submmit/.modelhub_state/market_intelligence.json

{
  "communityAttemptedAt": "2026-09-14T12:40:59.236505+00:00",
  "communityError": null,
  "communitySample": {},
  "communityUpdatedAt": "2026-09-14T12:40:59.236505+00:00",
  "frameworkAttemptedAt": "2026-09-14T08:52:35.873259+00:00",
  "frameworkError": null,
  "frameworkStats": {
    "text-generation": {
      "Ascend_910-b3": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 38903,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 18691,
          "successRate": 0.4804513790710228,
          "wilsonLowerBound": 0.4754887473013081
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 51589,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 14531,
          "successRate": 0.2816685727577584,
          "wilsonLowerBound": 0.27780335476171675
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 2159,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 580,
          "successRate": 0.2686428902269569,
          "wilsonLowerBound": 0.25036847480988095
        }
      },
      "Ascend_910-b4": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 32051,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 13950,
          "successRate": 0.4352438301457053,
          "wilsonLowerBound": 0.42982400747321364
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 37050,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 10563,
          "successRate": 0.2851012145748988,
          "wilsonLowerBound": 0.28052658059967994
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 7797,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3443,
          "successRate": 0.4415800949082981,
          "wilsonLowerBound": 0.43058910752609597
        }
      },
      "Biren_166m": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 63852,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 12067,
          "successRate": 0.18898390026937292,
          "wilsonLowerBound": 0.1859659863111859
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 15938,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3198,
          "successRate": 0.200652528548124,
          "wilsonLowerBound": 0.19450730170886638
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 5588,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 47,
          "successRate": 0.008410880458124553,
          "wilsonLowerBound": 0.006331220151686142
        }
      },
      "Cambricon_mlu-370-x4": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 26055,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3202,
          "successRate": 0.12289387833429284,
          "wilsonLowerBound": 0.11896278620056841
        },
        "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": 10195,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4364,
          "successRate": 0.42805296714075525,
          "wilsonLowerBound": 0.4184770207892547
        }
      },
      "Cambricon_mlu-370-x8": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 24081,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3778,
          "successRate": 0.15688717245961548,
          "wilsonLowerBound": 0.15234831695375226
        },
        "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": 40959,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 10336,
          "successRate": 0.2523499108864963,
          "wilsonLowerBound": 0.2481666600454341
        }
      },
      "Iluvatar_bi-100": {
        "transformers": {
          "framework": "transformers",
          "modelCount": 23002,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3038,
          "successRate": 0.1320754716981132,
          "wilsonLowerBound": 0.1277613667522935
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 86532,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 9763,
          "successRate": 0.11282531317893958,
          "wilsonLowerBound": 0.11073445383652336
        },
        "vllm-patch-tokenizer": {
          "framework": "vllm-patch-tokenizer",
          "modelCount": 39288,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4820,
          "successRate": 0.12268377112604358,
          "wilsonLowerBound": 0.11947648424760395
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 28655,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3314,
          "successRate": 0.115651718722736,
          "wilsonLowerBound": 0.11200021520136422
        }
      },
      "Iluvatar_bi-150": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 87896,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 20604,
          "successRate": 0.23441339765177027,
          "wilsonLowerBound": 0.23162438527040344
        },
        "transformers": {
          "framework": "transformers",
          "modelCount": 5099,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 562,
          "successRate": 0.11021768974308688,
          "wilsonLowerBound": 0.10191366158708373
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 112465,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 16505,
          "successRate": 0.146756768772507,
          "wilsonLowerBound": 0.14470068063362454
        },
        "vllm_0_17_0_corex_4_4_0": {
          "framework": "vllm_0_17_0_corex_4_4_0",
          "modelCount": 16030,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3281,
          "successRate": 0.20467872738615098,
          "wilsonLowerBound": 0.19850390397513457
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 42663,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5552,
          "successRate": 0.13013618357827625,
          "wilsonLowerBound": 0.12697677767960353
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 6301,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 491,
          "successRate": 0.0779241390255515,
          "wilsonLowerBound": 0.07155966553002724
        }
      },
      "Iluvatar_mrv-100": {
        "transformers": {
          "framework": "transformers",
