submmit/.modelhub_state/market_intelligence.json

{
  "communityAttemptedAt": "2026-09-14T19:48:10.049798+00:00",
  "communityError": null,
  "communitySample": {},
  "communityUpdatedAt": "2026-09-14T19:48:10.049798+00:00",
  "frameworkAttemptedAt": "2026-09-14T14:53:04.199321+00:00",
  "frameworkError": null,
  "frameworkStats": {
    "text-generation": {
      "Ascend_910-b3": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 38933,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 18705,
          "successRate": 0.4804407571982637,
          "wilsonLowerBound": 0.4754800420312105
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 51648,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 14545,
          "successRate": 0.2816178748451053,
          "wilsonLowerBound": 0.2777550717889186
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 2191,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 593,
          "successRate": 0.27065267001369236,
          "wilsonLowerBound": 0.25246196591208553
        }
      },
      "Ascend_910-b4": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 32097,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 13983,
          "successRate": 0.43564819141975886,
          "wilsonLowerBound": 0.43023162359631334
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 37066,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 10569,
          "successRate": 0.2851400205039659,
          "wilsonLowerBound": 0.2805661770759682
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 7846,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3465,
          "successRate": 0.4416263063981647,
          "wilsonLowerBound": 0.43066944429632004
        }
      },
      "Biren_166m": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 63853,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 12067,
          "successRate": 0.18898094059793588,
          "wilsonLowerBound": 0.1859630685382231
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 15967,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3203,
          "successRate": 0.20060124005761884,
          "wilsonLowerBound": 0.19446213712546148
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 5598,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 47,
          "successRate": 0.00839585566273669,
          "wilsonLowerBound": 0.006319900205681883
        }
      },
      "Cambricon_mlu-370-x4": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 26056,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3202,
          "successRate": 0.12288916180534235,
          "wilsonLowerBound": 0.11895821050069917
        },
        "vllm-customized": {
          "framework": "vllm-customized",
          "modelCount": 16459,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1672,
          "successRate": 0.10158575855155234,
          "wilsonLowerBound": 0.09706293342977017
        },
        "vllm-mlu": {
          "framework": "vllm-mlu",
          "modelCount": 10256,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4387,
          "successRate": 0.42774960998439937,
          "wilsonLowerBound": 0.4182030614474656
        }
      },
      "Cambricon_mlu-370-x8": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 24085,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3778,
          "successRate": 0.15686111687772472,
          "wilsonLowerBound": 0.15232294826670206
        },
        "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": 41072,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 10363,
          "successRate": 0.2523130112972341,
          "wilsonLowerBound": 0.24813569365627852
        }
      },
      "Iluvatar_bi-100": {
        "transformers": {
          "framework": "transformers",
          "modelCount": 23016,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3041,
          "successRate": 0.13212547792839763,
          "wilsonLowerBound": 0.12781195656912708
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 86535,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 9763,
          "successRate": 0.1128214017449587,
          "wilsonLowerBound": 0.11073061041261582
        },
        "vllm-patch-tokenizer": {
          "framework": "vllm-patch-tokenizer",
          "modelCount": 39351,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4824,
          "successRate": 0.12258900663261417,
          "wilsonLowerBound": 0.11938534493932597
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 28866,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3316,
          "successRate": 0.11487563223169127,
          "wilsonLowerBound": 0.11124819832700311
        }
      },
      "Iluvatar_bi-150": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 87923,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 20622,
