{ "communityAttemptedAt": "2026-10-22T23:42:40.660958+00:00", "communityError": "ModelHubAPIError: 分页大小不能超过100", "communitySample": {}, "communityUpdatedAt": null, "frameworkAttemptedAt": "2026-10-22T21:16:34.162168+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 43920, "officialConfigError": null, "officialConfigValid": true, "successCount": 22132, "successRate": 0.5039162112932605, "wilsonLowerBound": 0.4992399969650459 }, "vllm": { "framework": "vllm", "modelCount": 58519, "officialConfigError": null, "officialConfigValid": true, "successCount": 15603, "successRate": 0.2666313505015465, "wilsonLowerBound": 0.2630639391729495 }, "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": 5564, "officialConfigError": null, "officialConfigValid": true, "successCount": 1792, "successRate": 0.32207045291157443, "wilsonLowerBound": 0.3099187664129495 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 38971, "officialConfigError": null, "officialConfigValid": true, "successCount": 18717, "successRate": 0.48028020836006263, "wilsonLowerBound": 0.47532198963644784 }, "vllm": { "framework": "vllm", "modelCount": 40845, "officialConfigError": null, "officialConfigValid": true, "successCount": 11184, "successRate": 0.2738156445097319, "wilsonLowerBound": 0.26951253410240456 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14575, "officialConfigError": null, "officialConfigValid": true, "successCount": 6007, "successRate": 0.41214408233276156, "wilsonLowerBound": 0.404177056426847 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64307, "officialConfigError": null, "officialConfigValid": true, "successCount": 12099, "successRate": 0.18814436997527487, "wilsonLowerBound": 0.18514230103244683 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 36421, "officialConfigError": null, "officialConfigValid": true, "successCount": 7644, "successRate": 0.20987891600999423, "wilsonLowerBound": 0.2057273593848984 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8449, "officialConfigError": null, "officialConfigValid": true, "successCount": 117, "successRate": 0.013847792638182033, "wilsonLowerBound": 0.011567710061743125 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26813, "officialConfigError": null, "officialConfigValid": true, "successCount": 3293, "successRate": 0.12281356058628277, "wilsonLowerBound": 0.11893877089459196 }, "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": 17896, "officialConfigError": null, "officialConfigValid": true, "successCount": 6876, "successRate": 0.3842199374161824, "wilsonLowerBound": 0.3771189324063868 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24845, "officialConfigError": null, "officialConfigValid": true, "successCount": 3811, "successRate": 0.15339102435097604, "wilsonLowerBound": 0.14896360434012607 }, "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": 56270, "officialConfigError": null, "officialConfigValid": true, "successCount": 14114, "successRate": 0.2508263728452106, "wilsonLowerBound": 0.24726171332804917 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 25742, "officialConfigError": null, "officialConfigValid": true, "successCount": 3326, "successRate": 0.12920518996192992, "wilsonLowerBound": 0.125162818567416 }, "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": 50356, "officialConfigError": null, "officialConfigValid": true, "successCount": 5767, "successRate": 0.11452458495511955, "wilsonLowerBound": 0.11177251120538105 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 52848, "officialConfigError": null, "officialConfigValid": true, "successCount": 3868, "successRate": 0.07319103844989404, "wilsonLowerBound": 0.07100134845779771 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 95269, "officialConfigError": null, "officialConfigValid": true, "successCount": 24082, "successRate": 0.2527789732231891, "wilsonLowerBound": 0.25002919411801594 }, "llamacpp_opt": { "framework": "llamacpp_opt", "modelCount": 156, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "transformers": { "framework": "transformers", "modelCount": 5718, "officialConfigError": null, "officialConfigValid": true, "successCount": 591, "successRate": 0.10335781741867786, "wilsonLowerBound": 0.09573158051257669 }, "vllm": { "framework": "vllm", "modelCount": 112943, "officialConfigError": null, "officialConfigValid": true, "successCount": 16542, "successRate": 0.1464632602286109, "wilsonLowerBound": 0.14441322217359268 }, "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": 26344, "officialConfigError": null, "officialConfigValid": true, "successCount": 4241, "successRate": 0.16098542362587306, "wilsonLowerBound": 0.15659684056859108 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44649, "officialConfigError": null, "officialConfigValid": true, "successCount": 5810, "successRate": 0.13012609464937624, "wilsonLowerBound": 0.12703712656592575 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8565, "officialConfigError": null, "officialConfigValid": true, "successCount": 840, "successRate": 0.09807355516637478, "wilsonLowerBound": 0.09195383894812321 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 