Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-11T12:42:28.789218+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-11T12:42:28.789218+00:00",
"frameworkAttemptedAt": "2026-10-11T07:34:25.661418+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 42079,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20869,
"successRate": 0.49594809762589415,
"wilsonLowerBound": 0.4911714230050781
},
"vllm": {
"framework": "vllm",
"modelCount": 56344,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15329,
"successRate": 0.2720609115433764,
"wilsonLowerBound": 0.26840192070850266
},
"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": 4319,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1302,
"successRate": 0.3014586709886548,
"wilsonLowerBound": 0.28795412129762665
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 36904,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17317,
"successRate": 0.4692445263386083,
"wilsonLowerBound": 0.4641562517870571
},
"vllm": {
"framework": "vllm",
"modelCount": 39719,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11011,
"successRate": 0.2772224879780458,
"wilsonLowerBound": 0.2728419555287683
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12669,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5313,
"successRate": 0.4193701160312574,
"wilsonLowerBound": 0.4108030526801006
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64213,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.18837307087349914,
"wilsonLowerBound": 0.18536739490748255
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 29600,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6449,
"successRate": 0.21787162162162163,
"wilsonLowerBound": 0.21320567031847037
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7696,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 104,
"successRate": 0.013513513513513514,
"wilsonLowerBound": 0.011165872943785737
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26625,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3269,
"successRate": 0.1227793427230047,
"wilsonLowerBound": 0.1188915646686596
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16507,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10153268310413764,
"wilsonLowerBound": 0.0970173845483962
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 15527,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6138,
"successRate": 0.3953113930572551,
"wilsonLowerBound": 0.387647814723885
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24731,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3806,
"successRate": 0.153895920100279,
"wilsonLowerBound": 0.14945231062536762
},
"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": 51503,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12979,
"successRate": 0.25200473758810166,
"wilsonLowerBound": 0.2482736537192043
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24258,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3140,
"successRate": 0.12944183362189793,
"wilsonLowerBound": 0.12527603674172927
},
"vllm": {
"framework": "vllm",
"modelCount": 86987,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.1123386253118282,
"wilsonLowerBound": 0.11025718201362118
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 46070,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5543,
"successRate": 0.12031690905144346,
"wilsonLowerBound": 0.11737772186291508
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 46438,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3652,
"successRate": 0.07864249106335329,
"wilsonLowerBound": 0.0762289129240616
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 93527,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23273,
"successRate": 0.2488372341676735,
"wilsonLowerBound": 0.24607674260288323
},
"transformers": {
"framework": "transformers",
"modelCount": 5551,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 585,
"successRate": 0.1053864168618267,
"wilsonLowerBound": 0.09757993957283191
},
"vllm": {
"framework": "vllm",
"modelCount": 112852,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16530,
"successRate": 0.14647502924183886,
"wilsonLowerBound": 0.14442410060866834
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 91,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.01098901098901099,
"wilsonLowerBound": 0.0019424213233478922
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 23392,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3978,
"successRate": 0.17005813953488372,
"wilsonLowerBound": 0.16529797576349015
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43622,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5672,
"successRate": 0.13002613360231077,
"wilsonLowerBound": 0.1269024312447549
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8006,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 750,
"successRate": 0.09367974019485385,
"wilsonLowerBound": 0.0874903606916396
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34224,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6751,
"successRate": 0.1972592332865825,
"wilsonLowerBound": 0.19307734620145414
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61479,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12422,
"successRate": 0.20205273345369965,
"wilsonLowerBound": 0.19889735640818243
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15238,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4322,
"successRate": 0.2836330227063919,
"wilsonLowerBound": 0.27653113132326523
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15291,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3732,
"successRate": 0.24406513635471846,
"wilsonLowerBound": 0.23732175713223408
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 67496,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18604,
"successRate": 0.2756311485125044,
"wilsonLowerBound": 0.27227297159945074
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 904,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.6017699115044248,
"wilsonLowerBound": 0.5694919357548489
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48325,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21672,
"successRate": 0.4484635281945163,
"wilsonLowerBound": 0.4440335424940131
},
"vllm": {
"framework": "vllm",
"modelCount": 39615,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4736,
"successRate": 0.11955067524927426,
"wilsonLowerBound": 0.11639262785531183
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1056,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6286,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030544066178810055,
"wilsonLowerBound": 0.02656844784963345
},
"vllm": {
"framework": "vllm",
"modelCount": 10085,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 761,
"successRate": 0.07545860188398612,
"wilsonLowerBound": 0.07046362140369612
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7225,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3171,
"successRate": 0.4388927335640138,
"wilsonLowerBound": 0.4274852185552815
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7419,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.033023318506537266,
"wilsonLowerBound": 0.02919254963460024
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17880,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5323,
"successRate": 0.2977069351230425,
"wilsonLowerBound": 0.2910486357317216
