Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-23T20:27:14.160426+00:00",
"communityError": "ModelHubAPIError: 分页大小不能超过100",
"communitySample": {},
"communityUpdatedAt": null,
"frameworkAttemptedAt": "2026-10-23T15:31:30.260498+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 44021,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22196,
"successRate": 0.50421389791236,
"wilsonLowerBound": 0.4995430476778716
},
"vllm": {
"framework": "vllm",
"modelCount": 58655,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15640,
"successRate": 0.2666439348734123,
"wilsonLowerBound": 0.2630805892136339
},
"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": 5654,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1822,
"successRate": 0.3222497347010966,
"wilsonLowerBound": 0.31019222374171046
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39103,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18812,
"successRate": 0.4810884075390635,
"wilsonLowerBound": 0.47613817147833576
},
"vllm": {
"framework": "vllm",
"modelCount": 40932,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11206,
"successRate": 0.27377113261018277,
"wilsonLowerBound": 0.2694727977069746
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14708,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6057,
"successRate": 0.41181669839543106,
"wilsonLowerBound": 0.4038866937542483
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64318,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12100,
"successRate": 0.18812774029043192,
"wilsonLowerBound": 0.1851260300131263
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 36809,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7703,
"successRate": 0.20926947213996577,
"wilsonLowerBound": 0.20514419761238945
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8468,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 117,
"successRate": 0.013816721776098252,
"wilsonLowerBound": 0.011541727897213815
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26824,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3294,
"successRate": 0.12280047718461079,
"wilsonLowerBound": 0.11892665277892703
},
"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": 18046,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6924,
"successRate": 0.3836861354316746,
"wilsonLowerBound": 0.37661656650623476
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24849,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3811,
"successRate": 0.1533663326492012,
"wilsonLowerBound": 0.14893956372198655
},
"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": 56533,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14180,
"successRate": 0.2508269506306051,
"wilsonLowerBound": 0.24727054977296978
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 26130,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3398,
"successRate": 0.1300420972062763,
"wilsonLowerBound": 0.12601813309890217
},
"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": 50482,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5775,
"successRate": 0.11439721088704885,
"wilsonLowerBound": 0.11164989227105618
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 53096,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3872,
"successRate": 0.07292451408769023,
"wilsonLowerBound": 0.07074361005177465
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 95331,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 24119,
"successRate": 0.25300269587017865,
"wilsonLowerBound": 0.25025299148263563
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 156,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5729,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 595,
"successRate": 0.10385756676557864,
"wilsonLowerBound": 0.09622126213963975
},
"vllm": {
"framework": "vllm",
"modelCount": 112956,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16543,
"successRate": 0.14645525691419667,
"wilsonLowerBound": 0.14440538307843054
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 338,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.0029585798816568047,
"wilsonLowerBound": 0.0005224396059251147
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 26395,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4250,
"successRate": 0.1610153438151165,
"wilsonLowerBound": 0.15663061757386154
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44685,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5813,
"successRate": 0.13008839655365334,
"wilsonLowerBound": 0.12700104771302057
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8592,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 841,
"successRate": 0.09788175046554935,
"wilsonLowerBound": 0.09177694271435638
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 36074,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7303,
"successRate": 0.2024449742196596,
"wilsonLowerBound": 0.1983301520785217
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61593,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12431,
"successRate": 0.20182488269770915,
"wilsonLowerBound": 0.19867375988306904
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19435,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5498,
"successRate": 0.2828916902495498,
"wilsonLowerBound": 0.27660270680538607
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16507,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3987,
"successRate": 0.24153389471133457,
"wilsonLowerBound": 0.2350650270839455
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 70211,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19281,
"successRate": 0.2746150888037487,
"wilsonLowerBound": 0.27132607366840544
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1968,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1129,
"successRate": 0.5736788617886179,
"wilsonLowerBound": 0.5517063955885856
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48790,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21834,
"successRate": 0.4475097356015577,
"wilsonLowerBound": 0.4431018498293186
},
"vllm": {
"framework": "vllm",
"modelCount": 41615,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5348,
"successRate": 0.12851135407905803,
"wilsonLowerBound": 0.125330226452069
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1298,
"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": 7992,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3513,
"successRate": 0.43956456456456455,
"wilsonLowerBound": 0.42871433318587915
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7445,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 247,
"successRate": 0.03317662860980524,
"wilsonLowerBound": 0.02934300967033281
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 20738,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5885,
"successRate": 0.2837785707397049,
"wilsonLowerBound": 0.2776830442624833
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 29331,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15042,
"successRate": 0.512836248337936,
"wilsonLowerBound": 0.507114632827973
},
"vllm": {
"framework": "vllm",
"modelCount": 68911,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7487,
