Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-20T23:14:41.367402+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-20T23:14:41.367402+00:00",
"frameworkAttemptedAt": "2026-10-20T20:37:27.662216+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 43680,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21973,
"successRate": 0.5030448717948718,
"wilsonLowerBound": 0.49835584825674245
},
"vllm": {
"framework": "vllm",
"modelCount": 58213,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15539,
"successRate": 0.2669335028258293,
"wilsonLowerBound": 0.26335545428337515
},
"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": 5322,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1695,
"successRate": 0.318489289740699,
"wilsonLowerBound": 0.30610698427286986
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38664,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18496,
"successRate": 0.47837781915994204,
"wilsonLowerBound": 0.4734009379159649
},
"vllm": {
"framework": "vllm",
"modelCount": 40612,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11105,
"successRate": 0.27344134738500936,
"wilsonLowerBound": 0.2691278562144358
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14264,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5909,
"successRate": 0.4142596747055524,
"wilsonLowerBound": 0.4061998529464258
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64281,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12098,
"successRate": 0.1882049128047168,
"wilsonLowerBound": 0.1852018635945276
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 35235,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7441,
"successRate": 0.21118206328934297,
"wilsonLowerBound": 0.2069519360112673
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8376,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 117,
"successRate": 0.013968481375358166,
"wilsonLowerBound": 0.011668633906812812
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26785,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3290,
"successRate": 0.12282994213179019,
"wilsonLowerBound": 0.11895292811990585
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16522,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10144050357099625,
"wilsonLowerBound": 0.09692908882989518
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 17509,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6749,
"successRate": 0.3854589068479068,
"wilsonLowerBound": 0.37827553240589135
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24826,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3809,
"successRate": 0.1534278578909208,
"wilsonLowerBound": 0.14899831829398716
},
"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": 55384,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13927,
"successRate": 0.25146251625018057,
"wilsonLowerBound": 0.24786651112486344
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 25355,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3242,
"successRate": 0.12786432656280813,
"wilsonLowerBound": 0.12381016068700113
},
"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": 49351,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5678,
"successRate": 0.11505339304168102,
"wilsonLowerBound": 0.11226806004081942
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 51913,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3799,
"successRate": 0.07318012829156473,
"wilsonLowerBound": 0.07097123984652058
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 95001,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23948,
"successRate": 0.25208155703624174,
"wilsonLowerBound": 0.24933047173924247
},
"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": 112916,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16539,
"successRate": 0.14647171348613128,
"wilsonLowerBound": 0.1444213822004383
},
"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": 25759,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4165,
"successRate": 0.1616910594355371,
"wilsonLowerBound": 0.15724545138558857
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44346,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5725,
"successRate": 0.12909845307355794,
"wilsonLowerBound": 0.1260096933165679
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8484,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 819,
"successRate": 0.09653465346534654,
"wilsonLowerBound": 0.09043178607638488
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 35656,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7179,
"successRate": 0.20134058783935382,
"wilsonLowerBound": 0.1972105346154529
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61564,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12430,
"successRate": 0.20190370996036644,
"wilsonLowerBound": 0.1987513820878397
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18457,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5227,
"successRate": 0.2831987863683155,
"wilsonLowerBound": 0.27674431324837645
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16234,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3923,
"successRate": 0.24165332019218924,
"wilsonLowerBound": 0.23512966613878597
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 69613,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19141,
"successRate": 0.27496300978265553,
"wilsonLowerBound": 0.2716586286179609
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1691,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1003,
"successRate": 0.5931401537551745,
"wilsonLowerBound": 0.5695401120805187
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48618,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.44695380311818667,
"wilsonLowerBound": 0.4425387034033916
},
"vllm": {
"framework": "vllm",
"modelCount": 41175,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5228,
"successRate": 0.12697024893746206,
"wilsonLowerBound": 0.12378909425349463
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1237,
"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": 10113,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 765,
"successRate": 0.07564520913675467,
"wilsonLowerBound": 0.07065102319044637
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7812,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3438,
"successRate": 0.4400921658986175,
"wilsonLowerBound": 0.42911636325608277
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7432,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.032965554359526375,
"wilsonLowerBound": 0.029141391688609655
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19721,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5607,
"successRate": 0.28431621114547945,
"wilsonLowerBound": 0.27806286037994216
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 29109,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14901,
"successRate": 0.5119035349891786,
"wilsonLowerBound": 0.5061599973558071
},
"vllm": {
"framework": "vllm",
"modelCount": 68474,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7400,
