Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-24T08:07:59.496978+00:00",
"communityError": "ModelHubAPIError: 分页大小不能超过100",
"communitySample": {},
"communityUpdatedAt": null,
"frameworkAttemptedAt": "2026-10-24T04:48:20.957433+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 44107,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22247,
"successRate": 0.5043870587435101,
"wilsonLowerBound": 0.49972076313082037
},
"vllm": {
"framework": "vllm",
"modelCount": 58738,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15655,
"successRate": 0.26652252374953184,
"wilsonLowerBound": 0.26296221187014607
},
"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": 5732,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1853,
"successRate": 0.3232728541521284,
"wilsonLowerBound": 0.3112860816804616
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39191,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18872,
"successRate": 0.481539128881631,
"wilsonLowerBound": 0.4765942399383325
},
"vllm": {
"framework": "vllm",
"modelCount": 40967,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11210,
"successRate": 0.2736348768521005,
"wilsonLowerBound": 0.2693390516469368
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14806,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6090,
"successRate": 0.4113197352424693,
"wilsonLowerBound": 0.4034175024222158
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64322,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12100,
"successRate": 0.18811604116787414,
"wilsonLowerBound": 0.18511449648777556
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 37097,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7743,
"successRate": 0.2087230773377901,
"wilsonLowerBound": 0.20461776421575836
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8476,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 117,
"successRate": 0.013803680981595092,
"wilsonLowerBound": 0.011530822923635848
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26825,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3294,
"successRate": 0.12279589934762349,
"wilsonLowerBound": 0.11892220974244114
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16526,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10141595062326032,
"wilsonLowerBound": 0.09690557044342328
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 18131,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6954,
"successRate": 0.3835419998896917,
"wilsonLowerBound": 0.37648949313393637
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24852,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3811,
"successRate": 0.1533478190890069,
"wilsonLowerBound": 0.1489215383506127
},
"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": 56738,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14228,
"successRate": 0.25076668194155594,
"wilsonLowerBound": 0.24721697001606271
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 26444,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3508,
"successRate": 0.13265769172591135,
"wilsonLowerBound": 0.12862259199024262
},
"vllm": {
"framework": "vllm",
"modelCount": 87134,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9775,
"successRate": 0.11218353340831363,
"wilsonLowerBound": 0.11010510375972507
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 50507,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5775,
"successRate": 0.1143405864533629,
"wilsonLowerBound": 0.1115945432045056
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 53178,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3873,
"successRate": 0.07283086990860882,
"wilsonLowerBound": 0.07065293873197848
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 95342,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 24121,
"successRate": 0.2529944830190262,
"wilsonLowerBound": 0.2502449666290856
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 156,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5986,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 606,
"successRate": 0.10123621784163048,
"wilsonLowerBound": 0.09384863983349423
},
"vllm": {
"framework": "vllm",
"modelCount": 112964,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16543,
"successRate": 0.14644488509613682,
"wilsonLowerBound": 0.1443951442524412
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 345,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.002898550724637681,
"wilsonLowerBound": 0.0005118355816843662
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 26419,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4250,
"successRate": 0.16086907150157084,
"wilsonLowerBound": 0.1564879631410592
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44702,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5814,
"successRate": 0.1300612947966534,
"wilsonLowerBound": 0.12697480560074229
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8602,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 841,
"successRate": 0.09776796093931643,
"wilsonLowerBound": 0.09166990239994081
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 36155,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7334,
"successRate": 0.20284884524961969,
"wilsonLowerBound": 0.1987354774247501
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61601,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12431,
"successRate": 0.2017986720994789,
"wilsonLowerBound": 0.19864790809222443
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19605,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5533,
"successRate": 0.282223922468758,
"wilsonLowerBound": 0.2759667191357774
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16555,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3994,
"successRate": 0.24125641800060404,
"wilsonLowerBound": 0.23479946444651997
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 70318,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19304,
"successRate": 0.27452430387667454,
"wilsonLowerBound": 0.27123812646443796
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2015,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1156,
"successRate": 0.573697270471464,
"wilsonLowerBound": 0.551983833716572
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48843,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21872,
"successRate": 0.4478021415555965,
"wilsonLowerBound": 0.4433963495795846
},
"vllm": {
"framework": "vllm",
"modelCount": 41698,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5367,
"successRate": 0.12871120917070364,
"wilsonLowerBound": 0.12553106898750058
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1312,
"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": 10118,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 766,
"successRate": 0.07570666139553271,
"wilsonLowerBound": 0.0707117281609319
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 8029,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3525,
"successRate": 0.4390335035496326,
"wilsonLowerBound": 0.4282098966781118
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7450,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 248,
"successRate": 0.03328859060402684,
"wilsonLowerBound": 0.029449519913812738
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 20958,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5962,
"successRate": 0.2844737093234087,
"wilsonLowerBound": 0.27840541516058365
