Files
submmit/.modelhub_state/market_intelligence.json

712 lines
22 KiB
JSON

{
"communityAttemptedAt": "2026-09-27T16:40:39.758436+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-27T16:40:39.758436+00:00",
"frameworkAttemptedAt": "2026-09-27T11:27:14.277836+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34287,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15527,
"successRate": 0.45285385131390904,
"wilsonLowerBound": 0.4475905003855942
},
"vllm": {
"framework": "vllm",
"modelCount": 38225,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10791,
"successRate": 0.2823021582733813,
"wilsonLowerBound": 0.27781178077118984
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10414,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4370,
"successRate": 0.4196274246207029,
"wilsonLowerBound": 0.4101804153958004
}
},
"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": 22115,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4579,
"successRate": 0.2070540357223604,
"wilsonLowerBound": 0.20176470574096297
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6832,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 74,
"successRate": 0.010831381733021077,
"wilsonLowerBound": 0.008637144605720879
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26420,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3248,
"successRate": 0.12293716881150643,
"wilsonLowerBound": 0.11903233880992954
},
"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": 12651,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5228,
"successRate": 0.4132479645877796,
"wilsonLowerBound": 0.4046947908846399
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24420,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3796,
"successRate": 0.15544635544635543,
"wilsonLowerBound": 0.15095607344393705
},
"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": 46177,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11499,
"successRate": 0.24902007492907724,
"wilsonLowerBound": 0.245096719808682
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23518,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3093,
"successRate": 0.13151628539841823,
"wilsonLowerBound": 0.12725696940315265
},
"vllm": {
"framework": "vllm",
"modelCount": 86770,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11252737121124813,
"wilsonLowerBound": 0.11044179918488706
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 42436,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5204,
"successRate": 0.12263172777830145,
"wilsonLowerBound": 0.11954493103798015
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 37012,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3514,
"successRate": 0.09494218091429807,
"wilsonLowerBound": 0.09199764646096137
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 89954,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21740,
"successRate": 0.24167908041888075,
"wilsonLowerBound": 0.2388925095299831
},
"transformers": {
"framework": "transformers",
"modelCount": 5357,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 577,
"successRate": 0.10770953892103789,
"wilsonLowerBound": 0.0996870100008811
},
"vllm": {
"framework": "vllm",
"modelCount": 112727,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16525,
"successRate": 0.14659309659620146,
"wilsonLowerBound": 0.14454034496320375
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 19626,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3685,
"successRate": 0.18776113319066545,
"wilsonLowerBound": 0.1823587562874447
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43137,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5608,
"successRate": 0.13000440457148155,
"wilsonLowerBound": 0.12686360178721176
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7192,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 621,
"successRate": 0.08634593993325917,
"wilsonLowerBound": 0.08007328118849572
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32181,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6017,
"successRate": 0.186973680121811,
"wilsonLowerBound": 0.18275123898377987
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61211,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12401,
"successRate": 0.2025943049451896,
"wilsonLowerBound": 0.19942885610227043
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10236,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3016,
"successRate": 0.2946463462289957,
"wilsonLowerBound": 0.2858929953667756
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14098,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3545,
"successRate": 0.251454106965527,
"wilsonLowerBound": 0.24436077456380803
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 63728,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17466,
"successRate": 0.2740710519708762,
"wilsonLowerBound": 0.2706216118496773
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 208,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 140,
"successRate": 0.6730769230769231,
"wilsonLowerBound": 0.6066911380156328
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47212,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20847,
"successRate": 0.4415614674235364,
"wilsonLowerBound": 0.437087070949341
},
"vllm": {
"framework": "vllm",
"modelCount": 37566,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3909,
"successRate": 0.10405685992652931,
"wilsonLowerBound": 0.10100954497887264
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 762,
"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": 6380,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2750,
"successRate": 0.43103448275862066,
"wilsonLowerBound": 0.41892765536671855
}
},
"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": 13826,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4488,
"successRate": 0.3246058151309128,
"wilsonLowerBound": 0.3168506167131575
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27115,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13810,
"successRate": 0.5093121888253734,
"wilsonLowerBound": 0.5033608940791131
},
"vllm": {
"framework": "vllm",
"modelCount": 64083,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6585,
"successRate": 0.10275736154674407,
"wilsonLowerBound": 0.10043015905815691
