Files
submmit/.modelhub_state/market_intelligence.json

712 lines
22 KiB
JSON

{
"communityAttemptedAt": "2026-09-27T18:19:21.384614+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-27T18:19:21.384614+00:00",
"frameworkAttemptedAt": "2026-09-27T17:28:45.776929+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34340,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15565,
"successRate": 0.4532615026208503,
"wilsonLowerBound": 0.4480017583119955
},
"vllm": {
"framework": "vllm",
"modelCount": 38236,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10792,
"successRate": 0.2822470969766712,
"wilsonLowerBound": 0.27775763469344444
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10452,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4384,
"successRate": 0.41944125526215076,
"wilsonLowerBound": 0.4100120248586809
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64125,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12091,
"successRate": 0.18855360623781675,
"wilsonLowerBound": 0.1855447576196219
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 22266,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4617,
"successRate": 0.20735650767987066,
"wilsonLowerBound": 0.20208204826914544
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6853,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 74,
"successRate": 0.010798190573471473,
"wilsonLowerBound": 0.008610651424773005
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26424,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3248,
"successRate": 0.12291855888586134,
"wilsonLowerBound": 0.11901428061898077
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16485,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10166818319684562,
"wilsonLowerBound": 0.09714717632753626
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 12705,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5251,
"successRate": 0.41330184966548605,
"wilsonLowerBound": 0.4047666296138237
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24426,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3796,
"successRate": 0.1554081716204045,
"wilsonLowerBound": 0.1509188957664179
},
"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": 46269,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11526,
"successRate": 0.2491084743564806,
"wilsonLowerBound": 0.24518852611371802
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23522,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3093,
"successRate": 0.13149392058498427,
"wilsonLowerBound": 0.127235276848122
},
"vllm": {
"framework": "vllm",
"modelCount": 86774,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11252218406435108,
"wilsonLowerBound": 0.1104367022573841
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 42515,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5209,
"successRate": 0.12252146301305422,
"wilsonLowerBound": 0.1194387198583957
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 37163,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3520,
"successRate": 0.09471786454269031,
"wilsonLowerBound": 0.09178240991852564
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 89992,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21768,
"successRate": 0.24188816783714107,
"wilsonLowerBound": 0.23910135026351376
},
"transformers": {
"framework": "transformers",
"modelCount": 5363,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 579,
"successRate": 0.10796196158866306,
"wilsonLowerBound": 0.0999350582920646
},
"vllm": {
"framework": "vllm",
"modelCount": 112730,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16525,
"successRate": 0.1465891954226914,
"wilsonLowerBound": 0.14453649383019074
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 19710,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3689,
"successRate": 0.1871638762049721,
"wilsonLowerBound": 0.18177968393086766
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43151,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5611,
"successRate": 0.1300317489745313,
"wilsonLowerBound": 0.1268911641948798
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7213,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 624,
"successRate": 0.08651046721197837,
"wilsonLowerBound": 0.08024096293476098
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32212,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6032,
"successRate": 0.18725940643238545,
"wilsonLowerBound": 0.18303644270045658
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61218,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12401,
"successRate": 0.20257113920742265,
"wilsonLowerBound": 0.19940600750877482
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10301,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3038,
"successRate": 0.2949228230268906,
"wilsonLowerBound": 0.28619437744292164
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14119,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3549,
"successRate": 0.2513634110064452,
"wilsonLowerBound": 0.24427618599472686
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 63808,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17488,
"successRate": 0.27407221664994985,
"wilsonLowerBound": 0.270624926316488
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 221,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 144,
"successRate": 0.6515837104072398,
"wilsonLowerBound": 0.5866594552975183
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47232,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20862,
"successRate": 0.4416920731707317,
"wilsonLowerBound": 0.43721847397265107
},
"vllm": {
"framework": "vllm",
"modelCount": 37598,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3928,
"successRate": 0.10447364221501143,
"wilsonLowerBound": 0.10142211051791826
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 772,
"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": 6395,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2756,
"successRate": 0.4309616888193902,
"wilsonLowerBound": 0.4188693036366709
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7393,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 241,
"successRate": 0.032598403895576895,
"wilsonLowerBound": 0.028786866472004326
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 13913,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4522,
"successRate": 0.32501976568676777,
"wilsonLowerBound": 0.31728600834990184
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27137,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13820,
