Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-01T01:37:31.058453+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-01T01:37:31.058453+00:00",
"frameworkAttemptedAt": "2026-09-30T20:07:14.155982+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 40338,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19626,
"successRate": 0.4865387475829243,
"wilsonLowerBound": 0.48166260241635694
},
"vllm": {
"framework": "vllm",
"modelCount": 54014,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14985,
"successRate": 0.27742807420298443,
"wilsonLowerBound": 0.2736681199673077
},
"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": 3296,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 931,
"successRate": 0.2824635922330097,
"wilsonLowerBound": 0.2673539945219363
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34869,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15952,
"successRate": 0.45748372479853167,
"wilsonLowerBound": 0.45225955113495475
},
"vllm": {
"framework": "vllm",
"modelCount": 38703,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10853,
"successRate": 0.2804175386920911,
"wilsonLowerBound": 0.2759641548647286
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10919,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4572,
"successRate": 0.4187196629727997,
"wilsonLowerBound": 0.4094960536219262
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64144,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12093,
"successRate": 0.18852893489648292,
"wilsonLowerBound": 0.18552068265502691
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 24186,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4963,
"successRate": 0.20520135615645416,
"wilsonLowerBound": 0.20015865583438622
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7102,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 82,
"successRate": 0.011546043368065334,
"wilsonLowerBound": 0.009312165178820192
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26481,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3256,
"successRate": 0.12295608171896831,
"wilsonLowerBound": 0.119055424674239
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16492,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.1016250303177298,
"wilsonLowerBound": 0.09710584128729235
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 13360,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5459,
"successRate": 0.4086077844311377,
"wilsonLowerBound": 0.4002994768259957
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24486,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3797,
"successRate": 0.15506820223801357,
"wilsonLowerBound": 0.1505884697051341
},
"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": 47508,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11831,
"successRate": 0.24903174202239622,
"wilsonLowerBound": 0.24516338117615727
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23598,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3100,
"successRate": 0.13136706500550893,
"wilsonLowerBound": 0.12711697360825303
},
"vllm": {
"framework": "vllm",
"modelCount": 86821,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9768,
"successRate": 0.11250734269358796,
"wilsonLowerBound": 0.11042254251595317
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 43378,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5287,
"successRate": 0.12188206003043017,
"wilsonLowerBound": 0.11883679599920562
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 39419,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3556,
"successRate": 0.09021030467541033,
"wilsonLowerBound": 0.08742194677621012
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 90637,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22142,
"successRate": 0.24429316945618235,
"wilsonLowerBound": 0.24150676717099753
},
"transformers": {
"framework": "transformers",
"modelCount": 5420,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 580,
"successRate": 0.1070110701107011,
"wilsonLowerBound": 0.09905773811834374
},
"vllm": {
"framework": "vllm",
"modelCount": 112758,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16526,
"successRate": 0.14656166303056103,
"wilsonLowerBound": 0.1445093763354927
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 20644,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3729,
"successRate": 0.18063359813989538,
"wilsonLowerBound": 0.17544512490756387
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43303,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5635,
"successRate": 0.13012955222501904,
"wilsonLowerBound": 0.12699340512297583
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7447,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 661,
"successRate": 0.08876057472807843,
"wilsonLowerBound": 0.08251139940156339
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32686,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6203,
"successRate": 0.18977543902588265,
"wilsonLowerBound": 0.18556092264272617
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61306,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12405,
"successRate": 0.20234561054382932,
"wilsonLowerBound": 0.19918407377574976
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11383,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3347,
"successRate": 0.29403496442062727,
"wilsonLowerBound": 0.28573570329497766
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14458,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3620,
"successRate": 0.250380412228524,
"wilsonLowerBound": 0.24338543025785217
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 64738,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17760,
"successRate": 0.2743365565819148,
"wilsonLowerBound": 0.27091297234300693
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 371,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 234,
"successRate": 0.6307277628032345,
"wilsonLowerBound": 0.5805126556080487
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47494,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21038,
"successRate": 0.4429612161536194,
"wilsonLowerBound": 0.4384985313168165
},
"vllm": {
"framework": "vllm",
"modelCount": 38088,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4109,
"successRate": 0.10788174753203109,
"wilsonLowerBound": 0.10480555979709201
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 807,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6283,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030558650326277255,
"wilsonLowerBound": 0.02658115788279188
},
"vllm": {
"framework": "vllm",
"modelCount": 10050,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 748,
"successRate": 0.07442786069651741,
"wilsonLowerBound": 0.06945735804096988
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6594,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2859,
"successRate": 0.4335759781619654,
"wilsonLowerBound": 0.42165659058319477
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7399,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 242,
"successRate": 0.03270712258413299,
"wilsonLowerBound": 0.028890483711308153
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14830,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4774,
"successRate": 0.3219150370869858,
"wilsonLowerBound": 0.31444232937602007
