Files
submmit/.modelhub_state/market_intelligence.json

782 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-11T16:13:17.610116+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-11T16:13:17.610116+00:00",
"frameworkAttemptedAt": "2026-10-11T13:34:31.963113+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 42132,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20906,
"successRate": 0.49620241146871735,
"wilsonLowerBound": 0.49142869945258505
},
"vllm": {
"framework": "vllm",
"modelCount": 56399,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15342,
"successRate": 0.27202609975354175,
"wilsonLowerBound": 0.2683690353306232
},
"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": 4342,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1307,
"successRate": 0.30101335789958544,
"wilsonLowerBound": 0.2875502552183148
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 36957,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17354,
"successRate": 0.4695727467056309,
"wilsonLowerBound": 0.46448788012940795
},
"vllm": {
"framework": "vllm",
"modelCount": 39740,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11014,
"successRate": 0.2771514846502265,
"wilsonLowerBound": 0.27277245830589336
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12706,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5329,
"successRate": 0.41940815362820716,
"wilsonLowerBound": 0.4108534143399187
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64214,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.18837013735322516,
"wilsonLowerBound": 0.18536450290219292
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 29815,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6476,
"successRate": 0.2172061043099111,
"wilsonLowerBound": 0.21256213051712927
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7712,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 105,
"successRate": 0.013615145228215768,
"wilsonLowerBound": 0.011260171444320517
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26625,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3269,
"successRate": 0.1227793427230047,
"wilsonLowerBound": 0.1188915646686596
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16508,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10152653259025927,
"wilsonLowerBound": 0.09701149316250736
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 15588,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6158,
"successRate": 0.39504747241467797,
"wilsonLowerBound": 0.38739980247053724
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24737,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3806,
"successRate": 0.15385859239196345,
"wilsonLowerBound": 0.14941596719976147
},
"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": 51612,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13005,
"successRate": 0.2519762845849802,
"wilsonLowerBound": 0.2482492652689567
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24327,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3143,
"successRate": 0.1291980104410737,
"wilsonLowerBound": 0.12504146477684208
},
"vllm": {
"framework": "vllm",
"modelCount": 86989,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11233604248813069,
"wilsonLowerBound": 0.1102546441045114
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 46109,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5546,
"successRate": 0.12028020559977445,
"wilsonLowerBound": 0.11734264236381389
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 46572,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3653,
"successRate": 0.0784376878811303,
"wilsonLowerBound": 0.07603046514506831
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 93615,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23300,
"successRate": 0.24889173743524007,
"wilsonLowerBound": 0.2461323337268517
},
"transformers": {
"framework": "transformers",
"modelCount": 5557,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 585,
"successRate": 0.10527262911642973,
"wilsonLowerBound": 0.09747414111074428
},
"vllm": {
"framework": "vllm",
"modelCount": 112854,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16530,
"successRate": 0.146472433409538,
"wilsonLowerBound": 0.1444215380732927
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 96,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.010416666666666666,
"wilsonLowerBound": 0.0018411228184366352
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 23462,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3980,
"successRate": 0.16963600716051488,
"wilsonLowerBound": 0.16488768571867296
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43625,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5674,
"successRate": 0.13006303724928367,
"wilsonLowerBound": 0.12693905710074657
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8048,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 751,
"successRate": 0.09331510934393639,
"wilsonLowerBound": 0.08715268577058863
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34257,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6762,
"successRate": 0.1973903143883002,
"wilsonLowerBound": 0.19320935537528564
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61481,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12423,
"successRate": 0.2020624257900815,
"wilsonLowerBound": 0.19890704231526266
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15324,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4346,
"successRate": 0.28360741320803967,
"wilsonLowerBound": 0.27652552253666707
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15309,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3734,
"successRate": 0.24390881181004637,
"wilsonLowerBound": 0.23717087443026186
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 67546,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18619,
"successRate": 0.2756491872205608,
"wilsonLowerBound": 0.27229217935645217
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 921,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 556,
"successRate": 0.6036916395222585,
"wilsonLowerBound": 0.5717336010340232
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48346,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21686,
"successRate": 0.4485583088569892,
"wilsonLowerBound": 0.44412918943028845
},
"vllm": {
"framework": "vllm",
"modelCount": 39654,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4752,
"successRate": 0.11983658647299138,
"wilsonLowerBound": 0.11667675032296591
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1058,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6287,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030539207889295372,
"wilsonLowerBound": 0.02656421387260057
},
"vllm": {
"framework": "vllm",
"modelCount": 10085,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 761,
"successRate": 0.07545860188398612,
"wilsonLowerBound": 0.07046362140369612
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7247,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3177,
"successRate": 0.43838829860631984,
"wilsonLowerBound": 0.4269997558254568
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7419,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.033023318506537266,
"wilsonLowerBound": 0.02919254963460024
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17967,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5347,
"successRate": 0.29760115767796513,
"wilsonLowerBound": 0.2909595973414066
