Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-19T01:48:00.272571+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-19T01:48:00.272571+00:00",
"frameworkAttemptedAt": "2026-10-19T01:48:00.272571+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 43445,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21804,
"successRate": 0.5018759350903441,
"wilsonLowerBound": 0.4971742965311587
},
"vllm": {
"framework": "vllm",
"modelCount": 57981,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15508,
"successRate": 0.2674669288215105,
"wilsonLowerBound": 0.2638794406993484
},
"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": 5098,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1603,
"successRate": 0.3144370341310318,
"wilsonLowerBound": 0.30183559246449687
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38321,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18274,
"successRate": 0.47686647008167843,
"wilsonLowerBound": 0.4718682063342996
},
"vllm": {
"framework": "vllm",
"modelCount": 40474,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11100,
"successRate": 0.274250135889707,
"wilsonLowerBound": 0.2699252621402163
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 13937,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5786,
"successRate": 0.4151539068666141,
"wilsonLowerBound": 0.40699756229399464
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64260,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12098,
"successRate": 0.1882664176781824,
"wilsonLowerBound": 0.18526249795713923
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 34069,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7287,
"successRate": 0.21388945962605302,
"wilsonLowerBound": 0.20956759843826894
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8271,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 115,
"successRate": 0.013904001934469834,
"wilsonLowerBound": 0.011596666452427086
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26761,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3288,
"successRate": 0.12286536377564367,
"wilsonLowerBound": 0.11898614327862701
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16519,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10145892608511412,
"wilsonLowerBound": 0.09694673511307306
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 17105,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6641,
"successRate": 0.3882490499853844,
"wilsonLowerBound": 0.38097131799361184
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24814,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3808,
"successRate": 0.15346175546062707,
"wilsonLowerBound": 0.14903074723623483
},
"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": 54568,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13736,
"successRate": 0.2517226213165225,
"wilsonLowerBound": 0.24809869206436752
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 25119,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3192,
"successRate": 0.12707512241729368,
"wilsonLowerBound": 0.1230132400173762
},
"vllm": {
"framework": "vllm",
"modelCount": 87109,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11218129010779598,
"wilsonLowerBound": 0.11010258308000767
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 48866,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5658,
"successRate": 0.11578602709450334,
"wilsonLowerBound": 0.1129791797614867
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 50831,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3787,
"successRate": 0.07450178040959257,
"wilsonLowerBound": 0.0722510214755809
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94806,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23875,
"successRate": 0.2518300529502352,
"wilsonLowerBound": 0.24907707508371604
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 116,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5660,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 590,
"successRate": 0.10424028268551237,
"wilsonLowerBound": 0.09654600200518576
},
"vllm": {
"framework": "vllm",
"modelCount": 112904,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16538,
"successRate": 0.1464784241479487,
"wilsonLowerBound": 0.14442794518106644
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 272,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.003676470588235294,
"wilsonLowerBound": 0.0006492656971213476
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 25265,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4142,
"successRate": 0.16394221254700178,
"wilsonLowerBound": 0.15942816262041107
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44267,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5716,
"successRate": 0.12912553369327037,
"wilsonLowerBound": 0.12603376631738483
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8434,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 814,
"successRate": 0.09651410955655679,
"wilsonLowerBound": 0.09039432085171889
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 35394,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7102,
"successRate": 0.20065547832966038,
"wilsonLowerBound": 0.19651568595498065
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61552,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12429,
"successRate": 0.20192682609825838,
"wilsonLowerBound": 0.19877405574372495
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18000,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5092,
"successRate": 0.2828888888888889,
"wilsonLowerBound": 0.27635582857962865
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16087,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3884,
"successRate": 0.24143718530490457,
"wilsonLowerBound": 0.234886144964743
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 69313,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19059,
"successRate": 0.27497006333588214,
"wilsonLowerBound": 0.2716585392350787
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1531,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 907,
"successRate": 0.5924232527759634,
"wilsonLowerBound": 0.5676072606036378
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48578,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.44732183292848615,
"wilsonLowerBound": 0.4429045406940298
},
"vllm": {
"framework": "vllm",
"modelCount": 40895,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5138,
"successRate": 0.12563883115295268,
"wilsonLowerBound": 0.12246156250431152
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1204,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6288,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030534351145038167,
"wilsonLowerBound": 0.02655998124483518
},
"vllm": {
"framework": "vllm",
"modelCount": 10107,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 765,
"successRate": 0.07569011576135352,
"wilsonLowerBound": 0.0706930742237523
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7717,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3393,
"successRate": 0.4396786315925878,
"wilsonLowerBound": 0.4286370138504635
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7430,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.03297442799461642,
"wilsonLowerBound": 0.029149250467990415
