Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-10T00:49:42.553433+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-10T00:49:42.553433+00:00",
"frameworkAttemptedAt": "2026-10-09T23:50:45.963306+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 41853,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20718,
"successRate": 0.49501827825962297,
"wilsonLowerBound": 0.4902288923187982
},
"vllm": {
"framework": "vllm",
"modelCount": 56038,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15292,
"successRate": 0.2728862557550234,
"wilsonLowerBound": 0.2692137830454104
},
"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": 4197,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1260,
"successRate": 0.3002144388849178,
"wilsonLowerBound": 0.28653520250741454
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 36634,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17150,
"successRate": 0.4681443467816782,
"wilsonLowerBound": 0.4630381916371868
},
"vllm": {
"framework": "vllm",
"modelCount": 39599,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10990,
"successRate": 0.2775322609156797,
"wilsonLowerBound": 0.273143582313837
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12455,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5236,
"successRate": 0.4203934162986752,
"wilsonLowerBound": 0.41175006851533597
}
},
"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": 28851,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6253,
"successRate": 0.2167342553117743,
"wilsonLowerBound": 0.21201775391991506
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7603,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 103,
"successRate": 0.013547283966855188,
"wilsonLowerBound": 0.011183487596744458
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26603,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3268,
"successRate": 0.12284328835093787,
"wilsonLowerBound": 0.11895303348065779
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16504,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10155113911778962,
"wilsonLowerBound": 0.09703506300045812
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 15242,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6044,
"successRate": 0.39653588767878234,
"wilsonLowerBound": 0.38879680929808424
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24699,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3806,
"successRate": 0.15409530750232803,
"wilsonLowerBound": 0.14964644124868595
},
"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": 50983,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12813,
"successRate": 0.25131906714002705,
"wilsonLowerBound": 0.24757255674218256
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23835,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3125,
"successRate": 0.13110971260750998,
"wilsonLowerBound": 0.1268841156955079
},
"vllm": {
"framework": "vllm",
"modelCount": 86971,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9771,
"successRate": 0.11234779409228364,
"wilsonLowerBound": 0.11026608570957736
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 45841,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5515,
"successRate": 0.12030714862241225,
"wilsonLowerBound": 0.11736081319787275
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 45775,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3648,
"successRate": 0.07969415619879847,
"wilsonLowerBound": 0.07724831183757795
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 92443,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23085,
"successRate": 0.24972144997457893,
"wilsonLowerBound": 0.24694154161923904
},
"transformers": {
"framework": "transformers",
"modelCount": 5520,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 583,
"successRate": 0.10561594202898551,
"wilsonLowerBound": 0.09778040833385636
},
"vllm": {
"framework": "vllm",
"modelCount": 112845,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16530,
"successRate": 0.14648411537950287,
"wilsonLowerBound": 0.14443307019868848
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 55,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.01818181818181818,
"wilsonLowerBound": 0.0032166975922527864
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 22797,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3943,
"successRate": 0.17296135456419703,
"wilsonLowerBound": 0.16810686340100453
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43597,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5671,
"successRate": 0.13007775764387458,
"wilsonLowerBound": 0.12695263168491505
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7909,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 739,
"successRate": 0.09343785560753572,
"wilsonLowerBound": 0.08721936541601845
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34029,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6681,
"successRate": 0.19633253989244467,
"wilsonLowerBound": 0.1921463980994867
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61467,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12419,
"successRate": 0.2020433728667415,
"wilsonLowerBound": 0.1988877451461734
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14762,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4212,
"successRate": 0.2853271914374746,
"wilsonLowerBound": 0.27809912614902904
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15193,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3721,
"successRate": 0.24491542157572566,
"wilsonLowerBound": 0.23814229021103242
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 67173,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18512,
"successRate": 0.2755869173626308,
"wilsonLowerBound": 0.2722208778437507
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 820,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 494,
"successRate": 0.6024390243902439,
"wilsonLowerBound": 0.5685389970058234
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48225,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21598,
"successRate": 0.4478589942975635,
"wilsonLowerBound": 0.4434250330680697
},
"vllm": {
"framework": "vllm",
"modelCount": 39427,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4665,
"successRate": 0.1183199330408096,
"wilsonLowerBound": 0.115168870984586
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1034,
"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": 7149,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3128,
"successRate": 0.4375437124073297,
"wilsonLowerBound": 0.42608054200865464
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7416,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 244,
"successRate": 0.03290183387270766,
"wilsonLowerBound": 0.029077614020079336
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17429,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5180,
"successRate": 0.2972058064145964,
"wilsonLowerBound": 0.2904658971701002
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28106,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14352,
"successRate": 0.5106382978723404,
