submmit/.modelhub_state/market_intelligence.json

{
  "communityAttemptedAt": "2026-09-13T12:49:05.771904+00:00",
  "communityError": null,
  "communitySample": {},
  "communityUpdatedAt": "2026-09-13T12:49:05.771904+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": "2026-09-13T12:51:58.963860+00:00",
  "gpuStats": {
    "Ascend_910-b3": {
      "available": true,
      "backlogHours": 970.303448275862,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b3",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 1.446306437449448,
      "queueFactor": 0.9880188305619374,
      "queueWeight": 0.9880188305619374,
      "recentSuccess": 50,
      "recentSuccessRate": 0.3448275862068966,
      "recentTerminal": 145,
      "recentWilsonLowerBound": 0.27236643559303747,
      "running": 8,
      "selectionWeight": 1.4289779949630055,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 24.166666666666668,
      "waiting": 23449
    },
    "Ascend_910-b4": {
      "available": true,
      "backlogHours": 1081.5294117647059,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 2.5,
      "queueFactor": 0.9720656751083026,
      "queueWeight": 0.9720656751083026,
      "recentSuccess": 65,
      "recentSuccessRate": 0.42483660130718953,
      "recentTerminal": 153,
      "recentWilsonLowerBound": 0.3492929417261092,
      "running": 8,
      "selectionWeight": 2.4301641877707563,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 25.5,
      "waiting": 27579
    },
    "Biren_166m": {
      "available": true,
      "backlogHours": 159.75418994413408,
      "canVerify": true,
      "error": null,
      "gpu": "Biren_166m",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 0.33046641447402725,
      "queueFactor": 1.2950410041387495,
      "queueWeight": 1.2950410041387495,
      "recentSuccess": 34,
      "recentSuccessRate": 0.18994413407821228,
      "recentTerminal": 179,
      "recentWilsonLowerBound": 0.1392289348331716,
      "running": 8,
      "selectionWeight": 0.4279675572345764,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 29.833333333333332,
      "waiting": 4766
    },
    "Cambricon_mlu-370-x4": {
      "available": true,
      "backlogHours": 1535.1724137931035,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.4703193526258608,
      "queueFactor": 0.9223118411765038,
      "queueWeight": 0.9223118411765038,
      "recentSuccess": 15,
      "recentSuccessRate": 0.25862068965517243,
      "recentTerminal": 58,
      "recentWilsonLowerBound": 0.16345403519517454,
      "running": 7,
      "selectionWeight": 0.433781108061299,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 9.666666666666666,
      "waiting": 14840
    },
    "Cambricon_mlu-370-x8": {
      "available": true,
      "backlogHours": 485.24999999999994,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x8",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.3010331582592753,
      "queueFactor": 1.0962422256671465,
      "queueWeight": 1.0962422256671465,
      "recentSuccess": 22,
      "recentSuccessRate": 0.19642857142857142,
      "recentTerminal": 112,
      "recentWilsonLowerBound": 0.13344874797915993,
      "running": 7,
      "selectionWeight": 0.3300052594097583,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 18.666666666666668,
      "waiting": 9058
    },
    "Iluvatar_bi-100": {
      "available": true,
      "backlogHours": 36.294392523364486,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 24,
      "qualityFactor": 0.05,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 13,
      "recentSuccessRate": 0.030373831775700934,
      "recentTerminal": 428,
      "recentWilsonLowerBound": 0.01783487347628216,
      "running": 24,
      "selectionWeight": 0.065,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 71.33333333333333,
      "waiting": 2589
    },
    "Iluvatar_bi-150": {
      "available": true,
      "backlogHours": 101.20481927710843,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-150",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 50,
      "qualityFactor": 0.07806751670980062,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 26,
      "recentSuccessRate": 0.10441767068273092,
      "recentTerminal": 249,
      "recentWilsonLowerBound": 0.07225791506680537,
      "running": 2,
      "selectionWeight": 0.10148777172274082,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 41.5,
      "waiting": 4200
    },
    "Iluvatar_mrv-100": {
      "available": true,
