Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-12T12:29:37.925236+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-12T12:29:37.925236+00:00",
"frameworkAttemptedAt": "2026-09-12T08:18:06.149130+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38583,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18468,
"successRate": 0.47865640307907625,
"wilsonLowerBound": 0.47367415592642104
},
"vllm": {
"framework": "vllm",
"modelCount": 50979,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14403,
"successRate": 0.2825280998058024,
"wilsonLowerBound": 0.27863624724171304
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1954,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 514,
"successRate": 0.263050153531218,
"wilsonLowerBound": 0.244006361218498
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 31701,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13713,
"successRate": 0.4325731049493707,
"wilsonLowerBound": 0.4271277351911923
},
"vllm": {
"framework": "vllm",
"modelCount": 36766,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10503,
"successRate": 0.2856715443616385,
"wilsonLowerBound": 0.28107653390146514
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7384,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3301,
"successRate": 0.4470476706392199,
"wilsonLowerBound": 0.4357376523382282
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63827,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12064,
"successRate": 0.18901092014351292,
"wilsonLowerBound": 0.18599225076038986
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14768,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2955,
"successRate": 0.20009479956663057,
"wilsonLowerBound": 0.19372059626324806
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5346,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 43,
"successRate": 0.008043396932285821,
"wilsonLowerBound": 0.005977131186492563
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26007,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3194,
"successRate": 0.12281308878378898,
"wilsonLowerBound": 0.11887956140607057
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16455,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1672,
"successRate": 0.10161045274992403,
"wilsonLowerBound": 0.09708658609121286
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 9767,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4220,
"successRate": 0.432067164943176,
"wilsonLowerBound": 0.4222715149010729
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24054,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3774,
"successRate": 0.1568969817909703,
"wilsonLowerBound": 0.15235549190674152
},
"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": 40103,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10141,
"successRate": 0.25287384983667055,
"wilsonLowerBound": 0.248643471565594
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 22946,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3030,
"successRate": 0.1320491588947965,
"wilsonLowerBound": 0.12773024195460306
},
"vllm": {
"framework": "vllm",
"modelCount": 86508,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9762,
"successRate": 0.11284505479262033,
"wilsonLowerBound": 0.11075374596914171
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 38863,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4764,
"successRate": 0.12258446337133005,
"wilsonLowerBound": 0.11936103409975718
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 26928,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3268,
"successRate": 0.12136066547831253,
"wilsonLowerBound": 0.11751427667292988
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 87638,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20443,
"successRate": 0.2332663912914489,
"wilsonLowerBound": 0.23047811902204748
},
"transformers": {
"framework": "transformers",
"modelCount": 5080,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 562,
"successRate": 0.11062992125984251,
"wilsonLowerBound": 0.10229654212126328
},
"vllm": {
"framework": "vllm",
"modelCount": 112447,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16504,
"successRate": 0.1467713678444067,
"wilsonLowerBound": 0.1447150304422362
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 15782,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3219,
"successRate": 0.20396654416423773,
"wilsonLowerBound": 0.19775227524258396
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42596,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5538,
"successRate": 0.13001220771903466,
"wilsonLowerBound": 0.12685164988946446
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6151,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 480,
"successRate": 0.07803609169240774,
"wilsonLowerBound": 0.07159309429986854
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18181818181818182,
"wilsonLowerBound": 0.1343204258911728
},
"vllm": {
"framework": "vllm",
"modelCount": 30123,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5176,
"successRate": 0.17182883510938485,
"wilsonLowerBound": 0.1676106943410041
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60756,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12379,
"successRate": 0.20374942392520903,
"wilsonLowerBound": 0.20056536618544735
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6304,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1867,
"successRate": 0.29616116751269034,
"wilsonLowerBound": 0.28501741649712525
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 11910,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3115,
"successRate": 0.26154492023509657,
"wilsonLowerBound": 0.25372983001525573
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 58749,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15992,
"successRate": 0.27220888866193466,
"wilsonLowerBound": 0.26862463354087446
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 45978,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19977,
"successRate": 0.43449040845621817,
"wilsonLowerBound": 0.42996509821025436
},
"vllm": {
"framework": "vllm",
"modelCount": 35555,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3053,
"successRate": 0.08586696667135424,
"wilsonLowerBound": 0.08299930578975623
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 265,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 8.549676112883085e-19
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6275,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03059760956175299,
"wilsonLowerBound": 0.026615110833495575
},
"vllm": {
"framework": "vllm",
"modelCount": 10003,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 730,
"successRate": 0.0729781065680296,
"wilsonLowerBound": 0.06804317517685986
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5501,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2306,
"successRate": 0.41919650972550443,
"wilsonLowerBound": 0.40621789539852826
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7365,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.031907671418873046,
"wilsonLowerBound": 0.028131351489675802
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10297,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3547,
"successRate": 0.3444692628921045,
"wilsonLowerBound": 0.33535027867026973
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 25879,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13057,
