Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-19T00:05:48.462366+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-19T00:05:48.462366+00:00",
"frameworkAttemptedAt": "2026-09-18T20:19:58.293041+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39578,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19127,
"successRate": 0.4832735358027187,
"wilsonLowerBound": 0.47835210114350546
},
"vllm": {
"framework": "vllm",
"modelCount": 52772,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14772,
"successRate": 0.27992117031759267,
"wilsonLowerBound": 0.2761067366805252
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2670,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 755,
"successRate": 0.28277153558052437,
"wilsonLowerBound": 0.26601073055652275
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 32850,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14493,
"successRate": 0.44118721461187216,
"wilsonLowerBound": 0.4358249114615209
},
"vllm": {
"framework": "vllm",
"modelCount": 37415,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10644,
"successRate": 0.2844848322865161,
"wilsonLowerBound": 0.2799354976441456
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8676,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3748,
"successRate": 0.4319963116643615,
"wilsonLowerBound": 0.421605212945633
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63925,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12081,
"successRate": 0.1889870942510755,
"wilsonLowerBound": 0.1859708733809936
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17404,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3494,
"successRate": 0.20075844633417606,
"wilsonLowerBound": 0.19487353375361052
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5991,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 60,
"successRate": 0.010015022533800702,
"wilsonLowerBound": 0.0077889114458714
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26139,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3220,
"successRate": 0.12318757412295803,
"wilsonLowerBound": 0.11925858682102228
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16466,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1674,
"successRate": 0.10166403498117332,
"wilsonLowerBound": 0.09714055799797292
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 11107,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4684,
"successRate": 0.4217160349329252,
"wilsonLowerBound": 0.41256051352022927
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24147,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3784,
"successRate": 0.15670683728827597,
"wilsonLowerBound": 0.1521762890994408
},
"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": 42725,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10719,
"successRate": 0.2508835576360445,
"wilsonLowerBound": 0.24679528378520113
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23255,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3057,
"successRate": 0.13145560094603312,
"wilsonLowerBound": 0.1271734681959272
},
"vllm": {
"framework": "vllm",
"modelCount": 86623,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11271833115916097,
"wilsonLowerBound": 0.11062943818275382
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 40378,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4954,
"successRate": 0.12269057407499133,
"wilsonLowerBound": 0.11952630354135264
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 31557,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3399,
"successRate": 0.10770985835155433,
"wilsonLowerBound": 0.10433698772362061
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 88517,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21003,
"successRate": 0.23727645537015488,
"wilsonLowerBound": 0.23448534292016357
},
"transformers": {
"framework": "transformers",
"modelCount": 5172,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 566,
"successRate": 0.1094354215003867,
"wilsonLowerBound": 0.10121530922271617
},
"vllm": {
"framework": "vllm",
"modelCount": 112530,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16508,
"successRate": 0.14669865813560828,
"wilsonLowerBound": 0.14464350137198578
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 17199,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3429,
"successRate": 0.19937205651491366,
"wilsonLowerBound": 0.1934684120205753
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42820,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5572,
"successRate": 0.1301261092947221,
"wilsonLowerBound": 0.12697254562388294
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6675,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 546,
"successRate": 0.08179775280898877,
"wilsonLowerBound": 0.075461174681193
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 31079,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5559,
"successRate": 0.17886675890472667,
"wilsonLowerBound": 0.1746456971300089
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60870,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12390,
"successRate": 0.2035485460818137,
"wilsonLowerBound": 0.20036864064528784
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7778,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2254,
"successRate": 0.2897917202365647,
"wilsonLowerBound": 0.27981518543775896
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12815,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3312,
"successRate": 0.25844713226687477,
"wilsonLowerBound": 0.2509405827906435
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 60775,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16655,
"successRate": 0.27404360345536816,
"wilsonLowerBound": 0.2705118056432167
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46542,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20364,
"successRate": 0.4375402861931159,
"wilsonLowerBound": 0.433038616730747
},
"vllm": {
"framework": "vllm",
"modelCount": 36453,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3423,
"successRate": 0.09390173648259402,
"wilsonLowerBound": 0.09094995252013309
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 510,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6278,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030582988212806625,
"wilsonLowerBound": 0.026602368317046696
},
"vllm": {
"framework": "vllm",
"modelCount": 10024,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 738,
"successRate": 0.07362330407023145,
"wilsonLowerBound": 0.06867247302280925
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5914,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2507,
"successRate": 0.42390936760229964,
"wilsonLowerBound": 0.41136777865071844
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7375,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.031864406779661014,
"wilsonLowerBound": 0.02809313780695749
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11546,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3816,
"successRate": 0.3305040706738264,
"wilsonLowerBound": 0.32198138472370175
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26436,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13405,
