Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-08T17:06:51.478234+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-08T17:06:51.478234+00:00",
"frameworkAttemptedAt": "2026-10-08T17:06:51.478234+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 41613,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20554,
"successRate": 0.49393218465383415,
"wilsonLowerBound": 0.48912922549399324
},
"vllm": {
"framework": "vllm",
"modelCount": 55733,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15257,
"successRate": 0.27375163727055785,
"wilsonLowerBound": 0.270065458958903
},
"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": 4074,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1231,
"successRate": 0.3021600392734413,
"wilsonLowerBound": 0.2882510862029381
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 36379,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16980,
"successRate": 0.46675279694329147,
"wilsonLowerBound": 0.4616298704756075
},
"vllm": {
"framework": "vllm",
"modelCount": 39473,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10966,
"successRate": 0.2778101487092443,
"wilsonLowerBound": 0.2734131184488932
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12251,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5156,
"successRate": 0.420863602971186,
"wilsonLowerBound": 0.41214733056913094
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64208,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.1883877398455021,
"wilsonLowerBound": 0.1853818562877877
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 28217,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6137,
"successRate": 0.21749300067335295,
"wilsonLowerBound": 0.21271806001622087
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7555,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 102,
"successRate": 0.013500992720052944,
"wilsonLowerBound": 0.011134807492626877
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26566,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3266,
"successRate": 0.12293909508394188,
"wilsonLowerBound": 0.11904483309168394
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16502,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10156344685492667,
"wilsonLowerBound": 0.09704685221513341
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 14976,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5956,
"successRate": 0.39770299145299143,
"wilsonLowerBound": 0.38989150689668334
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24667,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3805,
"successRate": 0.154254672234159,
"wilsonLowerBound": 0.14980102731856973
},
"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": 50501,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12685,
"successRate": 0.25118314488822,
"wilsonLowerBound": 0.24741957858254432
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23807,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3124,
"successRate": 0.13122190952240936,
"wilsonLowerBound": 0.1269922885558152
},
"vllm": {
"framework": "vllm",
"modelCount": 86946,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9771,
"successRate": 0.11238009799185701,
"wilsonLowerBound": 0.11029782784273098
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 45549,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5492,
"successRate": 0.12057344837427825,
"wilsonLowerBound": 0.11761491194041603
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 45181,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3640,
"successRate": 0.08056483920231956,
"wilsonLowerBound": 0.0780907124824623
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 92096,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22913,
"successRate": 0.24879473592772758,
"wilsonLowerBound": 0.24601312285999516
},
"transformers": {
"framework": "transformers",
"modelCount": 5486,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 581,
"successRate": 0.1059059423988334,
"wilsonLowerBound": 0.09803697951165226
},
"vllm": {
"framework": "vllm",
"modelCount": 112836,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16530,
"successRate": 0.1464957992130171,
"wilsonLowerBound": 0.14444460416601623
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 22602,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3926,
"successRate": 0.1737014423502345,
"wilsonLowerBound": 0.16881784424418037
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43571,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5669,
"successRate": 0.13010947648665397,
"wilsonLowerBound": 0.1269830977212152
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7851,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 727,
"successRate": 0.09259966883199593,
"wilsonLowerBound": 0.08638532744888304
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 33845,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6621,
"successRate": 0.19562712365194268,
"wilsonLowerBound": 0.1914355468699114
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61459,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12417,
"successRate": 0.2020371304446867,
"wilsonLowerBound": 0.19888133557740942
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14289,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4094,
"successRate": 0.286514101756596,
"wilsonLowerBound": 0.27915879797642856
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15111,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3703,
"successRate": 0.2450532724505327,
"wilsonLowerBound": 0.23826062910536164
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 66803,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18410,
"successRate": 0.2755864257593222,
"wilsonLowerBound": 0.27221111530212755
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 750,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 459,
"successRate": 0.612,
"wilsonLowerBound": 0.5766383140145886
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48119,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21506,
"successRate": 0.4469336436750556,
"wilsonLowerBound": 0.4424957548505818
},
"vllm": {
"framework": "vllm",
"modelCount": 39241,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4593,
"successRate": 0.11704594684131393,
"wilsonLowerBound": 0.11390259081805712
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1013,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6286,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030544066178810055,
"wilsonLowerBound": 0.02656844784963345
},
"vllm": {
"framework": "vllm",
"modelCount": 10073,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 756,
"successRate": 0.07505211952744961,
"wilsonLowerBound": 0.07006718147500551
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7066,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3095,
"successRate": 0.4380130200962355,
"wilsonLowerBound": 0.42648132777013487
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7410,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 244,
"successRate": 0.03292847503373819,
"wilsonLowerBound": 0.029101202270226396
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 16816,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5006,
"successRate": 0.2976926736441484,
"wilsonLowerBound": 0.2908284909076872
