Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-20T21:03:17.963351+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-20T21:03:17.963351+00:00",
"frameworkAttemptedAt": "2026-10-20T20:37:27.662216+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 43680,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21973,
"successRate": 0.5030448717948718,
"wilsonLowerBound": 0.49835584825674245
},
"vllm": {
"framework": "vllm",
"modelCount": 58213,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15539,
"successRate": 0.2669335028258293,
"wilsonLowerBound": 0.26335545428337515
},
"vllm_0.23.0": {
"framework": "vllm_0.23.0",
"modelCount": 1,
"officialConfigError": "framework_mismatch",
"officialConfigValid": false,
"successCount": 1,
"successRate": 1.0,
"wilsonLowerBound": 0.20654329147389294
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5322,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1695,
"successRate": 0.318489289740699,
"wilsonLowerBound": 0.30610698427286986
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38664,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18496,
"successRate": 0.47837781915994204,
"wilsonLowerBound": 0.4734009379159649
},
"vllm": {
"framework": "vllm",
"modelCount": 40612,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11105,
"successRate": 0.27344134738500936,
"wilsonLowerBound": 0.2691278562144358
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14264,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5909,
"successRate": 0.4142596747055524,
"wilsonLowerBound": 0.4061998529464258
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64281,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12098,
"successRate": 0.1882049128047168,
"wilsonLowerBound": 0.1852018635945276
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 35235,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7441,
"successRate": 0.21118206328934297,
"wilsonLowerBound": 0.2069519360112673
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8376,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 117,
"successRate": 0.013968481375358166,
"wilsonLowerBound": 0.011668633906812812
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26785,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3290,
"successRate": 0.12282994213179019,
"wilsonLowerBound": 0.11895292811990585
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16522,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10144050357099625,
"wilsonLowerBound": 0.09692908882989518
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 17509,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6749,
"successRate": 0.3854589068479068,
"wilsonLowerBound": 0.37827553240589135
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24826,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3809,
"successRate": 0.1534278578909208,
"wilsonLowerBound": 0.14899831829398716
},
"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": 55384,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13927,
"successRate": 0.25146251625018057,
"wilsonLowerBound": 0.24786651112486344
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 25355,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3242,
"successRate": 0.12786432656280813,
"wilsonLowerBound": 0.12381016068700113
},
"vllm": {
"framework": "vllm",
"modelCount": 87129,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.1121555394874267,
"wilsonLowerBound": 0.1100772803468428
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 49351,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5678,
"successRate": 0.11505339304168102,
"wilsonLowerBound": 0.11226806004081942
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 51913,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3799,
"successRate": 0.07318012829156473,
"wilsonLowerBound": 0.07097123984652058
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 95001,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23948,
"successRate": 0.25208155703624174,
"wilsonLowerBound": 0.24933047173924247
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 149,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5681,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 590,
"successRate": 0.10385495511353635,
"wilsonLowerBound": 0.0961876547107571
},
"vllm": {
"framework": "vllm",
"modelCount": 112916,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16539,
"successRate": 0.14647171348613128,
"wilsonLowerBound": 0.1444213822004383
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 312,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.003205128205128205,
"wilsonLowerBound": 0.0005659935005814385
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 25759,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4165,
"successRate": 0.1616910594355371,
"wilsonLowerBound": 0.15724545138558857
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44346,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5725,
"successRate": 0.12909845307355794,
"wilsonLowerBound": 0.1260096933165679
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8484,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 819,
"successRate": 0.09653465346534654,
"wilsonLowerBound": 0.09043178607638488
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 35656,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7179,
"successRate": 0.20134058783935382,
"wilsonLowerBound": 0.1972105346154529
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61564,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12430,
"successRate": 0.20190370996036644,
"wilsonLowerBound": 0.1987513820878397
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18457,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5227,
"successRate": 0.2831987863683155,
"wilsonLowerBound": 0.27674431324837645
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16234,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3923,
"successRate": 0.24165332019218924,
"wilsonLowerBound": 0.23512966613878597
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 69613,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19141,
"successRate": 0.27496300978265553,
"wilsonLowerBound": 0.2716586286179609
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1691,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1003,
"successRate": 0.5931401537551745,
"wilsonLowerBound": 0.5695401120805187
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48618,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.44695380311818667,
"wilsonLowerBound": 0.4425387034033916
},
"vllm": {
"framework": "vllm",
"modelCount": 41175,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5228,
"successRate": 0.12697024893746206,
"wilsonLowerBound": 0.12378909425349463
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1237,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6289,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03052949594530132,
"wilsonLowerBound": 0.026555749965692398
},
"vllm": {
"framework": "vllm",
"modelCount": 10113,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 765,
"successRate": 0.07564520913675467,
"wilsonLowerBound": 0.07065102319044637
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7812,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3438,
"successRate": 0.4400921658986175,
"wilsonLowerBound": 0.42911636325608277
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7432,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.032965554359526375,
"wilsonLowerBound": 0.029141391688609655
