Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-13T05:19:13.560589+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-13T05:19:13.560589+00:00",
"frameworkAttemptedAt": "2026-09-13T02:20:58.966988+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38710,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18554,
"successRate": 0.47930767243606304,
"wilsonLowerBound": 0.47433326304559437
},
"vllm": {
"framework": "vllm",
"modelCount": 51206,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14447,
"successRate": 0.2821349060656954,
"wilsonLowerBound": 0.27825332889847854
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2023,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 533,
"successRate": 0.26347009391992093,
"wilsonLowerBound": 0.24473500098387113
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 31841,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13798,
"successRate": 0.43334066141138783,
"wilsonLowerBound": 0.4279060235563416
},
"vllm": {
"framework": "vllm",
"modelCount": 36900,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10534,
"successRate": 0.28547425474254745,
"wilsonLowerBound": 0.2808885298302502
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7530,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3343,
"successRate": 0.4439575033200531,
"wilsonLowerBound": 0.43276656905044963
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63833,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12064,
"successRate": 0.1889931540112481,
"wilsonLowerBound": 0.18597473615778007
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15192,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3051,
"successRate": 0.20082938388625593,
"wilsonLowerBound": 0.19453474828248493
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5427,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 45,
"successRate": 0.008291873963515755,
"wilsonLowerBound": 0.006202943735248221
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26026,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3196,
"successRate": 0.12280027664643049,
"wilsonLowerBound": 0.11886834581066386
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16457,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1672,
"successRate": 0.10159810415020963,
"wilsonLowerBound": 0.09707475831962524
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 9928,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4269,
"successRate": 0.4299959709911362,
"wilsonLowerBound": 0.42028629840368786
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24064,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3776,
"successRate": 0.15691489361702127,
"wilsonLowerBound": 0.15237411978474308
},
"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": 40453,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10211,
"successRate": 0.2524163844461474,
"wilsonLowerBound": 0.2482068239762199
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 22971,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3035,
"successRate": 0.13212311174959732,
"wilsonLowerBound": 0.1278054610212315
},
"vllm": {
"framework": "vllm",
"modelCount": 86517,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9762,
"successRate": 0.11283331599570026,
"wilsonLowerBound": 0.11074221128709302
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 39045,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4786,
"successRate": 0.12257651427839672,
"wilsonLowerBound": 0.11936061137133941
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 27538,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3294,
"successRate": 0.11961652988597574,
"wilsonLowerBound": 0.11583664036135304
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 87725,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20494,
"successRate": 0.23361641493302934,
"wilsonLowerBound": 0.23082804500678036
},
"transformers": {
"framework": "transformers",
"modelCount": 5089,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 562,
"successRate": 0.11043426999410494,
"wilsonLowerBound": 0.10211481962977126
},
"vllm": {
"framework": "vllm",
"modelCount": 112453,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16504,
"successRate": 0.14676353676647133,
"wilsonLowerBound": 0.14470729985432362
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 15863,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3243,
"successRate": 0.20443800037823867,
"wilsonLowerBound": 0.19823393669736492
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42633,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5545,
"successRate": 0.13006356578237516,
"wilsonLowerBound": 0.12690382451301968
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6218,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 484,
"successRate": 0.07783853329044708,
"wilsonLowerBound": 0.07143680189592219
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18181818181818182,
"wilsonLowerBound": 0.1343204258911728
},
"vllm": {
"framework": "vllm",
"modelCount": 30245,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5220,
"successRate": 0.17259051082823607,
"wilsonLowerBound": 0.16837325396551214
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60764,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12379,
"successRate": 0.20372259890724773,
"wilsonLowerBound": 0.20053890810315322
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6430,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1902,
"successRate": 0.295800933125972,
"wilsonLowerBound": 0.2847697913082244
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 11989,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3140,
"successRate": 0.26190674785219786,
"wilsonLowerBound": 0.2541135649289468
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 58984,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16061,
"successRate": 0.2722941814729418,
"wilsonLowerBound": 0.2687166858564779
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46045,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20017,
"successRate": 0.43472689760017375,
"wilsonLowerBound": 0.43020457204244494
},
"vllm": {
"framework": "vllm",
"modelCount": 35684,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3097,
"successRate": 0.08678959757874678,
"wilsonLowerBound": 0.08391284881783719
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 276,
"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": 10006,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 732,
"successRate": 0.07315610633619828,
"wilsonLowerBound": 0.0682161070379902
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5547,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2327,
"successRate": 0.4195060393005228,
"wilsonLowerBound": 0.40657953764782206
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7367,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.0318990090946111,
"wilsonLowerBound": 0.02812370043844604
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10497,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3601,
"successRate": 0.3430503953510527,
"wilsonLowerBound": 0.3340275657898109
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 25972,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13118,
