Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-14T20:39:26.664466+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-14T20:39:26.664466+00:00",
"frameworkAttemptedAt": "2026-09-14T14:53:04.199321+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38933,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18705,
"successRate": 0.4804407571982637,
"wilsonLowerBound": 0.4754800420312105
},
"vllm": {
"framework": "vllm",
"modelCount": 51648,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14545,
"successRate": 0.2816178748451053,
"wilsonLowerBound": 0.2777550717889186
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2191,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 593,
"successRate": 0.27065267001369236,
"wilsonLowerBound": 0.25246196591208553
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 32097,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13983,
"successRate": 0.43564819141975886,
"wilsonLowerBound": 0.43023162359631334
},
"vllm": {
"framework": "vllm",
"modelCount": 37066,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10569,
"successRate": 0.2851400205039659,
"wilsonLowerBound": 0.2805661770759682
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7846,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3465,
"successRate": 0.4416263063981647,
"wilsonLowerBound": 0.43066944429632004
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63853,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12067,
"successRate": 0.18898094059793588,
"wilsonLowerBound": 0.1859630685382231
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15967,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3203,
"successRate": 0.20060124005761884,
"wilsonLowerBound": 0.19446213712546148
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5598,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 47,
"successRate": 0.00839585566273669,
"wilsonLowerBound": 0.006319900205681883
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26056,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3202,
"successRate": 0.12288916180534235,
"wilsonLowerBound": 0.11895821050069917
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16459,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1672,
"successRate": 0.10158575855155234,
"wilsonLowerBound": 0.09706293342977017
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 10256,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4387,
"successRate": 0.42774960998439937,
"wilsonLowerBound": 0.4182030614474656
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24085,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3778,
"successRate": 0.15686111687772472,
"wilsonLowerBound": 0.15232294826670206
},
"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": 41072,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10363,
"successRate": 0.2523130112972341,
"wilsonLowerBound": 0.24813569365627852
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23016,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3041,
"successRate": 0.13212547792839763,
"wilsonLowerBound": 0.12781195656912708
},
"vllm": {
"framework": "vllm",
"modelCount": 86535,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9763,
"successRate": 0.1128214017449587,
"wilsonLowerBound": 0.11073061041261582
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 39351,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4824,
"successRate": 0.12258900663261417,
"wilsonLowerBound": 0.11938534493932597
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 28866,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3316,
"successRate": 0.11487563223169127,
"wilsonLowerBound": 0.11124819832700311
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 87923,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20622,
"successRate": 0.23454613696074975,
"wilsonLowerBound": 0.23175699541088174
},
"transformers": {
"framework": "transformers",
"modelCount": 5103,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 563,
"successRate": 0.11032725847540663,
"wilsonLowerBound": 0.10202255557468329
},
"vllm": {
"framework": "vllm",
"modelCount": 112467,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16505,
"successRate": 0.14675415899775046,
"wilsonLowerBound": 0.144698104347555
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 16068,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3286,
"successRate": 0.2045058501369181,
"wilsonLowerBound": 0.19834024618549653
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42667,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5552,
"successRate": 0.13012398340637965,
"wilsonLowerBound": 0.1269648523885545
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6328,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 493,
"successRate": 0.07790771175726928,
"wilsonLowerBound": 0.07155694212480938
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18181818181818182,
"wilsonLowerBound": 0.1343204258911728
},
"vllm": {
"framework": "vllm",
"modelCount": 30501,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5323,
"successRate": 0.1745188682338284,
"wilsonLowerBound": 0.17030027953858615
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60781,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12382,
"successRate": 0.2037149767196986,
"wilsonLowerBound": 0.2005317735957852
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6758,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1994,
"successRate": 0.2950577093814738,
"wilsonLowerBound": 0.28430291141319025
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12150,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3182,
"successRate": 0.2618930041152263,
"wilsonLowerBound": 0.2541512488195746
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 59534,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16232,
"successRate": 0.27265092216212583,
"wilsonLowerBound": 0.2690884336515849
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46184,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20110,
"successRate": 0.43543218430625324,
"wilsonLowerBound": 0.4309157596740713
},
"vllm": {
"framework": "vllm",
"modelCount": 35905,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3186,
"successRate": 0.08873415958780115,
"wilsonLowerBound": 0.08583663681173372
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 330,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6276,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030592734225621414,
"wilsonLowerBound": 0.026610861971840757
},
"vllm": {
"framework": "vllm",
"modelCount": 10010,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 733,
"successRate": 0.07322677322677322,
"wilsonLowerBound": 0.06828543573281327
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5649,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2375,
"successRate": 0.4204283944060896,
"wilsonLowerBound": 0.40761402535934943
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7369,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.03189035147238431,
"wilsonLowerBound": 0.02811605354795059
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10866,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3692,
"successRate": 0.3397754463464016,
"wilsonLowerBound": 0.33092786910865496
