Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-20T08:45:32.884651+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-20T08:45:32.884651+00:00",
"frameworkAttemptedAt": "2026-09-20T05:15:45.775700+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39753,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19236,
"successRate": 0.48388800845219226,
"wilsonLowerBound": 0.47897715583915135
},
"vllm": {
"framework": "vllm",
"modelCount": 53124,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14848,
"successRate": 0.2794970258263685,
"wilsonLowerBound": 0.275696997375085
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2814,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 801,
"successRate": 0.2846481876332623,
"wilsonLowerBound": 0.2682777798272296
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 33065,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14638,
"successRate": 0.44270376531075156,
"wilsonLowerBound": 0.4373568132768893
},
"vllm": {
"framework": "vllm",
"modelCount": 37570,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10674,
"successRate": 0.28410966196433324,
"wilsonLowerBound": 0.27957152731376095
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8976,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3850,
"successRate": 0.42892156862745096,
"wilsonLowerBound": 0.4187152644953327
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63957,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12087,
"successRate": 0.18898635020404334,
"wilsonLowerBound": 0.18597088392460556
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18150,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3639,
"successRate": 0.20049586776859504,
"wilsonLowerBound": 0.19473472099152284
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6127,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 61,
"successRate": 0.00995593275665089,
"wilsonLowerBound": 0.0077588810040612344
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26163,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3224,
"successRate": 0.12322745862477545,
"wilsonLowerBound": 0.11929968878466886
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16468,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1674,
"successRate": 0.10165168812241923,
"wilsonLowerBound": 0.09712873155638158
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 11346,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4765,
"successRate": 0.41997179622774544,
"wilsonLowerBound": 0.4109186352578301
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24174,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3788,
"successRate": 0.15669727806734507,
"wilsonLowerBound": 0.1521693454395959
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8067,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.06743522994917565,
"wilsonLowerBound": 0.062166089398339223
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 43318,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10852,
"successRate": 0.2505194145620758,
"wilsonLowerBound": 0.24646107029767275
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23303,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3064,
"successRate": 0.13148521649573017,
"wilsonLowerBound": 0.12720701429198458
},
"vllm": {
"framework": "vllm",
"modelCount": 86656,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11267540620384048,
"wilsonLowerBound": 0.11058725966103582
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 40666,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4984,
"successRate": 0.12255938621944622,
"wilsonLowerBound": 0.11940769297698448
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 32279,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3420,
"successRate": 0.10595123764676725,
"wilsonLowerBound": 0.10264039567688626
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 88728,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21114,
"successRate": 0.2379632134162835,
"wilsonLowerBound": 0.2351725927893341
},
"transformers": {
"framework": "transformers",
"modelCount": 5190,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 566,
"successRate": 0.10905587668593449,
"wilsonLowerBound": 0.10086272960894647
},
"vllm": {
"framework": "vllm",
"modelCount": 112558,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16510,
"successRate": 0.1466799339007445,
"wilsonLowerBound": 0.14462514114426753
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 17628,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3476,
"successRate": 0.19718629453142728,
"wilsonLowerBound": 0.19137899542745473
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42891,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5576,
"successRate": 0.13000396353547364,
"wilsonLowerBound": 0.1268542657028773
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6771,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 563,
"successRate": 0.08314872249298479,
"wilsonLowerBound": 0.07680602793945661
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 31256,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5634,
"successRate": 0.180253391348861,
"wilsonLowerBound": 0.17603118392480854
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60897,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12393,
"successRate": 0.20350756194886446,
"wilsonLowerBound": 0.20032859961759286
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 8134,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2359,
"successRate": 0.29001721170395867,
"wilsonLowerBound": 0.28025673962546915
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 13010,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3350,
"successRate": 0.25749423520368947,
"wilsonLowerBound": 0.25005293702555137
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 61194,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16783,
"successRate": 0.2742589142726411,
"wilsonLowerBound": 0.2707383019655485
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46651,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20439,
"successRate": 0.4381256564703865,
"wilsonLowerBound": 0.4336285289688326
},
"vllm": {
"framework": "vllm",
"modelCount": 36642,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3500,
"successRate": 0.0955188035587577,
"wilsonLowerBound": 0.09255145128038486
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 566,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6278,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030582988212806625,
"wilsonLowerBound": 0.026602368317046696
},
"vllm": {
"framework": "vllm",
"modelCount": 10026,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 739,
"successRate": 0.07370835826850189,
"wilsonLowerBound": 0.06875525826123706
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5981,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2536,
"successRate": 0.4240093629827788,
"wilsonLowerBound": 0.4115374444578867
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7377,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.03185576792734174,
"wilsonLowerBound": 0.02808550752550505
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11761,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3850,
"successRate": 0.32735311623161295,
"wilsonLowerBound": 0.3189299091983302
