Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-14T08:23:05.266297+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-14T08:23:05.266297+00:00",
"frameworkAttemptedAt": "2026-10-14T03:33:21.451549+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 42575,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21210,
"successRate": 0.49817968291250736,
"wilsonLowerBound": 0.4934305835271709
},
"vllm": {
"framework": "vllm",
"modelCount": 57064,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15405,
"successRate": 0.26996004486190944,
"wilsonLowerBound": 0.26633313286559424
},
"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": 4571,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1397,
"successRate": 0.30562240210019687,
"wilsonLowerBound": 0.2924353279084998
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 37341,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17616,
"successRate": 0.4717602635173134,
"wilsonLowerBound": 0.46670006220266624
},
"vllm": {
"framework": "vllm",
"modelCount": 40027,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11050,
"successRate": 0.27606365703150376,
"wilsonLowerBound": 0.2717057056207441
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 13071,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5467,
"successRate": 0.418254150409303,
"wilsonLowerBound": 0.4098229200489838
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64219,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.18835547112225354,
"wilsonLowerBound": 0.1853500442293691
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 31229,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6741,
"successRate": 0.21585705594159274,
"wilsonLowerBound": 0.21132907516973232
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7937,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 111,
"successRate": 0.01398513292175885,
"wilsonLowerBound": 0.011626734114265312
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26665,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3278,
"successRate": 0.12293268329270579,
"wilsonLowerBound": 0.1190456457244366
},
"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": 16075,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6315,
"successRate": 0.392846034214619,
"wilsonLowerBound": 0.3853225945359408
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24784,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3807,
"successRate": 0.15360716591349258,
"wilsonLowerBound": 0.14917174733820737
},
"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": 52590,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13253,
"successRate": 0.25200608480699754,
"wilsonLowerBound": 0.24831356304232508
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24802,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3159,
"successRate": 0.12736876058382388,
"wilsonLowerBound": 0.1232772346939346
},
"vllm": {
"framework": "vllm",
"modelCount": 87036,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.1122753803024036,
"wilsonLowerBound": 0.11019503685752899
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 46839,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5593,
"successRate": 0.11940903947565064,
"wilsonLowerBound": 0.11650351729527793
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 47916,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3715,
"successRate": 0.0775315134819267,
"wilsonLowerBound": 0.07517065067808322
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94138,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23540,
"successRate": 0.2500584248656228,
"wilsonLowerBound": 0.24730230587597993
},
"transformers": {
"framework": "transformers",
"modelCount": 5592,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 587,
"successRate": 0.10497138769670958,
"wilsonLowerBound": 0.0972068594985044
},
"vllm": {
"framework": "vllm",
"modelCount": 112874,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16532,
"successRate": 0.14646419901837446,
"wilsonLowerBound": 0.14441353263163567
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 160,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.00625,
"wilsonLowerBound": 0.001104103354391482
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 24090,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4048,
"successRate": 0.1680365296803653,
"wilsonLowerBound": 0.16336791201231537
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43716,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5686,
"successRate": 0.13006679476621832,
"wilsonLowerBound": 0.12694599489775588
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8199,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 774,
"successRate": 0.09440175631174534,
"wilsonLowerBound": 0.08826136392099801
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34606,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6880,
"successRate": 0.19880945500780212,
"wilsonLowerBound": 0.19463797913800265
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61505,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12425,
"successRate": 0.2020160962523372,
"wilsonLowerBound": 0.19886159939926898
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 16376,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4613,
"successRate": 0.2816927210552027,
"wilsonLowerBound": 0.27485492147391194
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15568,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3775,
"successRate": 0.24248458376156218,
"wilsonLowerBound": 0.2358161269139787
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 68254,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18788,
"successRate": 0.27526591848096815,
"wilsonLowerBound": 0.27192776708293753
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1080,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 649,
"successRate": 0.600925925925926,
"wilsonLowerBound": 0.571411184777982
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48455,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.4484573315447322,
"wilsonLowerBound": 0.44403329269398023
},
"vllm": {
"framework": "vllm",
"modelCount": 40083,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4884,
"successRate": 0.12184716712820896,
"wilsonLowerBound": 0.1186810051073539
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1112,
"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": 10091,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 762,
"successRate": 0.07551283321771876,
"wilsonLowerBound": 0.07051757164676267
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7422,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3255,
"successRate": 0.4385610347615198,
"wilsonLowerBound": 0.4273065277391674
}
},
"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": 18520,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5449,
"successRate": 0.2942224622030238,
"wilsonLowerBound": 0.2877026039361728
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28524,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14596,
"successRate": 0.5117094376665264,