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26080,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13185,
"successRate": 0.5055598159509203,
"wilsonLowerBound": 0.4994914458832435
},
"vllm": {
"framework": "vllm",
"modelCount": 61170,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6016,
"successRate": 0.09834886382213504,
"wilsonLowerBound": 0.09601414141824964
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12272,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1737,
"successRate": 0.14154172099087353,
"wilsonLowerBound": 0.1354864684978023
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-14T20:52:49.294850+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1125.6960000000001,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.0301203825813556,
"queueFactor": 0.9701032344840775,
"queueWeight": 0.9701032344840775,
"recentSuccess": 42,
"recentSuccessRate": 0.336,
"recentTerminal": 125,
"recentWilsonLowerBound": 0.25918260494074635,
"running": 8,
"selectionWeight": 0.9993231150501485,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.833333333333332,
"waiting": 23452
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1389.3,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9399650712376771,
"queueWeight": 0.9399650712376771,
"recentSuccess": 57,
"recentSuccessRate": 0.475,
"recentTerminal": 120,
"recentWilsonLowerBound": 0.3878193727928457,
"running": 8,
"selectionWeight": 2.349912678094193,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.0,
"waiting": 27786
},
"Biren_166m": {
"available": true,
"backlogHours": 541.6666666666666,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.07138440203387014,
"queueFactor": 1.082608180548257,
"queueWeight": 1.082608180548257,
"recentSuccess": 8,
"recentSuccessRate": 0.14814814814814814,
"recentTerminal": 54,
"recentWilsonLowerBound": 0.07702971308229412,
"running": 2,
"selectionWeight": 0.07728133760541345,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.0,
"waiting": 4875
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1293.5142857142857,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.6173212709490941,
"queueFactor": 0.950091508573167,
"queueWeight": 0.950091508573167,
"recentSuccess": 21,
"recentSuccessRate": 0.3,
"recentTerminal": 70,
"recentWilsonLowerBound": 0.20536456738510148,
"running": 7,
"selectionWeight": 0.5865116975903296,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.666666666666666,
"waiting": 15091
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 393.1510791366906,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.22945646847937795,
"queueFactor": 1.1359185720141074,
"queueWeight": 1.1359185720141074,
"recentSuccess": 26,
"recentSuccessRate": 0.18705035971223022,
"recentTerminal": 139,
"recentWilsonLowerBound": 0.13096550054880465,
"running": 7,
"selectionWeight": 0.260643864014495,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.166666666666668,
"waiting": 9108
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 45.72649572649573,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 10,
"recentSuccessRate": 0.02849002849002849,
"recentTerminal": 351,
"recentWilsonLowerBound": 0.015547266406963859,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 58.5,
"waiting": 2675
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 157.36526946107784,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.20243325896135508,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 29,
"recentSuccessRate": 0.17365269461077845,
"recentTerminal": 167,
"recentWilsonLowerBound": 0.12371468491228088,
"running": 8,
"selectionWeight": 0.2631632366497616,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.833333333333332,
"waiting": 4380
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2352.0,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.270343360599531,
"queueFactor": 0.868591396720817,
"queueWeight": 0.868591396720817,
"recentSuccess": 17,
"recentSuccessRate": 0.425,
"recentTerminal": 40,
"recentWilsonLowerBound": 0.2850916852481588,
"running": 2,
"selectionWeight": 1.103409313898163,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.666666666666667,
"waiting": 15680
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 608.5405405405405,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2751208275619089,
"queueFactor": 1.0638678717964942,
"queueWeight": 1.0638678717964942,
"recentSuccess": 23,
"recentSuccessRate": 0.2072072072072072,
"recentTerminal": 111,
"recentWilsonLowerBound": 0.14222816865850865,
"running": 7,
"selectionWeight": 0.2926922093051783,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.5,
"waiting": 11258
},
"MetaX_c-500": {
"available": true,
"backlogHours": 713.2577319587629,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.5276143038723975,
"queueFactor": 1.0388291982487887,
"queueWeight": 1.0388291982487887,
"recentSuccess": 39,
"recentSuccessRate": 0.4020618556701031,
"recentTerminal": 97,
"recentWilsonLowerBound": 0.3100204025376806,
"running": 4,
"selectionWeight": 1.5869303425251442,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.166666666666668,
"waiting": 11531
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1927.1830985915492,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.211210496395452,
"queueFactor": 0.8949374337790936,
"queueWeight": 0.8949374337790936,
"recentSuccess": 34,
"recentSuccessRate": 0.4788732394366197,
"recentTerminal": 71,
"recentWilsonLowerBound": 0.36677330370106553,
"running": 4,
"selectionWeight": 1.9788950471895417,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.833333333333334,
"waiting": 22805
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 7435.0,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.6323487220305142,
"queueFactor": 0.7308680467142565,
"queueWeight": 0.7308680467142565,
"recentSuccess": 7,
"recentSuccessRate": 0.5833333333333334,
"recentTerminal": 12,
"recentWilsonLowerBound": 0.3195073356553728,
"running": 2,
"selectionWeight": 1.1930315220269547,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 2.0,
"waiting": 14870
},
"Vastai_va16": {
"available": true,
"backlogHours": 1428.0,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.3062410959247135,
"queueFactor": 0.93609923410807,
"queueWeight": 0.93609923410807,
"recentSuccess": 13,
"recentSuccessRate": 0.24528301886792453,
"recentTerminal": 53,
"recentWilsonLowerBound": 0.14932762711854577,
"running": 16,
"selectionWeight": 0.2866720553475403,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.833333333333334,
"waiting": 12614
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 707.4905660377358,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.3822449905215495,
"queueFactor": 1.0400950345734932,
"queueWeight": 1.0400950345734932,
"recentSuccess": 25,
"recentSuccessRate": 0.2358490566037736,
"recentTerminal": 106,
"recentWilsonLowerBound": 0.16515930334184276,
"running": 6,
"selectionWeight": 0.3975711166320556,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.666666666666668,
"waiting": 12499
}
},
"queueAttemptedAt": "2026-09-14T20:46:24.574242+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-14T20:46:24.574242+00:00",
"supportedGpus": [
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Cambricon_mlu-370-x4",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"Biren_166m",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}