Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-13T23:46:30.496065+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-13T23:46:30.496065+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": "2026-09-13T23:58:04.934520+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 917.5686274509804,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.377923316812508,
"queueFactor": 0.999697002761621,
"queueWeight": 0.999697002761621,
"recentSuccess": 49,
"recentSuccessRate": 0.3202614379084967,
"recentTerminal": 153,
"recentWilsonLowerBound": 0.2515101160951126,
"running": 10,
"selectionWeight": 1.3775058098528157,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.5,
"waiting": 23398
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1286.2790697674418,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9503069228046302,
"queueWeight": 0.9503069228046302,
"recentSuccess": 53,
"recentSuccessRate": 0.4108527131782946,
"recentTerminal": 129,
"recentWilsonLowerBound": 0.3297259790962005,
"running": 10,
"selectionWeight": 2.3757673070115755,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.5,
"waiting": 27655
},
"Biren_166m": {
"available": true,
"backlogHours": 130.3835616438356,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.4365781287621169,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 43,
"recentSuccessRate": 0.1963470319634703,
"recentTerminal": 219,
"recentWilsonLowerBound": 0.1491637013006464,
"running": 8,
"selectionWeight": 0.567551567390752,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 36.5,
"waiting": 4759
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1109.1851851851852,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5516655738132246,
"queueFactor": 0.9716582991260858,
"queueWeight": 0.9716582991260858,
"recentSuccess": 20,
"recentSuccessRate": 0.24691358024691357,
"recentTerminal": 81,
"recentWilsonLowerBound": 0.1659018738026735,
"running": 8,
"selectionWeight": 0.5360304331377739,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.5,
"waiting": 14974
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 503.33944954128435,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4594259672388276,
"queueFactor": 1.0939186535064906,
"queueWeight": 1.0939186535064906,
"recentSuccess": 24,
"recentSuccessRate": 0.22018348623853212,
"recentTerminal": 109,
"recentWilsonLowerBound": 0.1526627048081528,
"running": 7,
"selectionWeight": 0.5025746354678153,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.166666666666668,
"waiting": 9144
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 44.23495702005731,
"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": 0.04297994269340974,
"recentTerminal": 349,
"recentWilsonLowerBound": 0.02621653812085228,
"running": 26,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 58.166666666666664,
"waiting": 2573
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 211.15,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.14495584905554154,
"queueFactor": 1.2461648885980083,
"queueWeight": 1.2461648885980083,
"recentSuccess": 17,
"recentSuccessRate": 0.14166666666666666,
"recentTerminal": 120,
"recentWilsonLowerBound": 0.09036804031591959,
"running": 7,
"selectionWeight": 0.18063888948992865,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.0,
"waiting": 4223
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2222.714285714286,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.6162602947751545,
"queueFactor": 0.8754505650033753,
"queueWeight": 0.8754505650033753,
"recentSuccess": 17,
"recentSuccessRate": 0.40476190476190477,
"recentTerminal": 42,
"recentWilsonLowerBound": 0.2704264767120908,
"running": 3,
"selectionWeight": 1.4149559882534308,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.0,
"waiting": 15559
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 913.8648648648648,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.678794827804676,
"queueFactor": 1.0003037027336035,
"queueWeight": 1.0003037027336035,
"recentSuccess": 20,
"recentSuccessRate": 0.2702702702702703,
"recentTerminal": 74,
"recentWilsonLowerBound": 0.18230091797074338,
"running": 7,
"selectionWeight": 0.6790009796494362,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.333333333333334,
"waiting": 11271
},
"MetaX_c-500": {
"available": true,
"backlogHours": 834.3614457831325,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.9569984761357968,
"queueFactor": 1.014053899072132,
"queueWeight": 1.014053899072132,
"recentSuccess": 25,
"recentSuccessRate": 0.30120481927710846,
"recentTerminal": 83,
"recentWilsonLowerBound": 0.21310549002452867,
"running": 4,
"selectionWeight": 0.9704480361315934,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.833333333333334,
"waiting": 11542
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1774.1052631578948,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.59433242707359,
"queueFactor": 0.9055600730119728,
"queueWeight": 0.9055600730119728,
"recentSuccess": 28,
"recentSuccessRate": 0.3684210526315789,
"recentTerminal": 76,
"recentWilsonLowerBound": 0.268752586837069,
"running": 4,
"selectionWeight": 1.443763789066116,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.666666666666666,
"waiting": 22472
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3021.9310344827586,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.28146492326540984,
"queueFactor": 0.8360292863030141,
"queueWeight": 0.8360292863030141,
"recentSuccess": 7,
"recentSuccessRate": 0.2413793103448276,
"recentTerminal": 29,
"recentWilsonLowerBound": 0.12218268185062132,
"running": 2,
"selectionWeight": 0.23531291891691322,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.833333333333333,
"waiting": 14606
},
"Vastai_va16": {
"available": true,
"backlogHours": 1092.264705882353,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.5260065164184978,
"queueFactor": 0.9739013960307271,
"queueWeight": 0.9739013960307271,
"recentSuccess": 17,
"recentSuccessRate": 0.25,
"recentTerminal": 68,
"recentWilsonLowerBound": 0.16234881695499528,
"running": 16,
"selectionWeight": 0.5122784806612346,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.333333333333334,
"waiting": 12379
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 697.3529411764706,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.8867574443387778,
"queueFactor": 1.0417086680117613,
"queueWeight": 1.0417086680117613,
"recentSuccess": 29,
"recentSuccessRate": 0.28431372549019607,
"recentTerminal": 102,
"recentWilsonLowerBound": 0.20584782049770634,
"running": 6,
"selectionWeight": 0.9237429161916618,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.0,
"waiting": 11855
}
},
"queueAttemptedAt": "2026-09-13T23:49:15.151316+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-13T23:49:15.151316+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
}