submmit/.modelhub_state/market_intelligence.json

{
  "communityAttemptedAt": "2026-09-27T12:09:16.769234+00:00",
  "communityError": null,
  "communitySample": {},
  "communityUpdatedAt": "2026-09-27T12:09:16.769234+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": "2026-09-27T12:15:47.054143+00:00",
  "gpuStats": {
    "Ascend_910-b4": {
      "available": true,
      "backlogHours": 836.4000000000001,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 1.0424580000334225,
      "queueFactor": 0.9648879585318595,
      "queueWeight": 0.9648879585318595,
      "recentSuccess": 55,
      "recentSuccessRate": 0.2682926829268293,
      "recentTerminal": 205,
      "recentWilsonLowerBound": 0.21231137284770665,
      "running": 9,
      "selectionWeight": 1.0058551715074542,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 34.166666666666664,
      "waiting": 28577
    },
    "Biren_166m": {
      "available": true,
      "backlogHours": 140.06896551724137,
      "canVerify": true,
      "error": null,
      "gpu": "Biren_166m",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 0.5471888843688371,
      "queueFactor": 1.261501298940614,
      "queueWeight": 1.261501298940614,
      "recentSuccess": 37,
      "recentSuccessRate": 0.21264367816091953,
      "recentTerminal": 174,
      "recentWilsonLowerBound": 0.15839311652016175,
      "running": 8,
      "selectionWeight": 0.6902794883971534,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 29.0,
      "waiting": 4062
    },
    "Cambricon_mlu-370-x4": {
      "available": true,
      "backlogHours": 804.849557522124,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.1542236464062699,
      "queueFactor": 0.9704692606183529,
      "queueWeight": 0.9704692606183529,
      "recentSuccess": 16,
      "recentSuccessRate": 0.1415929203539823,
      "recentTerminal": 113,
      "recentWilsonLowerBound": 0.08907227229207429,
      "running": 7,
      "selectionWeight": 0.14966930809775905,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 18.833333333333332,
      "waiting": 15158
    },
    "Cambricon_mlu-370-x8": {
      "available": true,
      "backlogHours": 403.5114503816794,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x8",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.3326090549227964,
      "queueFactor": 1.076367585764235,
      "queueWeight": 1.076367585764235,
      "recentSuccess": 24,
      "recentSuccessRate": 0.183206106870229,
      "recentTerminal": 131,
      "recentWilsonLowerBound": 0.1263170931455936,
      "running": 7,
      "selectionWeight": 0.3580096054505742,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 21.833333333333332,
      "waiting": 8810
    },
    "Iluvatar_bi-100": {
      "available": true,
      "backlogHours": 28.23059866962306,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 24,
      "qualityFactor": 0.05,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 21,
      "recentSuccessRate": 0.04656319290465632,
      "recentTerminal": 451,
      "recentWilsonLowerBound": 0.030653922701465722,
      "running": 10,
      "selectionWeight": 0.065,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 75.16666666666667,
      "waiting": 2122
    },
    "Iluvatar_bi-150": {
      "available": true,
      "backlogHours": 76.52380952380952,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-150",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 50,
      "qualityFactor": 0.36941581037968596,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 63,
      "recentSuccessRate": 0.16666666666666666,
      "recentTerminal": 378,
      "recentWilsonLowerBound": 0.13248934280900698,
      "running": 12,
      "selectionWeight": 0.48024055349359174,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 63.0,
      "waiting": 4821
    },
    "Iluvatar_mrv-100": {
      "available": true,
      "backlogHours": 2818.5882352941176,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_mrv-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 2.4746902710563754,
      "queueFactor": 0.8041447760351704,
      "queueWeight": 0.8041447760351704,
      "recentSuccess": 16,
      "recentSuccessRate": 0.47058823529411764,
      "recentTerminal": 34,
