{ "communityAttemptedAt": "2026-10-21T19:43:03.468238+00:00", "communityError": "ModelHubAPIError: 分页大小不能超过100", "communitySample": {}, "communityUpdatedAt": null, "frameworkAttemptedAt": "2026-10-21T19:47:28.036282+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 43814, "officialConfigError": null, "officialConfigValid": true, "successCount": 22067, "successRate": 0.5036518007942666, "wilsonLowerBound": 0.49896993778506665 }, "vllm": { "framework": "vllm", "modelCount": 58328, "officialConfigError": null, "officialConfigValid": true, "successCount": 15551, "successRate": 0.26661294746948294, "wilsonLowerBound": 0.2630398054225495 }, "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": 5443, "officialConfigError": null, "officialConfigValid": true, "successCount": 1749, "successRate": 0.3213301488149917, "wilsonLowerBound": 0.3090536086185641 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 38837, "officialConfigError": null, "officialConfigValid": true, "successCount": 18617, "successRate": 0.47936246363004353, "wilsonLowerBound": 0.4743961621360653 }, "vllm": { "framework": "vllm", "modelCount": 40677, "officialConfigError": null, "officialConfigValid": true, "successCount": 11116, "successRate": 0.27327482361039407, "wilsonLowerBound": 0.2689656013912448 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14414, "officialConfigError": null, "officialConfigValid": true, "successCount": 5950, "successRate": 0.4127931178021368, "wilsonLowerBound": 0.4047798056634945 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64296, "officialConfigError": null, "officialConfigValid": true, "successCount": 12098, "successRate": 0.18816100535025507, "wilsonLowerBound": 0.18515857763235252 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 35795, "officialConfigError": null, "officialConfigValid": true, "successCount": 7518, "successRate": 0.21002933370582483, "wilsonLowerBound": 0.20584077712610285 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8411, "officialConfigError": null, "officialConfigValid": true, "successCount": 117, "successRate": 0.013910355486862442, "wilsonLowerBound": 0.011620026917826536 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26795, "officialConfigError": null, "officialConfigValid": true, "successCount": 3291, "successRate": 0.12282142190707221, "wilsonLowerBound": 0.11894523977986893 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16524, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10142822561123215, "wilsonLowerBound": 0.09691732820979243 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 17700, "officialConfigError": null, "officialConfigValid": true, "successCount": 6807, "successRate": 0.38457627118644067, "wilsonLowerBound": 0.37743487961256816 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24832, "officialConfigError": null, "officialConfigValid": true, "successCount": 3810, "successRate": 0.15343105670103094, "wilsonLowerBound": 0.1490020070522579 }, "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": 55780, "officialConfigError": null, "officialConfigValid": true, "successCount": 14014, "successRate": 0.25123700250986014, "wilsonLowerBound": 0.24765481120697283 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 25493, "officialConfigError": null, "officialConfigValid": true, "successCount": 3274, "successRate": 0.12842741144627937, "wilsonLowerBound": 0.12437630940159929 }, "vllm": { "framework": "vllm", "modelCount": 87130, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.11215425226672787, "wilsonLowerBound": 0.11007601551547098 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 49820, "officialConfigError": null, "officialConfigValid": true, "successCount": 5691, "successRate": 0.11423123243677238, "wilsonLowerBound": 0.11146769513194334 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 52235, "officialConfigError": null, "officialConfigValid": true, "successCount": 3804, "successRate": 0.07282473437350435, "wilsonLowerBound": 0.0706275961941207 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 95131, "officialConfigError": null, "officialConfigValid": true, "successCount": 24020, "successRate": 0.25249392942363685, "wilsonLowerBound": 0.2497432064770885 }, "llamacpp_opt": { "framework": "llamacpp_opt", "modelCount": 153, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "transformers": { "framework": "transformers", "modelCount": 5697, "officialConfigError": null, "officialConfigValid": true, "successCount": 591, "successRate": 0.10373880989994734, "wilsonLowerBound": 0.09608590386261463 }, "vllm": { "framework": "vllm", "modelCount": 112920, "officialConfigError": null, "officialConfigValid": true, "successCount": 16540, "successRate": 0.14647538080056677, "wilsonLowerBound": 0.1444250641065082 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 318, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.0031446540880503146, "wilsonLowerBound": 0.0005553102238291179 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 26078, "officialConfigError": null, "officialConfigValid": true, "successCount": 4189, "successRate": 0.16063348416289594, "wilsonLowerBound": 0.15622682369143076 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44396, "officialConfigError": null, "officialConfigValid": true, "successCount": 