Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-12T06:56:52.275617+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-12T06:56:52.275617+00:00",
"frameworkAttemptedAt": "2026-09-12T02:15:54.616744+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38541,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18436,
"successRate": 0.4783477335824187,
"wilsonLowerBound": 0.4733629372648022
},
"vllm": {
"framework": "vllm",
"modelCount": 50912,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14389,
"successRate": 0.28262492143306095,
"wilsonLowerBound": 0.27873010642293655
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1926,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 502,
"successRate": 0.26064382139148495,
"wilsonLowerBound": 0.2415284935277956
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 31662,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13687,
"successRate": 0.43228475775377423,
"wilsonLowerBound": 0.4268365088733383
},
"vllm": {
"framework": "vllm",
"modelCount": 36746,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10497,
"successRate": 0.2856637457138192,
"wilsonLowerBound": 0.2810675297822268
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7325,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3285,
"successRate": 0.4484641638225256,
"wilsonLowerBound": 0.4371046746114518
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63821,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12064,
"successRate": 0.1890286896162705,
"wilsonLowerBound": 0.18600976866262015
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14658,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2919,
"successRate": 0.1991404011461318,
"wilsonLowerBound": 0.19275447675833585
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5308,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 42,
"successRate": 0.007912584777694047,
"wilsonLowerBound": 0.005859347426927158
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26005,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3194,
"successRate": 0.1228225341280523,
"wilsonLowerBound": 0.11888872435097916
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16455,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1672,
"successRate": 0.10161045274992403,
"wilsonLowerBound": 0.09708658609121286
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 9714,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4207,
"successRate": 0.4330862672431542,
"wilsonLowerBound": 0.4232608548236391
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24049,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3774,
"successRate": 0.15692960206245582,
"wilsonLowerBound": 0.1523872518123021
},
"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": 40004,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10113,
"successRate": 0.2527997200279972,
"wilsonLowerBound": 0.24856456021584206
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 22940,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3030,
"successRate": 0.13208369659982563,
"wilsonLowerBound": 0.127763731592083
},
"vllm": {
"framework": "vllm",
"modelCount": 86503,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9762,
"successRate": 0.11285157740193982,
"wilsonLowerBound": 0.11076015516420577
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 38817,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4759,
"successRate": 0.12260092227632223,
"wilsonLowerBound": 0.11937541564816237
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 26762,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3251,
"successRate": 0.12147821538001644,
"wilsonLowerBound": 0.11761843407739431
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 87584,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20419,
"successRate": 0.23313618925831203,
"wilsonLowerBound": 0.2303476109130513
},
"transformers": {
"framework": "transformers",
"modelCount": 5077,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 562,
"successRate": 0.11069529249556825,
"wilsonLowerBound": 0.10235726011979768
},
"vllm": {
"framework": "vllm",
"modelCount": 112438,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16503,
"successRate": 0.1467742222380334,
"wilsonLowerBound": 0.14471778627145027
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 15746,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3218,
"successRate": 0.20436936364791058,
"wilsonLowerBound": 0.19814336420034145
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42575,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5536,
"successRate": 0.1300293599530241,
"wilsonLowerBound": 0.12686785021894306
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6119,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 477,
"successRate": 0.07795391403824155,
"wilsonLowerBound": 0.07149805031425802
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18181818181818182,
"wilsonLowerBound": 0.1343204258911728
},
"vllm": {
"framework": "vllm",
"modelCount": 30088,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5162,
"successRate": 0.17156341398564212,
"wilsonLowerBound": 0.16734548915353242
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60752,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12379,
"successRate": 0.20376283908348697,
"wilsonLowerBound": 0.20057859784515591
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6263,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1850,
"successRate": 0.295385597956251,
"wilsonLowerBound": 0.2842149176841364
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 11881,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3110,
"successRate": 0.2617624779059002,
"wilsonLowerBound": 0.25393576113613503
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 58663,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15969,
"successRate": 0.27221587712868417,
"wilsonLowerBound": 0.268628977360432
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 45955,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19957,
"successRate": 0.4342726580350343,
"wilsonLowerBound": 0.42974649868471293
},
"vllm": {
"framework": "vllm",
"modelCount": 35519,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3042,
"successRate": 0.08564430304907232,
"wilsonLowerBound": 0.0827786607490755
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 256,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6275,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03059760956175299,
"wilsonLowerBound": 0.026615110833495575
},
"vllm": {
"framework": "vllm",
"modelCount": 10003,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 730,
"successRate": 0.0729781065680296,
"wilsonLowerBound": 0.06804317517685986
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5481,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2296,
"successRate": 0.41890166028097064,
"wilsonLowerBound": 0.40590099309881633
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7365,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.031907671418873046,
"wilsonLowerBound": 0.028131351489675802
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10236,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3533,
"successRate": 0.3451543571707698,
"wilsonLowerBound": 0.33600383588328175
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 25834,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13025,
