Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-18T16:28:54.148319+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-18T16:28:54.148319+00:00",
"frameworkAttemptedAt": "2026-10-18T12:40:45.561428+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 43343,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21738,
"successRate": 0.5015342731236878,
"wilsonLowerBound": 0.4968271251889966
},
"vllm": {
"framework": "vllm",
"modelCount": 57896,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15501,
"successRate": 0.2677387038828244,
"wilsonLowerBound": 0.26414741464736957
},
"vllm_0.23.0": {
"framework": "vllm_0.23.0",
"modelCount": 1,
"officialConfigError": "framework_mismatch",
"officialConfigValid": false,
"successCount": 1,
"successRate": 1.0,
"wilsonLowerBound": 0.20654329147389294
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5043,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1580,
"successRate": 0.31330557208011106,
"wilsonLowerBound": 0.3006497782973864
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38206,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18194,
"successRate": 0.47620792545673457,
"wilsonLowerBound": 0.471202525603045
},
"vllm": {
"framework": "vllm",
"modelCount": 40428,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11098,
"successRate": 0.2745127139606213,
"wilsonLowerBound": 0.27018407380598886
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 13847,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5755,
"successRate": 0.4156134902867047,
"wilsonLowerBound": 0.4074293239967146
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64257,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12098,
"successRate": 0.18827520737040324,
"wilsonLowerBound": 0.18527116325048892
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 33760,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7226,
"successRate": 0.21404028436018957,
"wilsonLowerBound": 0.2096976995541605
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8232,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 115,
"successRate": 0.013969873663751214,
"wilsonLowerBound": 0.011651665591901311
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26752,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3288,
"successRate": 0.1229066985645933,
"wilsonLowerBound": 0.11902625993997691
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16518,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10146506841021916,
"wilsonLowerBound": 0.09695261863545855
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 16980,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6604,
"successRate": 0.3889281507656066,
"wilsonLowerBound": 0.38162129069242506
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24810,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3808,
"successRate": 0.15348649738008868,
"wilsonLowerBound": 0.14905483657347962
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8123,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.066970331158439,
"wilsonLowerBound": 0.061736366111672984
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 54351,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13675,
"successRate": 0.251605306250115,
"wilsonLowerBound": 0.24797475770461666
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 25086,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3178,
"successRate": 0.12668420633022404,
"wilsonLowerBound": 0.12262517165142583
},
"vllm": {
"framework": "vllm",
"modelCount": 87105,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11218644165088112,
"wilsonLowerBound": 0.11010764502263687
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 48748,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5655,
"successRate": 0.11600475916960695,
"wilsonLowerBound": 0.11319220637457254
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 50512,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3784,
"successRate": 0.07491289198606271,
"wilsonLowerBound": 0.07264930842438354
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94773,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23858,
"successRate": 0.25173836430206914,
"wilsonLowerBound": 0.24898524647532747
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 112,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5659,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 590,
"successRate": 0.10425870295105143,
"wilsonLowerBound": 0.09656313278158477
},
"vllm": {
"framework": "vllm",
"modelCount": 112904,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16538,
"successRate": 0.1464784241479487,
"wilsonLowerBound": 0.14442794518106644
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 269,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.0037174721189591076,
"wilsonLowerBound": 0.0006565099089014066
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 25202,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4139,
"successRate": 0.16423299738116023,
"wilsonLowerBound": 0.15971007327045078
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44244,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5714,
"successRate": 0.1291474550221499,
"wilsonLowerBound": 0.12605466472171992
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8415,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 813,
"successRate": 0.0966131907308378,
"wilsonLowerBound": 0.09048376796547958
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 35301,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7078,
"successRate": 0.20050423500750686,
"wilsonLowerBound": 0.19636023215693457
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61547,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12429,
"successRate": 0.20194323037678522,
"wilsonLowerBound": 0.19879023548054822
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17805,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5036,
"successRate": 0.28284189834316203,
"wilsonLowerBound": 0.27627376346219423
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16025,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3867,
"successRate": 0.24131045241809673,
"wilsonLowerBound": 0.2347480887179905
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 69217,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19038,
"successRate": 0.27504803733186933,
"wilsonLowerBound": 0.27173392932361323
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1466,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 867,
"successRate": 0.5914051841746248,
"wilsonLowerBound": 0.5660341493926214
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48566,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.44743236008730386,
"wilsonLowerBound": 0.4430144099519477
},
"vllm": {
"framework": "vllm",
"modelCount": 40809,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5112,
"successRate": 0.12526648533411747,
"wilsonLowerBound": 0.12209002686885441
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1189,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6288,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030534351145038167,
"wilsonLowerBound": 0.02655998124483518
},
"vllm": {
"framework": "vllm",
"modelCount": 10105,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 765,
"successRate": 0.07570509648688768,
"wilsonLowerBound": 0.07070710236143048
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7679,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3374,
"successRate": 0.43938012762078393,
"wilsonLowerBound": 0.4283122733667606
