Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-09T01:00:53.575531+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-09T01:00:53.575531+00:00",
"frameworkAttemptedAt": "2026-10-08T23:07:19.575202+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 41664,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20593,
"successRate": 0.49426363287250386,
"wilsonLowerBound": 0.48946354547376364
},
"vllm": {
"framework": "vllm",
"modelCount": 55801,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15268,
"successRate": 0.27361516818695003,
"wilsonLowerBound": 0.269931811071502
},
"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": 4094,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1234,
"successRate": 0.3014167073766488,
"wilsonLowerBound": 0.28755180404186026
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 36429,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17010,
"successRate": 0.4669356831096105,
"wilsonLowerBound": 0.4618161266870268
},
"vllm": {
"framework": "vllm",
"modelCount": 39495,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10969,
"successRate": 0.27773135839979746,
"wilsonLowerBound": 0.27333593999416256
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12290,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5174,
"successRate": 0.4209926769731489,
"wilsonLowerBound": 0.4122897961038259
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64209,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.18838480586833622,
"wilsonLowerBound": 0.18537896383119834
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 28373,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6163,
"successRate": 0.21721354809149543,
"wilsonLowerBound": 0.21245391147024092
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7565,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 103,
"successRate": 0.013615333773959022,
"wilsonLowerBound": 0.011239724840687044
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26586,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3267,
"successRate": 0.12288422477995938,
"wilsonLowerBound": 0.11899217262171444
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16503,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10155729261346422,
"wilsonLowerBound": 0.09704095724971204
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 15043,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5975,
"successRate": 0.39719470850229344,
"wilsonLowerBound": 0.3894024077979857
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24676,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3805,
"successRate": 0.1541984114118982,
"wilsonLowerBound": 0.14974624954290644
},
"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": 50606,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12708,
"successRate": 0.25111646840295615,
"wilsonLowerBound": 0.24735712709658325
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23809,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3124,
"successRate": 0.13121088663950606,
"wilsonLowerBound": 0.12698159549208834
},
"vllm": {
"framework": "vllm",
"modelCount": 86952,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9771,
"successRate": 0.11237234336185481,
"wilsonLowerBound": 0.11029020806413715
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 45589,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5495,
"successRate": 0.12053346201934677,
"wilsonLowerBound": 0.11757664083893234
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 45394,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3643,
"successRate": 0.08025289685861568,
"wilsonLowerBound": 0.07778895210654489
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 92154,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22949,
"successRate": 0.24902879961803068,
"wilsonLowerBound": 0.24624717142981703
},
"transformers": {
"framework": "transformers",
"modelCount": 5494,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 581,
"successRate": 0.10575172915908264,
"wilsonLowerBound": 0.09789362423058136
},
"vllm": {
"framework": "vllm",
"modelCount": 112840,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16530,
"successRate": 0.14649060616802553,
"wilsonLowerBound": 0.14443947773088775
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 22624,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3931,
"successRate": 0.1737535360678925,
"wilsonLowerBound": 0.16887169270515065
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43574,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5669,
"successRate": 0.13010051865791528,
"wilsonLowerBound": 0.1269743396485882
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7857,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 727,
"successRate": 0.0925289550719104,
"wilsonLowerBound": 0.08631914216372735
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 33877,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6637,
"successRate": 0.19591463234642972,
"wilsonLowerBound": 0.19172263975439213
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61461,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12418,
"successRate": 0.20204682644278485,
"wilsonLowerBound": 0.19889102513372375
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14391,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4120,
"successRate": 0.28629004238760336,
"wilsonLowerBound": 0.27896243163138196
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15131,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3708,
"successRate": 0.24505981098407242,
"wilsonLowerBound": 0.2382715514250169
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 66868,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18429,
"successRate": 0.2756026799066818,
"wilsonLowerBound": 0.2722289412139234
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 768,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 470,
"successRate": 0.6119791666666666,
"wilsonLowerBound": 0.5770387368765059
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48145,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21530,
"successRate": 0.44719077785855227,
"wilsonLowerBound": 0.44275382122057916
},
"vllm": {
"framework": "vllm",
"modelCount": 39285,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4607,
"successRate": 0.11727122311314751,
"wilsonLowerBound": 0.11412693368144096
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1013,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6286,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030544066178810055,
"wilsonLowerBound": 0.02656844784963345
},
"vllm": {
"framework": "vllm",
"modelCount": 10073,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 756,
"successRate": 0.07505211952744961,
"wilsonLowerBound": 0.07006718147500551
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7085,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3105,
"successRate": 0.4382498235709245,
"wilsonLowerBound": 0.42673273530362626
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7412,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 244,
"successRate": 0.03291958985429034,
"wilsonLowerBound": 0.029093335268996913
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 16923,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5043,
"successRate": 0.2979968090764049,
"wilsonLowerBound": 0.29115211733836716