5730, "successRate": 0.1290656815929363, "wilsonLowerBound": 0.1259789836116967 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8506, "officialConfigError": null, "officialConfigValid": true, "successCount": 822, "successRate": 0.09663766752880319, "wilsonLowerBound": 0.09053943189052821 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 35810, "officialConfigError": null, "officialConfigValid": true, "successCount": 7221, "successRate": 0.20164758447361072, "wilsonLowerBound": 0.19752395310936283 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61569, "officialConfigError": null, "officialConfigValid": true, "successCount": 12431, "successRate": 0.20190355536065227, "wilsonLowerBound": 0.1987513556481827 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18721, "officialConfigError": null, "officialConfigValid": true, "successCount": 5308, "successRate": 0.28353186261417657, "wilsonLowerBound": 0.27712037554120444 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 16312, "officialConfigError": null, "officialConfigValid": true, "successCount": 3944, "successRate": 0.24178518881804806, "wilsonLowerBound": 0.23527575104072354 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 69799, "officialConfigError": null, "officialConfigValid": true, "successCount": 19185, "successRate": 0.27486067135632314, "wilsonLowerBound": 0.27156106752430575 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1792, "officialConfigError": null, "officialConfigValid": true, "successCount": 1052, "successRate": 0.5870535714285714, "wilsonLowerBound": 0.564094241711994 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48642, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.4467332757699108, "wilsonLowerBound": 0.44231949120788105 }, "vllm": { "framework": "vllm", "modelCount": 41330, "officialConfigError": null, "officialConfigValid": true, "successCount": 5263, "successRate": 0.12734091458988628, "wilsonLowerBound": 0.12416163253334184 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1258, "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": 10114, "officialConfigError": null, "officialConfigValid": true, "successCount": 766, "successRate": 0.07573660272889064, "wilsonLowerBound": 0.07073976685401544 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7879, "officialConfigError": null, "officialConfigValid": true, "successCount": 3470, "successRate": 0.44041121969793123, "wilsonLowerBound": 0.42948103352572764 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7434, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.03295668549905838, "wilsonLowerBound": 0.02913353714568315 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 19874, "officialConfigError": null, "officialConfigValid": true, "successCount": 5627, "successRate": 0.2831337425782429, "wilsonLowerBound": 0.27691245731808106 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 29199, "officialConfigError": null, "officialConfigValid": true, "successCount": 14965, "successRate": 0.5125175519709579, "wilsonLowerBound": 0.506782965307156 }, "vllm": { "framework": "vllm", "modelCount": 68589, "officialConfigError": null, "officialConfigValid": true, "successCount": 7421, "successRate": 0.10819519164880666, "wilsonLowerBound": 0.10589239223226202 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 14401, "officialConfigError": null, "officialConfigValid": true, "successCount": 2590, "successRate": 0.17984862162349838, "wilsonLowerBound": 0.17366147386090364 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-21T19:47:28.036282+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1098.3506493506493, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.8005252247899866, "queueFactor": 0.9836840363702961, "queueWeight": 0.9836840363702961, "recentSuccess": 35, "recentSuccessRate": 0.22727272727272727, "recentTerminal": 154, "recentWilsonLowerBound": 0.16819628437818135, "running": 8, "selectionWeight": 0.7874638843376526, "stale": false, "submissionEligible": true, "throughputPerHour": 25.666666666666668, "waiting": 28191 }, "Ascend_910-b4": { "available": true, "backlogHours": 1331.4285714285713, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.8072928628949945, "queueFactor": 0.9556945169283573, "queueWeight": 0.9556945169283573, "recentSuccess": 46, "recentSuccessRate": 0.3129251700680272, "recentTerminal": 147, "recentWilsonLowerBound": 0.24353870595770505, "running": 8, "selectionWeight": 1.7272198795524996, "stale": false, "submissionEligible": true, "throughputPerHour": 24.5, "waiting": 32620 }, "Biren_166m": { "available": true, "backlogHours": 115.74683544303798, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.052089973366964554, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 18, "recentSuccessRate": 0.0759493670886076, "recentTerminal": 237, "recentWilsonLowerBound": 0.0485784068301059, "running": 8, "selectionWeight": 0.06771696537705392, "stale": false, "submissionEligible": false, "throughputPerHour": 39.5, "waiting": 4572 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 983.8918918918919, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.1721144535118614, "queueFactor": 1.0000568016914142, "queueWeight": 1.0000568016914142, "recentSuccess": 