Files
submmit/.modelhub_state/market_intelligence.json

712 lines
22 KiB
JSON

{
"communityAttemptedAt": "2026-09-29T00:22:29.471475+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-29T00:22:29.471475+00:00",
"frameworkAttemptedAt": "2026-09-28T21:05:57.164298+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34533,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15713,
"successRate": 0.4550140445371094,
"wilsonLowerBound": 0.4497671052760155
},
"vllm": {
"framework": "vllm",
"modelCount": 38441,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10817,
"successRate": 0.2813922634686923,
"wilsonLowerBound": 0.2769189579071585
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10613,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4446,
"successRate": 0.41892019221709226,
"wilsonLowerBound": 0.40956431866304654
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64129,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12092,
"successRate": 0.18855743891219262,
"wilsonLowerBound": 0.18554865970293316
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 22992,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4734,
"successRate": 0.20589770354906053,
"wilsonLowerBound": 0.20072029150969592
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6923,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 75,
"successRate": 0.010833453705041168,
"wilsonLowerBound": 0.00865184716925329
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26451,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3249,
"successRate": 0.12283089486219803,
"wilsonLowerBound": 0.11892980785559724
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16488,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10164968461911693,
"wilsonLowerBound": 0.09712945700177714
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 12949,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5326,
"successRate": 0.41130589234689935,
"wilsonLowerBound": 0.4028579148889184
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24444,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3796,
"successRate": 0.15529373261332025,
"wilsonLowerBound": 0.15080747253989712
},
"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": 46730,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11619,
"successRate": 0.2486411298951423,
"wilsonLowerBound": 0.24474296077799032
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23552,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3096,
"successRate": 0.13145380434782608,
"wilsonLowerBound": 0.12719840064586643
},
"vllm": {
"framework": "vllm",
"modelCount": 86792,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11249884782007559,
"wilsonLowerBound": 0.11041377190444403
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 42884,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5248,
"successRate": 0.12237664396977894,
"wilsonLowerBound": 0.11930863772281997
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 38028,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3539,
"successRate": 0.09306300620595351,
"wilsonLowerBound": 0.09018397869704897
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 90272,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21916,
"successRate": 0.24277738390641618,
"wilsonLowerBound": 0.2399913486994
},
"transformers": {
"framework": "transformers",
"modelCount": 5388,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 579,
"successRate": 0.10746102449888642,
"wilsonLowerBound": 0.09946937877331236
},
"vllm": {
"framework": "vllm",
"modelCount": 112748,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16525,
"successRate": 0.14656579274133466,
"wilsonLowerBound": 0.14451339134124666
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 20091,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3704,
"successRate": 0.18436115673684733,
"wilsonLowerBound": 0.17905952155656935
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43260,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5630,
"successRate": 0.1301433194637078,
"wilsonLowerBound": 0.12700548656361685
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7313,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 643,
"successRate": 0.08792561192397101,
"wilsonLowerBound": 0.08164951950647713
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32382,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6096,
"successRate": 0.1882527329998147,
"wilsonLowerBound": 0.18403200391274757
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61247,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12404,
"successRate": 0.20252420526719675,
"wilsonLowerBound": 0.19936009657198306
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10720,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3142,
"successRate": 0.29309701492537316,
"wilsonLowerBound": 0.2845555927515729
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14225,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3580,
"successRate": 0.2516695957820738,
"wilsonLowerBound": 0.24460560675236612
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 64179,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17590,
"successRate": 0.27407719035821687,
"wilsonLowerBound": 0.2706398188702584
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 275,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 175,
"successRate": 0.6363636363636364,
"wilsonLowerBound": 0.5779907520144166
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47335,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20930,
"successRate": 0.44216752931234815,
"wilsonLowerBound": 0.43769825507689475
},
"vllm": {
"framework": "vllm",
"modelCount": 37778,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3996,
"successRate": 0.10577584837736248,
"wilsonLowerBound": 0.10271446494439464
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 784,
"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": 10042,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 744,
"successRate": 0.07408882692690699,
"wilsonLowerBound": 0.06912729387165777
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6465,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2798,
"successRate": 0.43279195668986853,
"wilsonLowerBound": 0.42075773569172253
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7396,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 242,
"successRate": 0.032720389399675504,
"wilsonLowerBound": 0.028902224054213495
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14271,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4627,
"successRate": 0.32422395066918924,
"wilsonLowerBound": 0.31659229138634054
