Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-30T14:06:32.456187+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-30T14:06:32.456187+00:00",
"frameworkAttemptedAt": "2026-09-30T14:06:32.456187+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 40297,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19595,
"successRate": 0.486264486190039,
"wilsonLowerBound": 0.4813859609251263
},
"vllm": {
"framework": "vllm",
"modelCount": 53974,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14978,
"successRate": 0.2775039833994145,
"wilsonLowerBound": 0.27374231846200514
},
"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": 3256,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 919,
"successRate": 0.28224815724815727,
"wilsonLowerBound": 0.2670514984199868
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34830,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15922,
"successRate": 0.4571346540338788,
"wilsonLowerBound": 0.45190791191510427
},
"vllm": {
"framework": "vllm",
"modelCount": 38676,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10847,
"successRate": 0.280458165270452,
"wilsonLowerBound": 0.2760030330638779
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10876,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4552,
"successRate": 0.4185362265538801,
"wilsonLowerBound": 0.40929509759295823
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64141,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12092,
"successRate": 0.1885221621115979,
"wilsonLowerBound": 0.18551388209912542
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 24062,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4926,
"successRate": 0.20472113706258832,
"wilsonLowerBound": 0.1996700920070491
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7086,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 81,
"successRate": 0.01143099068585944,
"wilsonLowerBound": 0.009207123167413667
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26473,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3254,
"successRate": 0.12291768972160315,
"wilsonLowerBound": 0.11901698805184105
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16491,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10163119277181493,
"wilsonLowerBound": 0.09711174413917853
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 13321,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5445,
"successRate": 0.4087530966143683,
"wilsonLowerBound": 0.40043217750348314
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24483,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3796,
"successRate": 0.155046358697872,
"wilsonLowerBound": 0.15056661913453734
},
"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": 47431,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11806,
"successRate": 0.2489089414096266,
"wilsonLowerBound": 0.24503810994655498
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23592,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3100,
"successRate": 0.13140047473719904,
"wilsonLowerBound": 0.12714938005904983
},
"vllm": {
"framework": "vllm",
"modelCount": 86820,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9767,
"successRate": 0.11249712047915227,
"wilsonLowerBound": 0.11041239222412472
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 43320,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5284,
"successRate": 0.12197599261311173,
"wilsonLowerBound": 0.1189276828009753
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 39242,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3551,
"successRate": 0.09048978135670965,
"wilsonLowerBound": 0.0876912539527556
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 90592,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22107,
"successRate": 0.24402817025785942,
"wilsonLowerBound": 0.24124211759450565
},
"transformers": {
"framework": "transformers",
"modelCount": 5417,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 580,
"successRate": 0.10707033413328411,
"wilsonLowerBound": 0.09911283141358335
},
"vllm": {
"framework": "vllm",
"modelCount": 112757,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16526,
"successRate": 0.14656296283157585,
"wilsonLowerBound": 0.14451065946378644
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 20598,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3724,
"successRate": 0.1807942518691135,
"wilsonLowerBound": 0.1755982051766546
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43297,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5635,
"successRate": 0.13014758528304501,
"wilsonLowerBound": 0.12701103486523738
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7434,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 660,
"successRate": 0.08878127522195318,
"wilsonLowerBound": 0.08252613016665643
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32640,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6189,
"successRate": 0.1896139705882353,
"wilsonLowerBound": 0.18539791644848905
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61300,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12405,
"successRate": 0.20236541598694943,
"wilsonLowerBound": 0.1992036080298809
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11295,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3318,
"successRate": 0.29375830013280213,
"wilsonLowerBound": 0.28542945279094356
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14430,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3614,
"successRate": 0.25045045045045045,
"wilsonLowerBound": 0.243448074111039
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 64682,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17738,
"successRate": 0.27423394452861694,
"wilsonLowerBound": 0.27080929057542136
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 353,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 222,
"successRate": 0.6288951841359773,
"wilsonLowerBound": 0.5773631929281926
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47468,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21026,
"successRate": 0.4429510407011039,
"wilsonLowerBound": 0.43848714653728676
},
"vllm": {
"framework": "vllm",
"modelCount": 38034,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4095,
"successRate": 0.10766682442025556,
"wilsonLowerBound": 0.10459123480293221
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 806,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6283,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030558650326277255,
"wilsonLowerBound": 0.02658115788279188
},
"vllm": {
"framework": "vllm",
"modelCount": 10048,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 747,
"successRate": 0.07434315286624203,
"wilsonLowerBound": 0.069374887461707
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6569,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2848,
"successRate": 0.4335515299132288,
"wilsonLowerBound": 0.42160966283706863
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7399,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 242,
"successRate": 0.03270712258413299,
"wilsonLowerBound": 0.028890483711308153
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14784,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4765,
"successRate": 0.3223079004329004,
