Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON
Raw Normal View History

2026-10-23 14:38:42 +00:00
{
"communityAttemptedAt": "2026-10-23T03:45:20.860934+00:00",
"communityError": "ModelHubAPIError: 分页大小不能超过100",
"communitySample": {},
"communityUpdatedAt": null,
"frameworkAttemptedAt": "2026-10-23T03:45:20.860934+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 43956,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22156,
"successRate": 0.5040495040495041,
"wilsonLowerBound": 0.499375203274835
},
"vllm": {
"framework": "vllm",
"modelCount": 58559,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15613,
"successRate": 0.2666199900954593,
"wilsonLowerBound": 0.2630538413871875
},
"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": 5598,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1804,
"successRate": 0.32225794926759554,
"wilsonLowerBound": 0.31014083179842944
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39012,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18747,
"successRate": 0.48054444786219624,
"wilsonLowerBound": 0.4755887051833263
},
"vllm": {
"framework": "vllm",
"modelCount": 40881,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11198,
"successRate": 0.2739169785474915,
"wilsonLowerBound": 0.26961524616183846
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14611,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6020,
"successRate": 0.4120183423448087,
"wilsonLowerBound": 0.40406150355289805
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64313,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12100,
"successRate": 0.18814236624010697,
"wilsonLowerBound": 0.18514044894123197
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 36620,
"officialConfigError": "malformed_command_argv",
"officialConfigValid": false,
"successCount": 7675,
"successRate": 0.2095849262697979,
"wilsonLowerBound": 0.20544675891520472
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8462,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 117,
"successRate": 0.013826518553533444,
"wilsonLowerBound": 0.011549920172988871
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26814,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3293,
"successRate": 0.12280898038338181,
"wilsonLowerBound": 0.11893432558000089
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16525,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10142208774583963,
"wilsonLowerBound": 0.09691144896995606
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 17948,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6891,
"successRate": 0.38394250055716517,
"wilsonLowerBound": 0.37685277811606827
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24846,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3811,
"successRate": 0.15338485068018998,
"wilsonLowerBound": 0.14895759345795354
},
"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": 56355,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14137,
"successRate": 0.2508561795759028,
"wilsonLowerBound": 0.2472940529457121
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 25836,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3341,
"successRate": 0.12931568354234402,
"wilsonLowerBound": 0.12527906743225978
},
"vllm": {
"framework": "vllm",
"modelCount": 87132,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9774,
"successRate": 0.11217463159344443,
"wilsonLowerBound": 0.11009625130917604
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 50420,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5774,
"successRate": 0.11451804839349465,
"wilsonLowerBound": 0.11176777281594563
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 52954,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3870,
"successRate": 0.07308229784341126,
"wilsonLowerBound": 0.07089629584789374
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 95283,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 24090,
"successRate": 0.2528257926387708,
"wilsonLowerBound": 0.25007604385346643
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 156,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5720,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 592,
"successRate": 0.1034965034965035,
"wilsonLowerBound": 0.09586678778397119
},
"vllm": {
"framework": "vllm",
"modelCount": 112948,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16542,
"successRate": 0.1464567765697489,
"wilsonLowerBound": 0.14440682165251573
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 334,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.0029940119760479044,
"wilsonLowerBound": 0.0005286986847552426
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 26361,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4246,
"successRate": 0.16107127954174727,
"wilsonLowerBound": 0.15668312775258253
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44660,
"officialConfigError": "malformed_command_argv",
"officialConfigValid": false,
"successCount": 5811,
"successRate": 0.13011643528884909,
"wilsonLowerBound": 0.12702794303754059