35958, "officialConfigError": null, "officialConfigValid": true, "successCount": 7266, "successRate": 0.20206908059402637, "wilsonLowerBound": 0.19795059761263814 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61584, "officialConfigError": null, "officialConfigValid": true, "successCount": 12431, "successRate": 0.20185437776045725, "wilsonLowerBound": 0.19870285119276418 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 19139, "officialConfigError": null, "officialConfigValid": true, "successCount": 5435, "successRate": 0.2839751293171012, "wilsonLowerBound": 0.27763044944991894 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 16424, "officialConfigError": null, "officialConfigValid": true, "successCount": 3967, "successRate": 0.24153677545056015, "wilsonLowerBound": 0.2350517102042789 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 70054, "officialConfigError": null, "officialConfigValid": true, "successCount": 19241, "successRate": 0.27465954834841694, "wilsonLowerBound": 0.2713666950377904 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1892, "officialConfigError": null, "officialConfigValid": true, "successCount": 1091, "successRate": 0.5766384778012685, "wilsonLowerBound": 0.5542412189405036 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48700, "officialConfigError": null, "officialConfigValid": true, "successCount": 21766, "successRate": 0.4469404517453799, "wilsonLowerBound": 0.4425290805093777 }, "vllm": { "framework": "vllm", "modelCount": 41509, "officialConfigError": null, "officialConfigValid": true, "successCount": 5316, "successRate": 0.12806861162639427, "wilsonLowerBound": 0.12488824290948145 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1284, "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": 10116, "officialConfigError": null, "officialConfigValid": true, "successCount": 766, "successRate": 0.07572162910241202, "wilsonLowerBound": 0.07072574472839398 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7947, "officialConfigError": null, "officialConfigValid": true, "successCount": 3496, "successRate": 0.43991443311941614, "wilsonLowerBound": 0.42903251991423963 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7441, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.03292568203198495, "wilsonLowerBound": 0.02910607955810595 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 20357, "officialConfigError": null, "officialConfigValid": true, "successCount": 5768, "successRate": 0.28334233924448593, "wilsonLowerBound": 0.27719337920801895 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 29269, "officialConfigError": null, "officialConfigValid": true, "successCount": 15006, "successRate": 0.5126926099285934, "wilsonLowerBound": 0.5069649134739714 }, "vllm": { "framework": "vllm", "modelCount": 68769, "officialConfigError": null, "officialConfigValid": true, "successCount": 7460, "successRate": 0.1084791112274426, "wilsonLowerBound": 0.10617660930885846 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 14471, "officialConfigError": null, "officialConfigValid": true, "successCount": 2616, "successRate": 0.18077534379103033, "wilsonLowerBound": 0.17459017554916595 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-22T23:46:05.857019+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1627.2815533980581, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.8645840669336308, "queueFactor": 0.9226996850756306, "queueWeight": 0.9226996850756306, "recentSuccess": 30, "recentSuccessRate": 0.2912621359223301, "recentTerminal": 103, "recentWilsonLowerBound": 0.2122881553421206, "running": 8, "selectionWeight": 0.7977514462810691, "stale": false, "submissionEligible": true, "throughputPerHour": 17.166666666666668, "waiting": 27935 }, "Ascend_910-b4": { "available": true, "backlogHours": 1299.2, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9543954842823054, "queueWeight": 0.9543954842823054, "recentSuccess": 63, "recentSuccessRate": 0.42, "recentTerminal": 150, "recentWilsonLowerBound": 0.34397871737684205, "running": 8, "selectionWeight": 2.3859887107057633, "stale": false, "submissionEligible": true, "throughputPerHour": 25.0, "waiting": 32480 }, "Biren_166m": { "available": true, "backlogHours": 130.75471698113208, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.4539622764446177, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 44, "recentSuccessRate": 0.20754716981132076, "recentTerminal": 212, "recentWilsonLowerBound": 0.15839798183672718, "running": 8, "selectionWeight": 0.590150959378003, "stale": false, "submissionEligible": true, "throughputPerHour": 35.333333333333336, "waiting": 4620 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1170.774193548387, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5359957054689128, "queueFactor": 0.969412926426418, "queueWeight": 0.969412926426418, "recentSuccess": 23, "recentSuccessRate": 0.24731182795698925, "recentTerminal": 93, "recentWilsonLowerBound": 0.17082099814063503, "running": 7, "selectionWeight": 0.5196011653906112, "stale": false, "submissionEligible": true, "throughputPerHour": 