Files
submmit/.modelhub_state/market_intelligence.json

764 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-21T08:16:26.728620+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-21T08:16:26.728620+00:00",
"frameworkAttemptedAt": "2026-09-21T03:24:50.423497+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39901,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19320,
"successRate": 0.48419839101776896,
"wilsonLowerBound": 0.47929652361345715
},
"vllm": {
"framework": "vllm",
"modelCount": 53374,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14891,
"successRate": 0.27899351744294976,
"wilsonLowerBound": 0.27520449912457534
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2948,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 829,
"successRate": 0.2812075983717775,
"wilsonLowerBound": 0.2652708134186314
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 33209,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14732,
"successRate": 0.4436146827667199,
"wilsonLowerBound": 0.4382780940354441
},
"vllm": {
"framework": "vllm",
"modelCount": 37659,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10694,
"successRate": 0.28396930348655036,
"wilsonLowerBound": 0.2794372011349417
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 9197,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3912,
"successRate": 0.4253560943786017,
"wilsonLowerBound": 0.4152849641306628
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64007,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12088,
"successRate": 0.18885434405611887,
"wilsonLowerBound": 0.18584086902079802
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18638,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3756,
"successRate": 0.20152376864470437,
"wilsonLowerBound": 0.19582649572996255
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6204,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 61,
"successRate": 0.009832366215344938,
"wilsonLowerBound": 0.007662490518397138
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26184,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3227,
"successRate": 0.12324320195539261,
"wilsonLowerBound": 0.1193167645892249
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16470,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1674,
"successRate": 0.10163934426229508,
"wilsonLowerBound": 0.09711690799427429
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 11496,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4822,
"successRate": 0.41945024356297844,
"wilsonLowerBound": 0.4104578685491657
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24224,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3788,
"successRate": 0.15637384412153235,
"wilsonLowerBound": 0.15185443065631316
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8075,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.06736842105263158,
"wilsonLowerBound": 0.06210433444150264
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 43688,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10935,
"successRate": 0.25029756454861746,
"wilsonLowerBound": 0.2462575654940645
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23355,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3070,
"successRate": 0.1314493684435881,
"wilsonLowerBound": 0.12717637134831228
},
"vllm": {
"framework": "vllm",
"modelCount": 86675,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11265070666282088,
"wilsonLowerBound": 0.1105629896444802
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 40908,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5024,
"successRate": 0.12281216387992569,
"wilsonLowerBound": 0.11966686135805872
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 32734,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3434,
"successRate": 0.10490621372273477,
"wilsonLowerBound": 0.10163280354849646
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 88862,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21166,
"successRate": 0.23818955233958272,
"wilsonLowerBound": 0.23540010304471629
},
"transformers": {
"framework": "transformers",
"modelCount": 5232,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 566,
"successRate": 0.10818042813455657,
"wilsonLowerBound": 0.10004952071264889
},
"vllm": {
"framework": "vllm",
"modelCount": 112646,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16512,
"successRate": 0.146583101042203,
"wilsonLowerBound": 0.14452967450179602
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 17864,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3517,
"successRate": 0.19687639946260635,
"wilsonLowerBound": 0.19111067687115263
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42941,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5586,
"successRate": 0.1300854661046552,
"wilsonLowerBound": 0.12693672826082095
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6836,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 571,
"successRate": 0.08352837916910474,
"wilsonLowerBound": 0.07720105329654853
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 31362,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5680,
"successRate": 0.18111089853963394,
"wilsonLowerBound": 0.1768877861214656
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60923,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12395,
"successRate": 0.2034535397140653,
"wilsonLowerBound": 0.20027557111614755
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 8358,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2425,
"successRate": 0.2901411821009811,
"wilsonLowerBound": 0.2805097399540416
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 13140,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3371,
"successRate": 0.256544901065449,
"wilsonLowerBound": 0.24914944259777705
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 61566,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16868,
"successRate": 0.2739823928791866,
"wilsonLowerBound": 0.27047351296446853
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 0,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46730,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20486,
"successRate": 0.4383907554033811,
"wilsonLowerBound": 0.4338971053843247
},
"vllm": {
"framework": "vllm",
"modelCount": 36764,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3544,
"successRate": 0.0963986508540964,
"wilsonLowerBound": 0.09342372965246122
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 624,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6278,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030582988212806625,
"wilsonLowerBound": 0.026602368317046696
},
"vllm": {
"framework": "vllm",
"modelCount": 10028,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 740,
"successRate": 0.07379337854008776,
"wilsonLowerBound": 0.06883801306073076
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6023,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2561,
"successRate": 0.425203387016437,
"wilsonLowerBound": 0.4127694764913438
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7378,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.03185145025752236,
"wilsonLowerBound": 0.028081693938916925
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11905,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3872,
"successRate": 0.3252414951700966,
