submmit/.modelhub_state/market_intelligence.json

{
  "communityAttemptedAt": "2026-09-26T20:11:46.363374+00:00",
  "communityError": null,
  "communitySample": {},
  "communityUpdatedAt": "2026-09-26T20:11:46.363374+00:00",
  "frameworkAttemptedAt": "2026-09-26T18:41:56.359307+00:00",
  "frameworkError": null,
  "frameworkStats": {
    "text-generation": {
      "Ascend_910-b4": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 34168,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 15437,
          "successRate": 0.4517970030437837,
          "wilsonLowerBound": 0.4465256967541095
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 38171,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 10783,
          "successRate": 0.2824919441460795,
          "wilsonLowerBound": 0.27799746796705666
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 10299,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4317,
          "successRate": 0.41916690940868045,
          "wilsonLowerBound": 0.40966911190005967
        }
      },
      "Biren_166m": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 64122,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 12091,
          "successRate": 0.18856242787186925,
          "wilsonLowerBound": 0.18555345441815213
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 21725,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4490,
          "successRate": 0.20667433831990795,
          "wilsonLowerBound": 0.20134192589974004
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 6771,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 73,
          "successRate": 0.010781273076355043,
          "wilsonLowerBound": 0.00858391717865285
        }
      },
      "Cambricon_mlu-370-x4": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 26392,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3245,
          "successRate": 0.12295392543194908,
          "wilsonLowerBound": 0.11904681908920223
        },
        "vllm-customized": {
          "framework": "vllm-customized",
          "modelCount": 16481,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1676,
          "successRate": 0.10169285844305564,
          "wilsonLowerBound": 0.09717081215513636
        },
        "vllm-mlu": {
          "framework": "vllm-mlu",
          "modelCount": 12528,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5187,
          "successRate": 0.41403256704980845,
          "wilsonLowerBound": 0.4054350016509264
        }
      },
      "Cambricon_mlu-370-x8": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 24405,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3794,
          "successRate": 0.155459946732227,
          "wilsonLowerBound": 0.15096813744994636
        },
        "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": 45920,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 11422,
          "successRate": 0.2487369337979094,
          "wilsonLowerBound": 0.24480420183377044
        }
      },
      "Iluvatar_bi-100": {
        "transformers": {
          "framework": "transformers",
          "modelCount": 23501,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3092,
          "successRate": 0.13156886940981236,
          "wilsonLowerBound": 0.12730729362391902
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 86759,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 9764,
          "successRate": 0.11254163833146993,
          "wilsonLowerBound": 0.11045581816178694
        },
        "vllm-patch-tokenizer": {
          "framework": "vllm-patch-tokenizer",
          "modelCount": 42163,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5182,
          "successRate": 0.12290396793397054,
          "wilsonLowerBound": 0.11980429313308899
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 36521,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3500,
          "successRate": 0.09583527285671258,
          "wilsonLowerBound": 0.09285858517955846
        }
      },
      "Iluvatar_bi-150": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 89804,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 21640,
          "successRate": 0.2409692218609416,
          "wilsonLowerBound": 0.23818317094979669
        },
        "transformers": {
          "framework": "transformers",
          "modelCount": 5350,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 577,
          "successRate": 0.10785046728971963,
          "wilsonLowerBound": 0.0998180034123832
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 112718,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 16523,
          "successRate": 0.14658705796767155,
          "wilsonLowerBound": 0.1445342602937692
        },
        "vllm_0_17_0_corex_4_4_0": {
          "framework": "vllm_0_17_0_corex_4_4_0",
          "modelCount": 19311,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3673,
          "successRate": 0.19020247527316037,
          "wilsonLowerBound": 0.18472888703622112
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 43076,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5598,
          "successRate": 0.12995635620763302,
          "wilsonLowerBound": 0.12681385711651194
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 7116,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 608,
          "successRate": 0.08544125913434514,
          "wilsonLowerBound": 0.07916786182099259
        }
      },
      "Iluvatar_mrv-100": {
        "transformers": {
          "framework": "transformers",
          "modelCount": 200,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 36,
          "successRate": 0.18,
          "wilsonLowerBound": 0.1329455066253411
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 32092,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5977,
