Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-10T19:23:11.964844+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-10T19:23:11.964844+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": "2026-10-10T19:25:42.171841+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 787.3457943925234,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5185820161582843,
"queueFactor": 0.9017141751593437,
"queueWeight": 0.9017141751593437,
"recentSuccess": 46,
"recentSuccessRate": 0.21495327102803738,
"recentTerminal": 214,
"recentWilsonLowerBound": 0.1651975684919837,
"running": 8,
"selectionWeight": 0.4676127549526367,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 35.666666666666664,
"waiting": 28082
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 769.35,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.47029045533410796,
"queueFactor": 0.9048469566466525,
"queueWeight": 0.9048469566466525,
"recentSuccess": 49,
"recentSuccessRate": 0.20416666666666666,
"recentTerminal": 240,
"recentWilsonLowerBound": 0.15801838219359604,
"running": 8,
"selectionWeight": 0.42554088724903605,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 40.0,
"waiting": 30774
},
"Biren_166m": {
"available": true,
"backlogHours": 36.225563909774436,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 38,
"recentSuccessRate": 0.047619047619047616,
"recentTerminal": 798,
"recentWilsonLowerBound": 0.034887566765508714,
"running": 8,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 133.0,
"waiting": 4818
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 437.15044247787614,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.05,
"queueFactor": 0.9849157568019135,
"queueWeight": 0.9849157568019135,
"recentSuccess": 18,
"recentSuccessRate": 0.07964601769911504,
"recentTerminal": 226,
"recentWilsonLowerBound": 0.05097102732471111,
"running": 7,
"selectionWeight": 0.04924578784009567,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 37.666666666666664,
"waiting": 16466
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 139.3834196891192,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.05,
"queueFactor": 1.1691279856394916,
"queueWeight": 1.1691279856394916,
"recentSuccess": 28,
"recentSuccessRate": 0.07253886010362694,
"recentTerminal": 386,
"recentWilsonLowerBound": 0.05066078591465903,
"running": 7,
"selectionWeight": 0.05845639928197458,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 64.33333333333333,
"waiting": 8967
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 8.245834875971862,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 7,
"recentSuccessRate": 0.00259163272861903,
"recentTerminal": 2701,
"recentWilsonLowerBound": 0.0012559424739532982,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 450.1666666666667,
"waiting": 3712
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 17.752604166666668,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 46,
"recentSuccessRate": 0.019965277777777776,
"recentTerminal": 2304,
"recentWilsonLowerBound": 0.015001621561879725,
"running": 15,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 384.0,
"waiting": 6817
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1754.264150943396,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.330155135669257,
"queueFactor": 0.7996123174183744,
"queueWeight": 0.7996123174183744,
"recentSuccess": 12,
"recentSuccessRate": 0.22641509433962265,
"recentTerminal": 53,
"recentWilsonLowerBound": 0.13454499977265524,
"running": 2,
"selectionWeight": 0.2639961131400724,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 8.833333333333334,
"waiting": 15496
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 216.05,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.05,
"queueFactor": 1.09473898255605,
"queueWeight": 1.09473898255605,
"recentSuccess": 11,
"recentSuccessRate": 0.04583333333333333,
"recentTerminal": 240,
"recentWilsonLowerBound": 0.02578221532980838,
"running": 8,
"selectionWeight": 0.054736949127802505,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 40.0,
"waiting": 8642
},
"MetaX_c-500": {
"available": true,
"backlogHours": 352.9,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.23187005651117787,
"queueFactor": 1.0170585965970822,
"queueWeight": 1.0170585965970822,
"recentSuccess": 29,
"recentSuccessRate": 0.16111111111111112,
"recentTerminal": 180,
"recentWilsonLowerBound": 0.11457950211011259,
"running": 4,
"selectionWeight": 0.2358254342681447,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 30.0,
"waiting": 10587
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2035.6521739130435,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.7819665716100203,
"queueWeight": 0.7819665716100203,
"recentSuccess": 31,
"recentSuccessRate": 0.4492753623188406,
"recentTerminal": 69,
"recentWilsonLowerBound": 0.3376866594343888,
"running": 4,
"selectionWeight": 1.9549164290250507,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.5,
"waiting": 23410
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1232.5411764705882,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.06701261171626484,
"queueFactor": 0.8430891654164798,
"queueWeight": 0.8430891654164798,
"recentSuccess": 10,
"recentSuccessRate": 0.11764705882352941,
"recentTerminal": 85,
"recentWilsonLowerBound": 0.06517287423683975,
"running": 2,
"selectionWeight": 0.05649760688424434,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 14.166666666666666,
"waiting": 17461
},
"Vastai_va16": {
"available": true,
"backlogHours": 255.0082191780822,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 1.0678508482712687,
"queueWeight": 1.0678508482712687,
"recentSuccess": 23,
"recentSuccessRate": 0.06301369863013699,
"recentTerminal": 365,
"recentWilsonLowerBound": 0.04235263536035583,
"running": 16,
"selectionWeight": 0.05339254241356344,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 60.833333333333336,
"waiting": 15513
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 930.1384615384615,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.40023035326665896,
"queueFactor": 0.8794508708783348,
"queueWeight": 0.8794508708783348,
"recentSuccess": 27,
"recentSuccessRate": 0.2076923076923077,
"recentTerminal": 130,
"recentWilsonLowerBound": 0.14684660487829598,
"running": 6,
"selectionWeight": 0.35198293273230685,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 21.666666666666668,
"waiting": 20153
}
},
"queueAttemptedAt": "2026-10-10T19:25:42.171841+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-10T19:25:42.171841+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
}