Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-12T04:29:24.761439+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-12T04:29:24.761439+00:00",
"frameworkAttemptedAt": "2026-10-12T04:42:47.775094+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 42238,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20980,
"successRate": 0.4967091244850608,
"wilsonLowerBound": 0.49194132494590326
},
"vllm": {
"framework": "vllm",
"modelCount": 56603,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15356,
"successRate": 0.2712930410048937,
"wilsonLowerBound": 0.2676456938920074
},
"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": 4389,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1326,
"successRate": 0.30211893369788106,
"wilsonLowerBound": 0.28871203112533317
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 37062,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17428,
"successRate": 0.4702390588743187,
"wilsonLowerBound": 0.46516091709198243
},
"vllm": {
"framework": "vllm",
"modelCount": 39852,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11024,
"successRate": 0.2766235069758105,
"wilsonLowerBound": 0.27225324289557484
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12810,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5368,
"successRate": 0.41904761904761906,
"wilsonLowerBound": 0.4105286978542303
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64215,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.18836720392431675,
"wilsonLowerBound": 0.18536161098715048
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 30163,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6538,
"successRate": 0.21675562775585983,
"wilsonLowerBound": 0.21214185711102937
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7755,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 107,
"successRate": 0.013797549967762734,
"wilsonLowerBound": 0.011431518521994121
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26636,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3272,
"successRate": 0.12284126745757622,
"wilsonLowerBound": 0.11895341776860138
},
"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": 15688,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6189,
"successRate": 0.3945053544110148,
"wilsonLowerBound": 0.3868839679536973
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24750,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3806,
"successRate": 0.1537777777777778,
"wilsonLowerBound": 0.14933728372389174
},
"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": 51861,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13061,
"successRate": 0.25184628140606624,
"wilsonLowerBound": 0.24812882439696665
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24489,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3151,
"successRate": 0.12867001510882436,
"wilsonLowerBound": 0.1245344503078232
},
"vllm": {
"framework": "vllm",
"modelCount": 87002,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11231925702857405,
"wilsonLowerBound": 0.11023815054284405
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 46238,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5558,
"successRate": 0.12020416107963147,
"wilsonLowerBound": 0.11727147000639
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 47003,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3660,
"successRate": 0.07786737016786163,
"wilsonLowerBound": 0.0754791999955929
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 93797,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23379,
"successRate": 0.24925104214420504,
"wilsonLowerBound": 0.24649295798939172
},
"transformers": {
"framework": "transformers",
"modelCount": 5563,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 585,
"successRate": 0.1051590868236563,
"wilsonLowerBound": 0.09736857184631525
},
"vllm": {
"framework": "vllm",
"modelCount": 112858,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16530,
"successRate": 0.1464672420209467,
"wilsonLowerBound": 0.14441641327534988
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 99,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.010101010101010102,
"wilsonLowerBound": 0.001785261320052029
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 23634,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4000,
"successRate": 0.16924769400016926,
"wilsonLowerBound": 0.16452090953750292
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43635,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5677,
"successRate": 0.13010198235361523,
"wilsonLowerBound": 0.12697795127883135
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8106,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 759,
"successRate": 0.09363434492968171,
"wilsonLowerBound": 0.0874834803504315
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34340,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6800,
"successRate": 0.19801980198019803,
"wilsonLowerBound": 0.19383873454197584
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61485,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12423,
"successRate": 0.2020492803122713,
"wilsonLowerBound": 0.19889407678377838
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15620,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4405,
"successRate": 0.2820102432778489,
"wilsonLowerBound": 0.27500771793349765
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15355,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3744,
"successRate": 0.24382937154021492,
"wilsonLowerBound": 0.2371022056466189
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 67758,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18658,
"successRate": 0.2753623188405797,
"wilsonLowerBound": 0.2720116481383636
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 951,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 572,
"successRate": 0.601472134595163,
"wilsonLowerBound": 0.5700064877698285
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48390,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21715,
"successRate": 0.44874974168216575,
"wilsonLowerBound": 0.4443224430850249
},
"vllm": {
"framework": "vllm",
"modelCount": 39773,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4780,
"successRate": 0.12018203303748774,
"wilsonLowerBound": 0.11702287031043372
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1070,
"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": 7279,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3199,
"successRate": 0.4394834455282319,
"wilsonLowerBound": 0.4281162078502035
}
},
"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": 18134,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5384,
"successRate": 0.2969008492334841,
"wilsonLowerBound": 0.29029440591309585
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28345,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14489,
"successRate": 0.5111659904745105,
"wilsonLowerBound": 0.505345453871838
},
"vllm": {
"framework": "vllm",
