{ "communityAttemptedAt": "2026-10-24T05:43:41.381557+00:00", "communityError": "ModelHubAPIError: 分页大小不能超过100", "communitySample": {}, "communityUpdatedAt": null, "frameworkAttemptedAt": "2026-10-24T04:48:20.957433+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 44107, "officialConfigError": null, "officialConfigValid": true, "successCount": 22247, "successRate": 0.5043870587435101, "wilsonLowerBound": 0.49972076313082037 }, "vllm": { "framework": "vllm", "modelCount": 58738, "officialConfigError": null, "officialConfigValid": true, "successCount": 15655, "successRate": 0.26652252374953184, "wilsonLowerBound": 0.26296221187014607 }, "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": 5732, "officialConfigError": null, "officialConfigValid": true, "successCount": 1853, "successRate": 0.3232728541521284, "wilsonLowerBound": 0.3112860816804616 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 39191, "officialConfigError": null, "officialConfigValid": true, "successCount": 18872, "successRate": 0.481539128881631, "wilsonLowerBound": 0.4765942399383325 }, "vllm": { "framework": "vllm", "modelCount": 40967, "officialConfigError": null, "officialConfigValid": true, "successCount": 11210, "successRate": 0.2736348768521005, "wilsonLowerBound": 0.2693390516469368 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14806, "officialConfigError": null, "officialConfigValid": true, "successCount": 6090, "successRate": 0.4113197352424693, "wilsonLowerBound": 0.4034175024222158 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64322, "officialConfigError": null, "officialConfigValid": true, "successCount": 12100, "successRate": 0.18811604116787414, "wilsonLowerBound": 0.18511449648777556 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 37097, "officialConfigError": null, "officialConfigValid": true, "successCount": 7743, "successRate": 0.2087230773377901, "wilsonLowerBound": 0.20461776421575836 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8476, "officialConfigError": null, "officialConfigValid": true, "successCount": 117, "successRate": 0.013803680981595092, "wilsonLowerBound": 0.011530822923635848 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26825, "officialConfigError": null, "officialConfigValid": true, "successCount": 3294, "successRate": 0.12279589934762349, "wilsonLowerBound": 0.11892220974244114 }, "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": 18131, "officialConfigError": null, "officialConfigValid": true, "successCount": 6954, "successRate": 0.3835419998896917, "wilsonLowerBound": 0.37648949313393637 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24852, "officialConfigError": null, "officialConfigValid": true, "successCount": 3811, "successRate": 0.1533478190890069, "wilsonLowerBound": 0.1489215383506127 }, "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": 56738, "officialConfigError": null, "officialConfigValid": true, "successCount": 14228, "successRate": 0.25076668194155594, "wilsonLowerBound": 0.24721697001606271 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 26444, "officialConfigError": null, "officialConfigValid": true, "successCount": 3508, "successRate": 0.13265769172591135, "wilsonLowerBound": 0.12862259199024262 }, "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": 50507, "officialConfigError": null, "officialConfigValid": true, "successCount": 5775, "successRate": 0.1143405864533629, "wilsonLowerBound": 0.1115945432045056 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 53178, "officialConfigError": null, "officialConfigValid": true, "successCount": 3873, "successRate": 0.07283086990860882, "wilsonLowerBound": 0.07065293873197848 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 95342, "officialConfigError": null, "officialConfigValid": true, "successCount": 24121, "successRate": 0.2529944830190262, "wilsonLowerBound": 0.2502449666290856 }, "llamacpp_opt": { "framework": "llamacpp_opt", "modelCount": 156, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "transformers": { "framework": "transformers", "modelCount": 5986, "officialConfigError": null, "officialConfigValid": true, "successCount": 606, "successRate": 0.10123621784163048, "wilsonLowerBound": 0.09384863983349423 }, "vllm": { "framework": "vllm", "modelCount": 112964, "officialConfigError": null, "officialConfigValid": true, "successCount": 16543, "successRate": 0.14644488509613682, "wilsonLowerBound": 0.1443951442524412 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 345, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.002898550724637681, "wilsonLowerBound": 0.0005118355816843662 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 26419, "officialConfigError": null, "officialConfigValid": true, "successCount": 4250, "successRate": 0.16086907150157084, "wilsonLowerBound": 0.1564879631410592 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44702, "officialConfigError": null, "officialConfigValid": true, "successCount": 5814, "successRate": 0.1300612947966534, "wilsonLowerBound": 0.12697480560074229 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8602, "officialConfigError": null, "officialConfigValid": true, "successCount": 841, "successRate": 