          "modelCount": 198,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 36,
          "successRate": 0.18181818181818182,
          "wilsonLowerBound": 0.1343204258911728
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 30464,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5308,
          "successRate": 0.17423844537815125,
          "wilsonLowerBound": 0.17002005773437032
        }
      },
      "Kunlunxin_p-800": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 60777,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 12381,
          "successRate": 0.20371193050002467,
          "wilsonLowerBound": 0.20052864125350028
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 6692,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1985,
          "successRate": 0.2966228332337119,
          "wilsonLowerBound": 0.2857980735780291
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 12113,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3172,
          "successRate": 0.26186741517378026,
          "wilsonLowerBound": 0.2541142174545183
        }
      },
      "MetaX_c-500": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 59448,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 16198,
          "successRate": 0.27247342215045084,
          "wilsonLowerBound": 0.2689091086929003
        }
      },
      "Mthreads_s4000": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 46164,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 20096,
          "successRate": 0.43531756346937006,
          "wilsonLowerBound": 0.4308003076514547
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 35872,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3170,
          "successRate": 0.08836975914362176,
          "wilsonLowerBound": 0.08547642295677237
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 321,
          "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": 5636,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 2370,
          "successRate": 0.4205110007097232,
          "wilsonLowerBound": 0.4076815301382713
        }
      },
      "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": 10812,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3682,
          "successRate": 0.34054753977062524,
          "wilsonLowerBound": 0.3316728624686578
        }
      },
      "hygon_k100-ai": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 26067,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 13178,
          "successRate": 0.5055434073733073,
          "wilsonLowerBound": 0.4994735245262943
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 61085,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5998,
          "successRate": 0.09819104526479495,
          "wilsonLowerBound": 0.09585641518631678
        },
        "vllm-patch-tokenizer": {
          "framework": "vllm-patch-tokenizer",
          "modelCount": 12266,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1734,
          "successRate": 0.141366378607533,
          "wilsonLowerBound": 0.13531291819401237
        }
      }
    }
  },
  "frameworkUpdatedAt": null,
  "generatedAt": "2026-09-14T12:47:14.726028+00:00",
  "gpuStats": {
    "Ascend_910-b3": {
      "available": true,
      "backlogHours": 829.5266272189349,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b3",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 0.8680145187867766,
      "queueFactor": 0.9852529547406766,
      "queueWeight": 0.9852529547406766,
      "recentSuccess": 52,
      "recentSuccessRate": 0.3076923076923077,
      "recentTerminal": 169,
      "recentWilsonLowerBound": 0.24302579439503535,
      "running": 8,
      "selectionWeight": 0.8552138693924782,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 28.166666666666668,
      "waiting": 23365
    },
    "Ascend_910-b4": {
      "available": true,
      "backlogHours": 1457.4736842105262,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 1.4812182036829418,
      "queueFactor": 0.9053826907875887,
      "queueWeight": 0.9053826907875887,
      "recentSuccess": 45,
      "recentSuccessRate": 0.39473684210526316,
      "recentTerminal": 114,
      "recentWilsonLowerBound": 0.30984804362900914,
      "running": 8,
      "selectionWeight": 1.3410693228940205,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 19.0,
      "waiting": 27692
    },
    "Biren_166m": {
      "available": true,
      "backlogHours": 133.81990521327015,
      "canVerify": true,
      "error": null,
      "gpu": "Biren_166m",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 0.05,
      "queueFactor": 1.2953710532598364,
      "queueWeight": 1.2953710532598364,
      "recentSuccess": 18,
      "recentSuccessRate": 0.08530805687203792,
      "recentTerminal": 211,
      "recentWilsonLowerBound": 0.05464097508525627,
      "running": 2,
      "selectionWeight": 0.06476855266299182,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 35.166666666666664,
      "waiting": 4706
    },
    "Cambricon_mlu-370-x4": {
      "available": true,
      "backlogHours": 1059.1058823529413,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.33565417375954476,
      "queueFactor": 0.949798301527519,
      "queueWeight": 0.949798301527519,
      "recentSuccess": 20,
      "recentSuccessRate": 0.23529411764705882,
      "recentTerminal": 85,
      "recentWilsonLowerBound": 0.1577942000874349,
      "running": 7,
      "selectionWeight": 0.31880376413743833,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 14.166666666666666,
      "waiting": 15004
    },
    "Cambricon_mlu-370-x8": {
      "available": true,
      "backlogHours": 413.9083969465649,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x8",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.2816106188796339,
      "queueFactor": 1.0935450022300814,
      "queueWeight": 1.0935450022300814,
      "recentSuccess": 27,
      "recentSuccessRate": 0.20610687022900764,
      "recentTerminal": 131,
