Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-11T18:39:11.575841+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-11T18:39:11.575841+00:00",
"frameworkAttemptedAt": "2026-10-11T16:41:28.570022+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 42140,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20913,
"successRate": 0.49627432368296154,
"wilsonLowerBound": 0.4915010530228554
},
"vllm": {
"framework": "vllm",
"modelCount": 56453,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15345,
"successRate": 0.271819035303704,
"wilsonLowerBound": 0.26816460242498097
},
"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": 4349,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1312,
"successRate": 0.30167854679236605,
"wilsonLowerBound": 0.28821699985688143
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 36979,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17369,
"successRate": 0.4696990183617729,
"wilsonLowerBound": 0.46461557208199533
},
"vllm": {
"framework": "vllm",
"modelCount": 39766,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11017,
"successRate": 0.27704571744706535,
"wilsonLowerBound": 0.27266864362125237
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12739,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5341,
"successRate": 0.41926367846769763,
"wilsonLowerBound": 0.41072044548189773
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64214,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.18837013735322516,
"wilsonLowerBound": 0.18536450290219292
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 29887,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6481,
"successRate": 0.2168501355104226,
"wilsonLowerBound": 0.21221453020823336
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7716,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 106,
"successRate": 0.013737687921202696,
"wilsonLowerBound": 0.011371815320575233
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26631,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3270,
"successRate": 0.12278923059592205,
"wilsonLowerBound": 0.11890174653639872
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16508,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10152653259025927,
"wilsonLowerBound": 0.09701149316250736
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 15604,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6165,
"successRate": 0.39509100230710076,
"wilsonLowerBound": 0.38744708281258994
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24740,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3806,
"successRate": 0.153839935327405,
"wilsonLowerBound": 0.14939780211535048
},
"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": 51658,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13016,
"successRate": 0.2519648457160556,
"wilsonLowerBound": 0.24823953507281116
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24354,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3143,
"successRate": 0.1290547753962388,
"wilsonLowerBound": 0.12490251359675075
},
"vllm": {
"framework": "vllm",
"modelCount": 86992,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11233216847526209,
"wilsonLowerBound": 0.11025083745991396
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 46127,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5548,
"successRate": 0.12027662757170421,
"wilsonLowerBound": 0.11733966980503703
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 46651,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3654,
"successRate": 0.0783262952562646,
"wilsonLowerBound": 0.07592267693831987
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 93655,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23312,
"successRate": 0.24891356574662324,
"wilsonLowerBound": 0.24615466707755723
},
"transformers": {
"framework": "transformers",
"modelCount": 5557,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 585,
"successRate": 0.10527262911642973,
"wilsonLowerBound": 0.09747414111074428
},
"vllm": {
"framework": "vllm",
"modelCount": 112854,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16530,
"successRate": 0.146472433409538,
"wilsonLowerBound": 0.1444215380732927
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 97,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.010309278350515464,
"wilsonLowerBound": 0.0018221178995736602
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 23484,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3985,
"successRate": 0.16969000170328735,
"wilsonLowerBound": 0.16494326307602572
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43627,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5674,
"successRate": 0.13005707474728953,
"wilsonLowerBound": 0.1269332275094749
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8070,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 757,
"successRate": 0.09380421313506815,
"wilsonLowerBound": 0.08763482607501104
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34272,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6771,
"successRate": 0.19756652661064425,
"wilsonLowerBound": 0.19338503799617207
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61481,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12423,
"successRate": 0.2020624257900815,
"wilsonLowerBound": 0.19890704231526266
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15386,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4359,
"successRate": 0.283309502144807,
"wilsonLowerBound": 0.2762441179875897
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15311,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3735,
"successRate": 0.2439422637319574,
"wilsonLowerBound": 0.2372044379553507
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 67593,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18627,
"successRate": 0.275575873241312,
"wilsonLowerBound": 0.27222030992383467
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 927,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 559,
"successRate": 0.6030204962243797,
"wilsonLowerBound": 0.571160725295832
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48359,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21695,
"successRate": 0.44862383423974855,
"wilsonLowerBound": 0.4441952440158708
},
"vllm": {
"framework": "vllm",
"modelCount": 39688,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4757,
"successRate": 0.11985990727675871,
"wilsonLowerBound": 0.11670113843094837
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1058,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6287,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030539207889295372,
"wilsonLowerBound": 0.02656421387260057
},
"vllm": {
"framework": "vllm",
"modelCount": 10085,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 761,
"successRate": 0.07545860188398612,
"wilsonLowerBound": 0.07046362140369612
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7253,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3182,
"successRate": 0.43871501447676825,
"wilsonLowerBound": 0.42733006392679657
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7420,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.0330188679245283,
"wilsonLowerBound": 0.02918860803183403
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17997,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5354,