"wilsonLowerBound": 0.31688375881126785
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26594,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13499,
"successRate": 0.507595698277807,
"wilsonLowerBound": 0.5015862851990744
},
"vllm": {
"framework": "vllm",
"modelCount": 62792,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6343,
"successRate": 0.10101605300038222,
"wilsonLowerBound": 0.09868332286892045
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12567,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1821,
"successRate": 0.14490331821437097,
"wilsonLowerBound": 0.13885739935240637
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-21T08:18:40.257887+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 970.7671232876713,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.9662860689496712,
"queueFactor": 0.9752743005942435,
"queueWeight": 0.9752743005942435,
"recentSuccess": 40,
"recentSuccessRate": 0.273972602739726,
"recentTerminal": 146,
"recentWilsonLowerBound": 0.2081209105313925,
"running": 8,
"selectionWeight": 0.9423939700688515,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.333333333333332,
"waiting": 23622
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1368.6290322580644,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.9083573950071147,
"queueFactor": 0.9262989612082946,
"queueWeight": 0.9262989612082946,
"recentSuccess": 45,
"recentSuccessRate": 0.3629032258064516,
"recentTerminal": 124,
"recentWilsonLowerBound": 0.2835687976389449,
"running": 8,
"selectionWeight": 1.7677094726092575,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.666666666666668,
"waiting": 28285
},
"Biren_166m": {
"available": true,
"backlogHours": 171.18435754189946,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.23998184789990246,
"queueFactor": 1.265244411311977,
"queueWeight": 1.265244411311977,
"recentSuccess": 28,
"recentSuccessRate": 0.1564245810055866,
"recentTerminal": 179,
"recentWilsonLowerBound": 0.1104965583702544,
"running": 8,
"selectionWeight": 0.3036356918716725,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 29.833333333333332,
"waiting": 5107
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1368.6363636363637,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4222354640459737,
"queueFactor": 0.9262982169203583,
"queueWeight": 0.9262982169203583,
"recentSuccess": 15,
"recentSuccessRate": 0.22727272727272727,
"recentTerminal": 66,
"recentWilsonLowerBound": 0.1428510508724467,
"running": 7,
"selectionWeight": 0.3911159574663255,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.0,
"waiting": 15055
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 442.848,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.28352623445002567,
"queueFactor": 1.0971243046518362,
"queueWeight": 1.0971243046518362,
"recentSuccess": 22,
"recentSuccessRate": 0.176,
"recentTerminal": 125,
"recentWilsonLowerBound": 0.11919679971877233,
"running": 7,
"selectionWeight": 0.3110635228215379,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.833333333333332,
"waiting": 9226
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 40.40782122905028,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 20,
"recentSuccessRate": 0.055865921787709494,
"recentTerminal": 358,
"recentWilsonLowerBound": 0.03645204838372019,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 59.666666666666664,
"waiting": 2411
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 117.83132530120481,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.27083487272977247,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 39,
"recentSuccessRate": 0.1566265060240964,
"recentTerminal": 249,
"recentWilsonLowerBound": 0.11674123740344729,
"running": 8,
"selectionWeight": 0.3520853345487042,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 41.5,
"waiting": 4890
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 3718.3846153846157,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.5,
"queueFactor": 0.7973351182919614,
"queueWeight": 0.7973351182919614,
"recentSuccess": 13,
"recentSuccessRate": 0.5,
"recentTerminal": 26,
"recentWilsonLowerBound": 0.3206030631500208,
"running": 2,
"selectionWeight": 1.9933377957299034,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.333333333333333,
"waiting": 16113
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 668.5263157894736,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5960549832022505,
"queueFactor": 1.031397948270081,
"queueWeight": 1.031397948270081,
"recentSuccess": 23,
"recentSuccessRate": 0.24210526315789474,
"recentTerminal": 95,
"recentWilsonLowerBound": 0.16708723217598367,
"running": 8,
"selectionWeight": 0.6147698867309588,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.833333333333334,
"waiting": 10585
},
"MetaX_c-500": {
"available": true,
"backlogHours": 672.3061224489796,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.49233863699689473,
"queueFactor": 1.0305260614412597,
"queueWeight": 1.0305260614412597,
"recentSuccess": 22,
"recentSuccessRate": 0.22448979591836735,
"recentTerminal": 98,
"recentWilsonLowerBound": 0.1531813203076455,
"running": 4,
"selectionWeight": 0.507367796479768,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.333333333333332,
"waiting": 10981
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1650.759493670886,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.4048015291542666,
"queueFactor": 0.9006197545465522,
"queueWeight": 0.9006197545465522,
"recentSuccess": 27,
"recentSuccessRate": 0.34177215189873417,
"recentTerminal": 79,
"recentWilsonLowerBound": 0.24670818573119843,
"running": 4,
"selectionWeight": 1.2651920083735368,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.166666666666666,
"waiting": 21735
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 6280.0,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.178638462954128,
"queueFactor": 0.7370553326606478,
"queueWeight": 0.7370553326606478,
"recentSuccess": 8,
"recentSuccessRate": 0.5333333333333333,
"recentTerminal": 15,
"recentWilsonLowerBound": 0.3011663015105079,
"running": 2,
"selectionWeight": 1.6057770970599374,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 2.5,
"waiting": 15700
},
"Vastai_va16": {
"available": true,
"backlogHours": 2226.3076923076924,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.8611052979339058,
"queueWeight": 0.8611052979339058,
"recentSuccess": 4,
"recentSuccessRate": 0.10256410256410256,
"recentTerminal": 39,
"recentWilsonLowerBound": 0.040612655582869875,
"running": 16,
"selectionWeight": 0.04305526489669529,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 6.5,
"waiting": 14471
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 313.98688524590165,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.07988044872392823,
"queueFactor": 1.155200353079278,
"queueWeight": 1.155200353079278,
"recentSuccess": 29,
"recentSuccessRate": 0.09508196721311475,
"recentTerminal": 305,
"recentWilsonLowerBound": 0.06701857072541595,
"running": 6,
"selectionWeight": 0.09227792257001305,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 50.833333333333336,
"waiting": 15961
}
},
"queueAttemptedAt": "2026-09-21T08:16:26.728620+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-21T08:16:26.728620+00:00",
"supportedGpus": [
"Vastai_va16",
"Kunlunxin_p-800",
"Cambricon_mlu-370-x4",
"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
}