Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-05T22:57:46.861325+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-05T22:57:46.861325+00:00",
"frameworkAttemptedAt": "2026-10-05T22:50:41.762580+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 41149,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20225,
"successRate": 0.4915064764635836,
"wilsonLowerBound": 0.48667708729595527
},
"vllm": {
"framework": "vllm",
"modelCount": 55104,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15162,
"successRate": 0.27515243902439024,
"wilsonLowerBound": 0.2714393635736996
},
"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": 3811,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1139,
"successRate": 0.2988716872212018,
"wilsonLowerBound": 0.28454638235606106
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 35807,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16609,
"successRate": 0.4638478509788589,
"wilsonLowerBound": 0.45868660545685636
},
"vllm": {
"framework": "vllm",
"modelCount": 39239,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10940,
"successRate": 0.2788042508728561,
"wilsonLowerBound": 0.27438923267711324
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 11753,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4927,
"successRate": 0.4192121160554752,
"wilsonLowerBound": 0.4103190586879144
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64191,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12095,
"successRate": 0.1884220529357698,
"wilsonLowerBound": 0.1854155602991474
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 26680,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5739,
"successRate": 0.21510494752623688,
"wilsonLowerBound": 0.21021561118604548
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7409,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 98,
"successRate": 0.013227156161425294,
"wilsonLowerBound": 0.010866422268208064
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26537,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3262,
"successRate": 0.12292271168557109,
"wilsonLowerBound": 0.11902658077635266
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16499,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.1015819140553973,
"wilsonLowerBound": 0.09706454140970787
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 14371,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5778,
"successRate": 0.40205970356968895,
"wilsonLowerBound": 0.39407036984660976
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24598,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3800,
"successRate": 0.15448410439873161,
"wilsonLowerBound": 0.150021515170266
},
"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": 49410,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12359,
"successRate": 0.2501315523173447,
"wilsonLowerBound": 0.24633229007999688
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23718,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3114,
"successRate": 0.13129268909688843,
"wilsonLowerBound": 0.12705425656385433
},
"vllm": {
"framework": "vllm",
"modelCount": 86882,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9768,
"successRate": 0.11242835109689003,
"wilsonLowerBound": 0.11034492462478135
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 44765,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5433,
"successRate": 0.12136713950631073,
"wilsonLowerBound": 0.11837447598982775
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43314,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3611,
"successRate": 0.08336796416862909,
"wilsonLowerBound": 0.08080137717435144
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 91501,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22602,
"successRate": 0.2470136938394116,
"wilsonLowerBound": 0.24422989776081205
},
"transformers": {
"framework": "transformers",
"modelCount": 5466,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 580,
"successRate": 0.10611050128064398,
"wilsonLowerBound": 0.09822058009522845
},
"vllm": {
"framework": "vllm",
"modelCount": 112796,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16529,
"successRate": 0.14653888435760135,
"wilsonLowerBound": 0.14448707498581614
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 21904,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3846,
"successRate": 0.17558436815193573,
"wilsonLowerBound": 0.1706027700700738
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43494,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5659,
"successRate": 0.13010990021612176,
"wilsonLowerBound": 0.12698077967462934
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7726,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 711,
"successRate": 0.09202692208128398,
"wilsonLowerBound": 0.08578235268705893
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 33434,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6469,
"successRate": 0.19348567326673446,
"wilsonLowerBound": 0.18928658024275244
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61425,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12414,
"successRate": 0.2021001221001221,
"wilsonLowerBound": 0.19894308561990273
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 13220,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3833,
"successRate": 0.2899394856278366,
"wilsonLowerBound": 0.28226672364911526
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14885,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3676,
"successRate": 0.24696002687269064,
"wilsonLowerBound": 0.2400979639737632
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 66111,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18196,
"successRate": 0.2752340760236572,
"wilsonLowerBound": 0.2718425856216586
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 608,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 373,
"successRate": 0.6134868421052632,
"wilsonLowerBound": 0.5741824560950987
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47892,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21333,
"successRate": 0.44543973941368076,
"wilsonLowerBound": 0.44099292456018396
},
"vllm": {
"framework": "vllm",
"modelCount": 38830,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4428,
"successRate": 0.11403553953129024,
"wilsonLowerBound": 0.11091209227370373
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 945,
"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": 10065,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 754,
"successRate": 0.0749130650769995,
"wilsonLowerBound": 0.06993064194246942
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6904,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3009,
"successRate": 0.4358342989571263,
"wilsonLowerBound": 0.42417630974846243
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7404,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 244,
"successRate": 0.032955159373311727,
"wilsonLowerBound": 0.029124828822416106
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15768,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4920,
"successRate": 0.3120243531202435,
"wilsonLowerBound": 0.3048390392271801
