Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-01T01:53:22.775299+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-01T01:53:22.775299+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": "2026-10-01T02:01:34.046255+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1040.5384615384614,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.0849233379726533,
"queueFactor": 0.9510776099981039,
"queueWeight": 0.9510776099981039,
"recentSuccess": 46,
"recentSuccessRate": 0.2948717948717949,
"recentTerminal": 156,
"recentWilsonLowerBound": 0.22893947619211982,
"running": 8,
"selectionWeight": 1.9829239053083,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.0,
"waiting": 27054
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1047.7005988023952,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.4432238740425243,
"queueFactor": 0.9500995219981831,
"queueWeight": 0.9500995219981831,
"recentSuccess": 52,
"recentSuccessRate": 0.31137724550898205,
"recentTerminal": 167,
"recentWilsonLowerBound": 0.2460518713626329,
"running": 8,
"selectionWeight": 2.3213058348623514,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.833333333333332,
"waiting": 29161
},
"Biren_166m": {
"available": true,
"backlogHours": 114.53023255813953,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.6589753964522445,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 39,
"recentSuccessRate": 0.1813953488372093,
"recentTerminal": 215,
"recentWilsonLowerBound": 0.1356274363417304,
"running": 8,
"selectionWeight": 0.8566680153879178,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 35.833333333333336,
"waiting": 4104
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 905.9411764705883,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5278836728503601,
"queueFactor": 0.9710457202267094,
"queueWeight": 0.9710457202267094,
"recentSuccess": 19,
"recentSuccessRate": 0.18627450980392157,
"recentTerminal": 102,
"recentWilsonLowerBound": 0.12261984082072329,
"running": 7,
"selectionWeight": 0.5125991812988986,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 17.0,
"waiting": 15401
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 367.375,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5633537818425094,
"queueFactor": 1.1118296168122719,
"queueWeight": 1.1118296168122719,
"recentSuccess": 26,
"recentSuccessRate": 0.18055555555555555,
"recentTerminal": 144,
"recentWilsonLowerBound": 0.1262985801362023,
"running": 8,
"selectionWeight": 0.6263534193957014,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 24.0,
"waiting": 8817
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 37.7667638483965,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 7,
"recentSuccessRate": 0.02040816326530612,
"recentTerminal": 343,
"recentWilsonLowerBound": 0.009919991248695982,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 57.166666666666664,
"waiting": 2159
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 174.40449438202248,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.38625435456152774,
"queueFactor": 1.2432859548665474,
"queueWeight": 1.2432859548665474,
"recentSuccess": 27,
"recentSuccessRate": 0.15168539325842698,
"recentTerminal": 178,
"recentWilsonLowerBound": 0.10638855522742541,
"running": 3,
"selectionWeight": 0.480224614032391,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 29.666666666666668,
"waiting": 5174
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2051.7391304347825,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.7000435632215607,
"queueFactor": 0.8589865371596362,
"queueWeight": 0.8589865371596362,
"recentSuccess": 15,
"recentSuccessRate": 0.32608695652173914,
"recentTerminal": 46,
"recentWilsonLowerBound": 0.20865764564493355,
"running": 2,
"selectionWeight": 1.4603145333922176,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.666666666666667,
"waiting": 15730
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 280.8375,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.49095471648080413,
"queueFactor": 1.1575410827116468,
"queueWeight": 1.1575410827116468,
"recentSuccess": 27,
"recentSuccessRate": 0.16875,
"recentTerminal": 160,
"recentWilsonLowerBound": 0.11864352018350914,
"running": 8,
"selectionWeight": 0.5683002540775796,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 26.666666666666668,
"waiting": 7489
},
"MetaX_c-500": {
"available": true,
"backlogHours": 516.8852459016393,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.7990563143587022,
"queueFactor": 1.0563201347556337,
"queueWeight": 1.0563201347556337,
"recentSuccess": 35,
"recentSuccessRate": 0.28688524590163933,
"recentTerminal": 122,
"recentWilsonLowerBound": 0.21409630394923995,
"running": 4,
"selectionWeight": 1.9003794084163579,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.333333333333332,
"waiting": 10510
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1435.304347826087,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.9062814239516677,
"queueWeight": 0.9062814239516677,
"recentSuccess": 31,
"recentSuccessRate": 0.33695652173913043,
"recentTerminal": 92,
"recentWilsonLowerBound": 0.24863459523567621,
"running": 4,
"selectionWeight": 2.265703559879169,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.333333333333334,
"waiting": 22008
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 733.5217391304348,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 1.002288459843018,
"queueWeight": 1.002288459843018,
"recentSuccess": 9,
"recentSuccessRate": 0.06521739130434782,
"recentTerminal": 138,
"recentWilsonLowerBound": 0.034686920773421094,
"running": 2,
"selectionWeight": 0.0501144229921509,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 23.0,
"waiting": 16871
},
"Vastai_va16": {
"available": true,
"backlogHours": 756.049180327869,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.058551205641402065,
"queueFactor": 0.9977509991978166,
"queueWeight": 0.9977509991978166,
"recentSuccess": 10,
"recentSuccessRate": 0.08196721311475409,
"recentTerminal": 122,
"recentWilsonLowerBound": 0.045130355407972465,
"running": 16,
"selectionWeight": 0.05841952393294575,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 20.333333333333332,
"waiting": 15373
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 793.0140845070422,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.5814302845362108,
"queueFactor": 0.9906324347149644,
"queueWeight": 0.9906324347149644,
"recentSuccess": 26,
"recentSuccessRate": 0.18309859154929578,
"recentTerminal": 142,
"recentWilsonLowerBound": 0.12812480317278419,
"running": 7,
"selectionWeight": 0.575983698387121,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 23.666666666666668,
"waiting": 18768
}
},
"queueAttemptedAt": "2026-10-01T02:01:34.046255+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-01T02:01:34.046255+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
}