"successRate": 0.5070736873959751,
"wilsonLowerBound": 0.5010463257092601
},
"vllm": {
"framework": "vllm",
"modelCount": 62251,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6238,
"successRate": 0.10020722558673756,
"wilsonLowerBound": 0.097872971437202
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12454,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1790,
"successRate": 0.14372892243455918,
"wilsonLowerBound": 0.13767735614923077
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-19T00:08:40.882357+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 561.984,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.339563657323655,
"queueFactor": 1.093737178327803,
"queueWeight": 1.093737178327803,
"recentSuccess": 46,
"recentSuccessRate": 0.184,
"recentTerminal": 250,
"recentWilsonLowerBound": 0.14087481495903226,
"running": 8,
"selectionWeight": 0.37139339642384345,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 41.666666666666664,
"waiting": 23416
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1221.608695652174,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.1724083485848364,
"queueFactor": 0.9734905729253883,
"queueWeight": 0.9734905729253883,
"recentSuccess": 56,
"recentSuccessRate": 0.4057971014492754,
"recentTerminal": 138,
"recentWilsonLowerBound": 0.32749615411428507,
"running": 8,
"selectionWeight": 2.114819047891749,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.0,
"waiting": 28097
},
"Biren_166m": {
"available": true,
"backlogHours": 252.6,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.22740192709329396,
"queueFactor": 1.233123475399327,
"queueWeight": 1.233123475399327,
"recentSuccess": 21,
"recentSuccessRate": 0.175,
"recentTerminal": 120,
"recentWilsonLowerBound": 0.11740448670592564,
"running": 8,
"selectionWeight": 0.28041465464978704,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.0,
"waiting": 5052
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 2277.75,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 1.6012303983516332,
"queueFactor": 0.8866366090833038,
"queueWeight": 0.8866366090833038,
"recentSuccess": 17,
"recentSuccessRate": 0.425,
"recentTerminal": 40,
"recentWilsonLowerBound": 0.2850916852481588,
"running": 7,
"selectionWeight": 1.4197094907555998,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.666666666666667,
"waiting": 15185
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 505.69090909090914,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.31399475454477355,
"queueFactor": 1.111191205770751,
"queueWeight": 1.111191205770751,
"recentSuccess": 22,
"recentSuccessRate": 0.2,
"recentTerminal": 110,
"recentWilsonLowerBound": 0.13595004455478174,
"running": 7,
"selectionWeight": 0.3489082099082979,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.333333333333332,
"waiting": 9271
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 51.269102990033225,
"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": 0.03322259136212625,
"recentTerminal": 301,
"recentWilsonLowerBound": 0.018143939095637485,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 50.166666666666664,
"waiting": 2572
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 175.05882352941177,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.16557179366622027,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 25,
"recentSuccessRate": 0.14705882352941177,
"recentTerminal": 170,
"recentWilsonLowerBound": 0.10163535089066371,
"running": 4,
"selectionWeight": 0.21524333176608634,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.333333333333332,
"waiting": 4960
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 3548.4444444444443,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.3568337155915438,
"queueFactor": 0.829594503678002,
"queueWeight": 0.829594503678002,
"recentSuccess": 14,
"recentSuccessRate": 0.5185185185185185,
"recentTerminal": 27,
"recentWilsonLowerBound": 0.33985324586210425,
"running": 2,
"selectionWeight": 1.9552162965377482,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.5,
"waiting": 15968
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 552.0,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.38487542144359815,
"queueFactor": 1.0966819760857234,
"queueWeight": 1.0966819760857234,
"recentSuccess": 25,
"recentSuccessRate": 0.21367521367521367,
"recentTerminal": 117,
"recentWilsonLowerBound": 0.14912833374141085,
"running": 8,
"selectionWeight": 0.42208593773559083,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.5,
"waiting": 10764
},
"MetaX_c-500": {
"available": true,
"backlogHours": 921.3243243243243,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.224643594564692,
"queueFactor": 1.0155695876737478,
"queueWeight": 1.0155695876737478,
"recentSuccess": 26,
"recentSuccessRate": 0.35135135135135137,
"recentTerminal": 74,
"recentWilsonLowerBound": 0.25238027534892055,
"running": 4,
"selectionWeight": 1.2437107903793607,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.333333333333334,
"waiting": 11363
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2036.1290322580644,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.9016765459437494,
"queueWeight": 0.9016765459437494,
"recentSuccess": 29,
"recentSuccessRate": 0.46774193548387094,
"recentTerminal": 62,
"recentWilsonLowerBound": 0.3490863086762221,
"running": 4,
"selectionWeight": 2.2541913648593734,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.333333333333334,
"waiting": 21040
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 5525.294117647059,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.9201683943636132,
"queueFactor": 0.7762797501995587,
"queueWeight": 0.7762797501995587,
"recentSuccess": 9,
"recentSuccessRate": 0.5294117647058824,
"recentTerminal": 17,
"recentWilsonLowerBound": 0.3096289731154949,
"running": 2,
"selectionWeight": 1.4905878415176734,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 2.8333333333333335,
"waiting": 15655
},
"Vastai_va16": {
"available": true,
"backlogHours": 2598.5454545454545,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.11496536178407381,
"queueFactor": 0.8692846680922713,
"queueWeight": 0.8692846680922713,
"recentSuccess": 6,
"recentSuccessRate": 0.18181818181818182,
"recentTerminal": 33,
"recentWilsonLowerBound": 0.08610651225698264,
"running": 16,
"selectionWeight": 0.0999376263605765,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.5,
"waiting": 14292
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1121.2307692307693,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.0835872310672683,
"queueFactor": 0.9860917298585383,
"queueWeight": 0.9860917298585383,
"recentSuccess": 26,
"recentSuccessRate": 0.3333333333333333,
"recentTerminal": 78,
"recentWilsonLowerBound": 0.23872517005631877,
"running": 6,
"selectionWeight": 1.0685164071357462,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.0,
"waiting": 14576
}
},
"queueAttemptedAt": "2026-09-19T00:05:48.462366+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-19T00:05:48.462366+00:00",
"supportedGpus": [
"Vastai_va16",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Cambricon_mlu-370-x4",
"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
}