{ "communityAttemptedAt": "2026-10-23T03:22:06.348231+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": "2026-10-23T03:24:23.058581+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1123.771812080537, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.9517813206786236, "queueFactor": 0.9612763037476948, "queueWeight": 0.9612763037476948, "recentSuccess": 51, "recentSuccessRate": 0.3422818791946309, "recentTerminal": 149, "recentWilsonLowerBound": 0.27091927381871844, "running": 8, "selectionWeight": 1.8762011336657416, "stale": false, "submissionEligible": true, "throughputPerHour": 24.833333333333332, "waiting": 27907 }, "Ascend_910-b4": { "available": true, "backlogHours": 1521.84375, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9185323303198405, "queueWeight": 0.9185323303198405, "recentSuccess": 49, "recentSuccessRate": 0.3828125, "recentTerminal": 128, "recentWilsonLowerBound": 0.3031848964440972, "running": 8, "selectionWeight": 2.2963308257996013, "stale": false, "submissionEligible": true, "throughputPerHour": 21.333333333333332, "waiting": 32466 }, "Biren_166m": { "available": true, "backlogHours": 141.32642487046633, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.47418139641464285, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 37, "recentSuccessRate": 0.19170984455958548, "recentTerminal": 193, "recentWilsonLowerBound": 0.14240583708607246, "running": 8, "selectionWeight": 0.6164358153390357, "stale": false, "submissionEligible": true, "throughputPerHour": 32.166666666666664, "waiting": 4546 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1360.2749999999999, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.12807383941011416, "queueFactor": 0.9341270523011672, "queueWeight": 0.9341270523011672, "recentSuccess": 11, "recentSuccessRate": 0.1375, "recentTerminal": 80, "recentWilsonLowerBound": 0.07854633679551143, "running": 7, "selectionWeight": 0.119637238085063, "stale": false, "submissionEligible": true, "throughputPerHour": 13.333333333333334, "waiting": 18137 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 372.19607843137254, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2861550145941953, "queueFactor": 1.1345775553571162, "queueWeight": 1.1345775553571162, "recentSuccess": 25, "recentSuccessRate": 0.16339869281045752, "recentTerminal": 153, "recentWilsonLowerBound": 0.11319476938675144, "running": 7, "selectionWeight": 0.324665056911462, "stale": false, "submissionEligible": true, "throughputPerHour": 25.5, "waiting": 9491 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 61.27164179104477, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.22721528556895682, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 45, "recentSuccessRate": 0.13432835820895522, "recentTerminal": 335, "recentWilsonLowerBound": 0.10192890332613548, "running": 24, "selectionWeight": 0.2953798712396439, "stale": false, "submissionEligible": true, "throughputPerHour": 55.833333333333336, "waiting": 3421 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 345.2205882352941, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.26504911390357616, "queueFactor": 1.1474544476036048, "queueWeight": 1.1474544476036048, "recentSuccess": 22, "recentSuccessRate": 0.16176470588235295, "recentTerminal": 136, "recentWilsonLowerBound": 0.10932043649705381, "running": 0, "selectionWeight": 0.3041317845820529, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 7825 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2418.45, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.251208093968176, "queueFactor": 0.8568787838621686, "queueWeight": 0.8568787838621686, "recentSuccess": 14, "recentSuccessRate": 0.35, "recentTerminal": 40, "recentWilsonLowerBound": 0.22134333171049148, "running": 2, "selectionWeight": 1.0721336699179527, "stale": false, "submissionEligible": true, "throughputPerHour": 6.666666666666667, "waiting": 16123 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 301.22651933701655, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6705372397893312, "queueFactor": 1.1711593132757123, "queueWeight": 1.1711593132757123, "recentSuccess": 40, "recentSuccessRate": 0.22099447513812154, "recentTerminal": 181, "recentWilsonLowerBound": 0.16669672197528215, "running": 8, "selectionWeight": 0.7853059332774648, "stale": false, "submissionEligible": true, "throughputPerHour": 30.166666666666668, "waiting": 9087 }, "MetaX_c-500": { "available": true, "backlogHours": 590.6153846153846, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.2876831886707926, "queueFactor": 1.0586544894133505, "queueWeight": 1.0586544894133505, "recentSuccess": 20, "recentSuccessRate": 0.17094017094017094, "recentTerminal": 117, "recentWilsonLowerBound": 0.11346914397542024, "running": 4, "selectionWeight": 0.30455709921508256, "stale": false, "submissionEligible": true, "throughputPerHour": 19.5, "waiting": 11517 }, "Mthreads_s4000": { "available": true, "backlogHours": 1923.9512195121952, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.496153285109232, "queueFactor": 0.8867901251637494, "queueWeight": 0.8867901251637494, "recentSuccess": 33, "recentSuccessRate": 0.4024390243902439, "recentTerminal": 82, "recentWilsonLowerBound": 0.30297275905176574, "running": 4, "selectionWeight": 2.2135640841299202, "stale": false, "submissionEligible": true, "throughputPerHour": 13.666666666666666, "waiting": 26294 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2109.962264150943, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.8745985513332503, "queueWeight": 0.8745985513332503, "recentSuccess": 5, "recentSuccessRate": 0.09433962264150944, "recentTerminal": 53, "recentWilsonLowerBound": 0.04097203744189685, "running": 2, "selectionWeight": 0.04372992756666252, "stale": false, "submissionEligible": false, "throughputPerHour": 8.833333333333334, "waiting": 18638 }, "Vastai_va16": { "available": true, "backlogHours": 630.6589595375723, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 1.1248451348836068, "queueFactor": 1.0482883790366524, "queueWeight": 1.0482883790366524, "recentSuccess": 47, "recentSuccessRate": 0.27167630057803466, "recentTerminal": 173, "recentWilsonLowerBound": 0.21088695231531873, "running": 16, "selectionWeight": 1.1791620831144007, "stale": false, "submissionEligible": true, "throughputPerHour": 28.833333333333332, "waiting": 18184 }, "hygon_k100-ai": { "available": true, "backlogHours": 1096.6222222222223, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.46574802485244515, "queueFactor": 0.9648091210869707, "queueWeight": 0.9648091210869707, "recentSuccess": 27, "recentSuccessRate": 0.2, "recentTerminal": 135, "recentWilsonLowerBound": 0.14124897201731929, "running": 6, "selectionWeight": 0.4493579425058802, "stale": false, "submissionEligible": true, "throughputPerHour": 22.5, "waiting": 24674 } }, "queueAttemptedAt": "2026-10-23T03:16:04.863947+00:00", "queueError": null, "queueUpdatedAt": "2026-10-23T03:16:04.863947+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 }