Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-05T23:47:55.573182+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-05T23:47:55.573182+00:00",
"frameworkAttemptedAt": "2026-10-05T22:50:41.762580+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 41149,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20225,
"successRate": 0.4915064764635836,
"wilsonLowerBound": 0.48667708729595527
},
"vllm": {
"framework": "vllm",
"modelCount": 55104,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15162,
"successRate": 0.27515243902439024,
"wilsonLowerBound": 0.2714393635736996
},
"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": 3811,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1139,
"successRate": 0.2988716872212018,
"wilsonLowerBound": 0.28454638235606106
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 35807,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16609,
"successRate": 0.4638478509788589,
"wilsonLowerBound": 0.45868660545685636
},
"vllm": {
"framework": "vllm",
"modelCount": 39239,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10940,
"successRate": 0.2788042508728561,
"wilsonLowerBound": 0.27438923267711324
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 11753,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4927,
"successRate": 0.4192121160554752,
"wilsonLowerBound": 0.4103190586879144
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64191,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12095,
"successRate": 0.1884220529357698,
"wilsonLowerBound": 0.1854155602991474
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 26680,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5739,
"successRate": 0.21510494752623688,
"wilsonLowerBound": 0.21021561118604548
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7409,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 98,
"successRate": 0.013227156161425294,
"wilsonLowerBound": 0.010866422268208064
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26537,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3262,
"successRate": 0.12292271168557109,
"wilsonLowerBound": 0.11902658077635266
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16499,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.1015819140553973,
"wilsonLowerBound": 0.09706454140970787
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 14371,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5778,
"successRate": 0.40205970356968895,
"wilsonLowerBound": 0.39407036984660976
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24598,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3800,
"successRate": 0.15448410439873161,
"wilsonLowerBound": 0.150021515170266
},
"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": 49410,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12359,
"successRate": 0.2501315523173447,
"wilsonLowerBound": 0.24633229007999688
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23718,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3114,
"successRate": 0.13129268909688843,
"wilsonLowerBound": 0.12705425656385433
},
"vllm": {
"framework": "vllm",
"modelCount": 86882,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9768,
"successRate": 0.11242835109689003,
"wilsonLowerBound": 0.11034492462478135
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 44765,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5433,
"successRate": 0.12136713950631073,
"wilsonLowerBound": 0.11837447598982775
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43314,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3611,
"successRate": 0.08336796416862909,
"wilsonLowerBound": 0.08080137717435144
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 91501,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22602,
"successRate": 0.2470136938394116,
"wilsonLowerBound": 0.24422989776081205
},
"transformers": {
"framework": "transformers",
"modelCount": 5466,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 580,
"successRate": 0.10611050128064398,
"wilsonLowerBound": 0.09822058009522845
},
"vllm": {
"framework": "vllm",
"modelCount": 112796,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16529,
"successRate": 0.14653888435760135,
"wilsonLowerBound": 0.14448707498581614
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 21904,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3846,
"successRate": 0.17558436815193573,
"wilsonLowerBound": 0.1706027700700738
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43494,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5659,
"successRate": 0.13010990021612176,
"wilsonLowerBound": 0.12698077967462934
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7726,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 711,
"successRate": 0.09202692208128398,
"wilsonLowerBound": 0.08578235268705893
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 33434,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6469,
"successRate": 0.19348567326673446,
"wilsonLowerBound": 0.18928658024275244
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61425,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12414,
"successRate": 0.2021001221001221,
"wilsonLowerBound": 0.19894308561990273
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 13220,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3833,
"successRate": 0.2899394856278366,
"wilsonLowerBound": 0.28226672364911526
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14885,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3676,
"successRate": 0.24696002687269064,
"wilsonLowerBound": 0.2400979639737632
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 66111,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18196,
"successRate": 0.2752340760236572,
"wilsonLowerBound": 0.2718425856216586
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 608,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 373,
"successRate": 0.6134868421052632,
"wilsonLowerBound": 0.5741824560950987
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47892,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21333,
"successRate": 0.44543973941368076,
"wilsonLowerBound": 0.44099292456018396
},
"vllm": {
"framework": "vllm",
"modelCount": 38830,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4428,
"successRate": 0.11403553953129024,
"wilsonLowerBound": 0.11091209227370373
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 945,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6285,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03054892601431981,
"wilsonLowerBound": 0.026572683176579088
},
"vllm": {
"framework": "vllm",
"modelCount": 10065,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 754,
"successRate": 0.0749130650769995,
"wilsonLowerBound": 0.06993064194246942
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6904,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3009,
"successRate": 0.4358342989571263,
"wilsonLowerBound": 0.42417630974846243
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7404,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 244,
"successRate": 0.032955159373311727,
"wilsonLowerBound": 0.029124828822416106
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15768,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4920,
"successRate": 0.3120243531202435,
"wilsonLowerBound": 0.3048390392271801