          "successRate": 0.23454613696074975,
          "wilsonLowerBound": 0.23175699541088174
        },
        "transformers": {
          "framework": "transformers",
          "modelCount": 5103,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 563,
          "successRate": 0.11032725847540663,
          "wilsonLowerBound": 0.10202255557468329
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 112467,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 16505,
          "successRate": 0.14675415899775046,
          "wilsonLowerBound": 0.144698104347555
        },
        "vllm_0_17_0_corex_4_4_0": {
          "framework": "vllm_0_17_0_corex_4_4_0",
          "modelCount": 16068,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3286,
          "successRate": 0.2045058501369181,
          "wilsonLowerBound": 0.19834024618549653
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 42667,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5552,
          "successRate": 0.13012398340637965,
          "wilsonLowerBound": 0.1269648523885545
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 6328,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 493,
          "successRate": 0.07790771175726928,
          "wilsonLowerBound": 0.07155694212480938
        }
      },
      "Iluvatar_mrv-100": {
        "transformers": {
          "framework": "transformers",
          "modelCount": 198,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 36,
          "successRate": 0.18181818181818182,
          "wilsonLowerBound": 0.1343204258911728
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 30501,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5323,
          "successRate": 0.1745188682338284,
          "wilsonLowerBound": 0.17030027953858615
        }
      },
      "Kunlunxin_p-800": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 60781,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 12382,
          "successRate": 0.2037149767196986,
          "wilsonLowerBound": 0.2005317735957852
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 6758,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1994,
          "successRate": 0.2950577093814738,
          "wilsonLowerBound": 0.28430291141319025
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 12150,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3182,
          "successRate": 0.2618930041152263,
          "wilsonLowerBound": 0.2541512488195746
        }
      },
      "MetaX_c-500": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 59534,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 16232,
          "successRate": 0.27265092216212583,
          "wilsonLowerBound": 0.2690884336515849
        }
      },
      "Mthreads_s4000": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 46184,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 20110,
          "successRate": 0.43543218430625324,
          "wilsonLowerBound": 0.4309157596740713
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 35905,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3186,
          "successRate": 0.08873415958780115,
          "wilsonLowerBound": 0.08583663681173372
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 330,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 0,
          "successRate": 0.0,
          "wilsonLowerBound": 0.0
        }
      },
      "Sunrise_pt-200-x1": {
        "sglang": {
          "framework": "sglang",
          "modelCount": 6276,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 192,
          "successRate": 0.030592734225621414,
          "wilsonLowerBound": 0.026610861971840757
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 10010,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 733,
          "successRate": 0.07322677322677322,
          "wilsonLowerBound": 0.06828543573281327
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 5649,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 2375,
          "successRate": 0.4204283944060896,
          "wilsonLowerBound": 0.40761402535934943
        }
      },
      "Vastai_va16": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 7369,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 235,
          "successRate": 0.03189035147238431,
          "wilsonLowerBound": 0.02811605354795059
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 10866,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3692,
          "successRate": 0.3397754463464016,
          "wilsonLowerBound": 0.33092786910865496
        }
      },
      "hygon_k100-ai": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 26080,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 13185,
          "successRate": 0.5055598159509203,
