Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-17T08:17:12.619394+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-17T08:17:12.619394+00:00",
"frameworkAttemptedAt": "2026-09-17T02:40:25.916083+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39324,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18958,
"successRate": 0.48209744685179534,
"wilsonLowerBound": 0.47716066800941404
},
"vllm": {
"framework": "vllm",
"modelCount": 52293,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14696,
"successRate": 0.2810318780716348,
"wilsonLowerBound": 0.27719535570417475
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2501,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 688,
"successRate": 0.27508996401439423,
"wilsonLowerBound": 0.2579432900048845
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 32537,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14286,
"successRate": 0.4390693671819774,
"wilsonLowerBound": 0.4336843948048854
},
"vllm": {
"framework": "vllm",
"modelCount": 37265,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10616,
"successRate": 0.2848785723869583,
"wilsonLowerBound": 0.28031818841137845
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8353,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3633,
"successRate": 0.434933556805938,
"wilsonLowerBound": 0.4243343325497206
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63894,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12072,
"successRate": 0.18893792844398535,
"wilsonLowerBound": 0.18592128632883567
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 16644,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3330,
"successRate": 0.20007209805335255,
"wilsonLowerBound": 0.19406382261046465
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5819,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 53,
"successRate": 0.009108094174256745,
"wilsonLowerBound": 0.006970415948178855
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26113,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3213,
"successRate": 0.12304216290736415,
"wilsonLowerBound": 0.11911329137586564
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16464,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1674,
"successRate": 0.10167638483965015,
"wilsonLowerBound": 0.09715238732010051
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 10782,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4559,
"successRate": 0.42283435355221666,
"wilsonLowerBound": 0.4135386096142239
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24121,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3781,
"successRate": 0.15675137846689607,
"wilsonLowerBound": 0.15221788098170744
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8066,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.0674435903793702,
"wilsonLowerBound": 0.0621738174048722
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 42046,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10566,
"successRate": 0.25129619940065645,
"wilsonLowerBound": 0.24717292921019227
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23181,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3052,
"successRate": 0.1316595487683879,
"wilsonLowerBound": 0.12736778891795317
},
"vllm": {
"framework": "vllm",
"modelCount": 86590,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11276128883242868,
"wilsonLowerBound": 0.1106716488921255
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 40009,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4915,
"successRate": 0.12284735934414756,
"wilsonLowerBound": 0.11966691512660059
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 30497,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3375,
"successRate": 0.11066662294651933,
"wilsonLowerBound": 0.10719452288721909
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 88323,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20884,
"successRate": 0.23645030173341033,
"wilsonLowerBound": 0.23365954612828566
},
"transformers": {
"framework": "transformers",
"modelCount": 5150,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 565,
"successRate": 0.10970873786407767,
"wilsonLowerBound": 0.10146217960449863
},
"vllm": {
"framework": "vllm",
"modelCount": 112500,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16506,
"successRate": 0.14672,
"wilsonLowerBound": 0.144664445593628
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 16732,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3374,
"successRate": 0.20164953382739662,
"wilsonLowerBound": 0.19563869467257045
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42791,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5570,
"successRate": 0.13016755859877077,
"wilsonLowerBound": 0.12701250238318218
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6570,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 526,
"successRate": 0.08006088280060883,
"wilsonLowerBound": 0.07374120868188
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 30849,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5462,
"successRate": 0.17705598236571687,
"wilsonLowerBound": 0.17283659851182676
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60826,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12389,
"successRate": 0.20367934764738763,
"wilsonLowerBound": 0.20049752581521216
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7299,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2133,
"successRate": 0.2922318125770654,
"wilsonLowerBound": 0.28190969205405986
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12515,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3247,
"successRate": 0.2594486616060727,
"wilsonLowerBound": 0.25184360754190915
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 60269,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16480,
"successRate": 0.27344074067928786,
"wilsonLowerBound": 0.2698966892453307
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46405,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20263,
"successRate": 0.4366555328089646,
"wilsonLowerBound": 0.43214832527606106
},
"vllm": {
"framework": "vllm",
"modelCount": 36240,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3323,
"successRate": 0.09169426048565121,
"wilsonLowerBound": 0.08876606276432066
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 425,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6277,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03058786044288673,
"wilsonLowerBound": 0.026606614466574273
},
"vllm": {
"framework": "vllm",
"modelCount": 10019,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 736,
"successRate": 0.07346042519213494,
"wilsonLowerBound": 0.06851366643509127
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5809,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2454,
"successRate": 0.422447925632639,
"wilsonLowerBound": 0.4098008214606837
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7372,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.031877373846988605,
"wilsonLowerBound": 0.028104591006162857
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11290,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3774,
"successRate": 0.33427812223206377,
"wilsonLowerBound": 0.3256339820895458
