submmit/.modelhub_state/market_intelligence.json

{
  "communityAttemptedAt": "2026-09-18T17:32:42.661757+00:00",
  "communityError": null,
  "communitySample": {},
  "communityUpdatedAt": "2026-09-18T17:32:42.661757+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": "2026-09-18T17:46:31.110720+00:00",
  "gpuStats": {
    "Ascend_910-b3": {
      "available": true,
      "backlogHours": 1205.4871794871794,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b3",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 1.524752046977102,
      "queueFactor": 0.9455689440263203,
      "queueWeight": 0.9455689440263203,
      "recentSuccess": 43,
      "recentSuccessRate": 0.36752136752136755,
      "recentTerminal": 117,
      "recentWilsonLowerBound": 0.2856667089149571,
      "running": 8,
      "selectionWeight": 1.4417581829621087,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 19.5,
      "waiting": 23507
    },
    "Ascend_910-b4": {
      "available": true,
      "backlogHours": 1509.75,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 2.5,
      "queueFactor": 0.9141802480146457,
      "queueWeight": 0.9141802480146457,
      "recentSuccess": 50,
      "recentSuccessRate": 0.44642857142857145,
      "recentTerminal": 112,
      "recentWilsonLowerBound": 0.3576589345942301,
      "running": 8,
      "selectionWeight": 2.285450620036614,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 18.666666666666668,
      "waiting": 28182
    },
    "Biren_166m": {
      "available": true,
      "backlogHours": 227.51470588235293,
      "canVerify": true,
      "error": null,
      "gpu": "Biren_166m",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 0.2880557269054886,
      "queueFactor": 1.2142725245775219,
      "queueWeight": 1.2142725245775219,
      "recentSuccess": 26,
      "recentSuccessRate": 0.19117647058823528,
      "recentTerminal": 136,
      "recentWilsonLowerBound": 0.1339352099342089,
      "running": 8,
      "selectionWeight": 0.34977815472854085,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 22.666666666666668,
      "waiting": 5157
    },
    "Cambricon_mlu-370-x4": {
      "available": true,
      "backlogHours": 1521.7,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.4129757611362106,
      "queueFactor": 0.9130997696903791,
      "queueWeight": 0.9130997696903791,
      "recentSuccess": 15,
      "recentSuccessRate": 0.25,
      "recentTerminal": 60,
      "recentWilsonLowerBound": 0.1577638557841185,
      "running": 7,
      "selectionWeight": 0.3770880723811829,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 10.0,
      "waiting": 15217
    },
    "Cambricon_mlu-370-x8": {
      "available": true,
      "backlogHours": 578.4123711340205,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x8",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.3961949987937544,
      "queueFactor": 1.0556791723141428,
      "queueWeight": 1.0556791723141428,
      "recentSuccess": 22,
      "recentSuccessRate": 0.2268041237113402,
      "recentTerminal": 97,
      "recentWilsonLowerBound": 0.15481698841986685,
      "running": 7,
      "selectionWeight": 0.41825480840159346,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 16.166666666666668,
      "waiting": 9351
    },
    "Iluvatar_bi-100": {
      "available": true,
      "backlogHours": 37.7410071942446,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 24,
      "qualityFactor": 0.05,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 9,
      "recentSuccessRate": 0.02158273381294964,
      "recentTerminal": 417,
      "recentWilsonLowerBound": 0.01139534131172414,
      "running": 24,
      "selectionWeight": 0.065,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 69.5,
      "waiting": 2623
    },
    "Iluvatar_bi-150": {
      "available": true,
      "backlogHours": 115.62162162162163,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-150",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 50,
      "qualityFactor": 0.07496664907218818,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 27,
      "recentSuccessRate": 0.10424710424710425,
      "recentTerminal": 259,
      "recentWilsonLowerBound": 0.07263796438136153,
      "running": 6,
      "selectionWeight": 0.09745664379384464,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 43.166666666666664,
      "waiting": 4991
    },
    "Iluvatar_mrv-100": {
      "available": true,