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7429,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.03297886660384978,
"wilsonLowerBound": 0.029153181447422398
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19305,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5553,
"successRate": 0.28764568764568765,
"wilsonLowerBound": 0.28130288480295373
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28917,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14804,
"successRate": 0.5119479890721721,
"wilsonLowerBound": 0.506185418939555
},
"vllm": {
"framework": "vllm",
"modelCount": 68154,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7347,
"successRate": 0.10779998239281627,
"wilsonLowerBound": 0.10549368486704223
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14126,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2487,
"successRate": 0.17605833215347585,
"wilsonLowerBound": 0.16986572511788003
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-18T16:28:54.148319+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1149.986013986014,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 1.0207771661999987,
"queueWeight": 1.0207771661999987,
"recentSuccess": 57,
"recentSuccessRate": 0.3986013986013986,
"recentTerminal": 143,
"recentWilsonLowerBound": 0.3220175729028133,
"running": 8,
"selectionWeight": 2.5519429154999966,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.833333333333332,
"waiting": 27408
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1524.384,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.193097544813693,
"queueFactor": 0.9785221779027214,
"queueWeight": 0.9785221779027214,
"recentSuccess": 48,
"recentSuccessRate": 0.384,
"recentTerminal": 125,
"recentWilsonLowerBound": 0.3034059480322462,
"running": 8,
"selectionWeight": 2.1459945859042064,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.833333333333332,
"waiting": 31758
},
"Biren_166m": {
"available": true,
"backlogHours": 133.94202898550725,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.06099955849948341,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 19,
"recentSuccessRate": 0.09178743961352658,
"recentTerminal": 207,
"recentWilsonLowerBound": 0.05954886923872186,
"running": 8,
"selectionWeight": 0.07929942604932844,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 34.5,
"waiting": 4621
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1905.2142857142856,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.867140801345248,
"queueFactor": 0.9463314121411234,
"queueWeight": 0.9463314121411234,
"recentSuccess": 17,
"recentSuccessRate": 0.30357142857142855,
"recentTerminal": 56,
"recentWilsonLowerBound": 0.19900164620775923,
"running": 7,
"selectionWeight": 0.8206025790622339,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.333333333333334,
"waiting": 17782
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 462.0,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.342194889215735,
"queueFactor": 1.1704113756029966,
"queueWeight": 1.1704113756029966,
"recentSuccess": 24,
"recentSuccessRate": 0.1889763779527559,
"recentTerminal": 127,
"recentWilsonLowerBound": 0.1304078981380311,
"running": 7,
"selectionWeight": 0.4005087910113034,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.166666666666668,
"waiting": 9779
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 118.60773480662984,
"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": 0.06629834254143646,
"recentTerminal": 181,
"recentWilsonLowerBound": 0.038328450070663204,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 30.166666666666668,
"waiting": 3578
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 308.28,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.23503991857426543,
"queueFactor": 1.2436352632935488,
"queueWeight": 1.2436352632935488,
"recentSuccess": 24,
"recentSuccessRate": 0.16,
"recentTerminal": 150,
"recentWilsonLowerBound": 0.10993931727556672,
"running": 0,
"selectionWeight": 0.29230393102060087,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.0,
"waiting": 7707
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2526.157894736842,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.46364570553926365,
"queueFactor": 0.907122118813936,
"queueWeight": 0.907122118813936,
"recentSuccess": 10,
"recentSuccessRate": 0.2631578947368421,
"recentTerminal": 38,
"recentWilsonLowerBound": 0.14971462389701298,
"running": 2,
"selectionWeight": 0.4205832747877591,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.333333333333333,
"waiting": 15999
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 447.375,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5068651638033398,
"queueFactor": 1.1760724425542306,
"queueWeight": 1.1760724425542306,
"recentSuccess": 28,
"recentSuccessRate": 0.21875,
"recentTerminal": 128,
"recentWilsonLowerBound": 0.1559042491230976,
"running": 8,
"selectionWeight": 0.596110151239844,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.333333333333332,
"waiting": 9544
},
"MetaX_c-500": {
"available": true,
"backlogHours": 730.9148936170213,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7572567518598698,
"queueFactor": 1.0925839307237115,
"queueWeight": 1.0925839307237115,
"recentSuccess": 25,
"recentSuccessRate": 0.26595744680851063,
"recentTerminal": 94,
"recentWilsonLowerBound": 0.1871148582279006,
"running": 4,
"selectionWeight": 0.8273665585141269,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.666666666666666,
"waiting": 11451
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2162.4166666666665,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.3428389579435336,
"queueFactor": 0.9285256887750761,
"queueWeight": 0.9285256887750761,
"recentSuccess": 15,
"recentSuccessRate": 0.20833333333333334,
"recentTerminal": 72,
"recentWilsonLowerBound": 0.1305194089904011,
"running": 4,
"selectionWeight": 0.31833477956344886,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.0,
"waiting": 25949
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2835.846153846154,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.5775307518369941,
"queueFactor": 0.8915227510522884,
"queueWeight": 0.8915227510522884,
"recentSuccess": 11,
"recentSuccessRate": 0.28205128205128205,
"recentTerminal": 39,
"recentWilsonLowerBound": 0.16543325013943294,
"running": 2,
"selectionWeight": 0.5148818046950134,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.5,
"waiting": 18433
},
"Vastai_va16": {
"available": true,
"backlogHours": 1644.7868852459017,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9674274040073347,
"queueWeight": 0.9674274040073347,
"recentSuccess": 2,
"recentSuccessRate": 0.03278688524590164,
"recentTerminal": 61,
"recentWilsonLowerBound": 0.009037700815687872,
"running": 16,
"selectionWeight": 0.04837137020036674,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 10.166666666666666,
"waiting": 16722
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1487.9375,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.5763625040761288,
"queueFactor": 0.9820805887874717,
"queueWeight": 0.9820805887874717,
"recentSuccess": 23,
"recentSuccessRate": 0.23958333333333334,
"recentTerminal": 96,
"recentWilsonLowerBound": 0.16528105536529172,
"running": 7,
"selectionWeight": 0.5660344273581062,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.0,
"waiting": 23807
}
},
"queueAttemptedAt": "2026-10-18T16:28:54.148319+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-18T16:28:54.148319+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Biren_166m",
"Ascend_910-b3",
"Ascend_910-b4",
"hygon_k100-ai",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}