{ "communityAttemptedAt": "2026-10-23T02:53:40.466929+00:00", "communityError": "ModelHubAPIError: 分页大小不能超过100", "communitySample": {}, "communityUpdatedAt": null, "frameworkAttemptedAt": "2026-10-23T02:06:25.474687+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 43949, "officialConfigError": null, "officialConfigValid": true, "successCount": 22150, "successRate": 0.5039932649207035, "wilsonLowerBound": 0.49931859260134287 }, "vllm": { "framework": "vllm", "modelCount": 58542, "officialConfigError": null, "officialConfigValid": true, "successCount": 15610, "successRate": 0.26664616856274126, "wilsonLowerBound": 0.26307939073207554 }, "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": 5595, "officialConfigError": null, "officialConfigValid": true, "successCount": 1803, "successRate": 0.3222520107238606, "wilsonLowerBound": 0.3101317428909501 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 39010, "officialConfigError": null, "officialConfigValid": true, "successCount": 18745, "successRate": 0.48051781594462956, "wilsonLowerBound": 0.47556195921051087 }, "vllm": { "framework": "vllm", "modelCount": 40866, "officialConfigError": null, "officialConfigValid": true, "successCount": 11192, "successRate": 0.27387069935888025, "wilsonLowerBound": 0.2695684133323527 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14601, "officialConfigError": null, "officialConfigValid": true, "successCount": 6017, "successRate": 0.41209506198205603, "wilsonLowerBound": 0.4041352650740149 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64311, "officialConfigError": null, "officialConfigValid": true, "successCount": 12099, "successRate": 0.18813266781732518, "wilsonLowerBound": 0.18513076451754554 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 36580, "officialConfigError": null, "officialConfigValid": true, "successCount": 7667, "successRate": 0.20959540732640788, "wilsonLowerBound": 0.20545491711027553 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8459, "officialConfigError": null, "officialConfigValid": true, "successCount": 117, "successRate": 0.013831422153918903, "wilsonLowerBound": 0.01155402067357588 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26814, "officialConfigError": null, "officialConfigValid": true, "successCount": 3293, "successRate": 0.12280898038338181, "wilsonLowerBound": 0.11893432558000089 }, "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": 17935, "officialConfigError": null, "officialConfigValid": true, "successCount": 6886, "successRate": 0.38394201282408696, "wilsonLowerBound": 0.37684973271886396 } }, "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": 56327, "officialConfigError": null, "officialConfigValid": true, "successCount": 14132, "successRate": 0.25089211213094964, "wilsonLowerBound": 0.24732893154996294 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 25814, "officialConfigError": null, "officialConfigValid": true, "successCount": 3337, "successRate": 0.1292709382505617, "wilsonLowerBound": 0.1252332353855563 }, "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": 50409, "officialConfigError": null, "officialConfigValid": true, "successCount": 5771, "successRate": 0.11448352476740264, "wilsonLowerBound": 0.11173331976707672 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 52928, "officialConfigError": null, "officialConfigValid": true, "successCount": 3869, "successRate": 0.07309930471584039, "wilsonLowerBound": 0.07091253457991548 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 95276, "officialConfigError": null, "officialConfigValid": true, "successCount": 24086, "successRate": 0.25280238465090893, "wilsonLowerBound": 0.2500526206964493 }, "llamacpp_opt": { "framework": "llamacpp_opt", "modelCount": 156, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "transformers": { "framework": "transformers", "modelCount": 5720, "officialConfigError": null, "officialConfigValid": true, "successCount": 592, "successRate": 0.1034965034965035, "wilsonLowerBound": 0.09586678778397119 }, "vllm": { "framework": "vllm", "modelCount": 112948, "officialConfigError": null, "officialConfigValid": true, "successCount": 16542, "successRate": 0.1464567765697489, "wilsonLowerBound": 0.14440682165251573 }, "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": 26360, "officialConfigError": null, "officialConfigValid": true, "successCount": 4246, "successRate": 0.1610773899848255, "wilsonLowerBound": 0.1566890870164037 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44658, "officialConfigError": null, "officialConfigValid": true, "successCount": 5810, "successRate": 0.1300998701240539, "wilsonLowerBound": 0.12701147974434038 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8569, "officialConfigError": null, "officialConfigValid": true, "successCount": 840, "successRate": 0.09802777453611856, "wilsonLowerBound": 0.09191077462091168 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 35985, "officialConfigError": null, "officialConfigValid": true, "successCount": 