Files
submmit/.modelhub_state/market_intelligence.json

782 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-10T07:29:46.991502+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-10T07:29:46.991502+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": "2026-10-10T07:29:46.991502+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1152.1241379310345,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.8171973546449243,
"queueFactor": 0.9576187895875821,
"queueWeight": 0.9576187895875821,
"recentSuccess": 47,
"recentSuccessRate": 0.32413793103448274,
"recentTerminal": 145,
"recentWilsonLowerBound": 0.2533452486065094,
"running": 8,
"selectionWeight": 0.7825635416092465,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.166666666666668,
"waiting": 27843
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1478.8548387096773,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9224200156554346,
"queueWeight": 0.9224200156554346,
"recentSuccess": 63,
"recentSuccessRate": 0.5080645161290323,
"recentTerminal": 124,
"recentWilsonLowerBound": 0.42115888884621255,
"running": 9,
"selectionWeight": 2.3060500391385865,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.666666666666668,
"waiting": 30563
},
"Biren_166m": {
"available": true,
"backlogHours": 136.3783783783784,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 19,
"recentSuccessRate": 0.10270270270270271,
"recentTerminal": 185,
"recentWilsonLowerBound": 0.06673918450520243,
"running": 8,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 30.833333333333332,
"waiting": 4205
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1387.4366197183099,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5660235121648329,
"queueFactor": 0.9312913672717502,
"queueWeight": 0.9312913672717502,
"recentSuccess": 22,
"recentSuccessRate": 0.30985915492957744,
"recentTerminal": 71,
"recentWilsonLowerBound": 0.2143957547902181,
"running": 8,
"selectionWeight": 0.5271328105519454,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.833333333333334,
"waiting": 16418
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 390.44117647058823,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2937009853466837,
"queueFactor": 1.1263781267352055,
"queueWeight": 1.1263781267352055,
"recentSuccess": 30,
"recentSuccessRate": 0.22058823529411764,
"recentTerminal": 136,
"recentWilsonLowerBound": 0.15911201250331414,
"running": 8,
"selectionWeight": 0.33081836569508166,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.666666666666668,
"waiting": 8850
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 49.969465648854964,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 1,
"recentSuccessRate": 0.002544529262086514,
"recentTerminal": 393,
"recentWilsonLowerBound": 0.0004493016390765759,
"running": 25,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 65.5,
"waiting": 3273
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 154.67175572519085,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.20222118295358976,
"queueFactor": 1.2942134171933946,
"queueWeight": 1.2942134171933946,
"recentSuccess": 46,
"recentSuccessRate": 0.17557251908396945,
"recentTerminal": 262,
"recentWilsonLowerBound": 0.13428602133853898,
"running": 6,
"selectionWeight": 0.261717368219256,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 43.666666666666664,
"waiting": 6754
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2261.268292682927,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.6984661649677302,
"queueFactor": 0.8654953446092563,
"queueWeight": 0.8654953446092563,
"recentSuccess": 15,
"recentSuccessRate": 0.36585365853658536,
"recentTerminal": 41,
"recentWilsonLowerBound": 0.23589630416936813,
"running": 2,
"selectionWeight": 0.6045192141466512,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.833333333333333,
"waiting": 15452
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 453.59999999999997,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.4692848712157325,
"queueFactor": 1.1013277780766761,
"queueWeight": 1.1013277780766761,
"recentSuccess": 31,
"recentSuccessRate": 0.26956521739130435,
"recentTerminal": 115,
"recentWilsonLowerBound": 0.1968870391761085,
"running": 8,
"selectionWeight": 0.5168364645010217,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.166666666666668,
"waiting": 8694
},
"MetaX_c-500": {
"available": true,
"backlogHours": 513.483870967742,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.3018343563822727,
"queueFactor": 1.0810319485963815,
"queueWeight": 1.0810319485963815,
"recentSuccess": 28,
"recentSuccessRate": 0.22580645161290322,
"recentTerminal": 124,
"recentWilsonLowerBound": 0.16109993441103604,
"running": 4,
"selectionWeight": 0.3262925824332629,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.666666666666668,
"waiting": 10612
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2552.6037735849054,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.4286224580053941,
"queueFactor": 0.8499043246987983,
"queueWeight": 0.8499043246987983,
"recentSuccess": 24,
"recentSuccessRate": 0.4528301886792453,
"recentTerminal": 53,
"recentWilsonLowerBound": 0.32657368160147465,
"running": 5,
"selectionWeight": 1.2141924054206117,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.833333333333334,
"waiting": 22548
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2430.8372093023254,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.1416611195078842,
"queueFactor": 0.8561584923066802,
"queueWeight": 0.8561584923066802,
"recentSuccess": 9,
"recentSuccessRate": 0.20930232558139536,
"recentTerminal": 43,
"recentWilsonLowerBound": 0.11422705997811458,
"running": 2,
"selectionWeight": 0.12128437049634658,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 7.166666666666667,
"waiting": 17421
},
"Vastai_va16": {
"available": true,
"backlogHours": 727.21875,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.25499278049769103,
"queueFactor": 1.0260482641938642,
"queueWeight": 1.0260482641938642,
"recentSuccess": 27,
"recentSuccessRate": 0.2109375,
"recentTerminal": 128,
"recentWilsonLowerBound": 0.1492121185502459,
"running": 16,
"selectionWeight": 0.2616348998116229,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 21.333333333333332,
"waiting": 15514
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 999.2033898305084,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.37086740507236393,
"queueFactor": 0.9782941698746422,
"queueWeight": 0.9782941698746422,
"recentSuccess": 29,
"recentSuccessRate": 0.2457627118644068,
"recentTerminal": 118,
"recentWilsonLowerBound": 0.17691084285864664,
"running": 6,
"selectionWeight": 0.36281742017883095,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.666666666666668,
"waiting": 19651
}
},
"queueAttemptedAt": "2026-10-10T07:29:46.991502+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-10T07:29:46.991502+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
}