      "backlogHours": 2525.5263157894738,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_mrv-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 1.4421203770857458,
      "queueFactor": 0.8462814170843579,
      "queueWeight": 0.8462814170843579,
      "recentSuccess": 16,
      "recentSuccessRate": 0.42105263157894735,
      "recentTerminal": 38,
      "recentWilsonLowerBound": 0.2785227481181953,
      "running": 2,
      "selectionWeight": 1.2204396763263534,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 6.333333333333333,
      "waiting": 15995
    },
    "Kunlunxin_p-800": {
      "available": true,
      "backlogHours": 550.3220338983051,
      "canVerify": true,
      "error": null,
      "gpu": "Kunlunxin_p-800",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 0.484088002856475,
      "queueFactor": 1.0635919805451792,
      "queueWeight": 1.0635919805451792,
      "recentSuccess": 28,
      "recentSuccessRate": 0.23728813559322035,
      "recentTerminal": 118,
      "recentWilsonLowerBound": 0.16957859709211365,
      "running": 8,
      "selectionWeight": 0.5148721177162786,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 19.666666666666668,
      "waiting": 10823
    },
    "MetaX_c-500": {
      "available": true,
      "backlogHours": 877.8461538461538,
      "canVerify": true,
      "error": null,
      "gpu": "MetaX_c-500",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 0.7366955063899259,
      "queueFactor": 0.9916418062326363,
      "queueWeight": 0.9916418062326363,
      "recentSuccess": 23,
      "recentSuccessRate": 0.2948717948717949,
      "recentTerminal": 78,
      "recentWilsonLowerBound": 0.205240767244175,
      "running": 4,
      "selectionWeight": 0.7305380625999728,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 13.0,
      "waiting": 11412
    },
    "Mthreads_s4000": {
      "available": true,
      "backlogHours": 33.57575757575758,
      "canVerify": true,
      "error": null,
      "gpu": "Mthreads_s4000",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 0.05,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 32,
      "recentSuccessRate": 0.008506113769271665,
      "recentTerminal": 3762,
      "recentWilsonLowerBound": 0.006031792355036655,
      "running": 4,
      "selectionWeight": 0.065,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 627.0,
      "waiting": 21052
    },
    "Sunrise_pt-200-x1": {
      "available": true,
      "backlogHours": 6711.0,
      "canVerify": true,
      "error": null,
      "gpu": "Sunrise_pt-200-x1",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 1.3248424101911895,
      "queueFactor": 0.7308857650372762,
      "queueWeight": 0.7308857650372762,
      "recentSuccess": 7,
      "recentSuccessRate": 0.5,
      "recentTerminal": 14,
      "recentWilsonLowerBound": 0.2679886791947528,
      "running": 2,
      "selectionWeight": 0.9683084585264164,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 2.3333333333333335,
      "waiting": 15659
    },
    "Vastai_va16": {
      "available": true,
      "backlogHours": 2044.142857142857,
      "canVerify": true,
      "error": null,
      "gpu": "Vastai_va16",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 16,
      "qualityFactor": 0.1508606983583224,
      "queueFactor": 0.8735563052933338,
      "queueWeight": 0.8735563052933338,
      "recentSuccess": 8,
      "recentSuccessRate": 0.19047619047619047,
      "recentTerminal": 42,
      "recentWilsonLowerBound": 0.09981889609856437,
      "running": 16,
      "selectionWeight": 0.1317853142718682,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 7.0,
      "waiting": 14309
    },
    "hygon_k100-ai": {
      "available": true,
      "backlogHours": 782.3035714285713,
      "canVerify": true,
      "error": null,
      "gpu": "hygon_k100-ai",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 6,
      "qualityFactor": 0.9115289852470514,
      "queueFactor": 1.0089305962367605,
      "queueWeight": 1.0089305962367605,
      "recentSuccess": 34,
      "recentSuccessRate": 0.30357142857142855,
      "recentTerminal": 112,
      "recentWilsonLowerBound": 0.22610028634833562,
      "running": 6,
      "selectionWeight": 0.9196694825723969,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 18.666666666666668,
      "waiting": 14603
    }
  },
  "queueAttemptedAt": "2026-09-18T17:44:41.310394+00:00",
  "queueError": null,
  "queueUpdatedAt": "2026-09-18T17:44:41.310394+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
}