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27992,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14272,
"successRate": 0.5098599599885681,
"wilsonLowerBound": 0.5040026906573595
},
"vllm": {
"framework": "vllm",
"modelCount": 66745,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7073,
"successRate": 0.10597048468050041,
"wilsonLowerBound": 0.10365796770853952
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13470,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2169,
"successRate": 0.16102449888641426,
"wilsonLowerBound": 0.15491411919719267
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-09T01:11:27.493244+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1247.910447761194,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.7157496703167711,
"queueFactor": 0.9554549029306849,
"queueWeight": 0.9554549029306849,
"recentSuccess": 46,
"recentSuccessRate": 0.34328358208955223,
"recentTerminal": 134,
"recentWilsonLowerBound": 0.26826599296332926,
"running": 8,
"selectionWeight": 0.6838665317751802,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.333333333333332,
"waiting": 27870
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1383.409090909091,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.175162886286006,
"queueFactor": 0.9407952427610493,
"queueWeight": 0.9407952427610493,
"recentSuccess": 55,
"recentSuccessRate": 0.4166666666666667,
"recentTerminal": 132,
"recentWilsonLowerBound": 0.33608260611446034,
"running": 8,
"selectionWeight": 1.1055876528872184,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.0,
"waiting": 30435
},
"Biren_166m": {
"available": true,
"backlogHours": 145.9672131147541,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.18662927719211933,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 36,
"recentSuccessRate": 0.19672131147540983,
"recentTerminal": 183,
"recentWilsonLowerBound": 0.1456164531192414,
"running": 8,
"selectionWeight": 0.24261806034975514,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 30.5,
"waiting": 4452
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1317.2307692307693,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.12226921623259418,
"queueFactor": 0.9477382885465561,
"queueWeight": 0.9477382885465561,
"recentSuccess": 15,
"recentSuccessRate": 0.19230769230769232,
"recentTerminal": 78,
"recentWilsonLowerBound": 0.12015101048823743,
"running": 7,
"selectionWeight": 0.1158792177342076,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 13.0,
"waiting": 17124
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 364.98039215686276,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.22304193258556704,
"queueFactor": 1.1489398066456888,
"queueWeight": 1.1489398066456888,
"recentSuccess": 33,
"recentSuccessRate": 0.21568627450980393,
"recentTerminal": 153,
"recentWilsonLowerBound": 0.15790480028479773,
"running": 7,
"selectionWeight": 0.25626175489874214,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.5,
"waiting": 9307
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 58.63803680981595,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 11,
"recentSuccessRate": 0.03374233128834356,
"recentTerminal": 326,
"recentWilsonLowerBound": 0.018943574574999428,
"running": 3,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 54.333333333333336,
"waiting": 3186
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 204.08999999999997,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.3734988411197593,
"queueFactor": 1.2536157724963295,
"queueWeight": 1.2536157724963295,
"recentSuccess": 51,
"recentSuccessRate": 0.255,
"recentTerminal": 200,
"recentWilsonLowerBound": 0.19960402982802747,
"running": 6,
"selectionWeight": 0.4682240382368309,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 33.333333333333336,
"waiting": 6803
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2173.813953488372,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.8103823203017185,
"queueFactor": 0.8791325307425375,
"queueWeight": 0.8791325307425375,
"recentSuccess": 18,
"recentSuccessRate": 0.4186046511627907,
"recentTerminal": 43,
"recentWilsonLowerBound": 0.28384334337485234,
"running": 2,
"selectionWeight": 0.7124334601158594,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.166666666666667,
"waiting": 15579
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 354.5844155844156,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3174231490991348,
"queueFactor": 1.1539307852725533,
"queueWeight": 1.1539307852725533,
"recentSuccess": 38,
"recentSuccessRate": 0.24675324675324675,
"recentTerminal": 154,
"recentWilsonLowerBound": 0.18537679419928935,
"running": 8,
"selectionWeight": 0.3662843437036514,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.666666666666668,
"waiting": 9101
},
"MetaX_c-500": {
"available": true,
"backlogHours": 594.0545454545455,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.20282007425586546,
"queueFactor": 1.0679815694493249,
"queueWeight": 1.0679815694493249,
"recentSuccess": 24,
"recentSuccessRate": 0.21818181818181817,
"recentTerminal": 110,
"recentWilsonLowerBound": 0.15122852088416214,
"running": 4,
"selectionWeight": 0.2166081012196078,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.333333333333332,
"waiting": 10891
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2256.7,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8742117353589047,
"queueWeight": 0.8742117353589047,
"recentSuccess": 36,
"recentSuccessRate": 0.6,
"recentTerminal": 60,
"recentWilsonLowerBound": 0.47365824394206846,
"running": 5,
"selectionWeight": 2.185529338397262,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.0,
"waiting": 22567
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3261.5625,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.15168880079930383,
"queueFactor": 0.8272253803922609,
"queueWeight": 0.8272253803922609,
"recentSuccess": 8,
"recentSuccessRate": 0.25,
"recentTerminal": 32,
"recentWilsonLowerBound": 0.13252243982621553,
"running": 2,
"selectionWeight": 0.12548082594245,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 5.333333333333333,
"waiting": 17395
},
"Vastai_va16": {
"available": true,
"backlogHours": 507.8181818181818,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.19217403390475857,
"queueFactor": 1.0934060423212442,
"queueWeight": 1.0934060423212442,
"recentSuccess": 39,
"recentSuccessRate": 0.19696969696969696,
"recentTerminal": 198,
"recentWilsonLowerBound": 0.1475672429101846,
"running": 16,
"selectionWeight": 0.21012424984871067,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 33.0,
"waiting": 16758
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1248.516129032258,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.9446775635649453,
"queueFactor": 0.9553853619199435,
"queueWeight": 0.9553853619199435,
"recentSuccess": 37,
"recentSuccessRate": 0.3978494623655914,
"recentTerminal": 93,
"recentWilsonLowerBound": 0.3043326526883518,
"running": 6,
"selectionWeight": 0.9025311159641457,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.5,
"waiting": 19352
}
},
"queueAttemptedAt": "2026-10-09T01:07:23.173639+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-09T01:07:23.173639+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Vastai_va16",
"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
}