Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-13T19:32:20.521571+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-13T19:32:20.521571+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": "2026-09-13T19:32:20.521571+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1097.953125,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.1108860978826478,
"queueFactor": 0.9731792937062269,
"queueWeight": 0.9731792937062269,
"recentSuccess": 44,
"recentSuccessRate": 0.34375,
"recentTerminal": 128,
"recentWilsonLowerBound": 0.2671002859293398,
"running": 8,
"selectionWeight": 1.0810913481255016,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.333333333333332,
"waiting": 23423
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1151.7083333333333,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.5761944291523198,
"queueFactor": 0.9662267424618317,
"queueWeight": 0.9662267424618317,
"recentSuccess": 56,
"recentSuccessRate": 0.3888888888888889,
"recentTerminal": 144,
"recentWilsonLowerBound": 0.31313968172670287,
"running": 8,
"selectionWeight": 1.5229612087663322,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.0,
"waiting": 27641
},
"Biren_166m": {
"available": true,
"backlogHours": 165.8150289017341,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5256234371014129,
"queueFactor": 1.2922211535344583,
"queueWeight": 1.2922211535344583,
"recentSuccess": 43,
"recentSuccessRate": 0.24855491329479767,
"recentTerminal": 173,
"recentWilsonLowerBound": 0.19008569685616641,
"running": 8,
"selectionWeight": 0.6792217242159346,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.833333333333332,
"waiting": 4781
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1495.5,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.49557411914569516,
"queueFactor": 0.9291000151502503,
"queueWeight": 0.9291000151502503,
"recentSuccess": 17,
"recentSuccessRate": 0.2833333333333333,
"recentTerminal": 60,
"recentWilsonLowerBound": 0.1850667860430859,
"running": 7,
"selectionWeight": 0.46043792160633734,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.0,
"waiting": 14955
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 476.92173913043473,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3204996256679798,
"queueFactor": 1.1028421644194732,
"queueWeight": 1.1028421644194732,
"recentSuccess": 25,
"recentSuccessRate": 0.21739130434782608,
"recentTerminal": 115,
"recentWilsonLowerBound": 0.15180693897797626,
"running": 7,
"selectionWeight": 0.3534605008673058,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.166666666666668,
"waiting": 9141
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 49.695238095238096,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 13,
"recentSuccessRate": 0.04126984126984127,
"recentTerminal": 315,
"recentWilsonLowerBound": 0.024274211787784727,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 52.5,
"waiting": 2609
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 243.5769230769231,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.36109293854475727,
"queueFactor": 1.2197898318231755,
"queueWeight": 1.2197898318231755,
"recentSuccess": 24,
"recentSuccessRate": 0.23076923076923078,
"recentTerminal": 104,
"recentWilsonLowerBound": 0.1602629748785753,
"running": 11,
"selectionWeight": 0.4404574947800457,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.333333333333332,
"waiting": 4222
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2033.4782608695652,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.0820866317914637,
"queueFactor": 0.8872469185141594,
"queueWeight": 0.8872469185141594,
"recentSuccess": 18,
"recentSuccessRate": 0.391304347826087,
"recentTerminal": 46,
"recentWilsonLowerBound": 0.26393022355248846,
"running": 2,
"selectionWeight": 0.960078029622342,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.666666666666667,
"waiting": 15590
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 759.9775280898876,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3142024288944105,
"queueFactor": 1.0283958541076887,
"queueWeight": 1.0283958541076887,
"recentSuccess": 20,
"recentSuccessRate": 0.2247191011235955,
"recentTerminal": 89,
"recentWilsonLowerBound": 0.1504438211830463,
"running": 7,
"selectionWeight": 0.32312447522557763,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.833333333333334,
"waiting": 11273
},
"MetaX_c-500": {
"available": true,
"backlogHours": 654.3396226415094,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.5734310882079692,
"queueFactor": 1.0517437669190195,
"queueWeight": 1.0517437669190195,
"recentSuccess": 29,
"recentSuccessRate": 0.27358490566037735,
"recentTerminal": 106,
"recentWilsonLowerBound": 0.19775807122187763,
"running": 4,
"selectionWeight": 0.6031025727803221,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.666666666666668,
"waiting": 11560
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1771.1052631578948,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.3562684772449112,
"queueFactor": 0.905823896741314,
"queueWeight": 0.905823896741314,
"recentSuccess": 30,
"recentSuccessRate": 0.39473684210526316,
"recentTerminal": 76,
"recentWilsonLowerBound": 0.2924641219449393,
"running": 4,
"selectionWeight": 1.2285403970853936,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.666666666666666,
"waiting": 22434
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 4866.333333333333,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.5,
"queueFactor": 0.7783952044967513,
"queueWeight": 0.7783952044967513,
"recentSuccess": 11,
"recentSuccessRate": 0.6111111111111112,
"recentTerminal": 18,
"recentWilsonLowerBound": 0.3861866858065617,
"running": 2,
"selectionWeight": 1.9459880112418781,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 3.0,
"waiting": 14599
},
"Vastai_va16": {
"available": true,
"backlogHours": 1071.9130434782608,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.16918719588278575,
"queueFactor": 0.9766894496296616,
"queueWeight": 0.9766894496296616,
"recentSuccess": 13,
"recentSuccessRate": 0.18840579710144928,
"recentTerminal": 69,
"recentWilsonLowerBound": 0.11354641477529213,
"running": 16,
"selectionWeight": 0.16524334923114375,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.5,
"waiting": 12327
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 696.0588235294117,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.6854219871341732,
"queueFactor": 1.0420379559076163,
"queueWeight": 1.0420379559076163,
"recentSuccess": 30,
"recentSuccessRate": 0.29411764705882354,
"recentTerminal": 102,
"recentWilsonLowerBound": 0.2144622923532573,
"running": 6,
"selectionWeight": 0.7142357264074304,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.0,
"waiting": 11833
}
},
"queueAttemptedAt": "2026-09-13T19:32:20.521571+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-13T19:32:20.521571+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
}