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19396,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5559,
"successRate": 0.2866054856671479,
"wilsonLowerBound": 0.28028457015345165
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28962,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14826,
"successRate": 0.5119121607623783,
"wilsonLowerBound": 0.5061540647396333
},
"vllm": {
"framework": "vllm",
"modelCount": 68240,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7360,
"successRate": 0.10785463071512309,
"wilsonLowerBound": 0.10554925158515935
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14174,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2503,
"successRate": 0.17659094115987017,
"wilsonLowerBound": 0.17040109110159615
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-19T01:48:00.272571+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1115.12,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.9317984623751756,
"queueFactor": 0.9983671609443204,
"queueWeight": 0.9983671609443204,
"recentSuccess": 49,
"recentSuccessRate": 0.32666666666666666,
"recentTerminal": 150,
"recentWilsonLowerBound": 0.2567570339087464,
"running": 8,
"selectionWeight": 1.9286441463981077,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.0,
"waiting": 27878
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1494.65625,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9554486031105254,
"queueWeight": 0.9554486031105254,
"recentSuccess": 47,
"recentSuccessRate": 0.3671875,
"recentTerminal": 128,
"recentWilsonLowerBound": 0.28868321179914996,
"running": 8,
"selectionWeight": 2.3886215077763135,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.333333333333332,
"waiting": 31886
},
"Biren_166m": {
"available": true,
"backlogHours": 143.2,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.16587144681950453,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 24,
"recentSuccessRate": 0.12307692307692308,
"recentTerminal": 195,
"recentWilsonLowerBound": 0.08411829251882981,
"running": 8,
"selectionWeight": 0.2156328808653559,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 32.5,
"waiting": 4654
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1683.0,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5706108323949964,
"queueFactor": 0.9385899740373713,
"queueWeight": 0.9385899740373713,
"recentSuccess": 15,
"recentSuccessRate": 0.234375,
"recentTerminal": 64,
"recentWilsonLowerBound": 0.1474976721963502,
"running": 7,
"selectionWeight": 0.5355696063630625,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.666666666666666,
"waiting": 17952
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 501.9152542372881,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.636722924369951,
"queueFactor": 1.125366463837261,
"queueWeight": 1.125366463837261,
"recentSuccess": 26,
"recentSuccessRate": 0.22033898305084745,
"recentTerminal": 118,
"recentWilsonLowerBound": 0.15503376394311624,
"running": 7,
"selectionWeight": 0.7165466258423315,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.666666666666668,
"waiting": 9871
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 115.68131868131869,
"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": 0.07142857142857142,
"recentTerminal": 182,
"recentWilsonLowerBound": 0.04221484148110109,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 30.333333333333332,
"waiting": 3509
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 624.96,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.0889569096876026,
"queueWeight": 1.0889569096876026,
"recentSuccess": 6,
"recentSuccessRate": 0.08,
"recentTerminal": 75,
"recentWilsonLowerBound": 0.03717961789436807,
"running": 2,
"selectionWeight": 0.054447845484380135,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 12.5,
"waiting": 7812
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1990.6530612244899,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.328873231593511,
"queueFactor": 0.915248849807878,
"queueWeight": 0.915248849807878,
"recentSuccess": 10,
"recentSuccessRate": 0.20408163265306123,
"recentTerminal": 49,
"recentWilsonLowerBound": 0.11481727042813812,
"running": 2,
"selectionWeight": 0.30100084694856083,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.166666666666666,
"waiting": 16257
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 475.0413223140496,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.9590167551486724,
"queueFactor": 1.134694160416184,
"queueWeight": 1.134694160416184,
"recentSuccess": 31,
"recentSuccessRate": 0.256198347107438,
"recentTerminal": 121,
"recentWilsonLowerBound": 0.18675785870913358,
"running": 8,
"selectionWeight": 1.088190711808476,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.166666666666668,
"waiting": 9580
},
"MetaX_c-500": {
"available": true,
"backlogHours": 764.1758241758242,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.9292991676583527,
"queueFactor": 1.056597391276974,
"queueWeight": 1.056597391276974,
"recentSuccess": 24,
"recentSuccessRate": 0.26373626373626374,
"recentTerminal": 91,
"recentWilsonLowerBound": 0.18410473382523007,
"running": 4,
"selectionWeight": 0.9818950762636788,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.166666666666666,
"waiting": 11590
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2946.2264150943392,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.1425636288973386,
"queueFactor": 0.8629757864132435,
"queueWeight": 0.8629757864132435,
"recentSuccess": 8,
"recentSuccessRate": 0.1509433962264151,
"recentTerminal": 53,
"recentWilsonLowerBound": 0.07852324257781651,
"running": 4,
"selectionWeight": 0.12302895976160658,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.833333333333334,
"waiting": 26025
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2862.4615384615386,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.19138923169206107,
"queueFactor": 0.866717527235305,
"queueWeight": 0.866717527235305,
"recentSuccess": 7,
"recentSuccessRate": 0.1794871794871795,
"recentTerminal": 39,
"recentWilsonLowerBound": 0.08977151811469994,
"running": 2,
"selectionWeight": 0.16588040163160805,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.5,
"waiting": 18606
},
"Vastai_va16": {
"available": true,
"backlogHours": 1533.9705882352941,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9517348521326462,
"queueWeight": 0.9517348521326462,
"recentSuccess": 6,
"recentSuccessRate": 0.08823529411764706,
"recentTerminal": 68,
"recentWilsonLowerBound": 0.041067556020174,
"running": 16,
"selectionWeight": 0.047586742606632315,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 11.333333333333334,
"waiting": 17385
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1090.9545454545455,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.4937603569495377,
"queueFactor": 1.0016535389477577,
"queueWeight": 1.0016535389477577,
"recentSuccess": 26,
"recentSuccessRate": 0.19696969696969696,
"recentTerminal": 132,
"recentWilsonLowerBound": 0.13811119929839352,
"running": 6,
"selectionWeight": 0.49457680893061245,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.0,
"waiting": 24001
}
},
"queueAttemptedAt": "2026-10-19T01:48:00.272571+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-19T01:48:00.272571+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Biren_166m",
"Ascend_910-b3",
"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
}