Files
submmit/.modelhub_state/market_intelligence.json

712 lines
22 KiB
JSON

{
"communityAttemptedAt": "2026-09-27T11:21:31.566638+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-27T11:21:31.566638+00:00",
"frameworkAttemptedAt": "2026-09-27T11:27:14.277836+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34287,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15527,
"successRate": 0.45285385131390904,
"wilsonLowerBound": 0.4475905003855942
},
"vllm": {
"framework": "vllm",
"modelCount": 38225,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10791,
"successRate": 0.2823021582733813,
"wilsonLowerBound": 0.27781178077118984
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10414,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4370,
"successRate": 0.4196274246207029,
"wilsonLowerBound": 0.4101804153958004
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64125,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12091,
"successRate": 0.18855360623781675,
"wilsonLowerBound": 0.1855447576196219
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 22115,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4579,
"successRate": 0.2070540357223604,
"wilsonLowerBound": 0.20176470574096297
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6832,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 74,
"successRate": 0.010831381733021077,
"wilsonLowerBound": 0.008637144605720879
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26420,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3248,
"successRate": 0.12293716881150643,
"wilsonLowerBound": 0.11903233880992954
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16485,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10166818319684562,
"wilsonLowerBound": 0.09714717632753626
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 12651,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5228,
"successRate": 0.4132479645877796,
"wilsonLowerBound": 0.4046947908846399
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24420,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3796,
"successRate": 0.15544635544635543,
"wilsonLowerBound": 0.15095607344393705
},
"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": 46177,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11499,
"successRate": 0.24902007492907724,
"wilsonLowerBound": 0.245096719808682
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23518,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3093,
"successRate": 0.13151628539841823,
"wilsonLowerBound": 0.12725696940315265
},
"vllm": {
"framework": "vllm",
"modelCount": 86770,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11252737121124813,
"wilsonLowerBound": 0.11044179918488706
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 42436,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5204,
"successRate": 0.12263172777830145,
"wilsonLowerBound": 0.11954493103798015
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 37012,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3514,
"successRate": 0.09494218091429807,
"wilsonLowerBound": 0.09199764646096137
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 89954,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21740,
"successRate": 0.24167908041888075,
"wilsonLowerBound": 0.2388925095299831
},
"transformers": {
"framework": "transformers",
"modelCount": 5357,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 577,
"successRate": 0.10770953892103789,
"wilsonLowerBound": 0.0996870100008811
},
"vllm": {
"framework": "vllm",
"modelCount": 112727,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16525,
"successRate": 0.14659309659620146,
"wilsonLowerBound": 0.14454034496320375
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 19626,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3685,
"successRate": 0.18776113319066545,
"wilsonLowerBound": 0.1823587562874447
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43137,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5608,
"successRate": 0.13000440457148155,
"wilsonLowerBound": 0.12686360178721176
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7192,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 621,
"successRate": 0.08634593993325917,
"wilsonLowerBound": 0.08007328118849572
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32181,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6017,
"successRate": 0.186973680121811,
"wilsonLowerBound": 0.18275123898377987
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61211,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12401,
"successRate": 0.2025943049451896,
"wilsonLowerBound": 0.19942885610227043
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10236,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3016,
"successRate": 0.2946463462289957,
"wilsonLowerBound": 0.2858929953667756
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14098,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3545,
"successRate": 0.251454106965527,
"wilsonLowerBound": 0.24436077456380803
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 63728,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17466,
"successRate": 0.2740710519708762,
"wilsonLowerBound": 0.2706216118496773
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 208,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 140,
"successRate": 0.6730769230769231,
"wilsonLowerBound": 0.6066911380156328
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47212,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20847,
"successRate": 0.4415614674235364,
"wilsonLowerBound": 0.437087070949341
},
"vllm": {
"framework": "vllm",
"modelCount": 37566,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3909,
"successRate": 0.10405685992652931,
"wilsonLowerBound": 0.10100954497887264
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 762,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6282,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030563514804202482,
"wilsonLowerBound": 0.02658539726335166
},
"vllm": {
"framework": "vllm",
"modelCount": 10040,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 743,
"successRate": 0.07400398406374502,
"wilsonLowerBound": 0.06904470201407993
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6380,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2750,
"successRate": 0.43103448275862066,
"wilsonLowerBound": 0.41892765536671855
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7393,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 241,
"successRate": 0.032598403895576895,
"wilsonLowerBound": 0.028786866472004326
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 13826,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4488,
"successRate": 0.3246058151309128,
"wilsonLowerBound": 0.3168506167131575
