Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-11T00:51:57.254751+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-11T00:51:57.254751+00:00",
"frameworkAttemptedAt": "2026-10-10T19:31:00.372199+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 41993,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20811,
"successRate": 0.4955825970995166,
"wilsonLowerBound": 0.4908010976243119
},
"vllm": {
"framework": "vllm",
"modelCount": 56244,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15315,
"successRate": 0.27229571154256454,
"wilsonLowerBound": 0.2686324741464224
},
"vllm_0.23.0": {
"framework": "vllm_0.23.0",
"modelCount": 0,
"officialConfigError": "framework_mismatch",
"officialConfigValid": false,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 4265,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1286,
"successRate": 0.3015240328253224,
"wilsonLowerBound": 0.28793453545003606
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 36802,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17258,
"successRate": 0.468941905331232,
"wilsonLowerBound": 0.46384681256902305
},
"vllm": {
"framework": "vllm",
"modelCount": 39673,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11001,
"successRate": 0.2772918609633756,
"wilsonLowerBound": 0.2729084560171081
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12581,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5280,
"successRate": 0.41968047055083063,
"wilsonLowerBound": 0.4110826132532868
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64212,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.18837600448514297,
"wilsonLowerBound": 0.1853702870030237
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 29299,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6374,
"successRate": 0.21755008703368717,
"wilsonLowerBound": 0.21286297957780148
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7663,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 103,
"successRate": 0.0134412110139632,
"wilsonLowerBound": 0.011095828754960934
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26615,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3269,
"successRate": 0.12282547435656585,
"wilsonLowerBound": 0.11893633277092931
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16506,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10153883436326185,
"wilsonLowerBound": 0.09702327664993067
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 15432,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6103,
"successRate": 0.39547693105235876,
"wilsonLowerBound": 0.3877892858822315
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24719,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3806,
"successRate": 0.1539706298798495,
"wilsonLowerBound": 0.149525050548893
},
"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": 51310,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12915,
"successRate": 0.25170532060027284,
"wilsonLowerBound": 0.24796876462260703
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24034,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3128,
"successRate": 0.13014895564616794,
"wilsonLowerBound": 0.12595410669495805
},
"vllm": {
"framework": "vllm",
"modelCount": 86984,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11234249977007266,
"wilsonLowerBound": 0.11026098909637326
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 45992,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5532,
"successRate": 0.12028178813706732,
"wilsonLowerBound": 0.11734051393974813
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 46237,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3649,
"successRate": 0.07891948007007375,
"wilsonLowerBound": 0.07649676691402224
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 93370,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23220,
"successRate": 0.2486880154225126,
"wilsonLowerBound": 0.24592577507550972
},
"transformers": {
"framework": "transformers",
"modelCount": 5539,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 583,
"successRate": 0.10525365589456581,
"wilsonLowerBound": 0.09744359857623441
},
"vllm": {
"framework": "vllm",
"modelCount": 112850,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16530,
"successRate": 0.14647762516614976,
"wilsonLowerBound": 0.14442666323498674
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 77,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.012987012987012988,
"wilsonLowerBound": 0.002296158172154949
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 23117,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3963,
"successRate": 0.17143227927499244,
"wilsonLowerBound": 0.16662848627433072
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43609,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5671,
"successRate": 0.13004196381480887,
"wilsonLowerBound": 0.1269176359492794
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7964,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 748,
"successRate": 0.09392265193370165,
"wilsonLowerBound": 0.08770993851573941
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34153,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6725,
"successRate": 0.19690803150528505,
"wilsonLowerBound": 0.19272471067631872
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61473,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12420,
"successRate": 0.20203991996486262,
"wilsonLowerBound": 0.19888446580480795
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15030,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4263,
"successRate": 0.2836327345309381,
"wilsonLowerBound": 0.27648226090785444
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15246,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3728,
"successRate": 0.2445231536140627,
"wilsonLowerBound": 0.23776548602558772
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 67374,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18569,
"successRate": 0.2756107697331315,
"wilsonLowerBound": 0.2722496438464676
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 873,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 523,
"successRate": 0.5990836197021764,
"wilsonLowerBound": 0.5662077119559287
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48289,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21647,
"successRate": 0.448280146617242,
"wilsonLowerBound": 0.44384869594412296
},
"vllm": {
"framework": "vllm",
"modelCount": 39541,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4715,
"successRate": 0.11924331706330138,
"wilsonLowerBound": 0.1160859354760342
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1046,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6286,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030544066178810055,
"wilsonLowerBound": 0.02656844784963345
},
"vllm": {
"framework": "vllm",
"modelCount": 10079,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 759,
"successRate": 0.07530508979065384,
"wilsonLowerBound": 0.07031354360689268
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3156,
"successRate": 0.4384551264240067,
"wilsonLowerBound": 0.42702779037823957
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7417,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 244,
"successRate": 0.03289739786975866,
"wilsonLowerBound": 0.0290736863623254
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17704,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5268,
