Files
submmit/.modelhub_state/market_intelligence.json

712 lines
22 KiB
JSON

{
"communityAttemptedAt": "2026-09-26T19:22:59.281371+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-26T19:22:59.281371+00:00",
"frameworkAttemptedAt": "2026-09-26T18:41:56.359307+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34168,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15437,
"successRate": 0.4517970030437837,
"wilsonLowerBound": 0.4465256967541095
},
"vllm": {
"framework": "vllm",
"modelCount": 38171,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10783,
"successRate": 0.2824919441460795,
"wilsonLowerBound": 0.27799746796705666
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10299,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4317,
"successRate": 0.41916690940868045,
"wilsonLowerBound": 0.40966911190005967
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64122,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12091,
"successRate": 0.18856242787186925,
"wilsonLowerBound": 0.18555345441815213
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 21725,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4490,
"successRate": 0.20667433831990795,
"wilsonLowerBound": 0.20134192589974004
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6771,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 73,
"successRate": 0.010781273076355043,
"wilsonLowerBound": 0.00858391717865285
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26392,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3245,
"successRate": 0.12295392543194908,
"wilsonLowerBound": 0.11904681908920223
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16481,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10169285844305564,
"wilsonLowerBound": 0.09717081215513636
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 12528,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5187,
"successRate": 0.41403256704980845,
"wilsonLowerBound": 0.4054350016509264
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24405,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3794,
"successRate": 0.155459946732227,
"wilsonLowerBound": 0.15096813744994636
},
"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": 45920,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11422,
"successRate": 0.2487369337979094,
"wilsonLowerBound": 0.24480420183377044
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23501,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3092,
"successRate": 0.13156886940981236,
"wilsonLowerBound": 0.12730729362391902
},
"vllm": {
"framework": "vllm",
"modelCount": 86759,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11254163833146993,
"wilsonLowerBound": 0.11045581816178694
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 42163,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5182,
"successRate": 0.12290396793397054,
"wilsonLowerBound": 0.11980429313308899
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 36521,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3500,
"successRate": 0.09583527285671258,
"wilsonLowerBound": 0.09285858517955846
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 89804,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21640,
"successRate": 0.2409692218609416,
"wilsonLowerBound": 0.23818317094979669
},
"transformers": {
"framework": "transformers",
"modelCount": 5350,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 577,
"successRate": 0.10785046728971963,
"wilsonLowerBound": 0.0998180034123832
},
"vllm": {
"framework": "vllm",
"modelCount": 112718,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16523,
"successRate": 0.14658705796767155,
"wilsonLowerBound": 0.1445342602937692
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 19311,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3673,
"successRate": 0.19020247527316037,
"wilsonLowerBound": 0.18472888703622112
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43076,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5598,
"successRate": 0.12995635620763302,
"wilsonLowerBound": 0.12681385711651194
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7116,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 608,
"successRate": 0.08544125913434514,
"wilsonLowerBound": 0.07916786182099259
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32092,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5977,
"successRate": 0.1862457933441356,
"wilsonLowerBound": 0.18202404512335357
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61185,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12401,
"successRate": 0.20268039552177822,
"wilsonLowerBound": 0.19951376817479044
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10006,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2940,
"successRate": 0.2938237057765341,
"wilsonLowerBound": 0.28497883334822205
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14004,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3523,
"successRate": 0.25157097972007997,
"wilsonLowerBound": 0.24445297236929567
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 63509,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17392,
"successRate": 0.2738509502590184,
"wilsonLowerBound": 0.2703964724480052
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 172,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 117,
"successRate": 0.6802325581395349,
"wilsonLowerBound": 0.6072474589202723
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47159,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20811,
"successRate": 0.44129434466379697,
"wilsonLowerBound": 0.43681774358540393
},
"vllm": {
"framework": "vllm",
"modelCount": 37486,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3865,
"successRate": 0.10310515925945686,
"wilsonLowerBound": 0.10006726563864177
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 751,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6282,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030563514804202482,
"wilsonLowerBound": 0.02658539726335166
},
"vllm": {
"framework": "vllm",
"modelCount": 10040,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 743,
"successRate": 0.07400398406374502,
"wilsonLowerBound": 0.06904470201407993
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6343,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2733,
"successRate": 0.43086867412896107,
"wilsonLowerBound": 0.41872739813732224
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7391,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 240,
"successRate": 0.03247192531457178,
"wilsonLowerBound": 0.02866754709140733
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 13600,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4411,
"successRate": 0.32433823529411765,
"wilsonLowerBound": 0.3165210485429848
