Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-23T21:37:06.462405+00:00",
"communityError": "ModelHubAPIError: 分页大小不能超过100",
"communitySample": {},
"communityUpdatedAt": null,
"frameworkAttemptedAt": "2026-10-23T21:31:48.466406+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 44070,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22229,
"successRate": 0.5044020875879283,
"wilsonLowerBound": 0.4997338334708087
},
"vllm": {
"framework": "vllm",
"modelCount": 58703,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15650,
"successRate": 0.2665962557279866,
"wilsonLowerBound": 0.2630345675460065
},
"vllm_0.23.0": {
"framework": "vllm_0.23.0",
"modelCount": 1,
"officialConfigError": "framework_mismatch",
"officialConfigValid": false,
"successCount": 1,
"successRate": 1.0,
"wilsonLowerBound": 0.20654329147389294
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5689,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1834,
"successRate": 0.32237651608367024,
"wilsonLowerBound": 0.3103544239485514
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39146,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18845,
"successRate": 0.48140295304756553,
"wilsonLowerBound": 0.4764552874390643
},
"vllm": {
"framework": "vllm",
"modelCount": 40951,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11208,
"successRate": 0.2736929501111084,
"wilsonLowerBound": 0.2693959990300839
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14761,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6078,
"successRate": 0.4117607208183727,
"wilsonLowerBound": 0.4038450969648291
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64319,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12100,
"successRate": 0.18812481537337333,
"wilsonLowerBound": 0.18512314649704006
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 36940,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7724,
"successRate": 0.20909583107742286,
"wilsonLowerBound": 0.20497910760490584
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8471,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 117,
"successRate": 0.013811828591665683,
"wilsonLowerBound": 0.011537636115839061
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26824,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3294,
"successRate": 0.12280047718461079,
"wilsonLowerBound": 0.11892665277892703
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16526,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10141595062326032,
"wilsonLowerBound": 0.09690557044342328
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 18084,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6934,
"successRate": 0.3834328688343287,
"wilsonLowerBound": 0.37637164145217955
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24850,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3811,
"successRate": 0.15336016096579477,
"wilsonLowerBound": 0.1489335547799854
},
"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": 56623,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14201,
"successRate": 0.25079914522367236,
"wilsonLowerBound": 0.2472456918196944
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 26297,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3462,
"successRate": 0.13164999809864242,
"wilsonLowerBound": 0.12761715747267202
},
"vllm": {
"framework": "vllm",
"modelCount": 87134,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9775,
"successRate": 0.11218353340831363,
"wilsonLowerBound": 0.11010510375972507
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 50500,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5775,
"successRate": 0.11435643564356436,
"wilsonLowerBound": 0.11161003541047346
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 53131,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3873,
"successRate": 0.07289529653121529,
"wilsonLowerBound": 0.0707155110151609
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 95339,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 24120,
"successRate": 0.25299195502365246,
"wilsonLowerBound": 0.2502424047517867
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 156,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5745,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 601,
"successRate": 0.10461270670147954,
"wilsonLowerBound": 0.09696092279125221
},
"vllm": {
"framework": "vllm",
"modelCount": 112962,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16543,
"successRate": 0.14644747791292648,
"wilsonLowerBound": 0.14439770382281036
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 344,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.0029069767441860465,
"wilsonLowerBound": 0.0005133240107990931
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 26401,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4250,
"successRate": 0.16097875080489377,
"wilsonLowerBound": 0.15659492958501842
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44697,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5813,
"successRate": 0.13005347115018906,
"wilsonLowerBound": 0.12696689152913743
