submmit/.modelhub_state/market_intelligence.json

{
  "communityAttemptedAt": "2026-09-27T13:43:57.868379+00:00",
  "communityError": null,
  "communitySample": {},
  "communityUpdatedAt": "2026-09-27T13:43:57.868379+00:00",
  "frameworkAttemptedAt": "2026-09-27T11:27:14.277836+00:00",
  "frameworkError": null,
  "frameworkStats": {
    "text-generation": {
      "Ascend_910-b4": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 34287,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 15527,
          "successRate": 0.45285385131390904,
          "wilsonLowerBound": 0.4475905003855942
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 38225,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 10791,
          "successRate": 0.2823021582733813,
          "wilsonLowerBound": 0.27781178077118984
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 10414,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4370,
          "successRate": 0.4196274246207029,
          "wilsonLowerBound": 0.4101804153958004
        }
      },
      "Biren_166m": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 64125,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 12091,
          "successRate": 0.18855360623781675,
          "wilsonLowerBound": 0.1855447576196219
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 22115,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4579,
          "successRate": 0.2070540357223604,
          "wilsonLowerBound": 0.20176470574096297
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 6832,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 74,
          "successRate": 0.010831381733021077,
          "wilsonLowerBound": 0.008637144605720879
        }
      },
      "Cambricon_mlu-370-x4": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 26420,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3248,
          "successRate": 0.12293716881150643,
          "wilsonLowerBound": 0.11903233880992954
        },
        "vllm-customized": {
          "framework": "vllm-customized",
          "modelCount": 16485,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1676,
          "successRate": 0.10166818319684562,
          "wilsonLowerBound": 0.09714717632753626
        },
        "vllm-mlu": {
          "framework": "vllm-mlu",
          "modelCount": 12651,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5228,
          "successRate": 0.4132479645877796,
          "wilsonLowerBound": 0.4046947908846399
        }
      },
      "Cambricon_mlu-370-x8": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 24420,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3796,
          "successRate": 0.15544635544635543,
          "wilsonLowerBound": 0.15095607344393705
        },
        "vllm-customized": {
          "framework": "vllm-customized",
          "modelCount": 8123,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 544,
          "successRate": 0.066970331158439,
          "wilsonLowerBound": 0.061736366111672984
        },
        "vllm-mlu": {
          "framework": "vllm-mlu",
          "modelCount": 46177,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 11499,
          "successRate": 0.24902007492907724,
          "wilsonLowerBound": 0.245096719808682
        }
      },
      "Iluvatar_bi-100": {
        "transformers": {
          "framework": "transformers",
          "modelCount": 23518,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3093,
          "successRate": 0.13151628539841823,
          "wilsonLowerBound": 0.12725696940315265
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 86770,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 9764,
          "successRate": 0.11252737121124813,
          "wilsonLowerBound": 0.11044179918488706
        },
        "vllm-patch-tokenizer": {
          "framework": "vllm-patch-tokenizer",
          "modelCount": 42436,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5204,
          "successRate": 0.12263172777830145,
          "wilsonLowerBound": 0.11954493103798015
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 37012,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3514,
          "successRate": 0.09494218091429807,
          "wilsonLowerBound": 0.09199764646096137
        }
      },
      "Iluvatar_bi-150": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 89954,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 21740,
          "successRate": 0.24167908041888075,
          "wilsonLowerBound": 0.2388925095299831
        },
        "transformers": {
          "framework": "transformers",
          "modelCount": 5357,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 577,
          "successRate": 0.10770953892103789,
          "wilsonLowerBound": 0.0996870100008811
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 112727,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 16525,
          "successRate": 0.14659309659620146,
          "wilsonLowerBound": 0.14454034496320375
        },
        "vllm_0_17_0_corex_4_4_0": {
          "framework": "vllm_0_17_0_corex_4_4_0",
          "modelCount": 19626,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3685,
          "successRate": 0.18776113319066545,
          "wilsonLowerBound": 0.1823587562874447
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 43137,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5608,
          "successRate": 0.13000440457148155,
          "wilsonLowerBound": 0.12686360178721176
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 7192,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 621,
          "successRate": 0.08634593993325917,
          "wilsonLowerBound": 0.08007328118849572
        }
      },
      "Iluvatar_mrv-100": {
        "transformers": {
          "framework": "transformers",
          "modelCount": 200,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 36,
          "successRate": 0.18,
          "wilsonLowerBound": 0.1329455066253411
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 32181,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 6017,
