{
  "communityAttemptedAt": "2026-10-14T03:09:06.661435+00:00",
  "communityError": null,
  "communitySample": {},
  "communityUpdatedAt": "2026-10-14T03:09:06.661435+00:00",
  "frameworkAttemptedAt": "2026-10-14T02:53:58.654044+00:00",
  "frameworkError": null,
  "frameworkStats": {
    "text-generation": {
      "Ascend_910-b3": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 42559,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 21200,
          "successRate": 0.49813200498132004,
          "wilsonLowerBound": 0.4933820190562557
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 57057,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 15405,
          "successRate": 0.26999316473000684,
          "wilsonLowerBound": 0.2663658881952883
        },
        "vllm_0.23.0": {
          "framework": "vllm_0.23.0",
          "modelCount": 0,
          "officialConfigError": "framework_mismatch",
          "officialConfigValid": false,
          "successCount": 0,
          "successRate": 0.0,
          "wilsonLowerBound": 0.0
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 4564,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1394,
          "successRate": 0.30543382997370727,
          "wilsonLowerBound": 0.2922392442050556
        }
      },
      "Biren_166m": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 64219,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 12096,
          "successRate": 0.18835547112225354,
          "wilsonLowerBound": 0.1853500442293691
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 31210,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 6736,
          "successRate": 0.21582826017302148,
          "wilsonLowerBound": 0.21129913622534421
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 7932,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 110,
          "successRate": 0.013867876954109935,
          "wilsonLowerBound": 0.011519510922678236
        }
      },
      "Cambricon_mlu-370-x4": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 26664,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3278,
          "successRate": 0.12293729372937294,
          "wilsonLowerBound": 0.11905012009556892
        },
        "vllm-customized": {
          "framework": "vllm-customized",
          "modelCount": 16510,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1676,
          "successRate": 0.10151423379769836,
          "wilsonLowerBound": 0.09699971253714496
        },
        "vllm-mlu": {
          "framework": "vllm-mlu",
          "modelCount": 16068,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 6314,
          "successRate": 0.3929549414986308,
          "wilsonLowerBound": 0.38542947398851357
        }
      },
      "Cambricon_mlu-370-x8": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 24784,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3807,
          "successRate": 0.15360716591349258,
          "wilsonLowerBound": 0.14917174733820737
        },
        "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": 52565,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 13250,
          "successRate": 0.2520688671169029,
          "wilsonLowerBound": 0.248375160652227
        }
      },
      "Iluvatar_bi-100": {
        "transformers": {
          "framework": "transformers",
          "modelCount": 24800,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3159,
          "successRate": 0.12737903225806452,
          "wilsonLowerBound": 0.12328719928033577
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 87036,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 9772,
          "successRate": 0.1122753803024036,
          "wilsonLowerBound": 0.11019503685752899
        },
        "vllm-patch-tokenizer": {
          "framework": "vllm-patch-tokenizer",
          "modelCount": 46825,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5591,
          "successRate": 0.11940202883075281,
          "wilsonLowerBound": 0.11649615207306245
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 47913,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3715,
          "successRate": 0.07753636800033394,
          "wilsonLowerBound": 0.07517536329710113
        }
      },
      "Iluvatar_bi-150": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 94131,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 23536,
          "successRate": 0.25003452635157386,
          "wilsonLowerBound": 0.24727839436012547
        },
        "transformers": {
          "framework": "transformers",
          "modelCount": 5589,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 587,
          "successRate": 0.10502773304705672,
          "wilsonLowerBound": 0.09725925387080818
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 112873,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 16532,
          "successRate": 0.14646549662009514,
          "wilsonLowerBound": 0.1444148135897369
        },
        "vllm-0.17.0": {
          "framework": "vllm-0.17.0",
          "modelCount": 160,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1,
          "successRate": 0.00625,
          "wilsonLowerBound": 0.001104103354391482
        },
        "vllm_0_17_0_corex_4_4_0": {
          "framework": "vllm_0_17_0_corex_4_4_0",
          "modelCount": 24085,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4048,
          "successRate": 0.16807141374299356,
          "wilsonLowerBound": 0.163401920450334
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 43714,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5684,
          "successRate": 0.13002699364048131,
          "wilsonLowerBound": 0.12690653692872347
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 8198,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 774,
          "successRate": 0.09441327152964138,
          "wilsonLowerBound": 0.08827216528216066
        }
      },
      "Iluvatar_mrv-100": {
        "transformers": {
          "framework": "transformers",
          "modelCount": 205,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 37,
          "successRate": 0.18048780487804877,
