Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-09T08:07:58.462660+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-09T08:07:58.462660+00:00",
"frameworkAttemptedAt": "2026-10-09T06:58:12.166310+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 41715,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20629,
"successRate": 0.49452235406927963,
"wilsonLowerBound": 0.48972514956027813
},
"vllm": {
"framework": "vllm",
"modelCount": 55878,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15274,
"successRate": 0.2733455027023158,
"wilsonLowerBound": 0.26966582811350515
},
"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": 4128,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1243,
"successRate": 0.3011143410852713,
"wilsonLowerBound": 0.28731011753809993
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 36486,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17051,
"successRate": 0.46732993476950063,
"wilsonLowerBound": 0.4622140677987889
},
"vllm": {
"framework": "vllm",
"modelCount": 39529,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10974,
"successRate": 0.2776189632927724,
"wilsonLowerBound": 0.2732259870536275
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12340,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5191,
"successRate": 0.4206645056726094,
"wilsonLowerBound": 0.4119802490939073
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64209,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.18838480586833622,
"wilsonLowerBound": 0.18537896383119834
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 28456,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6186,
"successRate": 0.2173882485240371,
"wilsonLowerBound": 0.2126340874308959
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7569,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 103,
"successRate": 0.01360813845950588,
"wilsonLowerBound": 0.011233778510415373
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26587,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3267,
"successRate": 0.12287960281340504,
"wilsonLowerBound": 0.11898768729678465
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16503,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10155729261346422,
"wilsonLowerBound": 0.09704095724971204
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 15111,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6005,
"successRate": 0.3973926278869698,
"wilsonLowerBound": 0.3896171041185032
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24684,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3805,
"successRate": 0.15414843623399774,
"wilsonLowerBound": 0.14969759181139994
},
"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": 50720,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12736,
"successRate": 0.25110410094637226,
"wilsonLowerBound": 0.24734902810060166
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23818,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3124,
"successRate": 0.13116130657485936,
"wilsonLowerBound": 0.12693349898333606
},
"vllm": {
"framework": "vllm",
"modelCount": 86953,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9771,
"successRate": 0.11237105102756662,
"wilsonLowerBound": 0.11028893820339677
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 45658,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5503,
"successRate": 0.1205265232817907,
"wilsonLowerBound": 0.11757198784659777
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 45439,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3644,
"successRate": 0.0801954268359779,
"wilsonLowerBound": 0.07773350628816558
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 92211,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22984,
"successRate": 0.24925442734597825,
"wilsonLowerBound": 0.2464728017582461
},
"transformers": {
"framework": "transformers",
"modelCount": 5500,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 581,
"successRate": 0.10563636363636364,
"wilsonLowerBound": 0.09778638263138267
},
"vllm": {
"framework": "vllm",
"modelCount": 112841,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16530,
"successRate": 0.14648930796430376,
"wilsonLowerBound": 0.1444381961789645
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 22655,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3935,
"successRate": 0.17369234164643566,
"wilsonLowerBound": 0.16881449785314587
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43582,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5670,
"successRate": 0.13009958239640218,
"wilsonLowerBound": 0.1269736970831966
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7873,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 731,
"successRate": 0.09284897751809984,
"wilsonLowerBound": 0.08663520592370343
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 33925,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6648,
"successRate": 0.19596168017686072,
"wilsonLowerBound": 0.19177224093833922
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61463,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12418,
"successRate": 0.20204025185884192,
"wilsonLowerBound": 0.19888454056792046
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14526,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4145,
"successRate": 0.28535040616825,
"wilsonLowerBound": 0.2780641430125147
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15149,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3712,
"successRate": 0.2450326754241204,
"wilsonLowerBound": 0.23824867378827416
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 66961,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18454,
"successRate": 0.27559325577575006,
"wilsonLowerBound": 0.27222188807434405
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 778,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 475,
"successRate": 0.6105398457583547,
"wilsonLowerBound": 0.5758113554275264
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48168,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21549,
"successRate": 0.4473716990533134,
"wilsonLowerBound": 0.44293561504582546
},
"vllm": {
"framework": "vllm",
"modelCount": 39330,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4628,
"successRate": 0.11767098906687007,
"wilsonLowerBound": 0.11452374567953719
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1024,
"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": 10076,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 758,
"successRate": 0.07522826518459706,
"wilsonLowerBound": 0.0702384412979034
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7108,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3108,
"successRate": 0.43725379853685986,
"wilsonLowerBound": 0.42575873584486035
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7413,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 244,
"successRate": 0.03291514906245784,
"wilsonLowerBound": 0.029089403363221217
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17091,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5087,
"successRate": 0.29764203381896903,
"wilsonLowerBound": 0.290833265576052
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28030,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14302,