          "successRate": 0.186973680121811,
          "wilsonLowerBound": 0.18275123898377987
        }
      },
      "Kunlunxin_p-800": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 61211,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 12401,
          "successRate": 0.2025943049451896,
          "wilsonLowerBound": 0.19942885610227043
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 10236,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3016,
          "successRate": 0.2946463462289957,
          "wilsonLowerBound": 0.2858929953667756
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 14098,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3545,
          "successRate": 0.251454106965527,
          "wilsonLowerBound": 0.24436077456380803
        }
      },
      "MetaX_c-500": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 63728,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 17466,
          "successRate": 0.2740710519708762,
          "wilsonLowerBound": 0.2706216118496773
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 208,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 140,
          "successRate": 0.6730769230769231,
          "wilsonLowerBound": 0.6066911380156328
        }
      },
      "Mthreads_s4000": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 47212,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 20847,
          "successRate": 0.4415614674235364,
          "wilsonLowerBound": 0.437087070949341
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 37566,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3909,
          "successRate": 0.10405685992652931,
          "wilsonLowerBound": 0.10100954497887264
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 762,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 0,
          "successRate": 0.0,
          "wilsonLowerBound": 0.0
        }
      },
      "Sunrise_pt-200-x1": {
        "sglang": {
          "framework": "sglang",
          "modelCount": 6282,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 192,
          "successRate": 0.030563514804202482,
          "wilsonLowerBound": 0.02658539726335166
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 10040,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 743,
          "successRate": 0.07400398406374502,
          "wilsonLowerBound": 0.06904470201407993
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 6380,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 2750,
          "successRate": 0.43103448275862066,
          "wilsonLowerBound": 0.41892765536671855
        }
      },
      "Vastai_va16": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 7393,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 241,
          "successRate": 0.032598403895576895,
          "wilsonLowerBound": 0.028786866472004326
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 13826,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4488,
          "successRate": 0.3246058151309128,
          "wilsonLowerBound": 0.3168506167131575
        }
      },
      "hygon_k100-ai": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 27115,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 13810,
          "successRate": 0.5093121888253734,
          "wilsonLowerBound": 0.5033608940791131
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 64083,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 6585,
          "successRate": 0.10275736154674407,
          "wilsonLowerBound": 0.10043015905815691
        },
        "vllm-patch-tokenizer": {
          "framework": "vllm-patch-tokenizer",
          "modelCount": 12906,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1952,
          "successRate": 0.15124748179141484,
          "wilsonLowerBound": 0.14516979517741138
        }
      }
    }
  },
  "frameworkUpdatedAt": null,
  "generatedAt": "2026-09-27T13:56:30.467664+00:00",
  "gpuStats": {
    "Ascend_910-b4": {
      "available": true,
      "backlogHours": 892.78125,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 1.0493294380390215,
      "queueFactor": 0.9250029971408579,
      "queueWeight": 0.9250029971408579,
      "recentSuccess": 60,
      "recentSuccessRate": 0.3125,
      "recentTerminal": 192,
      "recentWilsonLowerBound": 0.2511558926254186,
      "running": 8,
      "selectionWeight": 0.9706328751742269,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 32.0,
      "waiting": 28569
    },
    "Biren_166m": {
      "available": true,
      "backlogHours": 123.33673469387756,
      "canVerify": true,
      "error": null,
      "gpu": "Biren_166m",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 0.21612825420224663,
      "queueFactor": 1.2447755006680168,
      "queueWeight": 1.2447755006680168,
      "recentSuccess": 33,
      "recentSuccessRate": 0.1683673469387755,
      "recentTerminal": 196,
      "recentWilsonLowerBound": 0.12247124693140225,
      "running": 8,
      "selectionWeight": 0.26903115583310594,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 32.666666666666664,
      "waiting": 4029
    },
    "Cambricon_mlu-370-x4": {
      "available": true,
      "backlogHours": 811.4464285714286,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.06135977885374768,
      "queueFactor": 0.9383522961570259,
      "queueWeight": 0.9383522961570259,
      "recentSuccess": 13,
      "recentSuccessRate": 0.11607142857142858,
      "recentTerminal": 112,
      "recentWilsonLowerBound": 0.06909968490657369,
      "running": 7,
      "selectionWeight": 0.057577089379101457,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 18.666666666666668,
      "waiting": 15147
    },
    "Cambricon_mlu-370-x8": {
      "available": true,
      "backlogHours": 390.93333333333334,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x8",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.24103863517897167,
      "queueFactor": 1.0469826711716925,
      "queueWeight": 1.0469826711716925,
      "recentSuccess": 25,
      "recentSuccessRate": 0.18518518518518517,
