Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-06T04:25:14.395355+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-06T04:25:14.395355+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": "2026-10-06T04:32:24.079047+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1004.8860759493672,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.6839715249813088,
"queueFactor": 0.9804711775803979,
"queueWeight": 0.9804711775803979,
"recentSuccess": 43,
"recentSuccessRate": 0.2721518987341772,
"recentTerminal": 158,
"recentWilsonLowerBound": 0.20877686513160645,
"running": 9,
"selectionWeight": 0.6706143665298844,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.333333333333332,
"waiting": 26462
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1303.578947368421,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9429349973591616,
"queueWeight": 0.9429349973591616,
"recentSuccess": 61,
"recentSuccessRate": 0.45864661654135336,
"recentTerminal": 133,
"recentWilsonLowerBound": 0.3763109985626455,
"running": 8,
"selectionWeight": 2.357337493397904,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.166666666666668,
"waiting": 28896
},
"Biren_166m": {
"available": true,
"backlogHours": 77.3671875,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.178907249585693,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 39,
"recentSuccessRate": 0.15234375,
"recentTerminal": 256,
"recentWilsonLowerBound": 0.11348815000593461,
"running": 8,
"selectionWeight": 0.23257942446140092,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 42.666666666666664,
"waiting": 3301
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 877.7614678899082,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.383274809542831,
"queueFactor": 1.0005663173962234,
"queueWeight": 1.0005663173962234,
"recentSuccess": 25,
"recentSuccessRate": 0.22935779816513763,
"recentTerminal": 109,
"recentWilsonLowerBound": 0.1604543808234599,
"running": 8,
"selectionWeight": 0.3834918647350093,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.166666666666668,
"waiting": 15946
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 334.44,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5216103785228854,
"queueFactor": 1.1563907884502271,
"queueWeight": 1.1563907884502271,
"recentSuccess": 37,
"recentSuccessRate": 0.24666666666666667,
"recentTerminal": 150,
"recentWilsonLowerBound": 0.18458062005199133,
"running": 8,
"selectionWeight": 0.6031854368839008,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.0,
"waiting": 8361
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 52.196969696969695,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 8,
"recentSuccessRate": 0.020202020202020204,
"recentTerminal": 396,
"recentWilsonLowerBound": 0.010271322865445506,
"running": 25,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 66.0,
"waiting": 3445
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 170.7443946188341,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.18443180585798094,
"queueFactor": 1.2790878908155394,
"queueWeight": 1.2790878908155394,
"recentSuccess": 35,
"recentSuccessRate": 0.15695067264573992,
"recentTerminal": 223,
"recentWilsonLowerBound": 0.11506787638611467,
"running": 6,
"selectionWeight": 0.2359044895541859,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 37.166666666666664,
"waiting": 6346
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2398.0,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.52832903181013,
"queueFactor": 0.8605477608830291,
"queueWeight": 0.8605477608830291,
"recentSuccess": 12,
"recentSuccessRate": 0.3076923076923077,
"recentTerminal": 39,
"recentWilsonLowerBound": 0.1856575344598306,
"running": 2,
"selectionWeight": 0.45465236533370607,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.5,
"waiting": 15587
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 325.83116883116884,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.1403334304604028,
"queueFactor": 1.160923123868864,
"queueWeight": 1.160923123868864,
"recentSuccess": 23,
"recentSuccessRate": 0.14935064935064934,
"recentTerminal": 154,
"recentWilsonLowerBound": 0.10162745809510157,
"running": 9,
"selectionWeight": 0.16291632447332483,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 25.666666666666668,
"waiting": 8363
},
"MetaX_c-500": {
"available": true,
"backlogHours": 533.6756756756756,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.45169807235606546,
"queueFactor": 1.0781042161514176,
"queueWeight": 1.0781042161514176,
"recentSuccess": 27,
"recentSuccessRate": 0.24324324324324326,
"recentTerminal": 111,
"recentWilsonLowerBound": 0.17289320485810214,
"running": 4,
"selectionWeight": 0.4869775962345423,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.5,
"waiting": 9873
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2083.5238095238096,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.447036081992149,
"queueFactor": 0.8788860789948476,
"queueWeight": 0.8788860789948476,
"recentSuccess": 31,
"recentSuccessRate": 0.49206349206349204,
"recentTerminal": 63,
"recentWilsonLowerBound": 0.3726660281435346,
"running": 5,
"selectionWeight": 2.150665947260994,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.5,
"waiting": 21877
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1678.032786885246,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05793950941518157,
"queueFactor": 0.9078880283257804,
"queueWeight": 0.9078880283257804,
"recentSuccess": 8,
"recentSuccessRate": 0.13114754098360656,
"recentTerminal": 61,
"recentWilsonLowerBound": 0.06797996145868099,
"running": 2,
"selectionWeight": 0.052602586965112184,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 10.166666666666666,
"waiting": 17060
},
"Vastai_va16": {
"available": true,
"backlogHours": 1028.5434782608695,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9770548784564835,
"queueWeight": 0.9770548784564835,
"recentSuccess": 4,
"recentSuccessRate": 0.043478260869565216,
"recentTerminal": 92,
"recentWilsonLowerBound": 0.017035440611580622,
"running": 17,
"selectionWeight": 0.04885274392282418,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 15.333333333333334,
"waiting": 15771
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 884.4,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.2895372555521193,
"queueFactor": 0.9994361307947786,
"queueWeight": 0.9994361307947786,
"recentSuccess": 27,
"recentSuccessRate": 0.2,
"recentTerminal": 135,
"recentWilsonLowerBound": 0.14124897201731929,
"running": 6,
"selectionWeight": 0.2893739944099491,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 22.5,
"waiting": 19899
}
},
"queueAttemptedAt": "2026-10-06T04:27:28.856208+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-06T04:27:28.856208+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
}