Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-16T22:29:55.743344+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-16T22:29:55.743344+00:00",
"frameworkAttemptedAt": "2026-09-16T20:37:36.627773+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39288,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18933,
"successRate": 0.48190287110568114,
"wilsonLowerBound": 0.47696392031609386
},
"vllm": {
"framework": "vllm",
"modelCount": 52233,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14681,
"successRate": 0.2810675243619934,
"wilsonLowerBound": 0.2772286569793075
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2477,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 680,
"successRate": 0.2745256358498183,
"wilsonLowerBound": 0.2573099177256307
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 32503,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14264,
"successRate": 0.43885179829554194,
"wilsonLowerBound": 0.4334643308426949
},
"vllm": {
"framework": "vllm",
"modelCount": 37245,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10611,
"successRate": 0.28489730165122834,
"wilsonLowerBound": 0.280335606892921
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8302,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3617,
"successRate": 0.43567814984341124,
"wilsonLowerBound": 0.42504409319602304
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63890,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12071,
"successRate": 0.1889341054938175,
"wilsonLowerBound": 0.18591739331860657
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 16510,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3304,
"successRate": 0.20012113870381587,
"wilsonLowerBound": 0.1940882419370684
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5787,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 51,
"successRate": 0.008812856402280975,
"wilsonLowerBound": 0.00670950133287407
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26108,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3212,
"successRate": 0.12302742454420101,
"wilsonLowerBound": 0.11909838938127634
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16463,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1674,
"successRate": 0.10168256089412622,
"wilsonLowerBound": 0.09715830306169429
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 10739,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4548,
"successRate": 0.4235031194710867,
"wilsonLowerBound": 0.41418664004500805
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24117,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3781,
"successRate": 0.15677737695401583,
"wilsonLowerBound": 0.15224319425109478
},
"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": 41964,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10543,
"successRate": 0.25123915737298635,
"wilsonLowerBound": 0.2471122012044241
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23176,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3052,
"successRate": 0.13168795305488437,
"wilsonLowerBound": 0.12739533392660884
},
"vllm": {
"framework": "vllm",
"modelCount": 86588,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11276389338014506,
"wilsonLowerBound": 0.11067420815224692
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 39927,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4901,
"successRate": 0.1227490169559446,
"wilsonLowerBound": 0.11956646346479059
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 30312,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3372,
"successRate": 0.111243072050673,
"wilsonLowerBound": 0.10775243251634917
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 88283,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20857,
"successRate": 0.23625159996828382,
"wilsonLowerBound": 0.23346103683475566
},
"transformers": {
"framework": "transformers",
"modelCount": 5147,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 565,
"successRate": 0.10977268311637847,
"wilsonLowerBound": 0.10152158033165373
},
"vllm": {
"framework": "vllm",
"modelCount": 112498,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16506,
"successRate": 0.14672260840192713,
"wilsonLowerBound": 0.14466702052400063
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 16586,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3366,
"successRate": 0.20294224044374773,
"wilsonLowerBound": 0.1968904351159224
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42787,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5570,
"successRate": 0.13017972748732093,
"wilsonLowerBound": 0.12702439755054418
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6552,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 524,
"successRate": 0.07997557997557997,
"wilsonLowerBound": 0.0736508027370214
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 30818,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5447,
"successRate": 0.17674735544162504,
"wilsonLowerBound": 0.17252882569403258
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60820,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12388,
"successRate": 0.2036829990134824,
"wilsonLowerBound": 0.20050099958682271
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7229,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2113,
"successRate": 0.2922949232258957,
"wilsonLowerBound": 0.28192280094488975
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12473,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3237,
"successRate": 0.25952056441914534,
"wilsonLowerBound": 0.25190212990001654
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 60201,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16458,
"successRate": 0.2733841630537699,
"wilsonLowerBound": 0.26983835219619134
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46387,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20249,
"successRate": 0.4365231638174489,
"wilsonLowerBound": 0.4320152479252347
},
"vllm": {
"framework": "vllm",
"modelCount": 36215,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3309,
"successRate": 0.09137097887615629,
"wilsonLowerBound": 0.0884465348647399
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 421,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6277,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03058786044288673,
"wilsonLowerBound": 0.026606614466574273
},
"vllm": {
"framework": "vllm",
"modelCount": 10018,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 735,
"successRate": 0.07336793771211819,
"wilsonLowerBound": 0.06842393454370647
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5796,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2447,
"successRate": 0.4221877156659765,
"wilsonLowerBound": 0.4095277276933134
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7372,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.031877373846988605,
"wilsonLowerBound": 0.028104591006162857
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11252,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3766,
"successRate": 0.33469605403483826,
"wilsonLowerBound": 0.3260345791816279
