submmit/.modelhub_state/market_intelligence.json

{
  "communityAttemptedAt": "2026-09-14T10:31:34.007769+00:00",
  "communityError": null,
  "communitySample": {},
  "communityUpdatedAt": "2026-09-14T10:31:34.007769+00:00",
  "frameworkAttemptedAt": "2026-09-14T08:52:35.873259+00:00",
  "frameworkError": null,
  "frameworkStats": {
    "text-generation": {
      "Ascend_910-b3": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 38903,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 18691,
          "successRate": 0.4804513790710228,
          "wilsonLowerBound": 0.4754887473013081
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 51589,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 14531,
          "successRate": 0.2816685727577584,
          "wilsonLowerBound": 0.27780335476171675
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 2159,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 580,
          "successRate": 0.2686428902269569,
          "wilsonLowerBound": 0.25036847480988095
        }
      },
      "Ascend_910-b4": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 32051,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 13950,
          "successRate": 0.4352438301457053,
          "wilsonLowerBound": 0.42982400747321364
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 37050,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 10563,
          "successRate": 0.2851012145748988,
          "wilsonLowerBound": 0.28052658059967994
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 7797,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3443,
          "successRate": 0.4415800949082981,
          "wilsonLowerBound": 0.43058910752609597
        }
      },
      "Biren_166m": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 63852,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 12067,
          "successRate": 0.18898390026937292,
          "wilsonLowerBound": 0.1859659863111859
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 15938,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3198,
          "successRate": 0.200652528548124,
          "wilsonLowerBound": 0.19450730170886638
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 5588,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 47,
          "successRate": 0.008410880458124553,
          "wilsonLowerBound": 0.006331220151686142
        }
      },
      "Cambricon_mlu-370-x4": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 26055,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3202,
          "successRate": 0.12289387833429284,
          "wilsonLowerBound": 0.11896278620056841
        },
        "vllm-customized": {
          "framework": "vllm-customized",
          "modelCount": 16459,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1672,
          "successRate": 0.10158575855155234,
          "wilsonLowerBound": 0.09706293342977017
        },
        "vllm-mlu": {
          "framework": "vllm-mlu",
          "modelCount": 10195,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4364,
          "successRate": 0.42805296714075525,
          "wilsonLowerBound": 0.4184770207892547
        }
      },
      "Cambricon_mlu-370-x8": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 24081,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3778,
          "successRate": 0.15688717245961548,
          "wilsonLowerBound": 0.15234831695375226
        },
        "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": 40959,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 10336,
          "successRate": 0.2523499108864963,
          "wilsonLowerBound": 0.2481666600454341
        }
      },
      "Iluvatar_bi-100": {
        "transformers": {
          "framework": "transformers",
          "modelCount": 23002,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3038,
          "successRate": 0.1320754716981132,
          "wilsonLowerBound": 0.1277613667522935
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 86532,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 9763,
          "successRate": 0.11282531317893958,
          "wilsonLowerBound": 0.11073445383652336
        },
        "vllm-patch-tokenizer": {
          "framework": "vllm-patch-tokenizer",
          "modelCount": 39288,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4820,
          "successRate": 0.12268377112604358,
          "wilsonLowerBound": 0.11947648424760395
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 28655,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3314,
          "successRate": 0.115651718722736,
          "wilsonLowerBound": 0.11200021520136422
        }
      },
      "Iluvatar_bi-150": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 87896,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 20604,
