Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-20T19:15:41.187827+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-20T19:15:41.187827+00:00",
"frameworkAttemptedAt": "2026-10-20T14:17:53.842431+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 43637,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21937,
"successRate": 0.502715585397713,
"wilsonLowerBound": 0.4980242634033145
},
"vllm": {
"framework": "vllm",
"modelCount": 58169,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15533,
"successRate": 0.267032268046554,
"wilsonLowerBound": 0.2634524431482775
},
"vllm_0.23.0": {
"framework": "vllm_0.23.0",
"modelCount": 1,
"officialConfigError": "framework_mismatch",
"officialConfigValid": false,
"successCount": 1,
"successRate": 1.0,
"wilsonLowerBound": 0.20654329147389294
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5283,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1681,
"successRate": 0.3181904221086504,
"wilsonLowerBound": 0.30576636478296837
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38610,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18459,
"successRate": 0.4780885780885781,
"wilsonLowerBound": 0.4731083740486955
},
"vllm": {
"framework": "vllm",
"modelCount": 40601,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11105,
"successRate": 0.27351543065441736,
"wilsonLowerBound": 0.26920098497775014
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14212,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5892,
"successRate": 0.4145792288207149,
"wilsonLowerBound": 0.40650372298764986
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64278,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12098,
"successRate": 0.1882136967547217,
"wilsonLowerBound": 0.18521052321596418
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 35117,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7420,
"successRate": 0.21129367542785546,
"wilsonLowerBound": 0.2070556625249455
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8366,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 117,
"successRate": 0.013985178101840785,
"wilsonLowerBound": 0.011682596398338272
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26778,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3289,
"successRate": 0.12282470684890581,
"wilsonLowerBound": 0.11894726595450104
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16521,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10144664366563767,
"wilsonLowerBound": 0.09693497021042136
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 17437,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6732,
"successRate": 0.38607558639674255,
"wilsonLowerBound": 0.378875168464778
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24824,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3808,
"successRate": 0.15339993554624556,
"wilsonLowerBound": 0.14897055794856734
},
"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": 55248,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13890,
"successRate": 0.2514118158123371,
"wilsonLowerBound": 0.24781165455020288
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 25309,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3226,
"successRate": 0.12746453830653126,
"wilsonLowerBound": 0.12341229530666308
},
"vllm": {
"framework": "vllm",
"modelCount": 87129,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.1121555394874267,
"wilsonLowerBound": 0.1100772803468428
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 49289,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5678,
"successRate": 0.11519811722696748,
"wilsonLowerBound": 0.11240950004727768
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 51756,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3796,
"successRate": 0.07334415333487905,
"wilsonLowerBound": 0.07112963860625157
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94996,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23945,
"successRate": 0.25206324476820074,
"wilsonLowerBound": 0.24931215456726388
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 147,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5672,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 590,
"successRate": 0.10401974612129761,
"wilsonLowerBound": 0.09634090583419136
},
"vllm": {
"framework": "vllm",
"modelCount": 112915,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16539,
"successRate": 0.14647301067174423,
"wilsonLowerBound": 0.14442266275144017
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 307,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.003257328990228013,
"wilsonLowerBound": 0.0005752153501427472
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 25695,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4160,
"successRate": 0.16189920217941234,
"wilsonLowerBound": 0.15744575633733987
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44325,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5724,
"successRate": 0.12913705583756346,
"wilsonLowerBound": 0.1260471713262433
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8480,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 819,
"successRate": 0.09658018867924528,
"wilsonLowerBound": 0.09047458153099709
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 35627,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7165,
"successRate": 0.2011115165464395,
"wilsonLowerBound": 0.1969815929501139
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61563,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12430,
"successRate": 0.20190698958790182,
"wilsonLowerBound": 0.19875461682367024
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18372,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5200,
"successRate": 0.28303940779446984,
"wilsonLowerBound": 0.2765712700340383
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16215,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3919,
"successRate": 0.24168979340117175,
"wilsonLowerBound": 0.2351620075173695
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 69570,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19131,
"successRate": 0.27498921949116,
"wilsonLowerBound": 0.271683721580829
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1662,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 985,
"successRate": 0.5926594464500602,
"wilsonLowerBound": 0.5688497604908518
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48613,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.4469997737230782,
"wilsonLowerBound": 0.44258439998413945
},
"vllm": {
"framework": "vllm",
"modelCount": 41138,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5214,
"successRate": 0.12674412951529,
"wilsonLowerBound": 0.12356403070590219
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1236,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6289,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03052949594530132,
"wilsonLowerBound": 0.026555749965692398
},
"vllm": {
"framework": "vllm",
"modelCount": 10113,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 765,
"successRate": 0.07564520913675467,
"wilsonLowerBound": 0.07065102319044637
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7795,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3431,
"successRate": 0.4401539448364336,
"wilsonLowerBound": 0.4291660224042749
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7432,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.032965554359526375,
"wilsonLowerBound": 0.029141391688609655
