submmit/.modelhub_state/market_intelligence.json

{
  "communityAttemptedAt": "2026-09-27T07:17:43.980690+00:00",
  "communityError": null,
  "communitySample": {},
  "communityUpdatedAt": "2026-09-27T07:17:43.980690+00:00",
  "frameworkAttemptedAt": "2026-09-27T05:26:38.077246+00:00",
  "frameworkError": null,
  "frameworkStats": {
    "text-generation": {
      "Ascend_910-b4": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 34244,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 15491,
          "successRate": 0.45237121831561733,
          "wilsonLowerBound": 0.44710510825181593
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 38206,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 10788,
          "successRate": 0.2823640265926818,
          "wilsonLowerBound": 0.2778722320505638
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 10381,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4355,
          "successRate": 0.4195164242365861,
          "wilsonLowerBound": 0.41005485285212173
        }
      },
      "Biren_166m": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 64123,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 12091,
          "successRate": 0.18855948723546934,
          "wilsonLowerBound": 0.18555055539471527
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 21969,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4544,
          "successRate": 0.20683690655013884,
          "wilsonLowerBound": 0.20153231503874772
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 6811,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 74,
          "successRate": 0.01086477756570254,
          "wilsonLowerBound": 0.008663801318255377
        }
      },
      "Cambricon_mlu-370-x4": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 26401,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3246,
          "successRate": 0.12294988826180826,
          "wilsonLowerBound": 0.11904349510247504
        },
        "vllm-customized": {
          "framework": "vllm-customized",
          "modelCount": 16485,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1676,
          "successRate": 0.10166818319684562,
          "wilsonLowerBound": 0.09714717632753626
        },
        "vllm-mlu": {
          "framework": "vllm-mlu",
          "modelCount": 12611,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5214,
          "successRate": 0.41344857663944173,
          "wilsonLowerBound": 0.40488121790198733
        }
      },
      "Cambricon_mlu-370-x8": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 24415,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3795,
          "successRate": 0.15543723121032152,
          "wilsonLowerBound": 0.15094660524099493
        },
        "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": 46097,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 11475,
          "successRate": 0.24893160075492982,
          "wilsonLowerBound": 0.24500533715719863
        }
      },
      "Iluvatar_bi-100": {
        "transformers": {
          "framework": "transformers",
          "modelCount": 23513,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3093,
          "successRate": 0.1315442521158508,
          "wilsonLowerBound": 0.12728409550185116
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 86766,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 9764,
          "successRate": 0.11253255883641057,
          "wilsonLowerBound": 0.11044689658290072
        },
        "vllm-patch-tokenizer": {
          "framework": "vllm-patch-tokenizer",
          "modelCount": 42344,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5200,
          "successRate": 0.12280370300396751,
          "wilsonLowerBound": 0.11971169304630133
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 36840,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3513,
          "successRate": 0.09535830618892509,
          "wilsonLowerBound": 0.092401098622068
        }
      },
      "Iluvatar_bi-150": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 89914,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 21711,
          "successRate": 0.2414640656627444,
          "wilsonLowerBound": 0.23867773514540452
        },
        "transformers": {
          "framework": "transformers",
          "modelCount": 5356,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 577,
          "successRate": 0.10772964899178492,
          "wilsonLowerBound": 0.09970570228906317
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 112723,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 16525,
          "successRate": 0.14659829848389413,
          "wilsonLowerBound": 0.14454548012648705
        },
        "vllm_0_17_0_corex_4_4_0": {
          "framework": "vllm_0_17_0_corex_4_4_0",
          "modelCount": 19491,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3683,
          "successRate": 0.18895900672105073,
          "wilsonLowerBound": 0.18352453112791606
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 43127,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 5605,
          "successRate": 0.1299649871310316,
          "wilsonLowerBound": 0.1268242368163194
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 7180,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 617,
          "successRate": 0.08593314763231198,
          "wilsonLowerBound": 0.0796697160147846
        }
      },
      "Iluvatar_mrv-100": {
        "transformers": {
          "framework": "transformers",
          "modelCount": 200,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 36,
          "successRate": 0.18,
          "wilsonLowerBound": 0.1329455066253411
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 32144,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 6003,
          "successRate": 0.18675335988053757,
          "wilsonLowerBound": 0.18253047165664849
        }
      },
      "Kunlunxin_p-800": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 61199,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 12401,
