{
  "communityAttemptedAt": "2026-09-11T17:53:09.997780+00:00",
  "communityError": null,
  "communitySample": {},
  "communityUpdatedAt": "2026-09-11T17:53:09.997780+00:00",
  "frameworkAttemptedAt": "2026-09-11T13:40:14.410581+00:00",
  "frameworkError": null,
  "frameworkStats": {
    "text-generation": {
      "Ascend_910-b3": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 38446,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 18375,
          "successRate": 0.47794308900795923,
          "wilsonLowerBound": 0.4729523584288491
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 50762,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 14366,
          "successRate": 0.2830069737204996,
          "wilsonLowerBound": 0.27910480153145656
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 1857,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 475,
          "successRate": 0.25578890683898764,
          "wilsonLowerBound": 0.23646270228319038
        }
      },
      "Ascend_910-b4": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 31575,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 13624,
          "successRate": 0.4314806017418844,
          "wilsonLowerBound": 0.42602618172199486
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 36678,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 10479,
          "successRate": 0.28570260101423195,
          "wilsonLowerBound": 0.28110195485472655
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 7184,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3250,
          "successRate": 0.4523942093541203,
          "wilsonLowerBound": 0.4409129625014473
        }
      },
      "Biren_166m": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 63812,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 12062,
          "successRate": 0.18902400802356922,
          "wilsonLowerBound": 0.18600490463820743
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 14400,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 2844,
          "successRate": 0.1975,
          "wilsonLowerBound": 0.19107853738215302
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 5244,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 40,
          "successRate": 0.007627765064836003,
          "wilsonLowerBound": 0.00560679002042252
        }
      },
      "Cambricon_mlu-370-x4": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 25993,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3191,
          "successRate": 0.1227638210287385,
          "wilsonLowerBound": 0.11882994489751901
        },
        "vllm-customized": {
          "framework": "vllm-customized",
          "modelCount": 16454,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1672,
          "successRate": 0.10161662817551963,
          "wilsonLowerBound": 0.09709250105798561
        },
        "vllm-mlu": {
          "framework": "vllm-mlu",
          "modelCount": 9610,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4163,
          "successRate": 0.4331945889698231,
          "wilsonLowerBound": 0.42331598288273914
        }
      },
      "Cambricon_mlu-370-x8": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 24042,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3774,
          "successRate": 0.15697529323683554,
          "wilsonLowerBound": 0.15243173793467504
        },
        "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": 39792,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 10050,
          "successRate": 0.2525633293124246,
          "wilsonLowerBound": 0.2483183112176468
        }
      },
      "Iluvatar_bi-100": {
        "transformers": {
          "framework": "transformers",
          "modelCount": 22932,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3030,
          "successRate": 0.13212977498691783,
          "wilsonLowerBound": 0.12780841177174476
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 86498,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 9762,
          "successRate": 0.11285810076533562,
          "wilsonLowerBound": 0.1107665651011261
        },
        "vllm-patch-tokenizer": {
          "framework": "vllm-patch-tokenizer",
          "modelCount": 38741,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4751,
          "successRate": 0.12263493456544745,
          "wilsonLowerBound": 0.11940590923889839
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 26325,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3233,
          "successRate": 0.12281101614434947,
          "wilsonLowerBound": 0.11890101386023545
        }
      },
      "Iluvatar_bi-150": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 87497,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 20358,
          "successRate": 0.23267083442860897,
          "wilsonLowerBound": 0.2298828446941158