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8599,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 841,
"successRate": 0.09780207000814048,
"wilsonLowerBound": 0.09170198826594261
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 36113,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7315,
"successRate": 0.2025586353944563,
"wilsonLowerBound": 0.19844513876393066
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61597,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12431,
"successRate": 0.20181177654755914,
"wilsonLowerBound": 0.19866083314651803
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19523,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5511,
"successRate": 0.28228243610100906,
"wilsonLowerBound": 0.27601178904036566
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16530,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3991,
"successRate": 0.24143980641258317,
"wilsonLowerBound": 0.23497628620364494
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 70277,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19292,
"successRate": 0.2745137100331545,
"wilsonLowerBound": 0.27122661795564834
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1989,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1142,
"successRate": 0.5741578682755153,
"wilsonLowerBound": 0.5523044519431793
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48813,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21851,
"successRate": 0.44764714317907117,
"wilsonLowerBound": 0.4432401556332851
},
"vllm": {
"framework": "vllm",
"modelCount": 41643,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5357,
"successRate": 0.12864106812669596,
"wilsonLowerBound": 0.12545960450812793
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1299,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6289,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03052949594530132,
"wilsonLowerBound": 0.026555749965692398
},
"vllm": {
"framework": "vllm",
"modelCount": 10117,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 766,
"successRate": 0.07571414450924187,
"wilsonLowerBound": 0.07071873575009961
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 8010,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3521,
"successRate": 0.4395755305867665,
"wilsonLowerBound": 0.42873742450636065
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7447,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 247,
"successRate": 0.03316771854438029,
"wilsonLowerBound": 0.0293351145479967
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 20833,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5925,
"successRate": 0.28440455047280755,
"wilsonLowerBound": 0.2783186609356636
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 29356,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15054,
"successRate": 0.5128082845074261,
"wilsonLowerBound": 0.5070891016733915
},
"vllm": {
"framework": "vllm",
"modelCount": 68955,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7494,
"successRate": 0.10867957363497933,
"wilsonLowerBound": 0.10637825641278309
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14553,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2643,
"successRate": 0.1816120387548959,
"wilsonLowerBound": 0.17543261396856724
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-23T21:40:44.461797+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1210.9130434782608,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 10,
"qualityFactor": 1.2954330105027247,
"queueFactor": 0.9853477654786793,
"queueWeight": 0.9853477654786793,
"recentSuccess": 52,
"recentSuccessRate": 0.37681159420289856,
"recentTerminal": 138,
"recentWilsonLowerBound": 0.3003290837805292,
"running": 10,
"selectionWeight": 1.2764520222261784,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.0,
"waiting": 27851
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1352.7916666666667,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 10,
"qualityFactor": 1.117038449988597,
"queueFactor": 0.9691072481276346,
"queueWeight": 0.9691072481276346,
"recentSuccess": 51,
"recentSuccessRate": 0.3541666666666667,
"recentTerminal": 144,
"recentWilsonLowerBound": 0.2807687889835203,
"running": 10,
"selectionWeight": 1.0825300583212076,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.0,
"waiting": 32467
},
"Biren_166m": {
"available": true,
"backlogHours": 302.3863636363636,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 10,
"qualityFactor": 0.05,
"queueFactor": 1.213311039978616,
"queueWeight": 1.213311039978616,
"recentSuccess": 7,
"recentSuccessRate": 0.07954545454545454,
"recentTerminal": 88,
"recentWilsonLowerBound": 0.03906436024832495,
"running": 12,
"selectionWeight": 0.060665551998930804,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 14.666666666666666,
"waiting": 4435
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1430.2105263157896,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4062752649211668,
"queueFactor": 0.961051108839079,
"queueWeight": 0.961051108839079,
"recentSuccess": 20,
"recentSuccessRate": 0.2631578947368421,
"recentTerminal": 76,
"recentWilsonLowerBound": 0.17729266370899457,
