Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-04T18:00:24.379042+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-04T18:00:24.379042+00:00",
"frameworkAttemptedAt": "2026-10-04T16:27:10.273279+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 40947,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20084,
"successRate": 0.4904877036168706,
"wilsonLowerBound": 0.4856466932438106
},
"vllm": {
"framework": "vllm",
"modelCount": 54824,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15115,
"successRate": 0.2757004231723333,
"wilsonLowerBound": 0.2719755744578353
},
"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": 3666,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1082,
"successRate": 0.29514457174031644,
"wilsonLowerBound": 0.28060039717132573
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 35549,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16435,
"successRate": 0.4623196151790486,
"wilsonLowerBound": 0.4571410316263713
},
"vllm": {
"framework": "vllm",
"modelCount": 39143,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10924,
"successRate": 0.27907927343330863,
"wilsonLowerBound": 0.27465750177137455
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 11533,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4832,
"successRate": 0.4189716465793809,
"wilsonLowerBound": 0.40999524875535726
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64178,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12094,
"successRate": 0.18844463834959022,
"wilsonLowerBound": 0.18543770256687467
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 26085,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5541,
"successRate": 0.21242093156986774,
"wilsonLowerBound": 0.2074997527544099
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7330,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 94,
"successRate": 0.012824010914051841,
"wilsonLowerBound": 0.010491456661972855
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26520,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3261,
"successRate": 0.12296380090497737,
"wilsonLowerBound": 0.1190658652396679
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16496,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.1016003879728419,
"wilsonLowerBound": 0.09708223705449089
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 14093,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5700,
"successRate": 0.4044561129638828,
"wilsonLowerBound": 0.3963801920247765
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24565,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3798,
"successRate": 0.15461021778953796,
"wilsonLowerBound": 0.15014314191977335
},
"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": 48943,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12220,
"successRate": 0.24967819708640662,
"wilsonLowerBound": 0.24586330137213241
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23686,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3111,
"successRate": 0.13134340960905175,
"wilsonLowerBound": 0.1271014421174694
},
"vllm": {
"framework": "vllm",
"modelCount": 86858,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9768,
"successRate": 0.11245941651891593,
"wilsonLowerBound": 0.11037544978714471
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 44355,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5400,
"successRate": 0.1217450118363206,
"wilsonLowerBound": 0.11873459401356201
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42268,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3591,
"successRate": 0.08495788776379294,
"wilsonLowerBound": 0.08233735136852925
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 91214,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22445,
"successRate": 0.24606968228561404,
"wilsonLowerBound": 0.24328516921335383
},
"transformers": {
"framework": "transformers",
"modelCount": 5453,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 580,
"successRate": 0.10636346964973409,
"wilsonLowerBound": 0.09845573022593368
},
"vllm": {
"framework": "vllm",
"modelCount": 112790,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16529,
"successRate": 0.14654667967018353,
"wilsonLowerBound": 0.14449477031337343
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 21409,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3820,
"successRate": 0.1784296323975898,
"wilsonLowerBound": 0.17335868349485636
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43440,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5648,
"successRate": 0.1300184162062615,
"wilsonLowerBound": 0.12688832570870462
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7648,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 703,
"successRate": 0.09191945606694561,
"wilsonLowerBound": 0.085647593681614
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 33242,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6394,
"successRate": 0.19234703086456892,
"wilsonLowerBound": 0.18814558671735693
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61397,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12411,
"successRate": 0.20214342720328354,
"wilsonLowerBound": 0.1989854184229054
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 12730,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3727,
"successRate": 0.29277297721916734,
"wilsonLowerBound": 0.28493171416732604
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14778,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3662,
"successRate": 0.24780078495060226,
"wilsonLowerBound": 0.24090601410412868
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 65808,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18078,
"successRate": 0.274708242159008,
"wilsonLowerBound": 0.27131103873914547
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 543,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 335,
"successRate": 0.6169429097605893,
"wilsonLowerBound": 0.5753676069594711
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47802,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21261,
"successRate": 0.44477218526421486,
"wilsonLowerBound": 0.44032190524932546
},
"vllm": {
"framework": "vllm",
"modelCount": 38655,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4352,
"successRate": 0.1125856939593843,
"wilsonLowerBound": 0.10947304342761281
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 900,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 4.318375942142756e-19
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6284,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030553787396562698,
"wilsonLowerBound": 0.026576919854083197
},
"vllm": {
"framework": "vllm",
"modelCount": 10059,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 751,
"successRate": 0.07465950889750472,
"wilsonLowerBound": 0.06968374556956204
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6824,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2970,
"successRate": 0.43522860492379833,
"wilsonLowerBound": 0.4235049346116168
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7403,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 243,
"successRate": 0.03282453059570444,
"wilsonLowerBound": 0.029001798401434808