"successRate": 0.5092677893650736,
"wilsonLowerBound": 0.5033189041317153
},
"vllm": {
"framework": "vllm",
"modelCount": 64131,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6596,
"successRate": 0.10285197486395035,
"wilsonLowerBound": 0.10052467135547719
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12921,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1958,
"successRate": 0.1515362588034982,
"wilsonLowerBound": 0.14545711489941984
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-27T18:27:08.651916+00:00",
"gpuStats": {
"Ascend_910-b4": {
"available": true,
"backlogHours": 1795.0625,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9006515567679528,
"queueWeight": 0.9006515567679528,
"recentSuccess": 56,
"recentSuccessRate": 0.5833333333333334,
"recentTerminal": 96,
"recentWilsonLowerBound": 0.4833678546626702,
"running": 8,
"selectionWeight": 2.251628891919882,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.0,
"waiting": 28721
},
"Biren_166m": {
"available": true,
"backlogHours": 134.2941176470588,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.14998247272852255,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 37,
"recentSuccessRate": 0.18137254901960784,
"recentTerminal": 204,
"recentWilsonLowerBound": 0.1345454147948475,
"running": 8,
"selectionWeight": 0.19497721454707934,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 34.0,
"waiting": 4566
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1359.9705882352941,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.15982398638877982,
"queueFactor": 0.9389431820895856,
"queueWeight": 0.9389431820895856,
"recentSuccess": 15,
"recentSuccessRate": 0.22058823529411764,
"recentTerminal": 68,
"recentWilsonLowerBound": 0.1384889157967965,
"running": 7,
"selectionWeight": 0.15006564235412354,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 11.333333333333334,
"waiting": 15413
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 501.7570093457944,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3119822989824092,
"queueFactor": 1.0904222959222072,
"queueWeight": 1.0904222959222072,
"recentSuccess": 28,
"recentSuccessRate": 0.2616822429906542,
"recentTerminal": 107,
"recentWilsonLowerBound": 0.1876959981258367,
"running": 7,
"selectionWeight": 0.34019245474348714,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.833333333333332,
"waiting": 8948
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 36.52316076294278,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 4,
"recentSuccessRate": 0.010899182561307902,
"recentTerminal": 367,
"recentWilsonLowerBound": 0.004246347476474767,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 61.166666666666664,
"waiting": 2234
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 119.69874476987447,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.07813794138176644,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 33,
"recentSuccessRate": 0.13807531380753138,
"recentTerminal": 239,
"recentWilsonLowerBound": 0.10003486302091434,
"running": 10,
"selectionWeight": 0.10157932379629638,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 39.833333333333336,
"waiting": 4768
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2431.5,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.5467910996201883,
"queueFactor": 0.8605727679224283,
"queueWeight": 0.8605727679224283,
"recentSuccess": 15,
"recentSuccessRate": 0.375,
"recentTerminal": 40,
"recentWilsonLowerBound": 0.24222773535791722,
"running": 2,
"selectionWeight": 0.4705535300754937,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.666666666666667,
"waiting": 16210
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 360.375,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.15014933794484747,
"queueFactor": 1.1459232785353148,
"queueWeight": 1.1459232785353148,
"recentSuccess": 30,
"recentSuccessRate": 0.1875,
"recentTerminal": 160,
"recentWilsonLowerBound": 0.13461343529272077,
"running": 8,
"selectionWeight": 0.17205962160766658,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 26.666666666666668,
"waiting": 9610
},
"MetaX_c-500": {
"available": true,
"backlogHours": 486.5076923076923,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.6163033624791363,
"queueFactor": 1.0954820944846184,
"queueWeight": 1.0954820944846184,
"recentSuccess": 43,
"recentSuccessRate": 0.33076923076923076,
"recentTerminal": 130,
"recentWilsonLowerBound": 0.2557690588722058,
"running": 4,
"selectionWeight": 0.6751492983665572,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.666666666666668,
"waiting": 10541
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2384.836363636364,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.478981661017941,
"queueFactor": 0.8630778129833079,
"queueWeight": 0.8630778129833079,
"recentSuccess": 28,
"recentSuccessRate": 0.509090909090909,
"recentTerminal": 55,
"recentWilsonLowerBound": 0.38076038407484447,
"running": 4,
"selectionWeight": 1.2764762574337845,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.166666666666666,
"waiting": 21861
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 4765.428571428572,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.7779531533896094,
"queueWeight": 0.7779531533896094,
"recentSuccess": 4,
"recentSuccessRate": 0.19047619047619047,
"recentTerminal": 21,
"recentWilsonLowerBound": 0.07667440615177303,
"running": 2,
"selectionWeight": 0.03889765766948047,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 3.5,
"waiting": 16679
},
"Vastai_va16": {
"available": true,
"backlogHours": 893.5625,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.48096422849250187,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 30,
"recentSuccessRate": 0.3125,
"recentTerminal": 96,
"recentWilsonLowerBound": 0.22850817977225668,
"running": 16,
"selectionWeight": 0.48096422849250187,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.0,
"waiting": 14297
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1212.1363636363637,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.6419963961149954,
"queueFactor": 0.955291730234745,
"queueWeight": 0.955291730234745,
"recentSuccess": 31,
"recentSuccessRate": 0.3522727272727273,
"recentTerminal": 88,
"recentWilsonLowerBound": 0.26056180662975564,
"running": 6,
"selectionWeight": 0.6132938480491646,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.666666666666666,
"waiting": 17778
}
},
"queueAttemptedAt": "2026-09-27T18:24:32.460120+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-27T18:24:32.460120+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
}