submmit/.modelhub_state/market_intelligence.json

{
  "communityAttemptedAt": "2026-09-13T13:40:48.503357+00:00",
  "communityError": null,
  "communitySample": {},
  "communityUpdatedAt": "2026-09-13T13:40:48.503357+00:00",
  "frameworkAttemptedAt": "2026-09-13T12:45:47.364313+00:00",
  "frameworkError": null,
  "frameworkStats": {
    "text-generation": {
      "Ascend_910-b3": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 38776,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 18600,
          "successRate": 0.4796781514338766,
          "wilsonLowerBound": 0.4747077870644458
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 51329,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 14469,
          "successRate": 0.2818874320559528,
          "wilsonLowerBound": 0.27801154412310947
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 2066,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 549,
          "successRate": 0.26573088092933206,
          "wilsonLowerBound": 0.24713083000635674
        }
      },
      "Ascend_910-b4": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 31922,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 13858,
          "successRate": 0.43412066913100683,
          "wilsonLowerBound": 0.42869168181785944
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 36971,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 10547,
          "successRate": 0.28527765005003924,
          "wilsonLowerBound": 0.2806972814723312
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 7622,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3374,
          "successRate": 0.4426659669378116,
          "wilsonLowerBound": 0.4315465279998519
        }
      },
      "Biren_166m": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 63837,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 12065,
          "successRate": 0.18899697667496906,
          "wilsonLowerBound": 0.18597862901674025
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 15463,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3118,
          "successRate": 0.2016426307960939,
          "wilsonLowerBound": 0.19539298243335687
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 5478,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 45,
          "successRate": 0.008214676889375685,
          "wilsonLowerBound": 0.006145143024973394
        }
      },
      "Cambricon_mlu-370-x4": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 26032,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3198,
          "successRate": 0.12284880147510756,
          "wilsonLowerBound": 0.11891663308981092
        },
        "vllm-customized": {
          "framework": "vllm-customized",
          "modelCount": 16457,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1672,
          "successRate": 0.10159810415020963,
          "wilsonLowerBound": 0.09707475831962524
        },
        "vllm-mlu": {
          "framework": "vllm-mlu",
          "modelCount": 10010,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4299,
          "successRate": 0.4294705294705295,
          "wilsonLowerBound": 0.4198022447157606
        }
      },
      "Cambricon_mlu-370-x8": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 24070,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3777,
          "successRate": 0.15691732447029497,
          "wilsonLowerBound": 0.15237708044032894
        },
        "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": 40629,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 10251,
          "successRate": 0.2523074651111275,
          "wilsonLowerBound": 0.24810759476921498
        }
      },
      "Iluvatar_bi-100": {
        "transformers": {
          "framework": "transformers",
          "modelCount": 22984,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3035,
          "successRate": 0.13204838148277062,
          "wilsonLowerBound": 0.1277329965860188
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 86521,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 9762,
          "successRate": 0.1128280995365287,
          "wilsonLowerBound": 0.11073708553293825
        },
        "vllm-patch-tokenizer": {
          "framework": "vllm-patch-tokenizer",
          "modelCount": 39116,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4801,
          "successRate": 0.12273749872175069,
          "wilsonLowerBound": 0.11952263161825838
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 27920,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3300,
          "successRate": 0.11819484240687679,
          "wilsonLowerBound": 0.11446036420870193
        }
      },
      "Iluvatar_bi-150": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 87754,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 20509,
          "successRate": 0.23371014426692802,
          "wilsonLowerBound": 0.23092183877771638
        },
        "transformers": {
          "framework": "transformers",
          "modelCount": 5092,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 562,
          "successRate": 0.11036920659858601,
          "wilsonLowerBound": 0.10205438887492263
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 112456,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 16504,
          "successRate": 0.14675962154086933,
          "wilsonLowerBound": 0.14470343487009737
        },
        "vllm_0_17_0_corex_4_4_0": {
          "framework": "vllm_0_17_0_corex_4_4_0",
          "modelCount": 15897,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3257,
          "successRate": 0.20488142416808203,
          "wilsonLowerBound": 0.19867877038801196
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 42646,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5546,
          "successRate": 0.13004736669324204,
          "wilsonLowerBound": 0.12688827251420284
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 6225,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 486,
          "successRate": 0.0780722891566265,
          "wilsonLowerBound": 0.07166474517615269
        }
      },
      "Iluvatar_mrv-100": {
        "transformers": {
          "framework": "transformers",
          "modelCount": 198,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 36,
          "successRate": 0.18181818181818182,
