Files
submmit/.modelhub_state/market_intelligence.json

730 lines
23 KiB
JSON

{
"communityAttemptedAt": "2026-10-22T11:17:01.959955+00:00",
"communityError": "ModelHubAPIError: 分页大小不能超过100",
"communitySample": {},
"communityUpdatedAt": null,
"frameworkAttemptedAt": "2026-10-22T09:53:57.959510+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38920,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18677,
"successRate": 0.4798818088386434,
"wilsonLowerBound": 0.4749205413016678
},
"vllm": {
"framework": "vllm",
"modelCount": 40763,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11149,
"successRate": 0.27350783799033435,
"wilsonLowerBound": 0.2692019690956449
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14511,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5983,
"successRate": 0.41230790434842535,
"wilsonLowerBound": 0.4043228658112287
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64303,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12098,
"successRate": 0.18814052221513772,
"wilsonLowerBound": 0.1851383844411247
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 36123,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7573,
"successRate": 0.20964482462696896,
"wilsonLowerBound": 0.20547805168946148
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8427,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 117,
"successRate": 0.013883944464222144,
"wilsonLowerBound": 0.011597941199158086
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26804,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3293,
"successRate": 0.12285479779137443,
"wilsonLowerBound": 0.11897879368548589
},
"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": 17808,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6845,
"successRate": 0.3843778077268643,
"wilsonLowerBound": 0.3772587588016121
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24837,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3811,
"successRate": 0.1534404316141241,
"wilsonLowerBound": 0.14901170886927304
},
"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": 56033,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14062,
"successRate": 0.2509592561526243,
"wilsonLowerBound": 0.24738646104471193
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 25531,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3276,
"successRate": 0.1283145979397595,
"wilsonLowerBound": 0.12426802419899168
},
"vllm": {
"framework": "vllm",
"modelCount": 87131,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9773,
"successRate": 0.11216444204703263,
"wilsonLowerBound": 0.11008613352518778
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 50185,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5743,
"successRate": 0.11443658463684368,
"wilsonLowerBound": 0.11168081497188816
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 52654,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3849,
"successRate": 0.07309985945987009,
"wilsonLowerBound": 0.07090747915574051
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 95211,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 24047,
"successRate": 0.25256535484345294,
"wilsonLowerBound": 0.24981552225299083
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 155,
"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": 112928,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16541,
"successRate": 0.1464738594502692,
"wilsonLowerBound": 0.14442362387842142
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 324,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.0030864197530864196,
"wilsonLowerBound": 0.0005450227751171053
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 26282,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4222,
"successRate": 0.1606422646678335,
"wilsonLowerBound": 0.15625244639410169
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44595,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5803,
"successRate": 0.1301266958179168,
"wilsonLowerBound": 0.12703587113747228
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8540,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 840,
"successRate": 0.09836065573770492,
"wilsonLowerBound": 0.09222390805613583
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 35885,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7244,
"successRate": 0.2018670753796851,
"wilsonLowerBound": 0.19774601095049524
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61577,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12431,
"successRate": 0.20187732432564107,
"wilsonLowerBound": 0.19872548365841847
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18924,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5370,
"successRate": 0.2837666455294864,
"wilsonLowerBound": 0.2773877440077507
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16385,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3961,
"successRate": 0.24174549893194996,
"wilsonLowerBound": 0.235250816369528
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 69922,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19206,
"successRate": 0.2746774977832442,
"wilsonLowerBound": 0.2713814814336607
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1853,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1080,
"successRate": 0.5828386400431732,
"wilsonLowerBound": 0.5602383791568307
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48656,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21732,
"successRate": 0.44664584018414993,
"wilsonLowerBound": 0.44223278021547113
},
"vllm": {
"framework": "vllm",
"modelCount": 41433,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5294,
"successRate": 0.12777254845171723,
"wilsonLowerBound": 0.12459249836307325
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1270,
"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": 10115,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 766,
"successRate": 0.07572911517548196,
"wilsonLowerBound": 0.07073275509622819
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7924,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3487,
"successRate": 0.4400555275113579,
"wilsonLowerBound": 0.4291574389365201
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7437,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.032943391152346374,
"wilsonLowerBound": 0.02912176326715448
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 20125,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5684,
"successRate": 0.28243478260869564,
"wilsonLowerBound": 0.27625693870351054
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 29235,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14982,
"successRate": 0.5124679322729605,
"wilsonLowerBound": 0.5067368703393946
