Files
submmit/.modelhub_state/market_intelligence.json

712 lines
22 KiB
JSON

{
"communityAttemptedAt": "2026-09-26T20:28:42.571372+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-26T20:28:42.571372+00:00",
"frameworkAttemptedAt": "2026-09-26T18:41:56.359307+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34168,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15437,
"successRate": 0.4517970030437837,
"wilsonLowerBound": 0.4465256967541095
},
"vllm": {
"framework": "vllm",
"modelCount": 38171,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10783,
"successRate": 0.2824919441460795,
"wilsonLowerBound": 0.27799746796705666
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10299,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4317,
"successRate": 0.41916690940868045,
"wilsonLowerBound": 0.40966911190005967
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64122,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12091,
"successRate": 0.18856242787186925,
"wilsonLowerBound": 0.18555345441815213
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 21725,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4490,
"successRate": 0.20667433831990795,
"wilsonLowerBound": 0.20134192589974004
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6771,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 73,
"successRate": 0.010781273076355043,
"wilsonLowerBound": 0.00858391717865285
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26392,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3245,
"successRate": 0.12295392543194908,
"wilsonLowerBound": 0.11904681908920223
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16481,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10169285844305564,
"wilsonLowerBound": 0.09717081215513636
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 12528,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5187,
"successRate": 0.41403256704980845,
"wilsonLowerBound": 0.4054350016509264
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24405,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3794,
"successRate": 0.155459946732227,
"wilsonLowerBound": 0.15096813744994636
},
"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": 45920,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11422,
"successRate": 0.2487369337979094,
"wilsonLowerBound": 0.24480420183377044
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23501,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3092,
"successRate": 0.13156886940981236,
"wilsonLowerBound": 0.12730729362391902
},
"vllm": {
"framework": "vllm",
"modelCount": 86759,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11254163833146993,
"wilsonLowerBound": 0.11045581816178694
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 42163,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5182,
"successRate": 0.12290396793397054,
"wilsonLowerBound": 0.11980429313308899
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 36521,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3500,
"successRate": 0.09583527285671258,
"wilsonLowerBound": 0.09285858517955846
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 89804,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21640,
"successRate": 0.2409692218609416,
"wilsonLowerBound": 0.23818317094979669
},
"transformers": {
"framework": "transformers",
"modelCount": 5350,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 577,
"successRate": 0.10785046728971963,
"wilsonLowerBound": 0.0998180034123832
},
"vllm": {
"framework": "vllm",
"modelCount": 112718,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16523,
"successRate": 0.14658705796767155,
"wilsonLowerBound": 0.1445342602937692
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 19311,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3673,
"successRate": 0.19020247527316037,
"wilsonLowerBound": 0.18472888703622112
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43076,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5598,
"successRate": 0.12995635620763302,
"wilsonLowerBound": 0.12681385711651194
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7116,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 608,
"successRate": 0.08544125913434514,
"wilsonLowerBound": 0.07916786182099259
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32092,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5977,
"successRate": 0.1862457933441356,
"wilsonLowerBound": 0.18202404512335357
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61185,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12401,
"successRate": 0.20268039552177822,
"wilsonLowerBound": 0.19951376817479044
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10006,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2940,
"successRate": 0.2938237057765341,
"wilsonLowerBound": 0.28497883334822205
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14004,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3523,
"successRate": 0.25157097972007997,
"wilsonLowerBound": 0.24445297236929567
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 63509,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17392,
"successRate": 0.2738509502590184,
"wilsonLowerBound": 0.2703964724480052
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 172,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 117,
"successRate": 0.6802325581395349,
"wilsonLowerBound": 0.6072474589202723
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47159,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20811,
"successRate": 0.44129434466379697,
"wilsonLowerBound": 0.43681774358540393
},
"vllm": {
"framework": "vllm",
"modelCount": 37486,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3865,
"successRate": 0.10310515925945686,
"wilsonLowerBound": 0.10006726563864177
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 751,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6282,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030563514804202482,
"wilsonLowerBound": 0.02658539726335166
},
"vllm": {
"framework": "vllm",
"modelCount": 10040,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 743,
"successRate": 0.07400398406374502,
"wilsonLowerBound": 0.06904470201407993
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6343,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2733,
"successRate": 0.43086867412896107,
"wilsonLowerBound": 0.41872739813732224
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7391,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 240,
"successRate": 0.03247192531457178,
"wilsonLowerBound": 0.02866754709140733
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 13600,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4411,
"successRate": 0.32433823529411765,
"wilsonLowerBound": 0.3165210485429848
