Files
submmit/.modelhub_state/market_intelligence.json

712 lines
22 KiB
JSON

{
"communityAttemptedAt": "2026-09-27T02:03:27.010338+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-27T02:03:27.010338+00:00",
"frameworkAttemptedAt": "2026-09-26T23:25:40.078539+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15456,
"successRate": 0.4519562547517399,
"wilsonLowerBound": 0.4466870773777446
},
"vllm": {
"framework": "vllm",
"modelCount": 38181,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10784,
"successRate": 0.28244414761268694,
"wilsonLowerBound": 0.2779504935644781
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10334,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4335,
"successRate": 0.4194890652215986,
"wilsonLowerBound": 0.4100061738757588
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64122,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12091,
"successRate": 0.18856242787186925,
"wilsonLowerBound": 0.18555345441815213
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 21815,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4507,
"successRate": 0.20660096264038505,
"wilsonLowerBound": 0.20128017173109503
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6790,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 74,
"successRate": 0.010898379970544918,
"wilsonLowerBound": 0.008690623081188628
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26395,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3245,
"successRate": 0.12293995074824778,
"wilsonLowerBound": 0.11903325889759624
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16482,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10168668850867613,
"wilsonLowerBound": 0.0971649021199942
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 12568,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5201,
"successRate": 0.41382877148313174,
"wilsonLowerBound": 0.4052455373267606
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24408,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3794,
"successRate": 0.15544083906915765,
"wilsonLowerBound": 0.15094953339266573
},
"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": 45990,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11448,
"successRate": 0.24892367906066537,
"wilsonLowerBound": 0.2449929180062535
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23506,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3092,
"successRate": 0.13154088317876286,
"wilsonLowerBound": 0.12728014870742704
},
"vllm": {
"framework": "vllm",
"modelCount": 86763,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11253644986918387,
"wilsonLowerBound": 0.11045071994022279
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 42219,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5187,
"successRate": 0.1228593761102821,
"wilsonLowerBound": 0.1197622275807068
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 36647,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3507,
"successRate": 0.09569678281987612,
"wilsonLowerBound": 0.09272710607385085
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 89842,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21666,
"successRate": 0.24115669731306072,
"wilsonLowerBound": 0.2383704832017292
},
"transformers": {
"framework": "transformers",
"modelCount": 5353,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 577,
"successRate": 0.10779002428544741,
"wilsonLowerBound": 0.09976182124253666
},
"vllm": {
"framework": "vllm",
"modelCount": 112719,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16523,
"successRate": 0.1465857575031716,
"wilsonLowerBound": 0.14453297651148447
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 19385,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3680,
"successRate": 0.1898375032241424,
"wilsonLowerBound": 0.18437838455653657
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43109,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5601,
"successRate": 0.1299264654712473,
"wilsonLowerBound": 0.1267854699564439
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7136,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 612,
"successRate": 0.08576233183856502,
"wilsonLowerBound": 0.07948623330640471
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32116,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5988,
"successRate": 0.1864491219329929,
"wilsonLowerBound": 0.18222712215271233
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61191,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12401,
"successRate": 0.20266052197218545,
"wilsonLowerBound": 0.19949416666317507
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10062,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2961,
"successRate": 0.29427549194991054,
"wilsonLowerBound": 0.28545087928858304
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14029,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3529,
"successRate": 0.2515503599686364,
"wilsonLowerBound": 0.24443883676843695
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 63555,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17406,
"successRate": 0.2738730233655889,
"wilsonLowerBound": 0.27041970257084336
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 187,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 125,
"successRate": 0.6684491978609626,
"wilsonLowerBound": 0.5981796683409485
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47174,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20822,
"successRate": 0.4413872048162123,
"wilsonLowerBound": 0.4369112081499924
},
"vllm": {
"framework": "vllm",
"modelCount": 37504,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3876,
"successRate": 0.10334897610921502,
"wilsonLowerBound": 0.10030855969883865
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 754,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 4.3148248291150565e-19
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6282,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030563514804202482,
"wilsonLowerBound": 0.02658539726335166
},
"vllm": {
"framework": "vllm",
"modelCount": 10040,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 743,
"successRate": 0.07400398406374502,
"wilsonLowerBound": 0.06904470201407993
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6353,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2739,
"successRate": 0.4311348968991028,
"wilsonLowerBound": 0.4190020694716365
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7391,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 240,
"successRate": 0.03247192531457178,
"wilsonLowerBound": 0.02866754709140733
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 13648,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4428,
"successRate": 0.32444314185228607,