"running": 7,
"selectionWeight": 0.3904512938463779,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.666666666666666,
"waiting": 18116
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 470.7731092436975,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.21366994164590622,
"queueFactor": 1.1353629880929026,
"queueWeight": 1.1353629880929026,
"recentSuccess": 23,
"recentSuccessRate": 0.19327731092436976,
"recentTerminal": 119,
"recentWilsonLowerBound": 0.1323846420878559,
"running": 7,
"selectionWeight": 0.24259294341273221,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.833333333333332,
"waiting": 9337
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 88.6875,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05430474152357474,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 29,
"recentSuccessRate": 0.10069444444444445,
"recentTerminal": 288,
"recentWilsonLowerBound": 0.07102740250436228,
"running": 25,
"selectionWeight": 0.07059616398064716,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 48.0,
"waiting": 4257
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 380.3333333333333,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.3173368168160853,
"queueFactor": 1.1722812566167993,
"queueWeight": 1.1722812566167993,
"recentSuccess": 28,
"recentSuccessRate": 0.2222222222222222,
"recentTerminal": 126,
"recentWilsonLowerBound": 0.1584594242584552,
"running": 6,
"selectionWeight": 0.37200800238793547,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.0,
"waiting": 7987
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2409.15,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.807222410643714,
"queueFactor": 0.8887444536661991,
"queueWeight": 0.8887444536661991,
"recentSuccess": 15,
"recentSuccessRate": 0.375,
"recentTerminal": 40,
"recentWilsonLowerBound": 0.24222773535791722,
"running": 2,
"selectionWeight": 0.7174144403346598,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.666666666666667,
"waiting": 16061
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 381.4714285714286,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.13136653144459084,
"queueFactor": 1.1717559764492995,
"queueWeight": 1.1717559764492995,
"recentSuccess": 22,
"recentSuccessRate": 0.15714285714285714,
"recentTerminal": 140,
"recentWilsonLowerBound": 0.10612334356349176,
"running": 9,
"selectionWeight": 0.15392951832561416,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.333333333333332,
"waiting": 8901
},
"MetaX_c-500": {
"available": true,
"backlogHours": 760.5333333333333,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.4035262198464346,
"queueFactor": 1.0565468064009302,
"queueWeight": 1.0565468064009302,
"recentSuccess": 23,
"recentSuccessRate": 0.25555555555555554,
"recentTerminal": 90,
"recentWilsonLowerBound": 0.176746361356073,
"running": 5,
"selectionWeight": 0.42634433887779016,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.0,
"waiting": 11408
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1973.25,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.9157547139512926,
"queueWeight": 0.9157547139512926,
"recentSuccess": 41,
"recentSuccessRate": 0.5125,
"recentTerminal": 80,
"recentWilsonLowerBound": 0.4049314460370689,
"running": 4,
"selectionWeight": 2.2893867848782317,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.333333333333334,
"waiting": 26310
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3866.0689655172414,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.8278774248325332,
"queueWeight": 0.8278774248325332,
"recentSuccess": 2,
"recentSuccessRate": 0.06896551724137931,
"recentTerminal": 29,
"recentWilsonLowerBound": 0.019120864097994437,
"running": 2,
"selectionWeight": 0.04139387124162666,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 4.833333333333333,
"waiting": 18686
},
"Vastai_va16": {
"available": true,
"backlogHours": 983.9454545454546,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 1.1081483522441535,
"queueFactor": 1.0165080588785185,
"queueWeight": 1.0165080588785185,
"recentSuccess": 40,
"recentSuccessRate": 0.36363636363636365,
"recentTerminal": 110,
"recentWilsonLowerBound": 0.2797508773735517,
"running": 17,
"selectionWeight": 1.1264417304891332,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.333333333333332,
"waiting": 18039
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1530.4948453608247,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.8931180963181785,
"queueFactor": 0.95133110972741,
"queueWeight": 0.95133110972741,
"recentSuccess": 33,
"recentSuccessRate": 0.3402061855670103,
"recentTerminal": 97,
"recentWilsonLowerBound": 0.25362119291999513,
"running": 6,
"selectionWeight": 0.8496510296880045,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.166666666666668,
"waiting": 24743
}
},
"queueAttemptedAt": "2026-10-23T21:33:36.968732+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-23T21:33:36.968732+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"hygon_k100-ai",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Ascend_910-b4",
"Ascend_910-b3",
"Biren_166m",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}