Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-14T20:04:34.374073+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-14T20:04:34.374073+00:00",
"frameworkAttemptedAt": "2026-09-14T14:53:04.199321+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38933,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18705,
"successRate": 0.4804407571982637,
"wilsonLowerBound": 0.4754800420312105
},
"vllm": {
"framework": "vllm",
"modelCount": 51648,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14545,
"successRate": 0.2816178748451053,
"wilsonLowerBound": 0.2777550717889186
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2191,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 593,
"successRate": 0.27065267001369236,
"wilsonLowerBound": 0.25246196591208553
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 32097,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13983,
"successRate": 0.43564819141975886,
"wilsonLowerBound": 0.43023162359631334
},
"vllm": {
"framework": "vllm",
"modelCount": 37066,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10569,
"successRate": 0.2851400205039659,
"wilsonLowerBound": 0.2805661770759682
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7846,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3465,
"successRate": 0.4416263063981647,
"wilsonLowerBound": 0.43066944429632004
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63853,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12067,
"successRate": 0.18898094059793588,
"wilsonLowerBound": 0.1859630685382231
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15967,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3203,
"successRate": 0.20060124005761884,
"wilsonLowerBound": 0.19446213712546148
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5598,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 47,
"successRate": 0.00839585566273669,
"wilsonLowerBound": 0.006319900205681883
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26056,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3202,
"successRate": 0.12288916180534235,
"wilsonLowerBound": 0.11895821050069917
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16459,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1672,
"successRate": 0.10158575855155234,
"wilsonLowerBound": 0.09706293342977017
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 10256,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4387,
"successRate": 0.42774960998439937,
"wilsonLowerBound": 0.4182030614474656
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24085,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3778,
"successRate": 0.15686111687772472,
"wilsonLowerBound": 0.15232294826670206
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8066,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.0674435903793702,
"wilsonLowerBound": 0.0621738174048722
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 41072,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10363,
"successRate": 0.2523130112972341,
"wilsonLowerBound": 0.24813569365627852
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23016,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3041,
"successRate": 0.13212547792839763,
"wilsonLowerBound": 0.12781195656912708
},
"vllm": {
"framework": "vllm",
"modelCount": 86535,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9763,
"successRate": 0.1128214017449587,
"wilsonLowerBound": 0.11073061041261582
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 39351,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4824,
"successRate": 0.12258900663261417,
"wilsonLowerBound": 0.11938534493932597
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 28866,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3316,
"successRate": 0.11487563223169127,
"wilsonLowerBound": 0.11124819832700311
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 87923,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20622,
"successRate": 0.23454613696074975,
"wilsonLowerBound": 0.23175699541088174
},
"transformers": {
"framework": "transformers",
"modelCount": 5103,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 563,
"successRate": 0.11032725847540663,
"wilsonLowerBound": 0.10202255557468329
},
"vllm": {
"framework": "vllm",
"modelCount": 112467,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16505,
"successRate": 0.14675415899775046,
"wilsonLowerBound": 0.144698104347555
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 16068,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3286,
"successRate": 0.2045058501369181,
"wilsonLowerBound": 0.19834024618549653
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42667,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5552,
"successRate": 0.13012398340637965,
"wilsonLowerBound": 0.1269648523885545
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6328,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 493,
"successRate": 0.07790771175726928,
"wilsonLowerBound": 0.07155694212480938
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18181818181818182,
"wilsonLowerBound": 0.1343204258911728
},
"vllm": {
"framework": "vllm",
"modelCount": 30501,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5323,
"successRate": 0.1745188682338284,
"wilsonLowerBound": 0.17030027953858615
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60781,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12382,
"successRate": 0.2037149767196986,
"wilsonLowerBound": 0.2005317735957852
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6758,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1994,
"successRate": 0.2950577093814738,
"wilsonLowerBound": 0.28430291141319025
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12150,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3182,
"successRate": 0.2618930041152263,
"wilsonLowerBound": 0.2541512488195746
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 59534,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16232,
"successRate": 0.27265092216212583,
"wilsonLowerBound": 0.2690884336515849
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46184,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20110,
"successRate": 0.43543218430625324,
"wilsonLowerBound": 0.4309157596740713
},
"vllm": {
"framework": "vllm",
"modelCount": 35905,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3186,
"successRate": 0.08873415958780115,
"wilsonLowerBound": 0.08583663681173372
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 330,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6276,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030592734225621414,
"wilsonLowerBound": 0.026610861971840757
},
"vllm": {
"framework": "vllm",
"modelCount": 10010,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 733,
"successRate": 0.07322677322677322,
"wilsonLowerBound": 0.06828543573281327
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5649,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2375,
"successRate": 0.4204283944060896,
"wilsonLowerBound": 0.40761402535934943
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7369,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.03189035147238431,
"wilsonLowerBound": 0.02811605354795059
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10866,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3692,
"successRate": 0.3397754463464016,
