Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-12T01:18:20.069317+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-12T01:18:20.069317+00:00",
"frameworkAttemptedAt": "2026-09-11T19:41:04.394263+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38491,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18403,
"successRate": 0.4781117663869476,
"wilsonLowerBound": 0.4731238614783059
},
"vllm": {
"framework": "vllm",
"modelCount": 50832,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14379,
"successRate": 0.28287299338999056,
"wilsonLowerBound": 0.27897406882243764
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1890,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 488,
"successRate": 0.2582010582010582,
"wilsonLowerBound": 0.2389745427510269
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 31617,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13657,
"successRate": 0.43195116551222446,
"wilsonLowerBound": 0.4264995914407843
},
"vllm": {
"framework": "vllm",
"modelCount": 36715,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10488,
"successRate": 0.2856598120659131,
"wilsonLowerBound": 0.2810616852729416
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7262,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3272,
"successRate": 0.45056458275957034,
"wilsonLowerBound": 0.43915005992734546
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63816,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12063,
"successRate": 0.18902783001128243,
"wilsonLowerBound": 0.18600879687750171
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14528,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2883,
"successRate": 0.1984443832599119,
"wilsonLowerBound": 0.19203902982302362
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5277,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 40,
"successRate": 0.007580064430547659,
"wilsonLowerBound": 0.005571697635438839
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 25995,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3191,
"successRate": 0.12275437584150799,
"wilsonLowerBound": 0.11882078225623718
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16454,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1672,
"successRate": 0.10161662817551963,
"wilsonLowerBound": 0.09709250105798561
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 9662,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4184,
"successRate": 0.43303663837714756,
"wilsonLowerBound": 0.4231850565693214
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24046,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3774,
"successRate": 0.1569491807369209,
"wilsonLowerBound": 0.15240631411303143
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8066,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.0674435903793702,
"wilsonLowerBound": 0.0621738174048722
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 39887,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10079,
"successRate": 0.25268884598992153,
"wilsonLowerBound": 0.24844814414615837
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 22933,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3030,
"successRate": 0.13212401343042776,
"wilsonLowerBound": 0.1278028250402107
},
"vllm": {
"framework": "vllm",
"modelCount": 86501,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9762,
"successRate": 0.11285418665680165,
"wilsonLowerBound": 0.11076271904994393
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 38775,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4753,
"successRate": 0.12257898130238556,
"wilsonLowerBound": 0.11935200186474249
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 26586,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3244,
"successRate": 0.12201910780109833,
"wilsonLowerBound": 0.11813915421760078
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 87516,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20369,
"successRate": 0.23274601215777688,
"wilsonLowerBound": 0.22995800545691278
},
"transformers": {
"framework": "transformers",
"modelCount": 5073,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 562,
"successRate": 0.110782574413562,
"wilsonLowerBound": 0.1024383296771337
},
"vllm": {
"framework": "vllm",
"modelCount": 112437,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16503,
"successRate": 0.14677552762880547,
"wilsonLowerBound": 0.14471907491083297
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 15699,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3210,
"successRate": 0.204471622396331,
"wilsonLowerBound": 0.19823522223181728
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42519,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5528,
"successRate": 0.13001246501564007,
"wilsonLowerBound": 0.12684907411780366
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6086,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 472,
"successRate": 0.07755504436411437,
"wilsonLowerBound": 0.0710984285275037
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18181818181818182,
"wilsonLowerBound": 0.1343204258911728
},
"vllm": {
"framework": "vllm",
"modelCount": 30057,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5150,
"successRate": 0.17134111854143794,
"wilsonLowerBound": 0.16712325940838377
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60749,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12379,
"successRate": 0.20377290161154915,
"wilsonLowerBound": 0.2005885227358414
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6222,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1837,
"successRate": 0.29524268723882996,
"wilsonLowerBound": 0.28403737433150666
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 11856,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3103,
"successRate": 0.2617240215924426,
"wilsonLowerBound": 0.2538895278531871
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 58562,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15942,
"successRate": 0.27222430927905467,
"wilsonLowerBound": 0.26863429525537075
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 45933,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19942,
"successRate": 0.4341540940064877,
"wilsonLowerBound": 0.4296270060816622
},
"vllm": {
"framework": "vllm",
"modelCount": 35482,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3019,
"successRate": 0.08508539541175808,
"wilsonLowerBound": 0.08222697031999368
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 256,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6273,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030607364897178385,
"wilsonLowerBound": 0.02662361262856994
},
"vllm": {
"framework": "vllm",
"modelCount": 10003,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 730,
"successRate": 0.0729781065680296,
"wilsonLowerBound": 0.06804317517685986
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5456,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2290,
"successRate": 0.41972140762463345,
"wilsonLowerBound": 0.4066870098798001
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7363,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.03191633844900177,
"wilsonLowerBound": 0.02813900670503671
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10165,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3503,
"successRate": 0.3446138711264142,
"wilsonLowerBound": 0.3354352933082997