"successRate": 0.5045403609103907,
"wilsonLowerBound": 0.49844849634449073
},
"vllm": {
"framework": "vllm",
"modelCount": 60546,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5883,
"successRate": 0.09716579129917749,
"wilsonLowerBound": 0.09483203519851144
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12166,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1695,
"successRate": 0.13932270261384186,
"wilsonLowerBound": 0.13328310032737467
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-12T12:38:16.966096+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1027.2262773722628,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.1495628006364225,
"queueFactor": 0.982390055456638,
"queueWeight": 0.982390055456638,
"recentSuccess": 60,
"recentSuccessRate": 0.43795620437956206,
"recentTerminal": 137,
"recentWilsonLowerBound": 0.35769197151520876,
"running": 8,
"selectionWeight": 1.1293190634681032,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.833333333333332,
"waiting": 23455
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1422.5172413793105,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5920412077870595,
"queueFactor": 0.9355677542525157,
"queueWeight": 0.9355677542525157,
"recentSuccess": 40,
"recentSuccessRate": 0.3448275862068966,
"recentTerminal": 116,
"recentWilsonLowerBound": 0.26455619471748454,
"running": 8,
"selectionWeight": 0.5538946631942863,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.333333333333332,
"waiting": 27502
},
"Biren_166m": {
"available": true,
"backlogHours": 170.1818181818182,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.2160016857298516,
"queueFactor": 1.2864618203411016,
"queueWeight": 1.2864618203411016,
"recentSuccess": 37,
"recentSuccessRate": 0.22424242424242424,
"recentTerminal": 165,
"recentWilsonLowerBound": 0.1672918740906337,
"running": 8,
"selectionWeight": 0.2778779218207714,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.5,
"waiting": 4680
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1703.6470588235295,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.6205443860944314,
"queueFactor": 0.9105985018252466,
"queueWeight": 0.9105985018252466,
"recentSuccess": 20,
"recentSuccessRate": 0.39215686274509803,
"recentTerminal": 51,
"recentWilsonLowerBound": 0.27027144858027696,
"running": 7,
"selectionWeight": 0.5650667882936566,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.5,
"waiting": 14481
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 434.0975609756098,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2222376984686687,
"queueFactor": 1.1178815122443426,
"queueWeight": 1.1178815122443426,
"recentSuccess": 29,
"recentSuccessRate": 0.23577235772357724,
"recentTerminal": 123,
"recentWilsonLowerBound": 0.169470182254119,
"running": 7,
"selectionWeight": 0.2484354144418576,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.5,
"waiting": 8899
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 46.51393188854489,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 17,
"recentSuccessRate": 0.05263157894736842,
"recentTerminal": 323,
"recentWilsonLowerBound": 0.03311671731386122,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 53.833333333333336,
"waiting": 2504
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 67.71676300578035,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.1022009915320104,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 53,
"recentSuccessRate": 0.1531791907514451,
"recentTerminal": 346,
"recentWilsonLowerBound": 0.11905472888050293,
"running": 4,
"selectionWeight": 0.13286128899161354,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 57.666666666666664,
"waiting": 3905
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 3113.2,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.7940422893419091,
"queueFactor": 0.8318649429839661,
"queueWeight": 0.8318649429839661,
"recentSuccess": 14,
"recentSuccessRate": 0.4666666666666667,
"recentTerminal": 30,
"recentWilsonLowerBound": 0.3023212722412823,
"running": 2,
"selectionWeight": 0.6605359437502651,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.0,
"waiting": 15566
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 883.84,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.37079141853893216,
"queueFactor": 1.0047958385611087,
"queueWeight": 1.0047958385611087,
"recentSuccess": 23,
"recentSuccessRate": 0.30666666666666664,
"recentTerminal": 75,
"recentWilsonLowerBound": 0.21386719822895708,
"running": 7,
"selectionWeight": 0.3725696743220894,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.5,
"waiting": 11048
},
"MetaX_c-500": {
"available": true,
"backlogHours": 606.6902654867257,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.2950027247461795,
"queueFactor": 1.0631359929212953,
"queueWeight": 1.0631359929212953,
"recentSuccess": 30,
"recentSuccessRate": 0.26548672566371684,
"recentTerminal": 113,
"recentWilsonLowerBound": 0.19275522468473327,
"running": 4,
"selectionWeight": 0.3136280146875171,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.833333333333332,
"waiting": 11426
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2303.035714285714,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.8255220421093927,
"queueFactor": 0.870339661218033,
"queueWeight": 0.870339661218033,
"recentSuccess": 32,
"recentSuccessRate": 0.5714285714285714,
"recentTerminal": 56,
"recentWilsonLowerBound": 0.4413738892040555,
"running": 4,
"selectionWeight": 1.5888242356755407,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.333333333333334,
"waiting": 21495
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 4559.0526315789475,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.44104079475609614,
"queueFactor": 0.7856021886996635,
"queueWeight": 0.7856021886996635,
"recentSuccess": 8,
"recentSuccessRate": 0.42105263157894735,
"recentTerminal": 19,
"recentWilsonLowerBound": 0.2314162039203038,
"running": 2,
"selectionWeight": 0.3464826136662282,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 3.1666666666666665,
"waiting": 14437
},
"Vastai_va16": {
"available": true,
"backlogHours": 941.1304347826087,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.44986280127662265,
"queueFactor": 0.9953742532167847,
"queueWeight": 0.9953742532167847,
"recentSuccess": 23,
"recentSuccessRate": 0.3333333333333333,
"recentTerminal": 69,
"recentWilsonLowerBound": 0.2335089100698828,
"running": 16,
"selectionWeight": 0.4477818498707291,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.5,
"waiting": 10823
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 640.6363636363636,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 2.5,
"queueFactor": 1.0544892038364126,
"queueWeight": 1.0544892038364126,
"recentSuccess": 54,
"recentSuccessRate": 0.6136363636363636,
"recentTerminal": 88,
"recentWilsonLowerBound": 0.5091856433622111,
"running": 6,
"selectionWeight": 2.6362230095910317,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.666666666666666,
"waiting": 9396
}
},
"queueAttemptedAt": "2026-09-12T12:32:29.904864+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-12T12:32:29.904864+00:00",
"supportedGpus": [
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Cambricon_mlu-370-x4",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Biren_166m",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}