submmit/.modelhub_state/market_intelligence.json

{
  "communityAttemptedAt": "2026-09-16T19:25:03.283307+00:00",
  "communityError": null,
  "communitySample": {},
  "communityUpdatedAt": "2026-09-16T19:25:03.283307+00:00",
  "frameworkAttemptedAt": "2026-09-16T14:37:17.574684+00:00",
  "frameworkError": null,
  "frameworkStats": {
    "text-generation": {
      "Ascend_910-b3": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 39244,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 18905,
          "successRate": 0.4817296911629803,
          "wilsonLowerBound": 0.47678805295545296
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 52176,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 14666,
          "successRate": 0.28108708984973935,
          "wilsonLowerBound": 0.27724605186388557
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 2451,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 669,
          "successRate": 0.2729498164014688,
          "wilsonLowerBound": 0.2556790305814017
        }
      },
      "Ascend_910-b4": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 32450,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 14222,
          "successRate": 0.4382742681047766,
          "wilsonLowerBound": 0.4328832554726047
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 37235,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 10610,
          "successRate": 0.28494695850678126,
          "wilsonLowerBound": 0.2803844088456691
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 8254,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3602,
          "successRate": 0.43639447540586385,
          "wilsonLowerBound": 0.4257273186463678
        }
      },
      "Biren_166m": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 63886,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 12070,
          "successRate": 0.18893028206492815,
          "wilsonLowerBound": 0.18591349982583322
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 16390,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3279,
          "successRate": 0.20006101281269068,
          "wilsonLowerBound": 0.1940070331487217
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 5748,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 51,
          "successRate": 0.008872651356993737,
          "wilsonLowerBound": 0.006755067079755657
        }
      },
      "Cambricon_mlu-370-x4": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 26104,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3211,
          "successRate": 0.12300796812749004,
          "wilsonLowerBound": 0.11907890985632662
        },
        "vllm-customized": {
          "framework": "vllm-customized",
          "modelCount": 16463,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1674,
          "successRate": 0.10168256089412622,
          "wilsonLowerBound": 0.09715830306169429
        },
        "vllm-mlu": {
          "framework": "vllm-mlu",
          "modelCount": 10673,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4522,
          "successRate": 0.42368593647521785,
          "wilsonLowerBound": 0.41434018865755295
        }
      },
      "Cambricon_mlu-370-x8": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 24113,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3781,
          "successRate": 0.156803384066686,
          "wilsonLowerBound": 0.15226851594191673
        },
        "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": 41865,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 10524,
          "successRate": 0.2513794338946614,
          "wilsonLowerBound": 0.2472468450875897
        }
      },
      "Iluvatar_bi-100": {
        "transformers": {
          "framework": "transformers",
          "modelCount": 23169,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3051,
          "successRate": 0.13168457853165869,
          "wilsonLowerBound": 0.12739136806252052
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 86586,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 9764,
          "successRate": 0.11276649804818331,
          "wilsonLowerBound": 0.11067676753074022
        },
        "vllm-patch-tokenizer": {
          "framework": "vllm-patch-tokenizer",
          "modelCount": 39828,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4891,
          "successRate": 0.12280305312845234,
          "wilsonLowerBound": 0.1196159765873758
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 30145,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3355,
          "successRate": 0.11129540553989054,
          "wilsonLowerBound": 0.10779450966780564
        }
      },
      "Iluvatar_bi-150": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 88245,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 20831,
          "successRate": 0.23605870020964362,
          "wilsonLowerBound": 0.23326833779223471
        },
        "transformers": {
          "framework": "transformers",
          "modelCount": 5140,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 565,
          "successRate": 0.10992217898832685,
          "wilsonLowerBound": 0.1016604529148705
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 112491,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 16506,
          "successRate": 0.14673173853908314,
          "wilsonLowerBound": 0.1446760335022412
        },
        "vllm_0_17_0_corex_4_4_0": {
          "framework": "vllm_0_17_0_corex_4_4_0",
          "modelCount": 16508,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3361,
          "successRate": 0.20359825539132542,
          "wilsonLowerBound": 0.1975248052469664
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 42778,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5570,
          "successRate": 0.1302071158071906,
          "wilsonLowerBound": 0.12705116982567116
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 6520,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 522,
          "successRate": 0.08006134969325153,
          "wilsonLowerBound": 0.07371839332095627
        }
      },
      "Iluvatar_mrv-100": {
        "transformers": {
          "framework": "transformers",
          "modelCount": 200,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 36,
          "successRate": 0.18,
