Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-22T05:13:51.465501+00:00",
"communityError": "ModelHubAPIError: 分页大小不能超过100",
"communitySample": {},
"communityUpdatedAt": null,
"frameworkAttemptedAt": "2026-10-22T01:48:46.523235+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 43846,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22088,
"successRate": 0.5037631710988459,
"wilsonLowerBound": 0.49908301481595285
},
"vllm": {
"framework": "vllm",
"modelCount": 58357,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15555,
"successRate": 0.2665490001199513,
"wilsonLowerBound": 0.26297702021447295
},
"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": 5475,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1761,
"successRate": 0.32164383561643833,
"wilsonLowerBound": 0.30939944331499464
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38874,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18644,
"successRate": 0.47960076143437774,
"wilsonLowerBound": 0.4746367019179674
},
"vllm": {
"framework": "vllm",
"modelCount": 40697,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11120,
"successRate": 0.27323881367176944,
"wilsonLowerBound": 0.2689308264900493
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14454,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5962,
"successRate": 0.4124809741248097,
"wilsonLowerBound": 0.4044797083249791
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64297,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12098,
"successRate": 0.18815807891503492,
"wilsonLowerBound": 0.18515569262103196
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 35934,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7535,
"successRate": 0.20968998719875326,
"wilsonLowerBound": 0.20551201481403675
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8418,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 117,
"successRate": 0.013898788310762652,
"wilsonLowerBound": 0.011610354074429455
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26802,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3293,
"successRate": 0.12286396537571823,
"wilsonLowerBound": 0.11898769129744383
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16524,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10142822561123215,
"wilsonLowerBound": 0.09691732820979243
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 17747,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6825,
"successRate": 0.38457204034484704,
"wilsonLowerBound": 0.37744009204857454
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24834,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3811,
"successRate": 0.15345896754449545,
"wilsonLowerBound": 0.14902975607947636
},
"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": 55908,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14037,
"successRate": 0.2510731916720326,
"wilsonLowerBound": 0.24749587392205635
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 25503,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3276,
"successRate": 0.12845547582637337,
"wilsonLowerBound": 0.12440477054198847
},
"vllm": {
"framework": "vllm",
"modelCount": 87130,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11215425226672787,
"wilsonLowerBound": 0.11007601551547098
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 49886,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5693,
"successRate": 0.1141201940424167,
"wilsonLowerBound": 0.11135965633223105
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 52442,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3806,
"successRate": 0.07257541665077609,
"wilsonLowerBound": 0.07038608696107702
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 95145,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 24031,
"successRate": 0.25257238951074673,
"wilsonLowerBound": 0.2498215810872787
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 153,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5700,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 591,
"successRate": 0.1036842105263158,
"wilsonLowerBound": 0.09603512572430042
},
"vllm": {
"framework": "vllm",
"modelCount": 112923,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16540,
"successRate": 0.14647148942199553,
"wilsonLowerBound": 0.1444212226279115
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 318,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.0031446540880503146,
"wilsonLowerBound": 0.0005553102238291179
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 26167,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4193,
"successRate": 0.1602399969427141,
"wilsonLowerBound": 0.1558452194795591
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44409,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5730,
"successRate": 0.12902789975005066,
"wilsonLowerBound": 0.12594204092412037
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8506,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 822,
"successRate": 0.09663766752880319,
"wilsonLowerBound": 0.09053943189052821
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 35842,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7232,
"successRate": 0.2017744545505273,
"wilsonLowerBound": 0.19765166025829653
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61571,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12431,
"successRate": 0.2018969969628559,
"wilsonLowerBound": 0.19874488701913498
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18802,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5334,
"successRate": 0.28369322412509307,
"wilsonLowerBound": 0.2772943249028428
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16338,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3952,
"successRate": 0.24189007222426245,
"wilsonLowerBound": 0.23538477297526036
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 69841,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19190,
"successRate": 0.2747669706905686,
"wilsonLowerBound": 0.27146871104222825
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1821,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1062,
"successRate": 0.5831960461285008,
"wilsonLowerBound": 0.5603989719108902
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48647,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.446687359960532,
"wilsonLowerBound": 0.4422738493545892
},
"vllm": {
"framework": "vllm",
"modelCount": 41369,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5280,
"successRate": 0.12763180159056298,
"wilsonLowerBound": 0.12445084493564704
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1268,
"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": 10114,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 766,
"successRate": 0.07573660272889064,
"wilsonLowerBound": 0.07073976685401544
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7899,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3480,
"successRate": 0.44056209646790734,
"wilsonLowerBound": 0.42964524121258535
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7435,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.03295225285810356,
"wilsonLowerBound": 0.029129611461819867
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19946,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5638,
"successRate": 0.28266319061465955,
"wilsonLowerBound": 0.2764563042430707