"successRate": 0.29749402678224146,
"wilsonLowerBound": 0.2908586830672383
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28290,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14461,
"successRate": 0.5111700247437257,
"wilsonLowerBound": 0.5053438326886737
},
"vllm": {
"framework": "vllm",
"modelCount": 67131,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7149,
"successRate": 0.1064932743441927,
"wilsonLowerBound": 0.10418226743877991
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13635,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2254,
"successRate": 0.1653098643197653,
"wilsonLowerBound": 0.15916924224460932
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-11T18:48:08.962809+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1072.8301886792453,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.9304461284681578,
"queueFactor": 0.9500610280255447,
"queueWeight": 0.9500610280255447,
"recentSuccess": 46,
"recentSuccessRate": 0.2893081761006289,
"recentTerminal": 159,
"recentWilsonLowerBound": 0.2244557580502507,
"running": 8,
"selectionWeight": 0.883980605334846,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.5,
"waiting": 28430
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1238.9403973509934,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.4347357388470485,
"queueFactor": 0.9297658470238745,
"queueWeight": 0.9297658470238745,
"recentSuccess": 52,
"recentSuccessRate": 0.3443708609271523,
"recentTerminal": 151,
"recentWilsonLowerBound": 0.2732888862563113,
"running": 8,
"selectionWeight": 1.3339682894845506,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.166666666666668,
"waiting": 31180
},
"Biren_166m": {
"available": true,
"backlogHours": 118.17391304347827,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.15315112582624849,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 37,
"recentSuccessRate": 0.13405797101449277,
"recentTerminal": 276,
"recentWilsonLowerBound": 0.09884668218914304,
"running": 8,
"selectionWeight": 0.19909646357412303,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 46.0,
"waiting": 5436
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 934.1495327102805,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.25391241378459006,
"queueFactor": 0.9699932033378884,
"queueWeight": 0.9699932033378884,
"recentSuccess": 20,
"recentSuccessRate": 0.18691588785046728,
"recentTerminal": 107,
"recentWilsonLowerBound": 0.12438379319362988,
"running": 7,
"selectionWeight": 0.24629331561416992,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 17.833333333333332,
"waiting": 16659
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 268.22660098522164,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.147538389948089,
"queueFactor": 1.169649863347962,
"queueWeight": 1.169649863347962,
"recentSuccess": 28,
"recentSuccessRate": 0.13793103448275862,
"recentTerminal": 203,
"recentWilsonLowerBound": 0.09718328436488534,
"running": 7,
"selectionWeight": 0.1725682576413606,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 33.833333333333336,
"waiting": 9075
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 54.81622911694511,
"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": 0.01909307875894988,
"recentTerminal": 419,
"recentWilsonLowerBound": 0.009705695758671534,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 69.83333333333333,
"waiting": 3828
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 93.49553571428571,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 36,
"recentSuccessRate": 0.08035714285714286,
"recentTerminal": 448,
"recentWilsonLowerBound": 0.05860635250035033,
"running": 6,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 74.66666666666667,
"waiting": 6981
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2066.9333333333334,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.5538069250956303,
"queueFactor": 0.8610575536892459,
"queueWeight": 0.8610575536892459,
"recentSuccess": 13,
"recentSuccessRate": 0.28888888888888886,
"recentTerminal": 45,
"recentWilsonLowerBound": 0.17729918031900158,
"running": 2,
"selectionWeight": 0.4768596361390069,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.5,
"waiting": 15502
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 288.989010989011,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3379632388185645,
"queueFactor": 1.1566419831588488,
"queueWeight": 1.1566419831588488,
"recentSuccess": 35,
"recentSuccessRate": 0.19230769230769232,
"recentTerminal": 182,
"recentWilsonLowerBound": 0.14164842984347017,
"running": 8,
"selectionWeight": 0.39090247078189205,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 30.333333333333332,
"waiting": 8766
},
"MetaX_c-500": {
"available": true,
"backlogHours": 558.1551724137931,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.15872257544618074,
"queueFactor": 1.0478953381677536,
"queueWeight": 1.0478953381677536,
"recentSuccess": 18,
"recentSuccessRate": 0.15517241379310345,
"recentTerminal": 116,
"recentWilsonLowerBound": 0.10046527191229783,
"running": 4,
"selectionWeight": 0.16632464687203236,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 19.333333333333332,
"waiting": 10791
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2310.0,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8468165834854385,
"queueWeight": 0.8468165834854385,
"recentSuccess": 30,
"recentSuccessRate": 0.46875,
"recentTerminal": 64,
"recentWilsonLowerBound": 0.3517578764404486,
"running": 4,
"selectionWeight": 2.1170414587135964,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.666666666666666,
"waiting": 24640
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1397.36,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.9131348231165787,
"queueWeight": 0.9131348231165787,
"recentSuccess": 8,
"recentSuccessRate": 0.10666666666666667,
"recentTerminal": 75,
"recentWilsonLowerBound": 0.05504846963856164,
"running": 2,
"selectionWeight": 0.045656741155828934,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 12.5,
"waiting": 17467
},
"Vastai_va16": {
"available": true,
"backlogHours": 590.7375,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.3021329404105403,
"queueFactor": 1.0390153656371781,
"queueWeight": 1.0390153656371781,
"recentSuccess": 30,
"recentSuccessRate": 0.1875,
"recentTerminal": 160,
"recentWilsonLowerBound": 0.13461343529272077,
"running": 16,
"selectionWeight": 0.31392076755169324,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 26.666666666666668,
"waiting": 15753
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 941.0381679389313,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.47522041456109076,
"queueFactor": 0.9689247856943184,
"queueWeight": 0.9689247856943184,
"recentSuccess": 30,
"recentSuccessRate": 0.22900763358778625,
"recentTerminal": 131,
"recentWilsonLowerBound": 0.16538500851400117,
"running": 6,
"selectionWeight": 0.46045283833617,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.833333333333332,
"waiting": 20546
}
},
"queueAttemptedAt": "2026-10-11T18:39:11.575841+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-11T18:39:11.575841+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Ascend_910-b4",
"Ascend_910-b3",
"hygon_k100-ai",
"MetaX_c-500",
"Biren_166m",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}