          "wilsonLowerBound": 0.1343204258911728
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 30321,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5252,
          "successRate": 0.1732132845222783,
          "wilsonLowerBound": 0.16899512321688287
        }
      },
      "Kunlunxin_p-800": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 60768,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 12379,
          "successRate": 0.20370918904686677,
          "wilsonLowerBound": 0.2005256816798767
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 6518,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1930,
          "successRate": 0.2961030991101565,
          "wilsonLowerBound": 0.28514236738560983
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 12032,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3150,
          "successRate": 0.26180186170212766,
          "wilsonLowerBound": 0.2540235257765174
        }
      },
      "MetaX_c-500": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 59160,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 16107,
          "successRate": 0.27226166328600404,
          "wilsonLowerBound": 0.26868960698459193
        }
      },
      "Mthreads_s4000": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 46085,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 20045,
          "successRate": 0.4349571444070739,
          "wilsonLowerBound": 0.43043648389347655
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 35758,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3122,
          "successRate": 0.08730913362044856,
          "wilsonLowerBound": 0.08442737563289227
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 288,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 0,
          "successRate": 0.0,
          "wilsonLowerBound": 0.0
        }
      },
      "Sunrise_pt-200-x1": {
        "sglang": {
          "framework": "sglang",
          "modelCount": 6275,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 192,
          "successRate": 0.03059760956175299,
          "wilsonLowerBound": 0.026615110833495575
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 10007,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 733,
          "successRate": 0.07324872589187569,
          "wilsonLowerBound": 0.06830595957327275
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 5576,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 2345,
          "successRate": 0.42055236728837875,
          "wilsonLowerBound": 0.4076541911130345
        }
      },
      "Vastai_va16": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 7367,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 235,
          "successRate": 0.0318990090946111,
          "wilsonLowerBound": 0.02812370043844604
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 10616,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3627,
          "successRate": 0.34165410700828935,
          "wilsonLowerBound": 0.33269097842653206
        }
      },
      "hygon_k100-ai": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 25997,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 13139,
          "successRate": 0.5054044697465092,
          "wilsonLowerBound": 0.49932642259994464
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 60824,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5947,
          "successRate": 0.0977739050374852,
          "wilsonLowerBound": 0.09543883390793778
        },
        "vllm-patch-tokenizer": {
          "framework": "vllm-patch-tokenizer",
          "modelCount": 12224,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1722,
          "successRate": 0.14087041884816753,
          "wilsonLowerBound": 0.13481597404972345
        }
      }
    }
  },
  "frameworkUpdatedAt": null,
  "generatedAt": "2026-09-13T13:40:48.503357+00:00",
  "gpuStats": {
    "Ascend_910-b3": {
      "available": true,
      "backlogHours": 963.2465753424658,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b3",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 1.6532136950837604,
      "queueFactor": 0.9868480950768567,
      "queueWeight": 0.9868480950768567,
      "recentSuccess": 54,
      "recentSuccessRate": 0.3698630136986301,
      "recentTerminal": 146,
      "recentWilsonLowerBound": 0.2958277620369417,
      "running": 8,
      "selectionWeight": 1.6314707857483803,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 24.333333333333332,
      "waiting": 23439
    },
    "Ascend_910-b4": {
      "available": true,
      "backlogHours": 1034.325,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 2.5,
      "queueFactor": 0.9763653869856954,
      "queueWeight": 0.9763653869856954,
      "recentSuccess": 69,
      "recentSuccessRate": 0.43125,
      "recentTerminal": 160,
      "recentWilsonLowerBound": 0.3570099319186307,
      "running": 8,
      "selectionWeight": 2.4409134674642385,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 26.666666666666668,
      "waiting": 27582
    },
    "Biren_166m": {
      "available": true,
      "backlogHours": 153.25806451612902,
      "canVerify": true,
      "error": null,
      "gpu": "Biren_166m",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 0.2083080126882084,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 30,
      "recentSuccessRate": 0.16129032258064516,
      "recentTerminal": 186,
      "recentWilsonLowerBound": 0.11537703500654628,
      "running": 8,
      "selectionWeight": 0.2708004164946709,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 31.0,
      "waiting": 4751
    },
    "Cambricon_mlu-370-x4": {
      "available": true,
      "backlogHours": 1679.3207547169811,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.6622285650199268,
      "queueFactor": 0.9079059867538171,
      "queueWeight": 0.9079059867538171,
      "recentSuccess": 16,
      "recentSuccessRate": 0.3018867924528302,
      "recentTerminal": 53,
      "recentWilsonLowerBound": 0.1951814028760717,
      "running": 7,
      "selectionWeight": 0.6012412787809809,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 8.833333333333334,
      "waiting": 14834
    },
    "Cambricon_mlu-370-x8": {
      "available": true,
      "backlogHours": 503.0,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x8",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.48812311043428414,