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27233,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13873,
"successRate": 0.5094187199353726,
"wilsonLowerBound": 0.5034803423077188
},
"vllm": {
"framework": "vllm",
"modelCount": 64376,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6654,
"successRate": 0.10336150118056418,
"wilsonLowerBound": 0.10103341863374089
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12977,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1984,
"successRate": 0.15288587500963244,
"wilsonLowerBound": 0.14679677068017088
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-29T00:25:00.674553+00:00",
"gpuStats": {
"Ascend_910-b4": {
"available": true,
"backlogHours": 1150.6092715231787,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.6213436564391102,
"queueFactor": 0.9456160999950292,
"queueWeight": 0.9456160999950292,
"recentSuccess": 47,
"recentSuccessRate": 0.31125827814569534,
"recentTerminal": 151,
"recentWilsonLowerBound": 0.24286165023873077,
"running": 8,
"selectionWeight": 0.5875525651586027,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.166666666666668,
"waiting": 28957
},
"Biren_166m": {
"available": true,
"backlogHours": 134.14285714285714,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 22,
"recentSuccessRate": 0.11224489795918367,
"recentTerminal": 196,
"recentWilsonLowerBound": 0.07530197986635534,
"running": 8,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 32.666666666666664,
"waiting": 4382
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1083.0697674418604,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.17547386916664212,
"queueFactor": 0.9542355085274573,
"queueWeight": 0.9542355085274573,
"recentSuccess": 18,
"recentSuccessRate": 0.20930232558139536,
"recentTerminal": 86,
"recentWilsonLowerBound": 0.13669707033094278,
"running": 7,
"selectionWeight": 0.16744339677751124,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 14.333333333333334,
"waiting": 15524
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 387.5474452554745,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.05,
"queueFactor": 1.1132823056305297,
"queueWeight": 1.1132823056305297,
"recentSuccess": 14,
"recentSuccessRate": 0.10218978102189781,
"recentTerminal": 137,
"recentWilsonLowerBound": 0.06185226087006277,
"running": 7,
"selectionWeight": 0.05566411528152648,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 22.833333333333332,
"waiting": 8849
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 38.743362831858406,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 5,
"recentSuccessRate": 0.014749262536873156,
"recentTerminal": 339,
"recentWilsonLowerBound": 0.006315932164028553,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 56.5,
"waiting": 2189
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 127.34745762711863,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.0648299253106907,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 29,
"recentSuccessRate": 0.1228813559322034,
"recentTerminal": 236,
"recentWilsonLowerBound": 0.08693546182533894,
"running": 3,
"selectionWeight": 0.08427890290389792,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 39.333333333333336,
"waiting": 5009
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2162.6666666666665,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.38460505868011413,
"queueFactor": 0.8602122051785035,
"queueWeight": 0.8602122051785035,
"recentSuccess": 14,
"recentSuccessRate": 0.3111111111111111,
"recentTerminal": 45,
"recentWilsonLowerBound": 0.19528525463541907,
"running": 2,
"selectionWeight": 0.3308419656500287,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.5,
"waiting": 16220
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 315.6949152542373,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.18739530884795352,
"queueFactor": 1.1480581876599791,
"queueWeight": 1.1480581876599791,
"recentSuccess": 34,
"recentSuccessRate": 0.192090395480226,
"recentTerminal": 177,
"recentWilsonLowerBound": 0.14084284229016547,
"running": 8,
"selectionWeight": 0.21514071865196358,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 29.5,
"waiting": 9313
},
"MetaX_c-500": {
"available": true,
"backlogHours": 461.2941176470588,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.16776859793176055,
"queueFactor": 1.0845694091365587,
"queueWeight": 1.0845694091365587,
"recentSuccess": 26,
"recentSuccessRate": 0.19117647058823528,
"recentTerminal": 136,
"recentWilsonLowerBound": 0.1339352099342089,
"running": 4,
"selectionWeight": 0.18195668913051843,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 22.666666666666668,
"waiting": 10456
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2206.0,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8576561616014441,
"queueWeight": 0.8576561616014441,
"recentSuccess": 35,
"recentSuccessRate": 0.5833333333333334,
"recentTerminal": 60,
"recentWilsonLowerBound": 0.4572785431323962,
"running": 4,
"selectionWeight": 2.1441404040036103,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.0,
"waiting": 22060
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2162.553191489362,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.09648669248497424,
"queueFactor": 0.8602189756863529,
"queueWeight": 0.8602189756863529,
"recentSuccess": 9,
"recentSuccessRate": 0.19148936170212766,
"recentTerminal": 47,
"recentWilsonLowerBound": 0.10415815605310119,
"running": 2,
"selectionWeight": 0.08299968377678867,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 7.833333333333333,
"waiting": 16940
},
"Vastai_va16": {
"available": true,
"backlogHours": 792.5504587155963,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.15607027437902235,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 21,
"recentSuccessRate": 0.1926605504587156,
"recentTerminal": 109,
"recentWilsonLowerBound": 0.12960637450184612,
"running": 16,
"selectionWeight": 0.15607027437902235,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 18.166666666666668,
"waiting": 14398
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 823.7910447761194,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.47099035096006325,
"queueFactor": 0.9942176717922808,
"queueWeight": 0.9942176717922808,
"recentSuccess": 38,
"recentSuccessRate": 0.2835820895522388,
"recentTerminal": 134,
"recentWilsonLowerBound": 0.2141253553890085,
"running": 6,
"selectionWeight": 0.4682669301681433,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.333333333333332,
"waiting": 18398
}
},
"queueAttemptedAt": "2026-09-29T00:20:10.560509+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-29T00:20:10.560509+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
}