Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-10T08:58:39.462602+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-10T08:58:39.462602+00:00",
"frameworkAttemptedAt": "2026-10-10T07:29:46.991502+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 41913,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20756,
"successRate": 0.4952162813446902,
"wilsonLowerBound": 0.49043028742450373
},
"vllm": {
"framework": "vllm",
"modelCount": 56106,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15297,
"successRate": 0.27264463693722596,
"wilsonLowerBound": 0.26897541734804775
},
"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": 4221,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1267,
"successRate": 0.30016583747927034,
"wilsonLowerBound": 0.2865256812404507
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 36693,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17187,
"successRate": 0.4683999672962145,
"wilsonLowerBound": 0.4632977228375229
},
"vllm": {
"framework": "vllm",
"modelCount": 39628,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10995,
"successRate": 0.2774553346118906,
"wilsonLowerBound": 0.27306863789875013
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12495,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5255,
"successRate": 0.42056822729091636,
"wilsonLowerBound": 0.4119381348279238
}
},
"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": 29033,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6300,
"successRate": 0.21699445458616057,
"wilsonLowerBound": 0.21229055032992292
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7626,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 103,
"successRate": 0.013506425386834513,
"wilsonLowerBound": 0.011149721830591139
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26612,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3269,
"successRate": 0.12283932060724485,
"wilsonLowerBound": 0.11894976977717306
},
"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": 15326,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6068,
"successRate": 0.39592848753751797,
"wilsonLowerBound": 0.3882127619846015
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24706,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3806,
"successRate": 0.15405164737310775,
"wilsonLowerBound": 0.14960393208736786
},
"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": 51112,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12851,
"successRate": 0.2514282360306777,
"wilsonLowerBound": 0.24768588203209174
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23848,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3127,
"successRate": 0.13112210667561222,
"wilsonLowerBound": 0.12689747163100207
},
"vllm": {
"framework": "vllm",
"modelCount": 86979,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9771,
"successRate": 0.1123374607663919,
"wilsonLowerBound": 0.1102559320853489
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 45917,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5530,
"successRate": 0.12043469738876669,
"wilsonLowerBound": 0.11748940352604008
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 46010,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3649,
"successRate": 0.07930884590306456,
"wilsonLowerBound": 0.07687467020950307
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 92503,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23119,
"successRate": 0.24992702939364128,
"wilsonLowerBound": 0.24714724526172824
},
"transformers": {
"framework": "transformers",
"modelCount": 5521,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 583,
"successRate": 0.10559681217170802,
"wilsonLowerBound": 0.09776262346075357
},
"vllm": {
"framework": "vllm",
"modelCount": 112848,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16530,
"successRate": 0.14648022118247553,
"wilsonLowerBound": 0.14442922595225255
},
"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": 22862,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3956,
"successRate": 0.17303822937625754,
"wilsonLowerBound": 0.1681896914490327
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43600,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5671,
"successRate": 0.13006880733944953,
"wilsonLowerBound": 0.12694388094171583
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7921,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 745,
"successRate": 0.09405378108824643,
"wilsonLowerBound": 0.08782067439260924
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34072,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6702,
"successRate": 0.1967011035454332,
"wilsonLowerBound": 0.19251455248856156
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61469,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12420,
"successRate": 0.20205306739982756,
"wilsonLowerBound": 0.19889743324247072
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14837,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4228,
"successRate": 0.2849632675069084,
"wilsonLowerBound": 0.27775622921991017
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15204,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3722,
"successRate": 0.24480399894764535,
"wilsonLowerBound": 0.23803437306084016
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 67247,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18528,
"successRate": 0.27552158460600473,
"wilsonLowerBound": 0.2721576422574394
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 840,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 506,
"successRate": 0.6023809523809524,
"wilsonLowerBound": 0.5688902235092256
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48245,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21617,
"successRate": 0.4480671572183646,
"wilsonLowerBound": 0.44363390327653096
},
"vllm": {
"framework": "vllm",
"modelCount": 39466,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4682,
"successRate": 0.11863376070541733,
"wilsonLowerBound": 0.11548055259290799
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1035,
"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": 7166,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3137,
"successRate": 0.43776165224672065,
"wilsonLowerBound": 0.4263112896899593
}
},
"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": 17530,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5218,
"successRate": 0.29766115231032514,
"wilsonLowerBound": 0.2909374696139977
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28141,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14370,
"successRate": 0.51064283429871,
"wilsonLowerBound": 0.5048011741196732
},
"vllm": {
"framework": "vllm",
"modelCount": 66933,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7107,
"successRate": 0.10618080767334499,
"wilsonLowerBound": 0.10386945881483124