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26264,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13306,
"successRate": 0.5066250380749314,
"wilsonLowerBound": 0.5005779631358126
},
"vllm": {
"framework": "vllm",
"modelCount": 61766,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6139,
"successRate": 0.0993912508499822,
"wilsonLowerBound": 0.09705658833614847
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12363,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1755,
"successRate": 0.14195583596214512,
"wilsonLowerBound": 0.13591487681628772
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-16T22:35:31.952723+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1018.3404255319149,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.8925214744379781,
"queueFactor": 0.9973297397447004,
"queueWeight": 0.9973297397447004,
"recentSuccess": 47,
"recentSuccessRate": 0.3333333333333333,
"recentTerminal": 141,
"recentWilsonLowerBound": 0.2608545832736055,
"running": 8,
"selectionWeight": 1.8874679495624853,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.5,
"waiting": 23931
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1391.016393442623,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9517499880950643,
"queueWeight": 0.9517499880950643,
"recentSuccess": 46,
"recentSuccessRate": 0.3770491803278688,
"recentTerminal": 122,
"recentWilsonLowerBound": 0.296041536912028,
"running": 8,
"selectionWeight": 2.3793749702376608,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.333333333333332,
"waiting": 28284
},
"Biren_166m": {
"available": true,
"backlogHours": 129.24513618677042,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 17,
"recentSuccessRate": 0.06614785992217899,
"recentTerminal": 257,
"recentWilsonLowerBound": 0.04170582799576833,
"running": 7,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 42.833333333333336,
"waiting": 5536
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1416.8307692307692,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.8669898342374942,
"queueFactor": 0.9491285129617714,
"queueWeight": 0.9491285129617714,
"recentSuccess": 18,
"recentSuccessRate": 0.27692307692307694,
"recentTerminal": 65,
"recentWilsonLowerBound": 0.18293439815390553,
"running": 7,
"selectionWeight": 0.8228847721228055,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.833333333333334,
"waiting": 15349
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 448.83720930232556,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2432543118189551,
"queueFactor": 1.127741050401604,
"queueWeight": 1.127741050401604,
"recentSuccess": 20,
"recentSuccessRate": 0.15503875968992248,
"recentTerminal": 129,
"recentWilsonLowerBound": 0.10266146097337198,
"running": 7,
"selectionWeight": 0.2743278731254278,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.5,
"waiting": 9650
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 41.536,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 12,
"recentSuccessRate": 0.032,
"recentTerminal": 375,
"recentWilsonLowerBound": 0.018398213936240047,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 62.5,
"waiting": 2596
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 116.18181818181819,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.39864909911733815,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 38,
"recentSuccessRate": 0.17272727272727273,
"recentTerminal": 220,
"recentWilsonLowerBound": 0.12850534319158355,
"running": 2,
"selectionWeight": 0.5182438288525396,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 36.666666666666664,
"waiting": 4260
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2600.5945945945946,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.2784428972526407,
"queueFactor": 0.8664865363993688,
"queueWeight": 0.8664865363993688,
"recentSuccess": 13,
"recentSuccessRate": 0.35135135135135137,
"recentTerminal": 37,
"recentWilsonLowerBound": 0.21825406631100872,
"running": 2,
"selectionWeight": 1.1077535580248148,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.166666666666667,
"waiting": 16037
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 550.5483870967741,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5382654222366332,
"queueFactor": 1.0937130475423256,
"queueWeight": 1.0937130475423256,
"recentSuccess": 26,
"recentSuccessRate": 0.20967741935483872,
"recentTerminal": 124,
"recentWilsonLowerBound": 0.1472978818443016,
"running": 8,
"selectionWeight": 0.5887079153410848,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.666666666666668,
"waiting": 11378
},
"MetaX_c-500": {
"available": true,
"backlogHours": 877.05,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.4684142780524725,
"queueFactor": 1.0199269426329827,
"queueWeight": 1.0199269426329827,
"recentSuccess": 26,
"recentSuccessRate": 0.325,
"recentTerminal": 80,
"recentWilsonLowerBound": 0.23244012494227473,
"running": 4,
"selectionWeight": 1.4976752851326767,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.333333333333334,
"waiting": 11694
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1939.342105263158,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.6540135903396471,
"queueFactor": 0.9054710162979266,
"queueWeight": 0.9054710162979266,
"recentSuccess": 26,
"recentSuccessRate": 0.34210526315789475,
"recentTerminal": 76,
"recentWilsonLowerBound": 0.2453616992261352,
"running": 4,
"selectionWeight": 1.4976613666154226,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.666666666666666,
"waiting": 24565
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2387.3846153846152,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.6949192508581546,
"queueFactor": 0.8776762746467824,
"queueWeight": 0.8776762746467824,
"recentSuccess": 11,
"recentSuccessRate": 0.28205128205128205,
"recentTerminal": 39,
"recentWilsonLowerBound": 0.16543325013943294,
"running": 2,
"selectionWeight": 0.609914139273518,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.5,
"waiting": 15518
},
"Vastai_va16": {
"available": true,
"backlogHours": 2283.081081081081,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.20414008207075734,
"queueFactor": 0.8835772331323674,
"queueWeight": 0.8835772331323674,
"recentSuccess": 7,
"recentSuccessRate": 0.1891891891891892,
"recentTerminal": 37,
"recentWilsonLowerBound": 0.09479858757337126,
"running": 16,
"selectionWeight": 0.18037352888749417,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.166666666666667,
"waiting": 14079
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 982.3571428571429,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.1799870994591934,
"queueFactor": 1.0027260696185933,
"queueWeight": 1.0027260696185933,
"recentSuccess": 25,
"recentSuccessRate": 0.2976190476190476,
"recentTerminal": 84,
"recentWilsonLowerBound": 0.2104467918626258,
"running": 6,
"selectionWeight": 1.1832038264413611,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.0,
"waiting": 13753
}
},
"queueAttemptedAt": "2026-09-16T22:32:45.469024+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-16T22:32:45.469024+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",
"Biren_166m",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}