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27396,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13969,
"successRate": 0.5098919550299313,
"wilsonLowerBound": 0.5039713130838478
},
"vllm": {
"framework": "vllm",
"modelCount": 64746,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6748,
"successRate": 0.10422265468137028,
"wilsonLowerBound": 0.10189249936795465
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13076,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2031,
"successRate": 0.15532272866319977,
"wilsonLowerBound": 0.14921562185584406
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-01T01:43:17.552465+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1089.5033557046982,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.0747949016168397,
"queueFactor": 0.9466530060771174,
"queueWeight": 0.9466530060771174,
"recentSuccess": 46,
"recentSuccessRate": 0.3087248322147651,
"recentTerminal": 149,
"recentWilsonLowerBound": 0.24013512243960525,
"running": 8,
"selectionWeight": 1.9641108306090584,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.833333333333332,
"waiting": 27056
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1121.3846153846155,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.083899244818807,
"queueFactor": 0.942566315079343,
"queueWeight": 0.942566315079343,
"recentSuccess": 48,
"recentSuccessRate": 0.3076923076923077,
"recentTerminal": 156,
"recentWilsonLowerBound": 0.24061351847783774,
"running": 8,
"selectionWeight": 1.9642132321854886,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.0,
"waiting": 29156
},
"Biren_166m": {
"available": true,
"backlogHours": 114.72558139534883,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5521497668163605,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 38,
"recentSuccessRate": 0.17674418604651163,
"recentTerminal": 215,
"recentWilsonLowerBound": 0.13156161456507526,
"running": 8,
"selectionWeight": 0.7177946968612687,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 35.833333333333336,
"waiting": 4111
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 914.910891089109,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4170728279024465,
"queueFactor": 0.9717807335877268,
"queueWeight": 0.9717807335877268,
"recentSuccess": 18,
"recentSuccessRate": 0.1782178217821782,
"recentTerminal": 101,
"recentWilsonLowerBound": 0.1158097450050057,
"running": 7,
"selectionWeight": 0.4053033386585472,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 16.833333333333332,
"waiting": 15401
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 378.2142857142857,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.48455816088741566,
"queueFactor": 1.1094670657693453,
"queueWeight": 1.1094670657693453,
"recentSuccess": 25,
"recentSuccessRate": 0.17857142857142858,
"recentTerminal": 140,
"recentWilsonLowerBound": 0.1239799554921858,
"running": 7,
"selectionWeight": 0.5376013209543514,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 23.333333333333332,
"waiting": 8825
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 36.7943661971831,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 6,
"recentSuccessRate": 0.016901408450704224,
"recentTerminal": 355,
"recentWilsonLowerBound": 0.007768395322384733,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 59.166666666666664,
"waiting": 2177
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 161.8125,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.23817696181249723,
"queueFactor": 1.2601530473490876,
"queueWeight": 1.2601530473490876,
"recentSuccess": 25,
"recentSuccessRate": 0.13020833333333334,
"recentTerminal": 192,
"recentWilsonLowerBound": 0.0897736071169068,
"running": 2,
"selectionWeight": 0.30013942423636564,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 32.0,
"waiting": 5178
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2195.162790697674,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.7836217593756174,
"queueFactor": 0.8522266173633692,
"queueWeight": 0.8522266173633692,
"recentSuccess": 15,
"recentSuccessRate": 0.3488372093023256,
"recentTerminal": 43,
"recentWilsonLowerBound": 0.22418398748963103,
"running": 2,
"selectionWeight": 1.5200499386483837,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.166666666666667,
"waiting": 15732
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 293.80392156862746,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.44020714043444586,
"queueFactor": 1.152302398648651,
"queueWeight": 1.152302398648651,
"recentSuccess": 26,
"recentSuccessRate": 0.16993464052287582,
"recentTerminal": 153,
"recentWilsonLowerBound": 0.11868668726157514,
"running": 10,
"selectionWeight": 0.5072517438248755,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 25.5,
"waiting": 7492
},
"MetaX_c-500": {
"available": true,
"backlogHours": 552.8947368421053,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.7449279464036076,
"queueFactor": 1.0480421171870447,
"queueWeight": 1.0480421171870447,
"recentSuccess": 34,
"recentSuccessRate": 0.2982456140350877,
"recentTerminal": 114,
"recentWilsonLowerBound": 0.22196010636934352,
"running": 4,
"selectionWeight": 1.828757979287679,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.0,
"waiting": 10505
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1450.879120879121,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.9068394805910822,
"queueWeight": 0.9068394805910822,
"recentSuccess": 32,
"recentSuccessRate": 0.3516483516483517,
"recentTerminal": 91,
"recentWilsonLowerBound": 0.2613712913278969,
"running": 4,
"selectionWeight": 2.2670987014777055,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.166666666666666,
"waiting": 22005
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 749.7777777777778,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 1.0012331481170111,
"queueWeight": 1.0012331481170111,
"recentSuccess": 9,
"recentSuccessRate": 0.06666666666666667,
"recentTerminal": 135,
"recentWilsonLowerBound": 0.03546649508631035,
"running": 2,
"selectionWeight": 0.05006165740585056,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 22.5,
"waiting": 16870
},
"Vastai_va16": {
"available": true,
"backlogHours": 762.1487603305785,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05342904712202147,
"queueFactor": 0.9987784010993708,
"queueWeight": 0.9987784010993708,
"recentSuccess": 10,
"recentSuccessRate": 0.08264462809917356,
"recentTerminal": 121,
"recentWilsonLowerBound": 0.04550855800110744,
"running": 16,
"selectionWeight": 0.053363778256795544,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 20.166666666666668,
"waiting": 15370
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 797.9574468085107,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.3815984274005566,
"queueFactor": 0.9919234199381103,
"queueWeight": 0.9919234199381103,
"recentSuccess": 23,
"recentSuccessRate": 0.16312056737588654,
"recentTerminal": 141,
"recentWilsonLowerBound": 0.11122367287919478,
"running": 7,
"selectionWeight": 0.3785164171501648,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 23.5,
"waiting": 18752
}
},
"queueAttemptedAt": "2026-10-01T01:37:31.058453+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-01T01:37:31.058453+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"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
}