Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-14T09:45:13.444117+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-14T09:45:13.444117+00:00",
"frameworkAttemptedAt": "2026-10-14T09:36:02.877221+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 42622,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21244,
"successRate": 0.49842804185631834,
"wilsonLowerBound": 0.493681530942167
},
"vllm": {
"framework": "vllm",
"modelCount": 57111,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15408,
"successRate": 0.26979040815254507,
"wilsonLowerBound": 0.26616571502254316
},
"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": 4605,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1411,
"successRate": 0.30640608034744843,
"wilsonLowerBound": 0.29325697529962574
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 37390,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17649,
"successRate": 0.47202460550949454,
"wilsonLowerBound": 0.4669675407664476
},
"vllm": {
"framework": "vllm",
"modelCount": 40055,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11055,
"successRate": 0.27599550617900387,
"wilsonLowerBound": 0.27163941147666976
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 13112,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5480,
"successRate": 0.4179377669310555,
"wilsonLowerBound": 0.4095206789674169
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64221,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.18834960526930444,
"wilsonLowerBound": 0.18534426139185217
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 31349,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6765,
"successRate": 0.21579635714057865,
"wilsonLowerBound": 0.21127745505385256
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7962,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 112,
"successRate": 0.014066817382567194,
"wilsonLowerBound": 0.01170436852150487
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26676,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3280,
"successRate": 0.12295696506222822,
"wilsonLowerBound": 0.11907037985864273
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16511,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10150808551874507,
"wilsonLowerBound": 0.09699382329741071
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 16113,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6329,
"successRate": 0.3927884317011109,
"wilsonLowerBound": 0.3852740453697425
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24786,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3808,
"successRate": 0.15363511659807957,
"wilsonLowerBound": 0.1491995363144016
},
"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": 52686,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13278,
"successRate": 0.2520214098622025,
"wilsonLowerBound": 0.24833216122062743
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24808,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3160,
"successRate": 0.127378265075782,
"wilsonLowerBound": 0.1232870934209147
},
"vllm": {
"framework": "vllm",
"modelCount": 87038,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11227280038603828,
"wilsonLowerBound": 0.11019250180860952
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 46903,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5595,
"successRate": 0.11928874485640577,
"wilsonLowerBound": 0.11638647232858006
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 48074,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3719,
"successRate": 0.07735990348213172,
"wilsonLowerBound": 0.07500530663666655
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94175,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23563,
"successRate": 0.2502044066896735,
"wilsonLowerBound": 0.2474482833114897
},
"transformers": {
"framework": "transformers",
"modelCount": 5592,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 587,
"successRate": 0.10497138769670958,
"wilsonLowerBound": 0.0972068594985044
},
"vllm": {
"framework": "vllm",
"modelCount": 112876,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16532,
"successRate": 0.146461603883908,
"wilsonLowerBound": 0.14441097078360798
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 165,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.006060606060606061,
"wilsonLowerBound": 0.0010706205657562634
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 24167,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4053,
"successRate": 0.16770803161335707,
"wilsonLowerBound": 0.16305050441572155
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43724,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5688,
"successRate": 0.13008873845027902,
"wilsonLowerBound": 0.12696799305059717
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8207,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 774,
"successRate": 0.09430973559156818,
"wilsonLowerBound": 0.08817504810910823
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34636,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6887,
"successRate": 0.1988393578935212,
"wilsonLowerBound": 0.19466943350680024
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61511,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12425,
"successRate": 0.2019963908894344,
"wilsonLowerBound": 0.19884216377810277
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 16464,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4645,
"successRate": 0.28213070942662777,
"wilsonLowerBound": 0.27530772457261443
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15602,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3782,
"successRate": 0.24240481989488527,
"wilsonLowerBound": 0.23574433419783902
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 68334,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18809,
"successRate": 0.2752509731612375,
"wilsonLowerBound": 0.27191482609316875
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1101,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 659,
"successRate": 0.5985467756584922,
"wilsonLowerBound": 0.5692971175934777
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48462,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.44839255499153974,
"wilsonLowerBound": 0.44396890027928687
},
"vllm": {
"framework": "vllm",
"modelCount": 40107,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4897,
"successRate": 0.12209838681526916,
"wilsonLowerBound": 0.11893029784715764
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1113,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6288,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030534351145038167,
"wilsonLowerBound": 0.02655998124483518
},
"vllm": {
"framework": "vllm",
"modelCount": 10093,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 763,
"successRate": 0.07559694838006539,
"wilsonLowerBound": 0.07059950132152285
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7438,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3258,
"successRate": 0.43802097337994084,
"wilsonLowerBound": 0.4267803414907565
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7424,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.0330010775862069,
"wilsonLowerBound": 0.029172852259161434
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18565,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5455,
"successRate": 0.2938324804740102,