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27115,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13810,
"successRate": 0.5093121888253734,
"wilsonLowerBound": 0.5033608940791131
},
"vllm": {
"framework": "vllm",
"modelCount": 64083,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6585,
"successRate": 0.10275736154674407,
"wilsonLowerBound": 0.10043015905815691
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12906,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1952,
"successRate": 0.15124748179141484,
"wilsonLowerBound": 0.14516979517741138
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-27T11:32:28.491808+00:00",
"gpuStats": {
"Ascend_910-b4": {
"available": true,
"backlogHours": 805.0985915492957,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.9178544189669914,
"queueFactor": 0.9630068879748523,
"queueWeight": 0.9630068879748523,
"recentSuccess": 60,
"recentSuccessRate": 0.28169014084507044,
"recentTerminal": 213,
"recentWilsonLowerBound": 0.2255605856838652,
"running": 8,
"selectionWeight": 0.8839001276233687,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 35.5,
"waiting": 28581
},
"Biren_166m": {
"available": true,
"backlogHours": 158.2207792207792,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3214295956758514,
"queueFactor": 1.229184925855999,
"queueWeight": 1.229184925855999,
"recentSuccess": 30,
"recentSuccessRate": 0.19480519480519481,
"recentTerminal": 154,
"recentWilsonLowerBound": 0.14000138473607715,
"running": 8,
"selectionWeight": 0.39509641372874515,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 25.666666666666668,
"waiting": 4061
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 783.9310344827587,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.09372030118800057,
"queueFactor": 0.966863298091053,
"queueWeight": 0.966863298091053,
"recentSuccess": 15,
"recentSuccessRate": 0.12931034482758622,
"recentTerminal": 116,
"recentWilsonLowerBound": 0.07995320598677602,
"running": 7,
"selectionWeight": 0.09061471950471706,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 19.333333333333332,
"waiting": 15156
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 409.48837209302326,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2367991838364017,
"queueFactor": 1.0657872424384627,
"queueWeight": 1.0657872424384627,
"recentSuccess": 23,
"recentSuccessRate": 0.17829457364341086,
"recentTerminal": 129,
"recentWilsonLowerBound": 0.12184608409727599,
"running": 7,
"selectionWeight": 0.2523775491526771,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 21.5,
"waiting": 8804
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 28.63820224719101,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 21,
"recentSuccessRate": 0.04719101123595506,
"recentTerminal": 445,
"recentWilsonLowerBound": 0.03106998180688864,
"running": 23,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 74.16666666666667,
"waiting": 2124
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 71.46666666666667,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.2637294848769376,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 65,
"recentSuccessRate": 0.16049382716049382,
"recentTerminal": 405,
"recentWilsonLowerBound": 0.1279600862692128,
"running": 8,
"selectionWeight": 0.3428483303400189,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 67.5,
"waiting": 4824
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2737.8857142857146,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.5,
"queueFactor": 0.8014832602618834,
"queueWeight": 0.8014832602618834,
"recentSuccess": 18,
"recentSuccessRate": 0.5142857142857142,
"recentTerminal": 35,
"recentWilsonLowerBound": 0.35568539626711626,
"running": 2,
"selectionWeight": 2.0037081506547088,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.833333333333333,
"waiting": 15971
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 448.03125,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.8479473182253314,
"queueFactor": 1.0515029790811072,
"queueWeight": 1.0515029790811072,
"recentSuccess": 37,
"recentSuccessRate": 0.2890625,
"recentTerminal": 128,
"recentWilsonLowerBound": 0.21758282345798546,
"running": 8,
"selectionWeight": 0.8916191312177717,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.333333333333332,
"waiting": 9558
},
"MetaX_c-500": {
"available": true,
"backlogHours": 626.1980198019802,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.17095638476123,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 34,
"recentSuccessRate": 0.33663366336633666,
"recentTerminal": 101,
"recentWilsonLowerBound": 0.25196434238298415,
"running": 4,
"selectionWeight": 1.17095638476123,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.833333333333332,
"waiting": 10541
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1920.2727272727273,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.5358471382436436,
"queueFactor": 0.8452833536585169,
"queueWeight": 0.8452833536585169,
"recentSuccess": 26,
"recentSuccessRate": 0.3939393939393939,
"recentTerminal": 66,
"recentWilsonLowerBound": 0.2850282099029192,
"running": 4,
"selectionWeight": 1.2982260197214228,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.0,
"waiting": 21123
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 4121.75,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.22894441467202933,
"queueFactor": 0.753779820086198,
"queueWeight": 0.753779820086198,
"recentSuccess": 6,
"recentSuccessRate": 0.25,
"recentTerminal": 24,
"recentWilsonLowerBound": 0.11999203479342334,
"running": 2,
"selectionWeight": 0.1725736797012222,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 4.0,
"waiting": 16487
},
"Vastai_va16": {
"available": true,
"backlogHours": 330.98823529411766,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.0947696423878352,
"queueFactor": 1.100360190618283,
"queueWeight": 1.100360190618283,
"recentSuccess": 29,
"recentSuccessRate": 0.11372549019607843,
"recentTerminal": 255,
"recentWilsonLowerBound": 0.08035887859147087,
"running": 16,
"selectionWeight": 0.10428074176270484,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 42.5,
"waiting": 14067
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 978.8333333333334,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.082874997366974,
"queueFactor": 0.9351912632868251,
"queueWeight": 0.9351912632868251,
"recentSuccess": 35,
"recentSuccessRate": 0.32407407407407407,
"recentTerminal": 108,
"recentWilsonLowerBound": 0.24316531824673593,
"running": 6,
"selectionWeight": 1.0126952367693378,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.0,
"waiting": 17619
}
},
"queueAttemptedAt": "2026-09-27T11:30:44.672704+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-27T11:30:44.672704+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"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
}