          "successRate": 0.20263402996780994,
          "wilsonLowerBound": 0.1994680373056249
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 10149,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 2994,
          "successRate": 0.29500443393437775,
          "wilsonLowerBound": 0.28621071859134584
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 14062,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3534,
          "successRate": 0.25131560233252737,
          "wilsonLowerBound": 0.24421463351080622
        }
      },
      "MetaX_c-500": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 63633,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 17436,
          "successRate": 0.2740087690349347,
          "wilsonLowerBound": 0.2705570141588735
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 196,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 132,
          "successRate": 0.673469387755102,
          "wilsonLowerBound": 0.6050312299902708
        }
      },
      "Mthreads_s4000": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 47193,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 20834,
          "successRate": 0.44146377640751805,
          "wilsonLowerBound": 0.43698859210555074
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 37533,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 3893,
          "successRate": 0.10372205792236165,
          "wilsonLowerBound": 0.10067785185785727
        },
        "vllm_tokenizer_patch": {
          "framework": "vllm_tokenizer_patch",
          "modelCount": 762,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 0,
          "successRate": 0.0,
          "wilsonLowerBound": 0.0
        }
      },
      "Sunrise_pt-200-x1": {
        "sglang": {
          "framework": "sglang",
          "modelCount": 6282,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 192,
          "successRate": 0.030563514804202482,
          "wilsonLowerBound": 0.02658539726335166
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 10040,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 743,
          "successRate": 0.07400398406374502,
          "wilsonLowerBound": 0.06904470201407993
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 6370,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 2746,
          "successRate": 0.43108320251177396,
          "wilsonLowerBound": 0.4189667182513431
        }
      },
      "Vastai_va16": {
        "vllm": {
          "framework": "vllm",
          "modelCount": 7392,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 240,
          "successRate": 0.032467532467532464,
          "wilsonLowerBound": 0.028663661771611153
        },
        "vllm_fix_tokenizer": {
          "framework": "vllm_fix_tokenizer",
          "modelCount": 13744,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 4459,
          "successRate": 0.3244324796274738,
          "wilsonLowerBound": 0.31665546608651535
        }
      },
      "hygon_k100-ai": {
        "llamacpp": {
          "framework": "llamacpp",
          "modelCount": 27090,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 13796,
          "successRate": 0.509265411590993,
          "wilsonLowerBound": 0.5033113674672747
        },
        "vllm": {
          "framework": "vllm",
          "modelCount": 64048,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 6575,
          "successRate": 0.10265738196352736,
          "wilsonLowerBound": 0.10033056937131402
        },
        "vllm-patch-tokenizer": {
          "framework": "vllm-patch-tokenizer",
          "modelCount": 12889,
          "officialConfigError": null,
          "officialConfigValid": true,
          "successCount": 1944,
          "successRate": 0.15082628598029327,
          "wilsonLowerBound": 0.14475186878716254
        }
      }
    }
  },
  "frameworkUpdatedAt": null,
  "generatedAt": "2026-09-27T07:28:11.461703+00:00",
  "gpuStats": {
    "Ascend_910-b4": {
      "available": true,
      "backlogHours": 1297.909090909091,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 1.644077092906755,
      "queueFactor": 0.9205092273976087,
      "queueWeight": 0.9205092273976087,
      "recentSuccess": 52,
      "recentSuccessRate": 0.3939393939393939,
      "recentTerminal": 132,
      "recentWilsonLowerBound": 0.314714228937989,
      "running": 9,
      "selectionWeight": 1.5133881345737035,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 22.0,
      "waiting": 28554
    },
    "Biren_166m": {
      "available": true,
      "backlogHours": 150.8944099378882,
      "canVerify": true,
      "error": null,
      "gpu": "Biren_166m",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 0.20868001322949473,
      "queueFactor": 1.2711997969126598,
      "queueWeight": 1.2711997969126598,
      "recentSuccess": 28,
      "recentSuccessRate": 0.17391304347826086,
      "recentTerminal": 161,
      "recentWilsonLowerBound": 0.12315244833826254,
      "running": 8,
      "selectionWeight": 0.26527399043706484,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 26.833333333333332,
      "waiting": 4049
    },
    "Cambricon_mlu-370-x4": {
      "available": true,
      "backlogHours": 1243.8082191780823,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.2752103797044537,
      "queueFactor": 0.926406885187675,
      "queueWeight": 0.926406885187675,
      "recentSuccess": 16,
      "recentSuccessRate": 0.2191780821917808,
      "recentTerminal": 73,
      "recentWilsonLowerBound": 0.13966002654277956,
      "running": 7,
      "selectionWeight": 0.25495679063332033,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 12.166666666666666,
      "waiting": 15133
    },
    "Cambricon_mlu-370-x8": {
      "available": true,
      "backlogHours": 421.68,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x8",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.570962221295354,
      "queueFactor": 1.0896006082434688,
      "queueWeight": 1.0896006082434688,
      "recentSuccess": 33,
      "recentSuccessRate": 0.264,
      "recentTerminal": 125,