          "wilsonLowerBound": 0.4994914458832435
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 61170,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 6016,
          "successRate": 0.09834886382213504,
          "wilsonLowerBound": 0.09601414141824964
        },
        "vllm-patch-tokenizer": {
          "framework": "vllm-patch-tokenizer",
          "modelCount": 12272,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1737,
          "successRate": 0.14154172099087353,
          "wilsonLowerBound": 0.1354864684978023
        }
      }
    }
  },
  "frameworkUpdatedAt": null,
  "generatedAt": "2026-09-14T20:02:01.622310+00:00",
  "gpuStats": {
    "Ascend_910-b3": {
      "available": true,
      "backlogHours": 1066.2272727272727,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b3",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 1.2043288491327844,
      "queueFactor": 0.9787119662640053,
      "queueWeight": 0.9787119662640053,
      "recentSuccess": 46,
      "recentSuccessRate": 0.3484848484848485,
      "recentTerminal": 132,
      "recentWilsonLowerBound": 0.2725254461708375,
      "running": 8,
      "selectionWeight": 1.178691055963214,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 22.0,
      "waiting": 23457
    },
    "Ascend_910-b4": {
      "available": true,
      "backlogHours": 1390.2,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 2.5,
      "queueFactor": 0.9405259306230903,
      "queueWeight": 0.9405259306230903,
      "recentSuccess": 56,
      "recentSuccessRate": 0.4666666666666667,
      "recentTerminal": 120,
      "recentWilsonLowerBound": 0.37982764246169837,
      "running": 8,
      "selectionWeight": 2.3513148265577257,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 20.0,
      "waiting": 27804
    },
    "Biren_166m": {
      "available": true,
      "backlogHours": 496.06779661016947,
      "canVerify": true,
      "error": null,
      "gpu": "Biren_166m",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 0.05,
      "queueFactor": 1.0977443515508805,
      "queueWeight": 1.0977443515508805,
      "recentSuccess": 7,
      "recentSuccessRate": 0.11864406779661017,
      "recentTerminal": 59,
      "recentWilsonLowerBound": 0.05867508277914001,
      "running": 2,
      "selectionWeight": 0.05488721757754403,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 9.833333333333334,
      "waiting": 4878
    },
    "Cambricon_mlu-370-x4": {
      "available": true,
      "backlogHours": 1312.608695652174,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 1.0763291365464998,
      "queueFactor": 0.9486632453703319,
      "queueWeight": 0.9486632453703319,
      "recentSuccess": 25,
      "recentSuccessRate": 0.36231884057971014,
      "recentTerminal": 69,
      "recentWilsonLowerBound": 0.2589555625346011,
      "running": 7,
      "selectionWeight": 1.0210738917628495,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 11.5,
      "waiting": 15095
    },
    "Cambricon_mlu-370-x8": {
      "available": true,
      "backlogHours": 455.85,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x8",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.3018038963581907,
      "queueFactor": 1.111754951711384,
      "queueWeight": 1.111754951711384,
      "recentSuccess": 25,
      "recentSuccessRate": 0.20833333333333334,
      "recentTerminal": 120,
      "recentWilsonLowerBound": 0.14528341433799083,
      "running": 7,
      "selectionWeight": 0.33553197622200787,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 20.0,
      "waiting": 9117
    },
    "Iluvatar_bi-100": {
      "available": true,
      "backlogHours": 43.97260273972603,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 24,
      "qualityFactor": 0.05,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 10,
      "recentSuccessRate": 0.0273972602739726,
      "recentTerminal": 365,
      "recentWilsonLowerBound": 0.014948259890073853,
      "running": 24,
      "selectionWeight": 0.065,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 60.833333333333336,
      "waiting": 2675
    },
    "Iluvatar_bi-150": {
      "available": true,
      "backlogHours": 127.15942028985508,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-150",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 50,
      "qualityFactor": 0.13079386339346907,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 29,
      "recentSuccessRate": 0.14009661835748793,
      "recentTerminal": 207,
      "recentWilsonLowerBound": 0.09934672373950382,
      "running": 6,
      "selectionWeight": 0.1700320224115098,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 34.5,
      "waiting": 4387
    },
    "Iluvatar_mrv-100": {
      "available": true,