"successRate": 0.10864738575844204,
"wilsonLowerBound": 0.10634564484240684
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14527,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2635,
"successRate": 0.18138638397466786,
"wilsonLowerBound": 0.17520459795031915
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-23T20:28:54.650276+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1238.9777777777779,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 10,
"qualityFactor": 1.7490195784219842,
"queueFactor": 0.9440214138357783,
"queueWeight": 0.9440214138357783,
"recentSuccess": 52,
"recentSuccessRate": 0.3851851851851852,
"recentTerminal": 135,
"recentWilsonLowerBound": 0.3073522180558335,
"running": 10,
"selectionWeight": 1.6511119352483785,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.5,
"waiting": 27877
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1249.1153846153845,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 10,
"qualityFactor": 1.1334531933845662,
"queueFactor": 0.9428682024828142,
"queueWeight": 0.9428682024828142,
"recentSuccess": 50,
"recentSuccessRate": 0.32051282051282054,
"recentTerminal": 156,
"recentWilsonLowerBound": 0.25235042602935265,
"running": 10,
"selectionWeight": 1.0686969750449116,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.0,
"waiting": 32477
},
"Biren_166m": {
"available": true,
"backlogHours": 366.16438356164383,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 10,
"qualityFactor": 0.05,
"queueFactor": 1.1334176165523153,
"queueWeight": 1.1334176165523153,
"recentSuccess": 6,
"recentSuccessRate": 0.0821917808219178,
"recentTerminal": 73,
"recentWilsonLowerBound": 0.038213229973420255,
"running": 10,
"selectionWeight": 0.05667088082761577,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 12.166666666666666,
"waiting": 4455
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1015.6822429906542,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2728998644568249,
"queueFactor": 0.9725852846794641,
"queueWeight": 0.9725852846794641,
"recentSuccess": 21,
"recentSuccessRate": 0.19626168224299065,
"recentTerminal": 107,
"recentWilsonLowerBound": 0.13210310034736822,
"running": 7,
"selectionWeight": 0.2654183923617282,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.833333333333332,
"waiting": 18113
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 524.4672897196263,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2728998644568249,
"queueFactor": 1.0739488870495277,
"queueWeight": 1.0739488870495277,
"recentSuccess": 21,
"recentSuccessRate": 0.19626168224299065,
"recentTerminal": 107,
"recentWilsonLowerBound": 0.13210310034736822,
"running": 7,
"selectionWeight": 0.29308050570937405,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.833333333333332,
"waiting": 9353
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 88.60416666666667,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 25,
"recentSuccessRate": 0.08680555555555555,
"recentTerminal": 288,
"recentWilsonLowerBound": 0.05948723140490971,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 48.0,
"waiting": 4253
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 294.1840490797546,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.2066144156489033,
"queueFactor": 1.1712470367995491,
"queueWeight": 1.1712470367995491,
"recentSuccess": 27,
"recentSuccessRate": 0.1656441717791411,
"recentTerminal": 163,
"recentWilsonLowerBound": 0.11640845090996538,
"running": 5,
"selectionWeight": 0.24199652208884836,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.166666666666668,
"waiting": 7992
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2295.4285714285716,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.6120862754374436,
"queueFactor": 0.8606207360167726,
"queueWeight": 0.8606207360167726,
"recentSuccess": 13,
"recentSuccessRate": 0.30952380952380953,
"recentTerminal": 42,
"recentWilsonLowerBound": 0.1907092651972273,
"running": 2,
"selectionWeight": 0.5267741408727378,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.0,
"waiting": 16068
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 363.6734693877551,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.17016459167437953,
"queueFactor": 1.1345787112293706,
"queueWeight": 1.1345787112293706,
"recentSuccess": 23,
"recentSuccessRate": 0.1564625850340136,
"recentTerminal": 147,
"recentWilsonLowerBound": 0.1065786528822837,
"running": 8,
"selectionWeight": 0.19306512311878962,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.5,
"waiting": 8910
},
"MetaX_c-500": {
"available": true,
"backlogHours": 672.0588235294117,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.34506742391300904,
"queueFactor": 1.034737718138901,
"queueWeight": 1.034737718138901,
"recentSuccess": 22,
"recentSuccessRate": 0.21568627450980393,
"recentTerminal": 102,
"recentWilsonLowerBound": 0.14697094402656705,
"running": 4,
"selectionWeight": 0.35705427882381585,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.0,
"waiting": 11425
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1879.9285714285713,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8867887421414858,
"queueWeight": 0.8867887421414858,
"recentSuccess": 39,
"recentSuccessRate": 0.4642857142857143,
"recentTerminal": 84,
"recentWilsonLowerBound": 0.36154050446577934,
"running": 4,
"selectionWeight": 2.2169718553537145,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.0,
"waiting": 26319
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3114.0,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.8221358417908737,
"queueWeight": 0.8221358417908737,
"recentSuccess": 2,
"recentSuccessRate": 0.05555555555555555,
"recentTerminal": 36,
"recentWilsonLowerBound": 0.015369663767066846,
"running": 2,
"selectionWeight": 0.04110679208954369,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 6.0,
"waiting": 18684
},
"Vastai_va16": {
"available": true,
"backlogHours": 653.5301204819277,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.667503554211465,
"queueFactor": 1.0390860923660046,
"queueWeight": 1.0390860923660046,
"recentSuccess": 43,
"recentSuccessRate": 0.25903614457831325,
"recentTerminal": 166,
"recentWilsonLowerBound": 0.19837242912339748,
"running": 16,
"selectionWeight": 0.6935936597860107,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.666666666666668,
"waiting": 18081
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1515.0612244897961,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.211285301413605,
"queueFactor": 0.9159607116249618,
"queueWeight": 0.9159607116249618,
"recentSuccess": 34,
"recentSuccessRate": 0.3469387755102041,
"recentTerminal": 98,
"recentWilsonLowerBound": 0.26008447663750445,
"running": 6,
"selectionWeight": 1.109489746663662,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.333333333333332,
"waiting": 24746
}
},
"queueAttemptedAt": "2026-10-23T20:20:17.860927+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-23T20:20:17.860927+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"hygon_k100-ai",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Ascend_910-b4",
"Ascend_910-b3",
"Biren_166m",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}