Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-13T19:47:29.586782+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-13T19:47:29.586782+00:00",
"frameworkAttemptedAt": "2026-09-13T18:45:49.870085+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38816,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18630,
"successRate": 0.47995671887881286,
"wilsonLowerBound": 0.4749887753620604
},
"vllm": {
"framework": "vllm",
"modelCount": 51402,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14484,
"successRate": 0.2817789191082059,
"wilsonLowerBound": 0.2779062356025118
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2101,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 560,
"successRate": 0.26653974297953353,
"wilsonLowerBound": 0.24807174168770715
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 31957,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13883,
"successRate": 0.43442751196920865,
"wilsonLowerBound": 0.4290010108429633
},
"vllm": {
"framework": "vllm",
"modelCount": 37003,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10553,
"successRate": 0.28519309245196334,
"wilsonLowerBound": 0.2806151135467594
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7671,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3395,
"successRate": 0.4425759353408943,
"wilsonLowerBound": 0.4314922350736383
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63841,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12065,
"successRate": 0.18898513494462807,
"wilsonLowerBound": 0.1859669549351708
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15633,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3152,
"successRate": 0.2016247681187232,
"wilsonLowerBound": 0.19540900043690357
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5511,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 45,
"successRate": 0.008165487207403375,
"wilsonLowerBound": 0.006108313138695839
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26041,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3200,
"successRate": 0.1228831458085327,
"wilsonLowerBound": 0.11895116327097957
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16458,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1672,
"successRate": 0.10159193097581723,
"wilsonLowerBound": 0.09706884551454699
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 10068,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4314,
"successRate": 0.42848629320619785,
"wilsonLowerBound": 0.41884894178371307
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24073,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3777,
"successRate": 0.1568977692850912,
"wilsonLowerBound": 0.1523580408274086
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8066,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.0674435903793702,
"wilsonLowerBound": 0.0621738174048722
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 40720,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10273,
"successRate": 0.2522838899803536,
"wilsonLowerBound": 0.24808882149236644
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 22989,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3036,
"successRate": 0.1320631606420462,
"wilsonLowerBound": 0.12774802835591978
},
"vllm": {
"framework": "vllm",
"modelCount": 86524,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9762,
"successRate": 0.11282418750866811,
"wilsonLowerBound": 0.11073324152871072
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 39142,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4803,
"successRate": 0.12270706657810025,
"wilsonLowerBound": 0.11949360468928041
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 28166,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3301,
"successRate": 0.11719804019030036,
"wilsonLowerBound": 0.11349362085534118
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 87776,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20520,
"successRate": 0.2337768866204885,
"wilsonLowerBound": 0.2309886484229502
},
"transformers": {
"framework": "transformers",
"modelCount": 5095,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 562,
"successRate": 0.11030421982335623,
"wilsonLowerBound": 0.10199402961245989
},
"vllm": {
"framework": "vllm",
"modelCount": 112460,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16504,
"successRate": 0.14675440156500089,
"wilsonLowerBound": 0.1446982818789601
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 15916,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3259,
"successRate": 0.20476250314149283,
"wilsonLowerBound": 0.19856488923434334
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42648,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5546,
"successRate": 0.13004126805477395,
"wilsonLowerBound": 0.12688231137189596
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6241,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 487,
"successRate": 0.0780323666079154,
"wilsonLowerBound": 0.07163429608237157
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18181818181818182,
"wilsonLowerBound": 0.1343204258911728
},
"vllm": {
"framework": "vllm",
"modelCount": 30370,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5268,
"successRate": 0.17346065195917024,
"wilsonLowerBound": 0.16924342983009943
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60770,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12379,
"successRate": 0.2037024847786737,
"wilsonLowerBound": 0.20051906912255485
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6566,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1946,
"successRate": 0.29637526652452023,
"wilsonLowerBound": 0.2854511209301405
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12059,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3154,
"successRate": 0.26154739198938554,
"wilsonLowerBound": 0.2537802241611028
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 59241,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16136,
"successRate": 0.2723789267568069,
"wilsonLowerBound": 0.2688088125738483
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46112,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20061,
"successRate": 0.4350494448299792,
"wilsonLowerBound": 0.4305299881807292
},
"vllm": {
"framework": "vllm",
"modelCount": 35791,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3136,
"successRate": 0.08761979268531195,
"wilsonLowerBound": 0.08473461146994633
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 298,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6276,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030592734225621414,
"wilsonLowerBound": 0.026610861971840757
},
"vllm": {
"framework": "vllm",
"modelCount": 10010,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 733,
"successRate": 0.07322677322677322,
"wilsonLowerBound": 0.06828543573281327
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5604,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2354,
"successRate": 0.42005710206995006,
"wilsonLowerBound": 0.4071934614479042
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7368,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.03189467969598263,
"wilsonLowerBound": 0.028119876473318692
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10687,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3647,
"successRate": 0.34125573126228126,
"wilsonLowerBound": 0.3323248935831914