      "backlogHours": 2138.727272727273,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_mrv-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 1.4532848345221971,
      "queueFactor": 0.8816760733350161,
      "queueWeight": 0.8816760733350161,
      "recentSuccess": 19,
      "recentSuccessRate": 0.4318181818181818,
      "recentTerminal": 44,
      "recentWilsonLowerBound": 0.2968250416485458,
      "running": 2,
      "selectionWeight": 1.2813264663388595,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 7.333333333333333,
      "waiting": 15684
    },
    "Kunlunxin_p-800": {
      "available": true,
      "backlogHours": 655.9805825242718,
      "canVerify": true,
      "error": null,
      "gpu": "Kunlunxin_p-800",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.3828643440641518,
      "queueFactor": 1.0526856886440823,
      "queueWeight": 1.0526856886440823,
      "recentSuccess": 24,
      "recentSuccessRate": 0.23300970873786409,
      "recentTerminal": 103,
      "recentWilsonLowerBound": 0.16187497360880485,
      "running": 7,
      "selectionWeight": 0.4030358156884365,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 17.166666666666668,
      "waiting": 11261
    },
    "MetaX_c-500": {
      "available": true,
      "backlogHours": 752.7391304347826,
      "canVerify": true,
      "error": null,
      "gpu": "MetaX_c-500",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 1.4643983477808629,
      "queueFactor": 1.031182875851703,
      "queueWeight": 1.031182875851703,
      "recentSuccess": 36,
      "recentSuccessRate": 0.391304347826087,
      "recentTerminal": 92,
      "recentWilsonLowerBound": 0.2978546577810812,
      "running": 4,
      "selectionWeight": 1.5100624996571526,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 15.333333333333334,
      "waiting": 11542
    },
    "Mthreads_s4000": {
      "available": true,
      "backlogHours": 1777.4025974025974,
      "canVerify": true,
      "error": null,
      "gpu": "Mthreads_s4000",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 1.762589007627435,
      "queueFactor": 0.9064930834059186,
      "queueWeight": 0.9064930834059186,
      "recentSuccess": 33,
      "recentSuccessRate": 0.42857142857142855,
      "recentTerminal": 77,
      "recentWilsonLowerBound": 0.32403475215621097,
      "running": 4,
      "selectionWeight": 1.5977747443015717,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 12.833333333333334,
      "waiting": 22810
    },
    "Sunrise_pt-200-x1": {
      "available": true,
      "backlogHours": 6864.461538461539,
      "canVerify": true,
      "error": null,
      "gpu": "Sunrise_pt-200-x1",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 0.8455904639210483,
      "queueFactor": 0.7401869005809724,
      "queueWeight": 0.7401869005809724,
      "recentSuccess": 6,
      "recentSuccessRate": 0.46153846153846156,
      "recentTerminal": 13,
      "recentWilsonLowerBound": 0.23205754301488138,
      "running": 2,
      "selectionWeight": 0.6258949846505473,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 2.1666666666666665,
      "waiting": 14873
    },
    "Vastai_va16": {
      "available": true,
      "backlogHours": 1328.421052631579,
      "canVerify": true,
      "error": null,
      "gpu": "Vastai_va16",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 16,
      "qualityFactor": 0.21582157573402524,
      "queueFactor": 0.9469608051964405,
      "queueWeight": 0.9469608051964405,
      "recentSuccess": 12,
      "recentSuccessRate": 0.21052631578947367,
      "recentTerminal": 57,
      "recentWilsonLowerBound": 0.12474426566891902,
      "running": 16,
      "selectionWeight": 0.2043745731358571,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 9.5,
      "waiting": 12620
    },
    "hygon_k100-ai": {
      "available": true,
      "backlogHours": 781.25,
      "canVerify": true,
      "error": null,
      "gpu": "hygon_k100-ai",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 6,
      "qualityFactor": 0.6169173736419549,
      "queueFactor": 1.0254485180078081,
      "queueWeight": 1.0254485180078081,
      "recentSuccess": 27,
      "recentSuccessRate": 0.28125,
      "recentTerminal": 96,
      "recentWilsonLowerBound": 0.20107282637501533,
      "running": 6,
      "selectionWeight": 0.6326170065344119,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 16.0,
      "waiting": 12500
    }
  },
  "queueAttemptedAt": "2026-09-14T19:58:21.417905+00:00",
  "queueError": null,
  "queueUpdatedAt": "2026-09-14T19:58:21.417905+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",
    "Biren_166m",
    "MetaX_c-500",
    "Sunrise_pt-200-x1",
    "Iluvatar_bi-100",
    "Cambricon_mlu-370-x8",
    "Mthreads_s4000"
  ],
  "taskTypes": [
    "text-generation"
  ],
  "throughputWindowHours": 6,
  "version": 3
}