Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-13T13:29:29.158936+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-13T13:29:29.158936+00:00",
"frameworkAttemptedAt": "2026-10-13T12:32:07.366791+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 42478,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21140,
"successRate": 0.4976693817976364,
"wilsonLowerBound": 0.4929149301019631
},
"vllm": {
"framework": "vllm",
"modelCount": 56888,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15391,
"successRate": 0.27054914920545636,
"wilsonLowerBound": 0.2669141113676807
},
"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": 4509,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1374,
"successRate": 0.3047238855622089,
"wilsonLowerBound": 0.2914594920444584
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 37249,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17552,
"successRate": 0.47120728073236867,
"wilsonLowerBound": 0.466141216274745
},
"vllm": {
"framework": "vllm",
"modelCount": 39925,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11035,
"successRate": 0.27639323731997495,
"wilsonLowerBound": 0.272028101095638
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12973,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5432,
"successRate": 0.4187157943420951,
"wilsonLowerBound": 0.4102514297404107
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64219,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.18835547112225354,
"wilsonLowerBound": 0.1853500442293691
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 30844,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6680,
"successRate": 0.21657372584619375,
"wilsonLowerBound": 0.2120121921082847
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7867,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 108,
"successRate": 0.013728231854582433,
"wilsonLowerBound": 0.011383940257773506
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26663,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3278,
"successRate": 0.12294190451187038,
"wilsonLowerBound": 0.11905459480308092
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16510,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10151423379769836,
"wilsonLowerBound": 0.09699971253714496
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 15958,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6279,
"successRate": 0.39347035969419725,
"wilsonLowerBound": 0.3859172223844562
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24781,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3807,
"successRate": 0.1536257616722489,
"wilsonLowerBound": 0.14918985264962017
},
"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": 52340,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13203,
"successRate": 0.2522544898739014,
"wilsonLowerBound": 0.24855197090082676
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24783,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3157,
"successRate": 0.12738570794496226,
"wilsonLowerBound": 0.12329239764443839
},
"vllm": {
"framework": "vllm",
"modelCount": 87028,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.1122857011536517,
"wilsonLowerBound": 0.11020517821976525
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 46588,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5577,
"successRate": 0.11970893792392891,
"wilsonLowerBound": 0.11679246576930598
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 47831,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3702,
"successRate": 0.07739750371098242,
"wilsonLowerBound": 0.07503648256572422
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94014,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23481,
"successRate": 0.24976067394217882,
"wilsonLowerBound": 0.24700385624070484
},
"transformers": {
"framework": "transformers",
"modelCount": 5579,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 586,
"successRate": 0.10503674493636853,
"wilsonLowerBound": 0.09726123593448852
},
"vllm": {
"framework": "vllm",
"modelCount": 112868,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16532,
"successRate": 0.14647198497359748,
"wilsonLowerBound": 0.14442121872114128
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 139,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.007194244604316547,
"wilsonLowerBound": 0.0012710589909932836
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 23911,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4033,
"successRate": 0.16866714064656435,
"wilsonLowerBound": 0.16397409594114126
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43677,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5680,
"successRate": 0.1300455617372988,
"wilsonLowerBound": 0.12692360419500948
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8172,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 767,
"successRate": 0.0938570729319628,
"wilsonLowerBound": 0.08772350577750741
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34520,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6855,
"successRate": 0.19858053302433373,
"wilsonLowerBound": 0.1944057547592191
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61498,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12424,
"successRate": 0.20202283001073207,
"wilsonLowerBound": 0.1988681147823616
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 16126,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4548,
"successRate": 0.28202902145603376,
"wilsonLowerBound": 0.27513623484302685
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15499,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3765,
"successRate": 0.24291889799341893,
"wilsonLowerBound": 0.2362315482345066
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 68075,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18750,
"successRate": 0.2754315093646713,
"wilsonLowerBound": 0.27208835402188736
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1050,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 632,
"successRate": 0.6019047619047619,
"wilsonLowerBound": 0.5719763035239288
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48440,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.4485962014863749,
"wilsonLowerBound": 0.44417133940746467
},
"vllm": {
"framework": "vllm",
"modelCount": 39969,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4848,
"successRate": 0.12129400285221047,
"wilsonLowerBound": 0.11812971227223361
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1097,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6287,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030539207889295372,
"wilsonLowerBound": 0.02656421387260057
},
"vllm": {
"framework": "vllm",
"modelCount": 10091,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 762,
"successRate": 0.07551283321771876,
"wilsonLowerBound": 0.07051757164676267
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7364,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3236,
"successRate": 0.43943508962520367,
"wilsonLowerBound": 0.4281335886589124
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7423,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.033005523373299206,
"wilsonLowerBound": 0.029176789607432262
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18398,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5438,
"successRate": 0.29557560604413524,
