Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-30T01:56:08.847520+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-30T01:56:08.847520+00:00",
"frameworkAttemptedAt": "2026-09-29T20:18:03.570924+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 40158,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19490,
"successRate": 0.4853329349071169,
"wilsonLowerBound": 0.48044632487689726
},
"vllm": {
"framework": "vllm",
"modelCount": 53783,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14949,
"successRate": 0.27795028168752206,
"wilsonLowerBound": 0.2741800681818067
},
"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": 3171,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 899,
"successRate": 0.2835067801955219,
"wilsonLowerBound": 0.26808883491056007
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34709,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15835,
"successRate": 0.4562217292344925,
"wilsonLowerBound": 0.45098682993631267
},
"vllm": {
"framework": "vllm",
"modelCount": 38587,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10834,
"successRate": 0.28076813434576414,
"wilsonLowerBound": 0.27630635202083437
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10761,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4503,
"successRate": 0.4184555338723167,
"wilsonLowerBound": 0.40916560902539967
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64138,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12092,
"successRate": 0.18853098007421498,
"wilsonLowerBound": 0.1855225752776889
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 23616,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4844,
"successRate": 0.20511517615176153,
"wilsonLowerBound": 0.20001337202252867
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7011,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 79,
"successRate": 0.011268007416916274,
"wilsonLowerBound": 0.009051123475798858
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26463,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3252,
"successRate": 0.12288856138759778,
"wilsonLowerBound": 0.11898754026741845
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16490,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10163735597331716,
"wilsonLowerBound": 0.09711764770880076
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 13150,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5392,
"successRate": 0.41003802281368823,
"wilsonLowerBound": 0.40165894318515766
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24465,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3796,
"successRate": 0.15516043327202125,
"wilsonLowerBound": 0.15067768656556627
},
"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": 47120,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11716,
"successRate": 0.24864176570458404,
"wilsonLowerBound": 0.24475967258860087
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23586,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3100,
"successRate": 0.13143390146697193,
"wilsonLowerBound": 0.12718180303857218
},
"vllm": {
"framework": "vllm",
"modelCount": 86815,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9767,
"successRate": 0.1125035996083626,
"wilsonLowerBound": 0.11041875867654109
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 43113,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5267,
"successRate": 0.12216732772017722,
"wilsonLowerBound": 0.1191096873161058
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 38696,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3549,
"successRate": 0.0917149059334298,
"wilsonLowerBound": 0.08887952252083743
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 90468,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22019,
"successRate": 0.2433899279303179,
"wilsonLowerBound": 0.24060448381769892
},
"transformers": {
"framework": "transformers",
"modelCount": 5409,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 580,
"successRate": 0.10722869291920872,
"wilsonLowerBound": 0.09926004695577871
},
"vllm": {
"framework": "vllm",
"modelCount": 112754,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16526,
"successRate": 0.14656686237295352,
"wilsonLowerBound": 0.14451450898539636
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 20371,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3714,
"successRate": 0.18231800107996662,
"wilsonLowerBound": 0.1770758507745676
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43282,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5632,
"successRate": 0.13012337692343237,
"wilsonLowerBound": 0.1269865415399851
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7381,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 652,
"successRate": 0.08833491396829699,
"wilsonLowerBound": 0.08207306133247114
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32515,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6145,
"successRate": 0.18898969706289404,
"wilsonLowerBound": 0.18477107157674597
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61276,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12404,
"successRate": 0.20242835694235917,
"wilsonLowerBound": 0.19926556048196212
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11060,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3249,
"successRate": 0.29376130198915007,
"wilsonLowerBound": 0.2853451815349393
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14339,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3596,
"successRate": 0.2507845735406932,
"wilsonLowerBound": 0.2437569924370251
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 64481,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17674,
"successRate": 0.2740962454056234,
"wilsonLowerBound": 0.27066682531238484
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 315,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 199,
"successRate": 0.6317460317460317,
"wilsonLowerBound": 0.5771912724480218
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47404,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20983,
"successRate": 0.4426419711416758,
"wilsonLowerBound": 0.4381754134319434
},
"vllm": {
"framework": "vllm",
"modelCount": 37932,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4054,
"successRate": 0.10687546135189287,
"wilsonLowerBound": 0.10380597715054646
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 795,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6283,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030558650326277255,
"wilsonLowerBound": 0.02658115788279188
},
"vllm": {
"framework": "vllm",
"modelCount": 10048,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 747,
"successRate": 0.07434315286624203,
"wilsonLowerBound": 0.069374887461707
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6520,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2824,
"successRate": 0.4331288343558282,
"wilsonLowerBound": 0.4211439775684615
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7398,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 242,
"successRate": 0.03271154366044877,
"wilsonLowerBound": 0.02889439609899827
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14591,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4724,
"successRate": 0.3237612226715098,