        },
        "transformers": {
          "framework": "transformers",
          "modelCount": 5071,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 562,
          "successRate": 0.11082626700847958,
          "wilsonLowerBound": 0.10247891263841001
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 112434,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 16502,
          "successRate": 0.1467705498336802,
          "wilsonLowerBound": 0.14471409905259283
        },
        "vllm_0_17_0_corex_4_4_0": {
          "framework": "vllm_0_17_0_corex_4_4_0",
          "modelCount": 15686,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3208,
          "successRate": 0.20451357898763228,
          "wilsonLowerBound": 0.19827413421830103
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 42485,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5522,
          "successRate": 0.12997528539484524,
          "wilsonLowerBound": 0.12681103456747023
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 6073,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 472,
          "successRate": 0.07772106043141776,
          "wilsonLowerBound": 0.07125113218373069
        }
      },
      "Iluvatar_mrv-100": {
        "transformers": {
          "framework": "transformers",
          "modelCount": 198,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 36,
          "successRate": 0.18181818181818182,
          "wilsonLowerBound": 0.1343204258911728
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 30015,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5140,
          "successRate": 0.17124770947859402,
          "wilsonLowerBound": 0.16702786352131763
        }
      },
      "Kunlunxin_p-800": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 60746,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 12378,
          "successRate": 0.20376650314423994,
          "wilsonLowerBound": 0.20058208392372912
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 6180,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1821,
          "successRate": 0.2946601941747573,
          "wilsonLowerBound": 0.2834242035338541
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 11828,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3095,
          "successRate": 0.2616672303009807,
          "wilsonLowerBound": 0.2538241354008767
        }
      },
      "MetaX_c-500": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 58465,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 15915,
          "successRate": 0.27221414521508597,
          "wilsonLowerBound": 0.26862120967656333
        }
      },
      "Mthreads_s4000": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 45915,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 19932,
          "successRate": 0.4341065011434172,
          "wilsonLowerBound": 0.42957858891249395
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 35446,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3006,
          "successRate": 0.08480505557749816,
          "wilsonLowerBound": 0.08194957587328847
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 247,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 0,
          "successRate": 0.0,
          "wilsonLowerBound": 0.0
        }
      },
      "Sunrise_pt-200-x1": {
        "sglang": {
          "framework": "sglang",
          "modelCount": 6273,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 192,
          "successRate": 0.030607364897178385,
          "wilsonLowerBound": 0.02662361262856994
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 10000,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 729,
          "successRate": 0.0729,
          "wilsonLowerBound": 0.06796689394323556
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 5435,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 2282,
          "successRate": 0.41987120515179394,
          "wilsonLowerBound": 0.4068110243429629
        }
      },
      "Vastai_va16": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 7363,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 235,
          "successRate": 0.03191633844900177,
          "wilsonLowerBound": 0.02813900670503671
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 10098,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3472,
          "successRate": 0.3438304614775203,
          "wilsonLowerBound": 0.3346269943979668
        }
      },
      "hygon_k100-ai": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 25739,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 12958,
          "successRate": 0.5034383620187265,
          "wilsonLowerBound": 0.4973300101191682
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 60511,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5877,
          "successRate": 0.0971228371701013,