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27964,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14255,
"successRate": 0.5097625518523816,
"wilsonLowerBound": 0.5039023415520014
},
"vllm": {
"framework": "vllm",
"modelCount": 66723,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7069,
"successRate": 0.10594547607271855,
"wilsonLowerBound": 0.10363282596384144
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13453,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2159,
"successRate": 0.16048465026388167,
"wilsonLowerBound": 0.15437904748452388
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-08T17:09:59.778763+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1271.1818181818182,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.3903043465044718,
"queueFactor": 0.8759433068557058,
"queueWeight": 0.8759433068557058,
"recentSuccess": 42,
"recentSuccessRate": 0.3181818181818182,
"recentTerminal": 132,
"recentWilsonLowerBound": 0.24482802098506332,
"running": 8,
"selectionWeight": 1.217827786812988,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.0,
"waiting": 27966
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1269.5,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.8761172747887314,
"queueWeight": 0.8761172747887314,
"recentSuccess": 57,
"recentSuccessRate": 0.3958333333333333,
"recentTerminal": 144,
"recentWilsonLowerBound": 0.3196634619191859,
"running": 8,
"selectionWeight": 2.1902931869718283,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.0,
"waiting": 30468
},
"Biren_166m": {
"available": true,
"backlogHours": 169.08074534161491,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.336332014095472,
"queueFactor": 1.1854767103529082,
"queueWeight": 1.1854767103529082,
"recentSuccess": 29,
"recentSuccessRate": 0.18012422360248448,
"recentTerminal": 161,
"recentWilsonLowerBound": 0.12844163237023534,
"running": 8,
"selectionWeight": 0.3987137696562681,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 26.833333333333332,
"waiting": 4537
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 962.0747663551402,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2009210103680897,
"queueFactor": 0.9133260099461871,
"queueWeight": 0.9133260099461871,
"recentSuccess": 17,
"recentSuccessRate": 0.1588785046728972,
"recentTerminal": 107,
"recentWilsonLowerBound": 0.10162592670233946,
"running": 7,
"selectionWeight": 0.18350638471384387,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 17.833333333333332,
"waiting": 17157
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 436.6511627906977,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.26577348463371886,
"queueFactor": 1.028222152375995,
"queueWeight": 1.028222152375995,
"recentSuccess": 22,
"recentSuccessRate": 0.17054263565891473,
"recentTerminal": 129,
"recentWilsonLowerBound": 0.11540524917232782,
"running": 7,
"selectionWeight": 0.2732741844145508,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 21.5,
"waiting": 9388
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 75.45801526717558,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 4,
"recentSuccessRate": 0.015267175572519083,
"recentTerminal": 262,
"recentWilsonLowerBound": 0.0059526090253515605,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 43.666666666666664,
"waiting": 3295
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 166.42622950819674,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.4598034350517236,
"queueFactor": 1.188293942535082,
"queueWeight": 1.188293942535082,
"recentSuccess": 47,
"recentSuccessRate": 0.19262295081967212,
"recentTerminal": 244,
"recentWilsonLowerBound": 0.14805903308477752,
"running": 2,
"selectionWeight": 0.5463816366287861,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 40.666666666666664,
"waiting": 6768
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1063.9772727272727,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.3660795017786766,
"queueFactor": 0.8996369751959117,
"queueWeight": 0.8996369751959117,
"recentSuccess": 18,
"recentSuccessRate": 0.20454545454545456,
"recentTerminal": 88,
"recentWilsonLowerBound": 0.13348619800482903,
"running": 2,
"selectionWeight": 0.329338655661395,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 14.666666666666666,
"waiting": 15605
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 342.93167701863354,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.40076441721282674,
"queueFactor": 1.0661688971016796,
"queueWeight": 1.0661688971016796,
"recentSuccess": 31,
"recentSuccessRate": 0.19254658385093168,
"recentTerminal": 161,
"recentWilsonLowerBound": 0.13909331146580753,
"running": 8,
"selectionWeight": 0.4272825566973969,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 26.833333333333332,
"waiting": 9202
},
"MetaX_c-500": {
"available": true,
"backlogHours": 614.6915887850467,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.8506892247217056,
"queueFactor": 0.9768065403082732,
"queueWeight": 0.9768065403082732,
"recentSuccess": 29,
"recentSuccessRate": 0.27102803738317754,
"recentTerminal": 107,
"recentWilsonLowerBound": 0.19583435081989597,
"running": 4,
"selectionWeight": 0.8309587984779364,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.833333333333332,
"waiting": 10962
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1428.5052631578947,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.223740937001268,
"queueFactor": 0.8607457215234308,
"queueWeight": 0.8607457215234308,
"recentSuccess": 30,
"recentSuccessRate": 0.3157894736842105,
"recentTerminal": 95,
"recentWilsonLowerBound": 0.23103088128713048,
"running": 4,
"selectionWeight": 1.0533297757769156,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.833333333333334,
"waiting": 22618
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2360.8636363636365,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.07271756545806261,
"queueFactor": 0.7982639448140963,
"queueWeight": 0.7982639448140963,
"recentSuccess": 6,
"recentSuccessRate": 0.13636363636363635,
"recentTerminal": 44,
"recentWilsonLowerBound": 0.06402867407860051,
"running": 2,
"selectionWeight": 0.058047810659830335,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 7.333333333333333,
"waiting": 17313
},
"Vastai_va16": {
"available": true,
"backlogHours": 169.8989898989899,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 1.184618552314523,
"queueWeight": 1.184618552314523,
"recentSuccess": 12,
"recentSuccessRate": 0.020202020202020204,
"recentTerminal": 594,
"recentWilsonLowerBound": 0.011593363319122295,
"running": 16,
"selectionWeight": 0.05923092761572615,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 99.0,
"waiting": 16820
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 37.000956937799046,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 32,
"recentSuccessRate": 0.010207336523125997,
"recentTerminal": 3135,
"recentWilsonLowerBound": 0.00723964845880633,
"running": 6,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 522.5,
"waiting": 19333
}
},
"queueAttemptedAt": "2026-10-08T17:00:28.458077+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-08T17:00:28.458077+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Vastai_va16",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"Ascend_910-b3",
"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
}