0.09776796093931643, "wilsonLowerBound": 0.09166990239994081 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 36155, "officialConfigError": null, "officialConfigValid": true, "successCount": 7334, "successRate": 0.20284884524961969, "wilsonLowerBound": 0.1987354774247501 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61601, "officialConfigError": null, "officialConfigValid": true, "successCount": 12431, "successRate": 0.2017986720994789, "wilsonLowerBound": 0.19864790809222443 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 19605, "officialConfigError": null, "officialConfigValid": true, "successCount": 5533, "successRate": 0.282223922468758, "wilsonLowerBound": 0.2759667191357774 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 16555, "officialConfigError": null, "officialConfigValid": true, "successCount": 3994, "successRate": 0.24125641800060404, "wilsonLowerBound": 0.23479946444651997 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 70318, "officialConfigError": null, "officialConfigValid": true, "successCount": 19304, "successRate": 0.27452430387667454, "wilsonLowerBound": 0.27123812646443796 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2015, "officialConfigError": null, "officialConfigValid": true, "successCount": 1156, "successRate": 0.573697270471464, "wilsonLowerBound": 0.551983833716572 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48843, "officialConfigError": null, "officialConfigValid": true, "successCount": 21872, "successRate": 0.4478021415555965, "wilsonLowerBound": 0.4433963495795846 }, "vllm": { "framework": "vllm", "modelCount": 41698, "officialConfigError": null, "officialConfigValid": true, "successCount": 5367, "successRate": 0.12871120917070364, "wilsonLowerBound": 0.12553106898750058 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1312, "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": 10118, "officialConfigError": null, "officialConfigValid": true, "successCount": 766, "successRate": 0.07570666139553271, "wilsonLowerBound": 0.0707117281609319 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 8029, "officialConfigError": null, "officialConfigValid": true, "successCount": 3525, "successRate": 0.4390335035496326, "wilsonLowerBound": 0.4282098966781118 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7450, "officialConfigError": null, "officialConfigValid": true, "successCount": 248, "successRate": 0.03328859060402684, "wilsonLowerBound": 0.029449519913812738 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 20958, "officialConfigError": null, "officialConfigValid": true, "successCount": 5962, "successRate": 0.2844737093234087, "wilsonLowerBound": 0.27840541516058365 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 29384, "officialConfigError": null, "officialConfigValid": true, "successCount": 15070, "successRate": 0.5128641437517016, "wilsonLowerBound": 0.5071476960096679 }, "vllm": { "framework": "vllm", "modelCount": 68999, "officialConfigError": null, "officialConfigValid": true, "successCount": 7498, "successRate": 0.10866824156871839, "wilsonLowerBound": 0.10636775823659539 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 14579, "officialConfigError": null, "officialConfigValid": true, "successCount": 2654, "successRate": 0.18204266410590575, "wilsonLowerBound": 0.1758627995944002 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-24T05:47:11.958978+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1111.32, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.039794571178094, "queueFactor": 0.9702986444874979, "queueWeight": 0.9702986444874979, "recentSuccess": 53, "recentSuccessRate": 0.35333333333333333, "recentTerminal": 150, "recentWilsonLowerBound": 0.28137142404545956, "running": 9, "selectionWeight": 1.9792099074470615, "stale": false, "submissionEligible": true, "throughputPerHour": 25.0, "waiting": 27783 }, "Ascend_910-b4": { "available": true, "backlogHours": 1334.2191780821918, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.944054827477328, "queueWeight": 0.944054827477328, "recentSuccess": 56, "recentSuccessRate": 0.3835616438356164, "recentTerminal": 146, "recentWilsonLowerBound": 0.3086318239516028, "running": 8, "selectionWeight": 2.3601370686933203, "stale": false, "submissionEligible": true, "throughputPerHour": 24.333333333333332, "waiting": 32466 }, "Biren_166m": { "available": true, "backlogHours": 168.86274509803923, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.17253772272808754, "queueFactor": 1.2872153718729762, "queueWeight": 1.2872153718729762, "recentSuccess": 21, "recentSuccessRate": 0.13725490196078433, "recentTerminal": 153, "recentWilsonLowerBound": 0.09155625124127832, "running": 8, "selectionWeight": 0.22209320892355167, "stale": false, "submissionEligible": true, "throughputPerHour": 25.5, "waiting": 4306 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1672.0615384615385, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.19685488430939604, "queueFactor": 0.9126272993213845, "queueWeight": 0.9126272993213845, "recentSuccess": 11, "recentSuccessRate": 0.16923076923076924, "recentTerminal": 65, "recentWilsonLowerBound": 0.09721118666132768, "running": 