7277, "successRate": 0.20222314853411144, "wilsonLowerBound": 0.19810500204831016 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61587, "officialConfigError": null, "officialConfigValid": true, "successCount": 12431, "successRate": 0.20184454511504052, "wilsonLowerBound": 0.19869315314284686 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 19235, "officialConfigError": null, "officialConfigValid": true, "successCount": 5453, "successRate": 0.28349363140109174, "wilsonLowerBound": 0.27716805317194143 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 16447, "officialConfigError": null, "officialConfigValid": true, "successCount": 3972, "successRate": 0.24150300966741656, "wilsonLowerBound": 0.2350227569737139 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 70104, "officialConfigError": null, "officialConfigValid": true, "successCount": 19248, "successRate": 0.2745635056487504, "wilsonLowerBound": 0.27127218663369984 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1907, "officialConfigError": null, "officialConfigValid": true, "successCount": 1100, "successRate": 0.5768222338751966, "wilsonLowerBound": 0.5545145769172165 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48720, "officialConfigError": null, "officialConfigValid": true, "successCount": 21781, "successRate": 0.4470648604269294, "wilsonLowerBound": 0.4426542662552721 }, "vllm": { "framework": "vllm", "modelCount": 41531, "officialConfigError": null, "officialConfigValid": true, "successCount": 5320, "successRate": 0.12809708410584864, "wilsonLowerBound": 0.12491724143215845 }, "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": 10117, "officialConfigError": null, "officialConfigValid": true, "successCount": 766, "successRate": 0.07571414450924187, "wilsonLowerBound": 0.07071873575009961 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7965, "officialConfigError": null, "officialConfigValid": true, "successCount": 3504, "successRate": 0.439924670433145, "wilsonLowerBound": 0.429054989385029 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7442, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.03292125772641763, "wilsonLowerBound": 0.029102161270079783 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 20472, "officialConfigError": null, "officialConfigValid": true, "successCount": 5797, "successRate": 0.28316725283313793, "wilsonLowerBound": 0.2770366569027875 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 29292, "officialConfigError": null, "officialConfigValid": true, "successCount": 15016, "successRate": 0.5126314352041513, "wilsonLowerBound": 0.5069059785143896 }, "vllm": { "framework": "vllm", "modelCount": 68789, "officialConfigError": null, "officialConfigValid": true, "successCount": 7464, "successRate": 0.10850572039134164, "wilsonLowerBound": 0.10620329826912371 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 14489, "officialConfigError": null, "officialConfigValid": true, "successCount": 2623, "successRate": 0.18103388777693422, "wilsonLowerBound": 0.17484895318860386 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-23T02:53:40.466929+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1087.4415584415583, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.115814307923593, "queueFactor": 0.9589883052414584, "queueWeight": 0.9589883052414584, "recentSuccess": 53, "recentSuccessRate": 0.34415584415584416, "recentTerminal": 154, "recentWilsonLowerBound": 0.27373391810581155, "running": 8, "selectionWeight": 2.0290411773612758, "stale": false, "submissionEligible": true, "throughputPerHour": 25.666666666666668, "waiting": 27911 }, "Ascend_910-b4": { "available": true, "backlogHours": 1464.6766917293232, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.424384774028304, "queueFactor": 0.9170920620715481, "queueWeight": 0.9170920620715481, "recentSuccess": 49, "recentSuccessRate": 0.3684210526315789, "recentTerminal": 133, "recentWilsonLowerBound": 0.2912079039326208, "running": 8, "selectionWeight": 2.2233840316684814, "stale": false, "submissionEligible": true, "throughputPerHour": 22.166666666666668, "waiting": 32467 }, "Biren_166m": { "available": true, "backlogHours": 138.3030303030303, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5434161213722821, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 39, "recentSuccessRate": 0.19696969696969696, "recentTerminal": 198, "recentWilsonLowerBound": 0.1475672429101846, "running": 8, "selectionWeight": 0.7064409577839668, "stale": false, "submissionEligible": true, "throughputPerHour": 33.0, "waiting": 4564 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1377.9493670886077, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.1790154020978799, "queueFactor": 0.9255272520319758, "queueWeight": 0.9255272520319758, "recentSuccess": 12, "recentSuccessRate": 0.1518987341772152, "recentTerminal": 79, "recentWilsonLowerBound": 0.08908180320986644, "running": 7, "selectionWeight": 0.16568363317504997, "stale": false, "submissionEligible": true, "throughputPerHour": 