Files
submmit/.modelhub_state/market_intelligence.json

730 lines
23 KiB
JSON

{
"communityAttemptedAt": "2026-10-13T06:03:12.889920+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-13T06:03:12.889920+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": "2026-10-13T06:03:12.889920+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1185.6923076923078,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9721064681954779,
"queueWeight": 0.9721064681954779,
"recentSuccess": 43,
"recentSuccessRate": 0.3006993006993007,
"recentTerminal": 143,
"recentWilsonLowerBound": 0.23156002564295777,
"running": 8,
"selectionWeight": 2.4302661704886948,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.833333333333332,
"waiting": 28259
},
"Biren_166m": {
"available": true,
"backlogHours": 129.58024691358025,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.7972670939391435,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 44,
"recentSuccessRate": 0.18106995884773663,
"recentTerminal": 243,
"recentWilsonLowerBound": 0.13773878235668463,
"running": 8,
"selectionWeight": 1.0364472221208867,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 40.5,
"waiting": 5248
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1005.6969696969697,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4117062900546662,
"queueFactor": 0.9964134058931379,
"queueWeight": 0.9964134058931379,
"recentSuccess": 16,
"recentSuccessRate": 0.16161616161616163,
"recentTerminal": 99,
"recentWilsonLowerBound": 0.1019986133990387,
"running": 7,
"selectionWeight": 0.41022966670099803,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.5,
"waiting": 16594
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 369.1666666666667,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4750250801117417,
"queueFactor": 1.1580472008720357,
"queueWeight": 1.1580472008720357,
"recentSuccess": 23,
"recentSuccessRate": 0.1597222222222222,
"recentTerminal": 144,
"recentWilsonLowerBound": 0.10885158056365876,
"running": 7,
"selectionWeight": 0.550101464367417,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.0,
"waiting": 8860
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 41.0921052631579,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 24,
"recentSuccessRate": 0.05263157894736842,
"recentTerminal": 456,
"recentWilsonLowerBound": 0.035619997447286535,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 76.0,
"waiting": 3123
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 195.4562211981567,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.4521135756806346,
"queueFactor": 1.273949487618664,
"queueWeight": 1.273949487618664,
"recentSuccess": 32,
"recentSuccessRate": 0.14746543778801843,
"recentTerminal": 217,
"recentWilsonLowerBound": 0.10643295175202402,
"running": 0,
"selectionWeight": 0.5759698580837864,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 36.166666666666664,
"waiting": 7069
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2025.0,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.21377993642196821,
"queueFactor": 0.8971103745528057,
"queueWeight": 0.8971103745528057,
"recentSuccess": 7,
"recentSuccessRate": 0.15217391304347827,
"recentTerminal": 46,
"recentWilsonLowerBound": 0.07572186234017478,
"running": 2,
"selectionWeight": 0.1917841988353869,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.666666666666667,
"waiting": 15525
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 319.2151898734177,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.48156826572244327,
"queueFactor": 1.1835785908615266,
"queueWeight": 1.1835785908615266,
"recentSuccess": 25,
"recentSuccessRate": 0.15822784810126583,
"recentTerminal": 158,
"recentWilsonLowerBound": 0.10953056795868964,
"running": 9,
"selectionWeight": 0.5699738893473986,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.333333333333332,
"waiting": 8406
},
"MetaX_c-500": {
"available": true,
"backlogHours": 518.3414634146342,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.8476878125781901,
"queueFactor": 1.1005689109305121,
"queueWeight": 1.1005689109305121,
"recentSuccess": 25,
"recentSuccessRate": 0.2032520325203252,
"recentTerminal": 123,
"recentWilsonLowerBound": 0.1416321145776123,
"running": 4,
"selectionWeight": 0.9329388526982468,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.5,
"waiting": 10626
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1966.2631578947369,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.41866997995423866,
"queueFactor": 0.9010800758174843,
"queueWeight": 0.9010800758174843,
"recentSuccess": 13,
"recentSuccessRate": 0.17105263157894737,
"recentTerminal": 76,
"recentWilsonLowerBound": 0.10277922110932625,
"running": 4,
"selectionWeight": 0.37725517727967,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.666666666666666,
"waiting": 24906
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1471.6666666666667,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.1161658199177109,
"queueFactor": 0.9411052913060122,
"queueWeight": 0.9411052913060122,
"recentSuccess": 8,
"recentSuccessRate": 0.1111111111111111,
"recentTerminal": 72,
"recentWilsonLowerBound": 0.057387510600737685,
"running": 2,
"selectionWeight": 0.10932426779345907,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.0,
"waiting": 17660
},
"Vastai_va16": {
"available": true,
"backlogHours": 1083.6818181818182,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9853133456418762,
"queueWeight": 0.9853133456418762,
"recentSuccess": 4,
"recentSuccessRate": 0.045454545454545456,
"recentTerminal": 88,
"recentWilsonLowerBound": 0.017815960935119887,
"running": 16,
"selectionWeight": 0.04926566728209381,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 14.666666666666666,
"waiting": 15894
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 981.8931297709925,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.192261776349465,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 30,
"recentSuccessRate": 0.22900763358778625,
"recentTerminal": 131,
"recentWilsonLowerBound": 0.16538500851400117,
"running": 6,
"selectionWeight": 1.192261776349465,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.833333333333332,
"waiting": 21438
}
},
"queueAttemptedAt": "2026-10-13T06:03:12.889920+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-13T06:03:12.889920+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
}