          "successRate": 0.23441339765177027,
          "wilsonLowerBound": 0.23162438527040344
        },
        "transformers": {
          "framework": "transformers",
          "modelCount": 5099,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 562,
          "successRate": 0.11021768974308688,
          "wilsonLowerBound": 0.10191366158708373
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 112465,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 16505,
          "successRate": 0.146756768772507,
          "wilsonLowerBound": 0.14470068063362454
        },
        "vllm_0_17_0_corex_4_4_0": {
          "framework": "vllm_0_17_0_corex_4_4_0",
          "modelCount": 16030,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3281,
          "successRate": 0.20467872738615098,
          "wilsonLowerBound": 0.19850390397513457
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 42663,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5552,
          "successRate": 0.13013618357827625,
          "wilsonLowerBound": 0.12697677767960353
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 6301,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 491,
          "successRate": 0.0779241390255515,
          "wilsonLowerBound": 0.07155966553002724
        }
      },
      "Iluvatar_mrv-100": {
        "transformers": {
          "framework": "transformers",
          "modelCount": 198,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 36,
          "successRate": 0.18181818181818182,
          "wilsonLowerBound": 0.1343204258911728
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 30464,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5308,
          "successRate": 0.17423844537815125,
          "wilsonLowerBound": 0.17002005773437032
        }
      },
      "Kunlunxin_p-800": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 60777,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 12381,
          "successRate": 0.20371193050002467,
          "wilsonLowerBound": 0.20052864125350028
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 6692,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1985,
          "successRate": 0.2966228332337119,
          "wilsonLowerBound": 0.2857980735780291
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 12113,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3172,
          "successRate": 0.26186741517378026,
          "wilsonLowerBound": 0.2541142174545183
        }
      },
      "MetaX_c-500": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 59448,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 16198,
          "successRate": 0.27247342215045084,
          "wilsonLowerBound": 0.2689091086929003
        }
      },
      "Mthreads_s4000": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 46164,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 20096,
          "successRate": 0.43531756346937006,
          "wilsonLowerBound": 0.4308003076514547
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 35872,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3170,
          "successRate": 0.08836975914362176,
          "wilsonLowerBound": 0.08547642295677237
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 321,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 0,
          "successRate": 0.0,
          "wilsonLowerBound": 0.0
        }
      },
      "Sunrise_pt-200-x1": {
        "sglang": {
          "framework": "sglang",
          "modelCount": 6276,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 192,
          "successRate": 0.030592734225621414,
          "wilsonLowerBound": 0.026610861971840757
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 10010,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 733,
          "successRate": 0.07322677322677322,
          "wilsonLowerBound": 0.06828543573281327
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 5636,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 2370,
          "successRate": 0.4205110007097232,
          "wilsonLowerBound": 0.4076815301382713
        }
      },
      "Vastai_va16": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 7369,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 235,
          "successRate": 0.03189035147238431,
          "wilsonLowerBound": 0.02811605354795059
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 10812,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3682,
          "successRate": 0.34054753977062524,
          "wilsonLowerBound": 0.3316728624686578
        }
      },
      "hygon_k100-ai": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 26067,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 13178,
          "successRate": 0.5055434073733073,
