Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-30T16:18:07.589352+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-30T16:18:07.589352+00:00",
"frameworkAttemptedAt": "2026-09-30T14:06:32.456187+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 40297,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19595,
"successRate": 0.486264486190039,
"wilsonLowerBound": 0.4813859609251263
},
"vllm": {
"framework": "vllm",
"modelCount": 53974,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14978,
"successRate": 0.2775039833994145,
"wilsonLowerBound": 0.27374231846200514
},
"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": 3256,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 919,
"successRate": 0.28224815724815727,
"wilsonLowerBound": 0.2670514984199868
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34830,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15922,
"successRate": 0.4571346540338788,
"wilsonLowerBound": 0.45190791191510427
},
"vllm": {
"framework": "vllm",
"modelCount": 38676,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10847,
"successRate": 0.280458165270452,
"wilsonLowerBound": 0.2760030330638779
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10876,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4552,
"successRate": 0.4185362265538801,
"wilsonLowerBound": 0.40929509759295823
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64141,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12092,
"successRate": 0.1885221621115979,
"wilsonLowerBound": 0.18551388209912542
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 24062,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4926,
"successRate": 0.20472113706258832,
"wilsonLowerBound": 0.1996700920070491
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7086,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 81,
"successRate": 0.01143099068585944,
"wilsonLowerBound": 0.009207123167413667
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26473,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3254,
"successRate": 0.12291768972160315,
"wilsonLowerBound": 0.11901698805184105
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16491,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10163119277181493,
"wilsonLowerBound": 0.09711174413917853
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 13321,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5445,
"successRate": 0.4087530966143683,
"wilsonLowerBound": 0.40043217750348314
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24483,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3796,
"successRate": 0.155046358697872,
"wilsonLowerBound": 0.15056661913453734
},
"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": 47431,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11806,
"successRate": 0.2489089414096266,
"wilsonLowerBound": 0.24503810994655498
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23592,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3100,
"successRate": 0.13140047473719904,
"wilsonLowerBound": 0.12714938005904983
},
"vllm": {
"framework": "vllm",
"modelCount": 86820,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9767,
"successRate": 0.11249712047915227,
"wilsonLowerBound": 0.11041239222412472
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 43320,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5284,
"successRate": 0.12197599261311173,
"wilsonLowerBound": 0.1189276828009753
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 39242,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3551,
"successRate": 0.09048978135670965,
"wilsonLowerBound": 0.0876912539527556
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 90592,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22107,
"successRate": 0.24402817025785942,
"wilsonLowerBound": 0.24124211759450565
},
"transformers": {
"framework": "transformers",
"modelCount": 5417,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 580,
"successRate": 0.10707033413328411,
"wilsonLowerBound": 0.09911283141358335
},
"vllm": {
"framework": "vllm",
"modelCount": 112757,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16526,
"successRate": 0.14656296283157585,
"wilsonLowerBound": 0.14451065946378644
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 20598,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3724,
"successRate": 0.1807942518691135,
"wilsonLowerBound": 0.1755982051766546
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43297,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5635,
"successRate": 0.13014758528304501,
"wilsonLowerBound": 0.12701103486523738
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7434,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 660,
"successRate": 0.08878127522195318,
"wilsonLowerBound": 0.08252613016665643
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32640,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6189,
"successRate": 0.1896139705882353,
"wilsonLowerBound": 0.18539791644848905
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61300,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12405,
"successRate": 0.20236541598694943,
"wilsonLowerBound": 0.1992036080298809
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11295,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3318,
"successRate": 0.29375830013280213,
"wilsonLowerBound": 0.28542945279094356
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14430,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3614,
"successRate": 0.25045045045045045,
"wilsonLowerBound": 0.243448074111039
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 64682,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17738,
"successRate": 0.27423394452861694,
"wilsonLowerBound": 0.27080929057542136
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 353,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 222,
"successRate": 0.6288951841359773,
"wilsonLowerBound": 0.5773631929281926
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47468,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21026,
"successRate": 0.4429510407011039,
"wilsonLowerBound": 0.43848714653728676
},
"vllm": {
"framework": "vllm",
"modelCount": 38034,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4095,
"successRate": 0.10766682442025556,
"wilsonLowerBound": 0.10459123480293221
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 806,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6283,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030558650326277255,
"wilsonLowerBound": 0.02658115788279188
},
"vllm": {
"framework": "vllm",
"modelCount": 10048,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 747,
"successRate": 0.07434315286624203,
"wilsonLowerBound": 0.069374887461707
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6569,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2848,
"successRate": 0.4335515299132288,
"wilsonLowerBound": 0.42160966283706863
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7399,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 242,
"successRate": 0.03270712258413299,
"wilsonLowerBound": 0.028890483711308153
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14784,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4765,
