Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-14T13:01:10.877504+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-14T13:01:10.877504+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": "2026-10-14T13:05:28.855813+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 292.1748251748252,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.05814550074428637,
"queueFactor": 1.1867419201465728,
"queueWeight": 1.1867419201465728,
"recentSuccess": 45,
"recentSuccessRate": 0.07867132867132867,
"recentTerminal": 572,
"recentWilsonLowerBound": 0.05931347499247998,
"running": 8,
"selectionWeight": 0.06900370320115838,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 95.33333333333333,
"waiting": 27854
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1478.503937007874,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9305277512166418,
"queueWeight": 0.9305277512166418,
"recentSuccess": 52,
"recentSuccessRate": 0.4094488188976378,
"recentTerminal": 127,
"recentWilsonLowerBound": 0.32780741642427286,
"running": 9,
"selectionWeight": 2.3263193780416045,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.166666666666668,
"waiting": 31295
},
"Biren_166m": {
"available": true,
"backlogHours": 152.91176470588235,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.18686755745363368,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 29,
"recentSuccessRate": 0.14215686274509803,
"recentTerminal": 204,
"recentWilsonLowerBound": 0.10083609119810931,
"running": 8,
"selectionWeight": 0.2429278246897238,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 34.0,
"waiting": 5199
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1524.090909090909,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4817995719769263,
"queueFactor": 0.9262987363100169,
"queueWeight": 0.9262987363100169,
"recentSuccess": 16,
"recentSuccessRate": 0.24242424242424243,
"recentTerminal": 66,
"recentWilsonLowerBound": 0.15509054458269064,
"running": 7,
"selectionWeight": 0.44629033467693385,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.0,
"waiting": 16765
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 408.4580152671756,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.24288427051356326,
"queueFactor": 1.1285754246900872,
"queueWeight": 1.1285754246900872,
"recentSuccess": 22,
"recentSuccessRate": 0.16793893129770993,
"recentTerminal": 131,
"recentWilsonLowerBound": 0.11359861574882878,
"running": 7,
"selectionWeight": 0.2741132187453867,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.833333333333332,
"waiting": 8918
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 78.69709543568466,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 10,
"recentSuccessRate": 0.04149377593360996,
"recentTerminal": 241,
"recentWilsonLowerBound": 0.02269197560046215,
"running": 26,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 40.166666666666664,
"waiting": 3161
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 177.81147540983608,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.11415265747072897,
"queueFactor": 1.2785235577207266,
"queueWeight": 1.2785235577207266,
"recentSuccess": 28,
"recentSuccessRate": 0.11475409836065574,
"recentTerminal": 244,
"recentWilsonLowerBound": 0.08059748874144336,
"running": 12,
"selectionWeight": 0.14594686175275187,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 40.666666666666664,
"waiting": 7231
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2436.4615384615386,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.3075035891694753,
"queueFactor": 0.8633537276022696,
"queueWeight": 0.8633537276022696,
"recentSuccess": 9,
"recentSuccessRate": 0.23076923076923078,
"recentTerminal": 39,
"recentWilsonLowerBound": 0.1264566242878376,
"running": 2,
"selectionWeight": 0.26548436996054336,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.5,
"waiting": 15837
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 354.0,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.32159163607578767,
"queueFactor": 1.1530608139382021,
"queueWeight": 1.1530608139382021,
"recentSuccess": 26,
"recentSuccessRate": 0.18439716312056736,
"recentTerminal": 141,
"recentWilsonLowerBound": 0.12905789113836175,
"running": 8,
"selectionWeight": 0.3708147136492658,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.5,
"waiting": 8319
},
"MetaX_c-500": {
"available": true,
"backlogHours": 596.9719626168225,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.43286549246665196,
"queueFactor": 1.0661286451155523,
"queueWeight": 1.0661286451155523,
"recentSuccess": 23,
"recentSuccessRate": 0.21495327102803738,
"recentTerminal": 107,
"recentWilsonLowerBound": 0.14772120660505175,
"running": 4,
"selectionWeight": 0.46149030100074795,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.833333333333332,
"waiting": 10646
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2780.618181818182,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.32379451603921217,
"queueFactor": 0.846411389579941,
"queueWeight": 0.846411389579941,
"recentSuccess": 12,
"recentSuccessRate": 0.21818181818181817,
"recentTerminal": 55,
"recentWilsonLowerBound": 0.12945897827653216,
"running": 4,
"selectionWeight": 0.27406336625911404,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.166666666666666,
"waiting": 25489
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2767.3846153846152,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05129309137622537,
"queueFactor": 0.847017287141414,
"queueWeight": 0.847017287141414,
"recentSuccess": 5,
"recentSuccessRate": 0.1282051282051282,
"recentTerminal": 39,
"recentWilsonLowerBound": 0.05602734948028318,
"running": 2,
"selectionWeight": 0.04344613510658707,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.5,
"waiting": 17988
},
"Vastai_va16": {
"available": true,
"backlogHours": 1232.73417721519,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9562518468548887,
"queueWeight": 0.9562518468548887,
"recentSuccess": 7,
"recentSuccessRate": 0.08860759493670886,
"recentTerminal": 79,
"recentWilsonLowerBound": 0.04358474184575353,
"running": 16,
"selectionWeight": 0.04781259234274444,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 13.166666666666666,
"waiting": 16231
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1318.4242424242425,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.9619694658353238,
"queueFactor": 0.9466608687686464,
"queueWeight": 0.9466608687686464,
"recentSuccess": 29,
"recentSuccessRate": 0.29292929292929293,
"recentTerminal": 99,
"recentWilsonLowerBound": 0.21236502469141286,
"running": 6,
"selectionWeight": 0.9106588502565783,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.5,
"waiting": 21754
}
},
"queueAttemptedAt": "2026-10-14T13:01:10.877504+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-14T13:01:10.877504+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
}