submmit/.modelhub_state/market_intelligence.json

{
  "communityAttemptedAt": "2026-09-27T05:59:14.166030+00:00",
  "communityError": null,
  "communitySample": {},
  "communityUpdatedAt": "2026-09-27T05:59:14.166030+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": "2026-09-27T06:01:12.554523+00:00",
  "gpuStats": {
    "Ascend_910-b4": {
      "available": true,
      "backlogHours": 1327.906976744186,
      "canVerify": true,
      "error": null,
      "gpu": "Ascend_910-b4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 1.3214542378357375,
      "queueFactor": 0.9251793516114443,
      "queueWeight": 0.9251793516114443,
      "recentSuccess": 54,
      "recentSuccessRate": 0.4186046511627907,
      "recentTerminal": 129,
      "recentWilsonLowerBound": 0.33703226754400983,
      "running": 8,
      "selectionWeight": 1.222582174945063,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 21.5,
      "waiting": 28550
    },
    "Biren_166m": {
      "available": true,
      "backlogHours": 145.21428571428572,
      "canVerify": true,
      "error": null,
      "gpu": "Biren_166m",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 0.13107194231406538,
      "queueFactor": 1.2894356638344815,
      "queueWeight": 1.2894356638344815,
      "recentSuccess": 28,
      "recentSuccessRate": 0.16666666666666666,
      "recentTerminal": 168,
      "recentWilsonLowerBound": 0.11790055491853224,
      "running": 8,
      "selectionWeight": 0.16900883694781177,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 28.0,
      "waiting": 4066
    },
    "Cambricon_mlu-370-x4": {
      "available": true,
      "backlogHours": 1441.2380952380952,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x4",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.31580393916040833,
      "queueFactor": 0.9138832541581459,
      "queueWeight": 0.9138832541581459,
      "recentSuccess": 17,
      "recentSuccessRate": 0.2698412698412698,
      "recentTerminal": 63,
      "recentWilsonLowerBound": 0.17583701687980416,
      "running": 7,
      "selectionWeight": 0.28860793159587506,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 10.5,
      "waiting": 15133
    },
    "Cambricon_mlu-370-x8": {
      "available": true,
      "backlogHours": 435.8677685950413,
      "canVerify": true,
      "error": null,
      "gpu": "Cambricon_mlu-370-x8",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 7,
      "qualityFactor": 0.33064507882620076,
      "queueFactor": 1.093447324181481,
      "queueWeight": 1.093447324181481,
      "recentSuccess": 30,
      "recentSuccessRate": 0.24793388429752067,
      "recentTerminal": 121,
      "recentWilsonLowerBound": 0.17954610919821687,
      "running": 7,
      "selectionWeight": 0.3615429766962841,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 20.166666666666668,
      "waiting": 8790
    },
    "Iluvatar_bi-100": {
      "available": true,
      "backlogHours": 36.25806451612903,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 24,
      "qualityFactor": 0.05,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 14,
      "recentSuccessRate": 0.03763440860215054,
      "recentTerminal": 372,
      "recentWilsonLowerBound": 0.0225479877406087,
      "running": 21,
      "selectionWeight": 0.065,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 62.0,
      "waiting": 2248
    },
    "Iluvatar_bi-150": {
      "available": true,
      "backlogHours": 83.60115606936417,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_bi-150",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 50,
      "qualityFactor": 0.12153572919323696,
      "queueFactor": 1.3,
      "queueWeight": 1.3,
      "recentSuccess": 51,
      "recentSuccessRate": 0.14739884393063585,
      "recentTerminal": 346,
      "recentWilsonLowerBound": 0.11392109172037264,
      "running": 1,
      "selectionWeight": 0.15799644795120807,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 57.666666666666664,
      "waiting": 4821
    },
    "Iluvatar_mrv-100": {
      "available": true,
      "backlogHours": 2665.3333333333335,
      "canVerify": true,
      "error": null,
      "gpu": "Iluvatar_mrv-100",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 0.5419143493593478,
      "queueFactor": 0.8333709351091848,
      "queueWeight": 0.8333709351091848,
      "recentSuccess": 13,
      "recentSuccessRate": 0.3611111111111111,
