Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-14T16:06:19.985336+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-14T16:06:19.985336+00:00",
"frameworkAttemptedAt": "2026-10-14T10:44:30.484914+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 42627,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21246,
"successRate": 0.4984164965866704,
"wilsonLowerBound": 0.4936702654081439
},
"vllm": {
"framework": "vllm",
"modelCount": 57112,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15409,
"successRate": 0.2698031937246113,
"wilsonLowerBound": 0.26617847695130087
},
"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": 4613,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1413,
"successRate": 0.3063082592672881,
"wilsonLowerBound": 0.2931716790430043
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 37405,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17657,
"successRate": 0.4720491912845876,
"wilsonLowerBound": 0.4669931234660206
},
"vllm": {
"framework": "vllm",
"modelCount": 40055,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11055,
"successRate": 0.27599550617900387,
"wilsonLowerBound": 0.27163941147666976
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 13119,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5482,
"successRate": 0.4178672154889854,
"wilsonLowerBound": 0.40945258788197153
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64221,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.18834960526930444,
"wilsonLowerBound": 0.18534426139185217
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 31373,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6767,
"successRate": 0.2156950243840245,
"wilsonLowerBound": 0.2111786247813216
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7966,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 112,
"successRate": 0.014059753954305799,
"wilsonLowerBound": 0.011698484975061733
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26677,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3280,
"successRate": 0.1229523559620647,
"wilsonLowerBound": 0.11906590674029745
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16511,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10150808551874507,
"wilsonLowerBound": 0.09699382329741071
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 16125,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6332,
"successRate": 0.39268217054263566,
"wilsonLowerBound": 0.38517095606786644
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24786,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3808,
"successRate": 0.15363511659807957,
"wilsonLowerBound": 0.1491995363144016
},
"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": 52699,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13281,
"successRate": 0.2520161672897019,
"wilsonLowerBound": 0.24832739740812645
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24808,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3160,
"successRate": 0.127378265075782,
"wilsonLowerBound": 0.1232870934209147
},
"vllm": {
"framework": "vllm",
"modelCount": 87041,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11226893073379213,
"wilsonLowerBound": 0.11018869945392736
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 46918,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5595,
"successRate": 0.1192506074427725,
"wilsonLowerBound": 0.11634920235718153
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 48110,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3719,
"successRate": 0.07730201621284556,
"wilsonLowerBound": 0.0749491109126003
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94181,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23565,
"successRate": 0.25020970259394143,
"wilsonLowerBound": 0.2474536469616067
},
"transformers": {
"framework": "transformers",
"modelCount": 5592,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 587,
"successRate": 0.10497138769670958,
"wilsonLowerBound": 0.0972068594985044
},
"vllm": {
"framework": "vllm",
"modelCount": 112876,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16532,
"successRate": 0.146461603883908,
"wilsonLowerBound": 0.14441097078360798
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 165,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.006060606060606061,
"wilsonLowerBound": 0.0010706205657562634
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 24167,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4053,
"successRate": 0.16770803161335707,
"wilsonLowerBound": 0.16305050441572155
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43725,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5688,
"successRate": 0.13008576329331045,
"wilsonLowerBound": 0.12696508412985413
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8208,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 774,
"successRate": 0.09429824561403509,
"wilsonLowerBound": 0.08816427050276932
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34641,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6887,
"successRate": 0.1988106578909385,
"wilsonLowerBound": 0.19464126323365266
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61512,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12425,
"successRate": 0.2019931070360255,
"wilsonLowerBound": 0.19883892487730082
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 16480,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4652,
"successRate": 0.28228155339805827,
"wilsonLowerBound": 0.27546070702310355
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15609,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3784,
"successRate": 0.24242424242424243,
"wilsonLowerBound": 0.2357650480752272
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 68349,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18813,
"successRate": 0.2752490892332002,
"wilsonLowerBound": 0.27191331407460534
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1106,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 664,
"successRate": 0.6003616636528029,
"wilsonLowerBound": 0.5711940602993184
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48462,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.44839255499153974,
"wilsonLowerBound": 0.44396890027928687
},
"vllm": {
"framework": "vllm",
"modelCount": 40110,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4899,
"successRate": 0.12213911742707555,
"wilsonLowerBound": 0.118970681742582
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1113,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6288,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030534351145038167,
"wilsonLowerBound": 0.02655998124483518
},
"vllm": {
"framework": "vllm",
"modelCount": 10093,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 763,
"successRate": 0.07559694838006539,
"wilsonLowerBound": 0.07059950132152285
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7440,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3258,
"successRate": 0.43790322580645163,
"wilsonLowerBound": 0.4266644948603199
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7424,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.0330010775862069,
"wilsonLowerBound": 0.029172852259161434
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18568,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5455,
"successRate": 0.2937850064627316,
