Files
submmit/.modelhub_state/market_intelligence.json

764 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-20T15:49:31.092225+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-20T15:49:31.092225+00:00",
"frameworkAttemptedAt": "2026-09-20T11:15:54.454361+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39791,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19256,
"successRate": 0.4839285265512302,
"wilsonLowerBound": 0.47902000170699977
},
"vllm": {
"framework": "vllm",
"modelCount": 53208,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14865,
"successRate": 0.2793752819124944,
"wilsonLowerBound": 0.27557875868057063
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2846,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 808,
"successRate": 0.2839072382290935,
"wilsonLowerBound": 0.2676413737596436
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 33094,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14658,
"successRate": 0.4429201667976068,
"wilsonLowerBound": 0.4375752613348858
},
"vllm": {
"framework": "vllm",
"modelCount": 37597,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10682,
"successRate": 0.284118413703221,
"wilsonLowerBound": 0.27958185757218634
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 9034,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3867,
"successRate": 0.42804959043613017,
"wilsonLowerBound": 0.41787895871148845
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63964,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12088,
"successRate": 0.18898130198236507,
"wilsonLowerBound": 0.1859660310627957
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18268,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3665,
"successRate": 0.20062404204072695,
"wilsonLowerBound": 0.19487990970702376
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6146,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 61,
"successRate": 0.009925154572079401,
"wilsonLowerBound": 0.007734871664369399
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26170,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3225,
"successRate": 0.12323270920901797,
"wilsonLowerBound": 0.11930538367104469
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16469,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1674,
"successRate": 0.10164551581759669,
"wilsonLowerBound": 0.09712281941545817
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 11380,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4782,
"successRate": 0.4202108963093146,
"wilsonLowerBound": 0.4111704330910885
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24186,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3788,
"successRate": 0.15661953196063838,
"wilsonLowerBound": 0.1520936468167088
},
"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": 43419,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10874,
"successRate": 0.25044335429189984,
"wilsonLowerBound": 0.2463901256529626
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23311,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3064,
"successRate": 0.13144009266011755,
"wilsonLowerBound": 0.12716325323252214
},
"vllm": {
"framework": "vllm",
"modelCount": 86662,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11266760517874039,
"wilsonLowerBound": 0.11057959429420626
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 40734,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5000,
"successRate": 0.12274758187263711,
"wilsonLowerBound": 0.11959637108277628
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 32406,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3425,
"successRate": 0.10569030426464235,
"wilsonLowerBound": 0.10238953552598955
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 88764,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21127,
"successRate": 0.23801315848767518,
"wilsonLowerBound": 0.23522289719301412
},
"transformers": {
"framework": "transformers",
"modelCount": 5212,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 566,
"successRate": 0.10859554873369148,
"wilsonLowerBound": 0.10043512111093611
},
"vllm": {
"framework": "vllm",
"modelCount": 112638,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16510,
"successRate": 0.14657575596157602,
"wilsonLowerBound": 0.1445223000398883
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 17708,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3495,
"successRate": 0.19736842105263158,
"wilsonLowerBound": 0.19157202533764126
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42911,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5576,
"successRate": 0.1299433711635711,
"wilsonLowerBound": 0.12679503587631208
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6782,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 564,
"successRate": 0.08316130934827484,
"wilsonLowerBound": 0.07682311437946868
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 31284,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5650,
"successRate": 0.18060350338831352,
"wilsonLowerBound": 0.17637990175778484
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60901,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12393,
"successRate": 0.20349419549761089,
"wilsonLowerBound": 0.20031541596512528
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 8196,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2376,
"successRate": 0.28989751098096633,
"wilsonLowerBound": 0.2801748935046335
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 13044,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3356,
"successRate": 0.25728304201165286,
"wilsonLowerBound": 0.24985342553745796
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 61325,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16808,
"successRate": 0.27408071748878926,
"wilsonLowerBound": 0.27056457726462746
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 0,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46665,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20448,
"successRate": 0.4381870781099325,
"wilsonLowerBound": 0.43369054992286854
},
"vllm": {
"framework": "vllm",
"modelCount": 36675,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3515,
"successRate": 0.09584185412406271,
"wilsonLowerBound": 0.09287124095283011
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 591,
"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": 5992,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2543,
"successRate": 0.4243991989319092,
"wilsonLowerBound": 0.41193691950226435
}
},
"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": 11796,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3856,
"successRate": 0.32689047134621907,
"wilsonLowerBound": 0.3184829083394731
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26547,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13474,
"successRate": 0.5075526424831431,
"wilsonLowerBound": 0.5015379102715272
},
"vllm": {
"framework": "vllm",
"modelCount": 62610,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6309,
