Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-11T10:49:11.840771+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-11T10:49:11.840771+00:00",
"frameworkAttemptedAt": "2026-09-11T07:37:13.408660+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38406,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18347,
"successRate": 0.47771181586210487,
"wilsonLowerBound": 0.4727186142219277
},
"vllm": {
"framework": "vllm",
"modelCount": 50694,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14356,
"successRate": 0.2831893320708565,
"wilsonLowerBound": 0.2792837767433773
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1836,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 465,
"successRate": 0.25326797385620914,
"wilsonLowerBound": 0.2339046211928329
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 31534,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13593,
"successRate": 0.43105853998858373,
"wilsonLowerBound": 0.42560127887455884
},
"vllm": {
"framework": "vllm",
"modelCount": 36636,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10470,
"successRate": 0.28578447428758597,
"wilsonLowerBound": 0.28118079871085094
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7125,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3236,
"successRate": 0.45417543859649123,
"wilsonLowerBound": 0.4426420461241195
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63806,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12062,
"successRate": 0.18904178290442905,
"wilsonLowerBound": 0.18602242785590625
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14269,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2821,
"successRate": 0.197701310533324,
"wilsonLowerBound": 0.1912482512473705
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5216,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 38,
"successRate": 0.0072852760736196315,
"wilsonLowerBound": 0.005312491220716674
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 25982,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3188,
"successRate": 0.1227003309983835,
"wilsonLowerBound": 0.11876653069924355
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16454,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1672,
"successRate": 0.10161662817551963,
"wilsonLowerBound": 0.09709250105798561
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 9567,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4140,
"successRate": 0.43273753527751646,
"wilsonLowerBound": 0.42283824435112227
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24038,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3772,
"successRate": 0.15691821282968632,
"wilsonLowerBound": 0.15237497352380724
},
"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": 39693,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10022,
"successRate": 0.25248784420426773,
"wilsonLowerBound": 0.2482379959502357
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 22928,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3029,
"successRate": 0.13210921144452198,
"wilsonLowerBound": 0.1277877691776678
},
"vllm": {
"framework": "vllm",
"modelCount": 86495,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9762,
"successRate": 0.11286201514538413,
"wilsonLowerBound": 0.11077041141942286
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 38721,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4750,
"successRate": 0.12267245164122828,
"wilsonLowerBound": 0.11944216864807317
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 26228,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3230,
"successRate": 0.12315083117279244,
"wilsonLowerBound": 0.11922893728375669
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 87478,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20347,
"successRate": 0.23259562404261644,
"wilsonLowerBound": 0.22980765150893903
},
"transformers": {
"framework": "transformers",
"modelCount": 5064,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 562,
"successRate": 0.11097946287519747,
"wilsonLowerBound": 0.10262120661405581
},
"vllm": {
"framework": "vllm",
"modelCount": 112431,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16502,
"successRate": 0.1467744661169962,
"wilsonLowerBound": 0.14471796507864415
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 15675,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3208,
"successRate": 0.20465709728867623,
"wilsonLowerBound": 0.19841380945421933
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42460,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5517,
"successRate": 0.12993405558172397,
"wilsonLowerBound": 0.12676931841545863
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6060,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 471,
"successRate": 0.07772277227722772,
"wilsonLowerBound": 0.07124611845642526
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18181818181818182,
"wilsonLowerBound": 0.1343204258911728
},
"vllm": {
"framework": "vllm",
"modelCount": 29978,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5130,
"successRate": 0.17112549202748684,
"wilsonLowerBound": 0.16690429188089745
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60742,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12377,
"successRate": 0.20376345856244443,
"wilsonLowerBound": 0.2005789531103196
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6131,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1808,
"successRate": 0.29489479693361603,
"wilsonLowerBound": 0.2836117408740904
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 11790,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3090,
"successRate": 0.26208651399491095,
"wilsonLowerBound": 0.25422668395092196
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 58402,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15896,
"successRate": 0.27218245950481146,
"wilsonLowerBound": 0.26858772834899125
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 45902,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19921,
"successRate": 0.43398980436582285,
"wilsonLowerBound": 0.4294614036402481
},
"vllm": {
"framework": "vllm",
"modelCount": 35411,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2984,
"successRate": 0.08426760046313292,
"wilsonLowerBound": 0.0814191481906377
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 247,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6273,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030607364897178385,
"wilsonLowerBound": 0.02662361262856994
},
"vllm": {
"framework": "vllm",
"modelCount": 10000,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 729,
"successRate": 0.0729,
"wilsonLowerBound": 0.06796689394323556
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5415,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2267,
"successRate": 0.41865189289012006,
"wilsonLowerBound": 0.40557390963207146
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7362,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.03192067372996468,
"wilsonLowerBound": 0.028142835875328846
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10020,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3439,
"successRate": 0.34321357285429144,
"wilsonLowerBound": 0.3339788112017684
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 25695,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12926,