          "wilsonLowerBound": 0.1329455066253411
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 30781,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5428,
          "successRate": 0.17634254897501705,
          "wilsonLowerBound": 0.17212539494046403
        }
      },
      "Kunlunxin_p-800": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 60815,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 12386,
          "successRate": 0.20366685850530297,
          "wilsonLowerBound": 0.2004848244460515
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 7166,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 2096,
          "successRate": 0.29249232486742954,
          "wilsonLowerBound": 0.28207302390780453
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 12427,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3229,
          "successRate": 0.259837450712159,
          "wilsonLowerBound": 0.2522019189385515
        }
      },
      "MetaX_c-500": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 60142,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 16433,
          "successRate": 0.27323667320674405,
          "wilsonLowerBound": 0.269689739664324
        }
      },
      "Mthreads_s4000": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 46374,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 20239,
          "successRate": 0.4364298960624488,
          "wilsonLowerBound": 0.4319214655935593
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 36178,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3296,
          "successRate": 0.091105091492067,
          "wilsonLowerBound": 0.0881830910725132
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 411,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 0,
          "successRate": 0.0,
          "wilsonLowerBound": 0.0
        }
      },
      "Sunrise_pt-200-x1": {
        "sglang": {
          "framework": "sglang",
          "modelCount": 6277,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 192,
          "successRate": 0.03058786044288673,
          "wilsonLowerBound": 0.026606614466574273
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 10018,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 735,
          "successRate": 0.07336793771211819,
          "wilsonLowerBound": 0.06842393454370647
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 5782,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 2441,
          "successRate": 0.42217225873400205,
          "wilsonLowerBound": 0.4094970984451363
        }
      },
      "Vastai_va16": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 7371,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 235,
          "successRate": 0.031881698548365214,
          "wilsonLowerBound": 0.028108410814796363
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 11216,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3760,
          "successRate": 0.33523537803138376,
          "wilsonLowerBound": 0.32655643578981447
        }
      },
      "hygon_k100-ai": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 26237,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 13287,
          "successRate": 0.5064222281510844,
          "wilsonLowerBound": 0.5003720401797029
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 61709,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 6126,
          "successRate": 0.09927239138537329,
          "wilsonLowerBound": 0.09693792577725639
        },
        "vllm-patch-tokenizer": {
          "framework": "vllm-patch-tokenizer",
          "modelCount": 12352,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1753,
          "successRate": 0.14192033678756477,
          "wilsonLowerBound": 0.13587739078820216
        }
      }
    }
  },
  "frameworkUpdatedAt": null,
  "generatedAt": "2026-09-16T19:27:52.324908+00:00",
  "gpuStats": {
    "Ascend_910-b3": {
      "available": true,
      "backlogHours": 1178.311475409836,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b3",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 1.0180057624073173,
      "queueFactor": 0.992635770339434,
      "queueWeight": 0.992635770339434,
      "recentSuccess": 39,
      "recentSuccessRate": 0.319672131147541,
      "recentTerminal": 122,
      "recentWilsonLowerBound": 0.24351046547889818,
      "running": 8,
      "selectionWeight": 1.0105089341771702,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 20.333333333333332,
      "waiting": 23959
    },
    "Ascend_910-b4": {
      "available": true,
      "backlogHours": 1277.4135338345864,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 2.434453830477673,
      "queueFactor": 0.9806842723243784,
      "queueWeight": 0.9806842723243784,
      "recentSuccess": 59,
      "recentSuccessRate": 0.44360902255639095,
      "recentTerminal": 133,
      "recentWilsonLowerBound": 0.3619360654685559,
      "running": 8,
      "selectionWeight": 2.387430583249292,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 22.166666666666668,
      "waiting": 28316
    },
    "Biren_166m": {
      "available": true,
      "backlogHours": 207.4814814814815,
      "canVerify": true,
      "error": null,
      "gpu": "Biren_166m",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.16594442879551113,
      "queueFactor": 1.2880479664312499,
      "queueWeight": 1.2880479664312499,
      "recentSuccess": 25,
      "recentSuccessRate": 0.15432098765432098,
      "recentTerminal": 162,
      "recentWilsonLowerBound": 0.1067658535481554,
      "running": 7,
      "selectionWeight": 0.21374438405065346,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 27.0,
      "waiting": 5602
    },
    "Cambricon_mlu-370-x4": {
      "available": true,
      "backlogHours": 1182.8461538461538,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.2576315545602303,
      "queueFactor": 0.9920640177781113,
      "queueWeight": 0.9920640177781113,
      "recentSuccess": 16,
      "recentSuccessRate": 0.20512820512820512,
      "recentTerminal": 78,
      "recentWilsonLowerBound": 0.13039684796163398,
      "running": 7,
      "selectionWeight": 0.25558699512344274,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 13.0,
      "waiting": 15377
    },
    "Cambricon_mlu-370-x8": {
      "available": true,