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19666,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5598,
"successRate": 0.2846537170751551,
"wilsonLowerBound": 0.2783893696078418
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 29088,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14889,
"successRate": 0.5118605610561056,
"wilsonLowerBound": 0.5061149441754594
},
"vllm": {
"framework": "vllm",
"modelCount": 68440,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7395,
"successRate": 0.10805084745762712,
"wilsonLowerBound": 0.10574693914690322
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14291,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2539,
"successRate": 0.17766426422223777,
"wilsonLowerBound": 0.1714842809947433
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-20T19:15:41.187827+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1114.862745098039,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 1.008821902759846,
"queueWeight": 1.008821902759846,
"recentSuccess": 49,
"recentSuccessRate": 0.3202614379084967,
"recentTerminal": 153,
"recentWilsonLowerBound": 0.2515101160951126,
"running": 9,
"selectionWeight": 2.522054756899615,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.5,
"waiting": 28429
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1432.6423357664235,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.2995664480238407,
"queueFactor": 0.9715765991304194,
"queueWeight": 0.9715765991304194,
"recentSuccess": 43,
"recentSuccessRate": 0.31386861313868614,
"recentTerminal": 137,
"recentWilsonLowerBound": 0.24213533131272647,
"running": 9,
"selectionWeight": 2.2342049490454214,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.833333333333332,
"waiting": 32712
},
"Biren_166m": {
"available": true,
"backlogHours": 96.83389830508474,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 13,
"recentSuccessRate": 0.04406779661016949,
"recentTerminal": 295,
"recentWilsonLowerBound": 0.02593134351705327,
"running": 8,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 49.166666666666664,
"waiting": 4761
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1365.975,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.38299628947284314,
"queueFactor": 0.9785461228659271,
"queueWeight": 0.9785461228659271,
"recentSuccess": 14,
"recentSuccessRate": 0.175,
"recentTerminal": 80,
"recentWilsonLowerBound": 0.10720538981609888,
"running": 9,
"selectionWeight": 0.37477953413568693,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.333333333333334,
"waiting": 18213
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 329.6022099447514,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3627273193967816,
"queueFactor": 1.2111535206678263,
"queueWeight": 1.2111535206678263,
"recentSuccess": 27,
"recentSuccessRate": 0.14917127071823205,
"recentTerminal": 181,
"recentWilsonLowerBound": 0.10458823825843333,
"running": 7,
"selectionWeight": 0.43931846992981516,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 30.166666666666668,
"waiting": 9943
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 66.07185628742515,
"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": 0.023952095808383235,
"recentTerminal": 334,
"recentWilsonLowerBound": 0.01218565817391196,
"running": 25,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 55.666666666666664,
"waiting": 3678
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 240.26600985221674,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05752613292448429,
"queueFactor": 1.2699711722566893,
"queueWeight": 1.2699711722566893,
"recentSuccess": 15,
"recentSuccessRate": 0.07389162561576355,
"recentTerminal": 203,
"recentWilsonLowerBound": 0.04528725424510467,
"running": 0,
"selectionWeight": 0.07305653046550144,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 33.833333333333336,
"waiting": 8129
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2428.65,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.5196939629708124,
"queueFactor": 0.8976209359077478,
"queueWeight": 0.8976209359077478,
"recentSuccess": 9,
"recentSuccessRate": 0.225,
"recentTerminal": 40,
"recentWilsonLowerBound": 0.12315953254678531,
"running": 2,
"selectionWeight": 0.46648818142746706,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.666666666666667,
"waiting": 16191
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 571.2475247524753,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.6912120344010032,
"queueFactor": 1.1152547034561386,
"queueWeight": 1.1152547034561386,
"recentSuccess": 21,
"recentSuccessRate": 0.2079207920792079,
"recentTerminal": 101,
"recentWilsonLowerBound": 0.14020699355070068,
"running": 8,
"selectionWeight": 0.7708774724512051,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.833333333333332,
"waiting": 9616
},
"MetaX_c-500": {
"available": true,
"backlogHours": 758.3870967741935,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.3366084083430605,
"queueFactor": 1.0688433828682755,
"queueWeight": 1.0688433828682755,
"recentSuccess": 25,
"recentSuccessRate": 0.26881720430107525,
"recentTerminal": 93,
"recentWilsonLowerBound": 0.18921182161860808,
"running": 6,
"selectionWeight": 1.4286250527435782,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.5,
"waiting": 11755
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1854.2823529411764,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.21604996788090403,
"queueFactor": 0.9346980430368171,
"queueWeight": 0.9346980430368171,
"recentSuccess": 12,
"recentSuccessRate": 0.1411764705882353,
"recentTerminal": 85,
"recentWilsonLowerBound": 0.08264151586335422,
"running": 4,
"selectionWeight": 0.2019414821764482,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.166666666666666,
"waiting": 26269
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2185.294117647059,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.1411835471544844,
"queueFactor": 0.9119504220970631,
"queueWeight": 0.9119504220970631,
"recentSuccess": 7,
"recentSuccessRate": 0.13725490196078433,
"recentTerminal": 51,
"recentWilsonLowerBound": 0.06811015331542725,
"running": 2,
"selectionWeight": 0.12875239542069267,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.5,
"waiting": 18575
},
"Vastai_va16": {
"available": true,
"backlogHours": 1581.257142857143,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.10317465398249137,
"queueFactor": 0.957298411236579,
"queueWeight": 0.957298411236579,
"recentSuccess": 8,
"recentSuccessRate": 0.11428571428571428,
"recentTerminal": 70,
"recentWilsonLowerBound": 0.05906058386702606,
"running": 16,
"selectionWeight": 0.09876893233732277,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.666666666666666,
"waiting": 18448
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1249.322033898305,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.776530322257869,
"queueFactor": 0.9917370843635587,
"queueWeight": 0.9917370843635587,
"recentSuccess": 25,
"recentSuccessRate": 0.211864406779661,
"recentTerminal": 118,
"recentWilsonLowerBound": 0.14782423635341965,
"running": 9,
"selectionWeight": 0.7701139177159136,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.666666666666668,
"waiting": 24570
}
},
"queueAttemptedAt": "2026-10-20T19:15:41.187827+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-20T19:15:41.187827+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Biren_166m",
"Ascend_910-b3",
"Ascend_910-b4",
"hygon_k100-ai",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}