{ "communityAttemptedAt": "2026-10-21T14:29:40.865276+00:00", "communityError": "ModelHubAPIError: 分页大小不能超过100", "communitySample": {}, "communityUpdatedAt": null, "frameworkAttemptedAt": "2026-10-21T10:15:42.346771+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 43763, "officialConfigError": null, "officialConfigValid": true, "successCount": 22031, "successRate": 0.5034161277791742, "wilsonLowerBound": 0.49873154265155095 }, "vllm": { "framework": "vllm", "modelCount": 58284, "officialConfigError": null, "officialConfigValid": true, "successCount": 15548, "successRate": 0.26676274792395854, "wilsonLowerBound": 0.26318761183688216 }, "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": 5395, "officialConfigError": null, "officialConfigValid": true, "successCount": 1722, "successRate": 0.3191844300278035, "wilsonLowerBound": 0.3068775521890536 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 38752, "officialConfigError": null, "officialConfigValid": true, "successCount": 18555, "successRate": 0.4788139966969447, "wilsonLowerBound": 0.47384253725764014 }, "vllm": { "framework": "vllm", "modelCount": 40653, "officialConfigError": null, "officialConfigValid": true, "successCount": 11111, "successRate": 0.2733131626202248, "wilsonLowerBound": 0.2690024818115708 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14343, "officialConfigError": null, "officialConfigValid": true, "successCount": 5932, "successRate": 0.4135815380324897, "wilsonLowerBound": 0.40554599448252066 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64292, "officialConfigError": null, "officialConfigValid": true, "successCount": 12098, "successRate": 0.1881727120014932, "wilsonLowerBound": 0.18517011857684465 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 35628, "officialConfigError": null, "officialConfigValid": true, "successCount": 7474, "successRate": 0.20977882564275288, "wilsonLowerBound": 0.20558241714842168 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8399, "officialConfigError": null, "officialConfigValid": true, "successCount": 117, "successRate": 0.013930229789260626, "wilsonLowerBound": 0.011636646486287977 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26793, "officialConfigError": null, "officialConfigValid": true, "successCount": 3291, "successRate": 0.12283059007949837, "wilsonLowerBound": 0.11895413787055145 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16523, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10143436421957272, "wilsonLowerBound": 0.09692320816306216 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 17621, "officialConfigError": null, "officialConfigValid": true, "successCount": 6780, "successRate": 0.38476817433743826, "wilsonLowerBound": 0.3776101384139995 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24830, "officialConfigError": null, "officialConfigValid": true, "successCount": 3809, "successRate": 0.15340314136125655, "wilsonLowerBound": 0.14897425364136496 }, "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": 55629, "officialConfigError": null, "officialConfigValid": true, "successCount": 13982, "successRate": 0.25134372359740426, "wilsonLowerBound": 0.24775618148196743 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 25439, "officialConfigError": null, "officialConfigValid": true, "successCount": 3259, "successRate": 0.12811038169739378, "wilsonLowerBound": 0.12405941895773441 }, "vllm": { "framework": "vllm", "modelCount": 87129, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.1121555394874267, "wilsonLowerBound": 0.1100772803468428 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 49690, "officialConfigError": null, "officialConfigValid": true, "successCount": 5682, "successRate": 0.11434896357415979, "wilsonLowerBound": 0.11158058858793994 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 52083, "officialConfigError": null, "officialConfigValid": true, "successCount": 3803, "successRate": 0.07301806731563082, "wilsonLowerBound": 0.07081502984038911 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 95062, "officialConfigError": null, "officialConfigValid": true, "successCount": 23992, "successRate": 0.2523826555300751, "wilsonLowerBound": 0.24963134570806797 }, "llamacpp_opt": { "framework": "llamacpp_opt", "modelCount": 149, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "transformers": { "framework": "transformers", "modelCount": 5681, "officialConfigError": null, "officialConfigValid": true, "successCount": 590, "successRate": 0.10385495511353635, "wilsonLowerBound": 0.0961876547107571 }, "vllm": { "framework": "vllm", "modelCount": 112918, "officialConfigError": null, "officialConfigValid": true, "successCount": 16539, "successRate": 0.1464691191838325, "wilsonLowerBound": 0.14441882116656232 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 312, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.003205128205128205, "wilsonLowerBound": 0.0005659935005814385 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 25985, "officialConfigError": null, "officialConfigValid": true, "successCount": 4177, "successRate": 0.16074658456802002, "wilsonLowerBound": 