Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-19T07:11:15.197067+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-19T07:11:15.197067+00:00",
"frameworkAttemptedAt": "2026-09-19T04:55:42.165883+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39617,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19153,
"successRate": 0.4834540727465482,
"wilsonLowerBound": 0.47853498336381056
},
"vllm": {
"framework": "vllm",
"modelCount": 52875,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14795,
"successRate": 0.27981087470449173,
"wilsonLowerBound": 0.2760006112711989
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2702,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 766,
"successRate": 0.2834937083641747,
"wilsonLowerBound": 0.26681639732081075
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 32904,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14532,
"successRate": 0.4416484318016047,
"wilsonLowerBound": 0.4362898827705224
},
"vllm": {
"framework": "vllm",
"modelCount": 37461,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10653,
"successRate": 0.28437575078081206,
"wilsonLowerBound": 0.27982973528437066
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8753,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3772,
"successRate": 0.4309379641265852,
"wilsonLowerBound": 0.42059604998869243
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63938,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12083,
"successRate": 0.18897994932590947,
"wilsonLowerBound": 0.18596407761915776
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17606,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3529,
"successRate": 0.20044303078495967,
"wilsonLowerBound": 0.19459514549589388
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6027,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 60,
"successRate": 0.009955201592832254,
"wilsonLowerBound": 0.007742341899991391
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26148,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3222,
"successRate": 0.12322166131252868,
"wilsonLowerBound": 0.11929286222102076
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16467,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1674,
"successRate": 0.10165786117689925,
"wilsonLowerBound": 0.09713464441717601
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 11162,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4705,
"successRate": 0.42151944096040134,
"wilsonLowerBound": 0.41238707608578357
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24155,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3786,
"successRate": 0.1567377354584972,
"wilsonLowerBound": 0.15220755578349682
},
"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": 42878,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10757,
"successRate": 0.2508745743738047,
"wilsonLowerBound": 0.24679361036277012
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23263,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3058,
"successRate": 0.13145338090530026,
"wilsonLowerBound": 0.1271720055511798
},
"vllm": {
"framework": "vllm",
"modelCount": 86632,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11270662110998246,
"wilsonLowerBound": 0.11061793175894352
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 40438,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4961,
"successRate": 0.12268163608487066,
"wilsonLowerBound": 0.1195197883985751
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 31733,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3406,
"successRate": 0.10733306022122081,
"wilsonLowerBound": 0.10397472132795404
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 88572,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21036,
"successRate": 0.23750169353746106,
"wilsonLowerBound": 0.23471051900048204
},
"transformers": {
"framework": "transformers",
"modelCount": 5175,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 566,
"successRate": 0.1093719806763285,
"wilsonLowerBound": 0.10115637485123319
},
"vllm": {
"framework": "vllm",
"modelCount": 112539,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16509,
"successRate": 0.1466958121184656,
"wilsonLowerBound": 0.14464075375258342
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 17284,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3438,
"successRate": 0.19891228882203194,
"wilsonLowerBound": 0.19302827657910676
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42834,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5572,
"successRate": 0.1300835784657048,
"wilsonLowerBound": 0.1269309713741711
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6698,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 551,
"successRate": 0.08226336219767094,
"wilsonLowerBound": 0.07592004395653756
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 31136,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5581,
"successRate": 0.17924588900308325,
"wilsonLowerBound": 0.1750250850336538
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60879,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12390,
"successRate": 0.20351845463953086,
"wilsonLowerBound": 0.20033896076146995
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7876,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2279,
"successRate": 0.2893600812595226,
"wilsonLowerBound": 0.27944977154448675
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12876,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3326,
"successRate": 0.25831003417210313,
"wilsonLowerBound": 0.2508224593895046
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 60867,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16685,
"successRate": 0.2741222665812345,
"wilsonLowerBound": 0.27059280655541496
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46572,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20386,
"successRate": 0.43773082538864555,
"wilsonLowerBound": 0.43323037105454126
},
"vllm": {
"framework": "vllm",
"modelCount": 36497,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3442,
"successRate": 0.09430912129764091,
"wilsonLowerBound": 0.09135323988883876
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 518,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6278,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030582988212806625,
"wilsonLowerBound": 0.026602368317046696
},
"vllm": {
"framework": "vllm",
"modelCount": 10024,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 738,
"successRate": 0.07362330407023145,
"wilsonLowerBound": 0.06867247302280925
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5935,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2517,
"successRate": 0.42409435551811286,
"wilsonLowerBound": 0.4115740303726488
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7375,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.031864406779661014,
"wilsonLowerBound": 0.02809313780695749
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11601,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3826,
"successRate": 0.32979915524523745,
"wilsonLowerBound": 0.32130142088261376
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26448,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13413,
"successRate": 0.5071460980036298,
"wilsonLowerBound": 0.5011201057672462