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8571,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 841,
"successRate": 0.09812157274530393,
"wilsonLowerBound": 0.09200254311799583
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 35995,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7278,
"successRate": 0.20219474927073205,
"wilsonLowerBound": 0.19807739094140844
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61587,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12431,
"successRate": 0.20184454511504052,
"wilsonLowerBound": 0.19869315314284686
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19263,
"officialConfigError": "malformed_command_argv",
"officialConfigValid": false,
"successCount": 5463,
"successRate": 0.28360068525151844,
"wilsonLowerBound": 0.27727892676402444
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16453,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3974,
"successRate": 0.24153649790311799,
"wilsonLowerBound": 0.23505709900440258
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 70113,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19254,
"successRate": 0.2746138376620598,
"wilsonLowerBound": 0.2713225381883995
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1911,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1102,
"successRate": 0.5766614338042909,
"wilsonLowerBound": 0.5543764572908547
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48729,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21785,
"successRate": 0.44706437644934227,
"wilsonLowerBound": 0.44265418968221426
},
"vllm": {
"framework": "vllm",
"modelCount": 41546,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5322,
"successRate": 0.12809897463053002,
"wilsonLowerBound": 0.12491967944677321
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1284,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6289,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03052949594530132,
"wilsonLowerBound": 0.026555749965692398
},
"vllm": {
"framework": "vllm",
"modelCount": 10117,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 766,
"successRate": 0.07571414450924187,
"wilsonLowerBound": 0.07071873575009961
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7970,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3506,
"successRate": 0.4398996235884567,
"wilsonLowerBound": 0.4290334205239267
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7443,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 246,
"successRate": 0.03305118903667876,
"wilsonLowerBound": 0.02922456762183645
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 20504,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5804,
"successRate": 0.28306671868903627,
"wilsonLowerBound": 0.27694155723987796
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 29295,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15017,
"successRate": 0.5126130739033965,
"wilsonLowerBound": 0.5068879075285285
},
"vllm": {
"framework": "vllm",
"modelCount": 68807,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7465,
"successRate": 0.1084918685598849,
"wilsonLowerBound": 0.10618987581181484
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14492,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2623,
"successRate": 0.1809964118134143,
"wilsonLowerBound": 0.17481262381483592
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-23T03:45:20.860934+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1094.0,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.1122830786815023,
"queueFactor": 0.965680733897563,
"queueWeight": 0.965680733897563,
"recentSuccess": 52,
"recentSuccessRate": 0.33986928104575165,
"recentTerminal": 153,
"recentWilsonLowerBound": 0.26955735281367826,
"running": 10,
"selectionWeight": 2.039791073620557,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.5,
"waiting": 27897
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1570.983870967742,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9146615152065157,
"queueWeight": 0.9146615152065157,
"recentSuccess": 46,
"recentSuccessRate": 0.3709677419354839,
"recentTerminal": 124,
"recentWilsonLowerBound": 0.29101703047429306,
"running": 8,
"selectionWeight": 2.2866537880162894,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.666666666666668,
"waiting": 32467
},
"Biren_166m": {
"available": true,
"backlogHours": 137.6060606060606,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.42413862354799936,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 35,
"recentSuccessRate": 0.17676767676767677,
"recentTerminal": 198,
"recentWilsonLowerBound": 0.129933745194101,
"running": 8,
"selectionWeight": 0.5513802106123992,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 33.0,
"waiting": 4541
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1413.3506493506493,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.11607646352227241,
"queueFactor": 0.9292844646029905,
"queueWeight": 0.9292844646029905,
"recentSuccess": 10,
"recentSuccessRate": 0.12987012987012986,
"recentTerminal": 77,
"recentWilsonLowerBound": 0.07209751490940192,
