "stale": false, "submissionEligible": false, "throughputPerHour": 13.666666666666666, "waiting": 4444 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1449.12, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.48619497342499685, "queueFactor": 0.9558287415001002, "queueWeight": 0.9558287415001002, "recentSuccess": 19, "recentSuccessRate": 0.25333333333333335, "recentTerminal": 75, "recentWilsonLowerBound": 0.1685991964794815, "running": 7, "selectionWeight": 0.4647191295724894, "stale": false, "submissionEligible": true, "throughputPerHour": 12.5, "waiting": 18114 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 479.0769230769231, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.26330433502165795, "queueFactor": 1.1284568322317277, "queueWeight": 1.1284568322317277, "recentSuccess": 22, "recentSuccessRate": 0.18803418803418803, "recentTerminal": 117, "recentWilsonLowerBound": 0.12758105898852093, "running": 7, "selectionWeight": 0.2971275758114217, "stale": false, "submissionEligible": true, "throughputPerHour": 19.5, "waiting": 9342 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 84.6578073089701, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 25, "recentSuccessRate": 0.08305647840531562, "recentTerminal": 301, "recentWilsonLowerBound": 0.05688867774801005, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": true, "throughputPerHour": 50.166666666666664, "waiting": 4247 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 290.2181818181818, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.27641708840136286, "queueFactor": 1.216569839570732, "queueWeight": 1.216569839570732, "recentSuccess": 30, "recentSuccessRate": 0.18181818181818182, "recentTerminal": 165, "recentWilsonLowerBound": 0.1304308241589019, "running": 4, "selectionWeight": 0.3362806928910549, "stale": false, "submissionEligible": true, "throughputPerHour": 27.5, "waiting": 7981 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2471.5384615384614, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.9391750802902943, "queueFactor": 0.8822682122584685, "queueWeight": 0.8822682122584685, "recentSuccess": 14, "recentSuccessRate": 0.358974358974359, "recentTerminal": 39, "recentWilsonLowerBound": 0.22741884696491108, "running": 2, "selectionWeight": 0.8286043190854215, "stale": false, "submissionEligible": true, "throughputPerHour": 6.5, "waiting": 16065 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 373.5524475524476, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.18861720153247, "queueFactor": 1.1713670412159514, "queueWeight": 1.1713670412159514, "recentSuccess": 23, "recentSuccessRate": 0.16083916083916083, "recentTerminal": 143, "recentWilsonLowerBound": 0.1096309434798486, "running": 8, "selectionWeight": 0.22093997328152218, "stale": false, "submissionEligible": true, "throughputPerHour": 23.833333333333332, "waiting": 8903 }, "MetaX_c-500": { "available": true, "backlogHours": 713.5, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.4126548434933461, "queueFactor": 1.0630082655247346, "queueWeight": 1.0630082655247346, "recentSuccess": 22, "recentSuccessRate": 0.22916666666666666, "recentTerminal": 96, "recentWilsonLowerBound": 0.15648804837983804, "running": 4, "selectionWeight": 0.43865550944224263, "stale": false, "submissionEligible": true, "throughputPerHour": 16.0, "waiting": 11416 }, "Mthreads_s4000": { "available": true, "backlogHours": 1902.2168674698794, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.91760703351241, "queueWeight": 0.91760703351241, "recentSuccess": 38, "recentSuccessRate": 0.4578313253012048, "recentTerminal": 83, "recentWilsonLowerBound": 0.3548919941370743, "running": 4, "selectionWeight": 2.294017583781025, "stale": false, "submissionEligible": true, "throughputPerHour": 13.833333333333334, "waiting": 26314 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3866.0689655172414, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.8250025644205068, "queueWeight": 0.8250025644205068, "recentSuccess": 3, "recentSuccessRate": 0.10344827586206896, "recentTerminal": 29, "recentWilsonLowerBound": 0.03581424038130106, "running": 2, "selectionWeight": 0.04125012822102534, "stale": false, "submissionEligible": false, "throughputPerHour": 4.833333333333333, "waiting": 18686 }, "Vastai_va16": { "available": true, "backlogHours": 959.3097345132744, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 1.4846238400471712, "queueFactor": 1.01683833381702, "queueWeight": 1.01683833381702, "recentSuccess": 41, "recentSuccessRate": 0.36283185840707965, "recentTerminal": 113, "recentWilsonLowerBound": 0.2800411474771035, "running": 16, "selectionWeight": 1.5096224318585914, "stale": false, "submissionEligible": true, "throughputPerHour": 18.833333333333332, "waiting": 18067 }, "hygon_k100-ai": { "available": true, "backlogHours": 1499.7575757575758, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.0495363143029957, "queueFactor": 0.9509169273897264, "queueWeight": 0.9509169273897264, "recentSuccess": 32, "recentSuccessRate": 0.32323232323232326, "recentTerminal": 99, "recentWilsonLowerBound": 0.23919862826396276, "running": 6, "selectionWeight": 0.9980218471809428, "stale": false, "submissionEligible": true, "throughputPerHour": 16.5, "waiting": 24746 } }, "queueAttemptedAt": "2026-10-23T21:12:59.559147+00:00", "queueError": null, "queueUpdatedAt": "2026-10-23T21:12:59.559147+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 }