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27754,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14131,
"successRate": 0.5091518339698782,
"wilsonLowerBound": 0.503269441473774
},
"vllm": {
"framework": "vllm",
"modelCount": 66121,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6925,
"successRate": 0.10473223332980446,
"wilsonLowerBound": 0.10242114004686016
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13318,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2087,
"successRate": 0.15670521099264154,
"wilsonLowerBound": 0.15063028349558744
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-05T23:09:35.979071+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1120.9859154929577,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.3618532631521054,
"queueFactor": 0.9904417425417557,
"queueWeight": 0.9904417425417557,
"recentSuccess": 48,
"recentSuccessRate": 0.3380281690140845,
"recentTerminal": 142,
"recentWilsonLowerBound": 0.26540265673385566,
"running": 8,
"selectionWeight": 1.3488363190425474,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.666666666666668,
"waiting": 26530
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1423.032786885246,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9556232842262138,
"queueWeight": 0.9556232842262138,
"recentSuccess": 53,
"recentSuccessRate": 0.4344262295081967,
"recentTerminal": 122,
"recentWilsonLowerBound": 0.34979916036936143,
"running": 8,
"selectionWeight": 2.3890582105655342,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.333333333333332,
"waiting": 28935
},
"Biren_166m": {
"available": true,
"backlogHours": 112.25698324022346,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5350119166932075,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 41,
"recentSuccessRate": 0.22905027932960895,
"recentTerminal": 179,
"recentWilsonLowerBound": 0.17356645126004644,
"running": 8,
"selectionWeight": 0.6955154917011698,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 29.833333333333332,
"waiting": 3349
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1098.551724137931,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.18595586160508304,
"queueFactor": 0.9934496988665505,
"queueWeight": 0.9934496988665505,
"recentSuccess": 15,
"recentSuccessRate": 0.1724137931034483,
"recentTerminal": 87,
"recentWilsonLowerBound": 0.10736198165891474,
"running": 7,
"selectionWeight": 0.1847377947140397,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 14.5,
"waiting": 15929
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 356.72340425531917,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4071188333145482,
"queueFactor": 1.1760322146429265,
"queueWeight": 1.1760322146429265,
"recentSuccess": 30,
"recentSuccessRate": 0.2127659574468085,
"recentTerminal": 141,
"recentWilsonLowerBound": 0.15329835090284474,
"running": 7,
"selectionWeight": 0.47878486316575253,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.5,
"waiting": 8383
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 46.303167420814475,
"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": 0.033936651583710405,
"recentTerminal": 442,
"recentWilsonLowerBound": 0.020671897181723495,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 73.66666666666667,
"waiting": 3411
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 127.98675496688742,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.08711622386911785,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 32,
"recentSuccessRate": 0.10596026490066225,
"recentTerminal": 302,
"recentWilsonLowerBound": 0.07606130597158035,
"running": 5,
"selectionWeight": 0.11325109102985322,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 50.333333333333336,
"waiting": 6442
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1990.085106382979,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.0880524724323517,
"queueFactor": 0.9087370009586213,
"queueWeight": 0.9087370009586213,
"recentSuccess": 17,
"recentSuccessRate": 0.3617021276595745,
"recentTerminal": 47,
"recentWilsonLowerBound": 0.2396602228576844,
"running": 2,
"selectionWeight": 0.9887535406837883,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.833333333333333,
"waiting": 15589
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 425.3445378151261,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.17582514421499576,
"queueFactor": 1.1454017174064364,
"queueWeight": 1.1454017174064364,
"recentSuccess": 19,
"recentSuccessRate": 0.15966386554621848,
"recentTerminal": 119,
"recentWilsonLowerBound": 0.10466269961883354,
"running": 8,
"selectionWeight": 0.2013904221470905,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 19.833333333333332,
"waiting": 8436
},
"MetaX_c-500": {
"available": true,
"backlogHours": 565.2,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.9460601644746923,
"queueFactor": 1.0975861949319512,
"queueWeight": 1.0975861949319512,
"recentSuccess": 32,
"recentSuccessRate": 0.3047619047619048,
"recentTerminal": 105,
"recentWilsonLowerBound": 0.22490075875702692,
"running": 4,
"selectionWeight": 1.0383825761024734,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.5,
"waiting": 9891
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1706.4935064935064,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.63529967546175,
"queueFactor": 0.9299364333117385,
"queueWeight": 0.9299364333117385,
"recentSuccess": 30,
"recentSuccessRate": 0.38961038961038963,
"recentTerminal": 77,
"recentWilsonLowerBound": 0.28842084532265894,
"running": 4,
"selectionWeight": 1.5207247475947432,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.833333333333334,
"waiting": 21900
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2225.478260869565,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.2490451742969935,
"queueFactor": 0.8936252992681233,
"queueWeight": 0.8936252992681233,
"recentSuccess": 10,
"recentSuccessRate": 0.21739130434782608,
"recentTerminal": 46,
"recentWilsonLowerBound": 0.1226077461858075,
"running": 2,
"selectionWeight": 0.22255306841243275,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 7.666666666666667,
"waiting": 17062
},
"Vastai_va16": {
"available": true,
"backlogHours": 1139.566265060241,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9880024495519997,
"queueWeight": 0.9880024495519997,
"recentSuccess": 6,
"recentSuccessRate": 0.07228915662650602,
"recentTerminal": 83,
"recentWilsonLowerBound": 0.033549838417288064,
"running": 16,
"selectionWeight": 0.049400122477599985,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 13.833333333333334,
"waiting": 15764
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1004.3697478991597,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.07576997389244046,
"queueFactor": 1.0068966953601808,
"queueWeight": 1.0068966953601808,
"recentSuccess": 14,
"recentSuccessRate": 0.11764705882352941,
"recentTerminal": 119,
"recentWilsonLowerBound": 0.07138672488935095,
"running": 6,
"selectionWeight": 0.07629253631982547,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 19.833333333333332,
"waiting": 19920
}
},
"queueAttemptedAt": "2026-10-05T23:00:14.161410+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-05T23:00:14.161410+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
}