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27049,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13766,
"successRate": 0.5089282413397908,
"wilsonLowerBound": 0.5029696608725285
},
"vllm": {
"framework": "vllm",
"modelCount": 63945,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6561,
"successRate": 0.10260380014074595,
"wilsonLowerBound": 0.10027568039621274
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12869,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1936,
"successRate": 0.15043903955241278,
"wilsonLowerBound": 0.14436663161569308
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-26T19:25:10.450627+00:00",
"gpuStats": {
"Ascend_910-b4": {
"available": true,
"backlogHours": 1430.2,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.184450059217728,
"queueFactor": 0.9349397588995405,
"queueWeight": 0.9349397588995405,
"recentSuccess": 51,
"recentSuccessRate": 0.425,
"recentTerminal": 120,
"recentWilsonLowerBound": 0.34022892313997877,
"running": 8,
"selectionWeight": 2.0423292116931098,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.0,
"waiting": 28604
},
"Biren_166m": {
"available": true,
"backlogHours": 128.6031746031746,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.2706597866793562,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 34,
"recentSuccessRate": 0.17989417989417988,
"recentTerminal": 189,
"recentWilsonLowerBound": 0.13168478559079344,
"running": 8,
"selectionWeight": 0.35185772268316307,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 31.5,
"waiting": 4051
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1093.734939759036,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.22997985785388628,
"queueFactor": 0.9733215341174498,
"queueWeight": 0.9733215341174498,
"recentSuccess": 16,
"recentSuccessRate": 0.1927710843373494,
"recentTerminal": 83,
"recentWilsonLowerBound": 0.12228799170691443,
"running": 7,
"selectionWeight": 0.22384434806245762,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 13.833333333333334,
"waiting": 15130
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 474.5945945945946,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.35950579140833605,
"queueFactor": 1.1031758011430726,
"queueWeight": 1.1031758011430726,
"recentSuccess": 24,
"recentSuccessRate": 0.21621621621621623,
"recentTerminal": 111,
"recentWilsonLowerBound": 0.1498210872799431,
"running": 7,
"selectionWeight": 0.39659808945246544,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 18.5,
"waiting": 8780
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 38.94308943089431,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 16,
"recentSuccessRate": 0.04336043360433604,
"recentTerminal": 369,
"recentWilsonLowerBound": 0.026863270646387234,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 61.5,
"waiting": 2395
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 95.28947368421053,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.1605663717712991,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 42,
"recentSuccessRate": 0.13815789473684212,
"recentTerminal": 304,
"recentWilsonLowerBound": 0.10386248723248666,
"running": 5,
"selectionWeight": 0.20873628330268884,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 50.666666666666664,
"waiting": 4828
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2458.6153846153848,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.4471112295417544,
"queueFactor": 0.8619648490502199,
"queueWeight": 0.8619648490502199,
"recentSuccess": 11,
"recentSuccessRate": 0.28205128205128205,
"recentTerminal": 39,
"recentWilsonLowerBound": 0.16543325013943294,
"running": 2,
"selectionWeight": 0.38539416348061656,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.5,
"waiting": 15981
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 381.2980132450331,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.32378241868233343,
"queueFactor": 1.1399963570518004,
"queueWeight": 1.1399963570518004,
"recentSuccess": 30,
"recentSuccessRate": 0.1986754966887417,
"recentTerminal": 151,
"recentWilsonLowerBound": 0.14286066225462393,
"running": 8,
"selectionWeight": 0.3691107777752809,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 25.166666666666668,
"waiting": 9596
},
"MetaX_c-500": {
"available": true,
"backlogHours": 577.309090909091,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7259852402961666,
"queueFactor": 1.071227924951055,
"queueWeight": 1.071227924951055,
"recentSuccess": 31,
"recentSuccessRate": 0.2818181818181818,
"recentTerminal": 110,
"recentWilsonLowerBound": 0.206210213519945,
"running": 4,
"selectionWeight": 0.7776956625075556,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.333333333333332,
"waiting": 10584
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2113.3,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.881757113361094,
"queueWeight": 0.881757113361094,
"recentSuccess": 29,
"recentSuccessRate": 0.48333333333333334,
"recentTerminal": 60,
"recentWilsonLowerBound": 0.3617484128577001,
"running": 4,
"selectionWeight": 2.204392783402735,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.0,
"waiting": 21133
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3517.7142857142853,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.15471032016161257,
"queueFactor": 0.8168720950659507,
"queueWeight": 0.8168720950659507,
"recentSuccess": 6,
"recentSuccessRate": 0.21428571428571427,
"recentTerminal": 28,
"recentWilsonLowerBound": 0.10212321701189421,
"running": 2,
"selectionWeight": 0.12637854335874046,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 4.666666666666667,
"waiting": 16416
},
"Vastai_va16": {
"available": true,
"backlogHours": 983.1627906976744,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 1.5140888056728086,
"queueFactor": 0.989006918853275,
"queueWeight": 0.989006918853275,
"recentSuccess": 33,
"recentSuccessRate": 0.38372093023255816,
"recentTerminal": 86,
"recentWilsonLowerBound": 0.2880127996939033,
"running": 16,
"selectionWeight": 1.4974443045686994,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.333333333333334,
"waiting": 14092
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 913.3157894736842,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.7890292872752527,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 33,
"recentSuccessRate": 0.2894736842105263,
"recentTerminal": 114,
"recentWilsonLowerBound": 0.21416522774282082,
"running": 6,
"selectionWeight": 0.7890292872752527,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.0,
"waiting": 17353
}
},
"queueAttemptedAt": "2026-09-26T19:22:59.281371+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-26T19:22:59.281371+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"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
}