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26523,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13463,
"successRate": 0.5075971798062059,
"wilsonLowerBound": 0.5015797284885259
},
"vllm": {
"framework": "vllm",
"modelCount": 62558,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6298,
"successRate": 0.10067457399533233,
"wilsonLowerBound": 0.09834109816080622
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12512,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1805,
"successRate": 0.14426150895140666,
"wilsonLowerBound": 0.13821411049838211
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-20T08:59:36.612058+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1162.9586776859503,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.433674537425485,
"queueFactor": 0.9577886573776764,
"queueWeight": 0.9577886573776764,
"recentSuccess": 35,
"recentSuccessRate": 0.2892561983471074,
"recentTerminal": 121,
"recentWilsonLowerBound": 0.21593930152944865,
"running": 8,
"selectionWeight": 1.3731572103173164,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.166666666666668,
"waiting": 23453
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1209.021582733813,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9522242209859062,
"queueWeight": 0.9522242209859062,
"recentSuccess": 49,
"recentSuccessRate": 0.35251798561151076,
"recentTerminal": 139,
"recentWilsonLowerBound": 0.278035094856034,
"running": 8,
"selectionWeight": 2.3805605524647655,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.166666666666668,
"waiting": 28009
},
"Biren_166m": {
"available": true,
"backlogHours": 161.02793296089385,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.32831301688900894,
"queueFactor": 1.2884546862508846,
"queueWeight": 1.2884546862508846,
"recentSuccess": 28,
"recentSuccessRate": 0.1564245810055866,
"recentTerminal": 179,
"recentWilsonLowerBound": 0.1104965583702544,
"running": 8,
"selectionWeight": 0.42301644516780934,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 29.833333333333332,
"waiting": 4804
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1722.346153846154,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 1.1997659648126042,
"queueFactor": 0.9029969142041444,
"queueWeight": 0.9029969142041444,
"recentSuccess": 16,
"recentSuccessRate": 0.3076923076923077,
"recentTerminal": 52,
"recentWilsonLowerBound": 0.19914562391353519,
"running": 7,
"selectionWeight": 1.0833849639929398,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.666666666666666,
"waiting": 14927
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 485.8928571428571,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.43852156894010585,
"queueFactor": 1.0917501365888258,
"queueWeight": 1.0917501365888258,
"recentSuccess": 21,
"recentSuccessRate": 0.1875,
"recentTerminal": 112,
"recentWilsonLowerBound": 0.12603362094830625,
"running": 7,
"selectionWeight": 0.47875598278750675,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.666666666666668,
"waiting": 9070
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 35.940594059405946,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 11,
"recentSuccessRate": 0.027227722772277228,
"recentTerminal": 404,
"recentWilsonLowerBound": 0.015270099140896871,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 67.33333333333333,
"waiting": 2420
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 83.65811965811966,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.18346055615630313,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 40,
"recentSuccessRate": 0.11396011396011396,
"recentTerminal": 351,
"recentWilsonLowerBound": 0.08481340131739885,
"running": 6,
"selectionWeight": 0.23849872300319408,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 58.5,
"waiting": 4894
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1570.327868852459,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.36728763616641547,
"queueFactor": 0.9155999945274709,
"queueWeight": 0.9155999945274709,
"recentSuccess": 12,
"recentSuccessRate": 0.19672131147540983,
"recentTerminal": 61,
"recentWilsonLowerBound": 0.1162768855953685,
"running": 2,
"selectionWeight": 0.3362885576639777,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.166666666666666,
"waiting": 15965
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 502.86614173228344,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.7127591240858822,
"queueFactor": 1.0861416626348686,
"queueWeight": 1.0861416626348686,
"recentSuccess": 28,
"recentSuccessRate": 0.2204724409448819,
"recentTerminal": 127,
"recentWilsonLowerBound": 0.15717143105153952,
"running": 8,
"selectionWeight": 0.7741573800928127,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.166666666666668,
"waiting": 10644
},
"MetaX_c-500": {
"available": true,
"backlogHours": 726.8571428571429,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.5277231047943385,
"queueFactor": 1.0277487866999955,
"queueWeight": 1.0277487866999955,
"recentSuccess": 28,
"recentSuccessRate": 0.3076923076923077,
"recentTerminal": 91,
"recentWilsonLowerBound": 0.22226672658950442,
"running": 4,
"selectionWeight": 1.5701155673659315,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.166666666666666,
"waiting": 11024
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1032.192,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.0516221746031325,
"queueFactor": 0.9750800228469029,
"queueWeight": 0.9750800228469029,
"recentSuccess": 32,
"recentSuccessRate": 0.256,
"recentTerminal": 125,
"recentWilsonLowerBound": 0.18756596643774243,
"running": 4,
"selectionWeight": 1.025415774038332,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.833333333333332,
"waiting": 21504
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 265.0198300283286,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 1.195673424289433,
"queueWeight": 1.195673424289433,
"recentSuccess": 5,
"recentSuccessRate": 0.014164305949008499,
"recentTerminal": 353,
"recentWilsonLowerBound": 0.006064828390458039,
"running": 2,
"selectionWeight": 0.059783671214471645,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 58.833333333333336,
"waiting": 15592
},
"Vastai_va16": {
"available": true,
"backlogHours": 1775.0,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.19380233042213957,
"queueFactor": 0.8989273177759144,
"queueWeight": 0.8989273177759144,
"recentSuccess": 8,
"recentSuccessRate": 0.16666666666666666,
"recentTerminal": 48,
"recentWilsonLowerBound": 0.08695410039453222,
"running": 16,
"selectionWeight": 0.1742142090650954,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.0,
"waiting": 14200
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1017.8620689655172,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.5107028022860093,
"queueFactor": 0.9771269520321046,
"queueWeight": 0.9771269520321046,
"recentSuccess": 18,
"recentSuccessRate": 0.20689655172413793,
"recentTerminal": 87,
"recentWilsonLowerBound": 0.13507251809274734,
"running": 6,
"selectionWeight": 0.4990214725919828,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.5,
"waiting": 14759
}
},
"queueAttemptedAt": "2026-09-20T08:58:15.483861+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-20T08:58:15.483861+00:00",
"supportedGpus": [
"Vastai_va16",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Cambricon_mlu-370-x4",
"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
}