          "wilsonLowerBound": 0.4994735245262943
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 61085,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5998,
          "successRate": 0.09819104526479495,
          "wilsonLowerBound": 0.09585641518631678
        },
        "vllm-patch-tokenizer": {
          "framework": "vllm-patch-tokenizer",
          "modelCount": 12266,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1734,
          "successRate": 0.141366378607533,
          "wilsonLowerBound": 0.13531291819401237
        }
      }
    }
  },
  "frameworkUpdatedAt": null,
  "generatedAt": "2026-09-14T10:42:53.236212+00:00",
  "gpuStats": {
    "Ascend_910-b3": {
      "available": true,
      "backlogHours": 954.2448979591836,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b3",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 1.3593870772768009,
      "queueFactor": 0.9876795713402212,
      "queueWeight": 0.9876795713402212,
      "recentSuccess": 56,
      "recentSuccessRate": 0.38095238095238093,
      "recentTerminal": 147,
      "recentWilsonLowerBound": 0.3064265495647165,
      "running": 8,
      "selectionWeight": 1.3426388457701868,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 24.5,
      "waiting": 23379
    },
    "Ascend_910-b4": {
      "available": true,
      "backlogHours": 1498.2162162162163,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 2.5,
      "queueFactor": 0.9230577523862532,
      "queueWeight": 0.9230577523862532,
      "recentSuccess": 55,
      "recentSuccessRate": 0.4954954954954955,
      "recentTerminal": 111,
      "recentWilsonLowerBound": 0.4042012909311912,
      "running": 8,
      "selectionWeight": 2.307644380965633,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 18.5,
      "waiting": 27717
    },
    "Biren_166m": {
      "available": true,
      "backlogHours": 128.87671232876713,
      "canVerify": true,
      "error": null,
      "gpu": "Biren_166m",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 0.07542684302316055,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 26,
      "recentSuccessRate": 0.1187214611872146,
      "recentTerminal": 219,
      "recentWilsonLowerBound": 0.08231905725342244,
      "running": 2,
      "selectionWeight": 0.09805489593010872,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 36.5,
      "waiting": 4704
    },
    "Cambricon_mlu-370-x4": {
      "available": true,
      "backlogHours": 1287.0857142857144,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.3144469634048464,
      "queueFactor": 0.9443303061867792,
      "queueWeight": 0.9443303061867792,
      "recentSuccess": 17,
      "recentSuccessRate": 0.24285714285714285,
      "recentTerminal": 70,
      "recentWilsonLowerBound": 0.1575173261192311,
      "running": 7,
      "selectionWeight": 0.2969417972316015,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 11.666666666666666,
      "waiting": 15016
    },
    "Cambricon_mlu-370-x8": {
      "available": true,
      "backlogHours": 469.2413793103449,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x8",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.38455161305140645,
      "queueFactor": 1.0986404949896038,
      "queueWeight": 1.0986404949896038,
      "recentSuccess": 28,
      "recentSuccessRate": 0.2413793103448276,
      "recentTerminal": 116,
      "recentWilsonLowerBound": 0.17260719345282605,
      "running": 7,
      "selectionWeight": 0.42248397451184777,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 19.333333333333332,
      "waiting": 9072
    },
    "Iluvatar_bi-100": {
      "available": true,
      "backlogHours": 51.277955271565496,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 24,
      "qualityFactor": 0.05,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 15,
      "recentSuccessRate": 0.04792332268370607,
      "recentTerminal": 313,
      "recentWilsonLowerBound": 0.029253974598496157,
      "running": 24,
      "selectionWeight": 0.065,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 52.166666666666664,
      "waiting": 2675
    },
    "Iluvatar_bi-150": {
      "available": true,
      "backlogHours": 135.03157894736842,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-150",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 50,
      "qualityFactor": 0.7208294010723527,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 55,
      "recentSuccessRate": 0.2894736842105263,
      "recentTerminal": 190,
      "recentWilsonLowerBound": 0.22966471661844137,
      "running": 4,
      "selectionWeight": 0.9370782213940586,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 31.666666666666668,
      "waiting": 4276
    },
    "Iluvatar_mrv-100": {
      "available": true,
