Files
submmit/.modelhub_state/market_intelligence.json

755 lines
23 KiB
JSON

{
"communityAttemptedAt": "2026-09-16T20:13:16.094732+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-16T20:13:16.094732+00:00",
"frameworkAttemptedAt": "2026-09-16T14:37:17.574684+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39244,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18905,
"successRate": 0.4817296911629803,
"wilsonLowerBound": 0.47678805295545296
},
"vllm": {
"framework": "vllm",
"modelCount": 52176,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14666,
"successRate": 0.28108708984973935,
"wilsonLowerBound": 0.27724605186388557
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2451,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 669,
"successRate": 0.2729498164014688,
"wilsonLowerBound": 0.2556790305814017
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 32450,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14222,
"successRate": 0.4382742681047766,
"wilsonLowerBound": 0.4328832554726047
},
"vllm": {
"framework": "vllm",
"modelCount": 37235,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10610,
"successRate": 0.28494695850678126,
"wilsonLowerBound": 0.2803844088456691
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8254,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3602,
"successRate": 0.43639447540586385,
"wilsonLowerBound": 0.4257273186463678
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63886,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12070,
"successRate": 0.18893028206492815,
"wilsonLowerBound": 0.18591349982583322
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 16390,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3279,
"successRate": 0.20006101281269068,
"wilsonLowerBound": 0.1940070331487217
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5748,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 51,
"successRate": 0.008872651356993737,
"wilsonLowerBound": 0.006755067079755657
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26104,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3211,
"successRate": 0.12300796812749004,
"wilsonLowerBound": 0.11907890985632662
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16463,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1674,
"successRate": 0.10168256089412622,
"wilsonLowerBound": 0.09715830306169429
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 10673,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4522,
"successRate": 0.42368593647521785,
"wilsonLowerBound": 0.41434018865755295
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24113,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3781,
"successRate": 0.156803384066686,
"wilsonLowerBound": 0.15226851594191673
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8066,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.0674435903793702,
"wilsonLowerBound": 0.0621738174048722
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 41865,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10524,
"successRate": 0.2513794338946614,
"wilsonLowerBound": 0.2472468450875897
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23169,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3051,
"successRate": 0.13168457853165869,
"wilsonLowerBound": 0.12739136806252052
},
"vllm": {
"framework": "vllm",
"modelCount": 86586,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11276649804818331,
"wilsonLowerBound": 0.11067676753074022
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 39828,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4891,
"successRate": 0.12280305312845234,
"wilsonLowerBound": 0.1196159765873758
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 30145,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3355,
"successRate": 0.11129540553989054,
"wilsonLowerBound": 0.10779450966780564
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 88245,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20831,
"successRate": 0.23605870020964362,
"wilsonLowerBound": 0.23326833779223471
},
"transformers": {
"framework": "transformers",
"modelCount": 5140,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 565,
"successRate": 0.10992217898832685,
"wilsonLowerBound": 0.1016604529148705
},
"vllm": {
"framework": "vllm",
"modelCount": 112491,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16506,
"successRate": 0.14673173853908314,
"wilsonLowerBound": 0.1446760335022412
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 16508,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3361,
"successRate": 0.20359825539132542,
"wilsonLowerBound": 0.1975248052469664
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42778,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5570,
"successRate": 0.1302071158071906,
"wilsonLowerBound": 0.12705116982567116
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6520,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 522,
"successRate": 0.08006134969325153,
"wilsonLowerBound": 0.07371839332095627
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 30781,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5428,
"successRate": 0.17634254897501705,
"wilsonLowerBound": 0.17212539494046403
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60815,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12386,
"successRate": 0.20366685850530297,
"wilsonLowerBound": 0.2004848244460515
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7166,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2096,
"successRate": 0.29249232486742954,
"wilsonLowerBound": 0.28207302390780453
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12427,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3229,
"successRate": 0.259837450712159,
"wilsonLowerBound": 0.2522019189385515
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 60142,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16433,
"successRate": 0.27323667320674405,
"wilsonLowerBound": 0.269689739664324
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46374,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20239,
"successRate": 0.4364298960624488,
"wilsonLowerBound": 0.4319214655935593
},
"vllm": {
"framework": "vllm",
"modelCount": 36178,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3296,
"successRate": 0.091105091492067,
"wilsonLowerBound": 0.0881830910725132
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 411,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6277,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03058786044288673,
"wilsonLowerBound": 0.026606614466574273
},
"vllm": {
"framework": "vllm",
"modelCount": 10018,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 735,
"successRate": 0.07336793771211819,
"wilsonLowerBound": 0.06842393454370647
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5782,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2441,
"successRate": 0.42217225873400205,
"wilsonLowerBound": 0.4094970984451363
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7371,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.031881698548365214,
"wilsonLowerBound": 0.028108410814796363
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11216,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3760,
"successRate": 0.33523537803138376,
