submmit/.modelhub_state/market_intelligence.json

{
  "communityAttemptedAt": "2026-09-11T16:30:20.479153+00:00",
  "communityError": null,
  "communitySample": {},
  "communityUpdatedAt": "2026-09-11T16:30:20.479153+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": "2026-09-11T16:39:08.294769+00:00",
  "gpuStats": {
    "Ascend_910-b3": {
      "available": true,
      "backlogHours": 3198.409090909091,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b3",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 1.5356193833454403,
      "queueFactor": 0.7851262360910193,
      "queueWeight": 0.7851262360910193,
      "recentSuccess": 16,
      "recentSuccessRate": 0.36363636363636365,
      "recentTerminal": 44,
      "recentWilsonLowerBound": 0.23783334127491426,
      "running": 8,
      "selectionWeight": 1.2056550665144177,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 7.333333333333333,
      "waiting": 23455
    },
    "Ascend_910-b4": {
      "available": true,
      "backlogHours": 1081.6973684210527,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 2.053341684378846,
      "queueFactor": 0.923769727110777,
      "queueWeight": 0.923769727110777,
      "recentSuccess": 52,
      "recentSuccessRate": 0.34210526315789475,
      "recentTerminal": 152,
      "recentWilsonLowerBound": 0.27141022759894745,
      "running": 8,
      "selectionWeight": 1.8968148874438298,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 25.333333333333332,
      "waiting": 27403
    },
    "Biren_166m": {
      "available": true,
      "backlogHours": 137.96891191709847,
      "canVerify": true,
      "error": null,
      "gpu": "Biren_166m",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 0.6076959109773027,
      "queueFactor": 1.258092015043616,
      "queueWeight": 1.258092015043616,
      "recentSuccess": 40,
      "recentSuccessRate": 0.20725388601036268,
      "recentTerminal": 193,
      "recentWilsonLowerBound": 0.1560536667331932,
      "running": 8,
      "selectionWeight": 0.7645373731752005,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 32.166666666666664,
      "waiting": 4438
    },
    "Cambricon_mlu-370-x4": {
      "available": true,
      "backlogHours": 1127.921052631579,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 1.3236728879525521,
      "queueFactor": 0.917989653583409,
      "queueWeight": 0.917989653583409,
      "recentSuccess": 24,
      "recentSuccessRate": 0.3157894736842105,
      "recentTerminal": 76,
      "recentWilsonLowerBound": 0.22230704805907556,
      "running": 7,
      "selectionWeight": 1.2151180158693138,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 12.666666666666666,
      "waiting": 14287
    },
    "Cambricon_mlu-370-x8": {
      "available": true,
      "backlogHours": 487.65137614678895,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x8",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 1.4623972366800817,
      "queueFactor": 1.041029829080096,
      "queueWeight": 1.041029829080096,
      "recentSuccess": 34,
      "recentSuccessRate": 0.3119266055045872,
      "recentTerminal": 109,
      "recentWilsonLowerBound": 0.23260984308346908,
      "running": 7,
      "selectionWeight": 1.52239914534827,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 18.166666666666668,
      "waiting": 8859
    },
    "Iluvatar_bi-100": {
      "available": true,
      "backlogHours": 119.06557377049181,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 24,
      "qualityFactor": 0.05,
      "queueFactor": 1.2862093444776037,
      "queueWeight": 1.2862093444776037,
      "recentSuccess": 4,
      "recentSuccessRate": 0.03278688524590164,
      "recentTerminal": 122,
      "recentWilsonLowerBound": 0.012822391019358004,
      "running": 24,
      "selectionWeight": 0.06431046722388019,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 20.333333333333332,
      "waiting": 2421
    },
    "Iluvatar_bi-150": {
      "available": true,
      "backlogHours": 197.33898305084745,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-150",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 50,
      "qualityFactor": 0.0718689609185954,
      "queueFactor": 1.1923332606738517,
      "queueWeight": 1.1923332606738517,
      "recentSuccess": 12,
      "recentSuccessRate": 0.1016949152542373,
      "recentTerminal": 118,
      "recentWilsonLowerBound": 0.05913498018835979,
      "running": 1,
      "selectionWeight": 0.08569175251331047,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 19.666666666666668,
      "waiting": 3881
    },
    "Iluvatar_mrv-100": {
      "available": true,
