Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-30T17:05:21.766045+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-30T17:05:21.766045+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": "2026-09-30T17:16:56.272504+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1062.9019607843138,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.1878563737034884,
"queueFactor": 0.8930495215251515,
"queueWeight": 0.8930495215251515,
"recentSuccess": 63,
"recentSuccessRate": 0.4117647058823529,
"recentTerminal": 153,
"recentWilsonLowerBound": 0.33687167716788513,
"running": 8,
"selectionWeight": 1.0608145661765018,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.5,
"waiting": 27104
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1458.1,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.619298577237577,
"queueFactor": 0.8516897623055755,
"queueWeight": 0.8516897623055755,
"recentSuccess": 57,
"recentSuccessRate": 0.475,
"recentTerminal": 120,
"recentWilsonLowerBound": 0.3878193727928457,
"running": 8,
"selectionWeight": 1.3791400203492286,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.0,
"waiting": 29162
},
"Biren_166m": {
"available": true,
"backlogHours": 24.84,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 24,
"recentSuccessRate": 0.024,
"recentTerminal": 1000,
"recentWilsonLowerBound": 0.016180052367186296,
"running": 8,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 166.66666666666666,
"waiting": 4140
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 188.66257668711657,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.05,
"queueFactor": 1.1574351282979936,
"queueWeight": 1.1574351282979936,
"recentSuccess": 22,
"recentSuccessRate": 0.044989775051124746,
"recentTerminal": 489,
"recentWilsonLowerBound": 0.02989545664808046,
"running": 7,
"selectionWeight": 0.05787175641489968,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 81.5,
"waiting": 15376
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 54.159183673469386,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 28,
"recentSuccessRate": 0.02857142857142857,
"recentTerminal": 980,
"recentWilsonLowerBound": 0.01984037957678184,
"running": 7,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 163.33333333333334,
"waiting": 8846
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 31.951807228915662,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 6,
"recentSuccessRate": 0.014457831325301205,
"recentTerminal": 415,
"recentWilsonLowerBound": 0.006642463679002533,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 69.16666666666667,
"waiting": 2210
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 104.32323232323232,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.08839643886524273,
"queueFactor": 1.265005367212781,
"queueWeight": 1.265005367212781,
"recentSuccess": 41,
"recentSuccessRate": 0.13804713804713806,
"recentTerminal": 297,
"recentWilsonLowerBound": 0.10341596921535803,
"running": 1,
"selectionWeight": 0.11182196960702853,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 49.5,
"waiting": 5164
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 201.45415778251598,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 1.1461015188807764,
"queueWeight": 1.1461015188807764,
"recentSuccess": 13,
"recentSuccessRate": 0.02771855010660981,
"recentTerminal": 469,
"recentWilsonLowerBound": 0.01626900320758521,
"running": 2,
"selectionWeight": 0.05730507594403882,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 78.16666666666667,
"waiting": 15747
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 23.309844559585493,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 29,
"recentSuccessRate": 0.015025906735751295,
"recentTerminal": 1930,
"recentWilsonLowerBound": 0.010482155630926466,
"running": 8,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 321.6666666666667,
"waiting": 7498
},
"MetaX_c-500": {
"available": true,
"backlogHours": 798.6075949367089,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.9453619647691915,
"queueFactor": 0.9321794141694872,
"queueWeight": 0.9321794141694872,
"recentSuccess": 32,
"recentSuccessRate": 0.4050632911392405,
"recentTerminal": 79,
"recentWilsonLowerBound": 0.30366107968229633,
"running": 4,
"selectionWeight": 0.8812469624966605,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.166666666666666,
"waiting": 10515
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2695.2244897959185,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.77671247713859,
"queueWeight": 0.77671247713859,
"recentSuccess": 30,
"recentSuccessRate": 0.6122448979591837,
"recentTerminal": 49,
"recentWilsonLowerBound": 0.47245746488052426,
"running": 4,
"selectionWeight": 1.941781192846475,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.166666666666666,
"waiting": 22011
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 5951.647058823529,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.9867191078513459,
"queueFactor": 0.7,
"queueWeight": 0.7,
"recentSuccess": 9,
"recentSuccessRate": 0.5294117647058824,
"recentTerminal": 17,
"recentWilsonLowerBound": 0.3096289731154949,
"running": 2,
"selectionWeight": 0.6907033754959421,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 2.8333333333333335,
"waiting": 16863
},
"Vastai_va16": {
"available": true,
"backlogHours": 1290.7605633802816,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.8674064958275112,
"queueWeight": 0.8674064958275112,
"recentSuccess": 9,
"recentSuccessRate": 0.1267605633802817,
"recentTerminal": 71,
"recentWilsonLowerBound": 0.06814450579452648,
"running": 16,
"selectionWeight": 0.043370324791375564,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 11.833333333333334,
"waiting": 15274
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1458.5454545454545,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.7704720376896237,
"queueFactor": 0.8516507400390633,
"queueWeight": 0.8516507400390633,
"recentSuccess": 29,
"recentSuccessRate": 0.37662337662337664,
"recentTerminal": 77,
"recentWilsonLowerBound": 0.27669846411806526,
"running": 6,
"selectionWeight": 0.6561730810777731,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.833333333333334,
"waiting": 18718
}
},
"queueAttemptedAt": "2026-09-30T17:10:30.777513+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-30T17:10:30.777513+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
}