      "backlogHours": 1761.6226415094338,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_mrv-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 0.8162599052890239,
      "queueFactor": 0.9009031711025788,
      "queueWeight": 0.9009031711025788,
      "recentSuccess": 19,
      "recentSuccessRate": 0.3584905660377358,
      "recentTerminal": 53,
      "recentWilsonLowerBound": 0.24301769841123622,
      "running": 2,
      "selectionWeight": 0.7353711371187722,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 8.833333333333334,
      "waiting": 15561
    },
    "Kunlunxin_p-800": {
      "available": true,
      "backlogHours": 802.8571428571429,
      "canVerify": true,
      "error": null,
      "gpu": "Kunlunxin_p-800",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.5326016956290222,
      "queueFactor": 1.01360631302566,
      "queueWeight": 1.01360631302566,
      "recentSuccess": 24,
      "recentSuccessRate": 0.2857142857142857,
      "recentTerminal": 84,
      "recentWilsonLowerBound": 0.20014898610655452,
      "running": 7,
      "selectionWeight": 0.539848441017748,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 14.0,
      "waiting": 11240
    },
    "MetaX_c-500": {
      "available": true,
      "backlogHours": 768.5333333333333,
      "canVerify": true,
      "error": null,
      "gpu": "MetaX_c-500",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 0.5074479201568461,
      "queueFactor": 1.0202712332664703,
      "queueWeight": 1.0202712332664703,
      "recentSuccess": 25,
      "recentSuccessRate": 0.2777777777777778,
      "recentTerminal": 90,
      "recentWilsonLowerBound": 0.1957955914762625,
      "running": 4,
      "selectionWeight": 0.5177345153169307,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 15.0,
      "waiting": 11528
    },
    "Mthreads_s4000": {
      "available": true,
      "backlogHours": 2053.4545454545455,
      "canVerify": true,
      "error": null,
      "gpu": "Mthreads_s4000",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 1.8708882212267366,
      "queueFactor": 0.8804248338207206,
      "queueWeight": 0.8804248338207206,
      "recentSuccess": 31,
      "recentSuccessRate": 0.4696969696969697,
      "recentTerminal": 66,
      "recentWilsonLowerBound": 0.35430230971911897,
      "running": 4,
      "selectionWeight": 1.647176451270693,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 11.0,
      "waiting": 22588
    },
    "Sunrise_pt-200-x1": {
      "available": true,
      "backlogHours": 4658.842105263158,
      "canVerify": true,
      "error": null,
      "gpu": "Sunrise_pt-200-x1",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 0.05,
      "queueFactor": 0.7786160456005894,
      "queueWeight": 0.7786160456005894,
      "recentSuccess": 3,
      "recentSuccessRate": 0.15789473684210525,
      "recentTerminal": 19,
      "recentWilsonLowerBound": 0.05520371039927826,
      "running": 2,
      "selectionWeight": 0.03893080228002947,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 3.1666666666666665,
      "waiting": 14753
    },
    "Vastai_va16": {
      "available": true,
      "backlogHours": 1311.3684210526317,
      "canVerify": true,
      "error": null,
      "gpu": "Vastai_va16",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 16,
      "qualityFactor": 0.23661705047883283,
      "queueFactor": 0.9416864902669395,
      "queueWeight": 0.9416864902669395,
      "recentSuccess": 13,
      "recentSuccessRate": 0.22807017543859648,
      "recentTerminal": 57,
      "recentWilsonLowerBound": 0.13841760968495656,
      "running": 16,
      "selectionWeight": 0.22281907980272736,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 9.5,
      "waiting": 12458
    },
    "hygon_k100-ai": {
      "available": true,
      "backlogHours": 603.5798319327731,
      "canVerify": true,
      "error": null,
      "gpu": "hygon_k100-ai",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 6,
      "qualityFactor": 0.36282418397381716,
      "queueFactor": 1.0579249026084705,
      "queueWeight": 1.0579249026084705,
      "recentSuccess": 28,
      "recentSuccessRate": 0.23529411764705882,
      "recentTerminal": 119,
      "recentWilsonLowerBound": 0.16810390246860613,
      "running": 6,
      "selectionWeight": 0.3838407394944983,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 19.833333333333332,
      "waiting": 11971
    }
  },
  "queueAttemptedAt": "2026-09-14T10:34:42.892261+00:00",
  "queueError": null,
  "queueUpdatedAt": "2026-09-14T10:34:42.892261+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",
    "Biren_166m",
    "MetaX_c-500",
    "Sunrise_pt-200-x1",
    "Iluvatar_bi-100",
    "Cambricon_mlu-370-x8",
    "Mthreads_s4000"
  ],
  "taskTypes": [
    "text-generation"
  ],
  "throughputWindowHours": 6,
  "version": 3
}