          "successRate": 0.1862457933441356,
          "wilsonLowerBound": 0.18202404512335357
        }
      },
      "Kunlunxin_p-800": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 61185,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 12401,
          "successRate": 0.20268039552177822,
          "wilsonLowerBound": 0.19951376817479044
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 10006,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 2940,
          "successRate": 0.2938237057765341,
          "wilsonLowerBound": 0.28497883334822205
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 14004,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3523,
          "successRate": 0.25157097972007997,
          "wilsonLowerBound": 0.24445297236929567
        }
      },
      "MetaX_c-500": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 63509,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 17392,
          "successRate": 0.2738509502590184,
          "wilsonLowerBound": 0.2703964724480052
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 172,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 117,
          "successRate": 0.6802325581395349,
          "wilsonLowerBound": 0.6072474589202723
        }
      },
      "Mthreads_s4000": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 47159,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 20811,
          "successRate": 0.44129434466379697,
          "wilsonLowerBound": 0.43681774358540393
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 37486,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3865,
          "successRate": 0.10310515925945686,
          "wilsonLowerBound": 0.10006726563864177
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 751,
          "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": 10040,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 743,
          "successRate": 0.07400398406374502,
          "wilsonLowerBound": 0.06904470201407993
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 6343,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 2733,
          "successRate": 0.43086867412896107,
          "wilsonLowerBound": 0.41872739813732224
        }
      },
      "Vastai_va16": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 7391,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 240,
          "successRate": 0.03247192531457178,
          "wilsonLowerBound": 0.02866754709140733
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 13600,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4411,
          "successRate": 0.32433823529411765,
          "wilsonLowerBound": 0.3165210485429848
        }
      },
      "hygon_k100-ai": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 27049,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 13766,
          "successRate": 0.5089282413397908,
          "wilsonLowerBound": 0.5029696608725285
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 63945,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 6561,
          "successRate": 0.10260380014074595,
          "wilsonLowerBound": 0.10027568039621274
        },
        "vllm-patch-tokenizer": {
          "framework": "vllm-patch-tokenizer",
          "modelCount": 12869,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1936,
          "successRate": 0.15043903955241278,
          "wilsonLowerBound": 0.14436663161569308
        }
      }
    }
  },
  "frameworkUpdatedAt": null,
  "generatedAt": "2026-09-26T20:17:47.172597+00:00",
  "gpuStats": {
    "Ascend_910-b4": {
      "available": true,
      "backlogHours": 1361.2380952380952,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 1.7101089601719162,
      "queueFactor": 0.9164929980267658,
      "queueWeight": 0.9164929980267658,
      "recentSuccess": 49,
      "recentSuccessRate": 0.3888888888888889,
      "recentTerminal": 126,
      "recentWilsonLowerBound": 0.3082582420017253,
      "running": 10,
      "selectionWeight": 1.5673028878603945,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 21.0,
      "waiting": 28586
    },
    "Biren_166m": {
      "available": true,
      "backlogHours": 118.55882352941177,
      "canVerify": true,
      "error": null,
      "gpu": "Biren_166m",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 0.23901339591113613,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 35,
      "recentSuccessRate": 0.1715686274509804,
      "recentTerminal": 204,
      "recentWilsonLowerBound": 0.12602579675590234,
      "running": 10,
      "selectionWeight": 0.310717414684477,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 34.0,
      "waiting": 4031
    },
    "Cambricon_mlu-370-x4": {
      "available": true,
      "backlogHours": 1106.560975609756,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.19209543520656364,
      "queueFactor": 0.9454160327876646,
      "queueWeight": 0.9454160327876646,
      "recentSuccess": 15,
      "recentSuccessRate": 0.18292682926829268,
      "recentTerminal": 82,
      "recentWilsonLowerBound": 0.1141092170763672,
      "running": 7,
      "selectionWeight": 0.18161010426960927,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 13.666666666666666,
      "waiting": 15123
    },
    "Cambricon_mlu-370-x8": {
      "available": true,
      "backlogHours": 461.2105263157895,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x8",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.36717492085985964,
      "queueFactor": 1.0780387800278282,
      "queueWeight": 1.0780387800278282,
      "recentSuccess": 25,
      "recentSuccessRate": 0.21929824561403508,
      "recentTerminal": 114,
      "recentWilsonLowerBound": 0.15318272840957878,
