Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-03T01:28:05.158243+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-03T01:28:05.158243+00:00",
"frameworkAttemptedAt": "2026-10-02T20:29:12.879257+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 40655,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19865,
"successRate": 0.4886237855122371,
"wilsonLowerBound": 0.48376598069312704
},
"vllm": {
"framework": "vllm",
"modelCount": 54414,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15049,
"successRate": 0.27656485463299885,
"wilsonLowerBound": 0.2728223617345843
},
"vllm_0.23.0": {
"framework": "vllm_0.23.0",
"modelCount": 0,
"officialConfigError": "framework_mismatch",
"officialConfigValid": false,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 3467,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1000,
"successRate": 0.2884338044418806,
"wilsonLowerBound": 0.27359420266844814
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 35196,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16200,
"successRate": 0.4602795772246846,
"wilsonLowerBound": 0.45507698929921686
},
"vllm": {
"framework": "vllm",
"modelCount": 38983,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10890,
"successRate": 0.2793525382859195,
"wilsonLowerBound": 0.27492038510346445
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 11222,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4701,
"successRate": 0.4189092853323828,
"wilsonLowerBound": 0.40980998215444525
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64160,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12094,
"successRate": 0.18849750623441397,
"wilsonLowerBound": 0.18548982231398534
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 25209,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5219,
"successRate": 0.2070292355904637,
"wilsonLowerBound": 0.202072298307141
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7215,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 86,
"successRate": 0.01191961191961192,
"wilsonLowerBound": 0.009662401356215908
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26504,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3259,
"successRate": 0.12296257168729248,
"wilsonLowerBound": 0.11906349323135543
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16495,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10160654743861776,
"wilsonLowerBound": 0.09708813703674142
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 13756,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5594,
"successRate": 0.40665891247455654,
"wilsonLowerBound": 0.39847732090852256
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24528,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3797,
"successRate": 0.1548026744944553,
"wilsonLowerBound": 0.15032994220337448
},
"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": 48282,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12022,
"successRate": 0.24899548485978212,
"wilsonLowerBound": 0.24515828272181414
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23641,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3105,
"successRate": 0.13133962184340764,
"wilsonLowerBound": 0.12709372911181996
},
"vllm": {
"framework": "vllm",
"modelCount": 86837,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9768,
"successRate": 0.11248661284936144,
"wilsonLowerBound": 0.11040217316200386
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 43819,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5339,
"successRate": 0.12184212327985577,
"wilsonLowerBound": 0.11881249005035761
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 40866,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3573,
"successRate": 0.08743209514021436,
"wilsonLowerBound": 0.08473203795448732
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 90944,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22300,
"successRate": 0.24520584095707249,
"wilsonLowerBound": 0.24242056734367137
},
"transformers": {
"framework": "transformers",
"modelCount": 5434,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 580,
"successRate": 0.10673536989326463,
"wilsonLowerBound": 0.09880144392538165
},
"vllm": {
"framework": "vllm",
"modelCount": 112777,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16528,
"successRate": 0.14655470530338632,
"wilsonLowerBound": 0.14450263129671262
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 21032,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3774,
"successRate": 0.1794408520349943,
"wilsonLowerBound": 0.17431354957776704
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43338,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5640,
"successRate": 0.13013983109511285,
"wilsonLowerBound": 0.12700483013524486
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7554,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 681,
"successRate": 0.09015091342335187,
"wilsonLowerBound": 0.08389893460181107
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 202,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.1782178217821782,
"wilsonLowerBound": 0.13159848249936945
},
"vllm": {
"framework": "vllm",
"modelCount": 32985,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6299,
"successRate": 0.19096559041988784,
"wilsonLowerBound": 0.18675978733577325
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61365,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12408,
"successRate": 0.20219995111219752,
"wilsonLowerBound": 0.19904078876752015
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 12049,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3550,
"successRate": 0.2946302597725952,
"wilsonLowerBound": 0.2865566904186943
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14664,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3652,
"successRate": 0.2490452809601746,
"wilsonLowerBound": 0.24211197282604913
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 65302,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17917,
"successRate": 0.274371382193501,
"wilsonLowerBound": 0.2709624189499975
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 467,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 295,
"successRate": 0.6316916488222698,
"wilsonLowerBound": 0.5870349872100961
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47644,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21150,
"successRate": 0.44391738728906055,
"wilsonLowerBound": 0.439460670721808
},
"vllm": {
"framework": "vllm",
"modelCount": 38395,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4244,
"successRate": 0.11053522594087772,
"wilsonLowerBound": 0.10743769011104932
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 840,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6284,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030553787396562698,
"wilsonLowerBound": 0.026576919854083197
},
"vllm": {
"framework": "vllm",
"modelCount": 10057,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 750,
"successRate": 0.0745749229392463,
"wilsonLowerBound": 0.06960138633482998
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6719,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2918,
"successRate": 0.43429081708587586,
"wilsonLowerBound": 0.4224797182539467
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7402,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 243,
"successRate": 0.03282896514455553,
"wilsonLowerBound": 0.029005723754547803
