Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-10T07:21:12.145800+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-10T07:21:12.145800+00:00",
"frameworkAttemptedAt": "2026-09-10T06:33:41.338309+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38282,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18259,
"successRate": 0.4769604513870749,
"wilsonLowerBound": 0.47195959077959815
},
"vllm": {
"framework": "vllm",
"modelCount": 50467,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14307,
"successRate": 0.28349218301068024,
"wilsonLowerBound": 0.279576598148545
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1750,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 432,
"successRate": 0.24685714285714286,
"wilsonLowerBound": 0.22722395026816722
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 31345,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13473,
"successRate": 0.42982931887063325,
"wilsonLowerBound": 0.4243577190058428
},
"vllm": {
"framework": "vllm",
"modelCount": 36489,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10432,
"successRate": 0.28589437912795634,
"wilsonLowerBound": 0.2812809396888865
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6874,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3176,
"successRate": 0.46203084084957813,
"wilsonLowerBound": 0.45026934727417167
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63786,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12060,
"successRate": 0.18906970181544538,
"wilsonLowerBound": 0.1860497026682823
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 13658,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2701,
"successRate": 0.1977595548396544,
"wilsonLowerBound": 0.19116483226960906
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5123,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.007027132539527621,
"wilsonLowerBound": 0.005080284971882024
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 25928,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3184,
"successRate": 0.12280160444307313,
"wilsonLowerBound": 0.11886233601191906
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16451,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1672,
"successRate": 0.10163515895690231,
"wilsonLowerBound": 0.09711025028380077
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 9338,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4061,
"successRate": 0.4348896980081388,
"wilsonLowerBound": 0.4248634301344047
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24024,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3768,
"successRate": 0.15684315684315683,
"wilsonLowerBound": 0.1522995170944452
},
"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": 39265,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9901,
"successRate": 0.252158410798421,
"wilsonLowerBound": 0.24788748546407094
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 22910,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3025,
"successRate": 0.13203841117415976,
"wilsonLowerBound": 0.12771630357319896
},
"vllm": {
"framework": "vllm",
"modelCount": 86474,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9762,
"successRate": 0.1128894234105049,
"wilsonLowerBound": 0.11079734312904772
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 38586,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4737,
"successRate": 0.12276473332296688,
"wilsonLowerBound": 0.11952780202650498
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 26062,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3202,
"successRate": 0.12286087023252244,
"wilsonLowerBound": 0.11893076369219584
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 87380,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20298,
"successRate": 0.23229571984435798,
"wilsonLowerBound": 0.22950746364821423
},
"transformers": {
"framework": "transformers",
"modelCount": 5047,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 562,
"successRate": 0.11135327917574797,
"wilsonLowerBound": 0.10296842863378637
},
"vllm": {
"framework": "vllm",
"modelCount": 112420,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16501,
"successRate": 0.14677993239637074,
"wilsonLowerBound": 0.14472329926031946
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 15590,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3182,
"successRate": 0.20410519563822963,
"wilsonLowerBound": 0.19785159485069084
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42416,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5509,
"successRate": 0.12988023387400982,
"wilsonLowerBound": 0.12671444161837456
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6005,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 468,
"successRate": 0.07793505412156536,
"wilsonLowerBound": 0.07142142321860222
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18181818181818182,
"wilsonLowerBound": 0.1343204258911728
},
"vllm": {
"framework": "vllm",
"modelCount": 29820,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5072,
"successRate": 0.17008718980549967,
"wilsonLowerBound": 0.16586538447610788
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60726,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12374,
"successRate": 0.20376774363534564,
"wilsonLowerBound": 0.20058279583273692
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5914,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1748,
"successRate": 0.2955698342915117,
"wilsonLowerBound": 0.2840759682955359
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 11659,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3067,
"successRate": 0.26305858135346083,
"wilsonLowerBound": 0.2551453292089501
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 57998,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15792,
"successRate": 0.27228525121555913,
"wilsonLowerBound": 0.268677639812957
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 45811,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19859,
"successRate": 0.4334985047259392,
"wilsonLowerBound": 0.42896625702829366
},
"vllm": {
"framework": "vllm",
"modelCount": 34883,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2962,
"successRate": 0.08491242152337815,
"wilsonLowerBound": 0.08203266231913953
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 195,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6272,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030612244897959183,
"wilsonLowerBound": 0.0266278655632904
},
"vllm": {
"framework": "vllm",
"modelCount": 9997,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 728,
"successRate": 0.07282184655396619,
"wilsonLowerBound": 0.06789056951143375
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5338,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2230,
"successRate": 0.4177594604720869,
"wilsonLowerBound": 0.40459258085328775
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7358,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.031938026637673284,
"wilsonLowerBound": 0.02815816298383761
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 9777,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3362,
"successRate": 0.3438682622481334,
"wilsonLowerBound": 0.3345157039313374
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 25524,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12828,
"successRate": 0.5025858015984955,
