Files
submmit/.modelhub_state/market_intelligence.json

721 lines
22 KiB
JSON

{
"communityAttemptedAt": "2026-10-15T04:07:06.473256+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-15T04:07:06.473256+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": "2026-10-15T04:07:06.473256+00:00",
"gpuStats": {
"Ascend_910-b4": {
"available": true,
"backlogHours": 1029.3586956521738,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 54,
"recentSuccessRate": 0.29347826086956524,
"recentTerminal": 184,
"recentWilsonLowerBound": 0.2324455867339616,
"running": 9,
"selectionWeight": 2.5,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 30.666666666666668,
"waiting": 31567
},
"Biren_166m": {
"available": true,
"backlogHours": 130.36820083682008,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.06707511506022983,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 17,
"recentSuccessRate": 0.07112970711297072,
"recentTerminal": 239,
"recentWilsonLowerBound": 0.0448805647319288,
"running": 8,
"selectionWeight": 0.08719764957829877,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 39.833333333333336,
"waiting": 5193
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1373.44,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.907003999357081,
"queueFactor": 0.9576648708961988,
"queueWeight": 0.9576648708961988,
"recentSuccess": 17,
"recentSuccessRate": 0.22666666666666666,
"recentTerminal": 75,
"recentWilsonLowerBound": 0.14661247942117508,
"running": 7,
"selectionWeight": 0.868605867946635,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.5,
"waiting": 17168
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 420.72180451127815,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5000494859906274,
"queueFactor": 1.1436305745976072,
"queueWeight": 1.1436305745976072,
"recentSuccess": 22,
"recentSuccessRate": 0.16541353383458646,
"recentTerminal": 133,
"recentWilsonLowerBound": 0.11184773748930618,
"running": 7,
"selectionWeight": 0.5718718809906993,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.166666666666668,
"waiting": 9326
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 50.24078624078624,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 9,
"recentSuccessRate": 0.022113022113022112,
"recentTerminal": 407,
"recentWilsonLowerBound": 0.011676350442895696,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 67.83333333333333,
"waiting": 3408
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 165.23420074349443,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.37604202402394266,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 36,
"recentSuccessRate": 0.13382899628252787,
"recentTerminal": 269,
"recentWilsonLowerBound": 0.09825736443706731,
"running": 10,
"selectionWeight": 0.4888546312311255,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 44.833333333333336,
"waiting": 7408
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1466.090909090909,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.5718931857506064,
"queueFactor": 0.9483330265686156,
"queueWeight": 0.9483330265686156,
"recentSuccess": 13,
"recentSuccessRate": 0.19696969696969696,
"recentTerminal": 66,
"recentWilsonLowerBound": 0.11888527965041439,
"running": 2,
"selectionWeight": 0.54234519571684,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.0,
"waiting": 16127
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 390.5255474452555,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5270373634915982,
"queueFactor": 1.1564785796674468,
"queueWeight": 1.1564785796674468,
"recentSuccess": 23,
"recentSuccessRate": 0.1678832116788321,
"recentTerminal": 137,
"recentWilsonLowerBound": 0.11455228532881451,
"running": 8,
"selectionWeight": 0.6095074215624394,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.833333333333332,
"waiting": 8917
},
"MetaX_c-500": {
"available": true,
"backlogHours": 533.7073170731708,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.9333485063187295,
"queueFactor": 1.1035437033775288,
"queueWeight": 1.1035437033775288,
"recentSuccess": 26,
"recentSuccessRate": 0.21138211382113822,
"recentTerminal": 123,
"recentWilsonLowerBound": 0.1485330315397392,
"running": 4,
"selectionWeight": 1.0299908672048557,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.5,
"waiting": 10941
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1241.184,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.06431847292226062,
"queueFactor": 0.9723208202434445,
"queueWeight": 0.9723208202434445,
"recentSuccess": 10,
"recentSuccessRate": 0.08,
"recentTerminal": 125,
"recentWilsonLowerBound": 0.04403255671516807,
"running": 4,
"selectionWeight": 0.06253819034857822,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 20.833333333333332,
"waiting": 25858
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3137.3142857142857,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.1491849968142607,
"queueFactor": 0.8460602797769226,
"queueWeight": 0.8460602797769226,
"recentSuccess": 10,
"recentSuccessRate": 0.2857142857142857,
"recentTerminal": 35,
"recentWilsonLowerBound": 0.16326363398295565,
"running": 2,
"selectionWeight": 0.9722797799201153,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.833333333333333,
"waiting": 18301
},
"Vastai_va16": {
"available": true,
"backlogHours": 1222.0,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9745953383753017,
"queueWeight": 0.9745953383753017,
"recentSuccess": 5,
"recentSuccessRate": 0.06172839506172839,
"recentTerminal": 81,
"recentWilsonLowerBound": 0.026652119089554067,
"running": 17,
"selectionWeight": 0.048729766918765086,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 13.5,
"waiting": 16497
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1400.2105263157894,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 2.466648203081325,
"queueFactor": 0.9548958588464233,
"queueWeight": 0.9548958588464233,
"recentSuccess": 30,
"recentSuccessRate": 0.3157894736842105,
"recentTerminal": 95,
"recentWilsonLowerBound": 0.23103088128713048,
"running": 6,
"selectionWeight": 2.3553921543533285,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.833333333333334,
"waiting": 22170
}
},
"queueAttemptedAt": "2026-10-15T04:07:06.473256+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-15T04:07:06.473256+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
}