      "running": 8,
      "selectionWeight": 0.39582880374057744,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 19.0,
      "waiting": 8763
    },
    "Iluvatar_bi-100": {
      "available": true,
      "backlogHours": 35.984962406015036,
      "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": 0.03007518796992481,
      "recentTerminal": 399,
      "recentWilsonLowerBound": 0.01728627043747113,
      "running": 24,
      "selectionWeight": 0.065,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 66.5,
      "waiting": 2393
    },
    "Iluvatar_bi-150": {
      "available": true,
      "backlogHours": 90.94339622641509,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-150",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 50,
      "qualityFactor": 0.13279161904980966,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 41,
      "recentSuccessRate": 0.1289308176100629,
      "recentTerminal": 318,
      "recentWilsonLowerBound": 0.09647971413338155,
      "running": 6,
      "selectionWeight": 0.17262910476475257,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 53.0,
      "waiting": 4820
    },
    "Iluvatar_mrv-100": {
      "available": true,
      "backlogHours": 1917.9599999999998,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_mrv-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 0.24536778443397755,
      "queueFactor": 0.8705492259239987,
      "queueWeight": 0.8705492259239987,
      "recentSuccess": 11,
      "recentSuccessRate": 0.22,
      "recentTerminal": 50,
      "recentWilsonLowerBound": 0.1275378622430229,
      "running": 2,
      "selectionWeight": 0.21360473480568576,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 8.333333333333334,
      "waiting": 15983
    },
    "Kunlunxin_p-800": {
      "available": true,
      "backlogHours": 366.26751592356686,
      "canVerify": true,
      "error": null,
      "gpu": "Kunlunxin_p-800",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 0.3702520944974091,
      "queueFactor": 1.1159622531443143,
      "queueWeight": 1.1159622531443143,
      "recentSuccess": 33,
      "recentSuccessRate": 0.21019108280254778,
      "recentTerminal": 157,
      "recentWilsonLowerBound": 0.1537649343190204,
      "running": 9,
      "selectionWeight": 0.4131873616067302,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 26.166666666666668,
      "waiting": 9584
    },
    "MetaX_c-500": {
      "available": true,
      "backlogHours": 593.4392523364486,
      "canVerify": true,
      "error": null,
      "gpu": "MetaX_c-500",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 0.9605372134864534,
      "queueFactor": 1.0380369792553499,
      "queueWeight": 1.0380369792553499,
      "recentSuccess": 34,
      "recentSuccessRate": 0.3177570093457944,
      "recentTerminal": 107,
      "recentWilsonLowerBound": 0.23716287314844187,
      "running": 5,
      "selectionWeight": 0.9970731475498292,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 17.833333333333332,
      "waiting": 10583
    },
    "Mthreads_s4000": {
      "available": true,
      "backlogHours": 1981.3125,
      "canVerify": true,
      "error": null,
      "gpu": "Mthreads_s4000",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 2.5,
      "queueFactor": 0.8663159663425252,
      "queueWeight": 0.8663159663425252,
      "recentSuccess": 31,
      "recentSuccessRate": 0.484375,
      "recentTerminal": 64,
      "recentWilsonLowerBound": 0.366333485657839,
      "running": 4,
      "selectionWeight": 2.1657899158563128,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 10.666666666666666,
      "waiting": 21134
    },
    "Sunrise_pt-200-x1": {
      "available": true,
      "backlogHours": 2462.7,
      "canVerify": true,
      "error": null,
      "gpu": "Sunrise_pt-200-x1",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 0.10698333760224973,
      "queueFactor": 0.8385086342386706,
      "queueWeight": 0.8385086342386706,
      "recentSuccess": 7,
      "recentSuccessRate": 0.175,
      "recentTerminal": 40,
      "recentWilsonLowerBound": 0.08745302996883067,
      "running": 2,
      "selectionWeight": 0.08970645229915704,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 6.666666666666667,
      "waiting": 16418
    },
    "Vastai_va16": {
      "available": true,
      "backlogHours": 761.1351351351351,
      "canVerify": true,
      "error": null,
      "gpu": "Vastai_va16",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 16,
      "qualityFactor": 0.6916503490316395,
      "queueFactor": 1.0,
      "queueWeight": 1.0,
      "recentSuccess": 31,
      "recentSuccessRate": 0.27927927927927926,
      "recentTerminal": 111,
      "recentWilsonLowerBound": 0.20427535700815577,
      "running": 17,
      "selectionWeight": 0.6916503490316395,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 18.5,
      "waiting": 14081
    },
    "hygon_k100-ai": {
      "available": true,
      "backlogHours": 775.3880597014926,
      "canVerify": true,
      "error": null,
      "gpu": "hygon_k100-ai",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 6,
      "qualityFactor": 0.48929139491730067,
      "queueFactor": 0.9972209624346153,
      "queueWeight": 0.9972209624346153,
      "recentSuccess": 32,
      "recentSuccessRate": 0.23880597014925373,
      "recentTerminal": 134,
      "recentWilsonLowerBound": 0.1745376602551366,
      "running": 6,
      "selectionWeight": 0.48793163575040605,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 22.333333333333332,
      "waiting": 17317
    }
  },
  "queueAttemptedAt": "2026-09-26T20:17:47.172597+00:00",
  "queueError": null,
  "queueUpdatedAt": "2026-09-26T20:17:47.172597+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
}