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19721,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5607,
"successRate": 0.28431621114547945,
"wilsonLowerBound": 0.27806286037994216
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 29109,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14901,
"successRate": 0.5119035349891786,
"wilsonLowerBound": 0.5061599973558071
},
"vllm": {
"framework": "vllm",
"modelCount": 68474,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7400,
"successRate": 0.10807021643251453,
"wilsonLowerBound": 0.10576669052407023
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14316,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2553,
"successRate": 0.17833193629505448,
"wilsonLowerBound": 0.17214789384180207
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-20T21:03:17.963351+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1002.635294117647,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.9619466923200783,
"queueFactor": 1.0182915540252335,
"queueWeight": 1.0182915540252335,
"recentSuccess": 43,
"recentSuccessRate": 0.2529411764705882,
"recentTerminal": 170,
"recentWilsonLowerBound": 0.1935506131701719,
"running": 8,
"selectionWeight": 0.9795421922120457,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.333333333333332,
"waiting": 28408
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1661.9491525423728,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9439542149442247,
"queueWeight": 0.9439542149442247,
"recentSuccess": 45,
"recentSuccessRate": 0.3813559322033898,
"recentTerminal": 118,
"recentWilsonLowerBound": 0.29876863810798276,
"running": 9,
"selectionWeight": 2.3598855373605616,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.666666666666668,
"waiting": 32685
},
"Biren_166m": {
"available": true,
"backlogHours": 135.62857142857143,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.09122124415895701,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 21,
"recentSuccessRate": 0.1,
"recentTerminal": 210,
"recentWilsonLowerBound": 0.06633909536660759,
"running": 8,
"selectionWeight": 0.11858761740664411,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 35.0,
"waiting": 4747
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1382.9620253164558,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.21894789107499257,
"queueFactor": 0.9703357930643188,
"queueWeight": 0.9703357930643188,
"recentSuccess": 13,
"recentSuccessRate": 0.16455696202531644,
"recentTerminal": 79,
"recentWilsonLowerBound": 0.09876613959277633,
"running": 7,
"selectionWeight": 0.21245297552601303,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.166666666666666,
"waiting": 18209
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 367.55555555555554,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.20806802854939851,
"queueFactor": 1.1837095219475495,
"queueWeight": 1.1837095219475495,
"recentSuccess": 23,
"recentSuccessRate": 0.1419753086419753,
"recentTerminal": 162,
"recentWilsonLowerBound": 0.09650426940997234,
"running": 8,
"selectionWeight": 0.2462921066067776,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.0,
"waiting": 9924
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 66.1829268292683,
"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": 0.018292682926829267,
"recentTerminal": 328,
"recentWilsonLowerBound": 0.008409879867216617,
"running": 25,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 54.666666666666664,
"waiting": 3618
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 241.4851485148515,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.2606949869369335,
"queueWeight": 1.2606949869369335,
"recentSuccess": 11,
"recentSuccessRate": 0.054455445544554455,
"recentTerminal": 202,
"recentWilsonLowerBound": 0.030675501953501612,
"running": 1,
"selectionWeight": 0.06303474934684668,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 33.666666666666664,
"waiting": 8130
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2210.0454545454545,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.28607222077013383,
"queueFactor": 0.9044475964539361,
"queueWeight": 0.9044475964539361,
"recentSuccess": 9,
"recentSuccessRate": 0.20454545454545456,
"recentTerminal": 44,
"recentWilsonLowerBound": 0.11153127823467596,
"running": 2,
"selectionWeight": 0.25873733248778735,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.333333333333333,
"waiting": 16207
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 528.2201834862385,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.2615864416354864,
"queueFactor": 1.1210405991585117,
"queueWeight": 1.1210405991585117,
"recentSuccess": 18,
"recentSuccessRate": 0.1651376146788991,
"recentTerminal": 109,
"recentWilsonLowerBound": 0.10708603422228842,
"running": 8,
"selectionWeight": 0.29324902126278873,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.166666666666668,
"waiting": 9596
},
"MetaX_c-500": {
"available": true,
"backlogHours": 766.5,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.9381191292062805,
"queueFactor": 1.0601486532890456,
"queueWeight": 1.0601486532890456,
"recentSuccess": 25,
"recentSuccessRate": 0.2717391304347826,
"recentTerminal": 92,
"recentWilsonLowerBound": 0.19135648353357726,
"running": 5,
"selectionWeight": 0.9945457314527304,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.333333333333334,
"waiting": 11753
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2219.154929577465,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.4999312107530455,
"queueFactor": 0.9038897183418351,
"queueWeight": 0.9038897183418351,
"recentSuccess": 16,
"recentSuccessRate": 0.22535211267605634,
"recentTerminal": 71,
"recentWilsonLowerBound": 0.1437454836103039,
"running": 4,
"selectionWeight": 0.45188268127786285,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.833333333333334,
"waiting": 26260
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2322.0,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.06935597427514337,
"queueFactor": 0.8977682815428545,
"queueWeight": 0.8977682815428545,
"recentSuccess": 6,
"recentSuccessRate": 0.125,
"recentTerminal": 48,
"recentWilsonLowerBound": 0.05856971750400843,
"running": 2,
"selectionWeight": 0.06226559383972588,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.0,
"waiting": 18576
},
"Vastai_va16": {
"available": true,
"backlogHours": 1628.4705882352941,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05063455966488628,
"queueFactor": 0.946840011426692,
"queueWeight": 0.946840011426692,
"recentSuccess": 7,
"recentSuccessRate": 0.10294117647058823,
"recentTerminal": 68,
"recentWilsonLowerBound": 0.050765126778174775,
"running": 16,
"selectionWeight": 0.04794282705168645,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.333333333333334,
"waiting": 18456
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1260.2051282051282,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.38453213412755727,
"queueFactor": 0.9839599086138228,
"queueWeight": 0.9839599086138228,
"recentSuccess": 22,
"recentSuccessRate": 0.18803418803418803,
"recentTerminal": 117,
"recentWilsonLowerBound": 0.12758105898852093,
"running": 6,
"selectionWeight": 0.3783642035552295,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.5,
"waiting": 24574
}
},
"queueAttemptedAt": "2026-10-20T21:03:17.963351+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-20T21:03:17.963351+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Biren_166m",
"Ascend_910-b3",
"Ascend_910-b4",
"hygon_k100-ai",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}