13.166666666666666, "waiting": 18143 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 369.77922077922074, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2680189633456384, "queueFactor": 1.1274124450991545, "queueWeight": 1.1274124450991545, "recentSuccess": 24, "recentSuccessRate": 0.15584415584415584, "recentTerminal": 154, "recentWilsonLowerBound": 0.10701866048479707, "running": 7, "selectionWeight": 0.30216791479844685, "stale": false, "submissionEligible": true, "throughputPerHour": 25.666666666666668, "waiting": 9491 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 59.172413793103445, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.27440991461475983, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 49, "recentSuccessRate": 0.14080459770114942, "recentTerminal": 348, "recentWilsonLowerBound": 0.10817115183410501, "running": 24, "selectionWeight": 0.3567328889991878, "stale": false, "submissionEligible": true, "throughputPerHour": 58.0, "waiting": 3432 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 355.54545454545456, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.33852737623593615, "queueFactor": 1.1340701784097253, "queueWeight": 1.1340701784097253, "recentSuccess": 23, "recentSuccessRate": 0.17424242424242425, "recentTerminal": 132, "recentWilsonLowerBound": 0.11900446899386959, "running": 2, "selectionWeight": 0.38391380196446434, "stale": false, "submissionEligible": true, "throughputPerHour": 22.0, "waiting": 7822 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2614.8648648648646, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.9450807715128833, "queueFactor": 0.840730518393399, "queueWeight": 0.840730518393399, "recentSuccess": 15, "recentSuccessRate": 0.40540540540540543, "recentTerminal": 37, "recentWilsonLowerBound": 0.2634629583994014, "running": 2, "selectionWeight": 1.6352887653510588, "stale": false, "submissionEligible": true, "throughputPerHour": 6.166666666666667, "waiting": 16125 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 328.73493975903614, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.7569951240211203, "queueFactor": 1.147485800556834, "queueWeight": 1.147485800556834, "recentSuccess": 38, "recentSuccessRate": 0.2289156626506024, "recentTerminal": 166, "recentWilsonLowerBound": 0.17156416584910966, "running": 8, "selectionWeight": 0.8686411559049951, "stale": false, "submissionEligible": true, "throughputPerHour": 27.666666666666668, "waiting": 9095 }, "MetaX_c-500": { "available": true, "backlogHours": 617.0892857142857, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.38408266785656003, "queueFactor": 1.0440516860839555, "queueWeight": 1.0440516860839555, "recentSuccess": 21, "recentSuccessRate": 0.1875, "recentTerminal": 112, "recentWilsonLowerBound": 0.12603362094830625, "running": 4, "selectionWeight": 0.40100215697126534, "stale": false, "submissionEligible": true, "throughputPerHour": 18.666666666666668, "waiting": 11519 }, "Mthreads_s4000": { "available": true, "backlogHours": 1877.4285714285713, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8835674055540864, "queueWeight": 0.8835674055540864, "recentSuccess": 33, "recentSuccessRate": 0.39285714285714285, "recentTerminal": 84, "recentWilsonLowerBound": 0.2953018006281275, "running": 4, "selectionWeight": 2.208918513885216, "stale": false, "submissionEligible": true, "throughputPerHour": 14.0, "waiting": 26284 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2329.75, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.8554168523129672, "queueWeight": 0.8554168523129672, "recentSuccess": 4, "recentSuccessRate": 0.08333333333333333, "recentTerminal": 48, "recentWilsonLowerBound": 0.03288322434995555, "running": 2, "selectionWeight": 0.04277084261564836, "stale": false, "submissionEligible": false, "throughputPerHour": 8.0, "waiting": 18638 }, "Vastai_va16": { "available": true, "backlogHours": 638.0350877192982, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 1.361854104569048, "queueFactor": 1.0388372539702702, "queueWeight": 1.0388372539702702, "recentSuccess": 49, "recentSuccessRate": 0.28654970760233917, "recentTerminal": 171, "recentWilsonLowerBound": 0.224054009600026, "running": 16, "selectionWeight": 1.4147447782986509, "stale": false, "submissionEligible": true, "throughputPerHour": 28.5, "waiting": 18184 }, "hygon_k100-ai": { "available": true, "backlogHours": 1007.0612244897959, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.7466827257649578, "queueFactor": 0.9700984681714651, "queueWeight": 0.9700984681714651, "recentSuccess": 34, "recentSuccessRate": 0.23129251700680273, "recentTerminal": 147, "recentWilsonLowerBound": 0.17049783388893872, "running": 6, "selectionWeight": 0.7243557684746796, "stale": false, "submissionEligible": true, "throughputPerHour": 24.5, "waiting": 24673 } }, "queueAttemptedAt": "2026-10-23T02:44:45.762987+00:00", "queueError": null, "queueUpdatedAt": "2026-10-23T02:44:45.762987+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 }