Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-19T00:22:24.262282+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-19T00:22:24.262282+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": "2026-09-19T00:27:59.956012+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 573.134693877551,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.2740147611051044,
"queueFactor": 1.0850958167131879,
"queueWeight": 1.0850958167131879,
"recentSuccess": 44,
"recentSuccessRate": 0.17959183673469387,
"recentTerminal": 245,
"recentWilsonLowerBound": 0.13658964915158467,
"running": 8,
"selectionWeight": 0.29733227099281234,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 40.833333333333336,
"waiting": 23403
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1170.5,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.623356549458683,
"queueFactor": 0.9748793725784509,
"queueWeight": 0.9748793725784509,
"recentSuccess": 55,
"recentSuccessRate": 0.3819444444444444,
"recentTerminal": 144,
"recentWilsonLowerBound": 0.30663220831107374,
"running": 8,
"selectionWeight": 1.5825768144074,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.0,
"waiting": 28092
},
"Biren_166m": {
"available": true,
"backlogHours": 265.10526315789474,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.25010858132012637,
"queueFactor": 1.2181305676996133,
"queueWeight": 1.2181305676996133,
"recentSuccess": 22,
"recentSuccessRate": 0.19298245614035087,
"recentTerminal": 114,
"recentWilsonLowerBound": 0.13103797364220363,
"running": 8,
"selectionWeight": 0.30466490815003044,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.0,
"waiting": 5037
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 2277.45,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 1.162796386510741,
"queueFactor": 0.8822451230645567,
"queueWeight": 0.8822451230645567,
"recentSuccess": 16,
"recentSuccessRate": 0.4,
"recentTerminal": 40,
"recentWilsonLowerBound": 0.2634811061240136,
"running": 7,
"selectionWeight": 1.0258714411161904,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.666666666666667,
"waiting": 15183
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 534.6346153846155,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.30802929337307156,
"queueFactor": 1.0964732296544972,
"queueWeight": 1.0964732296544972,
"recentSuccess": 22,
"recentSuccessRate": 0.21153846153846154,
"recentTerminal": 104,
"recentWilsonLowerBound": 0.14405120914153324,
"running": 7,
"selectionWeight": 0.33774587413296436,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.333333333333332,
"waiting": 9267
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 56.18181818181818,
"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": 0.03636363636363636,
"recentTerminal": 275,
"recentWilsonLowerBound": 0.01986961974491093,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 45.833333333333336,
"waiting": 2575
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 191.9225806451613,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.215907684796713,
"queueFactor": 1.2786087813052456,
"queueWeight": 1.2786087813052456,
"recentSuccess": 27,
"recentSuccessRate": 0.17419354838709677,
"recentTerminal": 155,
"recentWilsonLowerBound": 0.12256590380244957,
"running": 6,
"selectionWeight": 0.2760614617323623,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.833333333333332,
"waiting": 4958
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 3548.4444444444443,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.5,
"queueFactor": 0.8254692361072941,
"queueWeight": 0.8254692361072941,
"recentSuccess": 15,
"recentSuccessRate": 0.5555555555555556,
"recentTerminal": 27,
"recentWilsonLowerBound": 0.3731271947957688,
"running": 2,
"selectionWeight": 2.063673090268235,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.5,
"waiting": 15968
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 524.829268292683,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.29676361192092554,
"queueFactor": 1.0995219077435308,
"queueWeight": 1.0995219077435308,
"recentSuccess": 25,
"recentSuccessRate": 0.2032520325203252,
"recentTerminal": 123,
"recentWilsonLowerBound": 0.1416321145776123,
"running": 8,
"selectionWeight": 0.32629809272815685,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.5,
"waiting": 10759
},
"MetaX_c-500": {
"available": true,
"backlogHours": 908.96,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.252750503914601,
"queueFactor": 1.0125695850857703,
"queueWeight": 1.0125695850857703,
"recentSuccess": 28,
"recentSuccessRate": 0.37333333333333335,
"recentTerminal": 75,
"recentWilsonLowerBound": 0.27255803135314144,
"running": 4,
"selectionWeight": 1.2684970579647972,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.5,
"waiting": 11362
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2036.1290322580644,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.3688155289030632,
"queueFactor": 0.8971928409556393,
"queueWeight": 0.8971928409556393,
"recentSuccess": 30,
"recentSuccessRate": 0.4838709677419355,
"recentTerminal": 62,
"recentWilsonLowerBound": 0.3640965420650529,
"running": 4,
"selectionWeight": 2.1252843340763747,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.333333333333334,
"waiting": 21040
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 5218.333333333333,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.4392673367239968,
"queueFactor": 0.7790706104485285,
"queueWeight": 0.7790706104485285,
"recentSuccess": 9,
"recentSuccessRate": 0.5,
"recentTerminal": 18,
"recentWilsonLowerBound": 0.2903070395897999,
"running": 2,
"selectionWeight": 1.121290882620192,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 3.0,
"waiting": 15655
},
"Vastai_va16": {
"available": true,
"backlogHours": 2766.5806451612902,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.11450511594509541,
"queueFactor": 0.856870307556379,
"queueWeight": 0.856870307556379,
"recentSuccess": 6,
"recentSuccessRate": 0.1935483870967742,
"recentTerminal": 31,
"recentWilsonLowerBound": 0.09186883586347631,
"running": 16,
"selectionWeight": 0.09811603391665275,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.166666666666667,
"waiting": 14294
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1066.829268292683,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.9227962428551,
"queueFactor": 0.9885356946000066,
"queueWeight": 0.9885356946000066,
"recentSuccess": 27,
"recentSuccessRate": 0.32926829268292684,
"recentTerminal": 82,
"recentWilsonLowerBound": 0.2371996746292997,
"running": 6,
"selectionWeight": 0.9122170249050426,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.666666666666666,
"waiting": 14580
}
},
"queueAttemptedAt": "2026-09-19T00:27:59.956012+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-19T00:27:59.956012+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
}