Files
submmit/.modelhub_state/market_intelligence.json

712 lines
22 KiB
JSON

{
"communityAttemptedAt": "2026-09-27T19:53:19.166805+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-27T19:53:19.166805+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": "2026-09-27T20:07:23.472484+00:00",
"gpuStats": {
"Ascend_910-b4": {
"available": true,
"backlogHours": 1692.3529411764705,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.8825972500199766,
"queueWeight": 0.8825972500199766,
"recentSuccess": 51,
"recentSuccessRate": 0.5,
"recentTerminal": 102,
"recentWilsonLowerBound": 0.40474278556489024,
"running": 8,
"selectionWeight": 2.2064931250499416,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.0,
"waiting": 28770
},
"Biren_166m": {
"available": true,
"backlogHours": 131.71428571428572,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.23785967233077604,
"queueFactor": 1.2944678807021557,
"queueWeight": 1.2944678807021557,
"recentSuccess": 39,
"recentSuccessRate": 0.18571428571428572,
"recentTerminal": 210,
"recentWilsonLowerBound": 0.1389334294828914,
"running": 8,
"selectionWeight": 0.3079017059465288,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 35.0,
"waiting": 4610
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1718.111111111111,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.48115134384088654,
"queueFactor": 0.8805996815221329,
"queueWeight": 0.8805996815221329,
"recentSuccess": 16,
"recentSuccessRate": 0.2962962962962963,
"recentTerminal": 54,
"recentWilsonLowerBound": 0.19137265695067046,
"running": 7,
"selectionWeight": 0.42370172015023094,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.0,
"waiting": 15463
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 519.4038461538462,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4920522442040829,
"queueFactor": 1.053684124756787,
"queueWeight": 1.053684124756787,
"recentSuccess": 28,
"recentSuccessRate": 0.2692307692307692,
"recentTerminal": 104,
"recentWilsonLowerBound": 0.19333139862414106,
"running": 7,
"selectionWeight": 0.5184676382687918,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.333333333333332,
"waiting": 9003
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 33.609137055837564,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 9,
"recentSuccessRate": 0.02284263959390863,
"recentTerminal": 394,
"recentWilsonLowerBound": 0.01206306872994901,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 65.66666666666667,
"waiting": 2207
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 109.25954198473283,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.20868908660552343,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 45,
"recentSuccessRate": 0.1717557251908397,
"recentTerminal": 262,
"recentWilsonLowerBound": 0.1309118600018647,
"running": 9,
"selectionWeight": 0.2712958125871805,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 43.666666666666664,
"waiting": 4771
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2270.232558139535,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.5593498307860073,
"queueFactor": 0.8445505690106012,
"queueWeight": 0.8445505690106012,
"recentSuccess": 14,
"recentSuccessRate": 0.32558139534883723,
"recentTerminal": 43,
"recentWilsonLowerBound": 0.20493115181779817,
"running": 2,
"selectionWeight": 0.47239921786630595,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.166666666666667,
"waiting": 16270
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 435.29323308270676,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3996717032959751,
"queueFactor": 1.081979229123229,
"queueWeight": 1.081979229123229,
"recentSuccess": 32,
"recentSuccessRate": 0.24060150375939848,
"recentTerminal": 133,
"recentWilsonLowerBound": 0.17589495599674002,
"running": 8,
"selectionWeight": 0.4324364814345471,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.166666666666668,
"waiting": 9649
},
"MetaX_c-500": {
"available": true,
"backlogHours": 581.394495412844,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7391417725595759,
"queueFactor": 1.0360138794606952,
"queueWeight": 1.0360138794606952,
"recentSuccess": 34,
"recentSuccessRate": 0.3119266055045872,
"recentTerminal": 109,
"recentWilsonLowerBound": 0.23260984308346908,
"running": 4,
"selectionWeight": 0.7657611352609011,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.166666666666668,
"waiting": 10562
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2260.9655172413795,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.3251432316895135,
"queueFactor": 0.8450689019267008,
"queueWeight": 0.8450689019267008,
"recentSuccess": 30,
"recentSuccessRate": 0.5172413793103449,
"recentTerminal": 58,
"recentWilsonLowerBound": 0.3916204342921343,
"running": 4,
"selectionWeight": 1.9649062376261577,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.666666666666666,
"waiting": 21856
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 4352.869565217391,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.10702245915653101,
"queueFactor": 0.765984290786172,
"queueWeight": 0.765984290786172,
"recentSuccess": 5,
"recentSuccessRate": 0.21739130434782608,
"recentTerminal": 23,
"recentWilsonLowerBound": 0.09663835601719065,
"running": 2,
"selectionWeight": 0.08197752247520747,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 3.8333333333333335,
"waiting": 16686
},
"Vastai_va16": {
"available": true,
"backlogHours": 736.0512820512821,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.7299285977598298,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 36,
"recentSuccessRate": 0.3076923076923077,
"recentTerminal": 117,
"recentWilsonLowerBound": 0.23128742019159806,
"running": 16,
"selectionWeight": 0.7299285977598298,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.5,
"waiting": 14353
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1082.4848484848485,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.7224448761784518,
"queueFactor": 0.9437847097997657,
"queueWeight": 0.9437847097997657,
"recentSuccess": 31,
"recentSuccessRate": 0.31313131313131315,
"recentTerminal": 99,
"recentWilsonLowerBound": 0.23020651977353204,
"running": 6,
"selectionWeight": 0.6818324278104078,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.5,
"waiting": 17861
}
},
"queueAttemptedAt": "2026-09-27T20:04:46.663133+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-27T20:04:46.663133+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
}