Files
submmit/.modelhub_state/market_intelligence.json

782 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-10T15:19:09.959046+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-10T15:19:09.959046+00:00",
"frameworkAttemptedAt": "2026-10-10T13:30:15.073568+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 41951,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20784,
"successRate": 0.49543515053276443,
"wilsonLowerBound": 0.49065128470895913
},
"vllm": {
"framework": "vllm",
"modelCount": 56177,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15307,
"successRate": 0.27247806041618455,
"wilsonLowerBound": 0.26881186521433104
},
"vllm_0.23.0": {
"framework": "vllm_0.23.0",
"modelCount": 0,
"officialConfigError": "framework_mismatch",
"officialConfigValid": false,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 4243,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1279,
"successRate": 0.30143766203158145,
"wilsonLowerBound": 0.28781466913958204
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 36757,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17227,
"successRate": 0.4686726337840411,
"wilsonLowerBound": 0.4635746256176739
},
"vllm": {
"framework": "vllm",
"modelCount": 39654,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10997,
"successRate": 0.27732385131386494,
"wilsonLowerBound": 0.2729392418878192
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12534,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5267,
"successRate": 0.4202170097335248,
"wilsonLowerBound": 0.4116014109768566
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64211,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.1883789381881609,
"wilsonLowerBound": 0.18537317918882054
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 29153,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6341,
"successRate": 0.21750763214763488,
"wilsonLowerBound": 0.2128092355218254
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7649,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 103,
"successRate": 0.013465812524513008,
"wilsonLowerBound": 0.011116159346126123
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26614,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3269,
"successRate": 0.12283008942661756,
"wilsonLowerBound": 0.11894081143566253
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16505,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10154498636776735,
"wilsonLowerBound": 0.09702916946724117
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 15364,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6081,
"successRate": 0.39579536579015884,
"wilsonLowerBound": 0.388089634706811
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24714,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3806,
"successRate": 0.15400178036740308,
"wilsonLowerBound": 0.14955537975479138
},
"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": 51222,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12884,
"successRate": 0.251532544609738,
"wilsonLowerBound": 0.24779366571017697
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23906,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3128,
"successRate": 0.13084581276666946,
"wilsonLowerBound": 0.12663010779247372
},
"vllm": {
"framework": "vllm",
"modelCount": 86984,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11234249977007266,
"wilsonLowerBound": 0.11026098909637326
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 45955,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5531,
"successRate": 0.12035687085192036,
"wilsonLowerBound": 0.1174136182746166
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 46129,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3649,
"successRate": 0.07910425112185393,
"wilsonLowerBound": 0.07667609787830684
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 92981,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23169,
"successRate": 0.24917993998773943,
"wilsonLowerBound": 0.2464100931932782
},
"transformers": {
"framework": "transformers",
"modelCount": 5530,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 583,
"successRate": 0.1054249547920434,
"wilsonLowerBound": 0.0976028502960224
},
"vllm": {
"framework": "vllm",
"modelCount": 112849,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16530,
"successRate": 0.14647892316281047,
"wilsonLowerBound": 0.14442794458225092
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 56,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.017857142857142856,
"wilsonLowerBound": 0.003159128964463983
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 23003,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3961,
"successRate": 0.172194931095944,
"wilsonLowerBound": 0.16737068584514206
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43606,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5671,
"successRate": 0.13005091042517083,
"wilsonLowerBound": 0.12692638307414741
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7926,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 745,