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12906,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1952,
"successRate": 0.15124748179141484,
"wilsonLowerBound": 0.14516979517741138
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-27T16:45:39.256261+00:00",
"gpuStats": {
"Ascend_910-b4": {
"available": true,
"backlogHours": 1698.2970297029703,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9419324934238934,
"queueWeight": 0.9419324934238934,
"recentSuccess": 55,
"recentSuccessRate": 0.5445544554455446,
"recentTerminal": 101,
"recentWilsonLowerBound": 0.44757823482693293,
"running": 8,
"selectionWeight": 2.3548312335597337,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.833333333333332,
"waiting": 28588
},
"Biren_166m": {
"available": true,
"backlogHours": 123.18483412322276,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.176387372330784,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 38,
"recentSuccessRate": 0.18009478672985782,
"recentTerminal": 211,
"recentWilsonLowerBound": 0.1341134578293441,
"running": 8,
"selectionWeight": 0.22930358403001921,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 35.166666666666664,
"waiting": 4332
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1238.8378378378377,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.1869417180691256,
"queueFactor": 0.9875740214031701,
"queueWeight": 0.9875740214031701,
"recentSuccess": 16,
"recentSuccessRate": 0.21621621621621623,
"recentTerminal": 74,
"recentWilsonLowerBound": 0.13770335267426506,
"running": 7,
"selectionWeight": 0.18461878428154405,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 12.333333333333334,
"waiting": 15279
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 460.9565217391304,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.31342143470866496,
"queueFactor": 1.1454412835748493,
"queueWeight": 1.1454412835748493,
"recentSuccess": 28,
"recentSuccessRate": 0.24347826086956523,
"recentTerminal": 115,
"recentWilsonLowerBound": 0.17416253017380065,
"running": 8,
"selectionWeight": 0.359005850472564,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.166666666666668,
"waiting": 8835
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 40.648648648648646,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 5,
"recentSuccessRate": 0.015015015015015015,
"recentTerminal": 333,
"recentWilsonLowerBound": 0.006430028322646438,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 55.5,
"waiting": 2256
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 121.18987341772151,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.11815307412908199,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 36,
"recentSuccessRate": 0.1518987341772152,
"recentTerminal": 237,
"recentWilsonLowerBound": 0.11178183627355658,
"running": 5,
"selectionWeight": 0.1535989963678066,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 39.5,
"waiting": 4787
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2903.2727272727275,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.31180423798277757,
"queueFactor": 0.869137825528362,
"queueWeight": 0.869137825528362,
"recentSuccess": 10,
"recentSuccessRate": 0.30303030303030304,
"recentTerminal": 33,
"recentWilsonLowerBound": 0.17375347814547226,
"running": 2,
"selectionWeight": 0.2710008573908792,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.5,
"waiting": 15968
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 377.24503311258275,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.30353791211689257,
"queueFactor": 1.1803975427497615,
"queueWeight": 1.1803975427497615,
"recentSuccess": 35,
"recentSuccessRate": 0.23178807947019867,
"recentTerminal": 151,
"recentWilsonLowerBound": 0.17164429912369114,
"running": 8,
"selectionWeight": 0.35829540559417306,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.166666666666668,
"waiting": 9494
},
"MetaX_c-500": {
"available": true,
"backlogHours": 580.1111111111111,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.2626449882517996,
"queueFactor": 1.1066114226168993,
"queueWeight": 1.1066114226168993,
"recentSuccess": 45,
"recentSuccessRate": 0.4166666666666667,
"recentTerminal": 108,
"recentWilsonLowerBound": 0.32811348003440627,
"running": 4,
"selectionWeight": 1.397257366709422,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.0,
"waiting": 10442
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2365.5555555555557,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.216557468823726,
"queueFactor": 0.8962555407143559,
"queueWeight": 0.8962555407143559,
"recentSuccess": 30,
"recentSuccessRate": 0.5555555555555556,
"recentTerminal": 54,
"recentWilsonLowerBound": 0.4237541391136446,
"running": 4,
"selectionWeight": 1.9866019127450525,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.0,
"waiting": 21290
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 6171.375,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.19891460180988563,
"queueFactor": 0.7761837313779737,
"queueWeight": 0.7761837313779737,
"recentSuccess": 5,
"recentSuccessRate": 0.3125,
"recentTerminal": 16,
"recentWilsonLowerBound": 0.14164435051961052,
"running": 2,
"selectionWeight": 0.15439427785836088,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 2.6666666666666665,
"waiting": 16457
},
"Vastai_va16": {
"available": true,
"backlogHours": 1139.7567567567567,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.7851373885601163,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 27,
"recentSuccessRate": 0.36486486486486486,
"recentTerminal": 74,
"recentWilsonLowerBound": 0.26438399693345177,
"running": 16,
"selectionWeight": 0.7851373885601163,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.333333333333334,
"waiting": 14057
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1154.1521739130435,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.8100843724170131,
"queueFactor": 0.9981190974941517,
"queueWeight": 0.9981190974941517,
"recentSuccess": 33,
"recentSuccessRate": 0.358695652173913,
"recentTerminal": 92,
"recentWilsonLowerBound": 0.268169868995772,
"running": 6,
"selectionWeight": 0.8085606826909855,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.333333333333334,
"waiting": 17697
}
},
"queueAttemptedAt": "2026-09-27T16:43:19.164318+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-27T16:43:19.164318+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
}