      "recentWilsonLowerBound": 0.19459735007876186,
      "running": 7,
      "selectionWeight": 0.6221207836074598,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 20.833333333333332,
      "waiting": 8785
    },
    "Iluvatar_bi-100": {
      "available": true,
      "backlogHours": 35.523809523809526,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 24,
      "qualityFactor": 0.05,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 21,
      "recentSuccessRate": 0.05555555555555555,
      "recentTerminal": 378,
      "recentWilsonLowerBound": 0.036620345570192385,
      "running": 24,
      "selectionWeight": 0.065,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 63.0,
      "waiting": 2238
    },
    "Iluvatar_bi-150": {
      "available": true,
      "backlogHours": 79.09239130434783,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-150",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 50,
      "qualityFactor": 0.16876010897528357,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 53,
      "recentSuccessRate": 0.14402173913043478,
      "recentTerminal": 368,
      "recentWilsonLowerBound": 0.11182243184809411,
      "running": 6,
      "selectionWeight": 0.21938814166786866,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 61.333333333333336,
      "waiting": 4851
    },
    "Iluvatar_mrv-100": {
      "available": true,
      "backlogHours": 2459.3846153846152,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_mrv-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 0.9813084599567884,
      "queueFactor": 0.8363553121380929,
      "queueWeight": 0.8363553121380929,
      "recentSuccess": 15,
      "recentSuccessRate": 0.38461538461538464,
      "recentTerminal": 39,
      "recentWilsonLowerBound": 0.24891162547007062,
      "running": 2,
      "selectionWeight": 0.820722543330911,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 6.5,
      "waiting": 15986
    },
    "Kunlunxin_p-800": {
      "available": true,
      "backlogHours": 456.0952380952381,
      "canVerify": true,
      "error": null,
      "gpu": "Kunlunxin_p-800",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 0.7044033378672977,
      "queueFactor": 1.0768530855415441,
      "queueWeight": 1.0768530855415441,
      "recentSuccess": 36,
      "recentSuccessRate": 0.2857142857142857,
      "recentTerminal": 126,
      "recentWilsonLowerBound": 0.21409072140243568,
      "running": 8,
      "selectionWeight": 0.7585389078481624,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 21.0,
      "waiting": 9578
    },
    "MetaX_c-500": {
      "available": true,
      "backlogHours": 603.1428571428571,
      "canVerify": true,
      "error": null,
      "gpu": "MetaX_c-500",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 0.6045525011175706,
      "queueFactor": 1.0326466943552137,
      "queueWeight": 1.0326466943552137,
      "recentSuccess": 29,
      "recentSuccessRate": 0.2761904761904762,
      "recentTerminal": 105,
      "recentWilsonLowerBound": 0.19972009427826307,
      "running": 4,
      "selectionWeight": 0.6242891418432359,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 17.5,
      "waiting": 10555
    },
    "Mthreads_s4000": {
      "available": true,
      "backlogHours": 2305.0909090909095,
      "canVerify": true,
      "error": null,
      "gpu": "Mthreads_s4000",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 2.5,
      "queueFactor": 0.8445231886540899,
      "queueWeight": 0.8445231886540899,
      "recentSuccess": 28,
      "recentSuccessRate": 0.509090909090909,
      "recentTerminal": 55,
      "recentWilsonLowerBound": 0.38076038407484447,
      "running": 4,
      "selectionWeight": 2.1113079716352248,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 9.166666666666666,
      "waiting": 21130
    },
    "Sunrise_pt-200-x1": {
      "available": true,
      "backlogHours": 3803.0769230769233,
      "canVerify": true,
      "error": null,
      "gpu": "Sunrise_pt-200-x1",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 0.5678864465818211,
      "queueFactor": 0.7834197592198265,
      "queueWeight": 0.7834197592198265,
      "recentSuccess": 9,
      "recentSuccessRate": 0.34615384615384615,
      "recentTerminal": 26,
      "recentWilsonLowerBound": 0.1941201497285213,
      "running": 2,
      "selectionWeight": 0.44489346324533313,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 4.333333333333333,
      "waiting": 16480
    },
    "Vastai_va16": {
      "available": true,
      "backlogHours": 947.3932584269662,
      "canVerify": true,
      "error": null,
      "gpu": "Vastai_va16",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 16,
      "qualityFactor": 0.4201893997033138,
      "queueFactor": 0.9650176220018055,
      "queueWeight": 0.9650176220018055,
      "recentSuccess": 22,
      "recentSuccessRate": 0.24719101123595505,
      "recentTerminal": 89,
      "recentWilsonLowerBound": 0.16928115452187478,
      "running": 16,
      "selectionWeight": 0.40549017529205805,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 14.833333333333334,
      "waiting": 14053
    },
    "hygon_k100-ai": {
      "available": true,
      "backlogHours": 747.1914893617021,
      "canVerify": true,
      "error": null,
      "gpu": "hygon_k100-ai",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 6,
      "qualityFactor": 0.2557083343964413,
      "queueFactor": 1.0,
      "queueWeight": 1.0,
      "recentSuccess": 27,
      "recentSuccessRate": 0.19148936170212766,
      "recentTerminal": 141,
      "recentWilsonLowerBound": 0.1350712947551214,
      "running": 6,
      "selectionWeight": 0.2557083343964413,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 23.5,
      "waiting": 17559
    }
  },
  "queueAttemptedAt": "2026-09-27T07:28:11.461703+00:00",
  "queueError": null,
  "queueUpdatedAt": "2026-09-27T07:28:11.461703+00:00",
  "supportedGpus": [
    "Vastai_va16",
    "Cambricon_mlu-370-x4",
    "Kunlunxin_p-800",
    "Iluvatar_mrv-100",
    "Iluvatar_bi-150",
    "Ascend_910-b4",
    "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
}