Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-11T11:38:38.737819+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-11T11:38:38.737819+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": "2026-09-11T11:44:25.882841+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1195.2711864406779,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.6736608960600479,
"queueFactor": 0.9311774915606539,
"queueWeight": 0.9311774915606539,
"recentSuccess": 40,
"recentSuccessRate": 0.3389830508474576,
"recentTerminal": 118,
"recentWilsonLowerBound": 0.2598535833447239,
"running": 8,
"selectionWeight": 1.5584753549163517,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.666666666666668,
"waiting": 23507
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1209.8382352941176,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9294870456947187,
"queueWeight": 0.9294870456947187,
"recentSuccess": 53,
"recentSuccessRate": 0.3897058823529412,
"recentTerminal": 136,
"recentWilsonLowerBound": 0.3118483860305096,
"running": 8,
"selectionWeight": 2.323717614236797,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.666666666666668,
"waiting": 27423
},
"Biren_166m": {
"available": true,
"backlogHours": 109.9,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.2030186981419149,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 33,
"recentSuccessRate": 0.1375,
"recentTerminal": 240,
"recentWilsonLowerBound": 0.09961054871463781,
"running": 8,
"selectionWeight": 0.26392430758448937,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 40.0,
"waiting": 4396
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1614.3396226415093,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 1.0576096500293177,
"queueFactor": 0.8901295142217235,
"queueWeight": 0.8901295142217235,
"recentSuccess": 17,
"recentSuccessRate": 0.32075471698113206,
"recentTerminal": 53,
"recentWilsonLowerBound": 0.21092044589340303,
"running": 7,
"selectionWeight": 0.9414095640168035,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.833333333333334,
"waiting": 14260
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 482.1818181818182,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5086961573260782,
"queueFactor": 1.0670157074452002,
"queueWeight": 1.0670157074452002,
"recentSuccess": 24,
"recentSuccessRate": 0.21818181818181817,
"recentTerminal": 110,
"recentWilsonLowerBound": 0.15122852088416214,
"running": 7,
"selectionWeight": 0.5427867901839403,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.333333333333332,
"waiting": 8840
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 77.8360655737705,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.0744247551331045,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 18,
"recentSuccessRate": 0.09836065573770492,
"recentTerminal": 183,
"recentWilsonLowerBound": 0.06312566378280364,
"running": 24,
"selectionWeight": 0.09675218167303584,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 30.5,
"waiting": 2374
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 135.32947976878614,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.6539672921436008,
"queueFactor": 1.2910515260638669,
"queueWeight": 1.2910515260638669,
"recentSuccess": 39,
"recentSuccessRate": 0.2254335260115607,
"recentTerminal": 173,
"recentWilsonLowerBound": 0.16952100148908417,
"running": 6,
"selectionWeight": 0.8443054705178505,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.833333333333332,
"waiting": 3902
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2023.9565217391303,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.8482429078133074,
"queueFactor": 0.8604433062832392,
"queueWeight": 0.8604433062832392,
"recentSuccess": 14,
"recentSuccessRate": 0.30434782608695654,
"recentTerminal": 46,
"recentWilsonLowerBound": 0.190796708074489,
"running": 2,
"selectionWeight": 0.729864932130191,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.666666666666667,
"waiting": 15517
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 742.159090909091,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.44845010865208357,
"queueFactor": 1.000179354020118,
"queueWeight": 1.000179354020118,
"recentSuccess": 19,
"recentSuccessRate": 0.2159090909090909,
"recentTerminal": 88,
"recentWilsonLowerBound": 0.1428071398331893,
"running": 7,
"selectionWeight": 0.4485305399818927,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.666666666666666,
"waiting": 10885
},
"MetaX_c-500": {
"available": true,
"backlogHours": 743.9347826086956,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.349435738549328,
"queueFactor": 0.9998208922615527,
"queueWeight": 0.9998208922615527,
"recentSuccess": 18,
"recentSuccessRate": 0.1956521739130435,
"recentTerminal": 92,
"recentWilsonLowerBound": 0.12749741209297205,
"running": 4,
"selectionWeight": 0.3493731519044638,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.333333333333334,
"waiting": 11407
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 640.6432160804021,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.09361272422974685,
"queueFactor": 1.0224921970757328,
"queueWeight": 1.0224921970757328,
"recentSuccess": 21,
"recentSuccessRate": 0.10552763819095477,
"recentTerminal": 199,
"recentWilsonLowerBound": 0.0700626606555105,
"running": 4,
"selectionWeight": 0.09571828007191854,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 33.166666666666664,
"waiting": 21248
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 4291.8,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.283930317516121,
"queueFactor": 0.7686993536593049,
"queueWeight": 0.7686993536593049,
"recentSuccess": 10,
"recentSuccessRate": 0.5,
"recentTerminal": 20,
"recentWilsonLowerBound": 0.2992949144298199,
"running": 2,
"selectionWeight": 1.7556557588775332,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 3.3333333333333335,
"waiting": 14306
},
"Vastai_va16": {
"available": true,
"backlogHours": 1186.1538461538462,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 1.1056094041571336,
"queueFactor": 0.9322476215309763,
"queueWeight": 0.9322476215309763,
"recentSuccess": 17,
"recentSuccessRate": 0.3269230769230769,
"recentTerminal": 52,
"recentWilsonLowerBound": 0.2152190173110406,
"running": 16,
"selectionWeight": 1.0307017373677676,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.666666666666666,
"waiting": 10280
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 594.4772727272727,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 2.326465064090011,
"queueFactor": 1.0340276424858723,
"queueWeight": 1.0340276424858723,
"recentSuccess": 35,
"recentSuccessRate": 0.3977272727272727,
"recentTerminal": 88,
"recentWilsonLowerBound": 0.30181576566907076,
"running": 6,
"selectionWeight": 2.4056291855467378,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.666666666666666,
"waiting": 8719
}
},
"queueAttemptedAt": "2026-09-11T11:35:26.795790+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-11T11:35:26.795790+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
}