"wilsonLowerBound": 0.4964518439596191
},
"vllm": {
"framework": "vllm",
"modelCount": 60400,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5859,
"successRate": 0.09700331125827814,
"wilsonLowerBound": 0.09466854048134121
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 11974,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1612,
"successRate": 0.13462502087857023,
"wilsonLowerBound": 0.12862840018578064
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-10T07:33:52.243779+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1056.2706766917292,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.1945487771567724,
"queueFactor": 0.9524625244668032,
"queueWeight": 0.9524625244668032,
"recentSuccess": 49,
"recentSuccessRate": 0.3684210526315789,
"recentTerminal": 133,
"recentWilsonLowerBound": 0.2912079039326208,
"running": 8,
"selectionWeight": 1.1377629438894723,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.166666666666668,
"waiting": 23414
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1016.8518518518518,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.7995279796581836,
"queueFactor": 0.9579118104977768,
"queueWeight": 0.9579118104977768,
"recentSuccess": 50,
"recentSuccessRate": 0.30864197530864196,
"recentTerminal": 162,
"recentWilsonLowerBound": 0.24262970310893917,
"running": 8,
"selectionWeight": 0.7658772945380004,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.0,
"waiting": 27455
},
"Biren_166m": {
"available": true,
"backlogHours": 150.77966101694915,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.24164257631408598,
"queueFactor": 1.2754480263119314,
"queueWeight": 1.2754480263119314,
"recentSuccess": 34,
"recentSuccessRate": 0.192090395480226,
"recentTerminal": 177,
"recentWilsonLowerBound": 0.14084284229016547,
"running": 8,
"selectionWeight": 0.30820254703273126,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 29.5,
"waiting": 4448
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 976.4137931034483,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.381490722400909,
"queueFactor": 0.9637604377853686,
"queueWeight": 0.9637604377853686,
"recentSuccess": 22,
"recentSuccessRate": 0.25287356321839083,
"recentTerminal": 87,
"recentWilsonLowerBound": 0.17333087433749275,
"running": 7,
"selectionWeight": 0.3676656656321565,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.5,
"waiting": 14158
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 514.4271844660194,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.49594530250110097,
"queueFactor": 1.0610005130550124,
"queueWeight": 1.0610005130550124,
"recentSuccess": 28,
"recentSuccessRate": 0.27184466019417475,
"recentTerminal": 103,
"recentWilsonLowerBound": 0.19528608166385128,
"running": 7,
"selectionWeight": 0.5261982204008915,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.166666666666668,
"waiting": 8831
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 44.94303797468355,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 27,
"recentSuccessRate": 0.08544303797468354,
"recentTerminal": 316,
"recentWilsonLowerBound": 0.05938424607219421,
"running": 10,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 52.666666666666664,
"waiting": 2367
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 63.29834254143646,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.13695849537301258,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 51,
"recentSuccessRate": 0.1408839779005525,
"recentTerminal": 362,
"recentWilsonLowerBound": 0.10880551921148983,
"running": 5,
"selectionWeight": 0.17804604398491636,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 60.333333333333336,
"waiting": 3819
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2256.146341463415,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.2650593729447854,
"queueFactor": 0.8499807508884188,
"queueWeight": 0.8499807508884188,
"recentSuccess": 18,
"recentSuccessRate": 0.43902439024390244,
"recentTerminal": 41,
"recentWilsonLowerBound": 0.2988990477210983,
"running": 2,
"selectionWeight": 1.075276115734041,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.833333333333333,
"waiting": 15417
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 716.6373626373627,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5980629376618197,
"queueFactor": 1.009530079356547,
"queueWeight": 1.009530079356547,
"recentSuccess": 27,
"recentSuccessRate": 0.2967032967032967,
"recentTerminal": 91,
"recentWilsonLowerBound": 0.21263355271467296,
"running": 7,
"selectionWeight": 0.6037625249179465,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.166666666666666,
"waiting": 10869
},
"MetaX_c-500": {
"available": true,
"backlogHours": 746.6739130434783,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.4742550226820499,
"queueFactor": 1.003331699608692,
"queueWeight": 1.003331699608692,
"recentSuccess": 25,
"recentSuccessRate": 0.2717391304347826,
"recentTerminal": 92,
"recentWilsonLowerBound": 0.19135648353357726,
"running": 4,
"selectionWeight": 0.4758350979555399,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.333333333333334,
"waiting": 11449
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1798.9014084507041,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.1741084993425754,
"queueFactor": 0.8793526489769586,
"queueWeight": 0.8793526489769586,
"recentSuccess": 28,
"recentSuccessRate": 0.39436619718309857,
"recentTerminal": 71,
"recentWilsonLowerBound": 0.2889322648866865,
"running": 4,
"selectionWeight": 1.0324554190832553,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.833333333333334,
"waiting": 21287
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 6025.285714285714,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.241299745458301,
"queueFactor": 0.7335294143468423,
"queueWeight": 0.7335294143468423,
"recentSuccess": 9,
"recentSuccessRate": 0.6428571428571429,
"recentTerminal": 14,
"recentWilsonLowerBound": 0.3876400468214041,
"running": 2,
"selectionWeight": 1.6440592896617543,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 2.3333333333333335,
"waiting": 14059
},
"Vastai_va16": {
"available": true,
"backlogHours": 780.1578947368422,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.40093744895333416,
"queueFactor": 0.9967512852385345,
"queueWeight": 0.9967512852385345,
"recentSuccess": 20,
"recentSuccessRate": 0.2631578947368421,
"recentTerminal": 76,
"recentWilsonLowerBound": 0.17729266370899457,
"running": 16,
"selectionWeight": 0.39963491754449515,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.666666666666666,
"waiting": 9882
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 536.4742268041236,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 2.5,
"queueFactor": 1.0543428351262198,
"queueWeight": 1.0543428351262198,
"recentSuccess": 49,
"recentSuccessRate": 0.5051546391752577,
"recentTerminal": 97,
"recentWilsonLowerBound": 0.4073730589114321,
"running": 6,
"selectionWeight": 2.6358570878155496,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.166666666666668,
"waiting": 8673
}
},
"queueAttemptedAt": "2026-09-10T07:31:55.633829+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-10T07:31:55.633829+00:00",
"supportedGpus": [
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Cambricon_mlu-370-x4",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Ascend_910-b3",
"Iluvatar_bi-100",
"Biren_166m",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}