          "wilsonLowerBound": 0.13387369642098657
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 34596,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 6878,
          "successRate": 0.1988091108798705,
          "wilsonLowerBound": 0.19463703980381436
        }
      },
      "Kunlunxin_p-800": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 61505,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 12425,
          "successRate": 0.2020160962523372,
          "wilsonLowerBound": 0.19886159939926898
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 16364,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4608,
          "successRate": 0.2815937423612809,
          "wilsonLowerBound": 0.2747542144808637
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 15565,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3775,
          "successRate": 0.24253132026983618,
          "wilsonLowerBound": 0.23586177457352592
        }
      },
      "MetaX_c-500": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 68246,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 18785,
          "successRate": 0.27525422735398414,
          "wilsonLowerBound": 0.27191592584703034
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 1078,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 648,
          "successRate": 0.601113172541744,
          "wilsonLowerBound": 0.5715724557469206
        }
      },
      "Mthreads_s4000": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 48455,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 21730,
          "successRate": 0.4484573315447322,
          "wilsonLowerBound": 0.44403329269398023
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 40074,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4884,
          "successRate": 0.12187453211558616,
          "wilsonLowerBound": 0.11870770636589958
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 1108,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 0,
          "successRate": 0.0,
          "wilsonLowerBound": 0.0
        }
      },
      "Sunrise_pt-200-x1": {
        "sglang": {
          "framework": "sglang",
          "modelCount": 6288,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 192,
          "successRate": 0.030534351145038167,
          "wilsonLowerBound": 0.02655998124483518
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 10091,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 762,
          "successRate": 0.07551283321771876,
          "wilsonLowerBound": 0.07051757164676267
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 7420,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3253,
          "successRate": 0.4384097035040431,
          "wilsonLowerBound": 0.4271541897117425
        }
      },
      "Vastai_va16": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 7424,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 245,
          "successRate": 0.0330010775862069,
          "wilsonLowerBound": 0.029172852259161434
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 18514,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5447,
          "successRate": 0.2942097871880739,
          "wilsonLowerBound": 0.28768896467362637
        }
      },
      "hygon_k100-ai": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 28519,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 14593,
          "successRate": 0.5116939584136891,
          "wilsonLowerBound": 0.5058912762819203
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 67524,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 7232,
          "successRate": 0.10710265979503585,
          "wilsonLowerBound": 0.10479243717163252
        },
        "vllm-patch-tokenizer": {
          "framework": "vllm-patch-tokenizer",
          "modelCount": 13792,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 2334,
          "successRate": 0.16922853828306264,
          "wilsonLowerBound": 0.1630630622776697
        }
      }
    }
  },
  "frameworkUpdatedAt": null,
  "generatedAt": "2026-10-14T03:11:55.767207+00:00",
  "gpuStats": {
    "Ascend_910-b3": {
      "available": true,
      "backlogHours": 985.4285714285714,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b3",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 0.87147808214649,
      "queueFactor": 1.0,
      "queueWeight": 1.0,
      "recentSuccess": 37,
      "recentSuccessRate": 0.22023809523809523,
      "recentTerminal": 168,
      "recentWilsonLowerBound": 0.16421635802623955,
      "running": 7,
      "selectionWeight": 0.87147808214649,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 28.0,
      "waiting": 27592
    },
    "Biren_166m": {
      "available": true,
      "backlogHours": 151.51456310679612,
      "canVerify": true,
      "error": null,
      "gpu": "Biren_166m",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 0.10861608418424204,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 20,
      "recentSuccessRate": 0.0970873786407767,
      "recentTerminal": 206,
      "recentWilsonLowerBound": 0.0637298110684702,
      "running": 7,
      "selectionWeight": 0.14120090943951466,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 34.333333333333336,
      "waiting": 5202
    },
    "Cambricon_mlu-370-x4": {
      "available": true,
      "backlogHours": 1299.5064935064934,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.4513086431455464,
      "queueFactor": 0.9593498332600509,
      "queueWeight": 0.9593498332600509,
      "recentSuccess": 15,
      "recentSuccessRate": 0.19480519480519481,
      "recentTerminal": 77,
      "recentWilsonLowerBound": 0.12176294266340366,
      "running": 7,
      "selectionWeight": 0.43296287155049973,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 12.833333333333334,
      "waiting": 16677
    },
    "Cambricon_mlu-370-x8": {
      "available": true,
      "backlogHours": 474.74999999999994,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x8",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.23145213499302336,
      "queueFactor": 1.1157683204140794,
      "queueWeight": 1.1157683204140794,
