submmit/.modelhub_state/market_intelligence.json

{
  "communityAttemptedAt": "2026-09-16T18:54:36.609152+00:00",
  "communityError": null,
  "communitySample": {},
  "communityUpdatedAt": "2026-09-16T18:54:36.609152+00:00",
  "frameworkAttemptedAt": "2026-09-16T14:37:17.574684+00:00",
  "frameworkError": null,
  "frameworkStats": {
    "text-generation": {
      "Ascend_910-b3": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 39244,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 18905,
          "successRate": 0.4817296911629803,
          "wilsonLowerBound": 0.47678805295545296
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 52176,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 14666,
          "successRate": 0.28108708984973935,
          "wilsonLowerBound": 0.27724605186388557
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 2451,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 669,
          "successRate": 0.2729498164014688,
          "wilsonLowerBound": 0.2556790305814017
        }
      },
      "Ascend_910-b4": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 32450,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 14222,
          "successRate": 0.4382742681047766,
          "wilsonLowerBound": 0.4328832554726047
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 37235,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 10610,
          "successRate": 0.28494695850678126,
          "wilsonLowerBound": 0.2803844088456691
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 8254,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3602,
          "successRate": 0.43639447540586385,
          "wilsonLowerBound": 0.4257273186463678
        }
      },
      "Biren_166m": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 63886,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 12070,
          "successRate": 0.18893028206492815,
          "wilsonLowerBound": 0.18591349982583322
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 16390,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3279,
          "successRate": 0.20006101281269068,
          "wilsonLowerBound": 0.1940070331487217
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 5748,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 51,
          "successRate": 0.008872651356993737,
          "wilsonLowerBound": 0.006755067079755657
        }
      },
      "Cambricon_mlu-370-x4": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 26104,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3211,
          "successRate": 0.12300796812749004,
          "wilsonLowerBound": 0.11907890985632662
        },
        "vllm-customized": {
          "framework": "vllm-customized",
          "modelCount": 16463,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1674,
          "successRate": 0.10168256089412622,
          "wilsonLowerBound": 0.09715830306169429
        },
        "vllm-mlu": {
          "framework": "vllm-mlu",
          "modelCount": 10673,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4522,
          "successRate": 0.42368593647521785,
          "wilsonLowerBound": 0.41434018865755295
        }
      },
      "Cambricon_mlu-370-x8": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 24113,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3781,
          "successRate": 0.156803384066686,
          "wilsonLowerBound": 0.15226851594191673
        },
        "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": 41865,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 10524,
          "successRate": 0.2513794338946614,
          "wilsonLowerBound": 0.2472468450875897
        }
      },
      "Iluvatar_bi-100": {
        "transformers": {
          "framework": "transformers",
          "modelCount": 23169,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3051,
          "successRate": 0.13168457853165869,
          "wilsonLowerBound": 0.12739136806252052
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 86586,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 9764,
          "successRate": 0.11276649804818331,
          "wilsonLowerBound": 0.11067676753074022
        },
        "vllm-patch-tokenizer": {
          "framework": "vllm-patch-tokenizer",
          "modelCount": 39828,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4891,
          "successRate": 0.12280305312845234,
          "wilsonLowerBound": 0.1196159765873758
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 30145,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3355,
          "successRate": 0.11129540553989054,
          "wilsonLowerBound": 0.10779450966780564
        }
      },
      "Iluvatar_bi-150": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 88245,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 20831,