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15538,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4894,
"successRate": 0.31496975157677953,
"wilsonLowerBound": 0.30771246432729793
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27646,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14097,
"successRate": 0.5099110178687695,
"wilsonLowerBound": 0.5040172109245917
},
"vllm": {
"framework": "vllm",
"modelCount": 65677,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6899,
"successRate": 0.105044383878679,
"wilsonLowerBound": 0.10272247299937777
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13247,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2083,
"successRate": 0.15724314939231523,
"wilsonLowerBound": 0.1511434404892029
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-04T18:10:48.616524+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1087.3783783783783,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.0273927848565798,
"queueFactor": 0.9476142769733393,
"queueWeight": 0.9476142769733393,
"recentSuccess": 50,
"recentSuccessRate": 0.33783783783783783,
"recentTerminal": 148,
"recentWilsonLowerBound": 0.26659773090890115,
"running": 8,
"selectionWeight": 0.9735720709894935,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.666666666666668,
"waiting": 26822
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1468.8907563025211,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9058165984914326,
"queueWeight": 0.9058165984914326,
"recentSuccess": 58,
"recentSuccessRate": 0.48739495798319327,
"recentTerminal": 119,
"recentWilsonLowerBound": 0.3993957993661026,
"running": 8,
"selectionWeight": 2.2645414962285813,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.833333333333332,
"waiting": 29133
},
"Biren_166m": {
"available": true,
"backlogHours": 146.40816326530611,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.8419802631448656,
"queueFactor": 1.280129498807682,
"queueWeight": 1.280129498807682,
"recentSuccess": 46,
"recentSuccessRate": 0.3129251700680272,
"recentTerminal": 147,
"recentWilsonLowerBound": 0.24353870595770505,
"running": 8,
"selectionWeight": 1.077843772265597,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.5,
"waiting": 3587
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1602.0,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.1719050761420923,
"queueFactor": 0.8941066448430747,
"queueWeight": 0.8941066448430747,
"recentSuccess": 12,
"recentSuccessRate": 0.2,
"recentTerminal": 60,
"recentWilsonLowerBound": 0.11828389736858964,
"running": 7,
"selectionWeight": 0.15370147086089944,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 10.0,
"waiting": 16020
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 409.42857142857144,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5047226883066604,
"queueFactor": 1.097139818884914,
"queueWeight": 1.097139818884914,
"recentSuccess": 33,
"recentSuccessRate": 0.2619047619047619,
"recentTerminal": 126,
"recentWilsonLowerBound": 0.19299483361516778,
"running": 7,
"selectionWeight": 0.5537513588358763,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.0,
"waiting": 8598
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 57.63687150837989,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 7,
"recentSuccessRate": 0.019553072625698324,
"recentTerminal": 358,
"recentWilsonLowerBound": 0.009502964996666977,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 59.666666666666664,
"waiting": 3439
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 125.41747572815534,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 29,
"recentSuccessRate": 0.09385113268608414,
"recentTerminal": 309,
"recentWilsonLowerBound": 0.06614023842799216,
"running": 3,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 51.5,
"waiting": 6459
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1994.2978723404256,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.1299503778355236,
"queueFactor": 0.8652073404786377,
"queueWeight": 0.8652073404786377,
"recentSuccess": 9,
"recentSuccessRate": 0.19148936170212766,
"recentTerminal": 47,
"recentWilsonLowerBound": 0.10415815605310119,
"running": 2,
"selectionWeight": 0.11243402080126748,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 7.833333333333333,
"waiting": 15622
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 483.4128440366972,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5466215510029909,
"queueFactor": 1.0701409213913533,
"queueWeight": 1.0701409213913533,
"recentSuccess": 30,
"recentSuccessRate": 0.27522935779816515,
"recentTerminal": 109,
"recentWilsonLowerBound": 0.20011902364559714,
"running": 8,
"selectionWeight": 0.5849620902427113,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.166666666666668,
"waiting": 8782
},
"MetaX_c-500": {
"available": true,
"backlogHours": 635.8105263157895,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.9660915219178784,
"queueFactor": 1.0270451645041256,
"queueWeight": 1.0270451645041256,
"recentSuccess": 33,
"recentSuccessRate": 0.3473684210526316,
"recentTerminal": 95,
"recentWilsonLowerBound": 0.2592458386299087,
"running": 4,
"selectionWeight": 0.9922196260541886,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.833333333333334,
"waiting": 10067
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1691.7692307692307,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.08009209337284,
"queueFactor": 0.8868241901324638,
"queueWeight": 0.8868241901324638,
"recentSuccess": 37,
"recentSuccessRate": 0.47435897435897434,
"recentTerminal": 78,
"recentWilsonLowerBound": 0.367370816948011,
"running": 4,
"selectionWeight": 1.8446759861063102,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.0,
"waiting": 21993
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 618.5818181818182,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 1.031286010741792,
"queueWeight": 1.031286010741792,
"recentSuccess": 7,
"recentSuccessRate": 0.04242424242424243,
"recentTerminal": 165,
"recentWilsonLowerBound": 0.020699586619953553,
"running": 2,
"selectionWeight": 0.0515643005370896,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 27.5,
"waiting": 17011
},
"Vastai_va16": {
"available": true,
"backlogHours": 1197.4177215189875,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9340106903926081,
"queueWeight": 0.9340106903926081,
"recentSuccess": 3,
"recentSuccessRate": 0.0379746835443038,
"recentTerminal": 79,
"recentWilsonLowerBound": 0.012997851302069412,
"running": 16,
"selectionWeight": 0.04670053451963041,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 13.166666666666666,
"waiting": 15766
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 883.4117647058823,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.05,
"queueFactor": 0.9776068195943113,
"queueWeight": 0.9776068195943113,
"recentSuccess": 7,
"recentSuccessRate": 0.051470588235294115,
"recentTerminal": 136,
"recentWilsonLowerBound": 0.02515285329899593,
"running": 6,
"selectionWeight": 0.04888034097971557,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 22.666666666666668,
"waiting": 20024
}
},
"queueAttemptedAt": "2026-10-04T18:06:12.772546+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-04T18:06:12.772546+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"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
}