Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-14T09:40:54.137055+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-14T09:40:54.137055+00:00",
"frameworkAttemptedAt": "2026-09-14T08:52:35.873259+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38903,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18691,
"successRate": 0.4804513790710228,
"wilsonLowerBound": 0.4754887473013081
},
"vllm": {
"framework": "vllm",
"modelCount": 51589,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14531,
"successRate": 0.2816685727577584,
"wilsonLowerBound": 0.27780335476171675
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2159,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 580,
"successRate": 0.2686428902269569,
"wilsonLowerBound": 0.25036847480988095
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 32051,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13950,
"successRate": 0.4352438301457053,
"wilsonLowerBound": 0.42982400747321364
},
"vllm": {
"framework": "vllm",
"modelCount": 37050,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10563,
"successRate": 0.2851012145748988,
"wilsonLowerBound": 0.28052658059967994
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7797,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3443,
"successRate": 0.4415800949082981,
"wilsonLowerBound": 0.43058910752609597
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63852,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12067,
"successRate": 0.18898390026937292,
"wilsonLowerBound": 0.1859659863111859
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15938,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3198,
"successRate": 0.200652528548124,
"wilsonLowerBound": 0.19450730170886638
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5588,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 47,
"successRate": 0.008410880458124553,
"wilsonLowerBound": 0.006331220151686142
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26055,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3202,
"successRate": 0.12289387833429284,
"wilsonLowerBound": 0.11896278620056841
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16459,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1672,
"successRate": 0.10158575855155234,
"wilsonLowerBound": 0.09706293342977017
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 10195,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4364,
"successRate": 0.42805296714075525,
"wilsonLowerBound": 0.4184770207892547
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24081,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3778,
"successRate": 0.15688717245961548,
"wilsonLowerBound": 0.15234831695375226
},
"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": 40959,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10336,
"successRate": 0.2523499108864963,
"wilsonLowerBound": 0.2481666600454341
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23002,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3038,
"successRate": 0.1320754716981132,
"wilsonLowerBound": 0.1277613667522935
},
"vllm": {
"framework": "vllm",
"modelCount": 86532,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9763,
"successRate": 0.11282531317893958,
"wilsonLowerBound": 0.11073445383652336
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 39288,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4820,
"successRate": 0.12268377112604358,
"wilsonLowerBound": 0.11947648424760395
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 28655,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3314,
"successRate": 0.115651718722736,
"wilsonLowerBound": 0.11200021520136422
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 87896,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20604,
"successRate": 0.23441339765177027,
"wilsonLowerBound": 0.23162438527040344
},
"transformers": {
"framework": "transformers",
"modelCount": 5099,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 562,
"successRate": 0.11021768974308688,
"wilsonLowerBound": 0.10191366158708373
},
"vllm": {
"framework": "vllm",
"modelCount": 112465,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16505,
"successRate": 0.146756768772507,
"wilsonLowerBound": 0.14470068063362454
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 16030,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3281,
"successRate": 0.20467872738615098,
"wilsonLowerBound": 0.19850390397513457
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42663,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5552,
"successRate": 0.13013618357827625,
"wilsonLowerBound": 0.12697677767960353
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6301,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 491,
"successRate": 0.0779241390255515,
"wilsonLowerBound": 0.07155966553002724
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18181818181818182,
"wilsonLowerBound": 0.1343204258911728
},
"vllm": {
"framework": "vllm",
"modelCount": 30464,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5308,
"successRate": 0.17423844537815125,
"wilsonLowerBound": 0.17002005773437032
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60777,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12381,
"successRate": 0.20371193050002467,
"wilsonLowerBound": 0.20052864125350028
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6692,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1985,
"successRate": 0.2966228332337119,
"wilsonLowerBound": 0.2857980735780291
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12113,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3172,
"successRate": 0.26186741517378026,
"wilsonLowerBound": 0.2541142174545183
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 59448,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16198,
"successRate": 0.27247342215045084,
"wilsonLowerBound": 0.2689091086929003
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46164,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20096,
"successRate": 0.43531756346937006,
"wilsonLowerBound": 0.4308003076514547
},
"vllm": {
"framework": "vllm",
"modelCount": 35872,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3170,
"successRate": 0.08836975914362176,
"wilsonLowerBound": 0.08547642295677237
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 321,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6276,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030592734225621414,
"wilsonLowerBound": 0.026610861971840757
},
"vllm": {
"framework": "vllm",
"modelCount": 10010,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 733,
"successRate": 0.07322677322677322,
"wilsonLowerBound": 0.06828543573281327
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5636,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2370,
"successRate": 0.4205110007097232,
"wilsonLowerBound": 0.4076815301382713
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7369,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.03189035147238431,
"wilsonLowerBound": 0.02811605354795059
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10812,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3682,
"successRate": 0.34054753977062524,
"wilsonLowerBound": 0.3316728624686578