"wilsonLowerBound": 0.3162161230968598
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27311,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13918,
"successRate": 0.5096115118450442,
"wilsonLowerBound": 0.5036816373592693
},
"vllm": {
"framework": "vllm",
"modelCount": 64563,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6708,
"successRate": 0.10389851772687143,
"wilsonLowerBound": 0.10156835659986313
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13018,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2000,
"successRate": 0.15363343063450607,
"wilsonLowerBound": 0.14754118680737602
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-30T02:03:11.965534+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1298.784,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.7418404682267965,
"queueFactor": 0.9743292661259956,
"queueWeight": 0.9743292661259956,
"recentSuccess": 39,
"recentSuccessRate": 0.312,
"recentTerminal": 125,
"recentWilsonLowerBound": 0.2374075954530664,
"running": 8,
"selectionWeight": 0.7227968789899796,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.833333333333332,
"waiting": 27058
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1303.218045112782,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.2249379185656402,
"queueFactor": 0.9738312895786314,
"queueWeight": 0.9738312895786314,
"recentSuccess": 50,
"recentSuccessRate": 0.37593984962406013,
"recentTerminal": 133,
"recentWilsonLowerBound": 0.29819216386268604,
"running": 8,
"selectionWeight": 1.1928828728905418,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.166666666666668,
"waiting": 28888
},
"Biren_166m": {
"available": true,
"backlogHours": 118.46376811594203,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.1299536277296569,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 31,
"recentSuccessRate": 0.1497584541062802,
"recentTerminal": 207,
"recentWilsonLowerBound": 0.10755260195901312,
"running": 8,
"selectionWeight": 0.16893971604855398,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 34.5,
"waiting": 4087
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1723.4444444444443,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.747494192677261,
"queueFactor": 0.9338490771660812,
"queueWeight": 0.9338490771660812,
"recentSuccess": 19,
"recentSuccessRate": 0.35185185185185186,
"recentTerminal": 54,
"recentWilsonLowerBound": 0.23822831722420018,
"running": 7,
"selectionWeight": 0.6980467620186651,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.0,
"waiting": 15511
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 449.01724137931035,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.24379833685311814,
"queueFactor": 1.142606879594098,
"queueWeight": 1.142606879594098,
"recentSuccess": 24,
"recentSuccessRate": 0.20689655172413793,
"recentTerminal": 116,
"recentWilsonLowerBound": 0.14316009603424576,
"running": 7,
"selectionWeight": 0.2785656569219721,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 19.333333333333332,
"waiting": 8681
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 31.292978208232448,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 4,
"recentSuccessRate": 0.009685230024213076,
"recentTerminal": 413,
"recentWilsonLowerBound": 0.003772600286791607,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 68.83333333333333,
"waiting": 2154
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 112.26086956521739,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.052320358223648514,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 28,
"recentSuccessRate": 0.10144927536231885,
"recentTerminal": 276,
"recentWilsonLowerBound": 0.07112494892070584,
"running": 5,
"selectionWeight": 0.06801646569074307,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 46.0,
"waiting": 5164
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 3344.896551724138,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.1014302335618662,
"queueFactor": 0.8454323923241591,
"queueWeight": 0.8454323923241591,
"recentSuccess": 13,
"recentSuccessRate": 0.4482758620689655,
"recentTerminal": 29,
"recentWilsonLowerBound": 0.2841291114874579,
"running": 2,
"selectionWeight": 0.9311847973383659,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.833333333333333,
"waiting": 16167
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 404.35555555555555,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.6218487561829171,
"queueFactor": 1.1607047856181085,
"queueWeight": 1.1607047856181085,
"recentSuccess": 39,
"recentSuccessRate": 0.28888888888888886,
"recentTerminal": 135,
"recentWilsonLowerBound": 0.21911127327414318,
"running": 8,
"selectionWeight": 0.7217828272321802,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.5,
"waiting": 9098
},
"MetaX_c-500": {
"available": true,
"backlogHours": 691.9333333333333,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.26508497204877784,
"queueFactor": 1.0708450889355112,
"queueWeight": 1.0708450889355112,
"recentSuccess": 20,
"recentSuccessRate": 0.2222222222222222,
"recentTerminal": 90,
"recentWilsonLowerBound": 0.14871223281666784,
"running": 4,
"selectionWeight": 0.28386494046904104,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 15.0,
"waiting": 10379
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1942.1470588235293,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.9172632005133721,
"queueWeight": 0.9172632005133721,
"recentSuccess": 36,
"recentSuccessRate": 0.5294117647058824,
"recentTerminal": 68,
"recentWilsonLowerBound": 0.41240715813747064,
"running": 4,
"selectionWeight": 2.2931580012834303,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.333333333333334,
"waiting": 22011
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2313.5454545454545,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.8935000511955121,
"queueWeight": 0.8935000511955121,
"recentSuccess": 6,
"recentSuccessRate": 0.13636363636363635,
"recentTerminal": 44,
"recentWilsonLowerBound": 0.06402867407860051,
"running": 2,
"selectionWeight": 0.044675002559775606,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 7.333333333333333,
"waiting": 16966
},
"Vastai_va16": {
"available": true,
"backlogHours": 1007.0232558139535,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.29405057297801196,
"queueFactor": 1.012232698108387,
"queueWeight": 1.012232698108387,
"recentSuccess": 20,
"recentSuccessRate": 0.23255813953488372,
"recentTerminal": 86,
"recentWilsonLowerBound": 0.1558899158392809,
"running": 16,
"selectionWeight": 0.2976476048658502,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.333333333333334,
"waiting": 14434
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1177.0736842105264,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.5811832739065954,
"queueFactor": 0.9888165795850861,
"queueWeight": 0.9888165795850861,
"recentSuccess": 28,
"recentSuccessRate": 0.29473684210526313,
"recentTerminal": 95,
"recentWilsonLowerBound": 0.21247799848789717,
"running": 6,
"selectionWeight": 0.5746836570163819,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.833333333333334,
"waiting": 18637
}
},
"queueAttemptedAt": "2026-09-30T02:03:11.965534+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-30T02:03:11.965534+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"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
}