"successRate": 0.5102390296111309,
"wilsonLowerBound": 0.5043857695691677
},
"vllm": {
"framework": "vllm",
"modelCount": 66786,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7081,
"successRate": 0.10602521486539095,
"wilsonLowerBound": 0.1037128665439346
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13481,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2176,
"successRate": 0.1614123581336696,
"wilsonLowerBound": 0.15529829323587946
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-09T08:13:35.859960+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1096.0927152317881,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.0519420866250757,
"queueFactor": 0.9647590896440009,
"queueWeight": 0.9647590896440009,
"recentSuccess": 51,
"recentSuccessRate": 0.33774834437086093,
"recentTerminal": 151,
"recentWilsonLowerBound": 0.2671712599337865,
"running": 8,
"selectionWeight": 1.0148706898506188,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.166666666666668,
"waiting": 27585
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1631.027027027027,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.6422838054951552,
"queueFactor": 0.9089223844196945,
"queueWeight": 0.9089223844196945,
"recentSuccess": 46,
"recentSuccessRate": 0.4144144144144144,
"recentTerminal": 111,
"recentWilsonLowerBound": 0.327133075352556,
"running": 8,
"selectionWeight": 1.4927085123845063,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.5,
"waiting": 30174
},
"Biren_166m": {
"available": true,
"backlogHours": 146.86813186813188,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.13199045471366797,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 27,
"recentSuccessRate": 0.14835164835164835,
"recentTerminal": 182,
"recentWilsonLowerBound": 0.10400160797952315,
"running": 8,
"selectionWeight": 0.17158759112776836,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 30.333333333333332,
"waiting": 4455
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1018.3917525773195,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2791590724430605,
"queueFactor": 0.975458374810041,
"queueWeight": 0.975458374810041,
"recentSuccess": 21,
"recentSuccessRate": 0.21649484536082475,
"recentTerminal": 97,
"recentWilsonLowerBound": 0.14618670657065766,
"running": 7,
"selectionWeight": 0.2723080551187863,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 16.166666666666668,
"waiting": 16464
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 428.14285714285717,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3333298203076562,
"queueFactor": 1.1108557498744938,
"queueWeight": 1.1108557498744938,
"recentSuccess": 28,
"recentSuccessRate": 0.2222222222222222,
"recentTerminal": 126,
"recentWilsonLowerBound": 0.1584594242584552,
"running": 7,
"selectionWeight": 0.37028134749339164,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.0,
"waiting": 8991
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 71.0561797752809,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 6,
"recentSuccessRate": 0.02247191011235955,
"recentTerminal": 267,
"recentWilsonLowerBound": 0.010338682626751021,
"running": 5,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 44.5,
"waiting": 3162
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 261.7012987012987,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.5035555343431578,
"queueFactor": 1.1959832328309368,
"queueWeight": 1.1959832328309368,
"recentSuccess": 39,
"recentSuccessRate": 0.2532467532467532,
"recentTerminal": 154,
"recentWilsonLowerBound": 0.19114389858731054,
"running": 14,
"selectionWeight": 0.6022439758736396,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.666666666666668,
"waiting": 6717
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2657.8285714285716,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.9742387941129167,
"queueFactor": 0.8447280739346307,
"queueWeight": 0.8447280739346307,
"recentSuccess": 18,
"recentSuccessRate": 0.5142857142857142,
"recentTerminal": 35,
"recentWilsonLowerBound": 0.35568539626711626,
"running": 2,
"selectionWeight": 1.667694934038032,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.833333333333333,
"waiting": 15504
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 370.90909090909093,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3001754300920499,
"queueFactor": 1.1350261072829793,
"queueWeight": 1.1350261072829793,
"recentSuccess": 30,
"recentSuccessRate": 0.2097902097902098,
"recentTerminal": 143,
"recentWilsonLowerBound": 0.15109033979281952,
"running": 8,
"selectionWeight": 0.34070694991937345,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.833333333333332,
"waiting": 8840
},
"MetaX_c-500": {
"available": true,
"backlogHours": 659.4489795918367,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.711213984176174,
"queueFactor": 1.0411631595553594,
"queueWeight": 1.0411631595553594,
"recentSuccess": 30,
"recentSuccessRate": 0.30612244897959184,
"recentTerminal": 98,
"recentWilsonLowerBound": 0.22362525822357754,
"running": 4,
"selectionWeight": 0.7404897988848207,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.333333333333332,
"waiting": 10771
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1797.12,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8957966028655167,
"queueWeight": 0.8957966028655167,
"recentSuccess": 38,
"recentSuccessRate": 0.5066666666666667,
"recentTerminal": 75,
"recentWilsonLowerBound": 0.39598184412213266,
"running": 4,
"selectionWeight": 2.2394915071637915,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.5,
"waiting": 22464
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3153.818181818182,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.20954114675594915,
"queueFactor": 0.8233234303787159,
"queueWeight": 0.8233234303787159,
"recentSuccess": 8,
"recentSuccessRate": 0.24242424242424243,
"recentTerminal": 33,
"recentWilsonLowerBound": 0.12831561346647294,
"running": 2,
"selectionWeight": 0.172520135752598,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 5.5,
"waiting": 17346
},
"Vastai_va16": {
"available": true,
"backlogHours": 707.4586466165413,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.6576053908199027,
"queueFactor": 1.0302457079502174,
"queueWeight": 1.0302457079502174,
"recentSuccess": 38,
"recentSuccessRate": 0.2857142857142857,
"recentTerminal": 133,
"recentWilsonLowerBound": 0.21579950079803017,
"running": 16,
"selectionWeight": 0.67749513141713,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.166666666666668,
"waiting": 15682
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1510.5194805194803,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.6082586807550927,
"queueFactor": 0.9194476839484547,
"queueWeight": 0.9194476839484547,
"recentSuccess": 33,
"recentSuccessRate": 0.42857142857142855,
"recentTerminal": 77,
"recentWilsonLowerBound": 0.32403475215621097,
"running": 6,
"selectionWeight": 1.4787097192102672,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.833333333333334,
"waiting": 19385
}
},
"queueAttemptedAt": "2026-10-09T08:07:58.462660+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-09T08:07:58.462660+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Vastai_va16",
"Iluvatar_mrv-100",
"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
}