"successRate": 0.5050823964269213,
"wilsonLowerBound": 0.4990014313048249
},
"vllm": {
"framework": "vllm",
"modelCount": 60694,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5918,
"successRate": 0.09750551949121825,
"wilsonLowerBound": 0.09517088696191259
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12209,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1715,
"successRate": 0.14047014497501842,
"wilsonLowerBound": 0.13441951062212307
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-13T05:27:43.538495+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 935.8389261744967,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.1983407922380396,
"queueFactor": 1.002686558601736,
"queueWeight": 1.002686558601736,
"recentSuccess": 50,
"recentSuccessRate": 0.33557046979865773,
"recentTerminal": 149,
"recentWilsonLowerBound": 0.26472902222515887,
"running": 8,
"selectionWeight": 2.2042467636029737,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.833333333333332,
"waiting": 23240
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1099.6912751677853,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.5817811842294838,
"queueFactor": 0.9787116141774288,
"queueWeight": 0.9787116141774288,
"recentSuccess": 44,
"recentSuccessRate": 0.2953020134228188,
"recentTerminal": 149,
"recentWilsonLowerBound": 0.2279422931541457,
"running": 8,
"selectionWeight": 1.548107616092723,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.833333333333332,
"waiting": 27309
},
"Biren_166m": {
"available": true,
"backlogHours": 168.37735849056602,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5035863408272946,
"queueFactor": 1.2968889955017655,
"queueWeight": 1.2968889955017655,
"recentSuccess": 30,
"recentSuccessRate": 0.18867924528301888,
"recentTerminal": 159,
"recentWilsonLowerBound": 0.13548240092289812,
"running": 8,
"selectionWeight": 0.6530955837039198,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.5,
"waiting": 4462
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1240.7142857142858,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.7015424006679166,
"queueFactor": 0.9611575717111954,
"queueWeight": 0.9611575717111954,
"recentSuccess": 17,
"recentSuccessRate": 0.24285714285714285,
"recentTerminal": 70,
"recentWilsonLowerBound": 0.1575173261192311,
"running": 7,
"selectionWeight": 0.6742927902784173,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.666666666666666,
"waiting": 14475
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 421.00800000000004,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2936651847710448,
"queueFactor": 1.1303210269345725,
"queueWeight": 1.1303210269345725,
"recentSuccess": 20,
"recentSuccessRate": 0.16,
"recentTerminal": 125,
"recentWilsonLowerBound": 0.10602751316968752,
"running": 7,
"selectionWeight": 0.3319359332253383,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.833333333333332,
"waiting": 8771
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 41.21142857142857,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 24,
"recentSuccessRate": 0.06857142857142857,
"recentTerminal": 350,
"recentWilsonLowerBound": 0.04650918517613144,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 58.333333333333336,
"waiting": 2404
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 163.0612244897959,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.9007372455176714,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 35,
"recentSuccessRate": 0.23809523809523808,
"recentTerminal": 147,
"recentWilsonLowerBound": 0.17646825945679584,
"running": 1,
"selectionWeight": 1.170958419172973,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.5,
"waiting": 3995
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2272.6829268292686,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.4396533270314764,
"queueFactor": 0.8777372538674872,
"queueWeight": 0.8777372538674872,
"recentSuccess": 17,
"recentSuccessRate": 0.4146341463414634,
"recentTerminal": 41,
"recentWilsonLowerBound": 0.2775633082533015,
"running": 2,
"selectionWeight": 2.141374611657287,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.833333333333333,
"waiting": 15530
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 969.6176470588234,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 1.1757461841747496,
"queueFactor": 0.9973676607630833,
"queueWeight": 0.9973676607630833,
"recentSuccess": 20,
"recentSuccessRate": 0.29411764705882354,
"recentTerminal": 68,
"recentWilsonLowerBound": 0.1991886265460472,
"running": 7,
"selectionWeight": 1.1726512213614912,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.333333333333334,
"waiting": 10989
},
"MetaX_c-500": {
"available": true,
"backlogHours": 678.42,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.0930616048464261,
"queueFactor": 1.052253944835951,
"queueWeight": 1.052253944835951,
"recentSuccess": 27,
"recentSuccessRate": 0.27,
"recentTerminal": 100,
"recentWilsonLowerBound": 0.1926946091766482,
"running": 4,
"selectionWeight": 1.1501783856483672,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.666666666666668,
"waiting": 11307
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1636.4810126582279,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.9220590044451045,
"queueWeight": 0.9220590044451045,
"recentSuccess": 30,
"recentSuccessRate": 0.379746835443038,
"recentTerminal": 79,
"recentWilsonLowerBound": 0.2806633094697355,
"running": 4,
"selectionWeight": 2.3051475111127613,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.166666666666666,
"waiting": 21547
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3617.25,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.3855377567759291,
"queueFactor": 0.8186317419713605,
"queueWeight": 0.8186317419713605,
"recentSuccess": 6,
"recentSuccessRate": 0.25,
"recentTerminal": 24,
"recentWilsonLowerBound": 0.11999203479342334,
"running": 2,
"selectionWeight": 0.3156134454252095,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.0,
"waiting": 14469
},
"Vastai_va16": {
"available": true,
"backlogHours": 1007.9130434782609,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.7250653490392256,
"queueFactor": 0.9915894538289521,
"queueWeight": 0.9915894538289521,
"recentSuccess": 17,
"recentSuccessRate": 0.2463768115942029,
"recentTerminal": 69,
"recentWilsonLowerBound": 0.1598964745113261,
"running": 16,
"selectionWeight": 0.7189671534441042,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.5,
"waiting": 11591
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 612.4485981308411,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 2.313179258540244,
"queueFactor": 1.0685255524061341,
"queueWeight": 1.0685255524061341,
"recentSuccess": 38,
"recentSuccessRate": 0.35514018691588783,
"recentTerminal": 107,
"recentWilsonLowerBound": 0.27092775409315495,
"running": 6,
"selectionWeight": 2.471691145046126,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.833333333333332,
"waiting": 10922
}
},
"queueAttemptedAt": "2026-09-13T05:21:56.563866+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-13T05:21:56.563866+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
}