submmit/.modelhub_state/market_intelligence.json

{
  "communityAttemptedAt": "2026-09-12T18:20:23.698567+00:00",
  "communityError": null,
  "communitySample": {},
  "communityUpdatedAt": "2026-09-12T18:20:23.698567+00:00",
  "frameworkAttemptedAt": "2026-09-12T14:19:16.716321+00:00",
  "frameworkError": null,
  "frameworkStats": {
    "text-generation": {
      "Ascend_910-b3": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 38626,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 18499,
          "successRate": 0.4789261119453218,
          "wilsonLowerBound": 0.47394649632540753
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 51058,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 14417,
          "successRate": 0.282365153355008,
          "wilsonLowerBound": 0.278476995171167
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 1977,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 521,
          "successRate": 0.2635306019221042,
          "wilsonLowerBound": 0.24458278760933333
        }
      },
      "Ascend_910-b4": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 31746,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 13740,
          "successRate": 0.4328104328104328,
          "wilsonLowerBound": 0.4273685342590876
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 36806,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 10515,
          "successRate": 0.2856871162310493,
          "wilsonLowerBound": 0.28109451387627166
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 7434,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3316,
          "successRate": 0.44605864944847995,
          "wilsonLowerBound": 0.43478954426745703
        }
      },
      "Biren_166m": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 63829,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 12064,
          "successRate": 0.1890049977283053,
          "wilsonLowerBound": 0.18598641219294149
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 14919,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 2988,
          "successRate": 0.2002815202091293,
          "wilsonLowerBound": 0.19393696740039917
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 5372,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 44,
          "successRate": 0.008190618019359643,
          "wilsonLowerBound": 0.006107189758101726
        }
      },
      "Cambricon_mlu-370-x4": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 26015,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3195,
          "successRate": 0.12281376129156256,
          "wilsonLowerBound": 0.11888082074854388
        },
        "vllm-customized": {
          "framework": "vllm-customized",
          "modelCount": 16456,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1672,
          "successRate": 0.10160427807486631,
          "wilsonLowerBound": 0.09708067184513666
        },
        "vllm-mlu": {
          "framework": "vllm-mlu",
          "modelCount": 9814,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4236,
          "successRate": 0.4316282861218667,
          "wilsonLowerBound": 0.4218574131361622
        }
      },
      "Cambricon_mlu-370-x8": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 24057,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3775,
          "successRate": 0.1569189840794779,
          "wilsonLowerBound": 0.1523775082500972
        },
        "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": 40230,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 10168,
          "successRate": 0.2527467064379816,
          "wilsonLowerBound": 0.24852369167391092
        }
      },
      "Iluvatar_bi-100": {
        "transformers": {
          "framework": "transformers",
          "modelCount": 22954,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3031,
          "successRate": 0.13204670209985186,
          "wilsonLowerBound": 0.12772856208412017
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 86511,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 9762,
          "successRate": 0.11284114158893088,
          "wilsonLowerBound": 0.11074990080814069
        },
        "vllm-patch-tokenizer": {
          "framework": "vllm-patch-tokenizer",
          "modelCount": 38920,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4767,
          "successRate": 0.12248201438848921,
          "wilsonLowerBound": 0.11926210073586753
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 27114,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3275,
          "successRate": 0.12078630965552851,
          "wilsonLowerBound": 0.11696097257592296
        }
      },
      "Iluvatar_bi-150": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 87668,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 20458,
          "successRate": 0.23335766756399143,
          "wilsonLowerBound": 0.23056948543030997
        },
        "transformers": {
          "framework": "transformers",
          "modelCount": 5084,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 562,
          "successRate": 0.11054287962234462,
          "wilsonLowerBound": 0.10221569677186716
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 112448,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 16504,
          "successRate": 0.146770062606716,
          "wilsonLowerBound": 0.14471374195355594
        },
        "vllm_0_17_0_corex_4_4_0": {
          "framework": "vllm_0_17_0_corex_4_4_0",
          "modelCount": 15805,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3221,
          "successRate": 0.20379626700411263,
          "wilsonLowerBound": 0.19758846020016793
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 42606,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5539,
          "successRate": 0.13000516359198236,
          "wilsonLowerBound": 0.12684504698914276
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 6178,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 480,
          "successRate": 0.07769504694075753,
          "wilsonLowerBound": 0.07127916994158515
        }
      },
      "Iluvatar_mrv-100": {
        "transformers": {
