Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-18T14:38:12.878981+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-18T14:38:12.878981+00:00",
"frameworkAttemptedAt": "2026-09-18T14:18:27.252477+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39529,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19094,
"successRate": 0.48303776973867285,
"wilsonLowerBound": 0.47811338827440303
},
"vllm": {
"framework": "vllm",
"modelCount": 52702,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14765,
"successRate": 0.2801601457250199,
"wilsonLowerBound": 0.27634217372203307
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2641,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 748,
"successRate": 0.28322605073835666,
"wilsonLowerBound": 0.26636630012764123
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 32816,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14471,
"successRate": 0.44097391516333495,
"wilsonLowerBound": 0.4356091375064536
},
"vllm": {
"framework": "vllm",
"modelCount": 37388,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10638,
"successRate": 0.28452979565636033,
"wilsonLowerBound": 0.27997860449353024
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8637,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3725,
"successRate": 0.4312840106518467,
"wilsonLowerBound": 0.420871944896927
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63921,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12081,
"successRate": 0.1889989205425447,
"wilsonLowerBound": 0.1859825323533253
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17285,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3467,
"successRate": 0.20057853630315303,
"wilsonLowerBound": 0.19467567427810242
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5969,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 59,
"successRate": 0.009884402747528899,
"wilsonLowerBound": 0.007671005928228646
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26138,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3220,
"successRate": 0.12319228709159079,
"wilsonLowerBound": 0.11926315950708168
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16466,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1674,
"successRate": 0.10166403498117332,
"wilsonLowerBound": 0.09714055799797292
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 11047,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4667,
"successRate": 0.42246763827283423,
"wilsonLowerBound": 0.4132848981048302
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24143,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3783,
"successRate": 0.1566913805243756,
"wilsonLowerBound": 0.15216064810464947
},
"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": 42630,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10697,
"successRate": 0.25092657752756276,
"wilsonLowerBound": 0.24683353765456023
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23247,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3057,
"successRate": 0.131500838817912,
"wilsonLowerBound": 0.12721733832623708
},
"vllm": {
"framework": "vllm",
"modelCount": 86616,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11272744065761522,
"wilsonLowerBound": 0.11063838927865285
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 40331,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4952,
"successRate": 0.12278396270858645,
"wilsonLowerBound": 0.1196168132367325
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 31415,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3397,
"successRate": 0.108133057456629,
"wilsonLowerBound": 0.10474671629768861
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 88488,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20986,
"successRate": 0.2371621010758521,
"wilsonLowerBound": 0.23437100357405638
},
"transformers": {
"framework": "transformers",
"modelCount": 5166,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 565,
"successRate": 0.10936895083236546,
"wilsonLowerBound": 0.10114654619919458
},
"vllm": {
"framework": "vllm",
"modelCount": 112527,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16508,
"successRate": 0.1467025691611791,
"wilsonLowerBound": 0.14464736221213742
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 17159,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3420,
"successRate": 0.19931231423742643,
"wilsonLowerBound": 0.19340255741250245
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42810,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5571,
"successRate": 0.1301331464611072,
"wilsonLowerBound": 0.1269791444560732
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6658,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.08170621808350856,
"wilsonLowerBound": 0.0753652600313584
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 31051,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5547,
"successRate": 0.17864158964284563,
"wilsonLowerBound": 0.17442077038842493
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60864,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12390,
"successRate": 0.20356861198738171,
"wilsonLowerBound": 0.20038843212118082
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7708,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2240,
"successRate": 0.29060716139076287,
"wilsonLowerBound": 0.280577103036327
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12777,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3303,
"successRate": 0.258511387649683,
"wilsonLowerBound": 0.2509931602206897
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 60714,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16633,
"successRate": 0.273956583325098,
"wilsonLowerBound": 0.27042337521844384
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46526,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20348,
"successRate": 0.4373468598203155,
"wilsonLowerBound": 0.43284465490973684
},
"vllm": {
"framework": "vllm",
"modelCount": 36417,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3408,
"successRate": 0.09358266743553835,
"wilsonLowerBound": 0.0906340460064231
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 487,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6278,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030582988212806625,
"wilsonLowerBound": 0.026602368317046696
},
"vllm": {
"framework": "vllm",
"modelCount": 10024,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 738,
"successRate": 0.07362330407023145,
"wilsonLowerBound": 0.06867247302280925
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5904,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2499,
"successRate": 0.42327235772357724,
"wilsonLowerBound": 0.41072312498002184
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7374,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.031868727963113644,
"wilsonLowerBound": 0.028096954502666412
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11513,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3812,
"successRate": 0.3311039694258664,
"wilsonLowerBound": 0.3225650234877654
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26414,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13390,