      "backlogHours": 2511.081081081081,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_mrv-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 1.271161468008442,
      "queueFactor": 0.8141426030841996,
      "queueWeight": 0.8141426030841996,
      "recentSuccess": 13,
      "recentSuccessRate": 0.35135135135135137,
      "recentTerminal": 37,
      "recentWilsonLowerBound": 0.21825406631100872,
      "running": 2,
      "selectionWeight": 1.0349067065047255,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 6.166666666666667,
      "waiting": 15485
    },
    "Kunlunxin_p-800": {
      "available": true,
      "backlogHours": 628.8461538461539,
      "canVerify": true,
      "error": null,
      "gpu": "Kunlunxin_p-800",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.39350118384050475,
      "queueFactor": 1.0020697002227652,
      "queueWeight": 1.0020697002227652,
      "recentSuccess": 20,
      "recentSuccessRate": 0.19230769230769232,
      "recentTerminal": 104,
      "recentWilsonLowerBound": 0.12808047966842862,
      "running": 7,
      "selectionWeight": 0.3943156133283578,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 17.333333333333332,
      "waiting": 10900
    },
    "MetaX_c-500": {
      "available": true,
      "backlogHours": 646.3018867924528,
      "canVerify": true,
      "error": null,
      "gpu": "MetaX_c-500",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 0.6169865071641262,
      "queueFactor": 0.9979626286079069,
      "queueWeight": 0.9979626286079069,
      "recentSuccess": 24,
      "recentSuccessRate": 0.22641509433962265,
      "recentTerminal": 106,
      "recentWilsonLowerBound": 0.1571336279648038,
      "running": 4,
      "selectionWeight": 0.6157294765051226,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 17.666666666666668,
      "waiting": 11418
    },
    "Mthreads_s4000": {
      "available": true,
      "backlogHours": 464.54014598540147,
      "canVerify": true,
      "error": null,
      "gpu": "Mthreads_s4000",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 0.21076316250872795,
      "queueFactor": 1.0486392377705394,
      "queueWeight": 1.0486392377705394,
      "recentSuccess": 36,
      "recentSuccessRate": 0.13138686131386862,
      "recentTerminal": 274,
      "recentWilsonLowerBound": 0.0964344788413295,
      "running": 4,
      "selectionWeight": 0.2210145220832608,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 45.666666666666664,
      "waiting": 21214
    },
    "Sunrise_pt-200-x1": {
      "available": true,
      "backlogHours": 5047.411764705882,
      "canVerify": true,
      "error": null,
      "gpu": "Sunrise_pt-200-x1",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 0.20652850067128475,
      "queueFactor": 0.7331946401438765,
      "queueWeight": 0.7331946401438765,
      "recentSuccess": 4,
      "recentSuccessRate": 0.23529411764705882,
      "recentTerminal": 17,
      "recentWilsonLowerBound": 0.09554889071675943,
      "running": 2,
      "selectionWeight": 0.15142558972913697,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 2.8333333333333335,
      "waiting": 14301
    },
    "Vastai_va16": {
      "available": true,
      "backlogHours": 1000.6451612903226,
      "canVerify": true,
      "error": null,
      "gpu": "Vastai_va16",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 16,
      "qualityFactor": 0.961413745523728,
      "queueFactor": 0.9346253943322158,
      "queueWeight": 0.9346253943322158,
      "recentSuccess": 18,
      "recentSuccessRate": 0.2903225806451613,
      "recentTerminal": 62,
      "recentWilsonLowerBound": 0.192234063853952,
      "running": 16,
      "selectionWeight": 0.8985617010265269,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 10.333333333333334,
      "waiting": 10340
    },
    "hygon_k100-ai": {
      "available": true,
      "backlogHours": 501.8076923076923,
      "canVerify": true,
      "error": null,
      "gpu": "hygon_k100-ai",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 6,
      "qualityFactor": 2.5,
      "queueFactor": 1.0365708572604766,
      "queueWeight": 1.0365708572604766,
      "recentSuccess": 40,
      "recentSuccessRate": 0.38461538461538464,
      "recentTerminal": 104,
      "recentWilsonLowerBound": 0.2968111436892963,
      "running": 6,
      "selectionWeight": 2.5914271431511917,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 17.333333333333332,
      "waiting": 8698
    }
  },
  "queueAttemptedAt": "2026-09-11T16:33:39.371240+00:00",
  "queueError": null,
  "queueUpdatedAt": "2026-09-11T16:33:39.371240+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
}