Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-10T18:03:24.690160+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-10T18:03:24.690160+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": "2026-10-10T18:03:24.690160+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 957.9886363636364,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.43496295074511854,
"queueFactor": 0.8801474400210075,
"queueWeight": 0.8801474400210075,
"recentSuccess": 39,
"recentSuccessRate": 0.2215909090909091,
"recentTerminal": 176,
"recentWilsonLowerBound": 0.16654706350320464,
"running": 7,
"selectionWeight": 0.38283152760229966,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 29.333333333333332,
"waiting": 28101
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 879.2285714285714,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5514804284273731,
"queueFactor": 0.8915469423462646,
"queueWeight": 0.8915469423462646,
"recentSuccess": 50,
"recentSuccessRate": 0.23809523809523808,
"recentTerminal": 210,
"recentWilsonLowerBound": 0.1855199175180241,
"running": 8,
"selectionWeight": 0.4916706897282325,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 35.0,
"waiting": 30773
},
"Biren_166m": {
"available": true,
"backlogHours": 35.90286425902864,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 41,
"recentSuccessRate": 0.05105853051058531,
"recentTerminal": 803,
"recentWilsonLowerBound": 0.03785786114201546,
"running": 8,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 133.83333333333334,
"waiting": 4805
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 444.4594594594595,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.07242656940374166,
"queueFactor": 0.9876081397919567,
"queueWeight": 0.9876081397919567,
"recentSuccess": 24,
"recentSuccessRate": 0.10810810810810811,
"recentTerminal": 222,
"recentWilsonLowerBound": 0.07373074771234928,
"running": 7,
"selectionWeight": 0.07152906948034235,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 37.0,
"waiting": 16445
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 141.1811023622047,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.05,
"queueFactor": 1.1729864585579617,
"queueWeight": 1.1729864585579617,
"recentSuccess": 24,
"recentSuccessRate": 0.06299212598425197,
"recentTerminal": 381,
"recentWilsonLowerBound": 0.042692230644271856,
"running": 7,
"selectionWeight": 0.05864932292789809,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 63.5,
"waiting": 8965
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 8.139920663541291,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 16,
"recentSuccessRate": 0.00576992426974396,
"recentTerminal": 2773,
"recentWilsonLowerBound": 0.0035547325223595915,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 462.1666666666667,
"waiting": 3762
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 19.226379794200188,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 47,
"recentSuccessRate": 0.021983161833489244,
"recentTerminal": 2138,
"recentWilsonLowerBound": 0.0165717804898666,
"running": 6,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 356.3333333333333,
"waiting": 6851
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1631.3684210526317,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.28952886653649695,
"queueFactor": 0.8125997344548195,
"queueWeight": 0.8125997344548195,
"recentSuccess": 13,
"recentSuccessRate": 0.22807017543859648,
"recentTerminal": 57,
"recentWilsonLowerBound": 0.13841760968495656,
"running": 2,
"selectionWeight": 0.2352710800645623,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 9.5,
"waiting": 15498
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 264.9183673469388,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.05,
"queueFactor": 1.0673151480715064,
"queueWeight": 1.0673151480715064,
"recentSuccess": 10,
"recentSuccessRate": 0.05102040816326531,
"recentTerminal": 196,
"recentWilsonLowerBound": 0.027945905632825705,
"running": 8,
"selectionWeight": 0.053365757403575326,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 32.666666666666664,
"waiting": 8654
},
"MetaX_c-500": {
"available": true,
"backlogHours": 373.5529411764706,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.11751305723647897,
"queueFactor": 1.0136934953536128,
"queueWeight": 1.0136934953536128,
"recentSuccess": 23,
"recentSuccessRate": 0.13529411764705881,
"recentTerminal": 170,
"recentWilsonLowerBound": 0.09187317681924101,
"running": 4,
"selectionWeight": 0.11912222173973552,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 28.333333333333332,
"waiting": 10584
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1924.9315068493152,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.7926787057471167,
"queueWeight": 0.7926787057471167,
"recentSuccess": 35,
"recentSuccessRate": 0.4794520547945205,
"recentTerminal": 73,
"recentWilsonLowerBound": 0.36877263024700824,
"running": 5,
"selectionWeight": 1.9816967643677919,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.166666666666666,
"waiting": 23420
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1662.5714285714287,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.10841796517078348,
"queueFactor": 0.8102936524877017,
"queueWeight": 0.8102936524877017,
"recentSuccess": 10,
"recentSuccessRate": 0.15873015873015872,
"recentTerminal": 63,
"recentWilsonLowerBound": 0.08856997432352591,
"running": 2,
"selectionWeight": 0.08785038899351857,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 10.5,
"waiting": 17457
},
"Vastai_va16": {
"available": true,
"backlogHours": 274.0353982300885,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 1.0619118908161718,
"queueWeight": 1.0619118908161718,
"recentSuccess": 23,
"recentSuccessRate": 0.06784660766961652,
"recentTerminal": 339,
"recentWilsonLowerBound": 0.045631573892276754,
"running": 16,
"selectionWeight": 0.05309559454080859,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 56.5,
"waiting": 15483
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1076.3035714285713,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.5097503666276536,
"queueFactor": 0.8649067102985647,
"queueWeight": 0.8649067102985647,
"recentSuccess": 28,
"recentSuccessRate": 0.25,
"recentTerminal": 112,
"recentWilsonLowerBound": 0.17900186747034863,
"running": 6,
"selectionWeight": 0.4408865126734111,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.666666666666668,
"waiting": 20091
}
},
"queueAttemptedAt": "2026-10-10T17:57:44.353678+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-10T17:57:44.353678+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
}