Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-11T10:45:47.870529+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-11T10:45:47.870529+00:00",
"frameworkAttemptedAt": "2026-10-11T07:34:25.661418+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 42079,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20869,
"successRate": 0.49594809762589415,
"wilsonLowerBound": 0.4911714230050781
},
"vllm": {
"framework": "vllm",
"modelCount": 56344,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15329,
"successRate": 0.2720609115433764,
"wilsonLowerBound": 0.26840192070850266
},
"vllm_0.23.0": {
"framework": "vllm_0.23.0",
"modelCount": 0,
"officialConfigError": "framework_mismatch",
"officialConfigValid": false,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 4319,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1302,
"successRate": 0.3014586709886548,
"wilsonLowerBound": 0.28795412129762665
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 36904,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17317,
"successRate": 0.4692445263386083,
"wilsonLowerBound": 0.4641562517870571
},
"vllm": {
"framework": "vllm",
"modelCount": 39719,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11011,
"successRate": 0.2772224879780458,
"wilsonLowerBound": 0.2728419555287683
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12669,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5313,
"successRate": 0.4193701160312574,
"wilsonLowerBound": 0.4108030526801006
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64213,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.18837307087349914,
"wilsonLowerBound": 0.18536739490748255
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 29600,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6449,
"successRate": 0.21787162162162163,
"wilsonLowerBound": 0.21320567031847037
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7696,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 104,
"successRate": 0.013513513513513514,
"wilsonLowerBound": 0.011165872943785737
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26625,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3269,
"successRate": 0.1227793427230047,
"wilsonLowerBound": 0.1188915646686596
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16507,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10153268310413764,
"wilsonLowerBound": 0.0970173845483962
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 15527,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6138,
"successRate": 0.3953113930572551,
"wilsonLowerBound": 0.387647814723885
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24731,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3806,
"successRate": 0.153895920100279,
"wilsonLowerBound": 0.14945231062536762
},
"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": 51503,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12979,
"successRate": 0.25200473758810166,
"wilsonLowerBound": 0.2482736537192043
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24258,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3140,
"successRate": 0.12944183362189793,
"wilsonLowerBound": 0.12527603674172927
},
"vllm": {
"framework": "vllm",
"modelCount": 86987,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.1123386253118282,
"wilsonLowerBound": 0.11025718201362118
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 46070,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5543,
"successRate": 0.12031690905144346,
"wilsonLowerBound": 0.11737772186291508
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 46438,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3652,
"successRate": 0.07864249106335329,
"wilsonLowerBound": 0.0762289129240616
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 93527,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23273,
"successRate": 0.2488372341676735,
"wilsonLowerBound": 0.24607674260288323
},
"transformers": {
"framework": "transformers",
"modelCount": 5551,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 585,
"successRate": 0.1053864168618267,
"wilsonLowerBound": 0.09757993957283191
},
"vllm": {
"framework": "vllm",
"modelCount": 112852,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16530,
"successRate": 0.14647502924183886,
"wilsonLowerBound": 0.14442410060866834
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 91,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.01098901098901099,
"wilsonLowerBound": 0.0019424213233478922
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 23392,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3978,
"successRate": 0.17005813953488372,
"wilsonLowerBound": 0.16529797576349015
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43622,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5672,
"successRate": 0.13002613360231077,
"wilsonLowerBound": 0.1269024312447549
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8006,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 750,
"successRate": 0.09367974019485385,
"wilsonLowerBound": 0.0874903606916396
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34224,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6751,
"successRate": 0.1972592332865825,
"wilsonLowerBound": 0.19307734620145414
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61479,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12422,
"successRate": 0.20205273345369965,
"wilsonLowerBound": 0.19889735640818243
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15238,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4322,
"successRate": 0.2836330227063919,
"wilsonLowerBound": 0.27653113132326523
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15291,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3732,
"successRate": 0.24406513635471846,
"wilsonLowerBound": 0.23732175713223408
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 67496,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18604,
"successRate": 0.2756311485125044,
"wilsonLowerBound": 0.27227297159945074
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 904,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.6017699115044248,
"wilsonLowerBound": 0.5694919357548489
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48325,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21672,
"successRate": 0.4484635281945163,
"wilsonLowerBound": 0.4440335424940131
},
"vllm": {
"framework": "vllm",
"modelCount": 39615,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4736,
"successRate": 0.11955067524927426,
"wilsonLowerBound": 0.11639262785531183
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1056,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6286,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030544066178810055,
"wilsonLowerBound": 0.02656844784963345
},
"vllm": {
"framework": "vllm",
"modelCount": 10085,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 761,
"successRate": 0.07545860188398612,
"wilsonLowerBound": 0.07046362140369612
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7225,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3171,
"successRate": 0.4388927335640138,
"wilsonLowerBound": 0.4274852185552815
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7419,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.033023318506537266,
"wilsonLowerBound": 0.02919254963460024
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17880,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5323,
"successRate": 0.2977069351230425,