"wilsonLowerBound": 0.28902523743349995
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28473,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14566,
"successRate": 0.5115723668036385,
"wilsonLowerBound": 0.5057649821560192
},
"vllm": {
"framework": "vllm",
"modelCount": 67432,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7212,
"successRate": 0.10695218887175229,
"wilsonLowerBound": 0.10464185808263873
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13756,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2315,
"successRate": 0.16829020063972086,
"wilsonLowerBound": 0.16213090602257882
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-13T13:35:25.451601+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1200.776978417266,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.3087360390728433,
"queueFactor": 0.9555405143342567,
"queueWeight": 0.9555405143342567,
"recentSuccess": 46,
"recentSuccessRate": 0.33093525179856115,
"recentTerminal": 139,
"recentWilsonLowerBound": 0.2581807839687957,
"running": 8,
"selectionWeight": 2.2060908222376994,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.166666666666668,
"waiting": 27818
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1781.2571428571428,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9006570766451582,
"queueWeight": 0.9006570766451582,
"recentSuccess": 37,
"recentSuccessRate": 0.3523809523809524,
"recentTerminal": 105,
"recentWilsonLowerBound": 0.26769213349239385,
"running": 8,
"selectionWeight": 2.2516426916128953,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.5,
"waiting": 31172
},
"Biren_166m": {
"available": true,
"backlogHours": 168.12565445026178,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.1831514375713435,
"queueFactor": 1.2832857163208176,
"queueWeight": 1.2832857163208176,
"recentSuccess": 23,
"recentSuccessRate": 0.12041884816753927,
"recentTerminal": 191,
"recentWilsonLowerBound": 0.08159575665748214,
"running": 8,
"selectionWeight": 0.23503562375892903,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 31.833333333333332,
"waiting": 5352
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 698.8531468531469,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.15467146179307684,
"queueFactor": 1.0363598268539036,
"queueWeight": 1.0363598268539036,
"recentSuccess": 17,
"recentSuccessRate": 0.11888111888111888,
"recentTerminal": 143,
"recentWilsonLowerBound": 0.0755620746118221,
"running": 7,
"selectionWeight": 0.16029528936311327,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.833333333333332,
"waiting": 16656
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 359.07382550335575,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.831171302737609,
"queueFactor": 1.1452252010578645,
"queueWeight": 1.1452252010578645,
"recentSuccess": 33,
"recentSuccessRate": 0.2214765100671141,
"recentTerminal": 149,
"recentWilsonLowerBound": 0.1622742038249329,
"running": 7,
"selectionWeight": 0.9518783222912054,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.833333333333332,
"waiting": 8917
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 46.96446700507614,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 8,
"recentSuccessRate": 0.02030456852791878,
"recentTerminal": 394,
"recentWilsonLowerBound": 0.010323639395446532,
"running": 8,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 65.66666666666667,
"waiting": 3084
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 175.93388429752065,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.08466197508040066,
"queueFactor": 1.2745768754846594,
"queueWeight": 1.2745768754846594,
"recentSuccess": 21,
"recentSuccessRate": 0.08677685950413223,
"recentTerminal": 242,
"recentWilsonLowerBound": 0.05745653364049529,
"running": 6,
"selectionWeight": 0.10790819567033716,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 40.333333333333336,
"waiting": 7096
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1792.8679245283017,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.6922293827752667,
"queueFactor": 0.899779747912783,
"queueWeight": 0.899779747912783,
"recentSuccess": 13,
"recentSuccessRate": 0.24528301886792453,
"recentTerminal": 53,
"recentWilsonLowerBound": 0.14932762711854577,
"running": 2,
"selectionWeight": 0.6228539795313509,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.833333333333334,
"waiting": 15837
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 354.8811188811189,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.0642622450708412,
"queueFactor": 1.1472446060827377,
"queueWeight": 1.1472446060827377,
"recentSuccess": 35,
"recentSuccessRate": 0.24475524475524477,
"recentTerminal": 143,
"recentWilsonLowerBound": 0.18157189677413066,
"running": 8,
"selectionWeight": 1.2209691201150272,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.833333333333332,
"waiting": 8458
},
"MetaX_c-500": {
"available": true,
"backlogHours": 562.6842105263158,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.2974693194819715,
"queueFactor": 1.0706037228807548,
"queueWeight": 1.0706037228807548,
"recentSuccess": 31,
"recentSuccessRate": 0.2719298245614035,
"recentTerminal": 114,
"recentWilsonLowerBound": 0.198683388564943,
"running": 4,
"selectionWeight": 1.3890754837609582,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.0,
"waiting": 10691
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2303.090909090909,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.1974678669941329,
"queueFactor": 0.8666062091380858,
"queueWeight": 0.8666062091380858,
"recentSuccess": 10,
"recentSuccessRate": 0.15151515151515152,
"recentTerminal": 66,
"recentWilsonLowerBound": 0.08443546388835518,
"running": 4,
"selectionWeight": 0.17112687964236925,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.0,
"waiting": 25334
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1914.3214285714284,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.8909764589535877,
"queueWeight": 0.8909764589535877,
"recentSuccess": 5,
"recentSuccessRate": 0.08928571428571429,
"recentTerminal": 56,
"recentWilsonLowerBound": 0.03874157726308829,
"running": 2,
"selectionWeight": 0.04454882294767939,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 9.333333333333334,
"waiting": 17867
},
"Vastai_va16": {
"available": true,
"backlogHours": 1252.9090909090908,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9494684202387408,
"queueWeight": 0.9494684202387408,
"recentSuccess": 7,
"recentSuccessRate": 0.09090909090909091,
"recentTerminal": 77,
"recentWilsonLowerBound": 0.044735141893571646,
"running": 16,
"selectionWeight": 0.04747342101193704,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 12.833333333333334,
"waiting": 16079
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1074.6,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.4718562955866952,
"queueFactor": 0.9715864135669983,
"queueWeight": 0.9715864135669983,
"recentSuccess": 34,
"recentSuccessRate": 0.2833333333333333,
"recentTerminal": 120,
"recentWilsonLowerBound": 0.2104050919824472,
"running": 6,
"selectionWeight": 1.4300355795150848,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.0,
"waiting": 21492
}
},
"queueAttemptedAt": "2026-10-13T13:35:25.451601+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-13T13:35:25.451601+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",
"Sunrise_pt-200-x1",
"Biren_166m",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}