0.15633084819130855 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44375, "officialConfigError": null, "officialConfigValid": true, "successCount": 5729, "successRate": 0.1291042253521127, "wilsonLowerBound": 0.12601640467399275 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8493, "officialConfigError": null, "officialConfigValid": true, "successCount": 819, "successRate": 0.09643235605793006, "wilsonLowerBound": 0.09033564418370345 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 35749, "officialConfigError": null, "officialConfigValid": true, "successCount": 7202, "successRate": 0.20146018070435537, "wilsonLowerBound": 0.19733452529189008 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61567, "officialConfigError": null, "officialConfigValid": true, "successCount": 12430, "successRate": 0.20189387171699125, "wilsonLowerBound": 0.19874167851213995 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18608, "officialConfigError": null, "officialConfigValid": true, "successCount": 5273, "successRate": 0.2833727429062769, "wilsonLowerBound": 0.2769430870460472 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 16279, "officialConfigError": null, "officialConfigValid": true, "successCount": 3935, "successRate": 0.24172246452484797, "wilsonLowerBound": 0.2352070906635477 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 69730, "officialConfigError": null, "officialConfigValid": true, "successCount": 19166, "successRate": 0.27486017496056214, "wilsonLowerBound": 0.27155894708576145 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1747, "officialConfigError": null, "officialConfigValid": true, "successCount": 1030, "successRate": 0.589582140812822, "wilsonLowerBound": 0.5663428653561954 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48631, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.44683432378523985, "wilsonLowerBound": 0.4424199364784209 }, "vllm": { "framework": "vllm", "modelCount": 41279, "officialConfigError": null, "officialConfigValid": true, "successCount": 5255, "successRate": 0.12730444051454734, "wilsonLowerBound": 0.12412361313453069 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1253, "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": 7858, "officialConfigError": null, "officialConfigValid": true, "successCount": 3455, "successRate": 0.43967930771188596, "wilsonLowerBound": 0.4287368828078973 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7433, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.0329611193327055, "wilsonLowerBound": 0.02913746388780375 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 19806, "officialConfigError": null, "officialConfigValid": true, "successCount": 5618, "successRate": 0.2836514187619913, "wilsonLowerBound": 0.27741597174244925 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 29160, "officialConfigError": null, "officialConfigValid": true, "successCount": 14934, "successRate": 0.5121399176954733, "wilsonLowerBound": 0.5064014397147084 }, "vllm": { "framework": "vllm", "modelCount": 68533, "officialConfigError": null, "officialConfigValid": true, "successCount": 7411, "successRate": 0.10813768549457925, "wilsonLowerBound": 0.10583450068893407 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 14368, "officialConfigError": null, "officialConfigValid": true, "successCount": 2578, "successRate": 0.17942650334075724, "wilsonLowerBound": 0.17323822318231905 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-21T14:31:26.872454+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 967.8171428571428, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.5304234127149274, "queueFactor": 1.0004853852638176, "queueWeight": 1.0004853852638176, "recentSuccess": 38, "recentSuccessRate": 0.21714285714285714, "recentTerminal": 175, "recentWilsonLowerBound": 0.16248639863716055, "running": 8, "selectionWeight": 1.5311662576868608, "stale": false, "submissionEligible": true, "throughputPerHour": 29.166666666666668, "waiting": 28228 }, "Ascend_910-b4": { "available": true, "backlogHours": 1239.493670886076, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9640356592084667, "queueWeight": 0.9640356592084667, "recentSuccess": 42, "recentSuccessRate": 0.26582278481012656, "recentTerminal": 158, "recentWilsonLowerBound": 0.20309234864592962, "running": 7, "selectionWeight": 2.4100891480211666, "stale": false, "submissionEligible": true, "throughputPerHour": 26.333333333333332, "waiting": 32640 }, "Biren_166m": { "available": true, "backlogHours": 94.17747440273037, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 12, "recentSuccessRate": 0.040955631399317405, "recentTerminal": 293, "recentWilsonLowerBound": 0.02358082692834147, "running": 7, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 48.833333333333336, "waiting": 4599 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 974.0892857142857, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.057756102591541056, "queueFactor": 0.9995164142987066, "queueWeight": 0.9995164142987066, "recentSuccess": 8, "recentSuccessRate": 0.07142857142857142, "recentTerminal": 