"successRate": 0.10807021643251453,
"wilsonLowerBound": 0.10576669052407023
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14316,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2553,
"successRate": 0.17833193629505448,
"wilsonLowerBound": 0.17214789384180207
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-20T23:14:41.367402+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 946.6333333333333,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.9676372205493466,
"queueFactor": 1.028200393294355,
"queueWeight": 1.028200393294355,
"recentSuccess": 59,
"recentSuccessRate": 0.3277777777777778,
"recentTerminal": 180,
"recentWilsonLowerBound": 0.26342644231501927,
"running": 8,
"selectionWeight": 2.02312536402945,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 30.0,
"waiting": 28399
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1333.8367346938776,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9766515271770301,
"queueWeight": 0.9766515271770301,
"recentSuccess": 54,
"recentSuccessRate": 0.3673469387755102,
"recentTerminal": 147,
"recentWilsonLowerBound": 0.29371749239857664,
"running": 8,
"selectionWeight": 2.441628817942575,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.5,
"waiting": 32679
},
"Biren_166m": {
"available": true,
"backlogHours": 134.61611374407585,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.18281128583193634,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 27,
"recentSuccessRate": 0.12796208530805686,
"recentTerminal": 211,
"recentWilsonLowerBound": 0.0894529792385988,
"running": 8,
"selectionWeight": 0.23765467158151726,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 35.166666666666664,
"waiting": 4734
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1332.2926829268292,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.25744671842097905,
"queueFactor": 0.9768212261814969,
"queueWeight": 0.9768212261814969,
"recentSuccess": 14,
"recentSuccessRate": 0.17073170731707318,
"recentTerminal": 82,
"recentWilsonLowerBound": 0.10451499593969747,
"running": 7,
"selectionWeight": 0.2514794191643833,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.666666666666666,
"waiting": 18208
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 371.4375,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3079035675362513,
"queueFactor": 1.1831019562459468,
"queueWeight": 1.1831019562459468,
"recentSuccess": 26,
"recentSuccessRate": 0.1625,
"recentTerminal": 160,
"recentWilsonLowerBound": 0.11337289235114446,
"running": 5,
"selectionWeight": 0.36428131308724493,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.666666666666668,
"waiting": 9905
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 65.54407294832826,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 3,
"recentSuccessRate": 0.00911854103343465,
"recentTerminal": 329,
"recentWilsonLowerBound": 0.0031058218387631934,
"running": 12,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 54.833333333333336,
"waiting": 3594
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 299.92638036809814,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.2216669772156812,
"queueWeight": 1.2216669772156812,
"recentSuccess": 7,
"recentSuccessRate": 0.04294478527607362,
"recentTerminal": 163,
"recentWilsonLowerBound": 0.02095545365243486,
"running": 2,
"selectionWeight": 0.061083348860784065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 27.166666666666668,
"waiting": 8148
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2158.9333333333334,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.1988698593382973,
"queueFactor": 0.9085925046822904,
"queueWeight": 0.9085925046822904,
"recentSuccess": 8,
"recentSuccessRate": 0.17777777777777778,
"recentTerminal": 45,
"recentWilsonLowerBound": 0.0929427892585383,
"running": 2,
"selectionWeight": 0.18069166360199831,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.5,
"waiting": 16192
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 407.82978723404256,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.29520814387128436,
"queueFactor": 1.1666301424386079,
"queueWeight": 1.1666301424386079,
"recentSuccess": 23,
"recentSuccessRate": 0.16312056737588654,
"recentTerminal": 141,
"recentWilsonLowerBound": 0.11122367287919478,
"running": 7,
"selectionWeight": 0.34439871893359353,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.5,
"waiting": 9584
},
"MetaX_c-500": {
"available": true,
"backlogHours": 591.6806722689076,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.6649285591654709,
"queueFactor": 1.1032957040807725,
"queueWeight": 1.1032957040807725,
"recentSuccess": 27,
"recentSuccessRate": 0.226890756302521,
"recentTerminal": 119,
"recentWilsonLowerBound": 0.16087596514594535,
"running": 3,
"selectionWeight": 0.7336128228478818,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.833333333333332,
"waiting": 11735
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1874.5714285714287,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.5688489510734233,
"queueFactor": 0.9280464965680986,
"queueWeight": 0.9280464965680986,
"recentSuccess": 19,
"recentSuccessRate": 0.2261904761904762,
"recentTerminal": 84,
"recentWilsonLowerBound": 0.14985904898307537,
"running": 4,
"selectionWeight": 0.5279182761201282,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.0,
"waiting": 26244
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2654.1428571428573,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.09730165994523211,
"queueFactor": 0.8808792713636261,
"queueWeight": 0.8808792713636261,
"recentSuccess": 6,
"recentSuccessRate": 0.14285714285714285,
"recentTerminal": 42,
"recentWilsonLowerBound": 0.06715875684189934,
"running": 2,
"selectionWeight": 0.08571101531502738,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.0,
"waiting": 18579
},
"Vastai_va16": {
"available": true,
"backlogHours": 1445.064935064935,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9649880386918653,
"queueWeight": 0.9649880386918653,
"recentSuccess": 7,
"recentSuccessRate": 0.09090909090909091,
"recentTerminal": 77,
"recentWilsonLowerBound": 0.044735141893571646,
"running": 16,
"selectionWeight": 0.04824940193459327,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 12.833333333333334,
"waiting": 18545
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1365.0555555555557,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.6751239242629998,
"queueFactor": 0.9732680921105776,
"queueWeight": 0.9732680921105776,
"recentSuccess": 25,
"recentSuccessRate": 0.23148148148148148,
"recentTerminal": 108,
"recentWilsonLowerBound": 0.1619925471777863,
"running": 6,
"selectionWeight": 0.657076573705656,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.0,
"waiting": 24571
}
},
"queueAttemptedAt": "2026-10-20T23:14:41.367402+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-20T23:14:41.367402+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Biren_166m",
"Ascend_910-b3",
"Ascend_910-b4",
"hygon_k100-ai",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}