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28246,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14429,
"successRate": 0.5108333923387383,
"wilsonLowerBound": 0.5050026230223518
},
"vllm": {
"framework": "vllm",
"modelCount": 67066,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7137,
"successRate": 0.10641755882265232,
"wilsonLowerBound": 0.10410617860270437
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13609,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2239,
"successRate": 0.16452347711073553,
"wilsonLowerBound": 0.15838922772942318
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-11T12:53:52.065716+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1005.4792899408284,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.2155957820370578,
"queueFactor": 0.9275291896749798,
"queueWeight": 0.9275291896749798,
"recentSuccess": 40,
"recentSuccessRate": 0.23668639053254437,
"recentTerminal": 169,
"recentWilsonLowerBound": 0.17890114034294669,
"running": 8,
"selectionWeight": 1.1275005706851555,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.166666666666668,
"waiting": 28321
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1148.6666666666667,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9091895860158021,
"queueWeight": 0.9091895860158021,
"recentSuccess": 51,
"recentSuccessRate": 0.3148148148148148,
"recentTerminal": 162,
"recentWilsonLowerBound": 0.24828723527697918,
"running": 8,
"selectionWeight": 2.2729739650395056,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.0,
"waiting": 31014
},
"Biren_166m": {
"available": true,
"backlogHours": 148.6909090909091,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.40739610770809953,
"queueFactor": 1.2354947174891289,
"queueWeight": 1.2354947174891289,
"recentSuccess": 33,
"recentSuccessRate": 0.15,
"recentTerminal": 220,
"recentWilsonLowerBound": 0.10884475692088176,
"running": 8,
"selectionWeight": 0.5033357389989891,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 36.666666666666664,
"waiting": 5452
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 948.0,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.42769276071149726,
"queueFactor": 0.9357553197958184,
"queueWeight": 0.9357553197958184,
"recentSuccess": 18,
"recentSuccessRate": 0.17142857142857143,
"recentTerminal": 105,
"recentWilsonLowerBound": 0.11127695984061492,
"running": 7,
"selectionWeight": 0.40021577607394354,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 17.5,
"waiting": 16590
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 304.2134831460674,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5571646145608675,
"queueFactor": 1.1097030675929402,
"queueWeight": 1.1097030675929402,
"recentSuccess": 31,
"recentSuccessRate": 0.17415730337078653,
"recentTerminal": 178,
"recentWilsonLowerBound": 0.1254904096765339,
"running": 7,
"selectionWeight": 0.6182872819324329,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 29.666666666666668,
"waiting": 9025
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 60.87301587301587,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 7,
"recentSuccessRate": 0.018518518518518517,
"recentTerminal": 378,
"recentWilsonLowerBound": 0.008998577739218881,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 63.0,
"waiting": 3835
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 140.62876254180603,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.07954233973121035,
"queueFactor": 1.245869150147158,
"queueWeight": 1.245869150147158,
"recentSuccess": 23,
"recentSuccessRate": 0.07692307692307693,
"recentTerminal": 299,
"recentWilsonLowerBound": 0.05180176447645345,
"running": 17,
"selectionWeight": 0.09909934720163954,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 49.833333333333336,
"waiting": 7008
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2651.3142857142857,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.9940246511349643,
"queueFactor": 0.8019815432770775,
"queueWeight": 0.8019815432770775,
"recentSuccess": 10,
"recentSuccessRate": 0.2857142857142857,
"recentTerminal": 35,
"recentWilsonLowerBound": 0.16326363398295565,
"running": 2,
"selectionWeight": 0.7971894237726772,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.833333333333333,
"waiting": 15466
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 282.55434782608694,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5618428481191377,
"queueFactor": 1.12206562098893,
"queueWeight": 1.12206562098893,
"recentSuccess": 32,
"recentSuccessRate": 0.17391304347826086,
"recentTerminal": 184,
"recentWilsonLowerBound": 0.125968263277426,
"running": 8,
"selectionWeight": 0.6304245442729892,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 30.666666666666668,
"waiting": 8665
},
"MetaX_c-500": {
"available": true,
"backlogHours": 451.01408450704224,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.1829568410923343,
"queueFactor": 1.0460562525313615,
"queueWeight": 1.0460562525313615,
"recentSuccess": 34,
"recentSuccessRate": 0.23943661971830985,
"recentTerminal": 142,
"recentWilsonLowerBound": 0.176701506561674,
"running": 4,
"selectionWeight": 1.2374394000993845,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.666666666666668,
"waiting": 10674
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1379.8857142857144,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.041867699657427,
"queueFactor": 0.8845188398027606,
"queueWeight": 0.8845188398027606,
"recentSuccess": 25,
"recentSuccessRate": 0.23809523809523808,
"recentTerminal": 105,
"recentWilsonLowerBound": 0.16678968751856937,
"running": 4,
"selectionWeight": 0.9215516089289584,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.5,
"waiting": 24148
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1190.0454545454545,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.9043759879496513,
"queueWeight": 0.9043759879496513,
"recentSuccess": 6,
"recentSuccessRate": 0.06818181818181818,
"recentTerminal": 88,
"recentWilsonLowerBound": 0.03162049730504359,
"running": 2,
"selectionWeight": 0.04521879939748257,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 14.666666666666666,
"waiting": 17454
},
"Vastai_va16": {
"available": true,
"backlogHours": 579.5185185185185,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.4333281607419722,
"queueFactor": 1.0074498988773968,
"queueWeight": 1.0074498988773968,
"recentSuccess": 26,
"recentSuccessRate": 0.16049382716049382,
"recentTerminal": 162,
"recentWilsonLowerBound": 0.11194104305547943,
"running": 16,
"selectionWeight": 0.43655641172022824,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 27.0,
"waiting": 15647
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 638.3125,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.43123040954486386,
"queueFactor": 0.9929526815213933,
"queueWeight": 0.9929526815213933,
"recentSuccess": 30,
"recentSuccessRate": 0.15625,
"recentTerminal": 192,
"recentWilsonLowerBound": 0.11169439472697826,
"running": 6,
"selectionWeight": 0.42819139151114116,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 32.0,
"waiting": 20426
}
},
"queueAttemptedAt": "2026-10-11T12:48:57.758257+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-11T12:48:57.758257+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Ascend_910-b4",
"Ascend_910-b3",
"hygon_k100-ai",
"MetaX_c-500",
"Biren_166m",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}