"successRate": 0.5041805372764574,
"wilsonLowerBound": 0.49808338477967157
},
"vllm": {
"framework": "vllm",
"modelCount": 60539,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5882,
"successRate": 0.0971605081022151,
"wilsonLowerBound": 0.09482667611951202
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12146,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1687,
"successRate": 0.13889346286843404,
"wilsonLowerBound": 0.13285707525594348
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-12T07:08:15.809446+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 873.0931677018634,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.9039454857471291,
"queueFactor": 0.9954426857739643,
"queueWeight": 0.9954426857739643,
"recentSuccess": 55,
"recentSuccessRate": 0.3416149068322981,
"recentTerminal": 161,
"recentWilsonLowerBound": 0.2728132581070264,
"running": 8,
"selectionWeight": 0.8998259221253729,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.833333333333332,
"waiting": 23428
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1021.3788819875776,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.8625543165978926,
"queueFactor": 0.9722933540378405,
"queueWeight": 0.9722933540378405,
"recentSuccess": 54,
"recentSuccessRate": 0.33540372670807456,
"recentTerminal": 161,
"recentWilsonLowerBound": 0.2670624578471647,
"running": 8,
"selectionWeight": 0.8386558295247823,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.833333333333332,
"waiting": 27407
},
"Biren_166m": {
"available": true,
"backlogHours": 152.0220994475138,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.24999490975852057,
"queueFactor": 1.293866115441142,
"queueWeight": 1.293866115441142,
"recentSuccess": 37,
"recentSuccessRate": 0.20441988950276244,
"recentTerminal": 181,
"recentWilsonLowerBound": 0.15210138396841788,
"running": 8,
"selectionWeight": 0.32345994276931583,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 30.166666666666668,
"waiting": 4586
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1077.5249999999999,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2704816115509669,
"queueFactor": 0.9645200168411789,
"queueWeight": 0.9645200168411789,
"recentSuccess": 19,
"recentSuccessRate": 0.2375,
"recentTerminal": 80,
"recentWilsonLowerBound": 0.15764551183088746,
"running": 7,
"selectionWeight": 0.2608849285283678,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.333333333333334,
"waiting": 14367
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 421.3333333333333,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5697437366265977,
"queueFactor": 1.1104051707013207,
"queueWeight": 1.1104051707013207,
"recentSuccess": 37,
"recentSuccessRate": 0.29365079365079366,
"recentTerminal": 126,
"recentWilsonLowerBound": 0.2211801111129269,
"running": 7,
"selectionWeight": 0.6326463911248655,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.0,
"waiting": 8848
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 41.68595041322314,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 12,
"recentSuccessRate": 0.03305785123966942,
"recentTerminal": 363,
"recentWilsonLowerBound": 0.019009615167063877,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 60.5,
"waiting": 2522
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 77.16556291390728,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.20735737687893702,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 54,
"recentSuccessRate": 0.17880794701986755,
"recentTerminal": 302,
"recentWilsonLowerBound": 0.13970719326063802,
"running": 8,
"selectionWeight": 0.2695645899426181,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 50.333333333333336,
"waiting": 3884
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2579.1666666666665,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.4674048923079441,
"queueFactor": 0.8461618429303751,
"queueWeight": 0.8461618429303751,
"recentSuccess": 12,
"recentSuccessRate": 0.3333333333333333,
"recentTerminal": 36,
"recentWilsonLowerBound": 0.20214424774586046,
"running": 2,
"selectionWeight": 0.3955001850699635,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.0,
"waiting": 15475
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 865.6578947368422,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.26204849754075676,
"queueFactor": 0.9967205310518172,
"queueWeight": 0.9967205310518172,
"recentSuccess": 18,
"recentSuccessRate": 0.23684210526315788,
"recentTerminal": 76,
"recentWilsonLowerBound": 0.15539206970596958,
"running": 7,
"selectionWeight": 0.2611891176301539,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.666666666666666,
"waiting": 10965
},
"MetaX_c-500": {
"available": true,
"backlogHours": 638.2429906542056,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.36035370666985334,
"queueFactor": 1.0433438014657812,
"queueWeight": 1.0433438014657812,
"recentSuccess": 27,
"recentSuccessRate": 0.2523364485981308,
"recentTerminal": 107,
"recentWilsonLowerBound": 0.17960316950001598,
"running": 4,
"selectionWeight": 0.3759728061892098,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.833333333333332,
"waiting": 11382
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2020.952380952381,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8776915885235174,
"queueWeight": 0.8776915885235174,
"recentSuccess": 35,
"recentSuccessRate": 0.5555555555555556,
"recentTerminal": 63,
"recentWilsonLowerBound": 0.4331942064087129,
"running": 4,
"selectionWeight": 2.1942289713087932,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.5,
"waiting": 21220
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2690.625,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.12312838529097715,
"queueFactor": 0.8408090399550034,
"queueWeight": 0.8408090399550034,
"recentSuccess": 7,
"recentSuccessRate": 0.21875,
"recentTerminal": 32,
"recentWilsonLowerBound": 0.11023696931531854,
"running": 2,
"selectionWeight": 0.10352745942771627,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.333333333333333,
"waiting": 14350
},
"Vastai_va16": {
"available": true,
"backlogHours": 828.1558441558441,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 1.9267511288853503,
"queueFactor": 1.0033640529064212,
"queueWeight": 1.0033640529064212,
"recentSuccess": 38,
"recentSuccessRate": 0.4935064935064935,
"recentTerminal": 77,
"recentWilsonLowerBound": 0.3848283063647114,
"running": 16,
"selectionWeight": 1.9332328216204273,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.833333333333334,
"waiting": 10628
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 623.2142857142857,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 2.177677903199158,
"queueFactor": 1.0470796962443056,
"queueWeight": 1.0470796962443056,
"recentSuccess": 43,
"recentSuccessRate": 0.5119047619047619,
"recentTerminal": 84,
"recentWilsonLowerBound": 0.4068499737205518,
"running": 6,
"selectionWeight": 2.280202317399711,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.0,
"waiting": 8725
}
},
"queueAttemptedAt": "2026-09-12T07:08:15.809446+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-12T07:08:15.809446+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",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Biren_166m",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}