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26017,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13152,
"successRate": 0.5055156243994311,
"wilsonLowerBound": 0.49943991218364747
},
"vllm": {
"framework": "vllm",
"modelCount": 60906,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5965,
"successRate": 0.09793780579910025,
"wilsonLowerBound": 0.09560251821435935
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12235,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1727,
"successRate": 0.1411524315488353,
"wilsonLowerBound": 0.1350954187114707
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-13T19:57:08.602468+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1025.7810218978102,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.2930723028759221,
"queueFactor": 0.990776477395518,
"queueWeight": 0.990776477395518,
"recentSuccess": 47,
"recentSuccessRate": 0.34306569343065696,
"recentTerminal": 137,
"recentWilsonLowerBound": 0.26882511598985337,
"running": 8,
"selectionWeight": 1.2811456212611165,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.833333333333332,
"waiting": 23422
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1211.3430656934306,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.8491691400288002,
"queueFactor": 0.9663708306515909,
"queueWeight": 0.9663708306515909,
"recentSuccess": 54,
"recentSuccessRate": 0.39416058394160586,
"recentTerminal": 137,
"recentWilsonLowerBound": 0.3162898229154807,
"running": 8,
"selectionWeight": 1.7869831178649196,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.833333333333332,
"waiting": 27659
},
"Biren_166m": {
"available": true,
"backlogHours": 159.48066298342542,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.512434623301351,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 42,
"recentSuccessRate": 0.23204419889502761,
"recentTerminal": 181,
"recentWilsonLowerBound": 0.17650202226032258,
"running": 8,
"selectionWeight": 0.6661650102917563,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 30.166666666666668,
"waiting": 4811
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1474.327868852459,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.6420218158412051,
"queueFactor": 0.938306608186799,
"queueWeight": 0.938306608186799,
"recentSuccess": 18,
"recentSuccessRate": 0.29508196721311475,
"recentTerminal": 61,
"recentWilsonLowerBound": 0.19554865403985322,
"running": 7,
"selectionWeight": 0.6024133124038908,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.166666666666666,
"waiting": 14989
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 450.78688524590166,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2883664720112419,
"queueFactor": 1.1208259960855922,
"queueWeight": 1.1208259960855922,
"recentSuccess": 24,
"recentSuccessRate": 0.19672131147540983,
"recentTerminal": 122,
"recentWilsonLowerBound": 0.13591035553474007,
"running": 7,
"selectionWeight": 0.3232086382296882,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.333333333333332,
"waiting": 9166
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 45.138728323699425,
"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": 0.04335260115606936,
"recentTerminal": 346,
"recentWilsonLowerBound": 0.02644535459789092,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 57.666666666666664,
"waiting": 2603
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 178.30985915492957,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.18260290449258954,
"queueFactor": 1.2881237350213586,
"queueWeight": 1.2881237350213586,
"recentSuccess": 23,
"recentSuccessRate": 0.1619718309859155,
"recentTerminal": 142,
"recentWilsonLowerBound": 0.11042155900083112,
"running": 6,
"selectionWeight": 0.23521513536074284,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.666666666666668,
"waiting": 4220
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2033.3478260869565,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.0565082004926312,
"queueFactor": 0.8941330226847732,
"queueWeight": 0.8941330226847732,
"recentSuccess": 17,
"recentSuccessRate": 0.3695652173913043,
"recentTerminal": 46,
"recentWilsonLowerBound": 0.24523559514309495,
"running": 2,
"selectionWeight": 0.9446588707977267,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.666666666666667,
"waiting": 15589
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 902.88,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.533486480115931,
"queueFactor": 1.0099256005281774,
"queueWeight": 1.0099256005281774,
"recentSuccess": 20,
"recentSuccessRate": 0.26666666666666666,
"recentTerminal": 75,
"recentWilsonLowerBound": 0.1797617929648875,
"running": 7,
"selectionWeight": 0.5387816538047452,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.5,
"waiting": 11286
},
"MetaX_c-500": {
"available": true,
"backlogHours": 630.9818181818182,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.6045948792531307,
"queueFactor": 1.065691150474347,
"queueWeight": 1.065691150474347,
"recentSuccess": 29,
"recentSuccessRate": 0.2636363636363636,
"recentTerminal": 110,
"recentWilsonLowerBound": 0.19028206983904628,
"running": 4,
"selectionWeight": 0.6443114124421677,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.333333333333332,
"waiting": 11568
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1728.8461538461538,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.0495237825576167,
"queueFactor": 0.9161581174949711,
"queueWeight": 0.9161581174949711,
"recentSuccess": 34,
"recentSuccessRate": 0.4358974358974359,
"recentTerminal": 78,
"recentWilsonLowerBound": 0.3314306271296353,
"running": 4,
"selectionWeight": 1.8776878503891585,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.0,
"waiting": 22475
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 4611.1578947368425,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.5,
"queueFactor": 0.7907922184980328,
"queueWeight": 0.7907922184980328,
"recentSuccess": 11,
"recentSuccessRate": 0.5789473684210527,
"recentTerminal": 19,
"recentWilsonLowerBound": 0.3627555146516011,
"running": 2,
"selectionWeight": 1.976980546245082,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 3.1666666666666665,
"waiting": 14602
},
"Vastai_va16": {
"available": true,
"backlogHours": 1090.3235294117646,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.20071525719051103,
"queueFactor": 0.9817492508074818,
"queueWeight": 0.9817492508074818,
"recentSuccess": 13,
"recentSuccessRate": 0.19117647058823528,
"recentTerminal": 68,
"recentWilsonLowerBound": 0.11527185601824744,
"running": 16,
"selectionWeight": 0.19705205337241521,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.333333333333334,
"waiting": 12357
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 697.9411764705883,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.7187716812089107,
"queueFactor": 1.0496900075837676,
"queueWeight": 1.0496900075837676,
"recentSuccess": 29,
"recentSuccessRate": 0.28431372549019607,
"recentTerminal": 102,
"recentWilsonLowerBound": 0.20584782049770634,
"running": 6,
"selectionWeight": 0.7544874514991788,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.0,
"waiting": 11865
}
},
"queueAttemptedAt": "2026-09-13T19:54:11.101794+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-13T19:54:11.101794+00:00",
"supportedGpus": [
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Cambricon_mlu-370-x4",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Biren_166m",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}