Files
submmit/.modelhub_state/market_intelligence.json

721 lines
22 KiB
JSON

{
"communityAttemptedAt": "2026-10-15T06:11:01.473012+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-15T06:11:01.473012+00:00",
"frameworkAttemptedAt": "2026-10-15T02:38:39.257559+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 37535,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17747,
"successRate": 0.47281204209404554,
"wilsonLowerBound": 0.46776422750333085
},
"vllm": {
"framework": "vllm",
"modelCount": 40124,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11059,
"successRate": 0.2756205762137374,
"wilsonLowerBound": 0.2712700858436126
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 13239,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5523,
"successRate": 0.41717652390663945,
"wilsonLowerBound": 0.4088021665095042
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64222,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.18834667247983558,
"wilsonLowerBound": 0.18534137010842236
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 31802,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6821,
"successRate": 0.21448336582604868,
"wilsonLowerBound": 0.21000667486358116
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8025,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 112,
"successRate": 0.013956386292834891,
"wilsonLowerBound": 0.011612384683901855
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26694,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3284,
"successRate": 0.12302390050198546,
"wilsonLowerBound": 0.11913767655425701
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16512,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10150193798449612,
"wilsonLowerBound": 0.09698793477280081
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 16244,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6377,
"successRate": 0.39257572026594434,
"wilsonLowerBound": 0.3850923544528433
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24789,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3808,
"successRate": 0.1536165234579854,
"wilsonLowerBound": 0.14918143348275234
},
"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": 52966,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13346,
"successRate": 0.2519729637880905,
"wilsonLowerBound": 0.24829367047516715
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24839,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3160,
"successRate": 0.12721929224203873,
"wilsonLowerBound": 0.123132873019048
},
"vllm": {
"framework": "vllm",
"modelCount": 87046,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11226248190611861,
"wilsonLowerBound": 0.1101823627792486
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 47181,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5604,
"successRate": 0.1187766261842691,
"wilsonLowerBound": 0.11588830244604321
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 48563,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3732,
"successRate": 0.0768486296151391,
"wilsonLowerBound": 0.07451299718961157
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94306,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23636,
"successRate": 0.2506309248616207,
"wilsonLowerBound": 0.24787512383463328
},
"transformers": {
"framework": "transformers",
"modelCount": 5600,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 588,
"successRate": 0.105,
"wilsonLowerBound": 0.09723984530788371
},
"vllm": {
"framework": "vllm",
"modelCount": 112881,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16533,
"successRate": 0.14646397533685918,
"wilsonLowerBound": 0.1444133734735368
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 178,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 24205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4053,
"successRate": 0.16744474282173105,
"wilsonLowerBound": 0.16279382460680936
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43753,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5691,
"successRate": 0.13007108084017097,
"wilsonLowerBound": 0.1269515425627227
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8258,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 791,
"successRate": 0.09578590457737951,
"wilsonLowerBound": 0.0896250151962386
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34766,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6915,
"successRate": 0.19890122533509752,
"wilsonLowerBound": 0.19473854439898977
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61522,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12425,
"successRate": 0.2019602743733949,
"wilsonLowerBound": 0.1988065416724111
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 16723,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4714,
"successRate": 0.2818872211923698,
"wilsonLowerBound": 0.27511872030964124
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15686,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3796,
"successRate": 0.24199923498661227,
"wilsonLowerBound": 0.2353603518331027
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 68526,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18848,
"successRate": 0.2750488865540087,
"wilsonLowerBound": 0.2717181716596827
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1157,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 694,
"successRate": 0.5998271391529818,
"wilsonLowerBound": 0.5713105941600072
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48478,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.44824456454474193,
"wilsonLowerBound": 0.4438217877803052
},
"vllm": {
"framework": "vllm",
"modelCount": 40244,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4932,
"successRate": 0.12255243017592685,
"wilsonLowerBound": 0.11938452137887023
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1128,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6288,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030534351145038167,
"wilsonLowerBound": 0.02655998124483518
},
"vllm": {
"framework": "vllm",
"modelCount": 10093,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 763,
"successRate": 0.07559694838006539,
"wilsonLowerBound": 0.07059950132152285
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7482,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3283,
"successRate": 0.4387864207431168,
"wilsonLowerBound": 0.4275762345317848
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7424,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.0330010775862069,
"wilsonLowerBound": 0.029172852259161434
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18695,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5466,