"successRate": 0.3223079004329004,
"wilsonLowerBound": 0.3148211386449185
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27373,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13954,
"successRate": 0.5097724034632667,
"wilsonLowerBound": 0.5038492633394774
},
"vllm": {
"framework": "vllm",
"modelCount": 64708,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6740,
"successRate": 0.10416022748346418,
"wilsonLowerBound": 0.10183002173967819
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13057,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2023,
"successRate": 0.15493604962855173,
"wilsonLowerBound": 0.14883100318641082
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-30T16:18:07.589352+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1041.8076923076924,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.5549654742613472,
"queueFactor": 1.0090118525165737,
"queueWeight": 1.0090118525165737,
"recentSuccess": 62,
"recentSuccessRate": 0.3974358974358974,
"recentTerminal": 156,
"recentWilsonLowerBound": 0.323995015158663,
"running": 8,
"selectionWeight": 1.5689785937837546,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.0,
"waiting": 27087
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1398.096,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9654590386238259,
"queueWeight": 0.9654590386238259,
"recentSuccess": 61,
"recentSuccessRate": 0.488,
"recentTerminal": 125,
"recentWilsonLowerBound": 0.4020447124457442,
"running": 9,
"selectionWeight": 2.4136475965595645,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.833333333333332,
"waiting": 29127
},
"Biren_166m": {
"available": true,
"backlogHours": 24.277386934673366,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 26,
"recentSuccessRate": 0.02613065326633166,
"recentTerminal": 995,
"recentWilsonLowerBound": 0.01789358778583658,
"running": 8,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 165.83333333333334,
"waiting": 4026
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1315.8,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4987177052031724,
"queueFactor": 0.9742847828136458,
"queueWeight": 0.9742847828136458,
"recentSuccess": 20,
"recentSuccessRate": 0.2857142857142857,
"recentTerminal": 70,
"recentWilsonLowerBound": 0.19322076591803128,
"running": 7,
"selectionWeight": 0.48589307109919266,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.666666666666666,
"waiting": 15351
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 489.72222222222223,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.41572005348226915,
"queueFactor": 1.1299830525864079,
"queueWeight": 1.1299830525864079,
"recentSuccess": 27,
"recentSuccessRate": 0.25,
"recentTerminal": 108,
"recentWilsonLowerBound": 0.17787718518702555,
"running": 7,
"selectionWeight": 0.4697566150552792,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.0,
"waiting": 8815
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 32.640586797066014,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 5,
"recentSuccessRate": 0.012224938875305624,
"recentTerminal": 409,
"recentWilsonLowerBound": 0.0052326823065035845,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 68.16666666666667,
"waiting": 2225
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 102.93687707641196,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.11486510588355008,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 40,
"recentSuccessRate": 0.132890365448505,
"recentTerminal": 301,
"recentWilsonLowerBound": 0.09913004726379647,
"running": 5,
"selectionWeight": 0.14932463764861512,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 50.166666666666664,
"waiting": 5164
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2700.342857142857,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.4559601970214495,
"queueFactor": 0.8746847714207402,
"queueWeight": 0.8746847714207402,
"recentSuccess": 11,
"recentSuccessRate": 0.3142857142857143,
"recentTerminal": 35,
"recentWilsonLowerBound": 0.18550658059782457,
"running": 2,
"selectionWeight": 0.3988214407086622,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.833333333333333,
"waiting": 15752
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 392.6842105263158,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.36749291139417684,
"queueFactor": 1.1680404579304888,
"queueWeight": 1.1680404579304888,
"recentSuccess": 27,
"recentSuccessRate": 0.23684210526315788,
"recentTerminal": 114,
"recentWilsonLowerBound": 0.16818157933444355,
"running": 8,
"selectionWeight": 0.42924658851106284,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.0,
"waiting": 7461
},
"MetaX_c-500": {
"available": true,
"backlogHours": 641.3877551020408,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.1154530199293509,
"queueFactor": 1.0851663096323259,
"queueWeight": 1.0851663096323259,
"recentSuccess": 36,
"recentSuccessRate": 0.3673469387755102,
"recentTerminal": 98,
"recentWilsonLowerBound": 0.27858728951874556,
"running": 4,
"selectionWeight": 1.210452037204967,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.333333333333332,
"waiting": 10476
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2062.59375,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.2213588983056347,
"queueFactor": 0.9107566419202197,
"queueWeight": 0.9107566419202197,
"recentSuccess": 32,
"recentSuccessRate": 0.5,
"recentTerminal": 64,
"recentWilsonLowerBound": 0.3810188849321495,
"running": 4,
"selectionWeight": 2.0231173707204384,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.666666666666666,
"waiting": 22001
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 4402.173913043478,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.19294534316404716,
"queueFactor": 0.8128573225003293,
"queueWeight": 0.8128573225003293,
"recentSuccess": 6,
"recentSuccessRate": 0.2608695652173913,
"recentTerminal": 23,
"recentWilsonLowerBound": 0.1254844588924897,
"running": 2,
"selectionWeight": 0.15683703503323457,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 3.8333333333333335,
"waiting": 16875
},
"Vastai_va16": {
"available": true,
"backlogHours": 1170.2307692307693,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.07287649391568675,
"queueFactor": 0.9915706760568904,
"queueWeight": 0.9915706760568904,
"recentSuccess": 11,
"recentSuccessRate": 0.14102564102564102,
"recentTerminal": 78,
"recentWilsonLowerBound": 0.08060961324830107,
"running": 16,
"selectionWeight": 0.07226219434063337,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 13.0,
"waiting": 15213
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1232.7692307692307,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.7454859251467351,
"queueFactor": 0.9838573486823318,
"queueWeight": 0.9838573486823318,
"recentSuccess": 29,
"recentSuccessRate": 0.31868131868131866,
"recentTerminal": 91,
"recentWilsonLowerBound": 0.2319585919157763,
"running": 6,
"selectionWeight": 0.733451805794862,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.166666666666666,
"waiting": 18697
}
},
"queueAttemptedAt": "2026-09-30T16:18:07.589352+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-30T16:18:07.589352+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"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
}