"wilsonLowerBound": 0.5059072663255458
},
"vllm": {
"framework": "vllm",
"modelCount": 67531,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7234,
"successRate": 0.10712117397935762,
"wilsonLowerBound": 0.10481089150664974
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13795,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2335,
"successRate": 0.16926422616890177,
"wilsonLowerBound": 0.16309887557171437
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-14T08:23:05.266297+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1130.6530612244899,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.764180133650162,
"queueFactor": 1.0014761590491794,
"queueWeight": 1.0014761590491794,
"recentSuccess": 40,
"recentSuccessRate": 0.272108843537415,
"recentTerminal": 147,
"recentWilsonLowerBound": 0.20665280720015586,
"running": 8,
"selectionWeight": 1.7667843441188322,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.5,
"waiting": 27701
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1369.3138686131388,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.973115899493499,
"queueWeight": 0.973115899493499,
"recentSuccess": 43,
"recentSuccessRate": 0.31386861313868614,
"recentTerminal": 137,
"recentWilsonLowerBound": 0.24213533131272647,
"running": 8,
"selectionWeight": 2.4327897487337475,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.833333333333332,
"waiting": 31266
},
"Biren_166m": {
"available": true,
"backlogHours": 137.94642857142856,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.2950915821226113,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 29,
"recentSuccessRate": 0.12946428571428573,
"recentTerminal": 224,
"recentWilsonLowerBound": 0.09167430463965871,
"running": 8,
"selectionWeight": 0.38361905675939467,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 37.333333333333336,
"waiting": 5150
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1516.909090909091,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 1.1111454035064126,
"queueFactor": 0.9582880806320939,
"queueWeight": 0.9582880806320939,
"recentSuccess": 17,
"recentSuccessRate": 0.25757575757575757,
"recentTerminal": 66,
"recentWilsonLowerBound": 0.1674870734589668,
"running": 7,
"selectionWeight": 1.0647973960293335,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.0,
"waiting": 16686
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 408.6923076923077,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3720107663197646,
"queueFactor": 1.166623041942523,
"queueWeight": 1.166623041942523,
"recentSuccess": 20,
"recentSuccessRate": 0.15384615384615385,
"recentTerminal": 130,
"recentWilsonLowerBound": 0.101853111526678,
"running": 7,
"selectionWeight": 0.43399633183933284,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.666666666666668,
"waiting": 8855
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 80.46341463414635,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 14,
"recentSuccessRate": 0.056910569105691054,
"recentTerminal": 246,
"recentWilsonLowerBound": 0.03419932056089128,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 41.0,
"waiting": 3299
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 150.39583333333334,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.5526739474700827,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 46,
"recentSuccessRate": 0.1597222222222222,
"recentTerminal": 288,
"recentWilsonLowerBound": 0.1219317462335507,
"running": 7,
"selectionWeight": 0.7184761317111076,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 48.0,
"waiting": 7219
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1941.6734693877552,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.6390151473037256,
"queueFactor": 0.9234504345018152,
"queueWeight": 0.9234504345018152,
"recentSuccess": 11,
"recentSuccessRate": 0.22448979591836735,
"recentTerminal": 49,
"recentWilsonLowerBound": 0.1302483771472861,
"running": 2,
"selectionWeight": 0.5900988154308668,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.166666666666666,
"waiting": 15857
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 357.45323741007195,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.1194423371474314,
"queueFactor": 1.1903019203059886,
"queueWeight": 1.1903019203059886,
"recentSuccess": 32,
"recentSuccessRate": 0.2302158273381295,
"recentTerminal": 139,
"recentWilsonLowerBound": 0.16805438733320993,
"running": 8,
"selectionWeight": 1.3324743635784115,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.166666666666668,
"waiting": 8281
},
"MetaX_c-500": {
"available": true,
"backlogHours": 579.1090909090909,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.0998456463947865,
"queueFactor": 1.1071997067107344,
"queueWeight": 1.1071997067107344,
"recentSuccess": 26,
"recentSuccessRate": 0.23636363636363636,
"recentTerminal": 110,
"recentWilsonLowerBound": 0.16671070835585763,
"running": 4,
"selectionWeight": 1.2177487771153859,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.333333333333332,
"waiting": 10617
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2038.08,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.8290641029595622,
"queueFactor": 0.9167624897120753,
"queueWeight": 0.9167624897120753,
"recentSuccess": 17,
"recentSuccessRate": 0.22666666666666666,
"recentTerminal": 75,
"recentWilsonLowerBound": 0.14661247942117508,
"running": 4,
"selectionWeight": 0.7600548711601166,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.5,
"waiting": 25476
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2201.877551020408,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.10513408805537071,
"queueFactor": 0.9061937132190998,
"queueWeight": 0.9061937132190998,
"recentSuccess": 6,
"recentSuccessRate": 0.12244897959183673,
"recentTerminal": 49,
"recentWilsonLowerBound": 0.057347477598098245,
"running": 2,
"selectionWeight": 0.0952718496408002,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.166666666666666,
"waiting": 17982
},
"Vastai_va16": {
"available": true,
"backlogHours": 1153.0,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9985403601275205,
"queueWeight": 0.9985403601275205,
"recentSuccess": 4,
"recentSuccessRate": 0.047619047619047616,
"recentTerminal": 84,
"recentWilsonLowerBound": 0.01867144465444291,
"running": 16,
"selectionWeight": 0.04992701800637603,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 14.0,
"waiting": 16142
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1289.2277227722773,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 2.136282918371142,
"queueFactor": 0.9819527123869992,
"queueWeight": 0.9819527123869992,
"recentSuccess": 31,
"recentSuccessRate": 0.3069306930693069,
"recentTerminal": 101,
"recentWilsonLowerBound": 0.22543494459305355,
"running": 6,
"selectionWeight": 2.097728806120557,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.833333333333332,
"waiting": 21702
}
},
"queueAttemptedAt": "2026-10-14T08:18:27.065199+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-14T08:18:27.065199+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
}