},
"vllm": {
"framework": "vllm",
"modelCount": 62323,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6260,
"successRate": 0.10044445870705838,
"wilsonLowerBound": 0.09810904706927923
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12462,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1791,
"successRate": 0.14371689937409726,
"wilsonLowerBound": 0.13766745854689252
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-19T07:25:38.149635+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1007.9136690647482,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.312367896192421,
"queueFactor": 1.0042003677760125,
"queueWeight": 1.0042003677760125,
"recentSuccess": 49,
"recentSuccessRate": 0.35251798561151076,
"recentTerminal": 139,
"recentWilsonLowerBound": 0.278035094856034,
"running": 8,
"selectionWeight": 1.317880324013861,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.166666666666668,
"waiting": 23350
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1367.5081967213116,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.2826568913940766,
"queueFactor": 0.9592777815838123,
"queueWeight": 0.9592777815838123,
"recentSuccess": 54,
"recentSuccessRate": 0.4426229508196721,
"recentTerminal": 122,
"recentWilsonLowerBound": 0.3575736806790091,
"running": 8,
"selectionWeight": 2.1897020388935107,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.333333333333332,
"waiting": 27806
},
"Biren_166m": {
"available": true,
"backlogHours": 176.1375,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.22187634712720805,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 28,
"recentSuccessRate": 0.175,
"recentTerminal": 160,
"recentWilsonLowerBound": 0.12394120470168268,
"running": 8,
"selectionWeight": 0.28843925126537046,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.666666666666668,
"waiting": 4697
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1561.9285714285713,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4421943838738917,
"queueFactor": 0.9403395464355633,
"queueWeight": 0.9403395464355633,
"recentSuccess": 15,
"recentSuccessRate": 0.26785714285714285,
"recentTerminal": 56,
"recentWilsonLowerBound": 0.16957158661894964,
"running": 7,
"selectionWeight": 0.4158128663683287,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.333333333333334,
"waiting": 14578
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 442.1652892561983,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.7526033746022902,
"queueFactor": 1.1363083010752324,
"queueWeight": 1.1363083010752324,
"recentSuccess": 35,
"recentSuccessRate": 0.2892561983471074,
"recentTerminal": 121,
"recentWilsonLowerBound": 0.21593930152944865,
"running": 7,
"selectionWeight": 0.8551894619778151,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.166666666666668,
"waiting": 8917
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 63.599999999999994,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 9,
"recentSuccessRate": 0.036734693877551024,
"recentTerminal": 245,
"recentWilsonLowerBound": 0.019444287984616986,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 40.833333333333336,
"waiting": 2597
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 244.81967213114754,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.5366534762305988,
"queueFactor": 1.2416721194064162,
"queueWeight": 1.2416721194064162,
"recentSuccess": 31,
"recentSuccessRate": 0.2540983606557377,
"recentTerminal": 122,
"recentWilsonLowerBound": 0.18517041283138747,
"running": 7,
"selectionWeight": 0.6663476592180684,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.333333333333332,
"waiting": 4978
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 3329.1724137931037,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.0861989495544984,
"queueFactor": 0.8394279647938651,
"queueWeight": 0.8394279647938651,
"recentSuccess": 12,
"recentSuccessRate": 0.41379310344827586,
"recentTerminal": 29,
"recentWilsonLowerBound": 0.2551293527964552,
"running": 2,
"selectionWeight": 0.9117857735857666,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.833333333333333,
"waiting": 16091
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 554.6842105263158,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3535883925957841,
"queueFactor": 1.0983152298561716,
"queueWeight": 1.0983152298561716,
"recentSuccess": 25,
"recentSuccessRate": 0.21929824561403508,
"recentTerminal": 114,
"recentWilsonLowerBound": 0.15318272840957878,
"running": 8,
"selectionWeight": 0.38835151668831286,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.0,
"waiting": 10539
},
"MetaX_c-500": {
"available": true,
"backlogHours": 939.2112676056338,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.4952029728816575,
"queueFactor": 1.014890955615595,
"queueWeight": 1.014890955615595,
"recentSuccess": 19,
"recentSuccessRate": 0.2676056338028169,
"recentTerminal": 71,
"recentWilsonLowerBound": 0.17852666541700804,
"running": 4,
"selectionWeight": 0.5025770183715489,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.833333333333334,
"waiting": 11114
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1960.1904761904761,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.9088435619779923,
"queueWeight": 0.9088435619779923,
"recentSuccess": 31,
"recentSuccessRate": 0.49206349206349204,
"recentTerminal": 63,
"recentWilsonLowerBound": 0.3726660281435346,
"running": 4,
"selectionWeight": 2.272108904944981,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.5,
"waiting": 20582
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 8630.727272727274,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.3337778790463015,
"queueFactor": 0.7276570934475585,
"queueWeight": 0.7276570934475585,
"recentSuccess": 6,
"recentSuccessRate": 0.5454545454545454,
"recentTerminal": 11,
"recentWilsonLowerBound": 0.2800877556899882,
"running": 2,
"selectionWeight": 0.970532934771481,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 1.8333333333333333,
"waiting": 15823
},
"Vastai_va16": {
"available": true,
"backlogHours": 1593.5294117647059,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.0594432472096562,
"queueFactor": 0.9375185375765621,
"queueWeight": 0.9375185375765621,
"recentSuccess": 7,
"recentSuccessRate": 0.13725490196078433,
"recentTerminal": 51,
"recentWilsonLowerBound": 0.06811015331542725,
"running": 16,
"selectionWeight": 0.05572914619279894,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.5,
"waiting": 13545
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1065.0379746835445,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.38764153504396937,
"queueFactor": 0.9959306827641227,
"queueWeight": 0.9959306827641227,
"recentSuccess": 19,
"recentSuccessRate": 0.24050632911392406,
"recentTerminal": 79,
"recentWilsonLowerBound": 0.15972056887933211,
"running": 6,
"selectionWeight": 0.386064098664073,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.166666666666666,
"waiting": 14023
}
},
"queueAttemptedAt": "2026-09-19T07:25:38.149635+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-19T07:25:38.149635+00:00",
"supportedGpus": [
"Vastai_va16",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Cambricon_mlu-370-x4",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"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
}