Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-12T22:13:48.738682+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-12T22:13:48.738682+00:00",
"frameworkAttemptedAt": "2026-09-12T20:19:24.231056+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38671,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18525,
"successRate": 0.47904114194098935,
"wilsonLowerBound": 0.4740643633025303
},
"vllm": {
"framework": "vllm",
"modelCount": 51142,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14432,
"successRate": 0.2821946736537484,
"wilsonLowerBound": 0.2783104236935034
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2000,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 527,
"successRate": 0.2635,
"wilsonLowerBound": 0.24465945446356338
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 31792,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13765,
"successRate": 0.4329705586311022,
"wilsonLowerBound": 0.42753233440320204
},
"vllm": {
"framework": "vllm",
"modelCount": 36855,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10524,
"successRate": 0.2855514855514856,
"wilsonLowerBound": 0.280962593334288
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7487,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3329,
"successRate": 0.44463737144383597,
"wilsonLowerBound": 0.43341237142472094
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63830,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12064,
"successRate": 0.1890020366598778,
"wilsonLowerBound": 0.18598349304669073
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15055,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3015,
"successRate": 0.20026569246097642,
"wilsonLowerBound": 0.19394970407189963
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5397,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 44,
"successRate": 0.008152677413377803,
"wilsonLowerBound": 0.006078874779721527
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26018,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3195,
"successRate": 0.1227996002767315,
"wilsonLowerBound": 0.1188670830635091
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16456,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1672,
"successRate": 0.10160427807486631,
"wilsonLowerBound": 0.09708067184513666
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 9868,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4257,
"successRate": 0.43139440616132957,
"wilsonLowerBound": 0.4216509495455932
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24060,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3776,
"successRate": 0.1569409808811305,
"wilsonLowerBound": 0.1523995191862585
},
"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": 40336,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10189,
"successRate": 0.25260313367711223,
"wilsonLowerBound": 0.24838645110920407
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 22960,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3033,
"successRate": 0.1320993031358885,
"wilsonLowerBound": 0.12778097141185013
},
"vllm": {
"framework": "vllm",
"modelCount": 86514,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9762,
"successRate": 0.1128372286566336,
"wilsonLowerBound": 0.11074605591413372
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 38984,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4777,
"successRate": 0.12253745126205623,
"wilsonLowerBound": 0.11931951235893974
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 27316,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3285,
"successRate": 0.1202591887538439,
"wilsonLowerBound": 0.11645518250728011
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 87685,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20471,
"successRate": 0.2334606831271027,
"wilsonLowerBound": 0.23067233593140185
},
"transformers": {
"framework": "transformers",
"modelCount": 5085,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 562,
"successRate": 0.11052114060963618,
"wilsonLowerBound": 0.10219550539969101
},
"vllm": {
"framework": "vllm",
"modelCount": 112451,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16504,
"successRate": 0.1467661470329299,
"wilsonLowerBound": 0.1447098766251852
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 15826,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3232,
"successRate": 0.20422090231265008,
"wilsonLowerBound": 0.19801220694141358
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42611,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5542,
"successRate": 0.13006031306470162,
"wilsonLowerBound": 0.12689979905741539
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6192,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 481,
"successRate": 0.07768087855297158,
"wilsonLowerBound": 0.0712725341691259
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18181818181818182,
"wilsonLowerBound": 0.1343204258911728
},
"vllm": {
"framework": "vllm",
"modelCount": 30211,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5208,
"successRate": 0.1723875409619013,
"wilsonLowerBound": 0.16816994458500034
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60761,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12379,
"successRate": 0.20373265746120045,
"wilsonLowerBound": 0.20054882906583454
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6393,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1890,
"successRate": 0.29563585171281087,
"wilsonLowerBound": 0.28457511133138486
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 11955,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3127,
"successRate": 0.2615641990798829,
"wilsonLowerBound": 0.25376348972544455
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 58905,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16038,
"successRate": 0.2722689075630252,
"wilsonLowerBound": 0.2686891298980853
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46020,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20005,
"successRate": 0.43470230334637117,
"wilsonLowerBound": 0.43017878281921546
},
"vllm": {
"framework": "vllm",
"modelCount": 35653,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3083,
"successRate": 0.08647238661543208,
"wilsonLowerBound": 0.08359927824736314
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 267,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"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": 10004,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 731,
"successRate": 0.07307077169132348,
"wilsonLowerBound": 0.0681330665886707
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5532,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2320,
"successRate": 0.4193781634128706,
"wilsonLowerBound": 0.40643487416191415
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7366,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.0319033396687483,
"wilsonLowerBound": 0.028127525443756914
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10434,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3585,
"successRate": 0.34358826912018403,
"wilsonLowerBound": 0.3345348216146463