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27754,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14131,
"successRate": 0.5091518339698782,
"wilsonLowerBound": 0.503269441473774
},
"vllm": {
"framework": "vllm",
"modelCount": 66121,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6925,
"successRate": 0.10473223332980446,
"wilsonLowerBound": 0.10242114004686016
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13318,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2087,
"successRate": 0.15670521099264154,
"wilsonLowerBound": 0.15063028349558744
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-06T00:01:26.473188+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1169.8676470588234,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.833288606547914,
"queueFactor": 0.9863490293548475,
"queueWeight": 0.9863490293548475,
"recentSuccess": 50,
"recentSuccessRate": 0.36764705882352944,
"recentTerminal": 136,
"recentWilsonLowerBound": 0.29128436979117783,
"running": 9,
"selectionWeight": 1.8082624375958358,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.666666666666668,
"waiting": 26517
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1399.6451612903224,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.2708555104768324,
"queueFactor": 0.9601706776771075,
"queueWeight": 0.9601706776771075,
"recentSuccess": 50,
"recentSuccessRate": 0.4032258064516129,
"recentTerminal": 124,
"recentWilsonLowerBound": 0.32104885004590483,
"running": 8,
"selectionWeight": 2.180408874401334,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.666666666666668,
"waiting": 28926
},
"Biren_166m": {
"available": true,
"backlogHours": 111.75418994413408,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5158212461864519,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 39,
"recentSuccessRate": 0.21787709497206703,
"recentTerminal": 179,
"recentWilsonLowerBound": 0.16367585934982604,
"running": 8,
"selectionWeight": 0.6705676200423875,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 29.833333333333332,
"waiting": 3334
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1086.3409090909092,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.19877992098045144,
"queueFactor": 0.9973697935068795,
"queueWeight": 0.9973697935068795,
"recentSuccess": 15,
"recentSuccessRate": 0.17045454545454544,
"recentTerminal": 88,
"recentWilsonLowerBound": 0.10610728809302103,
"running": 8,
"selectionWeight": 0.19825708874158668,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 14.666666666666666,
"waiting": 15933
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 371.9555555555556,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4107437510440748,
"queueFactor": 1.1713251644742848,
"queueWeight": 1.1713251644742848,
"recentSuccess": 28,
"recentSuccessRate": 0.2074074074074074,
"recentTerminal": 135,
"recentWilsonLowerBound": 0.14757651088698176,
"running": 8,
"selectionWeight": 0.4811144917484856,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 22.5,
"waiting": 8369
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 46.167032967032966,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 15,
"recentSuccessRate": 0.03296703296703297,
"recentTerminal": 455,
"recentWilsonLowerBound": 0.020078315712435506,
"running": 25,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 75.83333333333333,
"waiting": 3501
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 132.47098976109214,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.09413579128678856,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 31,
"recentSuccessRate": 0.10580204778156997,
"recentTerminal": 293,
"recentWilsonLowerBound": 0.07554256005576392,
"running": 6,
"selectionWeight": 0.12237652867282514,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 48.833333333333336,
"waiting": 6469
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2227.1428571428573,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.3097329377345117,
"queueFactor": 0.8955481062486828,
"queueWeight": 0.8955481062486828,
"recentSuccess": 16,
"recentSuccessRate": 0.38095238095238093,
"recentTerminal": 42,
"recentWilsonLowerBound": 0.24999520898785943,
"running": 2,
"selectionWeight": 1.172928852079666,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.0,
"waiting": 15590
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 407.3225806451613,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.175789380163354,
"queueFactor": 1.155474480298529,
"queueWeight": 1.155474480298529,
"recentSuccess": 19,
"recentSuccessRate": 0.1532258064516129,
"recentTerminal": 124,
"recentWilsonLowerBound": 0.1003417413599266,
"running": 9,
"selectionWeight": 0.203120142686252,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 20.666666666666668,
"waiting": 8418
},
"MetaX_c-500": {
"available": true,
"backlogHours": 544.5137614678898,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.1176731942290943,
"queueFactor": 1.1062411315905614,
"queueWeight": 1.1062411315905614,
"recentSuccess": 34,
"recentSuccessRate": 0.3119266055045872,
"recentTerminal": 109,
"recentWilsonLowerBound": 0.23260984308346908,
"running": 5,
"selectionWeight": 1.2364160591324305,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.166666666666668,
"waiting": 9892
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1824.6666666666667,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.9227277896238243,
"queueWeight": 0.9227277896238243,
"recentSuccess": 32,
"recentSuccessRate": 0.4444444444444444,
"recentTerminal": 72,
"recentWilsonLowerBound": 0.33538885104705246,
"running": 5,
"selectionWeight": 2.306819474059561,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.0,
"waiting": 21896
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2132.25,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.18190134602313573,
"queueFactor": 0.9014163117542654,
"queueWeight": 0.9014163117542654,
"recentSuccess": 9,
"recentSuccessRate": 0.1875,
"recentTerminal": 48,
"recentWilsonLowerBound": 0.10191276348200173,
"running": 3,
"selectionWeight": 0.16396884043531143,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 8.0,
"waiting": 17058
},
"Vastai_va16": {
"available": true,
"backlogHours": 1197.0379746835445,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9829579553912008,
"queueWeight": 0.9829579553912008,
"recentSuccess": 6,
"recentSuccessRate": 0.0759493670886076,
"recentTerminal": 79,
"recentWilsonLowerBound": 0.03527156793366646,
"running": 17,
"selectionWeight": 0.049147897769560044,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 13.166666666666666,
"waiting": 15761
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1048.5263157894738,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.24431550651902856,
"queueFactor": 1.0026843371301886,
"queueWeight": 1.0026843371301886,
"recentSuccess": 20,
"recentSuccessRate": 0.17543859649122806,
"recentTerminal": 114,
"recentWilsonLowerBound": 0.11653670199867362,
"running": 7,
"selectionWeight": 0.2449713317046584,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 19.0,
"waiting": 19922
}
},
"queueAttemptedAt": "2026-10-05T23:56:04.875406+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-05T23:56:04.875406+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"Ascend_910-b3",
"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
}