112, "recentWilsonLowerBound": 0.03663546303394121, "running": 7, "selectionWeight": 0.05772817256616535, "stale": false, "submissionEligible": false, "throughputPerHour": 18.666666666666668, "waiting": 18183 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 367.2, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2990056917089987, "queueFactor": 1.1570292673710298, "queueWeight": 1.1570292673710298, "recentSuccess": 19, "recentSuccessRate": 0.11875, "recentTerminal": 160, "recentWilsonLowerBound": 0.077354257102703, "running": 7, "selectionWeight": 0.3459583364178308, "stale": false, "submissionEligible": true, "throughputPerHour": 26.666666666666668, "waiting": 9792 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 70.47557003257329, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 14, "recentSuccessRate": 0.04560260586319218, "recentTerminal": 307, "recentWilsonLowerBound": 0.027355744698489087, "running": 9, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 51.166666666666664, "waiting": 3606 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 182.80754716981133, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.35514406556931855, "queueFactor": 1.2846375944673996, "queueWeight": 1.2846375944673996, "recentSuccess": 31, "recentSuccessRate": 0.1169811320754717, "recentTerminal": 265, "recentWilsonLowerBound": 0.08364696293381683, "running": 2, "selectionWeight": 0.4562314180823418, "stale": false, "submissionEligible": true, "throughputPerHour": 44.166666666666664, "waiting": 8074 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2424.15, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.1354584885287329, "queueFactor": 0.8717577604168948, "queueWeight": 0.8717577604168948, "recentSuccess": 10, "recentSuccessRate": 0.25, "recentTerminal": 40, "recentWilsonLowerBound": 0.14186967895549518, "running": 2, "selectionWeight": 0.9898447490061606, "stale": false, "submissionEligible": true, "throughputPerHour": 6.666666666666667, "waiting": 16161 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 396.9583333333333, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.0700466473803045, "queueFactor": 1.143583832979826, "queueWeight": 1.143583832979826, "recentSuccess": 28, "recentSuccessRate": 0.19444444444444445, "recentTerminal": 144, "recentWilsonLowerBound": 0.13809457199178105, "running": 7, "selectionWeight": 1.223688046478381, "stale": false, "submissionEligible": true, "throughputPerHour": 24.0, "waiting": 9527 }, "MetaX_c-500": { "available": true, "backlogHours": 589.2100840336135, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.7630132393151565, "queueFactor": 1.077802582642963, "queueWeight": 1.077802582642963, "recentSuccess": 21, "recentSuccessRate": 0.17647058823529413, "recentTerminal": 119, "recentWilsonLowerBound": 0.11841786530418902, "running": 4, "selectionWeight": 0.8223776399246489, "stale": false, "submissionEligible": true, "throughputPerHour": 19.833333333333332, "waiting": 11686 }, "Mthreads_s4000": { "available": true, "backlogHours": 1993.4430379746836, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.31812499500485086, "queueFactor": 0.8977164244294733, "queueWeight": 0.8977164244294733, "recentSuccess": 11, "recentSuccessRate": 0.13924050632911392, "recentTerminal": 79, "recentWilsonLowerBound": 0.07956458969765406, "running": 4, "selectionWeight": 0.28558603303739877, "stale": false, "submissionEligible": true, "throughputPerHour": 13.166666666666666, "waiting": 26247 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2317.5, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.3867695883789463, "queueFactor": 0.8776609672531931, "queueWeight": 0.8776609672531931, "recentSuccess": 8, "recentSuccessRate": 0.16666666666666666, "recentTerminal": 48, "recentWilsonLowerBound": 0.08695410039453222, "running": 2, "selectionWeight": 0.33945257104078536, "stale": false, "submissionEligible": true, "throughputPerHour": 8.0, "waiting": 18540 }, "Vastai_va16": { "available": true, "backlogHours": 1389.075, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.12242260751435448, "queueFactor": 0.947700023290416, "queueWeight": 0.947700023290416, "recentSuccess": 8, "recentSuccessRate": 0.1, "recentTerminal": 80, "recentWilsonLowerBound": 0.051546999177685536, "running": 16, "selectionWeight": 0.1160199079926272, "stale": false, "submissionEligible": true, "throughputPerHour": 13.333333333333334, "waiting": 18521 }, "hygon_k100-ai": { "available": true, "backlogHours": 1431.7864077669901, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.2934591745112325, "queueFactor": 0.9434046451026659, "queueWeight": 0.9434046451026659, "recentSuccess": 28, "recentSuccessRate": 0.27184466019417475, "recentTerminal": 103, "recentWilsonLowerBound": 0.19528608166385128, "running": 6, "selectionWeight": 2.1636600385872224, "stale": false, "submissionEligible": true, "throughputPerHour": 17.166666666666668, "waiting": 24579 } }, "queueAttemptedAt": "2026-10-21T14:26:19.972606+00:00", "queueError": null, "queueUpdatedAt": "2026-10-21T14:26:19.972606+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 }