Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-07T04:40:02.176622+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-07T04:40:02.176622+00:00",
"frameworkAttemptedAt": "2026-10-07T02:49:44.359045+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 41345,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20367,
"successRate": 0.49261095658483495,
"wilsonLowerBound": 0.4877927534642807
},
"vllm": {
"framework": "vllm",
"modelCount": 55367,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15210,
"successRate": 0.2747123737966659,
"wilsonLowerBound": 0.271009968124151
},
"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": 3940,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1188,
"successRate": 0.3015228426395939,
"wilsonLowerBound": 0.2873919171238285
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 36045,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16762,
"successRate": 0.46502982383132196,
"wilsonLowerBound": 0.45988463554292275
},
"vllm": {
"framework": "vllm",
"modelCount": 39313,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10953,
"successRate": 0.2786101289649734,
"wilsonLowerBound": 0.274200213236218
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 11957,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5032,
"successRate": 0.4208413481642552,
"wilsonLowerBound": 0.41201897910024327
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64199,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12095,
"successRate": 0.18839857318649822,
"wilsonLowerBound": 0.18539241282897448
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 27371,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5923,
"successRate": 0.21639691644441197,
"wilsonLowerBound": 0.21155841745868167
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7487,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 100,
"successRate": 0.013356484573260318,
"wilsonLowerBound": 0.010994440052302323
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26546,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3264,
"successRate": 0.12295637760867928,
"wilsonLowerBound": 0.11906042822467508
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16500,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10157575757575757,
"wilsonLowerBound": 0.09705864429500073
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 14601,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5850,
"successRate": 0.4006574892130676,
"wilsonLowerBound": 0.39273605343569545
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24629,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3802,
"successRate": 0.15437086361606236,
"wilsonLowerBound": 0.14991241953041584
},
"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": 49855,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12503,
"successRate": 0.25078728312105103,
"wilsonLowerBound": 0.2470015621691959
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23751,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3115,
"successRate": 0.13115237253168288,
"wilsonLowerBound": 0.1269188152454508
},
"vllm": {
"framework": "vllm",
"modelCount": 86910,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9768,
"successRate": 0.11239212978943734,
"wilsonLowerBound": 0.11030933326866474
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 45111,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5470,
"successRate": 0.12125645629669038,
"wilsonLowerBound": 0.11827636160175647
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44350,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3626,
"successRate": 0.0817587373167982,
"wilsonLowerBound": 0.07924472986543407
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 91677,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22704,
"successRate": 0.2476520828561144,
"wilsonLowerBound": 0.24486850334768961
},
"transformers": {
"framework": "transformers",
"modelCount": 5470,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 580,
"successRate": 0.10603290676416818,
"wilsonLowerBound": 0.09814845205174555
},
"vllm": {
"framework": "vllm",
"modelCount": 112818,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16529,
"successRate": 0.1465103086386924,
"wilsonLowerBound": 0.14445886579638145
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 22241,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3888,
"successRate": 0.17481228362034082,
"wilsonLowerBound": 0.16987694028514813
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43518,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5659,
"successRate": 0.13003814513534628,
"wilsonLowerBound": 0.1269106261684637
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7782,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 720,
"successRate": 0.09252120277563608,
"wilsonLowerBound": 0.0862827295884373
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 33611,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6533,
"successRate": 0.1943708904822826,
"wilsonLowerBound": 0.19017534955341314
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61445,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12415,
"successRate": 0.2020506143705753,
"wilsonLowerBound": 0.1988943821866819
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 13664,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3930,
"successRate": 0.28761709601873536,
"wilsonLowerBound": 0.2800878062672543
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14971,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3688,
"successRate": 0.2463429296640171,
"wilsonLowerBound": 0.2395063796267826
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 66368,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18287,
"successRate": 0.27553941658630665,
"wilsonLowerBound": 0.2721532878834032
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 669,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 414,
"successRate": 0.6188340807174888,
"wilsonLowerBound": 0.5814512057852773
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47989,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21403,
"successRate": 0.4459980412177791,
"wilsonLowerBound": 0.4415551278878001
},
"vllm": {
"framework": "vllm",
"modelCount": 39008,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4501,
"successRate": 0.11538658736669401,
"wilsonLowerBound": 0.11225384812304562
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 980,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6285,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03054892601431981,
"wilsonLowerBound": 0.026572683176579088
},
"vllm": {
"framework": "vllm",
"modelCount": 10068,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 755,
"successRate": 0.07499006754072308,
"wilsonLowerBound": 0.07000590829180167
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6985,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3051,
"successRate": 0.4367931281317108,
"wilsonLowerBound": 0.4251992754549449
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7405,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 244,
"successRate": 0.03295070898041864,
"wilsonLowerBound": 0.029120888399895118
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15944,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4934,
"successRate": 0.30945810336176616,