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 25778,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12981,
"successRate": 0.5035689347505625,
"wilsonLowerBound": 0.4974651967281339
},
"vllm": {
"framework": "vllm",
"modelCount": 60530,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5880,
"successRate": 0.09714191310094168,
"wilsonLowerBound": 0.09480811216074518
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12118,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1679,
"successRate": 0.13855421686746988,
"wilsonLowerBound": 0.13251740769969586
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-12T01:21:10.951545+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 896.4458598726114,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.9376092415649356,
"queueFactor": 1.0023171485669884,
"queueWeight": 1.0023171485669884,
"recentSuccess": 45,
"recentSuccessRate": 0.28662420382165604,
"recentTerminal": 157,
"recentWilsonLowerBound": 0.22165181297332578,
"running": 9,
"selectionWeight": 0.9397818214754229,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.166666666666668,
"waiting": 23457
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1088.185430463576,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.330703832820245,
"queueFactor": 0.9735949993423112,
"queueWeight": 0.9735949993423112,
"recentSuccess": 62,
"recentSuccessRate": 0.4105960264900662,
"recentTerminal": 151,
"recentWilsonLowerBound": 0.3352958684290818,
"running": 8,
"selectionWeight": 2.2691615965817484,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.166666666666668,
"waiting": 27386
},
"Biren_166m": {
"available": true,
"backlogHours": 173.31645569620255,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.48204696895762816,
"queueFactor": 1.2825012607990838,
"queueWeight": 1.2825012607990838,
"recentSuccess": 35,
"recentSuccessRate": 0.22151898734177214,
"recentTerminal": 158,
"recentWilsonLowerBound": 0.16380921267474025,
"running": 11,
"selectionWeight": 0.6182258454525349,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.333333333333332,
"waiting": 4564
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1593.6666666666667,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 2.103499344790702,
"queueFactor": 0.9194415953648544,
"queueWeight": 0.9194415953648544,
"recentSuccess": 24,
"recentSuccessRate": 0.4444444444444444,
"recentTerminal": 54,
"recentWilsonLowerBound": 0.3200225687559781,
"running": 8,
"selectionWeight": 1.934044793423289,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.0,
"waiting": 14343
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 487.7614678899082,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.6233903860603117,
"queueFactor": 1.098127195816035,
"queueWeight": 1.098127195816035,
"recentSuccess": 28,
"recentSuccessRate": 0.25688073394495414,
"recentTerminal": 109,
"recentWilsonLowerBound": 0.18411863732206865,
"running": 8,
"selectionWeight": 0.6845619365430856,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.166666666666668,
"waiting": 8861
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 51.94059405940594,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 12,
"recentSuccessRate": 0.039603960396039604,
"recentTerminal": 303,
"recentWilsonLowerBound": 0.022797659414812314,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 50.5,
"waiting": 2623
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 176.1818181818182,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.06146772035459904,
"queueFactor": 1.2793506893395885,
"queueWeight": 1.2793506893395885,
"recentSuccess": 14,
"recentSuccessRate": 0.10606060606060606,
"recentTerminal": 132,
"recentWilsonLowerBound": 0.06423528628432873,
"running": 10,
"selectionWeight": 0.07863877040778934,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.0,
"waiting": 3876
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2318.5499999999997,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.5985492947739528,
"queueFactor": 0.869163140989909,
"queueWeight": 0.869163140989909,
"recentSuccess": 12,
"recentSuccessRate": 0.3,
"recentTerminal": 40,
"recentWilsonLowerBound": 0.18074670915695296,
"running": 2,
"selectionWeight": 0.5202369850830237,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.666666666666667,
"waiting": 15457
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 951.5652173913044,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 1.0515081683305119,
"queueFactor": 0.9933858894695922,
"queueWeight": 0.9933858894695922,
"recentSuccess": 23,
"recentSuccessRate": 0.3333333333333333,
"recentTerminal": 69,
"recentWilsonLowerBound": 0.2335089100698828,
"running": 7,
"selectionWeight": 1.0445533770815472,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.5,
"waiting": 10943
},
"MetaX_c-500": {
"available": true,
"backlogHours": 924.3243243243243,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7918891905762726,
"queueFactor": 0.9977232972860206,
"queueWeight": 0.9977232972860206,
"recentSuccess": 22,
"recentSuccessRate": 0.2972972972972973,
"recentTerminal": 74,
"recentWilsonLowerBound": 0.20527071065162364,
"running": 6,
"selectionWeight": 0.7900862943069167,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.333333333333334,
"waiting": 11400
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2225.5789473684213,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.4546407920704651,
"queueFactor": 0.8745151145248631,
"queueWeight": 0.8745151145248631,
"recentSuccess": 22,
"recentSuccessRate": 0.38596491228070173,
"recentTerminal": 57,
"recentWilsonLowerBound": 0.27062536995524716,
"running": 4,
"selectionWeight": 1.2721053588700404,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.5,
"waiting": 21143
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 4519.894736842106,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.0611088184716273,
"queueFactor": 0.7863475219221379,
"queueWeight": 0.7863475219221379,
"recentSuccess": 10,
"recentSuccessRate": 0.5263157894736842,
"recentTerminal": 19,
"recentWilsonLowerBound": 0.31707482511825114,
"running": 2,
"selectionWeight": 1.6207478118170295,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 3.1666666666666665,
"waiting": 14313
},
"Vastai_va16": {
"available": true,
"backlogHours": 802.4050632911393,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 2.035309002386612,
"queueFactor": 1.0191185848284252,
"queueWeight": 1.0191185848284252,
"recentSuccess": 33,
"recentSuccessRate": 0.4177215189873418,
"recentTerminal": 79,
"recentWilsonLowerBound": 0.3152645504906468,
"running": 19,
"selectionWeight": 2.074221230200798,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.166666666666666,
"waiting": 10565
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 579.4,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 2.5,
"queueFactor": 1.0701311279151795,
"queueWeight": 1.0701311279151795,
"recentSuccess": 40,
"recentSuccessRate": 0.4444444444444444,
"recentTerminal": 90,
"recentWilsonLowerBound": 0.34615486330171846,
"running": 6,
"selectionWeight": 2.675327819787949,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.0,
"waiting": 8691
}
},
"queueAttemptedAt": "2026-09-12T01:21:10.951545+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-12T01:21:10.951545+00:00",
"supportedGpus": [
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Cambricon_mlu-370-x4",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Biren_166m",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}