          "framework": "transformers",
          "modelCount": 198,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 36,
          "successRate": 0.18181818181818182,
          "wilsonLowerBound": 0.1343204258911728
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 30162,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5191,
          "successRate": 0.1721039718851535,
          "wilsonLowerBound": 0.16788579827164005
        }
      },
      "Kunlunxin_p-800": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 60759,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 12379,
          "successRate": 0.20373936371566354,
          "wilsonLowerBound": 0.20055544358638108
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 6343,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1877,
          "successRate": 0.29591675863156236,
          "wilsonLowerBound": 0.28480975441903006
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 11937,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3120,
          "successRate": 0.26137220407137474,
          "wilsonLowerBound": 0.25356760499007713
        }
      },
      "MetaX_c-500": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 58830,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 16014,
          "successRate": 0.2722080571137175,
          "wilsonLowerBound": 0.2686262634554784
        }
      },
      "Mthreads_s4000": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 46002,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 19992,
          "successRate": 0.43458980044345896,
          "wilsonLowerBound": 0.4300655410632596
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 35595,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3067,
          "successRate": 0.08616378704874281,
          "wilsonLowerBound": 0.08329312937803489
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 266,
          "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": 10003,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 730,
          "successRate": 0.0729781065680296,
          "wilsonLowerBound": 0.06804317517685986
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 5518,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 2313,
          "successRate": 0.4191736136281261,
          "wilsonLowerBound": 0.4062150216313554
        }
      },
      "Vastai_va16": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 7366,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 235,
          "successRate": 0.0319033396687483,
          "wilsonLowerBound": 0.028127525443756914
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 10366,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3565,
          "successRate": 0.3439127918194096,
          "wilsonLowerBound": 0.334827722530341
        }
      },
      "hygon_k100-ai": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 25916,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 13083,
          "successRate": 0.5048232751967896,
          "wilsonLowerBound": 0.4987357509818255
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 60577,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5889,
          "successRate": 0.09721511464747347,
          "wilsonLowerBound": 0.09488141208956657
        },
        "vllm-patch-tokenizer": {
          "framework": "vllm-patch-tokenizer",
          "modelCount": 12185,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1705,
          "successRate": 0.13992613869511694,
          "wilsonLowerBound": 0.13387983491033548
        }
      }
    }
  },
  "frameworkUpdatedAt": null,
  "generatedAt": "2026-09-12T18:35:01.802080+00:00",
  "gpuStats": {
    "Ascend_910-b3": {
      "available": true,
      "backlogHours": 1014.6521739130435,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b3",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 1.316289702288965,
      "queueFactor": 0.9979206566328694,
      "queueWeight": 0.9979206566328694,
      "recentSuccess": 51,
      "recentSuccessRate": 0.3695652173913043,
      "recentTerminal": 138,
      "recentWilsonLowerBound": 0.29358290439781687,
      "running": 8,
      "selectionWeight": 1.3135526840272882,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 23.0,
      "waiting": 23337
    },
    "Ascend_910-b4": {
      "available": true,
      "backlogHours": 1284.375,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 1.8158945199167063,
      "queueFactor": 0.9632517672398041,
      "queueWeight": 0.9632517672398041,
      "recentSuccess": 54,
      "recentSuccessRate": 0.421875,
      "recentTerminal": 128,
      "recentWilsonLowerBound": 0.3398196990498745,
      "running": 8,
      "selectionWeight": 1.749163605430843,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 21.333333333333332,
      "waiting": 27400
    },
    "Biren_166m": {
      "available": true,
      "backlogHours": 170.5875,
      "canVerify": true,
      "error": null,
      "gpu": "Biren_166m",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 0.3813808247554365,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 36,
      "recentSuccessRate": 0.225,
      "recentTerminal": 160,
      "recentWilsonLowerBound": 0.16718166956854477,
      "running": 8,
      "selectionWeight": 0.4957950721820675,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 26.666666666666668,
      "waiting": 4549
    },
    "Cambricon_mlu-370-x4": {
      "available": true,
      "backlogHours": 1576.4727272727273,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.5834362166036058,
      "queueFactor": 0.9340940844083417,
      "queueWeight": 0.9340940844083417,
      "recentSuccess": 17,
      "recentSuccessRate": 0.3090909090909091,
      "recentTerminal": 55,
      "recentWilsonLowerBound": 0.20282124520577244,
      "running": 7,
      "selectionWeight": 0.5449843185590121,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 9.166666666666666,
      "waiting": 14451
    },
    "Cambricon_mlu-370-x8": {
      "available": true,
      "backlogHours": 452.4102564102564,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x8",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.40121680678566074,
      "queueFactor": 1.126454682587518,
      "queueWeight": 1.126454682587518,
      "recentSuccess": 28,
      "recentSuccessRate": 0.23931623931623933,
      "recentTerminal": 117,
      "recentWilsonLowerBound": 0.17107945919158843,
      "running": 7,
      "selectionWeight": 0.45195255073651897,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 19.5,
      "waiting": 8822
    },
    "Iluvatar_bi-100": {
      "available": true,
      "backlogHours": 45.53605015673981,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 24,
      "qualityFactor": 0.05,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 16,
      "recentSuccessRate": 0.050156739811912224,
      "recentTerminal": 319,
      "recentWilsonLowerBound": 0.031105692038965134,
      "running": 24,
      "selectionWeight": 0.065,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 53.166666666666664,
      "waiting": 2421
    },
    "Iluvatar_bi-150": {
      "available": true,
      "backlogHours": 96.58064516129032,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-150",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 50,
      "qualityFactor": 0.0738712278295494,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 28,
      "recentSuccessRate": 0.11290322580645161,
      "recentTerminal": 248,
      "recentWilsonLowerBound": 0.07927763522846937,
      "running": 8,
      "selectionWeight": 0.09603259617841423,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 41.333333333333336,
      "waiting": 3992
    },
    "Iluvatar_mrv-100": {
      "available": true,
      "backlogHours": 2329.7999999999997,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_mrv-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 0.7071148860408348,
      "queueFactor": 0.8809389144499654,
      "queueWeight": 0.8809389144499654,
      "recentSuccess": 14,
      "recentSuccessRate": 0.35,
      "recentTerminal": 40,
      "recentWilsonLowerBound": 0.22134333171049148,
      "running": 2,
      "selectionWeight": 0.622925020100224,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 6.666666666666667,
      "waiting": 15532
    },
    "Kunlunxin_p-800": {
      "available": true,
      "backlogHours": 986.6865671641791,
      "canVerify": true,
      "error": null,
      "gpu": "Kunlunxin_p-800",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.5036151561628323,
      "queueFactor": 1.0021130289642313,
      "queueWeight": 1.0021130289642313,
      "recentSuccess": 19,
      "recentSuccessRate": 0.2835820895522388,
      "recentTerminal": 67,
      "recentWilsonLowerBound": 0.18970136157200854,
      "running": 7,
      "selectionWeight": 0.5046793095746301,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 11.166666666666666,
      "waiting": 11018
    },
    "MetaX_c-500": {
      "available": true,
      "backlogHours": 821.5662650602409,
      "canVerify": true,
      "error": null,
      "gpu": "MetaX_c-500",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 0.30811766140662117,
      "queueFactor": 1.0300236613695322,
      "queueWeight": 1.0300236613695322,
      "recentSuccess": 19,
      "recentSuccessRate": 0.2289156626506024,
      "recentTerminal": 83,
      "recentWilsonLowerBound": 0.15173247416801833,
      "running": 4,
      "selectionWeight": 0.31736848173466575,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 13.833333333333334,
      "waiting": 11365
    },
    "Mthreads_s4000": {
      "available": true,
      "backlogHours": 2076.3870967741937,
      "canVerify": true,
      "error": null,
      "gpu": "Mthreads_s4000",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 1.750427443840946,
      "queueFactor": 0.8962875065631561,
      "queueWeight": 0.8962875065631561,
      "recentSuccess": 28,
      "recentSuccessRate": 0.45161290322580644,
      "recentTerminal": 62,
      "recentWilsonLowerBound": 0.3341951476826002,
      "running": 4,
      "selectionWeight": 1.5688862490599205,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 10.333333333333334,
      "waiting": 21456
    },
    "Sunrise_pt-200-x1": {
      "available": true,
      "backlogHours": 3092.5714285714284,
      "canVerify": true,
      "error": null,
      "gpu": "Sunrise_pt-200-x1",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 0.6105729529744336,
      "queueFactor": 0.8442977465175289,
      "queueWeight": 0.8442977465175289,
      "recentSuccess": 10,
      "recentSuccessRate": 0.35714285714285715,
      "recentTerminal": 28,
      "recentWilsonLowerBound": 0.20705611972458876,
      "running": 2,
      "selectionWeight": 0.5155053682808675,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 4.666666666666667,
      "waiting": 14432
    },
    "Vastai_va16": {
      "available": true,
      "backlogHours": 1076.0,
      "canVerify": true,
      "error": null,
      "gpu": "Vastai_va16",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 16,
      "qualityFactor": 0.22387775382994407,
      "queueFactor": 0.9891718537683787,
      "queueWeight": 0.9891718537683787,
      "recentSuccess": 13,
      "recentSuccessRate": 0.21666666666666667,
      "recentTerminal": 60,
      "recentWilsonLowerBound": 0.13122921046407013,
      "running": 16,
      "selectionWeight": 0.22145357277346653,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 10.0,
      "waiting": 10760
    },
    "hygon_k100-ai": {
      "available": true,
      "backlogHours": 701.3249999999999,
      "canVerify": true,
      "error": null,
      "gpu": "hygon_k100-ai",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 6,
      "qualityFactor": 2.5,
      "queueFactor": 1.0547649579040415,
      "queueWeight": 1.0547649579040415,
      "recentSuccess": 40,
      "recentSuccessRate": 0.5,
      "recentTerminal": 80,
      "recentWilsonLowerBound": 0.392972274311075,
      "running": 6,
      "selectionWeight": 2.6369123947601034,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 13.333333333333334,
      "waiting": 9351
    }
  },
  "queueAttemptedAt": "2026-09-12T18:26:27.032039+00:00",
  "queueError": null,
  "queueUpdatedAt": "2026-09-12T18:26:27.032039+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
}