          "wilsonLowerBound": 0.09478888180601833
        },
        "vllm-patch-tokenizer": {
          "framework": "vllm-patch-tokenizer",
          "modelCount": 12096,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1668,
          "successRate": 0.1378968253968254,
          "wilsonLowerBound": 0.13186711384583424
        }
      }
    }
  },
  "frameworkUpdatedAt": null,
  "generatedAt": "2026-09-11T17:56:52.888695+00:00",
  "gpuStats": {
    "Ascend_910-b3": {
      "available": true,
      "backlogHours": 2342.6,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b3",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 1.4960734774627393,
      "queueFactor": 0.8305635683557404,
      "queueWeight": 0.8305635683557404,
      "recentSuccess": 23,
      "recentSuccessRate": 0.38333333333333336,
      "recentTerminal": 60,
      "recentWilsonLowerBound": 0.2708808958488825,
      "running": 9,
      "selectionWeight": 1.2425841259638342,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 10.0,
      "waiting": 23426
    },
    "Ascend_910-b4": {
      "available": true,
      "backlogHours": 1124.9178082191781,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 1.4149753165770922,
      "queueFactor": 0.9271702316771513,
      "queueWeight": 0.9271702316771513,
      "recentSuccess": 49,
      "recentSuccessRate": 0.3356164383561644,
      "recentTerminal": 146,
      "recentWilsonLowerBound": 0.2641049442736961,
      "running": 9,
      "selectionWeight": 1.3119229920882332,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 24.333333333333332,
      "waiting": 27373
    },
    "Biren_166m": {
      "available": true,
      "backlogHours": 152.878612716763,
      "canVerify": true,
      "error": null,
      "gpu": "Biren_166m",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 0.4335531694606988,
      "queueFactor": 1.2507646208368282,
      "queueWeight": 1.2507646208368282,
      "recentSuccess": 36,
      "recentSuccessRate": 0.20809248554913296,
      "recentTerminal": 173,
      "recentWilsonLowerBound": 0.15426719317963986,
      "running": 9,
      "selectionWeight": 0.542272965613116,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 28.833333333333332,
      "waiting": 4408
    },
    "Cambricon_mlu-370-x4": {
      "available": true,
      "backlogHours": 1207.0140845070423,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 1.1342510514032784,
      "queueFactor": 0.9174253739098509,
      "queueWeight": 0.9174253739098509,
      "recentSuccess": 24,
      "recentSuccessRate": 0.3380281690140845,
      "recentTerminal": 71,
      "recentWilsonLowerBound": 0.23884828906001415,
      "running": 7,
      "selectionWeight": 1.0405906949412942,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 11.833333333333334,
      "waiting": 14283
    },
    "Cambricon_mlu-370-x8": {
      "available": true,
      "backlogHours": 509.6538461538462,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x8",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 1.1924018640728562,
      "queueFactor": 1.0440860719634246,
      "queueWeight": 1.0440860719634246,
      "recentSuccess": 34,
      "recentSuccessRate": 0.3269230769230769,
      "recentTerminal": 104,
      "recentWilsonLowerBound": 0.24433849092767745,
      "running": 7,
      "selectionWeight": 1.2449701784616938,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 17.333333333333332,
      "waiting": 8834
    },
    "Iluvatar_bi-100": {
      "available": true,
      "backlogHours": 137.18446601941747,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 24,
      "qualityFactor": 0.05,
      "queueFactor": 1.2712526102730222,
      "queueWeight": 1.2712526102730222,
      "recentSuccess": 4,
      "recentSuccessRate": 0.038834951456310676,
      "recentTerminal": 103,
      "recentWilsonLowerBound": 0.015203743545084,
      "running": 28,
      "selectionWeight": 0.06356263051365112,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 17.166666666666668,
      "waiting": 2355
    },
    "Iluvatar_bi-150": {
      "available": true,
      "backlogHours": 191.01639344262296,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-150",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 50,
      "qualityFactor": 0.05,
      "queueFactor": 1.2096702559456327,
      "queueWeight": 1.2096702559456327,
      "recentSuccess": 9,
      "recentSuccessRate": 0.07377049180327869,
      "recentTerminal": 122,
      "recentWilsonLowerBound": 0.03929335962779893,
      "running": 3,
      "selectionWeight": 0.06048351279728164,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 20.333333333333332,
      "waiting": 3884
    },
    "Iluvatar_mrv-100": {
      "available": true,
      "backlogHours": 1720.2222222222222,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_mrv-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 0.307441163726604,
