Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-19T01:10:56.790138+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-19T01:10:56.790138+00:00",
"frameworkAttemptedAt": "2026-09-18T20:19:58.293041+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39578,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19127,
"successRate": 0.4832735358027187,
"wilsonLowerBound": 0.47835210114350546
},
"vllm": {
"framework": "vllm",
"modelCount": 52772,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14772,
"successRate": 0.27992117031759267,
"wilsonLowerBound": 0.2761067366805252
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2670,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 755,
"successRate": 0.28277153558052437,
"wilsonLowerBound": 0.26601073055652275
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 32850,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14493,
"successRate": 0.44118721461187216,
"wilsonLowerBound": 0.4358249114615209
},
"vllm": {
"framework": "vllm",
"modelCount": 37415,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10644,
"successRate": 0.2844848322865161,
"wilsonLowerBound": 0.2799354976441456
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8676,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3748,
"successRate": 0.4319963116643615,
"wilsonLowerBound": 0.421605212945633
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63925,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12081,
"successRate": 0.1889870942510755,
"wilsonLowerBound": 0.1859708733809936
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17404,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3494,
"successRate": 0.20075844633417606,
"wilsonLowerBound": 0.19487353375361052
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5991,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 60,
"successRate": 0.010015022533800702,
"wilsonLowerBound": 0.0077889114458714
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26139,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3220,
"successRate": 0.12318757412295803,
"wilsonLowerBound": 0.11925858682102228
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16466,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1674,
"successRate": 0.10166403498117332,
"wilsonLowerBound": 0.09714055799797292
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 11107,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4684,
"successRate": 0.4217160349329252,
"wilsonLowerBound": 0.41256051352022927
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24147,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3784,
"successRate": 0.15670683728827597,
"wilsonLowerBound": 0.1521762890994408
},
"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": 42725,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10719,
"successRate": 0.2508835576360445,
"wilsonLowerBound": 0.24679528378520113
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23255,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3057,
"successRate": 0.13145560094603312,
"wilsonLowerBound": 0.1271734681959272
},
"vllm": {
"framework": "vllm",
"modelCount": 86623,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11271833115916097,
"wilsonLowerBound": 0.11062943818275382
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 40378,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4954,
"successRate": 0.12269057407499133,
"wilsonLowerBound": 0.11952630354135264
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 31557,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3399,
"successRate": 0.10770985835155433,
"wilsonLowerBound": 0.10433698772362061
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 88517,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21003,
"successRate": 0.23727645537015488,
"wilsonLowerBound": 0.23448534292016357
},
"transformers": {
"framework": "transformers",
"modelCount": 5172,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 566,
"successRate": 0.1094354215003867,
"wilsonLowerBound": 0.10121530922271617
},
"vllm": {
"framework": "vllm",
"modelCount": 112530,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16508,
"successRate": 0.14669865813560828,
"wilsonLowerBound": 0.14464350137198578
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 17199,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3429,
"successRate": 0.19937205651491366,
"wilsonLowerBound": 0.1934684120205753
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42820,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5572,
"successRate": 0.1301261092947221,
"wilsonLowerBound": 0.12697254562388294
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6675,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 546,
"successRate": 0.08179775280898877,
"wilsonLowerBound": 0.075461174681193
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 31079,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5559,
"successRate": 0.17886675890472667,
"wilsonLowerBound": 0.1746456971300089
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60870,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12390,
"successRate": 0.2035485460818137,
"wilsonLowerBound": 0.20036864064528784
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7778,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2254,
"successRate": 0.2897917202365647,
"wilsonLowerBound": 0.27981518543775896
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12815,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3312,
"successRate": 0.25844713226687477,
"wilsonLowerBound": 0.2509405827906435
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 60775,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16655,
"successRate": 0.27404360345536816,
"wilsonLowerBound": 0.2705118056432167
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46542,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20364,
"successRate": 0.4375402861931159,
"wilsonLowerBound": 0.433038616730747
},
"vllm": {
"framework": "vllm",
"modelCount": 36453,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3423,
"successRate": 0.09390173648259402,
"wilsonLowerBound": 0.09094995252013309
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 510,
"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": 10024,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 738,
"successRate": 0.07362330407023145,
"wilsonLowerBound": 0.06867247302280925
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5914,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2507,
"successRate": 0.42390936760229964,
"wilsonLowerBound": 0.41136777865071844
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7375,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.031864406779661014,
"wilsonLowerBound": 0.02809313780695749
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11546,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3816,
"successRate": 0.3305040706738264,
"wilsonLowerBound": 0.32198138472370175
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26436,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13405,
"successRate": 0.5070736873959751,
"wilsonLowerBound": 0.5010463257092601
},
"vllm": {
"framework": "vllm",