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 25945,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13103,
"successRate": 0.5050298708807092,
"wilsonLowerBound": 0.4989457438548953
},
"vllm": {
"framework": "vllm",
"modelCount": 60639,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5902,
"successRate": 0.09733010109005755,
"wilsonLowerBound": 0.09499632795747028
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1710,
"successRate": 0.14018691588785046,
"wilsonLowerBound": 0.13413889565175696
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-12T22:22:48.454168+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 919.7763157894738,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.390482010706773,
"queueFactor": 0.9937516049086421,
"queueWeight": 0.9937516049086421,
"recentSuccess": 51,
"recentSuccessRate": 0.3355263157894737,
"recentTerminal": 152,
"recentWilsonLowerBound": 0.2653360671404341,
"running": 8,
"selectionWeight": 1.3817937297364513,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.333333333333332,
"waiting": 23301
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1215.8222222222223,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.8276224173100935,
"queueFactor": 0.9530148432666418,
"queueWeight": 0.9530148432666418,
"recentSuccess": 51,
"recentSuccessRate": 0.37777777777777777,
"recentTerminal": 135,
"recentWilsonLowerBound": 0.30044184814962244,
"running": 8,
"selectionWeight": 1.7417512915833797,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.5,
"waiting": 27356
},
"Biren_166m": {
"available": true,
"backlogHours": 147.5737704918033,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.27334935342220085,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 32,
"recentSuccessRate": 0.17486338797814208,
"recentTerminal": 183,
"recentWilsonLowerBound": 0.12667294509291396,
"running": 8,
"selectionWeight": 0.3553541594488611,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 30.5,
"waiting": 4501
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1441.8,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.6294137179311836,
"queueFactor": 0.9289544579881684,
"queueWeight": 0.9289544579881684,
"recentSuccess": 17,
"recentSuccessRate": 0.2833333333333333,
"recentTerminal": 60,
"recentWilsonLowerBound": 0.1850667860430859,
"running": 7,
"selectionWeight": 0.5846966791910806,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.0,
"waiting": 14418
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 395.72932330827064,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3956803601990484,
"queueFactor": 1.1277697503684252,
"queueWeight": 1.1277697503684252,
"recentSuccess": 28,
"recentSuccessRate": 0.21052631578947367,
"recentTerminal": 133,
"recentWilsonLowerBound": 0.14986350566500917,
"running": 7,
"selectionWeight": 0.44623634104736937,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.166666666666668,
"waiting": 8772
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 46.25242718446602,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 11,
"recentSuccessRate": 0.03559870550161812,
"recentTerminal": 309,
"recentWilsonLowerBound": 0.01999177829671202,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 51.5,
"waiting": 2382
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 155.92105263157896,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.08943974830341106,
"queueFactor": 1.296864083509164,
"queueWeight": 1.296864083509164,
"recentSuccess": 18,
"recentSuccessRate": 0.11842105263157894,
"recentTerminal": 152,
"recentWilsonLowerBound": 0.0762331917016293,
"running": 9,
"selectionWeight": 0.1159911972127935,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.333333333333332,
"waiting": 3950
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2115.1363636363635,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.0929833939830527,
"queueFactor": 0.8770602342773182,
"queueWeight": 0.8770602342773182,
"recentSuccess": 16,
"recentSuccessRate": 0.36363636363636365,
"recentTerminal": 44,
"recentWilsonLowerBound": 0.23783334127491426,
"running": 2,
"selectionWeight": 0.9586122715879946,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.333333333333333,
"waiting": 15511
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 856.8311688311688,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4158866871422494,
"queueFactor": 1.0043749857372444,
"queueWeight": 1.0043749857372444,
"recentSuccess": 18,
"recentSuccessRate": 0.23376623376623376,
"recentTerminal": 77,
"recentWilsonLowerBound": 0.1532949838383708,
"running": 7,
"selectionWeight": 0.41770618546680655,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.833333333333334,
"waiting": 10996
},
"MetaX_c-500": {
"available": true,
"backlogHours": 756.0666666666667,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.6382021476448103,
"queueFactor": 1.0234017674768954,
"queueWeight": 1.0234017674768954,
"recentSuccess": 24,
"recentSuccessRate": 0.26666666666666666,
"recentTerminal": 90,
"recentWilsonLowerBound": 0.18623692042961368,
"running": 4,
"selectionWeight": 0.6531372059072494,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.0,
"waiting": 11341
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1890.6176470588234,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.681633214082544,
"queueFactor": 0.8919481730964102,
"queueWeight": 0.8919481730964102,
"recentSuccess": 27,
"recentSuccessRate": 0.39705882352941174,
"recentTerminal": 68,
"recentWilsonLowerBound": 0.2892852184169712,
"running": 4,
"selectionWeight": 1.4999296731191696,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.333333333333334,
"waiting": 21427
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3606.75,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.5900984998252058,
"queueFactor": 0.8095855916227639,
"queueWeight": 0.8095855916227639,
"recentSuccess": 8,
"recentSuccessRate": 0.3333333333333333,
"recentTerminal": 24,
"recentWilsonLowerBound": 0.17971978688379645,
"running": 2,
"selectionWeight": 0.4777352430966947,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.0,
"waiting": 14427
},
"Vastai_va16": {
"available": true,
"backlogHours": 907.4366197183098,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.581514230041508,
"queueFactor": 0.9957670038240387,
"queueWeight": 0.9957670038240387,
"recentSuccess": 19,
"recentSuccessRate": 0.2676056338028169,
"recentTerminal": 71,
"recentWilsonLowerBound": 0.17852666541700804,
"running": 16,
"selectionWeight": 0.5790526825294753,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.833333333333334,
"waiting": 10738
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 589.4526315789474,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 2.5,
"queueFactor": 1.0623383014124985,
"queueWeight": 1.0623383014124985,
"recentSuccess": 42,
"recentSuccessRate": 0.4421052631578947,
"recentTerminal": 95,
"recentWilsonLowerBound": 0.3464199857704796,
"running": 6,
"selectionWeight": 2.6558457535312465,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.833333333333334,
"waiting": 9333
}
},
"queueAttemptedAt": "2026-09-12T22:16:44.523088+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-12T22:16:44.523088+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
}