"wilsonLowerBound": 0.28732309180283744
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28545,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14608,
"successRate": 0.5117533718689788,
"wilsonLowerBound": 0.505953341532944
},
"vllm": {
"framework": "vllm",
"modelCount": 67572,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7242,
"successRate": 0.10717456934825076,
"wilsonLowerBound": 0.10486446679711654
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13804,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2339,
"successRate": 0.16944363952477542,
"wilsonLowerBound": 0.1632775819073838
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-14T09:45:13.444117+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1100.980132450331,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.2823779977429006,
"queueFactor": 0.9976023843830737,
"queueWeight": 0.9976023843830737,
"recentSuccess": 38,
"recentSuccessRate": 0.25165562913907286,
"recentTerminal": 151,
"recentWilsonLowerBound": 0.18918551648503334,
"running": 8,
"selectionWeight": 1.2793033482287095,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.166666666666668,
"waiting": 27708
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1340.3142857142857,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9685976339002378,
"queueWeight": 0.9685976339002378,
"recentSuccess": 46,
"recentSuccessRate": 0.32857142857142857,
"recentTerminal": 140,
"recentWilsonLowerBound": 0.2562544989688083,
"running": 8,
"selectionWeight": 2.4214940847505946,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.333333333333332,
"waiting": 31274
},
"Biren_166m": {
"available": true,
"backlogHours": 136.23684210526315,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.2503816612392269,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 29,
"recentSuccessRate": 0.12719298245614036,
"recentTerminal": 228,
"recentWilsonLowerBound": 0.09003827879913306,
"running": 8,
"selectionWeight": 0.325496159610995,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 38.0,
"waiting": 5177
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1452.1739130434783,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.748067156130961,
"queueFactor": 0.957021305265308,
"queueWeight": 0.957021305265308,
"recentSuccess": 16,
"recentSuccessRate": 0.2318840579710145,
"recentTerminal": 69,
"recentWilsonLowerBound": 0.14807779670568116,
"running": 7,
"selectionWeight": 0.7159162061865593,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.5,
"waiting": 16700
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 391.19117647058823,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.48454495813977416,
"queueFactor": 1.1651076215952931,
"queueWeight": 1.1651076215952931,
"recentSuccess": 24,
"recentSuccessRate": 0.17647058823529413,
"recentTerminal": 136,
"recentWilsonLowerBound": 0.1215513292836418,
"running": 7,
"selectionWeight": 0.5645470237342232,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.666666666666668,
"waiting": 8867
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 74.03007518796993,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 15,
"recentSuccessRate": 0.05639097744360902,
"recentTerminal": 266,
"recentWilsonLowerBound": 0.034467725937299326,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 44.333333333333336,
"waiting": 3282
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 133.18153846153848,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.2952722643623449,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 42,
"recentSuccessRate": 0.12923076923076923,
"recentTerminal": 325,
"recentWilsonLowerBound": 0.0970469280051649,
"running": 11,
"selectionWeight": 0.38385394367104836,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 54.166666666666664,
"waiting": 7214
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2212.3255813953488,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.4226243430576481,
"queueFactor": 0.8984564785371221,
"queueWeight": 0.8984564785371221,
"recentSuccess": 9,
"recentSuccessRate": 0.20930232558139536,
"recentTerminal": 43,
"recentWilsonLowerBound": 0.11422705997811458,
"running": 2,
"selectionWeight": 0.37970957900763913,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.166666666666667,
"waiting": 15855
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 370.83582089552243,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.9879736869349965,
"queueFactor": 1.1744841198212401,
"queueWeight": 1.1744841198212401,
"recentSuccess": 31,
"recentSuccessRate": 0.23134328358208955,
"recentTerminal": 134,
"recentWilsonLowerBound": 0.16803556563317654,
"running": 8,
"selectionWeight": 1.1603594061063949,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.333333333333332,
"waiting": 8282
},
"MetaX_c-500": {
"available": true,
"backlogHours": 573.4054054054054,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.6072739210294796,
"queueFactor": 1.10015818298829,
"queueWeight": 1.10015818298829,
"recentSuccess": 22,
"recentSuccessRate": 0.1981981981981982,
"recentTerminal": 111,
"recentWilsonLowerBound": 0.1346877647184602,
"running": 4,
"selectionWeight": 0.6680973735359667,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.5,
"waiting": 10608
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2681.684210526316,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.6141086173901045,
"queueFactor": 0.8728975118384579,
"queueWeight": 0.8728975118384579,
"recentSuccess": 18,
"recentSuccessRate": 0.3157894736842105,
"recentTerminal": 57,
"recentWilsonLowerBound": 0.2100412363168152,
"running": 4,
"selectionWeight": 1.4089513959568356,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.5,
"waiting": 25476
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2035.811320754717,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.07780355851570764,
"queueFactor": 0.9097326298062026,
"queueWeight": 0.9097326298062026,
"recentSuccess": 6,
"recentSuccessRate": 0.11320754716981132,
"recentTerminal": 53,
"recentWilsonLowerBound": 0.05292958911068668,
"running": 2,
"selectionWeight": 0.07078043589677548,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.833333333333334,
"waiting": 17983
},
"Vastai_va16": {
"available": true,
"backlogHours": 1066.0219780219782,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 1.0024425140534248,
"queueWeight": 1.0024425140534248,
"recentSuccess": 6,
"recentSuccessRate": 0.06593406593406594,
"recentTerminal": 91,
"recentWilsonLowerBound": 0.030565869950639868,
"running": 16,
"selectionWeight": 0.050122125702671244,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 15.166666666666666,
"waiting": 16168
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1228.8679245283017,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.9511508584467361,
"queueFactor": 0.9812928162282698,
"queueWeight": 0.9812928162282698,
"recentSuccess": 25,
"recentSuccessRate": 0.2358490566037736,
"recentTerminal": 106,
"recentWilsonLowerBound": 0.16515930334184276,
"running": 5,
"selectionWeight": 0.933357504543134,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.666666666666668,
"waiting": 21710
}
},
"queueAttemptedAt": "2026-10-14T09:40:30.782086+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-14T09:40:30.782086+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Ascend_910-b3",
"Ascend_910-b4",
"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
}