"successRate": 0.2923776410805028,
"wilsonLowerBound": 0.2859005473751316
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28620,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14647,
"successRate": 0.5117749825296996,
"wilsonLowerBound": 0.5059825608403404
},
"vllm": {
"framework": "vllm",
"modelCount": 67675,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7258,
"successRate": 0.107247875877355,
"wilsonLowerBound": 0.10493880975561208
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13858,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2363,
"successRate": 0.1705152258623178,
"wilsonLowerBound": 0.16434504916931317
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-15T06:11:01.473012+00:00",
"gpuStats": {
"Ascend_910-b4": {
"available": true,
"backlogHours": 1188.9056603773586,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 58,
"recentSuccessRate": 0.36477987421383645,
"recentTerminal": 159,
"recentWilsonLowerBound": 0.29396592180593034,
"running": 8,
"selectionWeight": 2.5,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.5,
"waiting": 31506
},
"Biren_166m": {
"available": true,
"backlogHours": 128.9623430962343,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 17,
"recentSuccessRate": 0.07112970711297072,
"recentTerminal": 239,
"recentWilsonLowerBound": 0.0448805647319288,
"running": 8,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 39.833333333333336,
"waiting": 5137
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1195.7441860465117,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.7074988513039608,
"queueFactor": 0.9991400493956327,
"queueWeight": 0.9991400493956327,
"recentSuccess": 21,
"recentSuccessRate": 0.2441860465116279,
"recentTerminal": 86,
"recentWilsonLowerBound": 0.16561843751812286,
"running": 7,
"selectionWeight": 0.7068904372391929,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.333333333333334,
"waiting": 17139
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 377.14864864864865,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4049326419614177,
"queueFactor": 1.1879419688716018,
"queueWeight": 1.1879419688716018,
"recentSuccess": 27,
"recentSuccessRate": 0.18243243243243243,
"recentTerminal": 148,
"recentWilsonLowerBound": 0.12851469675493063,
"running": 7,
"selectionWeight": 0.4810364799520259,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.666666666666668,
"waiting": 9303
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 48.41860465116279,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 10,
"recentSuccessRate": 0.023255813953488372,
"recentTerminal": 430,
"recentWilsonLowerBound": 0.01268005804052516,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 71.66666666666667,
"waiting": 3470
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 145.32899022801303,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.23313980432633385,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 41,
"recentSuccessRate": 0.13355048859934854,
"recentTerminal": 307,
"recentWilsonLowerBound": 0.09999265202610173,
"running": 18,
"selectionWeight": 0.303081745624234,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 51.166666666666664,
"waiting": 7436
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1896.9411764705883,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.28845099526829443,
"queueFactor": 0.9323179152950154,
"queueWeight": 0.9323179152950154,
"recentSuccess": 10,
"recentSuccessRate": 0.19607843137254902,
"recentTerminal": 51,
"recentWilsonLowerBound": 0.11015224836299274,
"running": 2,
"selectionWeight": 0.2689280305733086,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.5,
"waiting": 16124
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 359.19463087248323,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.4817307351133204,
"queueFactor": 1.1966651233511758,
"queueWeight": 1.1966651233511758,
"recentSuccess": 29,
"recentSuccessRate": 0.19463087248322147,
"recentTerminal": 149,
"recentWilsonLowerBound": 0.13907059958540524,
"running": 8,
"selectionWeight": 0.5764703695564342,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.833333333333332,
"waiting": 8920
},
"MetaX_c-500": {
"available": true,
"backlogHours": 569.6869565217391,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.1256109246012582,
"queueFactor": 1.11667467730514,
"queueWeight": 1.11667467730514,
"recentSuccess": 32,
"recentSuccessRate": 0.2782608695652174,
"recentTerminal": 115,
"recentWilsonLowerBound": 0.20453775426690435,
"running": 4,
"selectionWeight": 1.2569412160002502,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.166666666666668,
"waiting": 10919
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1599.463917525773,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.14281338389016315,
"queueFactor": 0.9564801074000358,
"queueWeight": 0.9564801074000358,
"recentSuccess": 13,
"recentSuccessRate": 0.13402061855670103,
"recentTerminal": 97,
"recentWilsonLowerBound": 0.08002380825349935,
"running": 4,
"selectionWeight": 0.13659816076142578,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.166666666666668,
"waiting": 25858
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3050.3333333333335,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.4698671408434816,
"queueFactor": 0.8682004650172599,
"queueWeight": 0.8682004650172599,
"recentSuccess": 9,
"recentSuccessRate": 0.25,
"recentTerminal": 36,
"recentWilsonLowerBound": 0.13750323839225387,
"running": 2,
"selectionWeight": 0.40793887017664104,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.0,
"waiting": 18302
},
"Vastai_va16": {
"available": true,
"backlogHours": 1520.8615384615384,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9637372769961081,
"queueWeight": 0.9637372769961081,
"recentSuccess": 3,
"recentSuccessRate": 0.046153846153846156,
"recentTerminal": 65,
"recentWilsonLowerBound": 0.015819553585903267,
"running": 16,
"selectionWeight": 0.04818686384980541,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 10.833333333333334,
"waiting": 16476
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1399.7052631578947,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.3442843237000381,
"queueFactor": 0.9758130455699842,
"queueWeight": 0.9758130455699842,
"recentSuccess": 29,
"recentSuccessRate": 0.30526315789473685,
"recentTerminal": 95,
"recentWilsonLowerBound": 0.2217278400249833,
"running": 6,
"selectionWeight": 1.3117701800217207,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.833333333333334,
"waiting": 22162
}
},
"queueAttemptedAt": "2026-10-15T06:11:01.473012+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-15T06:11:01.473012+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"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
}