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28270,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14445,
"successRate": 0.5109656880084895,
"wilsonLowerBound": 0.5051374101855693
},
"vllm": {
"framework": "vllm",
"modelCount": 67114,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7147,
"successRate": 0.10649044908662872,
"wilsonLowerBound": 0.10417917977751152
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13622,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2245,
"successRate": 0.16480692996623109,
"wilsonLowerBound": 0.15867118155088172
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-11T16:13:17.610116+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 997.0526315789474,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.6628286942642716,
"queueFactor": 0.9445776315159606,
"queueWeight": 0.9445776315159606,
"recentSuccess": 45,
"recentSuccessRate": 0.2631578947368421,
"recentTerminal": 171,
"recentWilsonLowerBound": 0.20288232272533108,
"running": 8,
"selectionWeight": 1.570670789644923,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.5,
"waiting": 28416
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1160.7577639751553,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.923281492137,
"queueWeight": 0.923281492137,
"recentSuccess": 50,
"recentSuccessRate": 0.3105590062111801,
"recentTerminal": 161,
"recentWilsonLowerBound": 0.24419726666576183,
"running": 8,
"selectionWeight": 2.3082037303425,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.833333333333332,
"waiting": 31147
},
"Biren_166m": {
"available": true,
"backlogHours": 122.93233082706766,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.2984285710033938,
"queueFactor": 1.2929908515335715,
"queueWeight": 1.2929908515335715,
"recentSuccess": 34,
"recentSuccessRate": 0.12781954887218044,
"recentTerminal": 266,
"recentWilsonLowerBound": 0.09292874391954553,
"running": 8,
"selectionWeight": 0.3858654121436251,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 44.333333333333336,
"waiting": 5450
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 867.2347826086956,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.41874606566147227,
"queueFactor": 0.9645502685324361,
"queueWeight": 0.9645502685324361,
"recentSuccess": 19,
"recentSuccessRate": 0.16521739130434782,
"recentTerminal": 115,
"recentWilsonLowerBound": 0.10839728470808423,
"running": 7,
"selectionWeight": 0.4039016300806742,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 19.166666666666668,
"waiting": 16622
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 238.99559471365637,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3347066638851378,
"queueFactor": 1.1702721910314886,
"queueWeight": 1.1702721910314886,
"recentSuccess": 31,
"recentSuccessRate": 0.13656387665198239,
"recentTerminal": 227,
"recentWilsonLowerBound": 0.09790329791160078,
"running": 7,
"selectionWeight": 0.39169790089770024,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 37.833333333333336,
"waiting": 9042
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 56.1764705882353,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 9,
"recentSuccessRate": 0.022058823529411766,
"recentTerminal": 408,
"recentWilsonLowerBound": 0.011647627380801173,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 68.0,
"waiting": 3820
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 86.84472049689441,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.08518965279038249,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 35,
"recentSuccessRate": 0.07246376811594203,
"recentTerminal": 483,
"recentWilsonLowerBound": 0.0525619150635402,
"running": 13,
"selectionWeight": 0.11074654862749723,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 80.5,
"waiting": 6991
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2017.0434782608695,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.9328877611280889,
"queueFactor": 0.8498417847223699,
"queueWeight": 0.8498417847223699,
"recentSuccess": 12,
"recentSuccessRate": 0.2608695652173913,
"recentTerminal": 46,
"recentWilsonLowerBound": 0.15600735194449333,
"running": 2,
"selectionWeight": 0.792806999862751,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.666666666666667,
"waiting": 15464
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 239.72350230414747,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.6714660928591938,
"queueFactor": 1.16973848154794,
"queueWeight": 1.16973848154794,
"recentSuccess": 39,
"recentSuccessRate": 0.17972350230414746,
"recentTerminal": 217,
"recentWilsonLowerBound": 0.13434872874903642,
"running": 8,
"selectionWeight": 0.7854397278720413,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 36.166666666666664,
"waiting": 8670
},
"MetaX_c-500": {
"available": true,
"backlogHours": 467.8248175182482,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.6559699933966399,
"queueFactor": 1.0581150240973887,
"queueWeight": 1.0581150240973887,
"recentSuccess": 26,
"recentSuccessRate": 0.1897810218978102,
"recentTerminal": 137,
"recentWilsonLowerBound": 0.13293043284804856,
"running": 4,
"selectionWeight": 0.6940917053700495,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 22.833333333333332,
"waiting": 10682
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2141.3823529411766,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.343821438486565,
"queueFactor": 0.84225042068444,
"queueWeight": 0.84225042068444,
"recentSuccess": 23,
"recentSuccessRate": 0.3382352941176471,
"recentTerminal": 68,
"recentWilsonLowerBound": 0.23714091243789054,
"running": 4,
"selectionWeight": 1.9740845925745187,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.333333333333334,
"waiting": 24269
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1277.7073170731708,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.07722420417596676,
"queueFactor": 0.9100822879415891,
"queueWeight": 0.9100822879415891,
"recentSuccess": 8,
"recentSuccessRate": 0.0975609756097561,
"recentTerminal": 82,
"recentWilsonLowerBound": 0.050268087093785004,
"running": 2,
"selectionWeight": 0.07028038042093225,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 13.666666666666666,
"waiting": 17462
},
"Vastai_va16": {
"available": true,
"backlogHours": 554.7176470588236,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.4456331211858045,
"queueFactor": 1.0314176813668012,
"queueWeight": 1.0314176813668012,
"recentSuccess": 27,
"recentSuccessRate": 0.1588235294117647,
"recentTerminal": 170,
"recentWilsonLowerBound": 0.11150729412985382,
"running": 16,
"selectionWeight": 0.45963388059371324,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 28.333333333333332,
"waiting": 15717
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 808.8157894736843,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.5188167357420177,
"queueFactor": 0.9746931779006446,
"queueWeight": 0.9746931779006446,
"recentSuccess": 26,
"recentSuccessRate": 0.17105263157894737,
"recentTerminal": 152,
"recentWilsonLowerBound": 0.11948678476560781,
"running": 6,
"selectionWeight": 0.5056871329084262,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 25.333333333333332,
"waiting": 20490
}
},
"queueAttemptedAt": "2026-10-11T16:13:17.610116+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-11T16:13:17.610116+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Ascend_910-b4",
"Ascend_910-b3",
"hygon_k100-ai",
"MetaX_c-500",
"Biren_166m",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}