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 29384,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15070,
"successRate": 0.5128641437517016,
"wilsonLowerBound": 0.5071476960096679
},
"vllm": {
"framework": "vllm",
"modelCount": 68999,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7498,
"successRate": 0.10866824156871839,
"wilsonLowerBound": 0.10636775823659539
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14579,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2654,
"successRate": 0.18204266410590575,
"wilsonLowerBound": 0.1758627995944002
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-24T08:09:43.263553+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1208.9130434782608,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.473107083765982,
"queueFactor": 0.9667440355591214,
"queueWeight": 0.9667440355591214,
"recentSuccess": 39,
"recentSuccessRate": 0.2826086956521739,
"recentTerminal": 138,
"recentWilsonLowerBound": 0.2141617513454329,
"running": 8,
"selectionWeight": 1.424117486970654,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.0,
"waiting": 27805
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1342.8413793103448,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9516276529135314,
"queueWeight": 0.9516276529135314,
"recentSuccess": 50,
"recentSuccessRate": 0.3448275862068966,
"recentTerminal": 145,
"recentWilsonLowerBound": 0.27236643559303747,
"running": 8,
"selectionWeight": 2.379069132283828,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.166666666666668,
"waiting": 32452
},
"Biren_166m": {
"available": true,
"backlogHours": 140.3548387096774,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.05865702277032263,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 15,
"recentSuccessRate": 0.08064516129032258,
"recentTerminal": 186,
"recentWilsonLowerBound": 0.04947857997536768,
"running": 8,
"selectionWeight": 0.07625412960141942,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 31.0,
"waiting": 4351
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1622.7761194029852,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 1.1281246847167503,
"queueFactor": 0.9249792058619237,
"queueWeight": 0.9249792058619237,
"recentSuccess": 19,
"recentSuccessRate": 0.2835820895522388,
"recentTerminal": 67,
"recentWilsonLowerBound": 0.18970136157200854,
"running": 7,
"selectionWeight": 1.0434918749825328,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.166666666666666,
"waiting": 18121
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 380.83561643835617,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2523502755038866,
"queueFactor": 1.1496353970877098,
"queueWeight": 1.1496353970877098,
"recentSuccess": 21,
"recentSuccessRate": 0.14383561643835616,
"recentTerminal": 146,
"recentWilsonLowerBound": 0.09604069695750718,
"running": 7,
"selectionWeight": 0.29011080918410365,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.333333333333332,
"waiting": 9267
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 87.96644295302013,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.8734419905919071,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 63,
"recentSuccessRate": 0.21140939597315436,
"recentTerminal": 298,
"recentWilsonLowerBound": 0.16887290618636502,
"running": 24,
"selectionWeight": 1.1354745877694792,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 49.666666666666664,
"waiting": 4369
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 360.3609022556391,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.159204640408702,
"queueWeight": 1.159204640408702,
"recentSuccess": 5,
"recentSuccessRate": 0.03759398496240601,
"recentTerminal": 133,
"recentWilsonLowerBound": 0.016162680948680706,
"running": 3,
"selectionWeight": 0.0579602320204351,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 22.166666666666668,
"waiting": 7988
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2137.4666666666667,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.9722029123112886,
"queueFactor": 0.8875357555846596,
"queueWeight": 0.8875357555846596,
"recentSuccess": 13,
"recentSuccessRate": 0.28888888888888886,
"recentTerminal": 45,
"recentWilsonLowerBound": 0.17729918031900158,
"running": 2,
"selectionWeight": 0.8628648463598061,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.5,
"waiting": 16031
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 391.19117647058823,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.1948257685755792,
"queueFactor": 1.1450182354423644,
"queueWeight": 1.1450182354423644,
"recentSuccess": 18,
"recentSuccessRate": 0.1323529411764706,
"recentTerminal": 136,
"recentWilsonLowerBound": 0.08538542892097671,
"running": 8,
"selectionWeight": 0.22307905775311215,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.666666666666668,
"waiting": 8867
},
"MetaX_c-500": {
"available": true,
"backlogHours": 665.0679611650485,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7957881721595251,
"queueFactor": 1.0574037757075305,
"queueWeight": 1.0574037757075305,
"recentSuccess": 24,
"recentSuccessRate": 0.23300970873786409,
"recentTerminal": 103,
"recentWilsonLowerBound": 0.16187497360880485,
"running": 4,
"selectionWeight": 0.8414694179048762,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.166666666666668,
"waiting": 11417
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2076.157894736842,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.2618194241634724,
"queueFactor": 0.8914186252328594,
"queueWeight": 0.8914186252328594,
"recentSuccess": 22,
"recentSuccessRate": 0.2894736842105263,
"recentTerminal": 76,
"recentWilsonLowerBound": 0.19960875564331393,
"running": 4,
"selectionWeight": 1.1248093363799208,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.666666666666666,
"waiting": 26298
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2606.6511627906975,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.10893175317523386,
"queueFactor": 0.8615060338927104,
"queueWeight": 0.8615060338927104,
"recentSuccess": 6,
"recentSuccessRate": 0.13953488372093023,
"recentTerminal": 43,
"recentWilsonLowerBound": 0.06555634267713947,
"running": 2,
"selectionWeight": 0.09384536264297538,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.166666666666667,
"waiting": 18681
},
"Vastai_va16": {
"available": true,
"backlogHours": 720.84,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.56124552768357,
"queueFactor": 1.0447080210304216,
"queueWeight": 1.0447080210304216,
"recentSuccess": 29,
"recentSuccessRate": 0.19333333333333333,
"recentTerminal": 150,
"recentWilsonLowerBound": 0.13811802293025152,
"running": 16,
"selectionWeight": 0.5863377045384771,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.0,
"waiting": 18021
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1245.6806722689075,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.3505200866346448,
"queueFactor": 0.9624091689732185,
"queueWeight": 0.9624091689732185,
"recentSuccess": 20,
"recentSuccessRate": 0.16806722689075632,
"recentTerminal": 119,
"recentWilsonLowerBound": 0.1115123807876709,
"running": 6,
"selectionWeight": 0.33734374528646904,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.833333333333332,
"waiting": 24706
}
},
"queueAttemptedAt": "2026-10-24T08:02:16.259146+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-24T08:02:16.259146+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
}