"wilsonLowerBound": 0.33092786910865496
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26080,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13185,
"successRate": 0.5055598159509203,
"wilsonLowerBound": 0.4994914458832435
},
"vllm": {
"framework": "vllm",
"modelCount": 61170,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6016,
"successRate": 0.09834886382213504,
"wilsonLowerBound": 0.09601414141824964
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12272,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1737,
"successRate": 0.14154172099087353,
"wilsonLowerBound": 0.1354864684978023
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-14T20:07:36.749905+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1066.2272727272727,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.2043288491327844,
"queueFactor": 0.9787119662640053,
"queueWeight": 0.9787119662640053,
"recentSuccess": 46,
"recentSuccessRate": 0.3484848484848485,
"recentTerminal": 132,
"recentWilsonLowerBound": 0.2725254461708375,
"running": 8,
"selectionWeight": 1.178691055963214,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.0,
"waiting": 23457
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1390.2,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9405259306230903,
"queueWeight": 0.9405259306230903,
"recentSuccess": 56,
"recentSuccessRate": 0.4666666666666667,
"recentTerminal": 120,
"recentWilsonLowerBound": 0.37982764246169837,
"running": 8,
"selectionWeight": 2.3513148265577257,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.0,
"waiting": 27804
},
"Biren_166m": {
"available": true,
"backlogHours": 496.06779661016947,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 1.0977443515508805,
"queueWeight": 1.0977443515508805,
"recentSuccess": 7,
"recentSuccessRate": 0.11864406779661017,
"recentTerminal": 59,
"recentWilsonLowerBound": 0.05867508277914001,
"running": 2,
"selectionWeight": 0.05488721757754403,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.833333333333334,
"waiting": 4878
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1312.608695652174,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 1.0763291365464998,
"queueFactor": 0.9486632453703319,
"queueWeight": 0.9486632453703319,
"recentSuccess": 25,
"recentSuccessRate": 0.36231884057971014,
"recentTerminal": 69,
"recentWilsonLowerBound": 0.2589555625346011,
"running": 7,
"selectionWeight": 1.0210738917628495,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.5,
"waiting": 15095
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 455.85,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3018038963581907,
"queueFactor": 1.111754951711384,
"queueWeight": 1.111754951711384,
"recentSuccess": 25,
"recentSuccessRate": 0.20833333333333334,
"recentTerminal": 120,
"recentWilsonLowerBound": 0.14528341433799083,
"running": 7,
"selectionWeight": 0.33553197622200787,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.0,
"waiting": 9117
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 43.97260273972603,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 10,
"recentSuccessRate": 0.0273972602739726,
"recentTerminal": 365,
"recentWilsonLowerBound": 0.014948259890073853,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 60.833333333333336,
"waiting": 2675
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 127.15942028985508,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.13079386339346907,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 29,
"recentSuccessRate": 0.14009661835748793,
"recentTerminal": 207,
"recentWilsonLowerBound": 0.09934672373950382,
"running": 6,
"selectionWeight": 0.1700320224115098,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 34.5,
"waiting": 4387
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2138.727272727273,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.4532848345221971,
"queueFactor": 0.8816760733350161,
"queueWeight": 0.8816760733350161,
"recentSuccess": 19,
"recentSuccessRate": 0.4318181818181818,
"recentTerminal": 44,
"recentWilsonLowerBound": 0.2968250416485458,
"running": 2,
"selectionWeight": 1.2813264663388595,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.333333333333333,
"waiting": 15684
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 655.9805825242718,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3828643440641518,
"queueFactor": 1.0526856886440823,
"queueWeight": 1.0526856886440823,
"recentSuccess": 24,
"recentSuccessRate": 0.23300970873786409,
"recentTerminal": 103,
"recentWilsonLowerBound": 0.16187497360880485,
"running": 7,
"selectionWeight": 0.4030358156884365,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.166666666666668,
"waiting": 11261
},
"MetaX_c-500": {
"available": true,
"backlogHours": 752.7391304347826,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.4643983477808629,
"queueFactor": 1.031182875851703,
"queueWeight": 1.031182875851703,
"recentSuccess": 36,
"recentSuccessRate": 0.391304347826087,
"recentTerminal": 92,
"recentWilsonLowerBound": 0.2978546577810812,
"running": 4,
"selectionWeight": 1.5100624996571526,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.333333333333334,
"waiting": 11542
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1777.4025974025974,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.762589007627435,
"queueFactor": 0.9064930834059186,
"queueWeight": 0.9064930834059186,
"recentSuccess": 33,
"recentSuccessRate": 0.42857142857142855,
"recentTerminal": 77,
"recentWilsonLowerBound": 0.32403475215621097,
"running": 4,
"selectionWeight": 1.5977747443015717,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.833333333333334,
"waiting": 22810
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 6864.461538461539,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.8455904639210483,
"queueFactor": 0.7401869005809724,
"queueWeight": 0.7401869005809724,
"recentSuccess": 6,
"recentSuccessRate": 0.46153846153846156,
"recentTerminal": 13,
"recentWilsonLowerBound": 0.23205754301488138,
"running": 2,
"selectionWeight": 0.6258949846505473,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 2.1666666666666665,
"waiting": 14873
},
"Vastai_va16": {
"available": true,
"backlogHours": 1328.421052631579,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.21582157573402524,
"queueFactor": 0.9469608051964405,
"queueWeight": 0.9469608051964405,
"recentSuccess": 12,
"recentSuccessRate": 0.21052631578947367,
"recentTerminal": 57,
"recentWilsonLowerBound": 0.12474426566891902,
"running": 16,
"selectionWeight": 0.2043745731358571,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.5,
"waiting": 12620
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 781.25,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.6169173736419549,
"queueFactor": 1.0254485180078081,
"queueWeight": 1.0254485180078081,
"recentSuccess": 27,
"recentSuccessRate": 0.28125,
"recentTerminal": 96,
"recentWilsonLowerBound": 0.20107282637501533,
"running": 6,
"selectionWeight": 0.6326170065344119,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.0,
"waiting": 12500
}
},
"queueAttemptedAt": "2026-09-14T19:58:21.417905+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-14T19:58:21.417905+00:00",
"supportedGpus": [
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Cambricon_mlu-370-x4",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"Biren_166m",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}