},
"vllm": {
"framework": "vllm",
"modelCount": 68648,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7433,
"successRate": 0.10827700734180165,
"wilsonLowerBound": 0.10597441206619507
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14438,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2601,
"successRate": 0.18014960520847764,
"wilsonLowerBound": 0.17396611304583898
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-22T11:20:26.659468+00:00",
"gpuStats": {
"Ascend_910-b4": {
"available": true,
"backlogHours": 1468.6015037593984,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9382973386155288,
"queueWeight": 0.9382973386155288,
"recentSuccess": 35,
"recentSuccessRate": 0.2631578947368421,
"recentTerminal": 133,
"recentWilsonLowerBound": 0.1957272138754272,
"running": 8,
"selectionWeight": 2.3457433465388218,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.166666666666668,
"waiting": 32554
},
"Biren_166m": {
"available": true,
"backlogHours": 113.35135135135135,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.11073821588084418,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 19,
"recentSuccessRate": 0.07335907335907337,
"recentTerminal": 259,
"recentWilsonLowerBound": 0.04746343600945245,
"running": 9,
"selectionWeight": 0.14395968064509743,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 43.166666666666664,
"waiting": 4893
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1020.392523364486,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5001411660593921,
"queueFactor": 0.9909711009329218,
"queueWeight": 0.9909711009329218,
"recentSuccess": 16,
"recentSuccessRate": 0.14953271028037382,
"recentTerminal": 107,
"recentWilsonLowerBound": 0.0941875070353093,
"running": 8,
"selectionWeight": 0.49562544195175107,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.833333333333332,
"waiting": 18197
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 273.89573459715643,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5387810347985601,
"queueFactor": 1.2070862126353576,
"queueWeight": 1.2070862126353576,
"recentSuccess": 29,
"recentSuccessRate": 0.13744075829383887,
"recentTerminal": 211,
"recentWilsonLowerBound": 0.09742806423915075,
"running": 7,
"selectionWeight": 0.6503551587347527,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 35.166666666666664,
"waiting": 9632
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 49.252427184466015,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 6,
"recentSuccessRate": 0.014563106796116505,
"recentTerminal": 412,
"recentWilsonLowerBound": 0.006690952104568713,
"running": 26,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 68.66666666666667,
"waiting": 3382
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 147.85046728971963,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.10184894132104516,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 22,
"recentSuccessRate": 0.06853582554517133,
"recentTerminal": 321,
"recentWilsonLowerBound": 0.04569203880697953,
"running": 7,
"selectionWeight": 0.13240362371735873,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 53.5,
"waiting": 7910
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2842.7647058823527,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.6153473719557516,
"queueFactor": 0.8497965087940025,
"queueWeight": 0.8497965087940025,
"recentSuccess": 7,
"recentSuccessRate": 0.20588235294117646,
"recentTerminal": 34,
"recentWilsonLowerBound": 0.10349396022351322,
"running": 2,
"selectionWeight": 0.5229200483835622,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.666666666666667,
"waiting": 16109
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 336.7590361445783,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.401115425421592,
"queueFactor": 1.1702487640030304,
"queueWeight": 1.1702487640030304,
"recentSuccess": 34,
"recentSuccessRate": 0.20481927710843373,
"recentTerminal": 166,
"recentWilsonLowerBound": 0.15043484537017962,
"running": 9,
"selectionWeight": 1.6396535948251982,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.666666666666668,
"waiting": 9317
},
"MetaX_c-500": {
"available": true,
"backlogHours": 515.5111111111111,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.35045605982546907,
"queueFactor": 1.0978433491788155,
"queueWeight": 1.0978433491788155,
"recentSuccess": 17,
"recentSuccessRate": 0.1259259259259259,
"recentTerminal": 135,
"recentWilsonLowerBound": 0.08012806456700863,
"running": 4,
"selectionWeight": 0.3847458544588043,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.5,
"waiting": 11599
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2717.896551724138,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.121084948759961,
"queueFactor": 0.855541619275096,
"queueWeight": 0.855541619275096,
"recentSuccess": 13,
"recentSuccessRate": 0.22413793103448276,
"recentTerminal": 58,
"recentWilsonLowerBound": 0.13593533332871563,
"running": 4,
"selectionWeight": 0.959134832407035,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.666666666666666,
"waiting": 26273
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2664.714285714286,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.38027477160332823,
"queueFactor": 0.8580813882569407,
"queueWeight": 0.8580813882569407,
"recentSuccess": 7,
"recentSuccessRate": 0.16666666666666666,
"recentTerminal": 42,
"recentWilsonLowerBound": 0.08315811295836503,
"running": 2,
"selectionWeight": 0.32630670393647493,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.0,
"waiting": 18653
},
"Vastai_va16": {
"available": true,
"backlogHours": 960.5217391304348,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.19027961013661135,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 12,
"recentSuccessRate": 0.10434782608695652,
"recentTerminal": 115,
"recentWilsonLowerBound": 0.060704434258640506,
"running": 17,
"selectionWeight": 0.19027961013661135,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.166666666666668,
"waiting": 18410
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1952.3684210526317,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.3765243350760792,
"queueFactor": 0.899066495515885,
"queueWeight": 0.899066495515885,
"recentSuccess": 11,
"recentSuccessRate": 0.14473684210526316,
"recentTerminal": 76,
"recentWilsonLowerBound": 0.08278431339921273,
"running": 6,
"selectionWeight": 0.33852041441329933,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.666666666666666,
"waiting": 24730
}
},
"queueAttemptedAt": "2026-10-22T11:20:26.659468+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-22T11:20:26.659468+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Biren_166m",
"Ascend_910-b4",
"hygon_k100-ai",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}