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13544,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2206,
"successRate": 0.16287655050206734,
"wilsonLowerBound": 0.15675349091990512
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-10T09:05:48.854870+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1213.9130434782608,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.1633048720476895,
"queueFactor": 0.9615004173659586,
"queueWeight": 0.9615004173659586,
"recentSuccess": 47,
"recentSuccessRate": 0.34057971014492755,
"recentTerminal": 138,
"recentWilsonLowerBound": 0.26678692544463495,
"running": 8,
"selectionWeight": 1.1185181199977066,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.0,
"waiting": 27920
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1495.1707317073171,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9319100508658479,
"queueWeight": 0.9319100508658479,
"recentSuccess": 57,
"recentSuccessRate": 0.4634146341463415,
"recentTerminal": 123,
"recentWilsonLowerBound": 0.37773363767576046,
"running": 8,
"selectionWeight": 2.32977512716462,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.5,
"waiting": 30651
},
"Biren_166m": {
"available": true,
"backlogHours": 141.70212765957447,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.09964271696004277,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 24,
"recentSuccessRate": 0.1276595744680851,
"recentTerminal": 188,
"recentWilsonLowerBound": 0.08730755398545642,
"running": 8,
"selectionWeight": 0.12953553204805562,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 31.333333333333332,
"waiting": 4440
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1316.64,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.7152349865890146,
"queueFactor": 0.9498555333474455,
"queueWeight": 0.9498555333474455,
"recentSuccess": 23,
"recentSuccessRate": 0.30666666666666664,
"recentTerminal": 75,
"recentWilsonLowerBound": 0.21386719822895708,
"running": 7,
"selectionWeight": 0.6793699096552616,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.5,
"waiting": 16458
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 406.37593984962405,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.427965668589717,
"queueFactor": 1.1330221906034244,
"queueWeight": 1.1330221906034244,
"recentSuccess": 31,
"recentSuccessRate": 0.23308270676691728,
"recentTerminal": 133,
"recentWilsonLowerBound": 0.1693411263341765,
"running": 7,
"selectionWeight": 0.4848945993285803,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.166666666666668,
"waiting": 9008
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 61.41269841269841,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 0,
"recentSuccessRate": 0.0,
"recentTerminal": 378,
"recentWilsonLowerBound": 0.0,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 63.0,
"waiting": 3869
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 180.85714285714283,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.3456216986619299,
"queueFactor": 1.2793143280847548,
"queueWeight": 1.2793143280847548,
"recentSuccess": 45,
"recentSuccessRate": 0.20089285714285715,
"recentTerminal": 224,
"recentWilsonLowerBound": 0.15366572909674223,
"running": 4,
"selectionWeight": 0.4421587911951984,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 37.333333333333336,
"waiting": 6752
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1932.875,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.4077547887065678,
"queueFactor": 0.896699749526109,
"queueWeight": 0.896699749526109,
"recentSuccess": 13,
"recentSuccessRate": 0.2708333333333333,
"recentTerminal": 48,
"recentWilsonLowerBound": 0.16565803561632889,
"running": 2,
"selectionWeight": 0.36563361690125085,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.0,
"waiting": 15463
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 477.13761467889907,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.34067796974084513,
"queueFactor": 1.1060660586170306,
"queueWeight": 1.1060660586170306,
"recentSuccess": 24,
"recentSuccessRate": 0.22018348623853212,
"recentTerminal": 109,
"recentWilsonLowerBound": 0.1526627048081528,
"running": 8,
"selectionWeight": 0.37681233924890856,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.166666666666668,
"waiting": 8668
},
"MetaX_c-500": {
"available": true,
"backlogHours": 553.2521739130434,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.4552311273554093,
"queueFactor": 1.0817804894481884,
"queueWeight": 1.0817804894481884,
"recentSuccess": 28,
"recentSuccessRate": 0.24347826086956523,
"recentTerminal": 115,
"recentWilsonLowerBound": 0.17416253017380065,
"running": 4,
"selectionWeight": 0.4924601517625853,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.166666666666668,
"waiting": 10604
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 3007.4666666666667,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.108147224161299,
"queueFactor": 0.8391652481962908,
"queueWeight": 0.8391652481962908,
"recentSuccess": 22,
"recentSuccessRate": 0.4888888888888889,
"recentTerminal": 45,
"recentWilsonLowerBound": 0.3495678935302451,
"running": 4,
"selectionWeight": 1.769083888597638,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.5,
"waiting": 22556
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2613.45,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.21240328269233846,
"queueFactor": 0.857028934239999,
"queueWeight": 0.857028934239999,
"recentSuccess": 9,
"recentSuccessRate": 0.225,
"recentTerminal": 40,
"recentWilsonLowerBound": 0.12315953254678531,
"running": 2,
"selectionWeight": 0.18203575899489208,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 6.666666666666667,
"waiting": 17423
},
"Vastai_va16": {
"available": true,
"backlogHours": 742.8480000000001,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.3418790187455578,
"queueFactor": 1.0350054103600803,
"queueWeight": 1.0350054103600803,
"recentSuccess": 27,
"recentSuccessRate": 0.216,
"recentTerminal": 125,
"recentWilsonLowerBound": 0.15290710972320587,
"running": 16,
"selectionWeight": 0.35384663409024764,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.833333333333332,
"waiting": 15476
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1125.8857142857144,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.6152610632185371,
"queueFactor": 0.9724190707371398,
"queueWeight": 0.9724190707371398,
"recentSuccess": 29,
"recentSuccessRate": 0.2761904761904762,
"recentTerminal": 105,
"recentWilsonLowerBound": 0.19972009427826307,
"running": 6,
"selectionWeight": 0.5982915913557145,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.5,
"waiting": 19703
}
},
"queueAttemptedAt": "2026-10-10T08:58:39.462602+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-10T08:58:39.462602+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
}