"wilsonLowerBound": 0.32655643578981447
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26237,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13287,
"successRate": 0.5064222281510844,
"wilsonLowerBound": 0.5003720401797029
},
"vllm": {
"framework": "vllm",
"modelCount": 61709,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6126,
"successRate": 0.09927239138537329,
"wilsonLowerBound": 0.09693792577725639
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12352,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1753,
"successRate": 0.14192033678756477,
"wilsonLowerBound": 0.13587739078820216
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-16T20:19:08.738109+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1282.8214285714284,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.2366493234107403,
"queueFactor": 0.9831293031346281,
"queueWeight": 0.9831293031346281,
"recentSuccess": 39,
"recentSuccessRate": 0.3482142857142857,
"recentTerminal": 112,
"recentWilsonLowerBound": 0.2663459832095178,
"running": 8,
"selectionWeight": 1.2157861875467104,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.666666666666668,
"waiting": 23946
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1258.2222222222222,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.2441924155758524,
"queueFactor": 0.9859887711941218,
"queueWeight": 0.9859887711941218,
"recentSuccess": 58,
"recentSuccessRate": 0.42962962962962964,
"recentTerminal": 135,
"recentWilsonLowerBound": 0.34921160149343466,
"running": 8,
"selectionWeight": 2.2127485221568026,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.5,
"waiting": 28310
},
"Biren_166m": {
"available": true,
"backlogHours": 169.4848484848485,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.08451966745177883,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 23,
"recentSuccessRate": 0.11616161616161616,
"recentTerminal": 198,
"recentWilsonLowerBound": 0.07866280547218345,
"running": 7,
"selectionWeight": 0.10987556768731248,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 33.0,
"waiting": 5593
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1138.5185185185185,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3791686123792042,
"queueFactor": 1.0008858671342054,
"queueWeight": 1.0008858671342054,
"recentSuccess": 19,
"recentSuccessRate": 0.2345679012345679,
"recentTerminal": 81,
"recentWilsonLowerBound": 0.15562381855614316,
"running": 7,
"selectionWeight": 0.37950450539123315,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.5,
"waiting": 15370
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 552.4,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2759688830044119,
"queueFactor": 1.1155717842081114,
"queueWeight": 1.1155717842081114,
"recentSuccess": 21,
"recentSuccessRate": 0.2,
"recentTerminal": 105,
"recentWilsonLowerBound": 0.13469807905069028,
"running": 7,
"selectionWeight": 0.30786309919915134,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.5,
"waiting": 9667
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 39.60913705583756,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 8,
"recentSuccessRate": 0.02030456852791878,
"recentTerminal": 394,
"recentWilsonLowerBound": 0.010323639395446532,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 65.66666666666667,
"waiting": 2601
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 104.68032786885246,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.17152848176023003,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 36,
"recentSuccessRate": 0.14754098360655737,
"recentTerminal": 244,
"recentWilsonLowerBound": 0.10851428542168974,
"running": 6,
"selectionWeight": 0.22298702628829906,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 40.666666666666664,
"waiting": 4257
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 3438.0,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.7106549526016975,
"queueFactor": 0.8479879694648584,
"queueWeight": 0.8479879694648584,
"recentSuccess": 10,
"recentSuccessRate": 0.35714285714285715,
"recentTerminal": 28,
"recentWilsonLowerBound": 0.20705611972458876,
"running": 2,
"selectionWeight": 0.6026268502468587,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.666666666666667,
"waiting": 16044
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 691.939393939394,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3154286998040401,
"queueFactor": 1.078512947671024,
"queueWeight": 1.078512947671024,
"recentSuccess": 21,
"recentSuccessRate": 0.21212121212121213,
"recentTerminal": 99,
"recentWilsonLowerBound": 0.14313429916193274,
"running": 8,
"selectionWeight": 0.3401939368056938,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.5,
"waiting": 11417
},
"MetaX_c-500": {
"available": true,
"backlogHours": 1152.0,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.8395222650437437,
"queueFactor": 0.9991201087918483,
"queueWeight": 0.9991201087918483,
"recentSuccess": 20,
"recentSuccessRate": 0.32786885245901637,
"recentTerminal": 61,
"recentWilsonLowerBound": 0.2233495518172607,
"running": 4,
"selectionWeight": 0.8387835767836841,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.166666666666666,
"waiting": 11712
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2076.2535211267605,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.9146259401450987,
"queueWeight": 0.9146259401450987,
"recentSuccess": 34,
"recentSuccessRate": 0.4788732394366197,
"recentTerminal": 71,
"recentWilsonLowerBound": 0.36677330370106553,
"running": 4,
"selectionWeight": 2.2865648503627467,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.833333333333334,
"waiting": 24569
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3879.75,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.77965356454864,
"queueFactor": 0.8327507077747779,
"queueWeight": 0.8327507077747779,
"recentSuccess": 12,
"recentSuccessRate": 0.5,
"recentTerminal": 24,
"recentWilsonLowerBound": 0.3142713162776308,
"running": 2,
"selectionWeight": 1.4820077654717863,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.0,
"waiting": 15519
},
"Vastai_va16": {
"available": true,
"backlogHours": 1878.1333333333334,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.17308244637197515,
"queueFactor": 0.9284886701626796,
"queueWeight": 0.9284886701626796,
"recentSuccess": 9,
"recentSuccessRate": 0.2,
"recentTerminal": 45,
"recentWilsonLowerBound": 0.10896004402509006,
"running": 16,
"selectionWeight": 0.1607050904604185,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.5,
"waiting": 14086
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 982.2857142857143,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.45886856828659844,
"queueFactor": 1.023292750887682,
"queueWeight": 1.023292750887682,
"recentSuccess": 21,
"recentSuccessRate": 0.25,
"recentTerminal": 84,
"recentWilsonLowerBound": 0.16972188801500593,
"running": 6,
"selectionWeight": 0.46955687953788544,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.0,
"waiting": 13752
}
},
"queueAttemptedAt": "2026-09-16T20:10:10.614652+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-16T20:10:10.614652+00:00",
"supportedGpus": [
"Vastai_va16",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Cambricon_mlu-370-x4",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"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
}