      "recentWilsonLowerBound": 0.31451251633111366,
      "running": 2,
      "selectionWeight": 1.9900092537750442,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 5.666666666666667,
      "waiting": 15972
    },
    "Kunlunxin_p-800": {
      "available": true,
      "backlogHours": 462.87096774193543,
      "canVerify": true,
      "error": null,
      "gpu": "Kunlunxin_p-800",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 1.1832846132759134,
      "queueFactor": 1.0544354512693832,
      "queueWeight": 1.0544354512693832,
      "recentSuccess": 37,
      "recentSuccessRate": 0.29838709677419356,
      "recentTerminal": 124,
      "recentWilsonLowerBound": 0.22489882720831866,
      "running": 8,
      "selectionWeight": 1.2476972451797053,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 20.666666666666668,
      "waiting": 9566
    },
    "MetaX_c-500": {
      "available": true,
      "backlogHours": 659.0625,
      "canVerify": true,
      "error": null,
      "gpu": "MetaX_c-500",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 1.578869795734018,
      "queueFactor": 1.0,
      "queueWeight": 1.0,
      "recentSuccess": 33,
      "recentSuccessRate": 0.34375,
      "recentTerminal": 96,
      "recentWilsonLowerBound": 0.2564024884934557,
      "running": 4,
      "selectionWeight": 1.578869795734018,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 16.0,
      "waiting": 10545
    },
    "Mthreads_s4000": {
      "available": true,
      "backlogHours": 1863.705882352941,
      "canVerify": true,
      "error": null,
      "gpu": "Mthreads_s4000",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 2.5,
      "queueFactor": 0.8556228689715913,
      "queueWeight": 0.8556228689715913,
      "recentSuccess": 29,
      "recentSuccessRate": 0.4264705882352941,
      "recentTerminal": 68,
      "recentWilsonLowerBound": 0.31597057562082875,
      "running": 4,
      "selectionWeight": 2.1390571724289784,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 11.333333333333334,
      "waiting": 21122
    },
    "Sunrise_pt-200-x1": {
      "available": true,
      "backlogHours": 4301.217391304348,
      "canVerify": true,
      "error": null,
      "gpu": "Sunrise_pt-200-x1",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 0.1845212427229272,
      "queueFactor": 0.7547450636611474,
      "queueWeight": 0.7547450636611474,
      "recentSuccess": 5,
      "recentSuccessRate": 0.21739130434782608,
      "recentTerminal": 23,
      "recentWilsonLowerBound": 0.09663835601719065,
      "running": 2,
      "selectionWeight": 0.1392664970857497,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 3.8333333333333335,
      "waiting": 16488
    },
    "Vastai_va16": {
      "available": true,
      "backlogHours": 323.51724137931035,
      "canVerify": true,
      "error": null,
      "gpu": "Vastai_va16",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 16,
      "qualityFactor": 0.1389521376919291,
      "queueFactor": 1.1126392483321745,
      "queueWeight": 1.1126392483321745,
      "recentSuccess": 31,
      "recentSuccessRate": 0.11877394636015326,
      "recentTerminal": 261,
      "recentWilsonLowerBound": 0.08494896790421765,
      "running": 16,
      "selectionWeight": 0.1546036020356968,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 43.5,
      "waiting": 14073
    },
    "hygon_k100-ai": {
      "available": true,
      "backlogHours": 996.8490566037735,
      "canVerify": true,
      "error": null,
      "gpu": "hygon_k100-ai",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 6,
      "qualityFactor": 1.4669944356615137,
      "queueFactor": 0.939819777150398,
      "queueWeight": 0.939819777150398,
      "recentSuccess": 35,
      "recentSuccessRate": 0.330188679245283,
      "recentTerminal": 106,
      "recentWilsonLowerBound": 0.2479785534130129,
      "running": 8,
      "selectionWeight": 1.3787103836042776,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 17.666666666666668,
      "waiting": 17611
    }
  },
  "queueAttemptedAt": "2026-09-27T12:13:50.565412+00:00",
  "queueError": null,
  "queueUpdatedAt": "2026-09-27T12:13:50.565412+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
}