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26067,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13178,
"successRate": 0.5055434073733073,
"wilsonLowerBound": 0.4994735245262943
},
"vllm": {
"framework": "vllm",
"modelCount": 61085,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5998,
"successRate": 0.09819104526479495,
"wilsonLowerBound": 0.09585641518631678
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12266,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1734,
"successRate": 0.141366378607533,
"wilsonLowerBound": 0.13531291819401237
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-14T09:49:29.194204+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 942.4832214765102,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.2676833765366944,
"queueFactor": 0.9928812321905198,
"queueWeight": 0.9928812321905198,
"recentSuccess": 59,
"recentSuccessRate": 0.3959731543624161,
"recentTerminal": 149,
"recentWilsonLowerBound": 0.3210090155907528,
"running": 8,
"selectionWeight": 1.258659032923192,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.833333333333332,
"waiting": 23405
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1750.6736842105263,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9048103612055587,
"queueWeight": 0.9048103612055587,
"recentSuccess": 51,
"recentSuccessRate": 0.5368421052631579,
"recentTerminal": 95,
"recentWilsonLowerBound": 0.4370951253863254,
"running": 9,
"selectionWeight": 2.262025903013897,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.833333333333334,
"waiting": 27719
},
"Biren_166m": {
"available": true,
"backlogHours": 138.44117647058823,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.09922659645625234,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 29,
"recentSuccessRate": 0.14215686274509803,
"recentTerminal": 204,
"recentWilsonLowerBound": 0.10083609119810931,
"running": 2,
"selectionWeight": 0.12899457539312806,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 34.0,
"waiting": 4707
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1269.2112676056338,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5890071377942506,
"queueFactor": 0.9495290537567588,
"queueWeight": 0.9495290537567588,
"recentSuccess": 23,
"recentSuccessRate": 0.323943661971831,
"recentTerminal": 71,
"recentWilsonLowerBound": 0.22657056384385282,
"running": 7,
"selectionWeight": 0.5592793902057517,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.833333333333334,
"waiting": 15019
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 478.0,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.47980193118253456,
"queueFactor": 1.0993200810317643,
"queueWeight": 1.0993200810317643,
"recentSuccess": 32,
"recentSuccessRate": 0.2807017543859649,
"recentTerminal": 114,
"recentWilsonLowerBound": 0.2064060006774648,
"running": 9,
"selectionWeight": 0.5274558978667808,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.0,
"waiting": 9082
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 47.1,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 15,
"recentSuccessRate": 0.04411764705882353,
"recentTerminal": 340,
"recentWilsonLowerBound": 0.026915183896032892,
"running": 25,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 56.666666666666664,
"waiting": 2669
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 137.74193548387098,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.5255981224840462,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 51,
"recentSuccessRate": 0.27419354838709675,
"recentTerminal": 186,
"recentWilsonLowerBound": 0.21513872867906234,
"running": 4,
"selectionWeight": 0.6832775592292601,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 31.0,
"waiting": 4270
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1987.9148936170213,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.666475208497779,
"queueFactor": 0.8877254639403932,
"queueWeight": 0.8877254639403932,
"recentSuccess": 17,
"recentSuccessRate": 0.3617021276595745,
"recentTerminal": 47,
"recentWilsonLowerBound": 0.2396602228576844,
"running": 2,
"selectionWeight": 0.5916470136684612,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.833333333333333,
"waiting": 15572
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 854.8101265822785,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.46014572436540696,
"queueFactor": 1.0075297922794764,
"queueWeight": 1.0075297922794764,
"recentSuccess": 23,
"recentSuccessRate": 0.2911392405063291,
"recentTerminal": 79,
"recentWilsonLowerBound": 0.2025185332205674,
"running": 7,
"selectionWeight": 0.46361052608816766,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.166666666666666,
"waiting": 11255
},
"MetaX_c-500": {
"available": true,
"backlogHours": 744.3225806451613,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.48723147359970526,
"queueFactor": 1.028665481226051,
"queueWeight": 1.028665481226051,
"recentSuccess": 27,
"recentSuccessRate": 0.2903225806451613,
"recentTerminal": 93,
"recentWilsonLowerBound": 0.20785269347957885,
"running": 4,
"selectionWeight": 0.5011981982589188,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.5,
"waiting": 11537
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2219.311475409836,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.5848564704724266,
"queueFactor": 0.8731836736191559,
"queueWeight": 0.8731836736191559,
"recentSuccess": 29,
"recentSuccessRate": 0.47540983606557374,
"recentTerminal": 61,
"recentWilsonLowerBound": 0.3553028228679598,
"running": 5,
"selectionWeight": 1.3838707950462028,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.166666666666666,
"waiting": 22563
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3848.086956521739,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.09036533499764508,
"queueFactor": 0.8039917902482356,
"queueWeight": 0.8039917902482356,
"recentSuccess": 5,
"recentSuccessRate": 0.21739130434782608,
"recentTerminal": 23,
"recentWilsonLowerBound": 0.09663835601719065,
"running": 2,
"selectionWeight": 0.07265298746113821,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 3.8333333333333335,
"waiting": 14751
},
"Vastai_va16": {
"available": true,
"backlogHours": 1411.245283018868,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.14562231307555257,
"queueFactor": 0.9345401624464797,
"queueWeight": 0.9345401624464797,
"recentSuccess": 11,
"recentSuccessRate": 0.20754716981132076,
"recentTerminal": 53,
"recentWilsonLowerBound": 0.12004475729322062,
"running": 16,
"selectionWeight": 0.13608990011745903,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.833333333333334,
"waiting": 12466
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 614.0512820512821,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.45210021167000614,
"queueFactor": 1.0587846815611373,
"queueWeight": 1.0587846815611373,
"recentSuccess": 32,
"recentSuccessRate": 0.27350427350427353,
"recentTerminal": 117,
"recentWilsonLowerBound": 0.2009012531479607,
"running": 6,
"selectionWeight": 0.4786767786467502,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.5,
"waiting": 11974
}
},
"queueAttemptedAt": "2026-09-14T09:47:05.443802+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-14T09:47:05.443802+00:00",
"supportedGpus": [
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"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
}