15.5, "waiting": 18147 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 316.96666666666664, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.20300141224600837, "queueFactor": 1.1793093415473705, "queueWeight": 1.1793093415473705, "recentSuccess": 28, "recentSuccessRate": 0.15555555555555556, "recentTerminal": 180, "recentWilsonLowerBound": 0.10986936026289512, "running": 7, "selectionWeight": 0.23940146180902647, "stale": false, "submissionEligible": true, "throughputPerHour": 30.0, "waiting": 9509 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 47.75784753363229, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.19535656403038876, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 61, "recentSuccessRate": 0.1367713004484305, "recentTerminal": 446, "recentWilsonLowerBound": 0.1079689418994841, "running": 24, "selectionWeight": 0.2539635332395054, "stale": false, "submissionEligible": true, "throughputPerHour": 74.33333333333333, "waiting": 3550 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 270.86206896551727, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.4539316006443469, "queueFactor": 1.207445532205854, "queueWeight": 1.207445532205854, "recentSuccess": 37, "recentSuccessRate": 0.21264367816091953, "recentTerminal": 174, "recentWilsonLowerBound": 0.15839311652016175, "running": 2, "selectionWeight": 0.5480976831250686, "stale": false, "submissionEligible": true, "throughputPerHour": 29.0, "waiting": 7855 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 3336.206896551724, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.7533386757623582, "queueFactor": 0.8284986998428611, "queueWeight": 0.8284986998428611, "recentSuccess": 10, "recentSuccessRate": 0.3448275862068966, "recentTerminal": 29, "recentWilsonLowerBound": 0.19940508749190483, "running": 2, "selectionWeight": 0.6241401134104565, "stale": false, "submissionEligible": true, "throughputPerHour": 4.833333333333333, "waiting": 16125 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 316.95953757225436, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3691472437020609, "queueFactor": 1.179313320285793, "queueWeight": 1.179313320285793, "recentSuccess": 34, "recentSuccessRate": 0.19653179190751446, "recentTerminal": 173, "recentWilsonLowerBound": 0.1441857396891953, "running": 8, "selectionWeight": 0.4353402616446263, "stale": false, "submissionEligible": true, "throughputPerHour": 28.833333333333332, "waiting": 9139 }, "MetaX_c-500": { "available": true, "backlogHours": 477.0206896551724, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.4697867765397158, "queueFactor": 1.1091727598201486, "queueWeight": 1.1091727598201486, "recentSuccess": 32, "recentSuccessRate": 0.2206896551724138, "recentTerminal": 145, "recentWilsonLowerBound": 0.16088432964348773, "running": 4, "selectionWeight": 0.521074695461568, "stale": false, "submissionEligible": true, "throughputPerHour": 24.166666666666668, "waiting": 11528 }, "Mthreads_s4000": { "available": true, "backlogHours": 1711.2391304347825, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.6880587910204337, "queueFactor": 0.9157631679740256, "queueWeight": 0.9157631679740256, "recentSuccess": 25, "recentSuccessRate": 0.2717391304347826, "recentTerminal": 92, "recentWilsonLowerBound": 0.19135648353357726, "running": 4, "selectionWeight": 0.6300988982172503, "stale": false, "submissionEligible": true, "throughputPerHour": 15.333333333333334, "waiting": 26239 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2071.4444444444443, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.8898950357281121, "queueWeight": 0.8898950357281121, "recentSuccess": 2, "recentSuccessRate": 0.037037037037037035, "recentTerminal": 54, "recentWilsonLowerBound": 0.010216153585413053, "running": 2, "selectionWeight": 0.044494751786405606, "stale": false, "submissionEligible": false, "throughputPerHour": 9.0, "waiting": 18643 }, "Vastai_va16": { "available": true, "backlogHours": 732.765100671141, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 1.1338955628704843, "queueFactor": 1.0400041230215855, "queueWeight": 1.0400041230215855, "recentSuccess": 46, "recentSuccessRate": 0.3087248322147651, "recentTerminal": 149, "recentWilsonLowerBound": 0.24013512243960525, "running": 16, "selectionWeight": 1.179256060461185, "stale": false, "submissionEligible": true, "throughputPerHour": 24.833333333333332, "waiting": 18197 }, "hygon_k100-ai": { "available": true, "backlogHours": 1184.832, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.963704030729571, "queueFactor": 0.967678877389957, "queueWeight": 0.967678877389957, "recentSuccess": 37, "recentSuccessRate": 0.296, "recentTerminal": 125, "recentWilsonLowerBound": 0.22302390784930146, "running": 6, "selectionWeight": 0.9325560345925679, "stale": false, "submissionEligible": true, "throughputPerHour": 20.833333333333332, "waiting": 24684 } }, "queueAttemptedAt": "2026-10-22T23:46:05.857019+00:00", "queueError": null, "queueUpdatedAt": "2026-10-22T23:46:05.857019+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "Biren_166m", "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 }