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26288,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13317,
"successRate": 0.5065809494826536,
"wilsonLowerBound": 0.5005366349981349
},
"vllm": {
"framework": "vllm",
"modelCount": 61826,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6152,
"successRate": 0.09950506259502474,
"wilsonLowerBound": 0.09717031350924202
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12378,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1760,
"successRate": 0.14218775246404913,
"wilsonLowerBound": 0.13614612943828594
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-17T08:31:59.220459+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1221.948717948718,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.4375772910426587,
"queueFactor": 0.9835705782480936,
"queueWeight": 0.9835705782480936,
"recentSuccess": 40,
"recentSuccessRate": 0.3418803418803419,
"recentTerminal": 117,
"recentWilsonLowerBound": 0.2621836857875492,
"running": 8,
"selectionWeight": 1.4139587274271557,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.5,
"waiting": 23828
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1523.6756756756756,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.3393356864076953,
"queueFactor": 0.9515455793375327,
"queueWeight": 0.9515455793375327,
"recentSuccess": 46,
"recentSuccessRate": 0.4144144144144144,
"recentTerminal": 111,
"recentWilsonLowerBound": 0.327133075352556,
"running": 8,
"selectionWeight": 2.225984530987775,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.5,
"waiting": 28188
},
"Biren_166m": {
"available": true,
"backlogHours": 188.82558139534882,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3908537956452338,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 34,
"recentSuccessRate": 0.19767441860465115,
"recentTerminal": 172,
"recentWilsonLowerBound": 0.14504644442697598,
"running": 7,
"selectionWeight": 0.508109934338804,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.666666666666668,
"waiting": 5413
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1257.5342465753424,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3596312366287996,
"queueFactor": 0.9793445322433493,
"queueWeight": 0.9793445322433493,
"recentSuccess": 16,
"recentSuccessRate": 0.2191780821917808,
"recentTerminal": 73,
"recentWilsonLowerBound": 0.13966002654277956,
"running": 7,
"selectionWeight": 0.352202885216329,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.166666666666666,
"waiting": 15300
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 650.5909090909091,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.37770137712437485,
"queueFactor": 1.0811035104833722,
"queueWeight": 1.0811035104833722,
"recentSuccess": 19,
"recentSuccessRate": 0.2159090909090909,
"recentTerminal": 88,
"recentWilsonLowerBound": 0.1428071398331893,
"running": 7,
"selectionWeight": 0.4083342847235657,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.666666666666666,
"waiting": 9542
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 28.94455066921606,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 18,
"recentSuccessRate": 0.03441682600382409,
"recentTerminal": 523,
"recentWilsonLowerBound": 0.02187915754593121,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 87.16666666666667,
"waiting": 2523
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 84.95681063122925,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.1384955947559494,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 37,
"recentSuccessRate": 0.12292358803986711,
"recentTerminal": 301,
"recentWilsonLowerBound": 0.09051045234295892,
"running": 8,
"selectionWeight": 0.18004427318273425,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 50.166666666666664,
"waiting": 4262
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2664.3333333333335,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.2264062280030097,
"queueFactor": 0.8750345324306951,
"queueWeight": 0.8750345324306951,
"recentSuccess": 17,
"recentSuccessRate": 0.4722222222222222,
"recentTerminal": 36,
"recentWilsonLowerBound": 0.31985792907209337,
"running": 2,
"selectionWeight": 1.948182332721401,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.0,
"waiting": 15986
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 495.5735294117647,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.4791210737652774,
"queueFactor": 1.1261526444738177,
"queueWeight": 1.1261526444738177,
"recentSuccess": 30,
"recentSuccessRate": 0.22058823529411764,
"recentTerminal": 136,
"recentWilsonLowerBound": 0.15911201250331414,
"running": 8,
"selectionWeight": 0.5395634642439022,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.666666666666668,
"waiting": 11233
},
"MetaX_c-500": {
"available": true,
"backlogHours": 966.4166666666666,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.8939609506627189,
"queueFactor": 1.0187997142032341,
"queueWeight": 1.0187997142032341,
"recentSuccess": 22,
"recentSuccessRate": 0.3055555555555556,
"recentTerminal": 72,
"recentWilsonLowerBound": 0.2112648204592105,
"running": 4,
"selectionWeight": 0.9107671610440294,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.0,
"waiting": 11597
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2455.5,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.7365126893597167,
"queueFactor": 0.8858138887855568,
"queueWeight": 0.8858138887855568,
"recentSuccess": 24,
"recentSuccessRate": 0.4,
"recentTerminal": 60,
"recentWilsonLowerBound": 0.28569303003765506,
"running": 4,
"selectionWeight": 1.5382270582871962,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.0,
"waiting": 24555
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 5175.333333333333,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.5,
"queueFactor": 0.7920867109252364,
"queueWeight": 0.7920867109252364,
"recentSuccess": 10,
"recentSuccessRate": 0.5555555555555556,
"recentTerminal": 18,
"recentWilsonLowerBound": 0.33716069428251627,
"running": 2,
"selectionWeight": 1.980216777313091,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 3.0,
"waiting": 15526
},
"Vastai_va16": {
"available": true,
"backlogHours": 2059.1707317073174,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9095144903627962,
"queueWeight": 0.9095144903627962,
"recentSuccess": 5,
"recentSuccessRate": 0.12195121951219512,
"recentTerminal": 41,
"recentWilsonLowerBound": 0.05323257997340823,
"running": 16,
"selectionWeight": 0.04547572451813981,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.833333333333333,
"waiting": 14071
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 795.0,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.9640480559411634,
"queueFactor": 1.0490795150768848,
"queueWeight": 1.0490795150768848,
"recentSuccess": 31,
"recentSuccessRate": 0.2980769230769231,
"recentTerminal": 104,
"recentWilsonLowerBound": 0.21863880553781623,
"running": 6,
"selectionWeight": 1.0113630670375693,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.333333333333332,
"waiting": 13780
}
},
"queueAttemptedAt": "2026-09-17T08:23:33.283191+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-17T08:23:33.283191+00:00",
"supportedGpus": [
"Vastai_va16",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Cambricon_mlu-370-x4",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"Biren_166m",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}