"successRate": 0.5069281441659725,
"wilsonLowerBound": 0.5008982694599604
},
"vllm": {
"framework": "vllm",
"modelCount": 62215,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6231,
"successRate": 0.10015269629510568,
"wilsonLowerBound": 0.09781834789023572
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12439,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1781,
"successRate": 0.1431787121151218,
"wilsonLowerBound": 0.13713356316851727
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-18T14:46:58.801026+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1054.7910447761194,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.3325577778753026,
"queueFactor": 0.984796073792499,
"queueWeight": 0.984796073792499,
"recentSuccess": 50,
"recentSuccessRate": 0.373134328358209,
"recentTerminal": 134,
"recentWilsonLowerBound": 0.29585320691015,
"running": 8,
"selectionWeight": 1.312297667753255,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.333333333333332,
"waiting": 23557
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1422.2521008403362,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.5790140740583398,
"queueFactor": 0.9416180738715295,
"queueWeight": 0.9416180738715295,
"recentSuccess": 48,
"recentSuccessRate": 0.40336134453781514,
"recentTerminal": 119,
"recentWilsonLowerBound": 0.3195775475068856,
"running": 8,
"selectionWeight": 1.4868281910308505,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.833333333333332,
"waiting": 28208
},
"Biren_166m": {
"available": true,
"backlogHours": 218.05594405594405,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.23000092098365568,
"queueFactor": 1.2474871595531116,
"queueWeight": 1.2474871595531116,
"recentSuccess": 27,
"recentSuccessRate": 0.1888111888111888,
"recentTerminal": 143,
"recentWilsonLowerBound": 0.13313059841931657,
"running": 6,
"selectionWeight": 0.2869231956125003,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.833333333333332,
"waiting": 5197
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1344.7941176470588,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3558822372122348,
"queueFactor": 0.9495610750221921,
"queueWeight": 0.9495610750221921,
"recentSuccess": 17,
"recentSuccessRate": 0.25,
"recentTerminal": 68,
"recentWilsonLowerBound": 0.16234881695499528,
"running": 7,
"selectionWeight": 0.3379319197485524,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.333333333333334,
"waiting": 15241
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 617.934065934066,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2861193622889063,
"queueFactor": 1.0670381641496156,
"queueWeight": 1.0670381641496156,
"recentSuccess": 20,
"recentSuccessRate": 0.21978021978021978,
"recentTerminal": 91,
"recentWilsonLowerBound": 0.14702013817844428,
"running": 7,
"selectionWeight": 0.3053002790644133,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.166666666666666,
"waiting": 9372
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 40.48843187660669,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 8,
"recentSuccessRate": 0.02056555269922879,
"recentTerminal": 389,
"recentWilsonLowerBound": 0.010456792460867401,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 64.83333333333333,
"waiting": 2625
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 112.36567164179105,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 22,
"recentSuccessRate": 0.08208955223880597,
"recentTerminal": 268,
"recentWilsonLowerBound": 0.0548333542845439,
"running": 3,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 44.666666666666664,
"waiting": 5019
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 3098.322580645161,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.6345767063417138,
"queueFactor": 0.8378230004909635,
"queueWeight": 0.8378230004909635,
"recentSuccess": 11,
"recentSuccessRate": 0.3548387096774194,
"recentTerminal": 31,
"recentWilsonLowerBound": 0.21116447741565816,
"running": 2,
"selectionWeight": 0.5316629601488877,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.166666666666667,
"waiting": 16008
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 476.10218978102193,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3061880506537773,
"queueFactor": 1.1095994855724498,
"queueWeight": 1.1095994855724498,
"recentSuccess": 29,
"recentSuccessRate": 0.2116788321167883,
"recentTerminal": 137,
"recentWilsonLowerBound": 0.15162090848199464,
"running": 8,
"selectionWeight": 0.3397461034938625,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.833333333333332,
"waiting": 10871
},
"MetaX_c-500": {
"available": true,
"backlogHours": 753.1648351648352,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.6443297440138629,
"queueFactor": 1.0358282906419685,
"queueWeight": 1.0358282906419685,
"recentSuccess": 27,
"recentSuccessRate": 0.2967032967032967,
"recentTerminal": 91,
"recentWilsonLowerBound": 0.21263355271467296,
"running": 4,
"selectionWeight": 0.6674149773516567,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.166666666666666,
"waiting": 11423
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2579.265306122449,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8611858216571148,
"queueWeight": 0.8611858216571148,
"recentSuccess": 26,
"recentSuccessRate": 0.5306122448979592,
"recentTerminal": 49,
"recentWilsonLowerBound": 0.3938062701991985,
"running": 4,
"selectionWeight": 2.152964554142787,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.166666666666666,
"waiting": 21064
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 7229.538461538462,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.2891628172601364,
"queueFactor": 0.737827244566827,
"queueWeight": 0.737827244566827,
"recentSuccess": 7,
"recentSuccessRate": 0.5384615384615384,
"recentTerminal": 13,
"recentWilsonLowerBound": 0.29143432431832045,
"running": 2,
"selectionWeight": 0.9511794492570543,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 2.1666666666666665,
"waiting": 15664
},
"Vastai_va16": {
"available": true,
"backlogHours": 2042.142857142857,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.08167862279342526,
"queueFactor": 0.8918839644051162,
"queueWeight": 0.8918839644051162,
"recentSuccess": 7,
"recentSuccessRate": 0.16666666666666666,
"recentTerminal": 42,
"recentWilsonLowerBound": 0.08315811295836503,
"running": 16,
"selectionWeight": 0.0728478539041502,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.0,
"waiting": 14295
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 849.9611650485436,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.8266199962575549,
"queueFactor": 1.017211850589873,
"queueWeight": 1.017211850589873,
"recentSuccess": 33,
"recentSuccessRate": 0.32038834951456313,
"recentTerminal": 103,
"recentWilsonLowerBound": 0.23812916022953898,
"running": 6,
"selectionWeight": 0.8408476561277414,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.166666666666668,
"waiting": 14591
}
},
"queueAttemptedAt": "2026-09-18T14:38:12.878981+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-18T14:38:12.878981+00:00",
"supportedGpus": [
"Vastai_va16",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Cambricon_mlu-370-x4",
"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
}