submmit/.modelhub_state/market_intelligence.json

{
  "communityAttemptedAt": "2026-09-29T01:12:47.377589+00:00",
  "communityError": null,
  "communitySample": {},
  "communityUpdatedAt": "2026-09-29T01:12:47.377589+00:00",
  "frameworkAttemptedAt": "2026-09-28T21:05:57.164298+00:00",
  "frameworkError": null,
  "frameworkStats": {
    "text-generation": {
      "Ascend_910-b4": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 34533,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 15713,
          "successRate": 0.4550140445371094,
          "wilsonLowerBound": 0.4497671052760155
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 38441,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 10817,
          "successRate": 0.2813922634686923,
          "wilsonLowerBound": 0.2769189579071585
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 10613,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4446,
          "successRate": 0.41892019221709226,
          "wilsonLowerBound": 0.40956431866304654
        }
      },
      "Biren_166m": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 64129,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 12092,
          "successRate": 0.18855743891219262,
          "wilsonLowerBound": 0.18554865970293316
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 22992,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4734,
          "successRate": 0.20589770354906053,
          "wilsonLowerBound": 0.20072029150969592
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 6923,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 75,
          "successRate": 0.010833453705041168,
          "wilsonLowerBound": 0.00865184716925329
        }
      },
      "Cambricon_mlu-370-x4": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 26451,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3249,
          "successRate": 0.12283089486219803,
          "wilsonLowerBound": 0.11892980785559724
        },
        "vllm-customized": {
          "framework": "vllm-customized",
          "modelCount": 16488,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1676,
          "successRate": 0.10164968461911693,
          "wilsonLowerBound": 0.09712945700177714
        },
        "vllm-mlu": {
          "framework": "vllm-mlu",
          "modelCount": 12949,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5326,
          "successRate": 0.41130589234689935,
          "wilsonLowerBound": 0.4028579148889184
        }
      },
      "Cambricon_mlu-370-x8": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 24444,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3796,
          "successRate": 0.15529373261332025,
          "wilsonLowerBound": 0.15080747253989712
        },
        "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": 46730,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 11619,
          "successRate": 0.2486411298951423,
          "wilsonLowerBound": 0.24474296077799032
        }
      },
      "Iluvatar_bi-100": {
        "transformers": {
          "framework": "transformers",
          "modelCount": 23552,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3096,
          "successRate": 0.13145380434782608,
          "wilsonLowerBound": 0.12719840064586643
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 86792,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 9764,
          "successRate": 0.11249884782007559,
          "wilsonLowerBound": 0.11041377190444403
        },
        "vllm-patch-tokenizer": {
          "framework": "vllm-patch-tokenizer",
          "modelCount": 42884,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5248,
          "successRate": 0.12237664396977894,
          "wilsonLowerBound": 0.11930863772281997
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 38028,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3539,
          "successRate": 0.09306300620595351,
          "wilsonLowerBound": 0.09018397869704897
        }
      },
      "Iluvatar_bi-150": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 90272,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 21916,
          "successRate": 0.24277738390641618,
          "wilsonLowerBound": 0.2399913486994
        },
        "transformers": {
          "framework": "transformers",
          "modelCount": 5388,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 579,
          "successRate": 0.10746102449888642,
          "wilsonLowerBound": 0.09946937877331236
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 112748,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 16525,
          "successRate": 0.14656579274133466,
          "wilsonLowerBound": 0.14451339134124666
        },
        "vllm_0_17_0_corex_4_4_0": {
          "framework": "vllm_0_17_0_corex_4_4_0",
          "modelCount": 20091,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3704,
          "successRate": 0.18436115673684733,
          "wilsonLowerBound": 0.17905952155656935
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 43260,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5630,
          "successRate": 0.1301433194637078,
          "wilsonLowerBound": 0.12700548656361685
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 7313,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 643,
          "successRate": 0.08792561192397101,
          "wilsonLowerBound": 0.08164951950647713
        }
      },
      "Iluvatar_mrv-100": {
        "transformers": {
          "framework": "transformers",
          "modelCount": 200,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 36,
          "successRate": 0.18,
          "wilsonLowerBound": 0.1329455066253411
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 32382,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 6096,
          "successRate": 0.1882527329998147,
          "wilsonLowerBound": 0.18403200391274757
        }
      },
      "Kunlunxin_p-800": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 61247,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 12404,
