Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-12T00:26:32.556722+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-12T00:26:32.556722+00:00",
"frameworkAttemptedAt": "2026-09-11T19:41:04.394263+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38491,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18403,
"successRate": 0.4781117663869476,
"wilsonLowerBound": 0.4731238614783059
},
"vllm": {
"framework": "vllm",
"modelCount": 50832,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14379,
"successRate": 0.28287299338999056,
"wilsonLowerBound": 0.27897406882243764
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1890,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 488,
"successRate": 0.2582010582010582,
"wilsonLowerBound": 0.2389745427510269
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 31617,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13657,
"successRate": 0.43195116551222446,
"wilsonLowerBound": 0.4264995914407843
},
"vllm": {
"framework": "vllm",
"modelCount": 36715,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10488,
"successRate": 0.2856598120659131,
"wilsonLowerBound": 0.2810616852729416
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7262,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3272,
"successRate": 0.45056458275957034,
"wilsonLowerBound": 0.43915005992734546
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63816,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12063,
"successRate": 0.18902783001128243,
"wilsonLowerBound": 0.18600879687750171
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14528,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2883,
"successRate": 0.1984443832599119,
"wilsonLowerBound": 0.19203902982302362
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5277,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 40,
"successRate": 0.007580064430547659,
"wilsonLowerBound": 0.005571697635438839
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 25995,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3191,
"successRate": 0.12275437584150799,
"wilsonLowerBound": 0.11882078225623718
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16454,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1672,
"successRate": 0.10161662817551963,
"wilsonLowerBound": 0.09709250105798561
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 9662,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4184,
"successRate": 0.43303663837714756,
"wilsonLowerBound": 0.4231850565693214
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24046,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3774,
"successRate": 0.1569491807369209,
"wilsonLowerBound": 0.15240631411303143
},
"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": 39887,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10079,
"successRate": 0.25268884598992153,
"wilsonLowerBound": 0.24844814414615837
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 22933,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3030,
"successRate": 0.13212401343042776,
"wilsonLowerBound": 0.1278028250402107
},
"vllm": {
"framework": "vllm",
"modelCount": 86501,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9762,
"successRate": 0.11285418665680165,
"wilsonLowerBound": 0.11076271904994393
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 38775,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4753,
"successRate": 0.12257898130238556,
"wilsonLowerBound": 0.11935200186474249
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 26586,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3244,
"successRate": 0.12201910780109833,
"wilsonLowerBound": 0.11813915421760078
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 87516,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20369,
"successRate": 0.23274601215777688,
"wilsonLowerBound": 0.22995800545691278
},
"transformers": {
"framework": "transformers",
"modelCount": 5073,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 562,
"successRate": 0.110782574413562,
"wilsonLowerBound": 0.1024383296771337
},
"vllm": {
"framework": "vllm",
"modelCount": 112437,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16503,
"successRate": 0.14677552762880547,
"wilsonLowerBound": 0.14471907491083297
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 15699,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3210,
"successRate": 0.204471622396331,
"wilsonLowerBound": 0.19823522223181728
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42519,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5528,
"successRate": 0.13001246501564007,
"wilsonLowerBound": 0.12684907411780366
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6086,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 472,
"successRate": 0.07755504436411437,
"wilsonLowerBound": 0.0710984285275037
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18181818181818182,
"wilsonLowerBound": 0.1343204258911728
},
"vllm": {
"framework": "vllm",
"modelCount": 30057,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5150,
"successRate": 0.17134111854143794,
"wilsonLowerBound": 0.16712325940838377
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60749,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12379,
"successRate": 0.20377290161154915,
"wilsonLowerBound": 0.2005885227358414
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6222,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1837,
"successRate": 0.29524268723882996,
"wilsonLowerBound": 0.28403737433150666
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 11856,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3103,
"successRate": 0.2617240215924426,
"wilsonLowerBound": 0.2538895278531871
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 58562,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15942,
"successRate": 0.27222430927905467,
"wilsonLowerBound": 0.26863429525537075
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 45933,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19942,
"successRate": 0.4341540940064877,
"wilsonLowerBound": 0.4296270060816622
},
"vllm": {
"framework": "vllm",
"modelCount": 35482,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3019,
"successRate": 0.08508539541175808,
"wilsonLowerBound": 0.08222697031999368
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 256,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6273,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030607364897178385,
"wilsonLowerBound": 0.02662361262856994
},
"vllm": {
"framework": "vllm",
"modelCount": 10003,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 730,
"successRate": 0.0729781065680296,
"wilsonLowerBound": 0.06804317517685986
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5456,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2290,
"successRate": 0.41972140762463345,
"wilsonLowerBound": 0.4066870098798001
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7363,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.03191633844900177,
"wilsonLowerBound": 0.02813900670503671
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10165,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3503,
"successRate": 0.3446138711264142,
"wilsonLowerBound": 0.3354352933082997