"wilsonLowerBound": 0.2910486357317216
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28246,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14429,
"successRate": 0.5108333923387383,
"wilsonLowerBound": 0.5050026230223518
},
"vllm": {
"framework": "vllm",
"modelCount": 67066,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7137,
"successRate": 0.10641755882265232,
"wilsonLowerBound": 0.10410617860270437
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13609,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2239,
"successRate": 0.16452347711073553,
"wilsonLowerBound": 0.15838922772942318
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-11T10:56:40.856057+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 985.6842105263158,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.3215052815316062,
"queueFactor": 0.924597706991174,
"queueWeight": 0.924597706991174,
"recentSuccess": 40,
"recentSuccessRate": 0.23391812865497075,
"recentTerminal": 171,
"recentWilsonLowerBound": 0.1767442039945335,
"running": 8,
"selectionWeight": 1.221860753080849,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.5,
"waiting": 28092
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1086.5647058823529,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9111820231723602,
"queueWeight": 0.9111820231723602,
"recentSuccess": 51,
"recentSuccessRate": 0.3,
"recentTerminal": 170,
"recentWilsonLowerBound": 0.236154205110263,
"running": 9,
"selectionWeight": 2.2779550579309005,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.333333333333332,
"waiting": 30786
},
"Biren_166m": {
"available": true,
"backlogHours": 126.18340611353713,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.8726307206815359,
"queueFactor": 1.2585287615541239,
"queueWeight": 1.2585287615541239,
"recentSuccess": 44,
"recentSuccessRate": 0.19213973799126638,
"recentTerminal": 229,
"recentWilsonLowerBound": 0.14635873024477,
"running": 11,
"selectionWeight": 1.0982308601934159,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 38.166666666666664,
"waiting": 4816
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 817.9338842975206,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4620455798348304,
"queueFactor": 0.9508362969795122,
"queueWeight": 0.9508362969795122,
"recentSuccess": 20,
"recentSuccessRate": 0.1652892561983471,
"recentTerminal": 121,
"recentWilsonLowerBound": 0.10962203759241998,
"running": 7,
"selectionWeight": 0.4393297081659017,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 20.166666666666668,
"waiting": 16495
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 293.57377049180326,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.6350589114553038,
"queueFactor": 1.1088068350379678,
"queueWeight": 1.1088068350379678,
"recentSuccess": 32,
"recentSuccessRate": 0.17486338797814208,
"recentTerminal": 183,
"recentWilsonLowerBound": 0.12667294509291396,
"running": 7,
"selectionWeight": 0.7041576616734124,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 30.5,
"waiting": 8954
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 58.778067885117494,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 14,
"recentSuccessRate": 0.03655352480417755,
"recentTerminal": 383,
"recentWilsonLowerBound": 0.021896738551944277,
"running": 25,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 63.833333333333336,
"waiting": 3752
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 123.70212765957446,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.19987651672477333,
"queueFactor": 1.2622835035896154,
"queueWeight": 1.2622835035896154,
"recentSuccess": 34,
"recentSuccessRate": 0.1033434650455927,
"recentTerminal": 329,
"recentWilsonLowerBound": 0.07489939386975654,
"running": 8,
"selectionWeight": 0.2523008298166352,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 54.833333333333336,
"waiting": 6783
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2578.0,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.2421532305469762,
"queueFactor": 0.8004257379292198,
"queueWeight": 0.8004257379292198,
"recentSuccess": 13,
"recentSuccessRate": 0.3611111111111111,
"recentTerminal": 36,
"recentWilsonLowerBound": 0.2247538679218132,
"running": 2,
"selectionWeight": 1.7946771541109474,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.0,
"waiting": 15468
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 277.48387096774195,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.35471385191104704,
"queueFactor": 1.1182214541357918,
"queueWeight": 1.1182214541357918,
"recentSuccess": 26,
"recentSuccessRate": 0.13978494623655913,
"recentTerminal": 186,
"recentWilsonLowerBound": 0.09721046477461659,
"running": 8,
"selectionWeight": 0.3966486392860789,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 31.0,
"waiting": 8602
},
"MetaX_c-500": {
"available": true,
"backlogHours": 457.294964028777,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.6156191014118816,
"queueFactor": 1.037490238432184,
"queueWeight": 1.037490238432184,
"recentSuccess": 25,
"recentSuccessRate": 0.17985611510791366,
"recentTerminal": 139,
"recentWilsonLowerBound": 0.12489545308444837,
"running": 5,
"selectionWeight": 0.6386988083072199,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 23.166666666666668,
"waiting": 10594
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1477.3608247422678,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.1135971022996731,
"queueFactor": 0.8701427283712067,
"queueWeight": 0.8701427283712067,
"recentSuccess": 23,
"recentSuccessRate": 0.23711340206185566,
"recentTerminal": 97,
"recentWilsonLowerBound": 0.16351360857927175,
"running": 5,
"selectionWeight": 0.9689884209013073,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.166666666666668,
"waiting": 23884
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1151.3406593406594,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.06586120769553166,
"queueFactor": 0.9033018625457381,
"queueWeight": 0.9033018625457381,
"recentSuccess": 8,
"recentSuccessRate": 0.08791208791208792,
"recentTerminal": 91,
"recentWilsonLowerBound": 0.0452196666692631,
"running": 2,
"selectionWeight": 0.05949255158088545,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 15.166666666666666,
"waiting": 17462
},
"Vastai_va16": {
"available": true,
"backlogHours": 542.7906976744185,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.67206483563257,
"queueFactor": 1.0111570695418182,
"queueWeight": 1.0111570695418182,
"recentSuccess": 31,
"recentSuccessRate": 0.18023255813953487,
"recentTerminal": 172,
"recentWilsonLowerBound": 0.12997636711378782,
"running": 18,
"selectionWeight": 0.6795631097403332,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 28.666666666666668,
"waiting": 15560
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 626.1340206185566,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.6521526589942674,
"queueFactor": 0.9897223707917943,
"queueWeight": 0.9897223707917943,
"recentSuccess": 34,
"recentSuccessRate": 0.17525773195876287,
"recentTerminal": 194,
"recentWilsonLowerBound": 0.12821155438482393,
"running": 6,
"selectionWeight": 0.645450075777979,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 32.333333333333336,
"waiting": 20245
}
},
"queueAttemptedAt": "2026-10-11T10:53:56.155260+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-11T10:53:56.155260+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Ascend_910-b4",
"Ascend_910-b3",
"hygon_k100-ai",
"MetaX_c-500",
"Biren_166m",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}