      "recentTerminal": 36,
      "recentWilsonLowerBound": 0.2247538679218132,
      "running": 2,
      "selectionWeight": 0.4516156680746851,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 6.0,
      "waiting": 15992
    },
    "Kunlunxin_p-800": {
      "available": true,
      "backlogHours": 464.0806451612903,
      "canVerify": true,
      "error": null,
      "gpu": "Kunlunxin_p-800",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 8,
      "qualityFactor": 0.34097879571948536,
      "queueFactor": 1.083208504218605,
      "queueWeight": 1.083208504218605,
      "recentSuccess": 31,
      "recentSuccessRate": 0.25,
      "recentTerminal": 124,
      "recentWilsonLowerBound": 0.18207534390170776,
      "running": 8,
      "selectionWeight": 0.36935113128156505,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 20.666666666666668,
      "waiting": 9591
    },
    "MetaX_c-500": {
      "available": true,
      "backlogHours": 528.8,
      "canVerify": true,
      "error": null,
      "gpu": "MetaX_c-500",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 0.4687039439548827,
      "queueFactor": 1.062202605659608,
      "queueWeight": 1.062202605659608,
      "recentSuccess": 34,
      "recentSuccessRate": 0.2833333333333333,
      "recentTerminal": 120,
      "recentWilsonLowerBound": 0.2104050919824472,
      "running": 4,
      "selectionWeight": 0.4978585505518112,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 20.0,
      "waiting": 10576
    },
    "Mthreads_s4000": {
      "available": true,
      "backlogHours": 2305.9636363636364,
      "canVerify": true,
      "error": null,
      "gpu": "Mthreads_s4000",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 4,
      "qualityFactor": 2.5,
      "queueFactor": 0.8516736509067242,
      "queueWeight": 0.8516736509067242,
      "recentSuccess": 32,
      "recentSuccessRate": 0.5818181818181818,
      "recentTerminal": 55,
      "recentWilsonLowerBound": 0.4503286833116465,
      "running": 4,
      "selectionWeight": 2.1291841272668104,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 9.166666666666666,
      "waiting": 21138
    },
    "Sunrise_pt-200-x1": {
      "available": true,
      "backlogHours": 4297.826086956522,
      "canVerify": true,
      "error": null,
      "gpu": "Sunrise_pt-200-x1",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 2,
      "qualityFactor": 0.5251885788234393,
      "queueFactor": 0.7757356558286784,
      "queueWeight": 0.7757356558286784,
      "recentSuccess": 9,
      "recentSuccessRate": 0.391304347826087,
      "recentTerminal": 23,
      "recentWilsonLowerBound": 0.22157377982382145,
      "running": 2,
      "selectionWeight": 0.4074075066273322,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 3.8333333333333335,
      "waiting": 16475
    },
    "Vastai_va16": {
      "available": true,
      "backlogHours": 825.6470588235294,
      "canVerify": true,
      "error": null,
      "gpu": "Vastai_va16",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 16,
      "qualityFactor": 0.3003812849375271,
      "queueFactor": 0.9935321238070292,
      "queueWeight": 0.9935321238070292,
      "recentSuccess": 25,
      "recentSuccessRate": 0.24509803921568626,
      "recentTerminal": 102,
      "recentWilsonLowerBound": 0.17188040381978262,
      "running": 16,
      "selectionWeight": 0.29843845597586566,
      "stale": false,
      "submissionEligible": true,
      "throughputPerHour": 17.0,
      "waiting": 14036
    },
    "hygon_k100-ai": {
      "available": true,
      "backlogHours": 790.6917293233082,
      "canVerify": true,
      "error": null,
      "gpu": "hygon_k100-ai",
      "healthFactor": 1.0,
      "maxConcurrentTasks": 6,
      "qualityFactor": 0.1824985971374056,
      "queueFactor": 1.0,
      "queueWeight": 1.0,
      "recentSuccess": 26,
      "recentSuccessRate": 0.19548872180451127,
      "recentTerminal": 133,
      "recentWilsonLowerBound": 0.13704293942095672,
      "running": 6,
      "selectionWeight": 0.1824985971374056,
      "stale": false,
      "submissionEligible": false,
      "throughputPerHour": 22.166666666666668,
      "waiting": 17527
    }
  },
  "queueAttemptedAt": "2026-09-27T06:01:12.554523+00:00",
  "queueError": null,
  "queueUpdatedAt": "2026-09-27T06:01:12.554523+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
}