"running": 8,
"selectionWeight": 0.10786805425730348,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 12.833333333333334,
"waiting": 18138
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 376.49006622516555,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2582009837120427,
"queueFactor": 1.1332432397809626,
"queueWeight": 1.1332432397809626,
"recentSuccess": 23,
"recentSuccessRate": 0.152317880794702,
"recentTerminal": 151,
"recentWilsonLowerBound": 0.1036918721546995,
"running": 11,
"selectionWeight": 0.29260451929646686,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 25.166666666666668,
"waiting": 9475
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 59.51020408163266,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.1637311681504344,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 39,
"recentSuccessRate": 0.11370262390670553,
"recentTerminal": 343,
"recentWilsonLowerBound": 0.084299221650331,
"running": 24,
"selectionWeight": 0.21285051859556472,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 57.166666666666664,
"waiting": 3402
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 363.7674418604651,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.28823158301841867,
"queueFactor": 1.1391019396541666,
"queueWeight": 1.1391019396541666,
"recentSuccess": 21,
"recentSuccessRate": 0.16279069767441862,
"recentTerminal": 129,
"recentWilsonLowerBound": 0.10900955524451719,
"running": 1,
"selectionWeight": 0.32832515528587164,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 21.5,
"waiting": 7821
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2197.5,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.0953273758300168,
"queueFactor": 0.8697547969923699,
"queueWeight": 0.8697547969923699,
"recentSuccess": 14,
"recentSuccessRate": 0.3181818181818182,
"recentTerminal": 44,
"recentWilsonLowerBound": 0.19999129931673565,
"running": 3,
"selectionWeight": 0.9526662394052215,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.333333333333333,
"waiting": 16115
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 322.4378698224852,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.8571727524712375,
"queueFactor": 1.1598965556097895,
"queueWeight": 1.1598965556097895,
"recentSuccess": 40,
"recentSuccessRate": 0.23668639053254437,
"recentTerminal": 169,
"recentWilsonLowerBound": 0.17890114034294669,
"running": 8,
"selectionWeight": 0.994231723153951,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.166666666666668,
"waiting": 9082
},
"MetaX_c-500": {
"available": true,
"backlogHours": 639.5555555555555,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.3280750462126017,
"queueFactor": 1.0466571001614633,
"queueWeight": 1.0466571001614633,
"recentSuccess": 19,
"recentSuccessRate": 0.17592592592592593,
"recentTerminal": 108,
"recentWilsonLowerBound": 0.11561771988481864,
"running": 6,
"selectionWeight": 0.34338207650421976,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 18.0,
"waiting": 11512
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1900.4096385542168,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.4453873878837866,
"queueFactor": 0.8889126397136436,
"queueWeight": 0.8889126397136436,
"recentSuccess": 32,
"recentSuccessRate": 0.3855421686746988,
"recentTerminal": 83,
"recentWilsonLowerBound": 0.2881099453171214,
"running": 4,
"selectionWeight": 2.1737357580862287,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.833333333333334,
"waiting": 26289
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2152.5,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.8724583254203957,
"queueWeight": 0.8724583254203957,
"recentSuccess": 5,
"recentSuccessRate": 0.09615384615384616,
"recentTerminal": 52,
"recentWilsonLowerBound": 0.041773735183410265,
"running": 2,
"selectionWeight": 0.04362291627101979,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 8.666666666666666,
"waiting": 18655
},
"Vastai_va16": {
"available": true,
"backlogHours": 630.3121387283237,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 1.1009592889737951,
"queueFactor": 1.048945235422016,
"queueWeight": 1.048945235422016,
"recentSuccess": 45,
"recentSuccessRate": 0.26011560693641617,
"recentTerminal": 173,
"recentWilsonLowerBound": 0.20045805820783144,
"running": 16,
"selectionWeight": 1.1548460005626728,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.833333333333332,
"waiting": 18174
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1113.157894736842,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.5271898476850748,
"queueFactor": 0.9631693403575048,
"queueWeight": 0.9631693403575048,
"recentSuccess": 27,
"recentSuccessRate": 0.20300751879699247,
"recentTerminal": 133,
"recentWilsonLowerBound": 0.1434359333630463,
"running": 7,
"selectionWeight": 0.507773097838007,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 22.166666666666668,
"waiting": 24675
}
},
"queueAttemptedAt": "2026-10-23T03:45:20.860934+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-23T03:45:20.860934+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
}