"successRate": 0.09399444865001262,
"wilsonLowerBound": 0.08776509073752228
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34119,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6714,
"successRate": 0.19678185175415458,
"wilsonLowerBound": 0.19259749898648967
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61471,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12420,
"successRate": 0.20204649346846482,
"wilsonLowerBound": 0.19889094931224816
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14934,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4243,
"successRate": 0.28411678050087047,
"wilsonLowerBound": 0.27693969921950745
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15223,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3724,
"successRate": 0.24462983643171518,
"wilsonLowerBound": 0.23786608168072118
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 67313,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18551,
"successRate": 0.27559312465645563,
"wilsonLowerBound": 0.2722305499733136
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 858,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 517,
"successRate": 0.6025641025641025,
"wilsonLowerBound": 0.5694315964671394
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48267,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21633,
"successRate": 0.44819441854683323,
"wilsonLowerBound": 0.4437620455009944
},
"vllm": {
"framework": "vllm",
"modelCount": 39507,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4700,
"successRate": 0.11896625914394918,
"wilsonLowerBound": 0.11581077402363323
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1043,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6286,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030544066178810055,
"wilsonLowerBound": 0.02656844784963345
},
"vllm": {
"framework": "vllm",
"modelCount": 10078,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 759,
"successRate": 0.07531256201627307,
"wilsonLowerBound": 0.07032053867780093
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7185,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3148,
"successRate": 0.4381350034794711,
"wilsonLowerBound": 0.4266984602200227
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7417,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 244,
"successRate": 0.03289739786975866,
"wilsonLowerBound": 0.0290736863623254
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17625,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5245,
"successRate": 0.2975886524822695,
"wilsonLowerBound": 0.29088348176840784
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28172,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14389,
"successRate": 0.5107553599318472,
"wilsonLowerBound": 0.5049169278069221
},
"vllm": {
"framework": "vllm",
"modelCount": 66965,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7113,
"successRate": 0.10621966699021877,
"wilsonLowerBound": 0.10390848669128604
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13562,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2214,
"successRate": 0.16325025807403037,
"wilsonLowerBound": 0.15712536039001077
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-10T15:34:06.001190+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1180.1538461538462,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.6182395802266349,
"queueFactor": 0.8950209800466952,
"queueWeight": 0.8950209800466952,
"recentSuccess": 36,
"recentSuccessRate": 0.2517482517482518,
"recentTerminal": 143,
"recentWilsonLowerBound": 0.18774286311226693,
"running": 8,
"selectionWeight": 0.5533373949981002,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.833333333333332,
"waiting": 28127
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1283.0416666666667,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.4242052097455593,
"queueFactor": 0.8838689865936018,
"queueWeight": 0.8838689865936018,
"recentSuccess": 50,
"recentSuccessRate": 0.3472222222222222,
"recentTerminal": 144,
"recentWilsonLowerBound": 0.2743455215337146,
"running": 9,
"selectionWeight": 1.2588108154391355,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.0,
"waiting": 30793
},
"Biren_166m": {
"available": true,
"backlogHours": 159.72527472527474,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.44030466255904077,
"queueFactor": 1.2081419459055507,
"queueWeight": 1.2081419459055507,
"recentSuccess": 39,
"recentSuccessRate": 0.21428571428571427,
"recentTerminal": 182,
"recentWilsonLowerBound": 0.16090214588354124,
"running": 8,
"selectionWeight": 0.5319505318153663,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 30.333333333333332,
"waiting": 4845
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 609.7037037037037,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.12694549783610987,
"queueFactor": 0.9882257922684714,
"queueWeight": 0.9882257922684714,
"recentSuccess": 22,
"recentSuccessRate": 0.13580246913580246,
"recentTerminal": 162,
"recentWilsonLowerBound": 0.09142089759541822,
"running": 7,