      "recentSuccess": 16,
      "recentSuccessRate": 0.14285714285714285,
      "recentTerminal": 112,
      "recentWilsonLowerBound": 0.08988584177181091,
      "running": 6,
      "selectionWeight": 0.2582469599174184,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 18.666666666666668,
      "waiting": 8862
    },
    "Iluvatar_bi-100": {
      "available": true,
      "backlogHours": 121.80392156862744,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 24,
      "qualityFactor": 0.05,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 11,
      "recentSuccessRate": 0.0718954248366013,
      "recentTerminal": 153,
      "recentWilsonLowerBound": 0.04061618900345252,
      "running": 6,
      "selectionWeight": 0.065,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 25.5,
      "waiting": 3106
    },
    "Iluvatar_bi-150": {
      "available": true,
      "backlogHours": 170.25,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-150",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 50,
      "qualityFactor": 0.22913389781721788,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 31,
      "recentSuccessRate": 0.125,
      "recentTerminal": 248,
      "recentWilsonLowerBound": 0.08947549015278898,
      "running": 6,
      "selectionWeight": 0.29787406716238324,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 41.333333333333336,
      "waiting": 7037
    },
    "Iluvatar_mrv-100": {
      "available": true,
      "backlogHours": 2799.529411764706,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_mrv-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 1.5745587369716438,
      "queueFactor": 0.8550293393922183,
      "queueWeight": 0.8550293393922183,
      "recentSuccess": 12,
      "recentSuccessRate": 0.35294117647058826,
      "recentTerminal": 34,
      "recentWilsonLowerBound": 0.2148771489529607,
      "running": 2,
      "selectionWeight": 1.3462939167071102,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 5.666666666666667,
      "waiting": 15864
    },
    "Kunlunxin_p-800": {
      "available": true,
      "backlogHours": 285.42857142857144,
      "canVerify": true,
      "error": null,
      "gpu": "Kunlunxin_p-800",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 0.5900597372776302,
      "queueFactor": 1.2042569348321415,
      "queueWeight": 1.2042569348321415,
      "recentSuccess": 33,
      "recentSuccessRate": 0.18857142857142858,
      "recentTerminal": 175,
      "recentWilsonLowerBound": 0.13754169637548572,
      "running": 8,
      "selectionWeight": 0.7105835305818176,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 29.166666666666668,
      "waiting": 8325
    },
    "MetaX_c-500": {
      "available": true,
      "backlogHours": 643.939393939394,
      "canVerify": true,
      "error": null,
      "gpu": "MetaX_c-500",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 0.8240274609841268,
      "queueFactor": 1.0659013771653856,
      "queueWeight": 1.0659013771653856,
      "recentSuccess": 23,
      "recentSuccessRate": 0.23232323232323232,
      "recentTerminal": 99,
      "recentWilsonLowerBound": 0.16009001362979594,
      "running": 4,
      "selectionWeight": 0.8783320054850768,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 16.5,
      "waiting": 10625
    },
    "Mthreads_s4000": {
      "available": true,
      "backlogHours": 2535.9,
      "canVerify": true,
      "error": null,
      "gpu": "Mthreads_s4000",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 0.7979154599458222,
      "queueFactor": 0.867808608526415,
      "queueWeight": 0.867808608526415,
      "recentSuccess": 15,
      "recentSuccessRate": 0.25,
      "recentTerminal": 60,
      "recentWilsonLowerBound": 0.1577638557841185,
      "running": 4,
      "selectionWeight": 0.6924379050172984,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 10.0,
      "waiting": 25359
    },
    "Sunrise_pt-200-x1": {
      "available": true,
      "backlogHours": 2567.8571428571427,
      "canVerify": true,
      "error": null,
      "gpu": "Sunrise_pt-200-x1",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 0.4138205389124159,
      "queueFactor": 0.8661799839411198,
      "queueWeight": 0.8661799839411198,
      "recentSuccess": 9,
      "recentSuccessRate": 0.21428571428571427,
      "recentTerminal": 42,
      "recentWilsonLowerBound": 0.11705668531051239,
      "running": 2,
      "selectionWeight": 0.35844306774966195,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 7.0,
      "waiting": 17975
    },
    "Vastai_va16": {
      "available": true,
      "backlogHours": 1324.109589041096,
      "canVerify": true,
      "error": null,
      "gpu": "Vastai_va16",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 16,
      "qualityFactor": 0.05,
      "queueFactor": 0.956654641370686,
      "queueWeight": 0.956654641370686,
      "recentSuccess": 3,
      "recentSuccessRate": 0.0410958904109589,
      "recentTerminal": 73,
      "recentWilsonLowerBound": 0.014073685234288726,
      "running": 16,
      "selectionWeight": 0.047832732068534306,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 12.166666666666666,
      "waiting": 16110
    },
    "hygon_k100-ai": {
      "available": true,
      "backlogHours": 1390.0,
      "canVerify": true,
      "error": null,
      "gpu": "hygon_k100-ai",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 6,
      "qualityFactor": 2.5,
      "queueFactor": 0.9497111841896144,
      "queueWeight": 0.9497111841896144,
      "recentSuccess": 33,
      "recentSuccessRate": 0.3548387096774194,
      "recentTerminal": 93,
      "recentWilsonLowerBound": 0.26512726316736557,
      "running": 6,
      "selectionWeight": 2.374277960474036,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 15.5,
      "waiting": 21545
    }
  },
  "queueAttemptedAt": "2026-10-14T03:06:02.762508+00:00",
  "queueError": null,
  "queueUpdatedAt": "2026-10-14T03:06:02.762508+00:00",
  "supportedGpus": [
    "Cambricon_mlu-370-x4",
    "Vastai_va16",
    "Iluvatar_mrv-100",
    "Kunlunxin_p-800",
    "Iluvatar_bi-150",
    "Ascend_910-b3",
    "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
}