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27049,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13766,
"successRate": 0.5089282413397908,
"wilsonLowerBound": 0.5029696608725285
},
"vllm": {
"framework": "vllm",
"modelCount": 63945,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6561,
"successRate": 0.10260380014074595,
"wilsonLowerBound": 0.10027568039621274
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12869,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1936,
"successRate": 0.15043903955241278,
"wilsonLowerBound": 0.14436663161569308
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-26T20:42:08.851053+00:00",
"gpuStats": {
"Ascend_910-b4": {
"available": true,
"backlogHours": 1319.3076923076922,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.675110307163752,
"queueFactor": 0.9182824142831731,
"queueWeight": 0.9182824142831731,
"recentSuccess": 49,
"recentSuccessRate": 0.3769230769230769,
"recentTerminal": 130,
"recentWilsonLowerBound": 0.29827698815294273,
"running": 8,
"selectionWeight": 1.538224337052958,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.666666666666668,
"waiting": 28585
},
"Biren_166m": {
"available": true,
"backlogHours": 118.41176470588235,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.29066420155471495,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 37,
"recentSuccessRate": 0.18137254901960784,
"recentTerminal": 204,
"recentWilsonLowerBound": 0.1345454147948475,
"running": 8,
"selectionWeight": 0.37786346202112947,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 34.0,
"waiting": 4026
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1178.4155844155844,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.15603335847892755,
"queueFactor": 0.933971039689698,
"queueWeight": 0.933971039689698,
"recentSuccess": 13,
"recentSuccessRate": 0.16883116883116883,
"recentTerminal": 77,
"recentWilsonLowerBound": 0.1014057303066853,
"running": 7,
"selectionWeight": 0.14573063804483932,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 12.833333333333334,
"waiting": 15123
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 505.09615384615387,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3377669563581217,
"queueFactor": 1.0605278366715156,
"queueWeight": 1.0605278366715156,
"recentSuccess": 22,
"recentSuccessRate": 0.21153846153846154,
"recentTerminal": 104,
"recentWilsonLowerBound": 0.14405120914153324,
"running": 7,
"selectionWeight": 0.35821125952560107,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 17.333333333333332,
"waiting": 8755
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 37.460732984293195,
"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": 0.03664921465968586,
"recentTerminal": 382,
"recentWilsonLowerBound": 0.021954384316057476,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 63.666666666666664,
"waiting": 2385
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 94.70163934426229,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.12635250583429433,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 38,
"recentSuccessRate": 0.12459016393442623,
"recentTerminal": 305,
"recentWilsonLowerBound": 0.09213207703879041,
"running": 7,
"selectionWeight": 0.16425825758458265,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 50.833333333333336,
"waiting": 4814
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2085.0,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.4025307906146611,
"queueFactor": 0.8573581343618073,
"queueWeight": 0.8573581343618073,
"recentSuccess": 12,
"recentSuccessRate": 0.2608695652173913,
"recentTerminal": 46,
"recentWilsonLowerBound": 0.15600735194449333,
"running": 2,
"selectionWeight": 0.34511304766456913,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.666666666666667,
"waiting": 15985
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 378.0789473684211,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5265548810876842,
"queueFactor": 1.1076200464357924,
"queueWeight": 1.1076200464357924,
"recentSuccess": 36,
"recentSuccessRate": 0.23684210526315788,
"recentTerminal": 152,
"recentWilsonLowerBound": 0.1762646849944096,
"running": 8,
"selectionWeight": 0.5832227418413339,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.333333333333332,
"waiting": 9578
},
"MetaX_c-500": {
"available": true,
"backlogHours": 610.4423076923077,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.4480562375380914,
"queueFactor": 1.030816799480157,
"queueWeight": 1.030816799480157,
"recentSuccess": 38,
"recentSuccessRate": 0.36538461538461536,
"recentTerminal": 104,
"recentWilsonLowerBound": 0.27916831218415195,
"running": 4,
"selectionWeight": 1.4926806962462933,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.333333333333332,
"waiting": 10581
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2012.952380952381,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8618926087371613,
"queueWeight": 0.8618926087371613,
"recentSuccess": 30,
"recentSuccessRate": 0.47619047619047616,
"recentTerminal": 63,
"recentWilsonLowerBound": 0.35781921387369653,
"running": 4,
"selectionWeight": 2.1547315218429035,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.5,
"waiting": 21136
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2737.0,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.14321262821799247,
"queueFactor": 0.8230703592013601,
"queueWeight": 0.8230703592013601,
"recentSuccess": 7,
"recentSuccessRate": 0.19444444444444445,
"recentTerminal": 36,
"recentWilsonLowerBound": 0.09752972019453349,
"running": 2,
"selectionWeight": 0.1178740693495539,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 6.0,
"waiting": 16422
},
"Vastai_va16": {
"available": true,
"backlogHours": 747.3451327433629,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.6410523721364685,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 30,
"recentSuccessRate": 0.26548672566371684,
"recentTerminal": 113,
"recentWilsonLowerBound": 0.19275522468473327,
"running": 16,
"selectionWeight": 0.6410523721364685,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.833333333333332,
"waiting": 14075
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 769.6888888888889,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.46604190039187576,
"queueFactor": 0.995590855553201,
"queueWeight": 0.995590855553201,
"recentSuccess": 31,
"recentSuccessRate": 0.22962962962962963,
"recentTerminal": 135,
"recentWilsonLowerBound": 0.16675002584299897,
"running": 6,
"selectionWeight": 0.46398705433478726,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.5,
"waiting": 17318
}
},
"queueAttemptedAt": "2026-09-26T20:40:25.258950+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-26T20:40:25.258950+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Biren_166m",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}