          "successRate": 0.23605870020964362,
          "wilsonLowerBound": 0.23326833779223471
        },
        "transformers": {
          "framework": "transformers",
          "modelCount": 5140,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 565,
          "successRate": 0.10992217898832685,
          "wilsonLowerBound": 0.1016604529148705
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 112491,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 16506,
          "successRate": 0.14673173853908314,
          "wilsonLowerBound": 0.1446760335022412
        },
        "vllm_0_17_0_corex_4_4_0": {
          "framework": "vllm_0_17_0_corex_4_4_0",
          "modelCount": 16508,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3361,
          "successRate": 0.20359825539132542,
          "wilsonLowerBound": 0.1975248052469664
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 42778,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5570,
          "successRate": 0.1302071158071906,
          "wilsonLowerBound": 0.12705116982567116
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 6520,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 522,
          "successRate": 0.08006134969325153,
          "wilsonLowerBound": 0.07371839332095627
        }
      },
      "Iluvatar_mrv-100": {
        "transformers": {
          "framework": "transformers",
          "modelCount": 200,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 36,
          "successRate": 0.18,
          "wilsonLowerBound": 0.1329455066253411
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 30781,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5428,
          "successRate": 0.17634254897501705,
          "wilsonLowerBound": 0.17212539494046403
        }
      },
      "Kunlunxin_p-800": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 60815,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 12386,
          "successRate": 0.20366685850530297,
          "wilsonLowerBound": 0.2004848244460515
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 7166,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 2096,
          "successRate": 0.29249232486742954,
          "wilsonLowerBound": 0.28207302390780453
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 12427,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3229,
          "successRate": 0.259837450712159,
          "wilsonLowerBound": 0.2522019189385515
        }
      },
      "MetaX_c-500": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 60142,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 16433,
          "successRate": 0.27323667320674405,
          "wilsonLowerBound": 0.269689739664324
        }
      },
      "Mthreads_s4000": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 46374,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 20239,
          "successRate": 0.4364298960624488,
          "wilsonLowerBound": 0.4319214655935593
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 36178,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3296,
          "successRate": 0.091105091492067,
          "wilsonLowerBound": 0.0881830910725132
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 411,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 0,
          "successRate": 0.0,
          "wilsonLowerBound": 0.0
        }
      },
      "Sunrise_pt-200-x1": {
        "sglang": {
          "framework": "sglang",
          "modelCount": 6277,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 192,
          "successRate": 0.03058786044288673,
          "wilsonLowerBound": 0.026606614466574273
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 10018,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 735,
          "successRate": 0.07336793771211819,
          "wilsonLowerBound": 0.06842393454370647
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 5782,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 2441,
          "successRate": 0.42217225873400205,
          "wilsonLowerBound": 0.4094970984451363
        }
      },
      "Vastai_va16": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 7371,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 235,
          "successRate": 0.031881698548365214,
          "wilsonLowerBound": 0.028108410814796363
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 11216,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3760,
          "successRate": 0.33523537803138376,
          "wilsonLowerBound": 0.32655643578981447
        }
      },
      "hygon_k100-ai": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 26237,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 13287,
          "successRate": 0.5064222281510844,
          "wilsonLowerBound": 0.5003720401797029
