Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-24T08:18:25.372044+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": "2026-10-24T08:18:25.372044+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1158.4166666666667,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.1658444296208483,
"queueFactor": 0.9690890714377224,
"queueWeight": 0.9690890714377224,
"recentSuccess": 38,
"recentSuccessRate": 0.2638888888888889,
"recentTerminal": 144,
"recentWilsonLowerBound": 0.1987136611938409,
"running": 8,
"selectionWeight": 1.129807095742109,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.0,
"waiting": 27802
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1324.6122448979593,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9497954850255922,
"queueWeight": 0.9497954850255922,
"recentSuccess": 52,
"recentSuccessRate": 0.35374149659863946,
"recentTerminal": 147,
"recentWilsonLowerBound": 0.28107250514529913,
"running": 8,
"selectionWeight": 2.3744887125639806,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.5,
"waiting": 32453
},
"Biren_166m": {
"available": true,
"backlogHours": 139.11702127659575,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.05344541151175543,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 15,
"recentSuccessRate": 0.0797872340425532,
"recentTerminal": 188,
"recentWilsonLowerBound": 0.04894563964076566,
"running": 8,
"selectionWeight": 0.06947903496528206,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 31.333333333333332,
"waiting": 4359
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1647.3636363636363,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 1.0898550999929435,
"queueFactor": 0.9192317033515554,
"queueWeight": 0.9192317033515554,
"recentSuccess": 19,
"recentSuccessRate": 0.2878787878787879,
"recentTerminal": 66,
"recentWilsonLowerBound": 0.19271802784703906,
"running": 7,
"selectionWeight": 1.0018293599728931,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.0,
"waiting": 18121
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 361.05194805194805,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.20888216749022442,
"queueFactor": 1.154271470849196,
"queueWeight": 1.154271470849196,
"recentSuccess": 21,
"recentSuccessRate": 0.13636363636363635,
"recentTerminal": 154,
"recentWilsonLowerBound": 0.09094960124870863,
"running": 7,
"selectionWeight": 0.24110672670310943,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.666666666666668,
"waiting": 9267
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 87.67224080267557,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.8746695478432255,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 65,
"recentSuccessRate": 0.21739130434782608,
"recentTerminal": 299,
"recentWilsonLowerBound": 0.17438213875344225,
"running": 24,
"selectionWeight": 1.1370704121961932,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 49.833333333333336,
"waiting": 4369
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 364.5,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.1526269922637848,
"queueWeight": 1.1526269922637848,
"recentSuccess": 5,
"recentSuccessRate": 0.03787878787878788,
"recentTerminal": 132,
"recentWilsonLowerBound": 0.016285938941825336,
"running": 3,
"selectionWeight": 0.05763134961318925,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 22.0,
"waiting": 8019
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2090.608695652174,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.8621203235500846,
"queueFactor": 0.8869568716041746,
"queueWeight": 0.8869568716041746,
"recentSuccess": 13,
"recentSuccessRate": 0.2826086956521739,
"recentTerminal": 46,
"recentWilsonLowerBound": 0.1732404154491407,
"running": 2,
"selectionWeight": 0.7646635451223618,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.666666666666667,
"waiting": 16028
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 391.27941176470586,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.21064112844547173,
"queueFactor": 1.1404345501550135,
"queueWeight": 1.1404345501550135,
"recentSuccess": 19,
"recentSuccessRate": 0.13970588235294118,
"recentTerminal": 136,
"recentWilsonLowerBound": 0.0912969283906715,
"running": 8,
"selectionWeight": 0.24022242056285598,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.666666666666668,
"waiting": 8869
},
"MetaX_c-500": {
"available": true,
"backlogHours": 658.5,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7263946668811929,
"queueFactor": 1.0547755367042955,
"queueWeight": 1.0547755367042955,
"recentSuccess": 24,
"recentSuccessRate": 0.23076923076923078,
"recentTerminal": 104,
"recentWilsonLowerBound": 0.1602629748785753,
"running": 4,
"selectionWeight": 0.7661833246187482,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.333333333333332,
"waiting": 11414
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1972.35,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.0462754743401272,
"queueFactor": 0.8947378670545933,
"queueWeight": 0.8947378670545933,
"recentSuccess": 22,
"recentSuccessRate": 0.275,
"recentTerminal": 80,
"recentWilsonLowerBound": 0.18917622847735993,
"running": 4,
"selectionWeight": 0.9361422862626184,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.333333333333334,
"waiting": 26298
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2607.06976744186,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.10164639572526891,
"queueFactor": 0.8580656517566323,
"queueWeight": 0.8580656517566323,
"recentSuccess": 6,
"recentSuccessRate": 0.13953488372093023,
"recentTerminal": 43,
"recentWilsonLowerBound": 0.06555634267713947,
"running": 2,
"selectionWeight": 0.08721928079671544,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.166666666666667,
"waiting": 18684
},
"Vastai_va16": {
"available": true,
"backlogHours": 720.84,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.5726304162681808,
"queueFactor": 1.0405610941286254,
"queueWeight": 1.0405610941286254,
"recentSuccess": 30,
"recentSuccessRate": 0.2,
"recentTerminal": 150,
"recentWilsonLowerBound": 0.1438399280560674,
"running": 16,
"selectionWeight": 0.5958569324833484,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.0,
"waiting": 18021
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1225.190082644628,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.31500316786755306,
"queueFactor": 0.9609767815553194,
"queueWeight": 0.9609767815553194,
"recentSuccess": 20,
"recentSuccessRate": 0.1652892561983471,
"recentTerminal": 121,
"recentWilsonLowerBound": 0.10962203759241998,
"running": 6,
"selectionWeight": 0.3027107304370911,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.166666666666668,
"waiting": 24708
}
},
"queueAttemptedAt": "2026-10-24T08:13:06.757267+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-24T08:13:06.757267+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
}