"wilsonLowerBound": 0.302329199645969
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27836,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14177,
"successRate": 0.5093044977726685,
"wilsonLowerBound": 0.5034307886181606
},
"vllm": {
"framework": "vllm",
"modelCount": 66410,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6993,
"successRate": 0.10530040656527631,
"wilsonLowerBound": 0.10298869805013633
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13373,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2117,
"successRate": 0.1583040454647424,
"wilsonLowerBound": 0.15221549626156017
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-07T04:40:02.176622+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 995.710843373494,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.470395237782476,
"queueFactor": 1.0104527702491621,
"queueWeight": 1.0104527702491621,
"recentSuccess": 58,
"recentSuccessRate": 0.3493975903614458,
"recentTerminal": 166,
"recentWilsonLowerBound": 0.2810177638839893,
"running": 7,
"selectionWeight": 1.4857649413784784,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.666666666666668,
"waiting": 27548
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1317.7664233576643,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9688582434157229,
"queueWeight": 0.9688582434157229,
"recentSuccess": 60,
"recentSuccessRate": 0.43795620437956206,
"recentTerminal": 137,
"recentWilsonLowerBound": 0.35769197151520876,
"running": 8,
"selectionWeight": 2.4221456085393074,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.833333333333332,
"waiting": 30089
},
"Biren_166m": {
"available": true,
"backlogHours": 132.23999999999998,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.47515520522621457,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 44,
"recentSuccessRate": 0.22,
"recentTerminal": 200,
"recentWilsonLowerBound": 0.16816453539463408,
"running": 8,
"selectionWeight": 0.617701766794079,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 33.333333333333336,
"waiting": 4408
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1409.9178082191781,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.21723121294201467,
"queueFactor": 0.9590846384216052,
"queueWeight": 0.9590846384216052,
"recentSuccess": 14,
"recentSuccessRate": 0.1917808219178082,
"recentTerminal": 73,
"recentWilsonLowerBound": 0.11782254045474991,
"running": 7,
"selectionWeight": 0.20834311931837884,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.166666666666666,
"waiting": 17154
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 428.25563909774434,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4824998273645542,
"queueFactor": 1.1467811371849805,
"queueWeight": 1.1467811371849805,
"recentSuccess": 31,
"recentSuccessRate": 0.23308270676691728,
"recentTerminal": 133,
"recentWilsonLowerBound": 0.1693411263341765,
"running": 7,
"selectionWeight": 0.5533217007166803,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.166666666666668,
"waiting": 9493
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 44.06944444444444,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 10,
"recentSuccessRate": 0.023148148148148147,
"recentTerminal": 432,
"recentWilsonLowerBound": 0.012621132388984147,
"running": 15,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 72.0,
"waiting": 3173
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 175.42465753424656,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.0559044226859683,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 21,
"recentSuccessRate": 0.0958904109589041,
"recentTerminal": 219,
"recentWilsonLowerBound": 0.06357475847056406,
"running": 8,
"selectionWeight": 0.07267574949175878,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 36.5,
"waiting": 6403
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2167.5348837209303,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.8944372597081075,
"queueFactor": 0.8991685122522656,
"queueWeight": 0.8991685122522656,
"recentSuccess": 15,
"recentSuccessRate": 0.3488372093023256,
"recentTerminal": 43,
"recentWilsonLowerBound": 0.22418398748963103,
"running": 1,
"selectionWeight": 0.8042498201147323,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.166666666666667,
"waiting": 15534
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 362.5548387096774,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.0797859572422599,
"queueFactor": 1.1757905044120112,
"queueWeight": 1.1757905044120112,
"recentSuccess": 18,
"recentSuccessRate": 0.11612903225806452,
"recentTerminal": 155,
"recentWilsonLowerBound": 0.07473138547397101,
"running": 8,
"selectionWeight": 0.09381157091087192,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.833333333333332,
"waiting": 9366
},
"MetaX_c-500": {
"available": true,
"backlogHours": 669.4545454545455,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.4089470312159564,
"queueFactor": 1.0724519425179702,
"queueWeight": 1.0724519425179702,
"recentSuccess": 36,
"recentSuccessRate": 0.36363636363636365,
"recentTerminal": 99,
"recentWilsonLowerBound": 0.2756174840982329,
"running": 3,
"selectionWeight": 1.5110279805324796,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.5,
"waiting": 11046
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1634.625,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.9914729029603861,
"queueFactor": 0.9380441597345859,
"queueWeight": 0.9380441597345859,
"recentSuccess": 34,
"recentSuccessRate": 0.425,
"recentTerminal": 80,
"recentWilsonLowerBound": 0.3225638801480733,
"running": 4,
"selectionWeight": 1.8680895258916719,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.333333333333334,
"waiting": 21795
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2272.133333333333,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.24935674405896277,
"queueFactor": 0.8928344361641474,
"queueWeight": 0.8928344361641474,
"recentSuccess": 10,
"recentSuccessRate": 0.2222222222222222,
"recentTerminal": 45,
"recentWilsonLowerBound": 0.12544551866005635,
"running": 2,
"selectionWeight": 0.22263428798561163,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.5,
"waiting": 17041
},
"Vastai_va16": {
"available": true,
"backlogHours": 1235.566265060241,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9782640590899007,
"queueWeight": 0.9782640590899007,
"recentSuccess": 3,
"recentSuccessRate": 0.03614457831325301,
"recentTerminal": 83,
"recentWilsonLowerBound": 0.012367579124893054,
"running": 16,
"selectionWeight": 0.048913202954495034,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 13.833333333333334,
"waiting": 17092
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1138.6607142857142,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.7141220183787799,
"queueFactor": 0.9903229732995684,
"queueWeight": 0.9903229732995684,
"recentSuccess": 31,
"recentSuccessRate": 0.2767857142857143,
"recentTerminal": 112,
"recentWilsonLowerBound": 0.2023765976068205,
"running": 5,
"selectionWeight": 0.7072114405395623,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.666666666666668,
"waiting": 21255
}
},
"queueAttemptedAt": "2026-10-07T04:34:45.471615+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-07T04:34:45.471615+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"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
}