Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-11T09:44:38.960004+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-11T09:44:38.960004+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": "2026-09-11T09:54:13.067804+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1009.6402877697841,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.2917355649766211,
"queueFactor": 0.9665647740672293,
"queueWeight": 0.9665647740672293,
"recentSuccess": 47,
"recentSuccessRate": 0.3381294964028777,
"recentTerminal": 139,
"recentWilsonLowerBound": 0.2647795687047831,
"running": 8,
"selectionWeight": 1.2485460945162326,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.166666666666668,
"waiting": 23390
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1162.936170212766,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.1825062984052508,
"queueFactor": 0.9462863652016851,
"queueWeight": 0.9462863652016851,
"recentSuccess": 46,
"recentSuccessRate": 0.3262411347517731,
"recentTerminal": 141,
"recentWilsonLowerBound": 0.25435688113492116,
"running": 8,
"selectionWeight": 1.118989586946004,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.5,
"waiting": 27329
},
"Biren_166m": {
"available": true,
"backlogHours": 111.98253275109171,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.14192167592607433,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 31,
"recentSuccessRate": 0.13537117903930132,
"recentTerminal": 229,
"recentWilsonLowerBound": 0.0970328110533617,
"running": 8,
"selectionWeight": 0.18449817870389662,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 38.166666666666664,
"waiting": 4274
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1325.25,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 1.0332875429635877,
"queueFactor": 0.9279216171906104,
"queueWeight": 0.9279216171906104,
"recentSuccess": 22,
"recentSuccessRate": 0.34375,
"recentTerminal": 64,
"recentWilsonLowerBound": 0.2392297503546903,
"running": 7,
"selectionWeight": 0.9588098478896846,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.666666666666666,
"waiting": 14136
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 489.53271028037386,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4476315470699448,
"queueFactor": 1.077429114088396,
"queueWeight": 1.077429114088396,
"recentSuccess": 25,
"recentSuccessRate": 0.2336448598130841,
"recentTerminal": 107,
"recentWilsonLowerBound": 0.1635605614587961,
"running": 7,
"selectionWeight": 0.48229126119758875,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.833333333333332,
"waiting": 8730
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 82.94117647058823,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.08646089347973421,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 20,
"recentSuccessRate": 0.11764705882352941,
"recentTerminal": 170,
"recentWilsonLowerBound": 0.07746173927379328,
"running": 3,
"selectionWeight": 0.11239916152365448,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.333333333333332,
"waiting": 2350
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 130.3240223463687,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.4786207346324529,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 40,
"recentSuccessRate": 0.22346368715083798,
"recentTerminal": 179,
"recentWilsonLowerBound": 0.16861360085554944,
"running": 6,
"selectionWeight": 0.6222069550221888,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 29.833333333333332,
"waiting": 3888
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2024.8695652173913,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.6281794315181706,
"queueFactor": 0.8707558609809873,
"queueWeight": 0.8707558609809873,
"recentSuccess": 14,
"recentSuccessRate": 0.30434782608695654,
"recentTerminal": 46,
"recentWilsonLowerBound": 0.190796708074489,
"running": 2,
"selectionWeight": 0.5469909217421518,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.666666666666667,
"waiting": 15524
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 717.8,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2720237154001127,
"queueFactor": 1.017314995476813,
"queueWeight": 1.017314995476813,
"recentSuccess": 18,
"recentSuccessRate": 0.2,
"recentTerminal": 90,
"recentWilsonLowerBound": 0.13042296962596497,
"running": 7,
"selectionWeight": 0.27673380480185156,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.0,
"waiting": 10767
},
"MetaX_c-500": {
"available": true,
"backlogHours": 891.8684210526317,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.0924527884853488,
"queueFactor": 0.9847156637088541,
"queueWeight": 0.9847156637088541,
"recentSuccess": 26,
"recentSuccessRate": 0.34210526315789475,
"recentTerminal": 76,
"recentWilsonLowerBound": 0.2453616992261352,
"running": 4,
"selectionWeight": 1.0757553726839386,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.666666666666666,
"waiting": 11297
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 625.3235294117648,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.05,
"queueFactor": 1.0385807020828006,
"queueWeight": 1.0385807020828006,
"recentSuccess": 18,
"recentSuccessRate": 0.08823529411764706,
"recentTerminal": 204,
"recentWilsonLowerBound": 0.056540817341317044,
"running": 4,
"selectionWeight": 0.051929035104140035,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 34.0,
"waiting": 21261
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 5722.4,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.5,
"queueFactor": 0.7451080105282333,
"queueWeight": 0.7451080105282333,
"recentSuccess": 9,
"recentSuccessRate": 0.6,
"recentTerminal": 15,
"recentWilsonLowerBound": 0.357464427565077,
"running": 2,
"selectionWeight": 1.8627700263205833,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 2.5,
"waiting": 14306
},
"Vastai_va16": {
"available": true,
"backlogHours": 1097.5714285714284,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.9403544102327833,
"queueFactor": 0.9545332151993972,
"queueWeight": 0.9545332151993972,
"recentSuccess": 19,
"recentSuccessRate": 0.3392857142857143,
"recentTerminal": 56,
"recentWilsonLowerBound": 0.22919799319334652,
"running": 16,
"selectionWeight": 0.8975995186264315,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.333333333333334,
"waiting": 10244
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 637.6829268292684,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.600159593955126,
"queueFactor": 1.0355361055544685,
"queueWeight": 1.0355361055544685,
"recentSuccess": 32,
"recentSuccessRate": 0.3902439024390244,
"recentTerminal": 82,
"recentWilsonLowerBound": 0.2918451685297084,
"running": 6,
"selectionWeight": 1.6570230341899108,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.666666666666666,
"waiting": 8715
}
},
"queueAttemptedAt": "2026-09-11T09:50:29.055942+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-11T09:50:29.055942+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
}