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 61709,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 6126,
          "successRate": 0.09927239138537329,
          "wilsonLowerBound": 0.09693792577725639
        },
        "vllm-patch-tokenizer": {
          "framework": "vllm-patch-tokenizer",
          "modelCount": 12352,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1753,
          "successRate": 0.14192033678756477,
          "wilsonLowerBound": 0.13587739078820216
        }
      }
    }
  },
  "frameworkUpdatedAt": null,
  "generatedAt": "2026-09-16T18:57:38.355995+00:00",
  "gpuStats": {
    "Ascend_910-b3": {
      "available": true,
      "backlogHours": 1150.4640000000002,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b3",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 1.187022252198844,
      "queueFactor": 0.9951386714287465,
      "queueWeight": 0.9951386714287465,
      "recentSuccess": 43,
      "recentSuccessRate": 0.344,
      "recentTerminal": 125,
      "recentWilsonLowerBound": 0.2664921552148129,
      "running": 8,
      "selectionWeight": 1.181251747009516,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 20.833333333333332,
      "waiting": 23968
    },
    "Ascend_910-b4": {
      "available": true,
      "backlogHours": 1317.2558139534883,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 2.5,
      "queueFactor": 0.9751334174401447,
      "queueWeight": 0.9751334174401447,
      "recentSuccess": 59,
      "recentSuccessRate": 0.4573643410852713,
      "recentTerminal": 129,
      "recentWilsonLowerBound": 0.3738705997843074,
      "running": 8,
      "selectionWeight": 2.4378335436003615,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 21.5,
      "waiting": 28321
    },
    "Biren_166m": {
      "available": true,
      "backlogHours": 242.28776978417264,
      "canVerify": true,
      "error": null,
      "gpu": "Biren_166m",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.17929580489446034,
      "queueFactor": 1.2570855508216707,
      "queueWeight": 1.2570855508216707,
      "recentSuccess": 23,
      "recentSuccessRate": 0.16546762589928057,
      "recentTerminal": 139,
      "recentWilsonLowerBound": 0.11286341507330147,
      "running": 7,
      "selectionWeight": 0.2253901656557675,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 23.166666666666668,
      "waiting": 5613
    },
    "Cambricon_mlu-370-x4": {
      "available": true,
      "backlogHours": 1111.6626506024095,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.34381585744782917,
      "queueFactor": 1.000273138214016,
      "queueWeight": 1.000273138214016,
      "recentSuccess": 19,
      "recentSuccessRate": 0.2289156626506024,
      "recentTerminal": 83,
      "recentWilsonLowerBound": 0.15173247416801833,
      "running": 7,
      "selectionWeight": 0.34390976669708284,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 13.833333333333334,
      "waiting": 15378
    },
    "Cambricon_mlu-370-x8": {
      "available": true,
      "backlogHours": 518.3571428571428,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x8",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.3276144237647085,
      "queueFactor": 1.121554017276792,
      "queueWeight": 1.121554017276792,
      "recentSuccess": 24,
      "recentSuccessRate": 0.21428571428571427,
      "recentTerminal": 112,
      "recentWilsonLowerBound": 0.14843966088099217,
      "running": 7,
      "selectionWeight": 0.3674372730911301,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 18.666666666666668,
      "waiting": 9676
    },
    "Iluvatar_bi-100": {
      "available": true,
      "backlogHours": 40.59740259740259,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 24,
      "qualityFactor": 0.05,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 12,
      "recentSuccessRate": 0.03116883116883117,
      "recentTerminal": 385,
      "recentWilsonLowerBound": 0.01791797251714795,
      "running": 24,
      "selectionWeight": 0.065,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 64.16666666666667,
      "waiting": 2605
    },
    "Iluvatar_bi-150": {
      "available": true,
      "backlogHours": 99.13953488372093,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-150",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 50,
      "qualityFactor": 0.1783477560547804,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 39,
      "recentSuccessRate": 0.1511627906976744,
      "recentTerminal": 258,
      "recentWilsonLowerBound": 0.11259175949064457,
      "running": 3,
      "selectionWeight": 0.23185208287121453,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 43.0,
      "waiting": 4263
    },
    "Iluvatar_mrv-100": {
      "available": true,
