Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-10T22:24:38.958115+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-10T22:24:38.958115+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": "2026-10-10T22:39:17.252270+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 821.7365853658537,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.7129532198165549,
"queueFactor": 0.9212709296846798,
"queueWeight": 0.9212709296846798,
"recentSuccess": 49,
"recentSuccessRate": 0.23902439024390243,
"recentTerminal": 205,
"recentWilsonLowerBound": 0.18578268847278281,
"running": 8,
"selectionWeight": 0.6568230756420834,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 34.166666666666664,
"waiting": 28076
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 756.0,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5064169813193881,
"queueFactor": 0.9328654132169019,
"queueWeight": 0.9328654132169019,
"recentSuccess": 50,
"recentSuccessRate": 0.20491803278688525,
"recentTerminal": 244,
"recentWilsonLowerBound": 0.1590308040996672,
"running": 8,
"selectionWeight": 0.472418886538567,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 40.666666666666664,
"waiting": 30744
},
"Biren_166m": {
"available": true,
"backlogHours": 34.90377588306942,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 32,
"recentSuccessRate": 0.0389768574908648,
"recentTerminal": 821,
"recentWilsonLowerBound": 0.027742506450162904,
"running": 8,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 136.83333333333334,
"waiting": 4776
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 591.1976047904192,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.05,
"queueFactor": 0.9679153135985065,
"queueWeight": 0.9679153135985065,
"recentSuccess": 11,
"recentSuccessRate": 0.0658682634730539,
"recentTerminal": 167,
"recentWilsonLowerBound": 0.037174178011739493,
"running": 7,
"selectionWeight": 0.048395765679925325,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 27.833333333333332,
"waiting": 16455
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 131.94103194103195,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.05571296542013349,
"queueFactor": 1.2121051023350133,
"queueWeight": 1.2121051023350133,
"recentSuccess": 33,
"recentSuccessRate": 0.08108108108108109,
"recentTerminal": 407,
"recentWilsonLowerBound": 0.05831439941310048,
"running": 7,
"selectionWeight": 0.06752996965195796,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 67.83333333333333,
"waiting": 8950
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 5.059304703476482,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 3,
"recentSuccessRate": 0.0006816632583503749,
"recentTerminal": 4401,
"recentWilsonLowerBound": 0.00023184929882264654,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 733.5,
"waiting": 3711
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 12.396380090497738,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 55,
"recentSuccessRate": 0.016591251885369532,
"recentTerminal": 3315,
"recentWilsonLowerBound": 0.012769131607590523,
"running": 8,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 552.5,
"waiting": 6849
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2383.230769230769,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.8979990982440813,
"queueFactor": 0.7852760393031509,
"queueWeight": 0.7852760393031509,
"recentSuccess": 13,
"recentSuccessRate": 0.3333333333333333,
"recentTerminal": 39,
"recentWilsonLowerBound": 0.2063276610691516,
"running": 2,
"selectionWeight": 0.7051771751669133,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.5,
"waiting": 15491
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 189.14285714285714,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.05,
"queueFactor": 1.1483618839304377,
"queueWeight": 1.1483618839304377,
"recentSuccess": 19,
"recentSuccessRate": 0.0695970695970696,
"recentTerminal": 273,
"recentWilsonLowerBound": 0.04500452373041853,
"running": 8,
"selectionWeight": 0.057418094196521885,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 45.5,
"waiting": 8606
},
"MetaX_c-500": {
"available": true,
"backlogHours": 344.67391304347825,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.2136623447072146,
"queueFactor": 1.0495085927037329,
"queueWeight": 1.0495085927037329,
"recentSuccess": 28,
"recentSuccessRate": 0.15217391304347827,
"recentTerminal": 184,
"recentWilsonLowerBound": 0.10743025005566798,
"running": 4,
"selectionWeight": 0.22424046670744865,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 30.666666666666668,
"waiting": 10570
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1847.3684210526317,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8158573558555532,
"queueWeight": 0.8158573558555532,
"recentSuccess": 33,
"recentSuccessRate": 0.4342105263157895,
"recentTerminal": 76,
"recentWilsonLowerBound": 0.3286075248319959,
"running": 4,
"selectionWeight": 2.039643389638883,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.666666666666666,
"waiting": 23400
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 787.7142857142857,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.9271328145747014,
"queueWeight": 0.9271328145747014,
"recentSuccess": 10,
"recentSuccessRate": 0.07518796992481203,
"recentTerminal": 133,
"recentWilsonLowerBound": 0.04135035017573232,
"running": 2,
"selectionWeight": 0.04635664072873508,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 22.166666666666668,
"waiting": 17461
},
"Vastai_va16": {
"available": true,
"backlogHours": 360.16279069767444,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.10024108161016101,
"queueFactor": 1.0426113164922928,
"queueWeight": 1.0426113164922928,
"recentSuccess": 28,
"recentSuccessRate": 0.10852713178294573,
"recentTerminal": 258,
"recentWilsonLowerBound": 0.07615975981398548,
"running": 16,
"selectionWeight": 0.10451248606418133,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 43.0,
"waiting": 15487
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 655.4918918918919,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.3783530767421276,
"queueFactor": 0.9530422679214245,
"queueWeight": 0.9530422679214245,
"recentSuccess": 35,
"recentSuccessRate": 0.1891891891891892,
"recentTerminal": 185,
"recentWilsonLowerBound": 0.13929348518945034,
"running": 6,
"selectionWeight": 0.36058647433336605,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 30.833333333333332,
"waiting": 20211
}
},
"queueAttemptedAt": "2026-10-10T22:31:05.162255+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-10T22:31:05.162255+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
}