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15232,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4849,
"successRate": 0.31834296218487396,
"wilsonLowerBound": 0.31099166099001996
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27512,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14043,
"successRate": 0.5104318115731318,
"wilsonLowerBound": 0.5045237199914557
},
"vllm": {
"framework": "vllm",
"modelCount": 65165,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6864,
"successRate": 0.105332617202486,
"wilsonLowerBound": 0.10299882857409295
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13155,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2066,
"successRate": 0.15705055112124666,
"wilsonLowerBound": 0.1509330537443343
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-03T01:28:05.158243+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1237.3740458015268,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.297643660384355,
"queueFactor": 0.99113420078369,
"queueWeight": 0.99113420078369,
"recentSuccess": 41,
"recentSuccessRate": 0.31297709923664124,
"recentTerminal": 131,
"recentWilsonLowerBound": 0.23985585648777727,
"running": 9,
"selectionWeight": 1.2861390122370697,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.833333333333332,
"waiting": 27016
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1278.6131386861314,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9862720785949032,
"queueWeight": 0.9862720785949032,
"recentSuccess": 55,
"recentSuccessRate": 0.40145985401459855,
"recentTerminal": 137,
"recentWilsonLowerBound": 0.323145307624033,
"running": 9,
"selectionWeight": 2.465680196487258,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.833333333333332,
"waiting": 29195
},
"Biren_166m": {
"available": true,
"backlogHours": 152.6979865771812,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.9664813463970783,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 41,
"recentSuccessRate": 0.2751677852348993,
"recentTerminal": 149,
"recentWilsonLowerBound": 0.2097904882878087,
"running": 8,
"selectionWeight": 1.2564257503162017,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.833333333333332,
"waiting": 3792
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1654.5517241379312,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5581297242331281,
"queueFactor": 0.9488674756049986,
"queueWeight": 0.9488674756049986,
"recentSuccess": 15,
"recentSuccessRate": 0.25862068965517243,
"recentTerminal": 58,
"recentWilsonLowerBound": 0.16345403519517454,
"running": 7,
"selectionWeight": 0.5295911424932023,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.666666666666666,
"waiting": 15994
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 469.9285714285714,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.35723716803533984,
"queueFactor": 1.146048072888948,
"queueWeight": 1.146048072888948,
"recentSuccess": 22,
"recentSuccessRate": 0.19642857142857142,
"recentTerminal": 112,
"recentWilsonLowerBound": 0.13344874797915993,
"running": 7,
"selectionWeight": 0.4094109679912065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 18.666666666666668,
"waiting": 8772
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 40.3716814159292,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 11,
"recentSuccessRate": 0.032448377581120944,
"recentTerminal": 339,
"recentWilsonLowerBound": 0.018213317135945668,
"running": 25,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 56.5,
"waiting": 2281
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 125.28185328185329,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.1461396961145723,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 32,
"recentSuccessRate": 0.12355212355212356,
"recentTerminal": 259,
"recentWilsonLowerBound": 0.08889251907490762,
"running": 4,
"selectionWeight": 0.189981604948944,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 43.166666666666664,
"waiting": 5408
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 3244.344827586207,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.486406754504464,
"queueFactor": 0.8577062243046483,
"queueWeight": 0.8577062243046483,
"recentSuccess": 12,
"recentSuccessRate": 0.41379310344827586,
"recentTerminal": 29,
"recentWilsonLowerBound": 0.2551293527964552,
"running": 2,
"selectionWeight": 1.27490032518695,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.833333333333333,
"waiting": 15681
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 364.22368421052636,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.8112922050754199,
"queueFactor": 1.1907000870210995,
"queueWeight": 1.1907000870210995,
"recentSuccess": 39,
"recentSuccessRate": 0.2565789473684211,
"recentTerminal": 152,
"recentWilsonLowerBound": 0.1937461083368674,
"running": 10,
"selectionWeight": 0.9660056991828422,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.333333333333332,
"waiting": 9227
},
"MetaX_c-500": {
"available": true,
"backlogHours": 691.978021978022,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.2055014864785158,
"queueFactor": 1.0814184323414808,
"queueWeight": 1.0814184323414808,
"recentSuccess": 29,
"recentSuccessRate": 0.31868131868131866,
"recentTerminal": 91,
"recentWilsonLowerBound": 0.2319585919157763,
"running": 4,
"selectionWeight": 1.3036515276929215,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.166666666666666,
"waiting": 10495
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2042.030769230769,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.7663863464720084,
"queueFactor": 0.9193868136403696,
"queueWeight": 0.9193868136403696,
"recentSuccess": 25,
"recentSuccessRate": 0.38461538461538464,
"recentTerminal": 65,
"recentWilsonLowerBound": 0.27594829385374525,
"running": 4,
"selectionWeight": 1.6239923147407536,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.833333333333334,
"waiting": 22122
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 4266.75,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.6876630653496636,
"queueFactor": 0.8231766317997112,
"queueWeight": 0.8231766317997112,
"recentSuccess": 8,
"recentSuccessRate": 0.3333333333333333,
"recentTerminal": 24,
"recentWilsonLowerBound": 0.17971978688379645,
"running": 2,
"selectionWeight": 0.5660681659476008,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.0,
"waiting": 17067
},
"Vastai_va16": {
"available": true,
"backlogHours": 1464.46875,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.0727066048744422,
"queueFactor": 0.9663970520976476,
"queueWeight": 0.9663970520976476,
"recentSuccess": 8,
"recentSuccessRate": 0.125,
"recentTerminal": 64,
"recentWilsonLowerBound": 0.06472165392620802,
"running": 16,
"selectionWeight": 0.0702634486186894,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 10.666666666666666,
"waiting": 15621
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1094.7272727272727,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.24997955042495537,
"queueFactor": 1.0095125495746538,
"queueWeight": 1.0095125495746538,
"recentSuccess": 19,
"recentSuccessRate": 0.17272727272727273,
"recentTerminal": 110,
"recentWilsonLowerBound": 0.11345829455900079,
"running": 6,
"selectionWeight": 0.2523574932910224,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 18.333333333333332,
"waiting": 20070
}
},
"queueAttemptedAt": "2026-10-03T01:28:05.158243+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-03T01:28:05.158243+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Biren_166m",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}