15, "recentSuccessRate": 0.13513513513513514, "recentTerminal": 111, "recentWilsonLowerBound": 0.0836336573096917, "running": 7, "selectionWeight": 0.1721242299039377, "stale": false, "submissionEligible": true, "throughputPerHour": 18.5, "waiting": 18202 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 357.4024390243903, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.25701415926691945, "queueFactor": 1.1641076638841366, "queueWeight": 1.1641076638841366, "recentSuccess": 24, "recentSuccessRate": 0.14634146341463414, "recentTerminal": 164, "recentWilsonLowerBound": 0.10035418805722283, "running": 7, "selectionWeight": 0.299192152529359, "stale": false, "submissionEligible": true, "throughputPerHour": 27.333333333333332, "waiting": 9769 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 85.08487084870849, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 13, "recentSuccessRate": 0.04797047970479705, "recentTerminal": 271, "recentWilsonLowerBound": 0.028245236291175896, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 45.166666666666664, "waiting": 3843 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 207.31914893617022, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.3087488995611996, "queueFactor": 1.2631963514301479, "queueWeight": 1.2631963514301479, "recentSuccess": 35, "recentSuccessRate": 0.14893617021276595, "recentTerminal": 235, "recentWilsonLowerBound": 0.10907853724355958, "running": 5, "selectionWeight": 0.39001048343378053, "stale": false, "submissionEligible": true, "throughputPerHour": 39.166666666666664, "waiting": 8120 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2690.5, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.878370652084052, "queueFactor": 0.8599868801390596, "queueWeight": 0.8599868801390596, "recentSuccess": 14, "recentSuccessRate": 0.3888888888888889, "recentTerminal": 36, "recentWilsonLowerBound": 0.24784655417822946, "running": 2, "selectionWeight": 1.6153741168305347, "stale": false, "submissionEligible": true, "throughputPerHour": 6.0, "waiting": 16143 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 418.5882352941176, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5361553697254383, "queueFactor": 1.1368383680180965, "queueWeight": 1.1368383680180965, "recentSuccess": 27, "recentSuccessRate": 0.19852941176470587, "recentTerminal": 136, "recentWilsonLowerBound": 0.14018035078929256, "running": 8, "selectionWeight": 0.6095219955228064, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 9488 }, "MetaX_c-500": { "available": true, "backlogHours": 479.75342465753425, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.2644513725638135, "queueFactor": 1.1138175655110487, "queueWeight": 1.1138175655110487, "recentSuccess": 22, "recentSuccessRate": 0.1506849315068493, "recentTerminal": 146, "recentWilsonLowerBound": 0.1016638993381026, "running": 4, "selectionWeight": 0.2945505839850821, "stale": false, "submissionEligible": true, "throughputPerHour": 24.333333333333332, "waiting": 11674 }, "Mthreads_s4000": { "available": true, "backlogHours": 2862.327272727273, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5659167287451826, "queueFactor": 0.8520378384103058, "queueWeight": 0.8520378384103058, "recentSuccess": 13, "recentSuccessRate": 0.23636363636363636, "recentTerminal": 55, "recentWilsonLowerBound": 0.1436652158745749, "running": 4, "selectionWeight": 0.4821824662802768, "stale": false, "submissionEligible": true, "throughputPerHour": 9.166666666666666, "waiting": 26238 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 1462.657894736842, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.06657716375911332, "queueFactor": 0.9423133876168148, "queueWeight": 0.9423133876168148, "recentSuccess": 8, "recentSuccessRate": 0.10526315789473684, "recentTerminal": 76, "recentWilsonLowerBound": 0.05431061260701798, "running": 2, "selectionWeight": 0.06273655271976951, "stale": false, "submissionEligible": true, "throughputPerHour": 12.666666666666666, "waiting": 18527 }, "Vastai_va16": { "available": true, "backlogHours": 984.637168141593, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9999432230337985, "queueWeight": 0.9999432230337985, "recentSuccess": 5, "recentSuccessRate": 0.04424778761061947, "recentTerminal": 113, "recentWilsonLowerBound": 0.01904558773004934, "running": 16, "selectionWeight": 0.04999716115168992, "stale": false, "submissionEligible": false, "throughputPerHour": 18.833333333333332, "waiting": 18544 }, "hygon_k100-ai": { "available": true, "backlogHours": 1391.5471698113206, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.5, "queueFactor": 0.9493843871145375, "queueWeight": 0.9493843871145375, "recentSuccess": 39, "recentSuccessRate": 0.36792452830188677, "recentTerminal": 106, "recentWilsonLowerBound": 0.28224006573304644, "running": 6, "selectionWeight": 2.373460967786344, "stale": false, "submissionEligible": true, "throughputPerHour": 17.666666666666668, "waiting": 24584 } }, "queueAttemptedAt": "2026-10-21T19:38:01.567198+00:00", "queueError": null, "queueUpdatedAt": "2026-10-21T19:38:01.567198+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "Ascend_910-b3", "Ascend_910-b4", "hygon_k100-ai", "Biren_166m", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }