submmit/.modelhub_state/market_intelligence.json

{
  "communityAttemptedAt": "2026-09-18T15:26:40.874716+00:00",
  "communityError": null,
  "communitySample": {},
  "communityUpdatedAt": "2026-09-18T15:26:40.874716+00:00",
  "frameworkAttemptedAt": "2026-09-18T14:18:27.252477+00:00",
  "frameworkError": null,
  "frameworkStats": {
    "text-generation": {
      "Ascend_910-b3": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 39529,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 19094,
          "successRate": 0.48303776973867285,
          "wilsonLowerBound": 0.47811338827440303
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 52702,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 14765,
          "successRate": 0.2801601457250199,
          "wilsonLowerBound": 0.27634217372203307
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 2641,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 748,
          "successRate": 0.28322605073835666,
          "wilsonLowerBound": 0.26636630012764123
        }
      },
      "Ascend_910-b4": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 32816,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 14471,
          "successRate": 0.44097391516333495,
          "wilsonLowerBound": 0.4356091375064536
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 37388,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 10638,
          "successRate": 0.28452979565636033,
          "wilsonLowerBound": 0.27997860449353024
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 8637,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3725,
          "successRate": 0.4312840106518467,
          "wilsonLowerBound": 0.420871944896927
        }
      },
      "Biren_166m": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 63921,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 12081,
          "successRate": 0.1889989205425447,
          "wilsonLowerBound": 0.1859825323533253
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 17285,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3467,
          "successRate": 0.20057853630315303,
          "wilsonLowerBound": 0.19467567427810242
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 5969,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 59,
          "successRate": 0.009884402747528899,
          "wilsonLowerBound": 0.007671005928228646
        }
      },
      "Cambricon_mlu-370-x4": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 26138,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3220,
          "successRate": 0.12319228709159079,
          "wilsonLowerBound": 0.11926315950708168
        },
        "vllm-customized": {
          "framework": "vllm-customized",
          "modelCount": 16466,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1674,
          "successRate": 0.10166403498117332,
          "wilsonLowerBound": 0.09714055799797292
        },
        "vllm-mlu": {
          "framework": "vllm-mlu",
          "modelCount": 11047,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4667,
          "successRate": 0.42246763827283423,
          "wilsonLowerBound": 0.4132848981048302
        }
      },
      "Cambricon_mlu-370-x8": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 24143,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3783,
          "successRate": 0.1566913805243756,
          "wilsonLowerBound": 0.15216064810464947
        },
        "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": 42630,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 10697,
          "successRate": 0.25092657752756276,
          "wilsonLowerBound": 0.24683353765456023
        }
      },
      "Iluvatar_bi-100": {
        "transformers": {
          "framework": "transformers",
          "modelCount": 23247,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3057,
          "successRate": 0.131500838817912,
          "wilsonLowerBound": 0.12721733832623708
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 86616,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 9764,
          "successRate": 0.11272744065761522,
          "wilsonLowerBound": 0.11063838927865285
        },
        "vllm-patch-tokenizer": {
          "framework": "vllm-patch-tokenizer",
          "modelCount": 40331,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4952,
          "successRate": 0.12278396270858645,
          "wilsonLowerBound": 0.1196168132367325
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 31415,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3397,
          "successRate": 0.108133057456629,
          "wilsonLowerBound": 0.10474671629768861
        }
      },
      "Iluvatar_bi-150": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 88488,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 20986,
          "successRate": 0.2371621010758521,
          "wilsonLowerBound": 0.23437100357405638
        },
        "transformers": {
          "framework": "transformers",
          "modelCount": 5166,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 565,
          "successRate": 0.10936895083236546,
          "wilsonLowerBound": 0.10114654619919458
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 112527,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 16508,
          "successRate": 0.1467025691611791,
          "wilsonLowerBound": 0.14464736221213742
        },
        "vllm_0_17_0_corex_4_4_0": {
          "framework": "vllm_0_17_0_corex_4_4_0",
          "modelCount": 17159,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3420,
          "successRate": 0.19931231423742643,
          "wilsonLowerBound": 0.19340255741250245
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 42810,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5571,
          "successRate": 0.1301331464611072,
          "wilsonLowerBound": 0.1269791444560732
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 6658,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 544,
          "successRate": 0.08170621808350856,
          "wilsonLowerBound": 0.0753652600313584
        }
      },
      "Iluvatar_mrv-100": {
        "transformers": {
          "framework": "transformers",
          "modelCount": 200,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 36,
          "successRate": 0.18,
          "wilsonLowerBound": 0.1329455066253411
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 31051,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5547,
          "successRate": 0.17864158964284563,
          "wilsonLowerBound": 0.17442077038842493
        }
      },
      "Kunlunxin_p-800": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 60864,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 12390,
          "successRate": 0.20356861198738171,
          "wilsonLowerBound": 0.20038843212118082
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 7708,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 2240,
          "successRate": 0.29060716139076287,
          "wilsonLowerBound": 0.280577103036327
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 12777,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3303,
          "successRate": 0.258511387649683,
          "wilsonLowerBound": 0.2509931602206897
        }
      },
      "MetaX_c-500": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 60714,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 16633,
          "successRate": 0.273956583325098,
          "wilsonLowerBound": 0.27042337521844384
        }
      },
      "Mthreads_s4000": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 46526,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 20348,
          "successRate": 0.4373468598203155,
          "wilsonLowerBound": 0.43284465490973684
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 36417,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3408,
          "successRate": 0.09358266743553835,
          "wilsonLowerBound": 0.0906340460064231
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 487,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 0,
          "successRate": 0.0,
          "wilsonLowerBound": 0.0
        }
      },
      "Sunrise_pt-200-x1": {
        "sglang": {
          "framework": "sglang",
          "modelCount": 6278,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 192,
          "successRate": 0.030582988212806625,
          "wilsonLowerBound": 0.026602368317046696
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 10024,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 738,
          "successRate": 0.07362330407023145,
          "wilsonLowerBound": 0.06867247302280925
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 5904,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 2499,
          "successRate": 0.42327235772357724,
          "wilsonLowerBound": 0.41072312498002184
        }
      },
      "Vastai_va16": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 7374,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 235,
          "successRate": 0.031868727963113644,
          "wilsonLowerBound": 0.028096954502666412
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 11513,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3812,
          "successRate": 0.3311039694258664,
          "wilsonLowerBound": 0.3225650234877654
        }
      },
      "hygon_k100-ai": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 26414,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 13390,
          "successRate": 0.5069281441659725,
          "wilsonLowerBound": 0.5008982694599604
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 62215,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 6231,
          "successRate": 0.10015269629510568,
          "wilsonLowerBound": 0.09781834789023572
        },
        "vllm-patch-tokenizer": {
          "framework": "vllm-patch-tokenizer",
          "modelCount": 12439,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1781,
          "successRate": 0.1431787121151218,
          "wilsonLowerBound": 0.13713356316851727
        }
      }
    }
  },
  "frameworkUpdatedAt": null,
  "generatedAt": "2026-09-18T15:32:14.782125+00:00",
  "gpuStats": {
    "Ascend_910-b3": {
      "available": true,
      "backlogHours": 1077.93893129771,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b3",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 1.6056712332631573,
      "queueFactor": 0.9541075314619011,
      "queueWeight": 0.9541075314619011,
      "recentSuccess": 47,
      "recentSuccessRate": 0.35877862595419846,
      "recentTerminal": 131,
      "recentWilsonLowerBound": 0.28174376830987274,
      "running": 10,
      "selectionWeight": 1.5319830167080974,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 21.833333333333332,
      "waiting": 23535
    },
    "Ascend_910-b4": {
      "available": true,
      "backlogHours": 1458.8275862068967,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 2.5,
      "queueFactor": 0.9117711632940823,
      "queueWeight": 0.9117711632940823,
      "recentSuccess": 50,
      "recentSuccessRate": 0.43103448275862066,
      "recentTerminal": 116,
      "recentWilsonLowerBound": 0.3445528576479731,
      "running": 9,
      "selectionWeight": 2.279427908235206,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 19.333333333333332,
      "waiting": 28204
    },
    "Biren_166m": {
      "available": true,
      "backlogHours": 238.93846153846152,
      "canVerify": true,
      "error": null,
      "gpu": "Biren_166m",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 0.3119553308972858,
      "queueFactor": 1.1960340346148624,
      "queueWeight": 1.1960340346148624,
      "recentSuccess": 25,
      "recentSuccessRate": 0.19230769230769232,
      "recentTerminal": 130,
      "recentWilsonLowerBound": 0.1337876543053107,
      "running": 8,
      "selectionWeight": 0.37310919303269513,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 21.666666666666668,
      "waiting": 5177
    },
    "Cambricon_mlu-370-x4": {
      "available": true,
      "backlogHours": 1549.6271186440677,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.6621705180415477,
      "queueFactor": 0.9035503666563373,
      "queueWeight": 0.9035503666563373,
      "recentSuccess": 17,
      "recentSuccessRate": 0.288135593220339,
      "recentTerminal": 59,
      "recentWilsonLowerBound": 0.18836347285820826,
      "running": 7,
      "selectionWeight": 0.5983044143654572,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 9.833333333333334,
      "waiting": 15238
    },
    "Cambricon_mlu-370-x8": {
      "available": true,
      "backlogHours": 579.1546391752577,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x8",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.4850602785021164,
      "queueFactor": 1.0472907476313629,
      "queueWeight": 1.0472907476313629,
      "recentSuccess": 23,
      "recentSuccessRate": 0.23711340206185566,
      "recentTerminal": 97,
      "recentWilsonLowerBound": 0.16351360857927175,
      "running": 7,
      "selectionWeight": 0.5079991417187586,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 16.166666666666668,
      "waiting": 9363
    },
    "Iluvatar_bi-100": {
      "available": true,
      "backlogHours": 38.7487684729064,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 24,
      "qualityFactor": 0.05,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 6,
      "recentSuccessRate": 0.014778325123152709,
      "recentTerminal": 406,
      "recentWilsonLowerBound": 0.006790084162757613,
      "running": 25,
      "selectionWeight": 0.065,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 67.66666666666667,
      "waiting": 2622
    },
    "Iluvatar_bi-150": {
      "available": true,
      "backlogHours": 110.21978021978022,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-150",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 50,
      "qualityFactor": 0.05302909739442929,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 24,
      "recentSuccessRate": 0.08791208791208792,
      "recentTerminal": 273,
      "recentWilsonLowerBound": 0.05978713978814345,
      "running": 4,
      "selectionWeight": 0.06893782661275809,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 45.5,
      "waiting": 5015
    },
    "Iluvatar_mrv-100": {
      "available": true,
      "backlogHours": 3429.2142857142853,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_mrv-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 0.8154003267817811,
      "queueFactor": 0.802060731520846,
      "queueWeight": 0.802060731520846,
      "recentSuccess": 10,
      "recentSuccessRate": 0.35714285714285715,
      "recentTerminal": 28,
      "recentWilsonLowerBound": 0.20705611972458876,
      "running": 3,
      "selectionWeight": 0.6540005825809322,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 4.666666666666667,
      "waiting": 16003
    },
    "Kunlunxin_p-800": {
      "available": true,
      "backlogHours": 489.92481203007515,
      "canVerify": true,
      "error": null,
      "gpu": "Kunlunxin_p-800",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 0.5239073628323544,
      "queueFactor": 1.0739078883124222,
      "queueWeight": 1.0739078883124222,
      "recentSuccess": 31,
      "recentSuccessRate": 0.23308270676691728,
      "recentTerminal": 133,
      "recentWilsonLowerBound": 0.1693411263341765,
      "running": 8,
      "selectionWeight": 0.5626282496906237,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 22.166666666666668,
      "waiting": 10860
    },
    "MetaX_c-500": {
      "available": true,
      "backlogHours": 692.060606060606,
      "canVerify": true,
      "error": null,
      "gpu": "MetaX_c-500",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 0.8621040958935254,
      "queueFactor": 1.0196821770266966,
      "queueWeight": 1.0196821770266966,
      "recentSuccess": 29,
      "recentSuccessRate": 0.29292929292929293,
      "recentTerminal": 99,
      "recentWilsonLowerBound": 0.21236502469141286,
      "running": 4,
      "selectionWeight": 0.8790721813243421,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 16.5,
      "waiting": 11419
    },
    "Mthreads_s4000": {
      "available": true,
      "backlogHours": 33.646964856230035,
      "canVerify": true,
      "error": null,
      "gpu": "Mthreads_s4000",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 0.05,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 28,
      "recentSuccessRate": 0.007454739084132056,
      "recentTerminal": 3756,
      "recentWilsonLowerBound": 0.005162761665418505,
      "running": 5,
      "selectionWeight": 0.065,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 626.0,
      "waiting": 21063
    },
    "Sunrise_pt-200-x1": {
      "available": true,
      "backlogHours": 6265.2,
      "canVerify": true,
      "error": null,
      "gpu": "Sunrise_pt-200-x1",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 1.859307201189723,
      "queueFactor": 0.7327337685736269,
      "queueWeight": 0.7327337685736269,
      "recentSuccess": 8,
      "recentSuccessRate": 0.5333333333333333,
      "recentTerminal": 15,
      "recentWilsonLowerBound": 0.3011663015105079,
      "running": 2,
      "selectionWeight": 1.3623771724638285,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 2.5,
      "waiting": 15663
    },
    "Vastai_va16": {
      "available": true,
      "backlogHours": 2383.6666666666665,
      "canVerify": true,
      "error": null,
      "gpu": "Vastai_va16",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 16,
      "qualityFactor": 0.15562468205872865,
      "queueFactor": 0.8470316125217637,
      "queueWeight": 0.8470316125217637,
      "recentSuccess": 7,
      "recentSuccessRate": 0.19444444444444445,
      "recentTerminal": 36,
      "recentWilsonLowerBound": 0.09752972019453349,
      "running": 16,
      "selectionWeight": 0.1318190253923917,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 6.0,
      "waiting": 14302
    },
    "hygon_k100-ai": {
      "available": true,
      "backlogHours": 884.1212121212121,
      "canVerify": true,
      "error": null,
      "gpu": "hygon_k100-ai",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 6,
      "qualityFactor": 1.2152973134048064,
      "queueFactor": 0.9829007718390295,
      "queueWeight": 0.9829007718390295,
      "recentSuccess": 33,
      "recentSuccessRate": 0.3333333333333333,
      "recentTerminal": 99,
      "recentWilsonLowerBound": 0.2482367614640336,
      "running": 7,
      "selectionWeight": 1.1945166673594831,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 16.5,
      "waiting": 14588
    }
  },
  "queueAttemptedAt": "2026-09-18T15:24:54.388894+00:00",
  "queueError": null,
  "queueUpdatedAt": "2026-09-18T15:24:54.388894+00:00",
  "supportedGpus": [
    "Vastai_va16",
    "Kunlunxin_p-800",
    "Iluvatar_mrv-100",
    "Cambricon_mlu-370-x4",
    "Iluvatar_bi-150",
    "Ascend_910-b4",
    "hygon_k100-ai",
    "Ascend_910-b3",
    "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
}