Files
submmit/.modelhub_state/market_intelligence.json

764 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-20T15:18:21.688932+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-20T15:18:21.688932+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": "2026-09-20T15:23:16.049767+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 991.2676056338028,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.478216661972531,
"queueFactor": 0.9816187046509715,
"queueWeight": 0.9816187046509715,
"recentSuccess": 46,
"recentSuccessRate": 0.323943661971831,
"recentTerminal": 142,
"recentWilsonLowerBound": 0.2524872917750784,
"running": 8,
"selectionWeight": 1.4510451249189589,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.666666666666668,
"waiting": 23460
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1424.3697478991598,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.9799602442718276,
"queueFactor": 0.9296683611671318,
"queueWeight": 0.9296683611671318,
"recentSuccess": 44,
"recentSuccessRate": 0.3697478991596639,
"recentTerminal": 119,
"recentWilsonLowerBound": 0.28835646669807535,
"running": 8,
"selectionWeight": 1.8407063954682639,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.833333333333332,
"waiting": 28250
},
"Biren_166m": {
"available": true,
"backlogHours": 177.34969325153372,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.420822682318219,
"queueFactor": 1.2707113119593507,
"queueWeight": 1.2707113119593507,
"recentSuccess": 32,
"recentSuccessRate": 0.19631901840490798,
"recentTerminal": 163,
"recentWilsonLowerBound": 0.14263359159920427,
"running": 8,
"selectionWeight": 0.5347441427508371,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.166666666666668,
"waiting": 4818
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1655.888888888889,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.44593608668502227,
"queueFactor": 0.9089014232854179,
"queueWeight": 0.9089014232854179,
"recentSuccess": 13,
"recentSuccessRate": 0.24074074074074073,
"recentTerminal": 54,
"recentWilsonLowerBound": 0.14644154703850742,
"running": 7,
"selectionWeight": 0.40531194388234626,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.0,
"waiting": 14903
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 592.1935483870968,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.32081779136716104,
"queueFactor": 1.0604786060699112,
"queueWeight": 1.0604786060699112,
"recentSuccess": 18,
"recentSuccessRate": 0.1935483870967742,
"recentTerminal": 93,
"recentWilsonLowerBound": 0.1260833866437487,
"running": 7,
"selectionWeight": 0.34022040419147453,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.5,
"waiting": 9179
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 45.42331288343558,
"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": 0.018404907975460124,
"recentTerminal": 326,
"recentWilsonLowerBound": 0.008461637688316358,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 54.333333333333336,
"waiting": 2468
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 99.81270903010034,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.09935739037885272,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 31,
"recentSuccessRate": 0.10367892976588629,
"recentTerminal": 299,
"recentWilsonLowerBound": 0.07400613840865734,
"running": 6,
"selectionWeight": 0.12916460749250855,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 49.833333333333336,
"waiting": 4974
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 3675.2307692307695,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.5,
"queueFactor": 0.8064524585402871,
"queueWeight": 0.8064524585402871,
"recentSuccess": 13,
"recentSuccessRate": 0.5,
"recentTerminal": 26,
"recentWilsonLowerBound": 0.3206030631500208,
"running": 2,
"selectionWeight": 2.016131146350718,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.333333333333333,
"waiting": 15926
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 588.3853211009174,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.669789246967727,
"queueFactor": 1.0615053512727146,
"queueWeight": 1.0615053512727146,
"recentSuccess": 27,
"recentSuccessRate": 0.24770642201834864,
"recentTerminal": 109,
"recentWilsonLowerBound": 0.17618414860824205,
"running": 8,
"selectionWeight": 0.710984869881164,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.166666666666668,
"waiting": 10689
},
"MetaX_c-500": {
"available": true,
"backlogHours": 760.6206896551724,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7289875360448821,
"queueFactor": 1.0214009139621067,
"queueWeight": 1.0214009139621067,
"recentSuccess": 23,
"recentSuccessRate": 0.26436781609195403,
"recentTerminal": 87,
"recentWilsonLowerBound": 0.18309896615432047,
"running": 4,
"selectionWeight": 0.7445885355832268,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.5,
"waiting": 11029
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1960.7272727272727,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.3804754696094879,
"queueFactor": 0.8861533504685868,
"queueWeight": 0.8861533504685868,
"recentSuccess": 23,
"recentSuccessRate": 0.3484848484848485,
"recentTerminal": 66,
"recentWilsonLowerBound": 0.2447570733856041,
"running": 4,
"selectionWeight": 1.2233129626341435,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.0,
"waiting": 21568
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 7782.0,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.481241146331883,
"queueFactor": 0.7206224342215569,
"queueWeight": 0.7206224342215569,
"recentSuccess": 7,
"recentSuccessRate": 0.5833333333333334,
"recentTerminal": 12,
"recentWilsonLowerBound": 0.3195073356553728,
"running": 2,
"selectionWeight": 1.7880380347603677,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 2.0,
"waiting": 15564
},
"Vastai_va16": {
"available": true,
"backlogHours": 1979.860465116279,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.8848634870614562,
"queueWeight": 0.8848634870614562,
"recentSuccess": 5,
"recentSuccessRate": 0.11627906976744186,
"recentTerminal": 43,
"recentWilsonLowerBound": 0.050703529948620846,
"running": 16,
"selectionWeight": 0.04424317435307282,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.166666666666667,
"waiting": 14189
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 349.6826568265683,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.05,
"queueFactor": 1.1476787707426297,
"queueWeight": 1.1476787707426297,
"recentSuccess": 21,
"recentSuccessRate": 0.07749077490774908,
"recentTerminal": 271,
"recentWilsonLowerBound": 0.051239414115370675,
"running": 6,
"selectionWeight": 0.05738393853713149,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 45.166666666666664,
"waiting": 15794
}
},
"queueAttemptedAt": "2026-09-20T15:16:57.961507+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-20T15:16:57.961507+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
}