"wilsonLowerBound": 0.504793000640169
},
"vllm": {
"framework": "vllm",
"modelCount": 66895,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7099,
"successRate": 0.10612153374691681,
"wilsonLowerBound": 0.10381011254401962
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13523,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2194,
"successRate": 0.16224210604155884,
"wilsonLowerBound": 0.15612432307159246
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-10T00:53:39.514844+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1168.0985915492956,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.8267649032009863,
"queueFactor": 0.9594615653521195,
"queueWeight": 0.9594615653521195,
"recentSuccess": 41,
"recentSuccessRate": 0.2887323943661972,
"recentTerminal": 142,
"recentWilsonLowerBound": 0.22053765905389083,
"running": 8,
"selectionWeight": 0.7932491482034119,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.666666666666668,
"waiting": 27645
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1389.1603053435115,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.4170966167938757,
"queueFactor": 0.9348386347545697,
"queueWeight": 0.9348386347545697,
"recentSuccess": 47,
"recentSuccessRate": 0.35877862595419846,
"recentTerminal": 131,
"recentWilsonLowerBound": 0.28174376830987274,
"running": 9,
"selectionWeight": 1.3247566665589063,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.833333333333332,
"waiting": 30330
},
"Biren_166m": {
"available": true,
"backlogHours": 137.96791443850267,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.09726706799108242,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 23,
"recentSuccessRate": 0.12299465240641712,
"recentTerminal": 187,
"recentWilsonLowerBound": 0.08337212055874602,
"running": 8,
"selectionWeight": 0.12644718838840716,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 31.166666666666668,
"waiting": 4300
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1207.0243902439024,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.12979708353177388,
"queueFactor": 0.9547553493952478,
"queueWeight": 0.9547553493952478,
"recentSuccess": 13,
"recentSuccessRate": 0.15853658536585366,
"recentTerminal": 82,
"recentWilsonLowerBound": 0.0950550048917098,
"running": 8,
"selectionWeight": 0.12392445983786293,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 13.666666666666666,
"waiting": 16496
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 461.68965517241384,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5790656457029364,
"queueFactor": 1.1028005796367515,
"queueWeight": 1.1028005796367515,
"recentSuccess": 30,
"recentSuccessRate": 0.25862068965517243,
"recentTerminal": 116,
"recentWilsonLowerBound": 0.18757950357929473,
"running": 8,
"selectionWeight": 0.638593929728928,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.333333333333332,
"waiting": 8926
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 55.67796610169491,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 13,
"recentSuccessRate": 0.03672316384180791,
"recentTerminal": 354,
"recentWilsonLowerBound": 0.021584511593467953,
"running": 26,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 59.0,
"waiting": 3285
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 102.47999999999999,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 33,
"recentSuccessRate": 0.0825,
"recentTerminal": 400,
"recentWilsonLowerBound": 0.05934551650734201,
"running": 2,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 66.66666666666667,
"waiting": 6832
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2155.5348837209303,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.7034893347377648,
"queueFactor": 0.8752180161219376,
"queueWeight": 0.8752180161219376,
"recentSuccess": 14,
"recentSuccessRate": 0.32558139534883723,
"recentTerminal": 43,
"recentWilsonLowerBound": 0.20493115181779817,
"running": 2,
"selectionWeight": 0.6157065399121282,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.166666666666667,
"waiting": 15448
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 472.81081081081084,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5853412804050729,
"queueFactor": 1.0988702038376303,
"queueWeight": 1.0988702038376303,
"recentSuccess": 29,
"recentSuccessRate": 0.26126126126126126,
"recentTerminal": 111,
"recentWilsonLowerBound": 0.18850083133789378,
"running": 8,
"selectionWeight": 0.643214092113302,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.5,
"waiting": 8747
},
"MetaX_c-500": {
"available": true,
"backlogHours": 588.0,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.6101930234532303,
"queueFactor": 1.0635132581263218,
"queueWeight": 1.0635132581263218,
"recentSuccess": 29,
"recentSuccessRate": 0.26605504587155965,
"recentTerminal": 109,
"recentWilsonLowerBound": 0.19209740149947543,
"running": 4,
"selectionWeight": 0.6489483704586961,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.166666666666668,
"waiting": 10682
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1961.1304347826087,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8877149529135124,
"queueWeight": 0.8877149529135124,
"recentSuccess": 33,
"recentSuccessRate": 0.4782608695652174,
"recentTerminal": 69,
"recentWilsonLowerBound": 0.36468525497597737,
"running": 4,
"selectionWeight": 2.219287382283781,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.5,
"waiting": 22553
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3860.222222222222,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.26596456880593966,
"queueFactor": 0.8019691482030993,
"queueWeight": 0.8019691482030993,
"recentSuccess": 7,
"recentSuccessRate": 0.25925925925925924,
"recentTerminal": 27,
"recentWilsonLowerBound": 0.13170208422866778,
"running": 2,
"selectionWeight": 0.213295378697504,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 4.5,
"waiting": 17371
},
"Vastai_va16": {
"available": true,
"backlogHours": 604.8387096774194,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.6769580327103643,
"queueFactor": 1.059018557668045,
"queueWeight": 1.059018557668045,
"recentSuccess": 41,
"recentSuccessRate": 0.2645161290322581,
"recentTerminal": 155,
"recentWilsonLowerBound": 0.20138123218788218,
"running": 16,
"selectionWeight": 0.7169111194027272,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.833333333333332,
"waiting": 15625
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1291.1868131868132,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.9238957720238189,
"queueFactor": 0.9451508841885767,
"queueWeight": 0.9451508841885767,
"recentSuccess": 29,
"recentSuccessRate": 0.31868131868131866,
"recentTerminal": 91,
"recentWilsonLowerBound": 0.2319585919157763,
"running": 6,
"selectionWeight": 0.8732209058264001,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.166666666666666,
"waiting": 19583
}
},
"queueAttemptedAt": "2026-10-10T00:53:39.514844+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-10T00:53:39.514844+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Vastai_va16",
"Iluvatar_mrv-100",
"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
}