      "backlogHours": 3439.7142857142853,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_mrv-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 1.8535061607539411,
      "queueFactor": 0.844376626414592,
      "queueWeight": 0.844376626414592,
      "recentSuccess": 14,
      "recentSuccessRate": 0.5,
      "recentTerminal": 28,
      "recentWilsonLowerBound": 0.32632846832446344,
      "running": 2,
      "selectionWeight": 1.5650572790560753,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 4.666666666666667,
      "waiting": 16052
    },
    "Kunlunxin_p-800": {
      "available": true,
      "backlogHours": 796.6744186046511,
      "canVerify": true,
      "error": null,
      "gpu": "Kunlunxin_p-800",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 0.3170666869779503,
      "queueFactor": 1.0515318402280873,
      "queueWeight": 1.0515318402280873,
      "recentSuccess": 19,
      "recentSuccessRate": 0.22093023255813954,
      "recentTerminal": 86,
      "recentWilsonLowerBound": 0.14624794489136714,
      "running": 8,
      "selectionWeight": 0.333405716832947,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 14.333333333333334,
      "waiting": 11419
    },
    "MetaX_c-500": {
      "available": true,
      "backlogHours": 1115.7142857142858,
      "canVerify": true,
      "error": null,
      "gpu": "MetaX_c-500",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 0.8543820755524696,
      "queueFactor": 0.9997274325585962,
      "queueWeight": 0.9997274325585962,
      "recentSuccess": 21,
      "recentSuccessRate": 0.3333333333333333,
      "recentTerminal": 63,
      "recentWilsonLowerBound": 0.2294944981270832,
      "running": 4,
      "selectionWeight": 0.854149198816155,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 10.5,
      "waiting": 11715
    },
    "Mthreads_s4000": {
      "available": true,
      "backlogHours": 2234.4545454545455,
      "canVerify": true,
      "error": null,
      "gpu": "Mthreads_s4000",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 2.0317908459766842,
      "queueFactor": 0.9008216799649928,
      "queueWeight": 0.9008216799649928,
      "recentSuccess": 30,
      "recentSuccessRate": 0.45454545454545453,
      "recentTerminal": 66,
      "recentWilsonLowerBound": 0.34023931259175594,
      "running": 4,
      "selectionWeight": 1.8302812432102107,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 11.0,
      "waiting": 24579
    },
    "Sunrise_pt-200-x1": {
      "available": true,
      "backlogHours": 3725.5199999999995,
      "canVerify": true,
      "error": null,
      "gpu": "Sunrise_pt-200-x1",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 1.5438559933051608,
      "queueFactor": 0.8343274328926555,
      "queueWeight": 0.8343274328926555,
      "recentSuccess": 12,
      "recentSuccessRate": 0.48,
      "recentTerminal": 25,
      "recentWilsonLowerBound": 0.30031003928960015,
      "running": 2,
      "selectionWeight": 1.2880814076502356,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 4.166666666666667,
      "waiting": 15523
    },
    "Vastai_va16": {
      "available": true,
      "backlogHours": 1967.0232558139535,
      "canVerify": true,
      "error": null,
      "gpu": "Vastai_va16",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 16,
      "qualityFactor": 0.1840962380363302,
      "queueFactor": 0.9182123594622246,
      "queueWeight": 0.9182123594622246,
      "recentSuccess": 9,
      "recentSuccessRate": 0.20930232558139536,
      "recentTerminal": 43,
      "recentWilsonLowerBound": 0.11422705997811458,
      "running": 16,
      "selectionWeight": 0.1690394410954581,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 7.166666666666667,
      "waiting": 14097
    },
    "hygon_k100-ai": {
      "available": true,
      "backlogHours": 927.2359550561797,
      "canVerify": true,
      "error": null,
      "gpu": "hygon_k100-ai",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 6,
      "qualityFactor": 0.5536415634508026,
      "queueFactor": 1.0278648598131899,
      "queueWeight": 1.0278648598131899,
      "recentSuccess": 24,
      "recentSuccessRate": 0.2696629213483146,
      "recentTerminal": 89,
      "recentWilsonLowerBound": 0.18841924495236884,
      "running": 6,
      "selectionWeight": 0.5690687080031145,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 14.833333333333334,
      "waiting": 13754
    }
  },
  "queueAttemptedAt": "2026-09-16T18:57:38.355995+00:00",
  "queueError": null,
  "queueUpdatedAt": "2026-09-16T18:57:38.355995+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",
    "Biren_166m",
    "MetaX_c-500",
    "Sunrise_pt-200-x1",
    "Iluvatar_bi-100",
    "Cambricon_mlu-370-x8",
    "Mthreads_s4000"
  ],
  "taskTypes": [
    "text-generation"
  ],
  "throughputWindowHours": 6,
  "version": 3
}