"modelCount": 62251,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6238,
"successRate": 0.10020722558673756,
"wilsonLowerBound": 0.097872971437202
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12454,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1790,
"successRate": 0.14372892243455918,
"wilsonLowerBound": 0.13767735614923077
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-19T01:10:56.790138+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 572.8163265306122,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.23954560021360038,
"queueFactor": 1.090447277070003,
"queueWeight": 1.090447277070003,
"recentSuccess": 43,
"recentSuccessRate": 0.17551020408163265,
"recentTerminal": 245,
"recentWilsonLowerBound": 0.13299006595470272,
"running": 8,
"selectionWeight": 0.2612118474870201,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 40.833333333333336,
"waiting": 23390
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1316.34375,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.978288443036693,
"queueFactor": 0.9625018727091421,
"queueWeight": 0.9625018727091421,
"recentSuccess": 55,
"recentSuccessRate": 0.4296875,
"recentTerminal": 128,
"recentWilsonLowerBound": 0.34721027760971723,
"running": 8,
"selectionWeight": 1.90410633118167,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.333333333333332,
"waiting": 28082
},
"Biren_166m": {
"available": true,
"backlogHours": 255.45762711864404,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.21446226093673543,
"queueFactor": 1.2308613917979334,
"queueWeight": 1.2308613917979334,
"recentSuccess": 22,
"recentSuccessRate": 0.1864406779661017,
"recentTerminal": 118,
"recentWilsonLowerBound": 0.12646899188610022,
"running": 8,
"selectionWeight": 0.26397331698472176,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.666666666666668,
"waiting": 5024
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 2335.3846153846152,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.7798375671352604,
"queueFactor": 0.8831881193612114,
"queueWeight": 0.8831881193612114,
"recentSuccess": 14,
"recentSuccessRate": 0.358974358974359,
"recentTerminal": 39,
"recentWilsonLowerBound": 0.22741884696491108,
"running": 7,
"selectionWeight": 0.6887432743254132,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.5,
"waiting": 15180
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 539.3592233009708,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.25735793495120557,
"queueFactor": 1.100335852909505,
"queueWeight": 1.100335852909505,
"recentSuccess": 21,
"recentSuccessRate": 0.20388349514563106,
"recentTerminal": 103,
"recentWilsonLowerBound": 0.13739723831977257,
"running": 7,
"selectionWeight": 0.2831801628575637,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.166666666666668,
"waiting": 9259
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 58.279245283018874,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 9,
"recentSuccessRate": 0.033962264150943396,
"recentTerminal": 265,
"recentWilsonLowerBound": 0.017968472623064388,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 44.166666666666664,
"waiting": 2574
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 195.63157894736844,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.20919116646730324,
"queueFactor": 1.2811239096452094,
"queueWeight": 1.2811239096452094,
"recentSuccess": 27,
"recentSuccessRate": 0.17763157894736842,
"recentTerminal": 152,
"recentWilsonLowerBound": 0.12504649961558986,
"running": 5,
"selectionWeight": 0.26799980504783333,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.333333333333332,
"waiting": 4956
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 3684.2307692307695,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.071798293655374,
"queueFactor": 0.8248119733565371,
"queueWeight": 0.8248119733565371,
"recentSuccess": 14,
"recentSuccessRate": 0.5384615384615384,
"recentTerminal": 26,
"recentWilsonLowerBound": 0.35457636204430115,
"running": 2,
"selectionWeight": 1.7088440389865953,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.333333333333333,
"waiting": 15965
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 464.2014388489208,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.2315960516763117,
"queueFactor": 1.1253847044663008,
"queueWeight": 1.1253847044663008,
"recentSuccess": 26,
"recentSuccessRate": 0.18705035971223022,
"recentTerminal": 139,
"recentWilsonLowerBound": 0.13096550054880465,
"running": 8,
"selectionWeight": 0.26063465417130816,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.166666666666668,
"waiting": 10754
},
"MetaX_c-500": {
"available": true,
"backlogHours": 973.6285714285715,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.1164250196114331,
"queueFactor": 1.0070429282165358,
"queueWeight": 1.0070429282165358,
"recentSuccess": 26,
"recentSuccessRate": 0.37142857142857144,
"recentTerminal": 70,
"recentWilsonLowerBound": 0.26770481600829643,
"running": 4,
"selectionWeight": 1.124287920883701,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.666666666666666,
"waiting": 11359
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1856.470588235294,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.7625976510969892,
"queueFactor": 0.9141211757685134,
"queueWeight": 0.9141211757685134,
"recentSuccess": 30,
"recentSuccessRate": 0.4411764705882353,
"recentTerminal": 68,
"recentWilsonLowerBound": 0.329460449863809,
"running": 4,
"selectionWeight": 1.6112278372275997,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.333333333333334,
"waiting": 21040
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 5219.0,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.5,
"queueFactor": 0.7828325694323234,
"queueWeight": 0.7828325694323234,
"recentSuccess": 11,
"recentSuccessRate": 0.6111111111111112,
"recentTerminal": 18,
"recentWilsonLowerBound": 0.3861866858065617,
"running": 2,
"selectionWeight": 1.9570814235808085,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 3.0,
"waiting": 15657
},
"Vastai_va16": {
"available": true,
"backlogHours": 2858.0,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.11441380287586829,
"queueFactor": 0.8568358850968297,
"queueWeight": 0.8568358850968297,
"recentSuccess": 6,
"recentSuccessRate": 0.2,
"recentTerminal": 30,
"recentWilsonLowerBound": 0.09504978102401236,
"running": 16,
"selectionWeight": 0.0980338520544388,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.0,
"waiting": 14290
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1066.9024390243903,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.1355961754155255,
"queueFactor": 0.9933179288950554,
"queueWeight": 0.9933179288950554,
"recentSuccess": 30,
"recentSuccessRate": 0.36585365853658536,
"recentTerminal": 82,
"recentWilsonLowerBound": 0.26978466322708194,
"running": 6,
"selectionWeight": 1.1280080410248958,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.666666666666666,
"waiting": 14581
}
},
"queueAttemptedAt": "2026-09-19T01:02:09.388684+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-19T01:02:09.388684+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",
"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
}