Files
submmit/.modelhub_state/market_intelligence.json

730 lines
23 KiB
JSON

{
"communityAttemptedAt": "2026-10-13T04:14:44.262871+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-13T04:14:44.262871+00:00",
"frameworkAttemptedAt": "2026-10-13T03:01:45.166994+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 42398,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21088,
"successRate": 0.4973819519788669,
"wilsonLowerBound": 0.4926230570376052
},
"vllm": {
"framework": "vllm",
"modelCount": 56809,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15383,
"successRate": 0.2707845587846996,
"wilsonLowerBound": 0.26714599021874497
},
"vllm_0.23.0": {
"framework": "vllm_0.23.0",
"modelCount": 0,
"officialConfigError": "framework_mismatch",
"officialConfigValid": false,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 4473,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1361,
"successRate": 0.3042700648334451,
"wilsonLowerBound": 0.29095913924393246
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64219,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.18835547112225354,
"wilsonLowerBound": 0.1853500442293691
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 30597,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6647,
"successRate": 0.2172435206065954,
"wilsonLowerBound": 0.21265851779708914
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7834,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 108,
"successRate": 0.013786060760786317,
"wilsonLowerBound": 0.01143194587482607
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26652,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3276,
"successRate": 0.12291760468257541,
"wilsonLowerBound": 0.11902984244571599
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16509,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10152038282149131,
"wilsonLowerBound": 0.09700560249213372
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 15878,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6247,
"successRate": 0.39343746063735985,
"wilsonLowerBound": 0.38586550785713414
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24773,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3807,
"successRate": 0.1536753723812215,
"wilsonLowerBound": 0.14923815497600604
},
"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": 52192,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13166,
"successRate": 0.2522608828939301,
"wilsonLowerBound": 0.24855311235319427
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24762,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3155,
"successRate": 0.1274129714885712,
"wilsonLowerBound": 0.12331756666758795
},
"vllm": {
"framework": "vllm",
"modelCount": 87018,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11229860488634535,
"wilsonLowerBound": 0.110217857547921
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 46472,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5577,
"successRate": 0.12000774660010328,
"wilsonLowerBound": 0.11708447196731833
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 47594,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3693,
"successRate": 0.07759381434634618,
"wilsonLowerBound": 0.07522420368545825
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 93946,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23454,
"successRate": 0.24965405658569817,
"wilsonLowerBound": 0.24689664364660827
},
"transformers": {
"framework": "transformers",
"modelCount": 5576,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 585,
"successRate": 0.10491391678622669,
"wilsonLowerBound": 0.0971406211745537
},
"vllm": {
"framework": "vllm",
"modelCount": 112863,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16530,
"successRate": 0.1464607533026767,
"wilsonLowerBound": 0.14441000778938753
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 133,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.007518796992481203,
"wilsonLowerBound": 0.0013284534153853015
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 23834,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4028,
"successRate": 0.16900226567089033,
"wilsonLowerBound": 0.16429791836928245
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43660,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5679,
"successRate": 0.13007329363261566,
"wilsonLowerBound": 0.12695044618822018
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8168,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 767,
"successRate": 0.09390303623898139,
"wilsonLowerBound": 0.08776660544235107
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34473,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6841,
"successRate": 0.19844515998027443,
"wilsonLowerBound": 0.19426865476803482
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61496,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12424,
"successRate": 0.20202940028619748,
"wilsonLowerBound": 0.19887459511802702
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15995,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4505,
"successRate": 0.28165051578618316,
"wilsonLowerBound": 0.27473271293308105
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15464,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3758,
"successRate": 0.24301603724780135,
"wilsonLowerBound": 0.23632025593846762
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 67985,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18720,
"successRate": 0.27535485768919615,
"wilsonLowerBound": 0.2720097927076434
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1025,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 618,
"successRate": 0.6029268292682927,
"wilsonLowerBound": 0.5726415407149091
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48432,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.44867030062768415,
"wilsonLowerBound": 0.4442449994524694
},
"vllm": {
"framework": "vllm",
"modelCount": 39920,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4824,
"successRate": 0.12084168336673347,
"wilsonLowerBound": 0.11768067046143571
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1090,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6287,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030539207889295372,
"wilsonLowerBound": 0.02656421387260057
},
"vllm": {
"framework": "vllm",
"modelCount": 10088,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 762,
"successRate": 0.07553528945281522,
"wilsonLowerBound": 0.07053859695731841
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7340,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3224,
"successRate": 0.43923705722070844,
"wilsonLowerBound": 0.42791781283212665
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7422,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.03300997035839397,
"wilsonLowerBound": 0.029180728018680917
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18313,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5417,