"wilsonLowerBound": 0.31663893382137076
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27064,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13778,
"successRate": 0.509089565474431,
"wilsonLowerBound": 0.5031326483331547
},
"vllm": {
"framework": "vllm",
"modelCount": 63998,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6565,
"successRate": 0.10258133066658333,
"wilsonLowerBound": 0.10025439462268444
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12875,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1938,
"successRate": 0.1505242718446602,
"wilsonLowerBound": 0.14445179089486898
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-27T02:09:25.268469+00:00",
"gpuStats": {
"Ascend_910-b4": {
"available": true,
"backlogHours": 1335.796875,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9278088739653538,
"queueWeight": 0.9278088739653538,
"recentSuccess": 59,
"recentSuccessRate": 0.4609375,
"recentTerminal": 128,
"recentWilsonLowerBound": 0.3769796782209271,
"running": 8,
"selectionWeight": 2.3195221849133847,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.333333333333332,
"waiting": 28497
},
"Biren_166m": {
"available": true,
"backlogHours": 133.16666666666666,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.2759224216898822,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 34,
"recentSuccessRate": 0.18888888888888888,
"recentTerminal": 180,
"recentWilsonLowerBound": 0.1384357910970068,
"running": 9,
"selectionWeight": 0.35869914819684684,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 30.0,
"waiting": 3995
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1273.0140845070423,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4828223293452749,
"queueFactor": 0.9345329192316864,
"queueWeight": 0.9345329192316864,
"recentSuccess": 19,
"recentSuccessRate": 0.2676056338028169,
"recentTerminal": 71,
"recentWilsonLowerBound": 0.17852666541700804,
"running": 7,
"selectionWeight": 0.45121336091328246,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.833333333333334,
"waiting": 15064
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 432.396694214876,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.18845403734782412,
"queueFactor": 1.0988470097843597,
"queueWeight": 1.0988470097843597,
"recentSuccess": 21,
"recentSuccessRate": 0.17355371900826447,
"recentTerminal": 121,
"recentWilsonLowerBound": 0.11640832689272315,
"running": 7,
"selectionWeight": 0.20708215542144656,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 20.166666666666668,
"waiting": 8720
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 41.53293413173653,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 12,
"recentSuccessRate": 0.03592814371257485,
"recentTerminal": 334,
"recentWilsonLowerBound": 0.02066958952618046,
"running": 25,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 55.666666666666664,
"waiting": 2312
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 108.58426966292134,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.22084028128314975,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 44,
"recentSuccessRate": 0.1647940074906367,
"recentTerminal": 267,
"recentWilsonLowerBound": 0.125109384124165,
"running": 9,
"selectionWeight": 0.2870923656680947,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 44.5,
"waiting": 4832
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 3837.3599999999997,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.9279168126192494,
"queueFactor": 0.7919808924699225,
"queueWeight": 0.7919808924699225,
"recentSuccess": 13,
"recentSuccessRate": 0.52,
"recentTerminal": 25,
"recentWilsonLowerBound": 0.3349821795314731,
"running": 2,
"selectionWeight": 1.5268732778659615,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.166666666666667,
"waiting": 15989
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 397.4583333333333,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5308733608434114,
"queueFactor": 1.1128223626051204,
"queueWeight": 1.1128223626051204,
"recentSuccess": 36,
"recentSuccessRate": 0.25,
"recentTerminal": 144,
"recentWilsonLowerBound": 0.1863940290026437,
"running": 12,
"selectionWeight": 0.5907677476578856,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.0,
"waiting": 9539
},
"MetaX_c-500": {
"available": true,
"backlogHours": 555.0,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7205900360401734,
"queueFactor": 1.058462894497849,
"queueWeight": 1.058462894497849,
"recentSuccess": 33,
"recentSuccessRate": 0.2894736842105263,
"recentTerminal": 114,
"recentWilsonLowerBound": 0.21416522774282082,
"running": 4,
"selectionWeight": 0.7627178152933911,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.0,
"waiting": 10545
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2700.2553191489365,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.1601145199238223,
"queueFactor": 0.8348507870180752,
"queueWeight": 0.8348507870180752,
"recentSuccess": 23,
"recentSuccessRate": 0.48936170212765956,
"recentTerminal": 47,
"recentWilsonLowerBound": 0.3527532433660351,
"running": 4,
"selectionWeight": 1.8033733070075748,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.833333333333333,
"waiting": 21152
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3950.64,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.6368908660937467,
"queueFactor": 0.7885322623817576,
"queueWeight": 0.7885322623817576,
"recentSuccess": 9,
"recentSuccessRate": 0.36,
"recentTerminal": 25,
"recentWilsonLowerBound": 0.20247656431735636,
"running": 2,
"selectionWeight": 0.502208995531179,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.166666666666667,
"waiting": 16461
},
"Vastai_va16": {
"available": true,
"backlogHours": 810.5825242718446,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 1.0630589768766994,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 35,
"recentSuccessRate": 0.33980582524271846,
"recentTerminal": 103,
"recentWilsonLowerBound": 0.2555686884244147,
"running": 16,
"selectionWeight": 1.0630589768766994,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.166666666666668,
"waiting": 13915
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1160.1333333333334,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.4186814370405714,
"queueFactor": 0.9476400340438205,
"queueWeight": 0.9476400340438205,
"recentSuccess": 22,
"recentSuccessRate": 0.24444444444444444,
"recentTerminal": 90,
"recentWilsonLowerBound": 0.16732663395366265,
"running": 6,
"selectionWeight": 0.3967592912506428,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.0,
"waiting": 17402
}
},
"queueAttemptedAt": "2026-09-27T02:09:25.268469+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-27T02:09:25.268469+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"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
}