Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-08T18:31:40.156140+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-08T18:31:40.156140+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": "2026-10-08T18:31:40.156140+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1215.0,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.9055233992628469,
"queueFactor": 0.8951857233418132,
"queueWeight": 0.8951857233418132,
"recentSuccess": 41,
"recentSuccessRate": 0.2971014492753623,
"recentTerminal": 138,
"recentWilsonLowerBound": 0.22719011684904072,
"running": 8,
"selectionWeight": 0.8106116191720492,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.0,
"waiting": 27945
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1294.9787234042553,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.886666283174784,
"queueWeight": 0.886666283174784,
"recentSuccess": 62,
"recentSuccessRate": 0.4397163120567376,
"recentTerminal": 141,
"recentWilsonLowerBound": 0.36046434458815024,
"running": 8,
"selectionWeight": 2.21666570793696,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.5,
"waiting": 30432
},
"Biren_166m": {
"available": true,
"backlogHours": 151.44134078212292,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.16847876765803227,
"queueFactor": 1.2233843544734602,
"queueWeight": 1.2233843544734602,
"recentSuccess": 27,
"recentSuccessRate": 0.15083798882681565,
"recentTerminal": 179,
"recentWilsonLowerBound": 0.10578159636160239,
"running": 8,
"selectionWeight": 0.20611428841380589,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 29.833333333333332,
"waiting": 4518
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1083.221052631579,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.09556146831389234,
"queueFactor": 0.9107349961589967,
"queueWeight": 0.9107349961589967,
"recentSuccess": 13,
"recentSuccessRate": 0.1368421052631579,
"recentTerminal": 95,
"recentWilsonLowerBound": 0.08174716099796558,
"running": 7,
"selectionWeight": 0.08703117347780082,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 15.833333333333334,
"waiting": 17151
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 484.7586206896552,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2924209119441982,
"queueFactor": 1.0274738033936517,
"queueWeight": 1.0274738033936517,
"recentSuccess": 23,
"recentSuccessRate": 0.19827586206896552,
"recentTerminal": 116,
"recentWilsonLowerBound": 0.13591176378176467,
"running": 7,
"selectionWeight": 0.30045482658714545,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 19.333333333333332,
"waiting": 9372
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 71.2202166064982,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 5,
"recentSuccessRate": 0.018050541516245487,
"recentTerminal": 277,
"recentWilsonLowerBound": 0.007734025791942852,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 46.166666666666664,
"waiting": 3288
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 252.11180124223603,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.36241365158717187,
"queueFactor": 1.1333410327317193,
"queueWeight": 1.1333410327317193,
"recentSuccess": 33,
"recentSuccessRate": 0.20496894409937888,
"recentTerminal": 161,
"recentWilsonLowerBound": 0.14983694920066545,
"running": 7,
"selectionWeight": 0.41073826216587883,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 26.833333333333332,
"waiting": 6765
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1950.5,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.8166266351348094,
"queueFactor": 0.83383034456733,
"queueWeight": 0.83383034456733,
"recentSuccess": 16,
"recentSuccessRate": 0.3333333333333333,
"recentTerminal": 48,
"recentWilsonLowerBound": 0.21676601370896784,
"running": 2,
"selectionWeight": 0.6809280685573174,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.0,
"waiting": 15604
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 344.325,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.1962290126091628,
"queueFactor": 1.0815691857825138,
"queueWeight": 1.0815691857825138,
"recentSuccess": 26,
"recentSuccessRate": 0.1625,
"recentTerminal": 160,
"recentWilsonLowerBound": 0.11337289235114446,
"running": 8,
"selectionWeight": 0.21223525339459887,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 26.666666666666668,
"waiting": 9182
},
"MetaX_c-500": {
"available": true,
"backlogHours": 676.7628865979381,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.6759112623903234,
"queueFactor": 0.9773139748567624,
"queueWeight": 0.9773139748567624,
"recentSuccess": 27,
"recentSuccessRate": 0.27835051546391754,
"recentTerminal": 97,
"recentWilsonLowerBound": 0.19891045889682296,
"running": 4,
"selectionWeight": 0.6605775224971391,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.166666666666668,
"waiting": 10941
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1398.4948453608247,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.8954710455659634,
"queueFactor": 0.8764970495707328,
"queueWeight": 0.8764970495707328,
"recentSuccess": 30,
"recentSuccessRate": 0.30927835051546393,
"recentTerminal": 97,
"recentWilsonLowerBound": 0.22604022957947018,
"running": 4,
"selectionWeight": 0.7848777294145861,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.166666666666668,
"waiting": 22609
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2415.348837209302,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05880243319659538,
"queueFactor": 0.8075187397687056,
"queueWeight": 0.8075187397687056,
"recentSuccess": 6,
"recentSuccessRate": 0.13953488372093023,
"recentTerminal": 43,
"recentWilsonLowerBound": 0.06555634267713947,
"running": 2,
"selectionWeight": 0.0474840667502482,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 7.166666666666667,
"waiting": 17310
},
"Vastai_va16": {
"available": true,
"backlogHours": 178.67021276595744,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 1.1934157519966686,
"queueWeight": 1.1934157519966686,
"recentSuccess": 23,
"recentSuccessRate": 0.040780141843971635,
"recentTerminal": 564,
"recentWilsonLowerBound": 0.027325194968946004,
"running": 16,
"selectionWeight": 0.059670787599833436,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 94.0,
"waiting": 16795
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 37.08759590792839,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 37,
"recentSuccessRate": 0.011828644501278773,
"recentTerminal": 3128,
"recentWilsonLowerBound": 0.008593877043277156,
"running": 6,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 521.3333333333334,
"waiting": 19335
}
},
"queueAttemptedAt": "2026-10-08T18:22:32.375078+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-08T18:22:32.375078+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
}