"modelCount": 67224,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7167,
"successRate": 0.10661370938950375,
"wilsonLowerBound": 0.10430311840925548
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13669,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2271,
"successRate": 0.16614236593752285,
"wilsonLowerBound": 0.15999649434216628
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-12T04:42:47.775094+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1057.304347826087,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.8127050629812653,
"queueFactor": 0.9794043453491371,
"queueWeight": 0.9794043453491371,
"recentSuccess": 39,
"recentSuccessRate": 0.2422360248447205,
"recentTerminal": 161,
"recentWilsonLowerBound": 0.18256316971724598,
"running": 8,
"selectionWeight": 0.7959668701710955,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.833333333333332,
"waiting": 28371
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1261.2567567567567,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9538311542901163,
"queueWeight": 0.9538311542901163,
"recentSuccess": 56,
"recentSuccessRate": 0.3783783783783784,
"recentTerminal": 148,
"recentWilsonLowerBound": 0.30425277698958925,
"running": 8,
"selectionWeight": 2.3845778857252906,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.666666666666668,
"waiting": 31111
},
"Biren_166m": {
"available": true,
"backlogHours": 153.46919431279622,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.11060573019500725,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 23,
"recentSuccessRate": 0.10900473933649289,
"recentTerminal": 211,
"recentWilsonLowerBound": 0.07374051996728213,
"running": 8,
"selectionWeight": 0.14378744925350942,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 35.166666666666664,
"waiting": 5397
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1278.8461538461538,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5372524364107736,
"queueFactor": 0.9518516870912639,
"queueWeight": 0.9518516870912639,
"recentSuccess": 18,
"recentSuccessRate": 0.23076923076923078,
"recentTerminal": 78,
"recentWilsonLowerBound": 0.15125388693827768,
"running": 7,
"selectionWeight": 0.5113846379914868,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.0,
"waiting": 16625
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 390.4347826086956,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.17123067586357174,
"queueFactor": 1.1372599734287114,
"queueWeight": 1.1372599734287114,
"recentSuccess": 19,
"recentSuccessRate": 0.13768115942028986,
"recentTerminal": 138,
"recentWilsonLowerBound": 0.08994576408901436,
"running": 7,
"selectionWeight": 0.1947337938827859,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.0,
"waiting": 8980
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 49.816901408450704,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 19,
"recentSuccessRate": 0.04460093896713615,
"recentTerminal": 426,
"recentWilsonLowerBound": 0.02873615358186854,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 71.0,
"waiting": 3537
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 113.77235772357723,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.3155358078759962,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 56,
"recentSuccessRate": 0.15176151761517614,
"recentTerminal": 369,
"recentWilsonLowerBound": 0.11875381496205359,
"running": 9,
"selectionWeight": 0.4101965502387951,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 61.5,
"waiting": 6997
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2386.0,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.6073978933829756,
"queueFactor": 0.8668450296376357,
"queueWeight": 0.8668450296376357,
"recentSuccess": 15,
"recentSuccessRate": 0.38461538461538464,
"recentTerminal": 39,
"recentWilsonLowerBound": 0.24891162547007062,
"running": 2,
"selectionWeight": 1.3933648745290386,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.5,
"waiting": 15509
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 241.2,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.23304759826119642,
"queueFactor": 1.2224621848903936,
"queueWeight": 1.2224621848903936,
"recentSuccess": 31,
"recentSuccessRate": 0.14418604651162792,
"recentTerminal": 215,
"recentWilsonLowerBound": 0.10347312399510449,
"running": 8,
"selectionWeight": 0.2848918761538409,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 35.833333333333336,
"waiting": 8643
},
"MetaX_c-500": {
"available": true,
"backlogHours": 514.8000000000001,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.18458095005063097,
"queueFactor": 1.091054006711874,
"queueWeight": 1.091054006711874,
"recentSuccess": 18,
"recentSuccessRate": 0.144,
"recentTerminal": 125,
"recentWilsonLowerBound": 0.09306819886613768,
"running": 4,
"selectionWeight": 0.20138778511542518,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.833333333333332,
"waiting": 10725
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1420.2857142857142,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.8185411765691826,
"queueFactor": 0.9369915437211439,
"queueWeight": 0.9369915437211439,
"recentSuccess": 27,
"recentSuccessRate": 0.2571428571428571,
"recentTerminal": 105,
"recentWilsonLowerBound": 0.18315791773630993,
"running": 4,
"selectionWeight": 0.7669661606328798,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.5,
"waiting": 24855
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2018.5384615384617,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.0888943123854884,
"queueFactor": 0.8888663695953443,
"queueWeight": 0.8888663695953443,
"recentSuccess": 7,
"recentSuccessRate": 0.1346153846153846,
"recentTerminal": 52,
"recentWilsonLowerBound": 0.06676796994292625,
"running": 2,
"selectionWeight": 0.07901516472776351,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.666666666666666,
"waiting": 17494
},
"Vastai_va16": {
"available": true,
"backlogHours": 943.4999999999999,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.18454095487037753,
"queueFactor": 0.9962784664251548,
"queueWeight": 0.9962784664251548,
"recentSuccess": 15,
"recentSuccessRate": 0.15,
"recentTerminal": 100,
"recentWilsonLowerBound": 0.09305903191162297,
"running": 16,
"selectionWeight": 0.18385417951089342,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.666666666666668,
"waiting": 15725
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 897.1739130434783,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.68855364981359,
"queueFactor": 1.0038308390507837,
"queueWeight": 1.0038308390507837,
"recentSuccess": 32,
"recentSuccessRate": 0.2318840579710145,
"recentTerminal": 138,
"recentWilsonLowerBound": 0.16931213470916082,
"running": 6,
"selectionWeight": 0.6911913880238556,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.0,
"waiting": 20635
}
},
"queueAttemptedAt": "2026-10-12T04:42:47.775094+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-12T04:42:47.775094+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
}