"selectionWeight": 0.1254508151740052,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 27.0,
"waiting": 16462
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 361.5302013422819,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.26449117356298363,
"queueFactor": 1.0688144633940964,
"queueWeight": 1.0688144633940964,
"recentSuccess": 27,
"recentSuccessRate": 0.18120805369127516,
"recentTerminal": 149,
"recentWilsonLowerBound": 0.1276297123181046,
"running": 7,
"selectionWeight": 0.2826919917441951,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 24.833333333333332,
"waiting": 8978
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 56.56265984654731,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 17,
"recentSuccessRate": 0.043478260869565216,
"recentTerminal": 391,
"recentWilsonLowerBound": 0.02732004572388707,
"running": 28,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 65.16666666666667,
"waiting": 3686
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 152.22794117647058,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.21561760350659281,
"queueFactor": 1.2168858846820376,
"queueWeight": 1.2168858846820376,
"recentSuccess": 42,
"recentSuccessRate": 0.15441176470588236,
"recentTerminal": 272,
"recentWilsonLowerBound": 0.11631115005218907,
"running": 53,
"selectionWeight": 0.262382018196141,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 45.333333333333336,
"waiting": 6901
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2164.046511627907,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.5349365054678286,
"queueFactor": 0.8172106559849641,
"queueWeight": 0.8172106559849641,
"recentSuccess": 18,
"recentSuccessRate": 0.4186046511627907,
"recentTerminal": 43,
"recentWilsonLowerBound": 0.28384334337485234,
"running": 2,
"selectionWeight": 1.2543664685286326,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.166666666666667,
"waiting": 15509
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 510.47058823529414,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.15099482466659586,
"queueFactor": 1.01491203135726,
"queueWeight": 1.01491203135726,
"recentSuccess": 16,
"recentSuccessRate": 0.1568627450980392,
"recentTerminal": 102,
"recentWilsonLowerBound": 0.09892204793074443,
"running": 8,
"selectionWeight": 0.1532464642268081,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 17.0,
"waiting": 8678
},
"MetaX_c-500": {
"available": true,
"backlogHours": 517.1219512195122,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.29815589010963617,
"queueFactor": 1.0129431305949386,
"queueWeight": 1.0129431305949386,
"recentSuccess": 24,
"recentSuccessRate": 0.1951219512195122,
"recentTerminal": 123,
"recentWilsonLowerBound": 0.1347729686621224,
"running": 4,
"selectionWeight": 0.30201496073297535,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 20.5,
"waiting": 10601
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2129.909090909091,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8191620977595236,
"queueWeight": 0.8191620977595236,
"recentSuccess": 31,
"recentSuccessRate": 0.4696969696969697,
"recentTerminal": 66,
"recentWilsonLowerBound": 0.35430230971911897,
"running": 5,
"selectionWeight": 2.0479052443988093,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.0,
"waiting": 23429
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2435.441860465116,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.14598471260535012,
"queueFactor": 0.8028554218790119,
"queueWeight": 0.8028554218790119,
"recentSuccess": 8,
"recentSuccessRate": 0.18604651162790697,
"recentTerminal": 43,
"recentWilsonLowerBound": 0.09741635580105981,
"running": 2,
"selectionWeight": 0.11720461802665467,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 7.166666666666667,
"waiting": 17454
},
"Vastai_va16": {
"available": true,
"backlogHours": 438.8207547169811,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.09770368367337445,
"queueFactor": 1.038199787319565,
"queueWeight": 1.038199787319565,
"recentSuccess": 25,
"recentSuccessRate": 0.1179245283018868,
"recentTerminal": 212,
"recentWilsonLowerBound": 0.08116350052848445,
"running": 16,
"selectionWeight": 0.10143594361003541,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 35.333333333333336,
"waiting": 15505
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1147.5428571428572,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.6451597867966384,
"queueFactor": 0.8987909120221431,
"queueWeight": 0.8987909120221431,
"recentSuccess": 28,
"recentSuccessRate": 0.26666666666666666,
"recentTerminal": 105,
"recentWilsonLowerBound": 0.19141558416037008,
"running": 6,
"selectionWeight": 0.5798637531749621,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.5,
"waiting": 20082
}
},
"queueAttemptedAt": "2026-10-10T15:34:06.001190+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-10T15:34:06.001190+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Ascend_910-b4",
"Ascend_910-b3",
"hygon_k100-ai",
"MetaX_c-500",
"Biren_166m",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}