      "queueFactor": 0.8699412318121548,
      "queueWeight": 0.8699412318121548,
      "recentSuccess": 12,
      "recentSuccessRate": 0.2222222222222222,
      "recentTerminal": 54,
      "recentWilsonLowerBound": 0.13195287989578958,
      "running": 2,
      "selectionWeight": 0.2674557446820843,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 9.0,
      "waiting": 15482
    },
    "Kunlunxin_p-800": {
      "available": true,
      "backlogHours": 599.4495412844036,
      "canVerify": true,
      "error": null,
      "gpu": "Kunlunxin_p-800",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.19420156800886196,
      "queueFactor": 1.0189777556037403,
      "queueWeight": 1.0189777556037403,
      "recentSuccess": 18,
      "recentSuccessRate": 0.1651376146788991,
      "recentTerminal": 109,
      "recentWilsonLowerBound": 0.10708603422228842,
      "running": 8,
      "selectionWeight": 0.19788707790439727,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 18.166666666666668,
      "waiting": 10890
    },
    "MetaX_c-500": {
      "available": true,
      "backlogHours": 759.5333333333333,
      "canVerify": true,
      "error": null,
      "gpu": "MetaX_c-500",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 0.7324987604921369,
      "queueFactor": 0.9834348005582458,
      "queueWeight": 0.9834348005582458,
      "recentSuccess": 25,
      "recentSuccessRate": 0.2777777777777778,
      "recentTerminal": 90,
      "recentWilsonLowerBound": 0.1957955914762625,
      "running": 4,
      "selectionWeight": 0.720364772433747,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 15.0,
      "waiting": 11393
    },
    "Mthreads_s4000": {
      "available": true,
      "backlogHours": 500.9291338582677,
      "canVerify": true,
      "error": null,
      "gpu": "Mthreads_s4000",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 0.2245788709182286,
      "queueFactor": 1.0467938310999874,
      "queueWeight": 1.0467938310999874,
      "recentSuccess": 39,
      "recentSuccessRate": 0.15354330708661418,
      "recentTerminal": 254,
      "recentWilsonLowerBound": 0.11439893987447905,
      "running": 5,
      "selectionWeight": 0.23508777667260206,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 42.333333333333336,
      "waiting": 21206
    },
    "Sunrise_pt-200-x1": {
      "available": true,
      "backlogHours": 5373.375,
      "canVerify": true,
      "error": null,
      "gpu": "Sunrise_pt-200-x1",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 1.053705271916474,
      "queueFactor": 0.7333149275254484,
      "queueWeight": 0.7333149275254484,
      "recentSuccess": 7,
      "recentSuccessRate": 0.4375,
      "recentTerminal": 16,
      "recentWilsonLowerBound": 0.2309836333518552,
      "running": 2,
      "selectionWeight": 0.7726978051086119,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 2.6666666666666665,
      "waiting": 14329
    },
    "Vastai_va16": {
      "available": true,
      "backlogHours": 1040.6,
      "canVerify": true,
      "error": null,
      "gpu": "Vastai_va16",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 16,
      "qualityFactor": 1.0170005265665694,
      "queueFactor": 0.9380695200593399,
      "queueWeight": 0.9380695200593399,
      "recentSuccess": 20,
      "recentSuccessRate": 0.3333333333333333,
      "recentTerminal": 60,
      "recentWilsonLowerBound": 0.2272909421592783,
      "running": 17,
      "selectionWeight": 0.9540171958563977,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 10.0,
      "waiting": 10406
    },
    "hygon_k100-ai": {
      "available": true,
      "backlogHours": 573.5604395604396,
      "canVerify": true,
      "error": null,
      "gpu": "hygon_k100-ai",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 6,
      "qualityFactor": 2.5,
      "queueFactor": 1.0257480969636985,
      "queueWeight": 1.0257480969636985,
      "recentSuccess": 40,
      "recentSuccessRate": 0.43956043956043955,
      "recentTerminal": 91,
      "recentWilsonLowerBound": 0.3420866632494298,
      "running": 6,
      "selectionWeight": 2.5643702424092463,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 15.166666666666666,
      "waiting": 8699
    }
  },
  "queueAttemptedAt": "2026-09-11T17:53:09.997780+00:00",
  "queueError": null,
  "queueUpdatedAt": "2026-09-11T17:53:09.997780+00:00",
  "supportedGpus": [
    "Vastai_va16",
    "Iluvatar_mrv-100",
    "Kunlunxin_p-800",
    "Cambricon_mlu-370-x4",
    "Iluvatar_bi-150",
    "Ascend_910-b4",
    "hygon_k100-ai",
    "Ascend_910-b3",
    "MetaX_c-500",
    "Sunrise_pt-200-x1",
    "Iluvatar_bi-100",
    "Biren_166m",
    "Cambricon_mlu-370-x8",
    "Mthreads_s4000"
  ],
  "taskTypes": [
    "text-generation"
  ],
  "throughputWindowHours": 6,
  "version": 3
}