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 29215,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14970,
"successRate": 0.5124080095841177,
"wilsonLowerBound": 0.5066749767816761
},
"vllm": {
"framework": "vllm",
"modelCount": 68607,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7426,
"successRate": 0.10823968399725975,
"wilsonLowerBound": 0.10593676150202938
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14417,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2596,
"successRate": 0.18006520080460567,
"wilsonLowerBound": 0.1738784379984229
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-22T05:17:40.663909+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1003.6428571428571,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.3419763783599046,
"queueFactor": 0.9832793347798207,
"queueWeight": 0.9832793347798207,
"recentSuccess": 45,
"recentSuccessRate": 0.26785714285714285,
"recentTerminal": 168,
"recentWilsonLowerBound": 0.20663101496670527,
"running": 8,
"selectionWeight": 1.3195376406039598,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.0,
"waiting": 28102
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1068.8196721311476,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9740429913775074,
"queueWeight": 0.9740429913775074,
"recentSuccess": 62,
"recentSuccessRate": 0.33879781420765026,
"recentTerminal": 183,
"recentWilsonLowerBound": 0.2741646645521847,
"running": 8,
"selectionWeight": 2.4351074784437685,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 30.5,
"waiting": 32599
},
"Biren_166m": {
"available": true,
"backlogHours": 139.57746478873239,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.10677236222328995,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 21,
"recentSuccessRate": 0.09859154929577464,
"recentTerminal": 213,
"recentWilsonLowerBound": 0.06539131111585818,
"running": 8,
"selectionWeight": 0.13880407089027694,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 35.5,
"waiting": 4955
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 790.2173913043479,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.21531402806850364,
"queueFactor": 1.0191821388136753,
"queueWeight": 1.0191821388136753,
"recentSuccess": 19,
"recentSuccessRate": 0.13768115942028986,
"recentTerminal": 138,
"recentWilsonLowerBound": 0.08994576408901436,
"running": 7,
"selectionWeight": 0.21944421164344524,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.0,
"waiting": 18175
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 337.56976744186045,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.15098587153489582,
"queueFactor": 1.1578685555807622,
"queueWeight": 1.1578685555807622,
"recentSuccess": 20,
"recentSuccessRate": 0.11627906976744186,
"recentTerminal": 172,
"recentWilsonLowerBound": 0.0765453635778208,
"running": 7,
"selectionWeight": 0.17482179298721234,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.666666666666668,
"waiting": 9677
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 76.39285714285715,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 13,
"recentSuccessRate": 0.04642857142857143,
"recentTerminal": 280,
"recentWilsonLowerBound": 0.027330697626766043,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 46.666666666666664,
"waiting": 3565
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 286.82142857142856,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.23166561917469036,
"queueFactor": 1.1865117745825318,
"queueWeight": 1.1865117745825318,
"recentSuccess": 23,
"recentSuccessRate": 0.13690476190476192,
"recentTerminal": 168,
"recentWilsonLowerBound": 0.0929887434803875,
"running": 50,
"selectionWeight": 0.2748739849167229,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.0,
"waiting": 8031
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2359.9024390243903,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.4732645592816738,
"queueFactor": 0.8649274575041745,
"queueWeight": 0.8649274575041745,
"recentSuccess": 14,
"recentSuccessRate": 0.34146341463414637,
"recentTerminal": 41,
"recentWilsonLowerBound": 0.21558617366643462,
"running": 2,
"selectionWeight": 1.2742669694905064,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.833333333333333,
"waiting": 16126
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 311.7348066298342,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.46878046505602966,
"queueFactor": 1.1717797733473156,
"queueWeight": 1.1717797733473156,
"recentSuccess": 32,
"recentSuccessRate": 0.17679558011049723,
"recentTerminal": 181,
"recentWilsonLowerBound": 0.12810625713495155,
"running": 8,
"selectionWeight": 0.5493074670930037,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 30.166666666666668,
"waiting": 9404
},
"MetaX_c-500": {
"available": true,
"backlogHours": 559.7280000000001,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7620733513671589,
"queueFactor": 1.0732903797535915,
"queueWeight": 1.0732903797535915,
"recentSuccess": 28,
"recentSuccessRate": 0.224,
"recentTerminal": 125,
"recentWilsonLowerBound": 0.15976874687261633,
"running": 4,
"selectionWeight": 0.8179259966889502,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.833333333333332,
"waiting": 11661
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1730.5714285714287,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.11960908378030412,
"queueFactor": 0.906119261102207,
"queueWeight": 0.906119261102207,
"recentSuccess": 11,
"recentSuccessRate": 0.12087912087912088,
"recentTerminal": 91,
"recentWilsonLowerBound": 0.06885437664603106,
"running": 4,
"selectionWeight": 0.10838009461612114,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.166666666666666,
"waiting": 26247
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1991.0357142857142,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.27182590367667353,
"queueFactor": 0.8872621067257692,
"queueWeight": 0.8872621067257692,
"recentSuccess": 10,
"recentSuccessRate": 0.17857142857142858,
"recentTerminal": 56,
"recentWilsonLowerBound": 0.09999749741344179,
"running": 2,
"selectionWeight": 0.24118082395880136,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.333333333333334,
"waiting": 18583
},
"Vastai_va16": {
"available": true,
"backlogHours": 1539.0,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05382292938448215,
"queueFactor": 0.9222061170419885,
"queueWeight": 0.9222061170419885,
"recentSuccess": 7,
"recentSuccessRate": 0.09722222222222222,
"recentTerminal": 72,
"recentWilsonLowerBound": 0.04789571126116793,
"running": 16,
"selectionWeight": 0.04963583471548843,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 12.0,
"waiting": 18468
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1184.976,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.372467774360878,
"queueFactor": 0.9590855734793022,
"queueWeight": 0.9590855734793022,
"recentSuccess": 35,
"recentSuccessRate": 0.28,
"recentTerminal": 125,
"recentWilsonLowerBound": 0.20875199676062098,
"running": 6,
"selectionWeight": 1.3163140424547641,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.833333333333332,
"waiting": 24687
}
},
"queueAttemptedAt": "2026-10-22T05:15:57.262522+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-22T05:15:57.262522+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Ascend_910-b3",
"Ascend_910-b4",
"hygon_k100-ai",
"Biren_166m",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}