"successRate": 0.1007666506947772,
"wilsonLowerBound": 0.09843317156580027
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12530,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1810,
"successRate": 0.14445331205107742,
"wilsonLowerBound": 0.13840672537392346
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-20T15:58:50.796040+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 976.7916666666666,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.0996023232591179,
"queueFactor": 0.9705822419919977,
"queueWeight": 0.9705822419919977,
"recentSuccess": 47,
"recentSuccessRate": 0.3263888888888889,
"recentTerminal": 144,
"recentWilsonLowerBound": 0.2551815623223416,
"running": 10,
"selectionWeight": 1.067254488208444,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.0,
"waiting": 23443
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1334.6929133858266,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.5511242633917637,
"queueFactor": 0.9261800665682002,
"queueWeight": 0.9261800665682002,
"recentSuccess": 48,
"recentSuccessRate": 0.3779527559055118,
"recentTerminal": 127,
"recentWilsonLowerBound": 0.298375635382625,
"running": 8,
"selectionWeight": 1.4366203735237342,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.166666666666668,
"waiting": 28251
},
"Biren_166m": {
"available": true,
"backlogHours": 179.29192546583852,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.28936163459477104,
"queueFactor": 1.251608555885624,
"queueWeight": 1.251608555885624,
"recentSuccess": 31,
"recentSuccessRate": 0.19254658385093168,
"recentTerminal": 161,
"recentWilsonLowerBound": 0.13909331146580753,
"running": 10,
"selectionWeight": 0.362167497603865,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.833333333333332,
"waiting": 4811
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1515.2542372881355,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3265178301555739,
"queueFactor": 0.9087194148842332,
"queueWeight": 0.9087194148842332,
"recentSuccess": 14,
"recentSuccessRate": 0.23728813559322035,
"recentTerminal": 59,
"recentWilsonLowerBound": 0.14694486256946127,
"running": 8,
"selectionWeight": 0.29671309156824255,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.833333333333334,
"waiting": 14900
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 529.3846153846155,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.20984747001069728,
"queueFactor": 1.0639885039520838,
"queueWeight": 1.0639885039520838,
"recentSuccess": 19,
"recentSuccessRate": 0.18269230769230768,
"recentTerminal": 104,
"recentWilsonLowerBound": 0.12019329509173257,
"running": 7,
"selectionWeight": 0.22327529567481158,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.333333333333332,
"waiting": 9176
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 48.44805194805195,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 7,
"recentSuccessRate": 0.022727272727272728,
"recentTerminal": 308,
"recentWilsonLowerBound": 0.011051631876483383,
"running": 26,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 51.333333333333336,
"waiting": 2487
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 104.76760563380282,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.0952705638836413,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 33,
"recentSuccessRate": 0.11619718309859155,
"recentTerminal": 284,
"recentWilsonLowerBound": 0.08394525442652484,
"running": 1,
"selectionWeight": 0.1238517330487337,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 47.333333333333336,
"waiting": 4959
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 3827.7599999999998,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.5,
"queueFactor": 0.790789561605717,
"queueWeight": 0.790789561605717,
"recentSuccess": 14,
"recentSuccessRate": 0.56,
"recentTerminal": 25,
"recentWilsonLowerBound": 0.37067017019564436,
"running": 2,
"selectionWeight": 1.9769739040142924,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.166666666666667,
"waiting": 15949
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 562.3684210526316,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.35779046929463715,
"queueFactor": 1.0543856682550545,
"queueWeight": 1.0543856682550545,
"recentSuccess": 25,
"recentSuccessRate": 0.21929824561403508,
"recentTerminal": 114,
"recentWilsonLowerBound": 0.15318272840957878,
"running": 8,
"selectionWeight": 0.37724914306251556,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.0,
"waiting": 10685
},
"MetaX_c-500": {
"available": true,
"backlogHours": 624.1698113207547,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.337452256210946,
"queueFactor": 1.0380235796463175,
"queueWeight": 1.0380235796463175,
"recentSuccess": 23,
"recentSuccessRate": 0.2169811320754717,
"recentTerminal": 106,
"recentWilsonLowerBound": 0.14916154641951038,
"running": 4,
"selectionWeight": 0.35028339895181243,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.666666666666668,
"waiting": 11027
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1823.3239436619717,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7496228324669376,
"queueFactor": 0.8838387893958767,
"queueWeight": 0.8838387893958767,
"recentSuccess": 22,
"recentSuccessRate": 0.30985915492957744,
"recentTerminal": 71,
"recentWilsonLowerBound": 0.2143957547902181,
"running": 5,
"selectionWeight": 0.6625457367510862,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.833333333333334,
"waiting": 21576
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 4244.454545454546,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.6245838392617562,
"queueFactor": 0.7786268036758212,
"queueWeight": 0.7786268036758212,
"recentSuccess": 8,
"recentSuccessRate": 0.36363636363636365,
"recentTerminal": 22,
"recentWilsonLowerBound": 0.19732972772607896,
"running": 2,
"selectionWeight": 0.4863177183919541,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 3.6666666666666665,
"waiting": 15563
},
"Vastai_va16": {
"available": true,
"backlogHours": 1328.8125,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9267937091599355,
"queueWeight": 0.9267937091599355,
"recentSuccess": 6,
"recentSuccessRate": 0.09375,
"recentTerminal": 64,
"recentWilsonLowerBound": 0.04367765783128785,
"running": 16,
"selectionWeight": 0.04633968545799678,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 10.666666666666666,
"waiting": 14174
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 347.032967032967,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.05,
"queueFactor": 1.1335665525495555,
"queueWeight": 1.1335665525495555,
"recentSuccess": 18,
"recentSuccessRate": 0.06593406593406594,
"recentTerminal": 273,
"recentWilsonLowerBound": 0.04210959817411514,
"running": 6,
"selectionWeight": 0.05667832762747778,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 45.5,
"waiting": 15790
}
},
"queueAttemptedAt": "2026-09-20T15:58:50.796040+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-20T15:58:50.796040+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
}