      "backlogHours": 2679.942857142857,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_mrv-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 1.5350953000636514,
      "queueFactor": 0.8483645798942789,
      "queueWeight": 0.8483645798942789,
      "recentSuccess": 15,
      "recentSuccessRate": 0.42857142857142855,
      "recentTerminal": 35,
      "recentWilsonLowerBound": 0.27984333081678914,
      "running": 2,
      "selectionWeight": 1.3023204793361816,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 5.833333333333333,
      "waiting": 15633
    },
    "Kunlunxin_p-800": {
      "available": true,
      "backlogHours": 820.4634146341464,
      "canVerify": true,
      "error": null,
      "gpu": "Kunlunxin_p-800",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.8669212710103668,
      "queueFactor": 1.0131936867964508,
      "queueWeight": 1.0131936867964508,
      "recentSuccess": 25,
      "recentSuccessRate": 0.3048780487804878,
      "recentTerminal": 82,
      "recentWilsonLowerBound": 0.21583254094468945,
      "running": 7,
      "selectionWeight": 0.8783591587372586,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 13.666666666666666,
      "waiting": 11213
    },
    "MetaX_c-500": {
      "available": true,
      "backlogHours": 672.0582524271845,
      "canVerify": true,
      "error": null,
      "gpu": "MetaX_c-500",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 0.5137459198106804,
      "queueFactor": 1.0439755325655014,
      "queueWeight": 1.0439755325655014,
      "recentSuccess": 25,
      "recentSuccessRate": 0.24271844660194175,
      "recentTerminal": 103,
      "recentWilsonLowerBound": 0.17014922730424603,
      "running": 4,
      "selectionWeight": 0.5363381702377085,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 17.166666666666668,
      "waiting": 11537
    },
    "Mthreads_s4000": {
      "available": true,
      "backlogHours": 1900.8857142857144,
      "canVerify": true,
      "error": null,
      "gpu": "Mthreads_s4000",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 0.996942596550576,
      "queueFactor": 0.8932190092479253,
      "queueWeight": 0.8932190092479253,
      "recentSuccess": 23,
      "recentSuccessRate": 0.32857142857142857,
      "recentTerminal": 70,
      "recentWilsonLowerBound": 0.2299871182671781,
      "running": 4,
      "selectionWeight": 0.8904880783679596,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 11.666666666666666,
      "waiting": 22177
    },
    "Sunrise_pt-200-x1": {
      "available": true,
      "backlogHours": 4175.714285714285,
      "canVerify": true,
      "error": null,
      "gpu": "Sunrise_pt-200-x1",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 1.5788004277622787,
      "queueFactor": 0.7937646278776822,
      "queueWeight": 0.7937646278776822,
      "recentSuccess": 10,
      "recentSuccessRate": 0.47619047619047616,
      "recentTerminal": 21,
      "recentWilsonLowerBound": 0.28343712296762946,
      "running": 2,
      "selectionWeight": 1.2531959340358507,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 3.5,
      "waiting": 14615
    },
    "Vastai_va16": {
      "available": true,
      "backlogHours": 1158.7619047619048,
      "canVerify": true,
      "error": null,
      "gpu": "Vastai_va16",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 16,
      "qualityFactor": 1.12790073286643,
      "queueFactor": 0.962060151851683,
      "queueWeight": 0.962060151851683,
      "recentSuccess": 22,
      "recentSuccessRate": 0.3492063492063492,
      "recentTerminal": 63,
      "recentWilsonLowerBound": 0.2432581939635419,
      "running": 16,
      "selectionWeight": 1.0851083503351022,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 10.5,
      "waiting": 12167
    },
    "hygon_k100-ai": {
      "available": true,
      "backlogHours": 713.9387755102041,
      "canVerify": true,
      "error": null,
      "gpu": "hygon_k100-ai",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 6,
      "qualityFactor": 2.1419018379780166,
      "queueFactor": 1.034551733038006,
      "queueWeight": 1.034551733038006,
      "recentSuccess": 41,
      "recentSuccessRate": 0.41836734693877553,
      "recentTerminal": 98,
      "recentWilsonLowerBound": 0.3255902758170348,
      "running": 6,
      "selectionWeight": 2.2159082584774477,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 16.333333333333332,
      "waiting": 11661
    }
  },
  "queueAttemptedAt": "2026-09-13T12:51:58.963860+00:00",
  "queueError": null,
  "queueUpdatedAt": "2026-09-13T12:51:58.963860+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
}