7, "selectionWeight": 0.1796551414255077, "stale": false, "submissionEligible": true, "throughputPerHour": 10.833333333333334, "waiting": 18114 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 441.9047619047619, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3412310832236575, "queueFactor": 1.1142483303389754, "queueWeight": 1.1142483303389754, "recentSuccess": 23, "recentSuccessRate": 0.18253968253968253, "recentTerminal": 126, "recentWilsonLowerBound": 0.12482691576112777, "running": 7, "selectionWeight": 0.3802161647417204, "stale": false, "submissionEligible": true, "throughputPerHour": 21.0, "waiting": 9280 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 75.62790697674419, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.5602641319777557, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 67, "recentSuccessRate": 0.19476744186046513, "recentTerminal": 344, "recentWilsonLowerBound": 0.15638387970205678, "running": 25, "selectionWeight": 0.7283433715710824, "stale": false, "submissionEligible": true, "throughputPerHour": 57.333333333333336, "waiting": 4336 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 399.0, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.05, "queueFactor": 1.1314499819772115, "queueWeight": 1.1314499819772115, "recentSuccess": 6, "recentSuccessRate": 0.05, "recentTerminal": 120, "recentWilsonLowerBound": 0.023114049304474242, "running": 3, "selectionWeight": 0.05657249909886058, "stale": false, "submissionEligible": false, "throughputPerHour": 20.0, "waiting": 7980 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2347.0243902439024, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.7274241898852586, "queueFactor": 0.8673685156753046, "queueWeight": 0.8673685156753046, "recentSuccess": 12, "recentSuccessRate": 0.2926829268292683, "recentTerminal": 41, "recentWilsonLowerBound": 0.17609017633058882, "running": 2, "selectionWeight": 0.6309448398470877, "stale": false, "submissionEligible": true, "throughputPerHour": 6.833333333333333, "waiting": 16038 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 382.1870503597122, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.12051920929101712, "queueFactor": 1.1387801779464004, "queueWeight": 1.1387801779464004, "recentSuccess": 17, "recentSuccessRate": 0.1223021582733813, "recentTerminal": 139, "recentWilsonLowerBound": 0.0777780748804609, "running": 8, "selectionWeight": 0.13724488660238393, "stale": false, "submissionEligible": true, "throughputPerHour": 23.166666666666668, "waiting": 8854 }, "MetaX_c-500": { "available": true, "backlogHours": 627.3027522935779, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.47388134760054257, "queueFactor": 1.0572062337449566, "queueWeight": 1.0572062337449566, "recentSuccess": 23, "recentSuccessRate": 0.21100917431192662, "recentTerminal": 109, "recentWilsonLowerBound": 0.1449225546231727, "running": 4, "selectionWeight": 0.5009903147387542, "stale": false, "submissionEligible": true, "throughputPerHour": 18.166666666666668, "waiting": 11396 }, "Mthreads_s4000": { "available": true, "backlogHours": 2189.6666666666665, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.7117182249139187, "queueFactor": 0.8764448493552033, "queueWeight": 0.8764448493552033, "recentSuccess": 26, "recentSuccessRate": 0.3611111111111111, "recentTerminal": 72, "recentWilsonLowerBound": 0.25981514475687584, "running": 4, "selectionWeight": 1.5002266217732354, "stale": false, "submissionEligible": true, "throughputPerHour": 12.0, "waiting": 26276 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3396.909090909091, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.3625645737709826, "queueFactor": 0.820575801380602, "queueWeight": 0.820575801380602, "recentSuccess": 8, "recentSuccessRate": 0.24242424242424243, "recentTerminal": 33, "recentWilsonLowerBound": 0.12831561346647294, "running": 2, "selectionWeight": 0.2975117156743405, "stale": false, "submissionEligible": true, "throughputPerHour": 5.5, "waiting": 18683 }, "Vastai_va16": { "available": true, "backlogHours": 706.5882352941177, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.9442794789803023, "queueFactor": 1.038499600695872, "queueWeight": 1.038499600695872, "recentSuccess": 40, "recentSuccessRate": 0.26143790849673204, "recentTerminal": 153, "recentWilsonLowerBound": 0.19826267080660487, "running": 16, "selectionWeight": 0.9806338618663499, "stale": false, "submissionEligible": true, "throughputPerHour": 25.5, "waiting": 18018 }, "hygon_k100-ai": { "available": true, "backlogHours": 1167.9212598425197, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.6216735530325419, "queueFactor": 0.9630952914309057, "queueWeight": 0.9630952914309057, "recentSuccess": 29, "recentSuccessRate": 0.2283464566929134, "recentTerminal": 127, "recentWilsonLowerBound": 0.1639546004005844, "running": 6, "selectionWeight": 0.5987308717327625, "stale": false, "submissionEligible": true, "throughputPerHour": 21.166666666666668, "waiting": 24721 } }, "queueAttemptedAt": "2026-10-24T05:41:52.458119+00:00", "queueError": null, "queueUpdatedAt": "2026-10-24T05:41:52.458119+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 }