"successRate": 0.29580079724785674,
"wilsonLowerBound": 0.2892338391325307
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28437,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14542,
"successRate": 0.511376024193832,
"wilsonLowerBound": 0.5055649384164737
},
"vllm": {
"framework": "vllm",
"modelCount": 67368,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7200,
"successRate": 0.10687566797292483,
"wilsonLowerBound": 0.10456498997237629
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13733,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2302,
"successRate": 0.16762542780164566,
"wilsonLowerBound": 0.16147111177548473
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-13T04:20:14.141256+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1122.9139072847681,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9831766310093287,
"queueWeight": 0.9831766310093287,
"recentSuccess": 45,
"recentSuccessRate": 0.2980132450331126,
"recentTerminal": 151,
"recentWilsonLowerBound": 0.23080698365624439,
"running": 8,
"selectionWeight": 2.457941577523322,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.166666666666668,
"waiting": 28260
},
"Biren_166m": {
"available": true,
"backlogHours": 142.21621621621622,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.8212809133105224,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 41,
"recentSuccessRate": 0.18468468468468469,
"recentTerminal": 222,
"recentWilsonLowerBound": 0.13915529224767692,
"running": 8,
"selectionWeight": 1.0676651873036793,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 37.0,
"waiting": 5262
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1085.4782608695652,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.27390956202513245,
"queueFactor": 0.9881897546080693,
"queueWeight": 0.9881897546080693,
"recentSuccess": 13,
"recentSuccessRate": 0.14130434782608695,
"recentTerminal": 92,
"recentWilsonLowerBound": 0.08447613379881469,
"running": 7,
"selectionWeight": 0.2706746228824194,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.333333333333334,
"waiting": 16644
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 397.2985074626866,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3861077506818311,
"queueFactor": 1.148989278964719,
"queueWeight": 1.148989278964719,
"recentSuccess": 20,
"recentSuccessRate": 0.14925373134328357,
"recentTerminal": 134,
"recentWilsonLowerBound": 0.09874323684475009,
"running": 8,
"selectionWeight": 0.4436336660586066,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.333333333333332,
"waiting": 8873
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 47.05651105651106,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 23,
"recentSuccessRate": 0.056511056511056514,
"recentTerminal": 407,
"recentWilsonLowerBound": 0.037947892728336936,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 67.83333333333333,
"waiting": 3192
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 189.9375,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.39038308218914514,
"queueFactor": 1.2834882843377005,
"queueWeight": 1.2834882843377005,
"recentSuccess": 31,
"recentSuccessRate": 0.13839285714285715,
"recentTerminal": 224,
"recentWilsonLowerBound": 0.099238732560368,
"running": 2,
"selectionWeight": 0.5010521123934094,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 37.333333333333336,
"waiting": 7091
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2024.6086956521738,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.32149858445026447,
"queueFactor": 0.8999789501657481,
"queueWeight": 0.8999789501657481,
"recentSuccess": 8,
"recentSuccessRate": 0.17391304347826086,
"recentTerminal": 46,
"recentWilsonLowerBound": 0.09085683568889252,
"running": 2,
"selectionWeight": 0.2893419585133231,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.666666666666667,
"waiting": 15522
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 323.65384615384613,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.6740069470044018,
"queueFactor": 1.1848719014437232,
"queueWeight": 1.1848719014437232,
"recentSuccess": 28,
"recentSuccessRate": 0.1794871794871795,
"recentTerminal": 156,
"recentWilsonLowerBound": 0.12720005313332733,
"running": 8,
"selectionWeight": 0.7986118928833843,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.0,
"waiting": 8415
},
"MetaX_c-500": {
"available": true,
"backlogHours": 541.1694915254237,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.2688451167276418,
"queueFactor": 1.0969416348704788,
"queueWeight": 1.0969416348704788,
"recentSuccess": 28,
"recentSuccessRate": 0.23728813559322035,
"recentTerminal": 118,
"recentWilsonLowerBound": 0.16957859709211365,
"running": 4,
"selectionWeight": 1.3918490367406429,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.666666666666668,
"waiting": 10643
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2490.2,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.0824525184523544,
"queueFactor": 0.8724657400098474,
"queueWeight": 0.8724657400098474,
"recentSuccess": 15,
"recentSuccessRate": 0.25,
"recentTerminal": 60,
"recentWilsonLowerBound": 0.1577638557841185,
"running": 4,
"selectionWeight": 0.9444027375370564,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.0,
"waiting": 24902
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1604.5454545454545,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.20125420940163788,
"queueFactor": 0.9319244643203715,
"queueWeight": 0.9319244643203715,
"recentSuccess": 9,
"recentSuccessRate": 0.13636363636363635,
"recentTerminal": 66,
"recentWilsonLowerBound": 0.07343237343346892,
"running": 2,
"selectionWeight": 0.18755372128884124,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.0,
"waiting": 17650
},
"Vastai_va16": {
"available": true,
"backlogHours": 1002.8210526315789,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 7,
"recentSuccessRate": 0.07368421052631578,
"recentTerminal": 95,
"recentWilsonLowerBound": 0.036148509700308494,
"running": 16,
"selectionWeight": 0.05,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 15.833333333333334,
"waiting": 15878
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1004.953125,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.6269936093388646,
"queueFactor": 0.9996814780836107,
"queueWeight": 0.9996814780836107,
"recentSuccess": 33,
"recentSuccessRate": 0.2578125,
"recentTerminal": 128,
"recentWilsonLowerBound": 0.18986792282559609,
"running": 6,
"selectionWeight": 1.626475376216465,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.333333333333332,
"waiting": 21439
}
},
"queueAttemptedAt": "2026-10-13T04:14:44.262871+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-13T04:14:44.262871+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Ascend_910-b3",
"hygon_k100-ai",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Biren_166m",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}