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 25778,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12981,
"successRate": 0.5035689347505625,
"wilsonLowerBound": 0.4974651967281339
},
"vllm": {
"framework": "vllm",
"modelCount": 60530,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5880,
"successRate": 0.09714191310094168,
"wilsonLowerBound": 0.09480811216074518
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12118,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1679,
"successRate": 0.13855421686746988,
"wilsonLowerBound": 0.13251740769969586
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-12T00:29:34.998758+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 938.16,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5828756874252917,
"queueFactor": 1.0021490194670055,
"queueWeight": 1.0021490194670055,
"recentSuccess": 43,
"recentSuccessRate": 0.2866666666666667,
"recentTerminal": 150,
"recentWilsonLowerBound": 0.2203370268306422,
"running": 8,
"selectionWeight": 0.5841282986244128,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.0,
"waiting": 23454
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1033.2830188679245,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.1983210156299167,
"queueFactor": 0.9877361503218892,
"queueWeight": 0.9877361503218892,
"recentSuccess": 60,
"recentSuccessRate": 0.37735849056603776,
"recentTerminal": 159,
"recentWilsonLowerBound": 0.3057447126900584,
"running": 8,
"selectionWeight": 1.1836249868281103,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.5,
"waiting": 27382
},
"Biren_166m": {
"available": true,
"backlogHours": 182.65771812080538,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.17533855076173765,
"queueFactor": 1.2809380855557122,
"queueWeight": 1.2809380855557122,
"recentSuccess": 27,
"recentSuccessRate": 0.18120805369127516,
"recentTerminal": 149,
"recentWilsonLowerBound": 0.1276297123181046,
"running": 8,
"selectionWeight": 0.22459782753685328,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.833333333333332,
"waiting": 4536
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1457.4915254237287,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 1.4845693935505586,
"queueFactor": 0.9380650099340917,
"queueWeight": 0.9380650099340917,
"recentSuccess": 27,
"recentSuccessRate": 0.4576271186440678,
"recentTerminal": 59,
"recentWilsonLowerBound": 0.33701102140242434,
"running": 7,
"selectionWeight": 1.3926226029088533,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.833333333333334,
"waiting": 14332
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 525.9801980198021,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5618132698702675,
"queueFactor": 1.0930208175902425,
"queueWeight": 1.0930208175902425,
"recentSuccess": 30,
"recentSuccessRate": 0.297029702970297,
"recentTerminal": 101,
"recentWilsonLowerBound": 0.2166816101177431,
"running": 7,
"selectionWeight": 0.6140735995666473,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.833333333333332,
"waiting": 8854
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 58.65671641791045,
"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": 0.022388059701492536,
"recentTerminal": 268,
"recentWilsonLowerBound": 0.010299956408785714,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 44.666666666666664,
"waiting": 2620
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 162.91666666666666,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.07379664938395757,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 19,
"recentSuccessRate": 0.13194444444444445,
"recentTerminal": 144,
"recentWilsonLowerBound": 0.08612219243467514,
"running": 16,
"selectionWeight": 0.09593564419914484,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.0,
"waiting": 3910
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2208.4285714285716,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.42423004017133065,
"queueFactor": 0.8813762408907717,
"queueWeight": 0.8813762408907717,
"recentSuccess": 13,
"recentSuccessRate": 0.30952380952380953,
"recentTerminal": 42,
"recentWilsonLowerBound": 0.1907092651972273,
"running": 2,
"selectionWeight": 0.3739062780791485,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.0,
"waiting": 15459
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 965.2058823529411,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.6066315953967022,
"queueFactor": 0.9978858139710393,
"queueWeight": 0.9978858139710393,
"recentSuccess": 22,
"recentSuccessRate": 0.3235294117647059,
"recentTerminal": 68,
"recentWilsonLowerBound": 0.2243744662436238,
"running": 7,
"selectionWeight": 0.6053490633529883,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.333333333333334,
"waiting": 10939
},
"MetaX_c-500": {
"available": true,
"backlogHours": 1140.9,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.5413454768760722,
"queueFactor": 0.9731655032824599,
"queueWeight": 0.9731655032824599,
"recentSuccess": 19,
"recentSuccessRate": 0.31666666666666665,
"recentTerminal": 60,
"recentWilsonLowerBound": 0.2130570584117433,
"running": 4,
"selectionWeight": 0.526818743453786,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.0,
"waiting": 11409
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2080.131147540984,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.992783117429986,
"queueFactor": 0.889324455522047,
"queueWeight": 0.889324455522047,
"recentSuccess": 24,
"recentSuccessRate": 0.39344262295081966,
"recentTerminal": 61,
"recentWilsonLowerBound": 0.28068166862043625,
"running": 4,
"selectionWeight": 0.8829063053599028,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.166666666666666,
"waiting": 21148
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3578.75,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.5,
"queueFactor": 0.8198117499501603,
"queueWeight": 0.8198117499501603,
"recentSuccess": 15,
"recentSuccessRate": 0.625,
"recentTerminal": 24,
"recentWilsonLowerBound": 0.42709619037907065,
"running": 2,
"selectionWeight": 2.0495293748754007,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.0,
"waiting": 14315
},
"Vastai_va16": {
"available": true,
"backlogHours": 743.5764705882353,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 1.2632662269628017,
"queueFactor": 1.0377075986942759,
"queueWeight": 1.0377075986942759,
"recentSuccess": 35,
"recentSuccessRate": 0.4117647058823529,
"recentTerminal": 85,
"recentWilsonLowerBound": 0.3131683862386879,
"running": 16,
"selectionWeight": 1.310900962893147,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.166666666666666,
"waiting": 10534
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 543.125,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.7395435156110142,
"queueFactor": 1.087774499809398,
"queueWeight": 1.087774499809398,
"recentSuccess": 44,
"recentSuccessRate": 0.4583333333333333,
"recentTerminal": 96,
"recentWilsonLowerBound": 0.3621868239541502,
"running": 6,
"selectionWeight": 1.892231077590453,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.0,
"waiting": 8690
}
},
"queueAttemptedAt": "2026-09-12T00:23:47.708666+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-12T00:23:47.708666+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",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Biren_166m",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}