      "recentWilsonLowerBound": 0.145691802277379,
      "running": 7,
      "selectionWeight": 0.3079538848507439,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 21.833333333333332,
      "waiting": 9037
    },
    "Iluvatar_bi-100": {
      "available": true,
      "backlogHours": 50.60377358490566,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 24,
      "qualityFactor": 0.05,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 15,
      "recentSuccessRate": 0.04716981132075472,
      "recentTerminal": 318,
      "recentWilsonLowerBound": 0.028790682829183255,
      "running": 24,
      "selectionWeight": 0.065,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 53.0,
      "waiting": 2682
    },
    "Iluvatar_bi-150": {
      "available": true,
      "backlogHours": 137.3903743315508,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-150",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 50,
      "qualityFactor": 0.5921638471115155,
      "queueFactor": 1.2902648008068944,
      "queueWeight": 1.2902648008068944,
      "recentSuccess": 49,
      "recentSuccessRate": 0.2620320855614973,
      "recentTerminal": 187,
      "recentWilsonLowerBound": 0.2042486261779336,
      "running": 5,
      "selectionWeight": 0.7640481682383838,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 31.166666666666668,
      "waiting": 4282
    },
    "Iluvatar_mrv-100": {
      "available": true,
      "backlogHours": 1904.326530612245,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_mrv-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 0.8967462287724495,
      "queueFactor": 0.8697833362058541,
      "queueWeight": 0.8697833362058541,
      "recentSuccess": 18,
      "recentSuccessRate": 0.3673469387755102,
      "recentTerminal": 49,
      "recentWilsonLowerBound": 0.24664982524781223,
      "running": 2,
      "selectionWeight": 0.7799749265917192,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 8.166666666666666,
      "waiting": 15552
    },
    "Kunlunxin_p-800": {
      "available": true,
      "backlogHours": 673.0799999999999,
      "canVerify": true,
      "error": null,
      "gpu": "Kunlunxin_p-800",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.23184113492722733,
      "queueFactor": 1.0166285286900811,
      "queueWeight": 1.0166285286900811,
      "recentSuccess": 20,
      "recentSuccessRate": 0.2,
      "recentTerminal": 100,
      "recentWilsonLowerBound": 0.1333659225590988,
      "running": 7,
      "selectionWeight": 0.2356963118909057,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 16.666666666666668,
      "waiting": 11218
    },
    "MetaX_c-500": {
      "available": true,
      "backlogHours": 650.8867924528302,
      "canVerify": true,
      "error": null,
      "gpu": "MetaX_c-500",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 0.371089328487074,
      "queueFactor": 1.0217543063205845,
      "queueWeight": 1.0217543063205845,
      "recentSuccess": 25,
      "recentSuccessRate": 0.2358490566037736,
      "recentTerminal": 106,
      "recentWilsonLowerBound": 0.16515930334184276,
      "running": 4,
      "selectionWeight": 0.3791621194112818,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 17.666666666666668,
      "waiting": 11499
    },
    "Mthreads_s4000": {
      "available": true,
      "backlogHours": 2257.8,
      "canVerify": true,
      "error": null,
      "gpu": "Mthreads_s4000",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 2.5,
      "queueFactor": 0.8478508801407012,
      "queueWeight": 0.8478508801407012,
      "recentSuccess": 31,
      "recentSuccessRate": 0.5166666666666667,
      "recentTerminal": 60,
      "recentWilsonLowerBound": 0.39307594850843575,
      "running": 4,
      "selectionWeight": 2.119627200351753,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 10.0,
      "waiting": 22578
    },
    "Sunrise_pt-200-x1": {
      "available": true,
      "backlogHours": 5903.2,
      "canVerify": true,
      "error": null,
      "gpu": "Sunrise_pt-200-x1",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 0.5545281543469711,
      "queueFactor": 0.7340221594171906,
      "queueWeight": 0.7340221594171906,
      "recentSuccess": 6,
      "recentSuccessRate": 0.4,
      "recentTerminal": 15,
      "recentWilsonLowerBound": 0.19824228082594664,
      "running": 2,
      "selectionWeight": 0.4070359533113929,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 2.5,
      "waiting": 14758
    },
    "Vastai_va16": {
      "available": true,
      "backlogHours": 1438.5,
      "canVerify": true,
      "error": null,
      "gpu": "Vastai_va16",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 16,
      "qualityFactor": 0.4667011728457897,
      "queueFactor": 0.9071640175689872,
      "queueWeight": 0.9071640175689872,
      "recentSuccess": 15,
      "recentSuccessRate": 0.28846153846153844,
      "recentTerminal": 52,
      "recentWilsonLowerBound": 0.18329802341828694,
      "running": 16,
      "selectionWeight": 0.4233745109629449,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 8.666666666666666,
      "waiting": 12467
    },
    "hygon_k100-ai": {
      "available": true,
      "backlogHours": 629.0,
      "canVerify": true,
      "error": null,
      "gpu": "hygon_k100-ai",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 6,
      "qualityFactor": 0.4670052757433565,
      "queueFactor": 1.0270100626245502,
      "queueWeight": 1.0270100626245502,
      "recentSuccess": 29,
      "recentSuccessRate": 0.2543859649122807,
      "recentTerminal": 114,
      "recentWilsonLowerBound": 0.18335230338938902,
      "running": 6,
      "selectionWeight": 0.4796191174871799,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 19.0,
      "waiting": 11951
    }
  },
  "queueAttemptedAt": "2026-09-14T12:44:05.190507+00:00",
  "queueError": null,
  "queueUpdatedAt": "2026-09-14T12:44:05.190507+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
}