"successRate": 0.5030550690795874,
"wilsonLowerBound": 0.49694151667224734
},
"vllm": {
"framework": "vllm",
"modelCount": 60492,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5875,
"successRate": 0.09712028036765193,
"wilsonLowerBound": 0.09478599037021669
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12070,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1657,
"successRate": 0.13728251864125932,
"wilsonLowerBound": 0.1312581580525033
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-11T11:01:31.440562+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1076.8396946564885,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.2286934475407463,
"queueFactor": 0.9466534234095655,
"queueWeight": 0.9466534234095655,
"recentSuccess": 44,
"recentSuccessRate": 0.33587786259541985,
"recentTerminal": 131,
"recentWilsonLowerBound": 0.26069820802208127,
"running": 8,
"selectionWeight": 1.1631468584353488,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.833333333333332,
"waiting": 23511
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1256.2442748091603,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.3786430360233781,
"queueFactor": 0.9250230481590489,
"queueWeight": 0.9250230481590489,
"recentSuccess": 46,
"recentSuccessRate": 0.3511450381679389,
"recentTerminal": 131,
"recentWilsonLowerBound": 0.27470659539559905,
"running": 8,
"selectionWeight": 1.2752765835055906,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.833333333333332,
"waiting": 27428
},
"Biren_166m": {
"available": true,
"backlogHours": 112.94420600858368,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.14596625174698594,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 32,
"recentSuccessRate": 0.13733905579399142,
"recentTerminal": 233,
"recentWilsonLowerBound": 0.09899121234419886,
"running": 8,
"selectionWeight": 0.18975612727108174,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 38.833333333333336,
"waiting": 4386
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1357.8095238095239,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.7038606499177413,
"queueFactor": 0.9142981492085441,
"queueWeight": 0.9142981492085441,
"recentSuccess": 19,
"recentSuccessRate": 0.30158730158730157,
"recentTerminal": 63,
"recentWilsonLowerBound": 0.20237537048735993,
"running": 7,
"selectionWeight": 0.643538489520514,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.5,
"waiting": 14257
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 500.1509433962264,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3190682409826634,
"queueFactor": 1.0620586596448665,
"queueWeight": 1.0620586596448665,
"recentSuccess": 22,
"recentSuccessRate": 0.20754716981132076,
"recentTerminal": 106,
"recentWilsonLowerBound": 0.14124543675119416,
"running": 7,
"selectionWeight": 0.3388691883532927,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.666666666666668,
"waiting": 8836
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 86.23170731707317,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.10519761706520611,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 21,
"recentSuccessRate": 0.12804878048780488,
"recentTerminal": 164,
"recentWilsonLowerBound": 0.08529805310783155,
"running": 24,
"selectionWeight": 0.13675690218476794,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.333333333333332,
"waiting": 2357
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 137.68235294117648,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.529512614996235,
"queueFactor": 1.2887893135466206,
"queueWeight": 1.2887893135466206,
"recentSuccess": 40,
"recentSuccessRate": 0.23529411764705882,
"recentTerminal": 170,
"recentWilsonLowerBound": 0.17781611718156756,
"running": 11,
"selectionWeight": 0.6824301995952737,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.333333333333332,
"waiting": 3901
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2069.3333333333335,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.5261319096226492,
"queueFactor": 0.8582999756173821,
"queueWeight": 0.8582999756173821,
"recentSuccess": 13,
"recentSuccessRate": 0.28888888888888886,
"recentTerminal": 45,
"recentWilsonLowerBound": 0.17729918031900158,
"running": 2,
"selectionWeight": 0.45157900520064653,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.5,
"waiting": 15520
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 734.1573033707865,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.274627947648426,
"queueFactor": 1.0026406303385837,
"queueWeight": 1.0026406303385837,
"recentSuccess": 18,
"recentSuccessRate": 0.20224719101123595,
"recentTerminal": 89,
"recentWilsonLowerBound": 0.1319367734752211,
"running": 7,
"selectionWeight": 0.27535313853880944,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.833333333333334,
"waiting": 10890
},
"MetaX_c-500": {
"available": true,
"backlogHours": 760.2,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.35735722635574263,
"queueFactor": 0.9974117690903,
"queueWeight": 0.9974117690903,
"recentSuccess": 20,
"recentSuccessRate": 0.2222222222222222,
"recentTerminal": 90,
"recentWilsonLowerBound": 0.14871223281666784,
"running": 4,
"selectionWeight": 0.3564323033366841,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.0,
"waiting": 11403
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 618.9029126213592,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.06316525111138,
"queueFactor": 1.0286562975648716,
"queueWeight": 1.0286562975648716,
"recentSuccess": 21,
"recentSuccessRate": 0.10194174757281553,
"recentTerminal": 206,
"recentWilsonLowerBound": 0.06764640491063476,
"running": 4,
"selectionWeight": 0.06497533334298754,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 34.333333333333336,
"waiting": 21249
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 5049.529411764705,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.5,
"queueFactor": 0.7508030570853582,
"queueWeight": 0.7508030570853582,
"recentSuccess": 10,
"recentSuccessRate": 0.5882352941176471,
"recentTerminal": 17,
"recentWilsonLowerBound": 0.3600507438551554,
"running": 2,
"selectionWeight": 1.8770076427133955,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 2.8333333333333335,
"waiting": 14307
},
"Vastai_va16": {
"available": true,
"backlogHours": 1311.4468085106384,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.7159810874590183,
"queueFactor": 0.919075239615169,
"queueWeight": 0.919075239615169,
"recentSuccess": 15,
"recentSuccessRate": 0.3191489361702128,
"recentTerminal": 47,
"recentWilsonLowerBound": 0.2039520381739899,
"running": 16,
"selectionWeight": 0.6580404895163265,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.833333333333333,
"waiting": 10273
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 581.1333333333333,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.7340053168200618,
"queueFactor": 1.0384182213376074,
"queueWeight": 1.0384182213376074,
"recentSuccess": 36,
"recentSuccessRate": 0.4,
"recentTerminal": 90,
"recentWilsonLowerBound": 0.3048885917678283,
"running": 6,
"selectionWeight": 1.800622716882243,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.0,
"waiting": 8717
}
},
"queueAttemptedAt": "2026-09-11T11:01:31.440562+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-11T11:01:31.440562+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
}