"successRate": 0.2975598734749209,
"wilsonLowerBound": 0.2908697726093662
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28193,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14402,
"successRate": 0.5108360231263079,
"wilsonLowerBound": 0.5049997754212836
},
"vllm": {
"framework": "vllm",
"modelCount": 66999,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7123,
"successRate": 0.10631501962715861,
"wilsonLowerBound": 0.10400349230684869
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13576,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2221,
"successRate": 0.16359752504419564,
"wilsonLowerBound": 0.15747032413778128
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-11T01:00:18.378706+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1019.709090909091,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.6388344825613315,
"queueFactor": 0.9156273578623485,
"queueWeight": 0.9156273578623485,
"recentSuccess": 50,
"recentSuccessRate": 0.30303030303030304,
"recentTerminal": 165,
"recentWilsonLowerBound": 0.23804593781332417,
"running": 7,
"selectionWeight": 1.500561687241341,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.5,
"waiting": 28042
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1013.0439560439561,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.7490018722173342,
"queueFactor": 0.9165284713910186,
"queueWeight": 0.9165284713910186,
"recentSuccess": 56,
"recentSuccessRate": 0.3076923076923077,
"recentTerminal": 182,
"recentWilsonLowerBound": 0.24519072560612906,
"running": 8,
"selectionWeight": 1.6030100124033828,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 30.333333333333332,
"waiting": 30729
},
"Biren_166m": {
"available": true,
"backlogHours": 128.87782805429865,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.2677060191632024,
"queueFactor": 1.2487154145134851,
"queueWeight": 1.2487154145134851,
"recentSuccess": 32,
"recentSuccessRate": 0.14479638009049775,
"recentTerminal": 221,
"recentWilsonLowerBound": 0.10446947941256714,
"running": 8,
"selectionWeight": 0.33428863268713327,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 36.833333333333336,
"waiting": 4747
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 644.5882352941177,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.09553248906830838,
"queueFactor": 0.9808392754951945,
"queueWeight": 0.9808392754951945,
"recentSuccess": 16,
"recentSuccessRate": 0.10457516339869281,
"recentTerminal": 153,
"recentWilsonLowerBound": 0.06539990814970786,
"running": 7,
"selectionWeight": 0.09370201736401218,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 25.5,
"waiting": 16437
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 271.9187817258883,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.47070351636248353,
"queueFactor": 1.1164115559210355,
"queueWeight": 1.1164115559210355,
"recentSuccess": 36,
"recentSuccessRate": 0.18274111675126903,
"recentTerminal": 197,
"recentWilsonLowerBound": 0.1350186187571645,
"running": 7,
"selectionWeight": 0.5254988450797429,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 32.833333333333336,
"waiting": 8928
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 10.871141597256246,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 1,
"recentSuccessRate": 0.0004899559039686428,
"recentTerminal": 2041,
"recentWilsonLowerBound": 8.64922592807679e-05,
"running": 23,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 340.1666666666667,
"waiting": 3698
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 26.045627376425855,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 64,
"recentSuccessRate": 0.04055766793409379,
"recentTerminal": 1578,
"recentWilsonLowerBound": 0.03188841371070375,
"running": 6,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 263.0,
"waiting": 6850
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2213.4285714285716,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.7983645099236516,
"queueFactor": 0.8151365694767247,
"queueWeight": 0.8151365694767247,
"recentSuccess": 12,
"recentSuccessRate": 0.2857142857142857,
"recentTerminal": 42,
"recentWilsonLowerBound": 0.1716685874457567,
"running": 2,
"selectionWeight": 0.6507761078111319,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.0,
"waiting": 15494
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 247.90384615384616,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.11407299288376464,
"queueFactor": 1.1320033559217437,
"queueWeight": 1.1320033559217437,
"recentSuccess": 22,
"recentSuccessRate": 0.10576923076923077,
"recentTerminal": 208,
"recentWilsonLowerBound": 0.07089107578955164,
"running": 8,
"selectionWeight": 0.12913101076445876,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 34.666666666666664,
"waiting": 8594
},
"MetaX_c-500": {
"available": true,
"backlogHours": 445.30985915492954,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.46364047653065676,
"queueFactor": 1.036790137954548,
"queueWeight": 1.036790137954548,
"recentSuccess": 27,
"recentSuccessRate": 0.19014084507042253,
"recentTerminal": 142,
"recentWilsonLowerBound": 0.13409391490815376,
"running": 4,
"selectionWeight": 0.48069787362353206,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 23.666666666666668,
"waiting": 10539
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1821.5064935064934,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8393161802985757,
"queueWeight": 0.8393161802985757,
"recentSuccess": 30,
"recentSuccessRate": 0.38961038961038963,
"recentTerminal": 77,
"recentWilsonLowerBound": 0.28842084532265894,
"running": 4,
"selectionWeight": 2.0982904507464393,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.833333333333334,
"waiting": 23376
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 811.6744186046511,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.9475080868141664,
"queueWeight": 0.9475080868141664,
"recentSuccess": 8,
"recentSuccessRate": 0.06201550387596899,
"recentTerminal": 129,
"recentWilsonLowerBound": 0.03175577502396767,
"running": 2,
"selectionWeight": 0.047375404340708326,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 21.5,
"waiting": 17451
},
"Vastai_va16": {
"available": true,
"backlogHours": 488.58947368421053,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.21783327954038564,
"queueFactor": 1.0224653238319112,
"queueWeight": 1.0224653238319112,
"recentSuccess": 26,
"recentSuccessRate": 0.1368421052631579,
"recentTerminal": 190,
"recentWilsonLowerBound": 0.09512445914682452,
"running": 16,
"selectionWeight": 0.22272697470662764,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 31.666666666666668,
"waiting": 15472
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 701.2716763005781,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.46429315812791405,
"queueFactor": 0.9685170249175921,
"queueWeight": 0.9685170249175921,
"recentSuccess": 32,
"recentSuccessRate": 0.18497109826589594,
"recentTerminal": 173,
"recentWilsonLowerBound": 0.13417968576824785,
"running": 6,
"selectionWeight": 0.44967582819964047,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 28.833333333333332,
"waiting": 20220
}
},
"queueAttemptedAt": "2026-10-11T01:00:18.378706+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-11T01:00:18.378706+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Ascend_910-b4",
"Ascend_910-b3",
"hygon_k100-ai",
"MetaX_c-500",
"Biren_166m",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}