          "successRate": 0.20252420526719675,
          "wilsonLowerBound": 0.19936009657198306
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 10720,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3142,
          "successRate": 0.29309701492537316,
          "wilsonLowerBound": 0.2845555927515729
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 14225,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3580,
          "successRate": 0.2516695957820738,
          "wilsonLowerBound": 0.24460560675236612
        }
      },
      "MetaX_c-500": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 64179,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 17590,
          "successRate": 0.27407719035821687,
          "wilsonLowerBound": 0.2706398188702584
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 275,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 175,
          "successRate": 0.6363636363636364,
          "wilsonLowerBound": 0.5779907520144166
        }
      },
      "Mthreads_s4000": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 47335,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 20930,
          "successRate": 0.44216752931234815,
          "wilsonLowerBound": 0.43769825507689475
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 37778,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3996,
          "successRate": 0.10577584837736248,
          "wilsonLowerBound": 0.10271446494439464
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 784,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 0,
          "successRate": 0.0,
          "wilsonLowerBound": 0.0
        }
      },
      "Sunrise_pt-200-x1": {
        "sglang": {
          "framework": "sglang",
          "modelCount": 6282,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 192,
          "successRate": 0.030563514804202482,
          "wilsonLowerBound": 0.02658539726335166
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 10042,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 744,
          "successRate": 0.07408882692690699,
          "wilsonLowerBound": 0.06912729387165777
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 6465,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 2798,
          "successRate": 0.43279195668986853,
          "wilsonLowerBound": 0.42075773569172253
        }
      },
      "Vastai_va16": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 7396,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 242,
          "successRate": 0.032720389399675504,
          "wilsonLowerBound": 0.028902224054213495
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 14271,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4627,
          "successRate": 0.32422395066918924,
          "wilsonLowerBound": 0.31659229138634054
        }
      },
      "hygon_k100-ai": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 27233,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 13873,
          "successRate": 0.5094187199353726,
          "wilsonLowerBound": 0.5034803423077188
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 64376,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 6654,
          "successRate": 0.10336150118056418,
          "wilsonLowerBound": 0.10103341863374089
        },
        "vllm-patch-tokenizer": {
          "framework": "vllm-patch-tokenizer",
          "modelCount": 12977,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1984,
          "successRate": 0.15288587500963244,
          "wilsonLowerBound": 0.14679677068017088
        }
      }
    }
  },
  "frameworkUpdatedAt": null,
  "generatedAt": "2026-09-29T01:21:34.952865+00:00",
  "gpuStats": {
    "Ascend_910-b4": {
      "available": true,
      "backlogHours": 1079.4782608695652,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 0.7027458084939985,
      "queueFactor": 0.9457601767302952,
      "queueWeight": 0.9457601767302952,
      "recentSuccess": 46,
      "recentSuccessRate": 0.2857142857142857,
      "recentTerminal": 161,
      "recentWilsonLowerBound": 0.22156325136594038,
      "running": 8,
      "selectionWeight": 0.6646290000377582,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 26.833333333333332,
      "waiting": 28966
    },
    "Biren_166m": {
      "available": true,
      "backlogHours": 126.8695652173913,
      "canVerify": true,
      "error": null,
      "gpu": "Biren_166m",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 0.08137371051901562,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 25,
      "recentSuccessRate": 0.12077294685990338,
      "recentTerminal": 207,
      "recentWilsonLowerBound": 0.08315730217427925,
      "running": 8,
      "selectionWeight": 0.10578582367472031,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 34.5,
      "waiting": 4377
    },
    "Cambricon_mlu-370-x4": {
      "available": true,
      "backlogHours": 1225.2631578947369,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.3737637901900044,
      "queueFactor": 0.927958815804848,
      "queueWeight": 0.927958815804848,
      "recentSuccess": 19,
      "recentSuccessRate": 0.25,
      "recentTerminal": 76,
      "recentWilsonLowerBound": 0.16628799382577897,
      "running": 7,
      "selectionWeight": 0.3468374041354481,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 12.666666666666666,
      "waiting": 15520
    },
    "Cambricon_mlu-370-x8": {
      "available": true,
      "backlogHours": 398.4360902255639,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x8",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.054920593167646636,
      "queueFactor": 1.098270473106437,
      "queueWeight": 1.098270473106437,
      "recentSuccess": 15,
      "recentSuccessRate": 0.11278195488721804,
      "recentTerminal": 133,
      "recentWilsonLowerBound": 0.06954841785435961,
      "running": 7,
      "selectionWeight": 0.060317665841517425,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 22.166666666666668,
      "waiting": 8832
    },
    "Iluvatar_bi-100": {