"wilsonLowerBound": 0.28727645895969595
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28549,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14609,
"successRate": 0.511716697607622,
"wilsonLowerBound": 0.5059170686118604
},
"vllm": {
"framework": "vllm",
"modelCount": 67574,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7242,
"successRate": 0.10717139728297866,
"wilsonLowerBound": 0.10486135913816635
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13813,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2342,
"successRate": 0.16955042351408095,
"wilsonLowerBound": 0.1633847473621836
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-14T16:20:12.062267+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 989.4000000000001,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.066170137585896,
"queueFactor": 1.0138516829021005,
"queueWeight": 1.0138516829021005,
"recentSuccess": 56,
"recentSuccessRate": 0.32941176470588235,
"recentTerminal": 170,
"recentWilsonLowerBound": 0.263212101629711,
"running": 8,
"selectionWeight": 2.0947900711535254,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.333333333333332,
"waiting": 28033
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1332.723404255319,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9695477628833876,
"queueWeight": 0.9695477628833876,
"recentSuccess": 51,
"recentSuccessRate": 0.3617021276595745,
"recentTerminal": 141,
"recentWilsonLowerBound": 0.2870320321093272,
"running": 8,
"selectionWeight": 2.423869407208469,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.5,
"waiting": 31319
},
"Biren_166m": {
"available": true,
"backlogHours": 155.85221674876846,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.18981353981232077,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 26,
"recentSuccessRate": 0.12807881773399016,
"recentTerminal": 203,
"recentWilsonLowerBound": 0.08892327463213895,
"running": 5,
"selectionWeight": 0.24675760175601702,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 33.833333333333336,
"waiting": 5273
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1297.5384615384614,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.24612036743876314,
"queueFactor": 0.9734466979744169,
"queueWeight": 0.9734466979744169,
"recentSuccess": 13,
"recentSuccessRate": 0.16666666666666666,
"recentTerminal": 78,
"recentWilsonLowerBound": 0.10006850973163445,
"running": 6,
"selectionWeight": 0.23958505898751417,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.0,
"waiting": 16868
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 357.67105263157896,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.32758619527254507,
"queueFactor": 1.181021063625779,
"queueWeight": 1.181021063625779,
"recentSuccess": 25,
"recentSuccessRate": 0.16447368421052633,
"recentTerminal": 152,
"recentWilsonLowerBound": 0.11395725895038367,
"running": 6,
"selectionWeight": 0.3868861967699033,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.333333333333332,
"waiting": 9061
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 51.82258064516129,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 8,
"recentSuccessRate": 0.021505376344086023,
"recentTerminal": 372,
"recentWilsonLowerBound": 0.01093638389196816,
"running": 22,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 62.0,
"waiting": 3213
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 167.86046511627907,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.20723859490050994,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 33,
"recentSuccessRate": 0.12790697674418605,
"recentTerminal": 258,
"recentWilsonLowerBound": 0.09254508944562938,
"running": 10,
"selectionWeight": 0.2694101733706629,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 43.0,
"waiting": 7218
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2132.9333333333334,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.20920292285937642,
"queueFactor": 0.9035113656020934,
"queueWeight": 0.9035113656020934,
"recentSuccess": 8,
"recentSuccessRate": 0.17777777777777778,
"recentTerminal": 45,
"recentWilsonLowerBound": 0.0929427892585383,
"running": 2,
"selectionWeight": 0.18901721852062459,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.5,
"waiting": 15997
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 322.5189873417722,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.8410774351853592,
"queueFactor": 1.1994907940737882,
"queueWeight": 1.1994907940737882,
"recentSuccess": 37,
"recentSuccessRate": 0.23417721518987342,
"recentTerminal": 158,
"recentWilsonLowerBound": 0.17493756641852448,
"running": 8,
"selectionWeight": 1.0088646406080315,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.333333333333332,
"waiting": 8493
},
"MetaX_c-500": {
"available": true,
"backlogHours": 551.1282051282051,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.0486964507428478,
"queueFactor": 1.106859040656281,
"queueWeight": 1.106859040656281,
"recentSuccess": 31,
"recentSuccessRate": 0.26495726495726496,
"recentTerminal": 117,
"recentWilsonLowerBound": 0.19339035715571287,
"running": 3,
"selectionWeight": 1.1607591474088754,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.5,
"waiting": 10747
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 3025.176470588235,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.5155885547557857,
"queueFactor": 0.8573686616239105,
"queueWeight": 0.8573686616239105,
"recentSuccess": 12,
"recentSuccessRate": 0.23529411764705882,
"recentTerminal": 51,
"recentWilsonLowerBound": 0.14004812598862518,
"running": 4,
"selectionWeight": 0.44204946913957427,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.5,
"waiting": 25714
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2173.3199999999997,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.0691022224588857,
"queueFactor": 0.9009727601602264,
"queueWeight": 0.9009727601602264,
"recentSuccess": 6,
"recentSuccessRate": 0.12,
"recentTerminal": 50,
"recentWilsonLowerBound": 0.05617523710624645,
"running": 2,
"selectionWeight": 0.062259220101988234,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.333333333333334,
"waiting": 18111
},
"Vastai_va16": {
"available": true,
"backlogHours": 1271.142857142857,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.06230432155788976,
"queueFactor": 0.9764523570252873,
"queueWeight": 0.9764523570252873,
"recentSuccess": 8,
"recentSuccessRate": 0.1038961038961039,
"recentTerminal": 77,
"recentWilsonLowerBound": 0.05359228295797315,
"running": 16,
"selectionWeight": 0.060837201638062874,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.833333333333334,
"waiting": 16313
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1179.4594594594594,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.7410683536529152,
"queueFactor": 0.9874787522639288,
"queueWeight": 0.9874787522639288,
"recentSuccess": 26,
"recentSuccessRate": 0.23423423423423423,
"recentTerminal": 111,
"recentWilsonLowerBound": 0.16515556448978605,
"running": 4,
"selectionWeight": 0.7317892532074647,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.5,
"waiting": 21820
}
},
"queueAttemptedAt": "2026-10-14T16:17:52.663860+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-14T16:17:52.663860+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Ascend_910-b3",
"Ascend_910-b4",
"hygon_k100-ai",
"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
}