      "queueFactor": 1.0878668186609788,
      "queueWeight": 1.0878668186609788,
      "recentSuccess": 26,
      "recentSuccessRate": 0.24074074074074073,
      "recentTerminal": 108,
      "recentWilsonLowerBound": 0.16991077352557898,
      "running": 7,
      "selectionWeight": 0.5310129352630463,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 18.0,
      "waiting": 9054
    },
    "Iluvatar_bi-100": {
      "available": true,
      "backlogHours": 35.642201834862384,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 24,
      "qualityFactor": 0.05,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 9,
      "recentSuccessRate": 0.020642201834862386,
      "recentTerminal": 436,
      "recentWilsonLowerBound": 0.010897058758755076,
      "running": 24,
      "selectionWeight": 0.065,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 72.66666666666667,
      "waiting": 2590
    },
    "Iluvatar_bi-150": {
      "available": true,
      "backlogHours": 107.76923076923077,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-150",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 50,
      "qualityFactor": 0.05,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 15,
      "recentSuccessRate": 0.0641025641025641,
      "recentTerminal": 234,
      "recentWilsonLowerBound": 0.03922795977413021,
      "running": 1,
      "selectionWeight": 0.065,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 39.0,
      "waiting": 4203
    },
    "Iluvatar_mrv-100": {
      "available": true,
      "backlogHours": 2930.0625,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_mrv-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 2.192097736323049,
      "queueFactor": 0.8351786726590991,
      "queueWeight": 0.8351786726590991,
      "recentSuccess": 16,
      "recentSuccessRate": 0.5,
      "recentTerminal": 32,
      "recentWilsonLowerBound": 0.33630614316859386,
      "running": 2,
      "selectionWeight": 1.8307932777612999,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 5.333333333333333,
      "waiting": 15627
    },
    "Kunlunxin_p-800": {
      "available": true,
      "backlogHours": 800.5,
      "canVerify": true,
      "error": null,
      "gpu": "Kunlunxin_p-800",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.8687971246779187,
      "queueFactor": 1.0146277305344786,
      "queueWeight": 1.0146277305344786,
      "recentSuccess": 26,
      "recentSuccessRate": 0.30952380952380953,
      "recentTerminal": 84,
      "recentWilsonLowerBound": 0.22081781137605916,
      "running": 7,
      "selectionWeight": 0.8815056549068371,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 14.0,
      "waiting": 11207
    },
    "MetaX_c-500": {
      "available": true,
      "backlogHours": 665.4807692307693,
      "canVerify": true,
      "error": null,
      "gpu": "MetaX_c-500",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 0.4292164840619533,
      "queueFactor": 1.0431352024372074,
      "queueWeight": 1.0431352024372074,
      "recentSuccess": 24,
      "recentSuccessRate": 0.23076923076923078,
      "recentTerminal": 104,
      "recentWilsonLowerBound": 0.1602629748785753,
      "running": 4,
      "selectionWeight": 0.44773082399135206,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 17.333333333333332,
      "waiting": 11535
    },
    "Mthreads_s4000": {
      "available": true,
      "backlogHours": 1928.2608695652175,
      "canVerify": true,
      "error": null,
      "gpu": "Mthreads_s4000",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 1.1035666940562874,
      "queueFactor": 0.8892749522777103,
      "queueWeight": 0.8892749522777103,
      "recentSuccess": 24,
      "recentSuccessRate": 0.34782608695652173,
      "recentTerminal": 69,
      "recentWilsonLowerBound": 0.2461797794825202,
      "running": 4,
      "selectionWeight": 0.9813742191921754,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 11.5,
      "waiting": 22175
    },
    "Sunrise_pt-200-x1": {
      "available": true,
      "backlogHours": 4381.5,
      "canVerify": true,
      "error": null,
      "gpu": "Sunrise_pt-200-x1",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 1.6961407760582903,
      "queueFactor": 0.786262396532116,
      "queueWeight": 0.786262396532116,
      "recentSuccess": 10,
      "recentSuccessRate": 0.5,
      "recentTerminal": 20,
      "recentWilsonLowerBound": 0.2992949144298199,
      "running": 2,
      "selectionWeight": 1.3336117114394346,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 3.3333333333333335,
      "waiting": 14605
    },
    "Vastai_va16": {
      "available": true,
      "backlogHours": 1124.3076923076922,
      "canVerify": true,
      "error": null,
      "gpu": "Vastai_va16",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 16,
      "qualityFactor": 0.768714475703266,
      "queueFactor": 0.964224474655428,
      "queueWeight": 0.964224474655428,
      "recentSuccess": 20,
      "recentSuccessRate": 0.3076923076923077,
      "recentTerminal": 65,
      "recentWilsonLowerBound": 0.20886876704271462,
      "running": 16,
      "selectionWeight": 0.7412133114950045,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 10.833333333333334,
      "waiting": 12180
    },
    "hygon_k100-ai": {
      "available": true,
      "backlogHours": 707.6969696969697,
      "canVerify": true,
      "error": null,
      "gpu": "hygon_k100-ai",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 6,
      "qualityFactor": 1.9934412047235406,
      "queueFactor": 1.033555560409198,
      "queueWeight": 1.033555560409198,
      "recentSuccess": 41,
      "recentSuccessRate": 0.41414141414141414,
      "recentTerminal": 99,
      "recentWilsonLowerBound": 0.32209342077368147,
      "running": 6,
      "selectionWeight": 2.060332241490826,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 16.5,
      "waiting": 11677
    }
  },
  "queueAttemptedAt": "2026-09-13T13:37:35.484863+00:00",
  "queueError": null,
  "queueUpdatedAt": "2026-09-13T13:37:35.484863+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",
    "MetaX_c-500",
    "Sunrise_pt-200-x1",
    "Iluvatar_bi-100",
    "Biren_166m",
    "Cambricon_mlu-370-x8",
    "Mthreads_s4000"
  ],
  "taskTypes": [
    "text-generation"
  ],
  "throughputWindowHours": 6,
  "version": 3
}