"wilsonLowerBound": 0.3148211386449185
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27373,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13954,
"successRate": 0.5097724034632667,
"wilsonLowerBound": 0.5038492633394774
},
"vllm": {
"framework": "vllm",
"modelCount": 64708,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6740,
"successRate": 0.10416022748346418,
"wilsonLowerBound": 0.10183002173967819
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13057,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2023,
"successRate": 0.15493604962855173,
"wilsonLowerBound": 0.14883100318641082
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-30T14:06:32.456187+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1076.9403973509934,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.0653397789312515,
"queueFactor": 0.9997695965807956,
"queueWeight": 0.9997695965807956,
"recentSuccess": 49,
"recentSuccessRate": 0.32450331125827814,
"recentTerminal": 151,
"recentWilsonLowerBound": 0.2549837940951799,
"running": 8,
"selectionWeight": 1.0650943210035713,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.166666666666668,
"waiting": 27103
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1388.0,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9624324462602079,
"queueWeight": 0.9624324462602079,
"recentSuccess": 58,
"recentSuccessRate": 0.4603174603174603,
"recentTerminal": 126,
"recentWilsonLowerBound": 0.37575069319259424,
"running": 8,
"selectionWeight": 2.4060811156505197,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.0,
"waiting": 29148
},
"Biren_166m": {
"available": true,
"backlogHours": 126.6839378238342,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.12985208433514406,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 27,
"recentSuccessRate": 0.13989637305699482,
"recentTerminal": 193,
"recentWilsonLowerBound": 0.09795806709057316,
"running": 8,
"selectionWeight": 0.16880770963568728,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 32.166666666666664,
"waiting": 4075
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1228.32,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2664072492362678,
"queueFactor": 0.9802389318840368,
"queueWeight": 0.9802389318840368,
"recentSuccess": 16,
"recentSuccessRate": 0.21333333333333335,
"recentTerminal": 75,
"recentWilsonLowerBound": 0.13580086342007996,
"running": 7,
"selectionWeight": 0.2611427574375235,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 12.5,
"waiting": 15354
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 438.396694214876,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.33676847952716776,
"queueFactor": 1.144059430009665,
"queueWeight": 1.144059430009665,
"recentSuccess": 26,
"recentSuccessRate": 0.21487603305785125,
"recentTerminal": 121,
"recentWilsonLowerBound": 0.15106665784733153,
"running": 7,
"selectionWeight": 0.38528315473307306,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.166666666666668,
"waiting": 8841
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 31.59806295399516,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 8,
"recentSuccessRate": 0.01937046004842615,
"recentTerminal": 413,
"recentWilsonLowerBound": 0.009847157126564136,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 68.83333333333333,
"waiting": 2175
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 94.9877300613497,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.07913869997507787,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 35,
"recentSuccessRate": 0.10736196319018405,
"recentTerminal": 326,
"recentWilsonLowerBound": 0.07821420863305376,
"running": 3,
"selectionWeight": 0.10288030996760124,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 54.333333333333336,
"waiting": 5161
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2306.9268292682927,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.8977325467651842,
"queueFactor": 0.8918125975094907,
"queueWeight": 0.8918125975094907,
"recentSuccess": 15,
"recentSuccessRate": 0.36585365853658536,
"recentTerminal": 41,
"recentWilsonLowerBound": 0.23589630416936813,
"running": 2,
"selectionWeight": 0.8006091943994693,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.833333333333333,
"waiting": 15764
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 325.6521739130435,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3043515043719896,
"queueFactor": 1.1962324479121813,
"queueWeight": 1.1962324479121813,
"recentSuccess": 28,
"recentSuccessRate": 0.2028985507246377,
"recentTerminal": 138,
"recentWilsonLowerBound": 0.14427418466892433,
"running": 8,
"selectionWeight": 0.3640751451006601,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 23.0,
"waiting": 7490
},
"MetaX_c-500": {
"available": true,
"backlogHours": 565.9459459459459,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7113768321748735,
"queueFactor": 1.1010636689994866,
"queueWeight": 1.1010636689994866,
"recentSuccess": 32,
"recentSuccessRate": 0.2882882882882883,
"recentTerminal": 111,
"recentWilsonLowerBound": 0.21222208013522115,
"running": 4,
"selectionWeight": 0.7832711848756982,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.5,
"waiting": 10470
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1760.8,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.485978301400387,
"queueFactor": 0.9286929984097451,
"queueWeight": 0.9286929984097451,
"recentSuccess": 30,
"recentSuccessRate": 0.4,
"recentTerminal": 75,
"recentWilsonLowerBound": 0.296623430781706,
"running": 4,
"selectionWeight": 1.3800176442993453,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.5,
"waiting": 22010
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3634.7142857142853,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.2289531497627287,
"queueFactor": 0.8330251895445908,
"queueWeight": 0.8330251895445908,
"recentSuccess": 7,
"recentSuccessRate": 0.25,
"recentTerminal": 28,
"recentWilsonLowerBound": 0.12676334942200781,
"running": 2,
"selectionWeight": 0.19072374097792816,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 4.666666666666667,
"waiting": 16962
},
"Vastai_va16": {
"available": true,
"backlogHours": 1073.6341463414635,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.09686631996899812,
"queueFactor": 1.0002308111301035,
"queueWeight": 1.0002308111301035,
"recentSuccess": 12,
"recentSuccessRate": 0.14634146341463414,
"recentTerminal": 82,
"recentWilsonLowerBound": 0.08574077865956604,
"running": 16,
"selectionWeight": 0.09688867779377913,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 13.666666666666666,
"waiting": 14673
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1221.0652173913043,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.6295479415271708,
"queueFactor": 0.9811103262482201,
"queueWeight": 0.9811103262482201,
"recentSuccess": 26,
"recentSuccessRate": 0.2826086956521739,
"recentTerminal": 92,
"recentWilsonLowerBound": 0.20075548814347025,
"running": 6,
"selectionWeight": 0.6176559863006179,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.333333333333334,
"waiting": 18723
}
},
"queueAttemptedAt": "2026-09-30T13:56:52.852287+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-30T13:56:52.852287+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"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
}