      "available": true,
      "backlogHours": 36.71666666666667,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 24,
      "qualityFactor": 0.05,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 7,
      "recentSuccessRate": 0.019444444444444445,
      "recentTerminal": 360,
      "recentWilsonLowerBound": 0.00944999595030477,
      "running": 24,
      "selectionWeight": 0.065,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 60.0,
      "waiting": 2203
    },
    "Iluvatar_bi-150": {
      "available": true,
      "backlogHours": 113.66165413533834,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-150",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 50,
      "qualityFactor": 0.05,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 25,
      "recentSuccessRate": 0.09398496240601503,
      "recentTerminal": 266,
      "recentWilsonLowerBound": 0.06447108045404758,
      "running": 7,
      "selectionWeight": 0.065,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 44.333333333333336,
      "waiting": 5039
    },
    "Iluvatar_mrv-100": {
      "available": true,
      "backlogHours": 2070.0,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_mrv-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 0.3891437158368438,
      "queueFactor": 0.8577634890869659,
      "queueWeight": 0.8577634890869659,
      "recentSuccess": 13,
      "recentSuccessRate": 0.2765957446808511,
      "recentTerminal": 47,
      "recentWilsonLowerBound": 0.16936405991152934,
      "running": 2,
      "selectionWeight": 0.33379327145247795,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 7.833333333333333,
      "waiting": 16215
    },
    "Kunlunxin_p-800": {
      "available": true,
      "backlogHours": 326.3859649122807,
      "canVerify": true,
      "error": null,
      "gpu": "Kunlunxin_p-800",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 0.2593725889466404,
      "queueFactor": 1.131627224223099,
      "queueWeight": 1.131627224223099,
      "recentSuccess": 33,
      "recentSuccessRate": 0.19298245614035087,
      "recentTerminal": 171,
      "recentWilsonLowerBound": 0.14084347623053362,
      "running": 8,
      "selectionWeight": 0.2935130828692455,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 28.5,
      "waiting": 9302
    },
    "MetaX_c-500": {
      "available": true,
      "backlogHours": 447.7714285714286,
      "canVerify": true,
      "error": null,
      "gpu": "MetaX_c-500",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 0.2904387735454363,
      "queueFactor": 1.0792067461745474,
      "queueWeight": 1.0792067461745474,
      "recentSuccess": 29,
      "recentSuccessRate": 0.20714285714285716,
      "recentTerminal": 140,
      "recentWilsonLowerBound": 0.14827529229642786,
      "running": 4,
      "selectionWeight": 0.3134434837608965,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 23.333333333333332,
      "waiting": 10448
    },
    "Mthreads_s4000": {
      "available": true,
      "backlogHours": 2134.6451612903224,
      "canVerify": true,
      "error": null,
      "gpu": "Mthreads_s4000",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 2.5,
      "queueFactor": 0.8538159318016814,
      "queueWeight": 0.8538159318016814,
      "recentSuccess": 32,
      "recentSuccessRate": 0.5161290322580645,
      "recentTerminal": 62,
      "recentWilsonLowerBound": 0.3944724746061819,
      "running": 4,
      "selectionWeight": 2.1345398295042033,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 10.333333333333334,
      "waiting": 22058
    },
    "Sunrise_pt-200-x1": {
      "available": true,
      "backlogHours": 1992.8235294117646,
      "canVerify": true,
      "error": null,
      "gpu": "Sunrise_pt-200-x1",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 0.19926550654194217,
      "queueFactor": 0.862666199158745,
      "queueWeight": 0.862666199158745,
      "recentSuccess": 11,
      "recentSuccessRate": 0.21568627450980393,
      "recentTerminal": 51,
      "recentWilsonLowerBound": 0.12493811244188556,
      "running": 2,
      "selectionWeight": 0.1718996171519793,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 8.5,
      "waiting": 16939
    },
    "Vastai_va16": {
      "available": true,
      "backlogHours": 744.3103448275863,
      "canVerify": true,
      "error": null,
      "gpu": "Vastai_va16",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 16,
      "qualityFactor": 0.23981081524416487,
      "queueFactor": 1.0,
      "queueWeight": 1.0,
      "recentSuccess": 23,
      "recentSuccessRate": 0.19827586206896552,
      "recentTerminal": 116,
      "recentWilsonLowerBound": 0.13591176378176467,
      "running": 16,
      "selectionWeight": 0.23981081524416487,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 19.333333333333332,
      "waiting": 14390
    },
    "hygon_k100-ai": {
      "available": true,
      "backlogHours": 836.7727272727273,
      "canVerify": true,
      "error": null,
      "gpu": "hygon_k100-ai",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 6,
      "qualityFactor": 0.5044766047333598,
      "queueFactor": 0.9825891873176547,
      "queueWeight": 0.9825891873176547,
      "recentSuccess": 34,
      "recentSuccessRate": 0.25757575757575757,
      "recentTerminal": 132,
      "recentWilsonLowerBound": 0.19057354975943824,
      "running": 6,
      "selectionWeight": 0.49569325706572165,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 22.0,
      "waiting": 18409
    }
  },
  "queueAttemptedAt": "2026-09-29T01:17:10.459164+00:00",
  "queueError": null,
  "queueUpdatedAt": "2026-09-29T01:17:10.459164+00:00",
  "supportedGpus": [
    "Vastai_va16",
    "Cambricon_mlu-370-x4",
    "Kunlunxin_p-800",
    "Iluvatar_mrv-100",
    "Iluvatar_bi-150",
    "Ascend_910-b4",
    "hygon_k100-ai",
    "MetaX_c-500",
    "Sunrise_pt-200-x1",
    "Biren_166m",
    "Iluvatar_bi-100",
    "Cambricon_mlu-370-x8",
    "Mthreads_s4000"
  ],
  "taskTypes": [
    "text-generation"
  ],
  "throughputWindowHours": 6,
  "version": 3
}