      "backlogHours": 517.9285714285714,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x8",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.3055902542650391,
      "queueFactor": 1.1228932131223328,
      "queueWeight": 1.1228932131223328,
      "recentSuccess": 23,
      "recentSuccessRate": 0.20535714285714285,
      "recentTerminal": 112,
      "recentWilsonLowerBound": 0.1409182677957109,
      "running": 7,
      "selectionWeight": 0.3431452225105404,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 18.666666666666668,
      "waiting": 9668
    },
    "Iluvatar_bi-100": {
      "available": true,
      "backlogHours": 41.24804177545692,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 24,
      "qualityFactor": 0.05,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 12,
      "recentSuccessRate": 0.031331592689295036,
      "recentTerminal": 383,
      "recentWilsonLowerBound": 0.01801200451228654,
      "running": 24,
      "selectionWeight": 0.065,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 63.833333333333336,
      "waiting": 2633
    },
    "Iluvatar_bi-150": {
      "available": true,
      "backlogHours": 103.35483870967741,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-150",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 50,
      "qualityFactor": 0.17797660523534262,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 37,
      "recentSuccessRate": 0.14919354838709678,
      "recentTerminal": 248,
      "recentWilsonLowerBound": 0.11021752851110382,
      "running": 13,
      "selectionWeight": 0.2313695868059454,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 41.333333333333336,
      "waiting": 4272
    },
    "Iluvatar_mrv-100": {
      "available": true,
      "backlogHours": 3439.285714285714,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_mrv-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 1.5560846317316597,
      "queueFactor": 0.8452957763716772,
      "queueWeight": 0.8452957763716772,
      "recentSuccess": 13,
      "recentSuccessRate": 0.4642857142857143,
      "recentTerminal": 28,
      "recentWilsonLowerBound": 0.2953130373965958,
      "running": 2,
      "selectionWeight": 1.3153517668796486,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 4.666666666666667,
      "waiting": 16050
    },
    "Kunlunxin_p-800": {
      "available": true,
      "backlogHours": 815.4285714285714,
      "canVerify": true,
      "error": null,
      "gpu": "Kunlunxin_p-800",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 0.2575300639792735,
      "queueFactor": 1.0489892767926332,
      "queueWeight": 1.0489892767926332,
      "recentSuccess": 17,
      "recentSuccessRate": 0.20238095238095238,
      "recentTerminal": 84,
      "recentWilsonLowerBound": 0.13037349630137582,
      "running": 8,
      "selectionWeight": 0.2701462755659787,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 14.0,
      "waiting": 11416
    },
    "MetaX_c-500": {
      "available": true,
      "backlogHours": 1065.0,
      "canVerify": true,
      "error": null,
      "gpu": "MetaX_c-500",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 0.9113438250870326,
      "queueFactor": 1.0078049709789598,
      "queueWeight": 1.0078049709789598,
      "recentSuccess": 22,
      "recentSuccessRate": 0.3333333333333333,
      "recentTerminal": 66,
      "recentWilsonLowerBound": 0.23156267004508024,
      "running": 4,
      "selectionWeight": 0.9184568371936911,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 11.0,
      "waiting": 11715
    },
    "Mthreads_s4000": {
      "available": true,
      "backlogHours": 2304.0,
      "canVerify": true,
      "error": null,
      "gpu": "Mthreads_s4000",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 2.5,
      "queueFactor": 0.897649030423691,
      "queueWeight": 0.897649030423691,
      "recentSuccess": 31,
      "recentSuccessRate": 0.484375,
      "recentTerminal": 64,
      "recentWilsonLowerBound": 0.366333485657839,
      "running": 4,
      "selectionWeight": 2.244122576059228,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 10.666666666666666,
      "waiting": 24576
    },
    "Sunrise_pt-200-x1": {
      "available": true,
      "backlogHours": 3880.5,
      "canVerify": true,
      "error": null,
      "gpu": "Sunrise_pt-200-x1",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 1.3722537803020316,
      "queueFactor": 0.8301293789676378,
      "queueWeight": 0.8301293789676378,
      "recentSuccess": 11,
      "recentSuccessRate": 0.4583333333333333,
      "recentTerminal": 24,
      "recentWilsonLowerBound": 0.2789105835168143,
      "running": 2,
      "selectionWeight": 1.1391481784281188,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 4.0,
      "waiting": 15522
    },
    "Vastai_va16": {
      "available": true,
      "backlogHours": 1966.3255813953488,
      "canVerify": true,
      "error": null,
      "gpu": "Vastai_va16",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 16,
      "qualityFactor": 0.19253214352651984,
      "queueFactor": 0.919243617054023,
      "queueWeight": 0.919243617054023,
      "recentSuccess": 9,
      "recentSuccessRate": 0.20930232558139536,
      "recentTerminal": 43,
      "recentWilsonLowerBound": 0.11422705997811458,
      "running": 16,
      "selectionWeight": 0.1769839440144824,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 7.166666666666667,
      "waiting": 14092
    },
    "hygon_k100-ai": {
      "available": true,
      "backlogHours": 970.9411764705883,
      "canVerify": true,
      "error": null,
      "gpu": "hygon_k100-ai",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 6,
      "qualityFactor": 0.6435232392185821,
      "queueFactor": 1.021880235550325,
      "queueWeight": 1.021880235550325,
      "recentSuccess": 24,
      "recentSuccessRate": 0.2823529411764706,
      "recentTerminal": 85,
      "recentWilsonLowerBound": 0.1976871950548005,
      "running": 6,
      "selectionWeight": 0.6576036792747928,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 14.166666666666666,
      "waiting": 13755
    }
  },
  "queueAttemptedAt": "2026-09-16T19:21:58.354095+00:00",
  "queueError": null,
  "queueUpdatedAt": "2026-09-16T19:21:58.354095+00:00",
  "supportedGpus": [
    "Vastai_va16",
    "Kunlunxin_p-800",
    "Iluvatar_mrv-100",
    "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
}