{ "communityAttemptedAt": "2026-10-21T13:01:23.466490+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": "2026-10-21T13:05:59.667117+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 951.7752808988764, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.4259683196530242, "queueFactor": 0.9997969507947578, "queueWeight": 0.9997969507947578, "recentSuccess": 37, "recentSuccessRate": 0.20786516853932585, "recentTerminal": 178, "recentWilsonLowerBound": 0.15473547212612587, "running": 8, "selectionWeight": 1.425678777919018, "stale": false, "submissionEligible": true, "throughputPerHour": 29.666666666666668, "waiting": 28236 }, "Ascend_910-b4": { "available": true, "backlogHours": 1314.4026845637584, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.287410408141777, "queueFactor": 0.9525388669882754, "queueWeight": 0.9525388669882754, "recentSuccess": 38, "recentSuccessRate": 0.2550335570469799, "recentTerminal": 149, "recentWilsonLowerBound": 0.19181305585221678, "running": 9, "selectionWeight": 2.178847318508557, "stale": false, "submissionEligible": true, "throughputPerHour": 24.833333333333332, "waiting": 32641 }, "Biren_166m": { "available": true, "backlogHours": 91.4059405940594, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 11, "recentSuccessRate": 0.036303630363036306, "recentTerminal": 303, "recentWilsonLowerBound": 0.020389981210394134, "running": 9, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 50.5, "waiting": 4616 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 949.1999999999999, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.1820107531013016, "queueFactor": 1.0002033657869542, "queueWeight": 1.0002033657869542, "recentSuccess": 12, "recentSuccessRate": 0.10434782608695652, "recentTerminal": 115, "recentWilsonLowerBound": 0.060704434258640506, "running": 7, "selectionWeight": 0.1820477678613402, "stale": false, "submissionEligible": true, "throughputPerHour": 19.166666666666668, "waiting": 18193 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 367.65, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.40656130271176866, "queueFactor": 1.1531260559771093, "queueWeight": 1.1531260559771093, "recentSuccess": 21, "recentSuccessRate": 0.13125, "recentTerminal": 160, "recentWilsonLowerBound": 0.08747218158850315, "running": 7, "selectionWeight": 0.4688164315089374, "stale": false, "submissionEligible": true, "throughputPerHour": 26.666666666666668, "waiting": 9804 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 63.390532544378694, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 9, "recentSuccessRate": 0.026627218934911243, "recentTerminal": 338, "recentWilsonLowerBound": 0.014070515183553392, "running": 9, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 56.333333333333336, "waiting": 3571 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 163.2162162162162, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.20058658414563071, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 27, "recentSuccessRate": 0.09121621621621621, "recentTerminal": 296, "recentWilsonLowerBound": 0.06344602710319601, "running": 7, "selectionWeight": 0.2607625593893199, "stale": false, "submissionEligible": true, "throughputPerHour": 49.333333333333336, "waiting": 8052 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2154.9333333333334, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.8986973572919826, "queueFactor": 0.8844573497659289, "queueWeight": 0.8844573497659289, "recentSuccess": 10, "recentSuccessRate": 0.2222222222222222, "recentTerminal": 45, "recentWilsonLowerBound": 0.12544551866005635, "running": 2, "selectionWeight": 0.7948594828721111, "stale": false, "submissionEligible": true, "throughputPerHour": 7.5, "waiting": 16162 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 399.94405594405595, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.8348399264711781, "queueFactor": 1.1386548074683438, "queueWeight": 1.1386548074683438, "recentSuccess": 25, "recentSuccessRate": 0.17482517482517482, "recentTerminal": 143, "recentWilsonLowerBound": 0.12131235572938665, "running": 8, "selectionWeight": 0.9505944957429256, "stale": false, "submissionEligible": true, "throughputPerHour": 23.833333333333332, "waiting": 9532 }, "MetaX_c-500": { "available": true, "backlogHours": 637.8545454545455, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.6800872052034033, "queueFactor": 1.0616557661805957, "queueWeight": 1.0616557661805957, "recentSuccess": 26, "recentSuccessRate": 0.23636363636363636, "recentTerminal": 110, "recentWilsonLowerBound": 0.16671070835585763, "running": 4, "selectionWeight": 1.7836742690904348, "stale": false, "submissionEligible": true, "throughputPerHour": 18.333333333333332, "waiting": 11694 }, "Mthreads_s4000": { "available": true, "backlogHours": 1897.2289156626505, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.224481032387823, "queueFactor": 0.9015171871407712, "queueWeight": 0.9015171871407712, "recentSuccess": 10, "recentSuccessRate": 0.12048192771084337, "recentTerminal": 83, "recentWilsonLowerBound": 0.0667761844053888, "running": 4, "selectionWeight": 0.20237350888472655, "stale": false, "submissionEligible": true, "throughputPerHour": 13.833333333333334, "waiting": 26245 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 1986.4285714285713, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.5457430581592467, "queueFactor": 0.8953256529465426, "queueWeight": 0.8953256529465426, "recentSuccess": 10, "recentSuccessRate": 0.17857142857142858, "recentTerminal": 56, "recentWilsonLowerBound": 0.09999749741344179, "running": 2, "selectionWeight": 0.4886177598874706, "stale": false, "submissionEligible": true, "throughputPerHour": 9.333333333333334, "waiting": 18540 }, "Vastai_va16": { "available": true, "backlogHours": 1371.7037037037037, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.08304029422618178, "queueFactor": 0.9464614387602293, "queueWeight": 0.9464614387602293, "recentSuccess": 7, "recentSuccessRate": 0.08641975308641975, "recentTerminal": 81, "recentWilsonLowerBound": 0.04249204303723253, "running": 16, "selectionWeight": 0.07859443634838477, "stale": false, "submissionEligible": false, "throughputPerHour": 13.5, "waiting": 18518 }, "hygon_k100-ai": { "available": true, "backlogHours": 1404.7428571428572, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.5, "queueFactor": 0.9430884937304453, "queueWeight": 0.9430884937304453, "recentSuccess": 29, "recentSuccessRate": 0.2761904761904762, "recentTerminal": 105, "recentWilsonLowerBound": 0.19972009427826307, "running": 6, "selectionWeight": 2.3577212343261134, "stale": false, "submissionEligible": true, "throughputPerHour": 17.5, "waiting": 24583 } }, "queueAttemptedAt": "2026-10-21T13:01:23.466490+00:00", "queueError": null, "queueUpdatedAt": "2026-10-21T13:01:23.466490+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 }