      "recentTerminal": 135,
      "recentWilsonLowerBound": 0.12869695822609414,
      "running": 7,
      "selectionWeight": 0.25236327411525883,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 22.5,
      "waiting": 8796
    },
    "Iluvatar_bi-100": {
      "available": true,
      "backlogHours": 36.0,
      "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": 0.03367875647668394,
      "recentTerminal": 386,
      "recentWilsonLowerBound": 0.019785679893094286,
      "running": 24,
      "selectionWeight": 0.065,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 64.33333333333333,
      "waiting": 2316
    },
    "Iluvatar_bi-150": {
      "available": true,
      "backlogHours": 103.82795698924731,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-150",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 50,
      "qualityFactor": 0.3953537166068554,
      "queueFactor": 1.2773436482281189,
      "queueWeight": 1.2773436482281189,
      "recentSuccess": 57,
      "recentSuccessRate": 0.20430107526881722,
      "recentTerminal": 279,
      "recentWilsonLowerBound": 0.1611572031181268,
      "running": 11,
      "selectionWeight": 0.5050025587111465,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 46.5,
      "waiting": 4828
    },
    "Iluvatar_mrv-100": {
      "available": true,
      "backlogHours": 3193.8,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_mrv-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 0.7742219639975163,
      "queueFactor": 0.7640270618110105,
      "queueWeight": 0.7640270618110105,
      "recentSuccess": 11,
      "recentSuccessRate": 0.36666666666666664,
      "recentTerminal": 30,
      "recentWilsonLowerBound": 0.2187370220401768,
      "running": 2,
      "selectionWeight": 0.5915265323425724,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 5.0,
      "waiting": 15969
    },
    "Kunlunxin_p-800": {
      "available": true,
      "backlogHours": 367.38461538461536,
      "canVerify": true,
      "error": null,
      "gpu": "Kunlunxin_p-800",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 0.48746015968649187,
      "queueFactor": 1.056785277102149,
      "queueWeight": 1.056785277102149,
      "recentSuccess": 37,
      "recentSuccessRate": 0.23717948717948717,
      "recentTerminal": 156,
      "recentWilsonLowerBound": 0.17725240274141915,
      "running": 8,
      "selectionWeight": 0.5151407199305471,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 26.0,
      "waiting": 9552
    },
    "MetaX_c-500": {
      "available": true,
      "backlogHours": 530.9243697478992,
      "canVerify": true,
      "error": null,
      "gpu": "MetaX_c-500",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 1.4219416264769666,
      "queueFactor": 1.0,
      "queueWeight": 1.0,
      "recentSuccess": 44,
      "recentSuccessRate": 0.3697478991596639,
      "recentTerminal": 119,
      "recentWilsonLowerBound": 0.28835646669807535,
      "running": 4,
      "selectionWeight": 1.4219416264769666,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 19.833333333333332,
      "waiting": 10530
    },
    "Mthreads_s4000": {
      "available": true,
      "backlogHours": 2010.7619047619048,
      "canVerify": true,
      "error": null,
      "gpu": "Mthreads_s4000",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 2.5,
      "queueFactor": 0.8189375817752736,
      "queueWeight": 0.8189375817752736,
      "recentSuccess": 31,
      "recentSuccessRate": 0.49206349206349204,
      "recentTerminal": 63,
      "recentWilsonLowerBound": 0.3726660281435346,
      "running": 4,
      "selectionWeight": 2.047343954438184,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 10.5,
      "waiting": 21113
    },
    "Sunrise_pt-200-x1": {
      "available": true,
      "backlogHours": 4497.0,
      "canVerify": true,
      "error": null,
      "gpu": "Sunrise_pt-200-x1",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 0.40867899681689307,
      "queueFactor": 0.7257991677795027,
      "queueWeight": 0.7257991677795027,
      "recentSuccess": 7,
      "recentSuccessRate": 0.3181818181818182,
      "recentTerminal": 22,
      "recentWilsonLowerBound": 0.16360387354692477,
      "running": 2,
      "selectionWeight": 0.296618875778663,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 3.6666666666666665,
      "waiting": 16489
    },
    "Vastai_va16": {
      "available": true,
      "backlogHours": 359.131914893617,
      "canVerify": true,
      "error": null,
      "gpu": "Vastai_va16",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 16,
      "qualityFactor": 0.09363161746229197,
      "queueFactor": 1.060392869853196,
      "queueWeight": 1.060392869853196,
      "recentSuccess": 28,
      "recentSuccessRate": 0.11914893617021277,
      "recentTerminal": 235,
      "recentWilsonLowerBound": 0.08373417910496532,
      "running": 16,
      "selectionWeight": 0.0992862995498364,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 39.166666666666664,
      "waiting": 14066
    },
    "hygon_k100-ai": {
      "available": true,
      "backlogHours": 1101.625,
      "canVerify": true,
      "error": null,
      "gpu": "hygon_k100-ai",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 6,
      "qualityFactor": 0.9301003526477647,
      "queueFactor": 0.8962926428345794,
      "queueWeight": 0.8962926428345794,
      "recentSuccess": 31,
      "recentSuccessRate": 0.3229166666666667,
      "recentTerminal": 96,
      "recentWilsonLowerBound": 0.23775702086652162,
      "running": 6,
      "selectionWeight": 0.8336421031760394,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 16.0,
      "waiting": 17626
    }
  },
  "queueAttemptedAt": "2026-09-27T13:52:49.151540+00:00",
  "queueError": null,
  "queueUpdatedAt": "2026-09-27T13:52:49.151540+00:00",
  "supportedGpus": [
    "Vastai_va16",
    "Cambricon_mlu-370-x4",
    "Kunlunxin_p-800",
    "Iluvatar_mrv-100",
    "Iluvatar_bi-150",
    "Ascend_910-b4",
    "hygon_k100-ai",
    "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
}