Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-30T10:10:53.457885+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-30T10:10:53.457885+00:00",
"frameworkAttemptedAt": "2026-09-30T08:06:04.668005+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 40256,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19563,
"successRate": 0.4859648251192369,
"wilsonLowerBound": 0.48108392695307933
},
"vllm": {
"framework": "vllm",
"modelCount": 53899,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14967,
"successRate": 0.2776860424126607,
"wilsonLowerBound": 0.2739209961417689
},
"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": 3243,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 914,
"successRate": 0.2818378045020043,
"wilsonLowerBound": 0.2666185720625757
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34787,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15894,
"successRate": 0.45689481702935003,
"wilsonLowerBound": 0.45166509274135147
},
"vllm": {
"framework": "vllm",
"modelCount": 38659,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10847,
"successRate": 0.28058149460668924,
"wilsonLowerBound": 0.27612477504118943
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10836,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4537,
"successRate": 0.4186969361387966,
"wilsonLowerBound": 0.40943826966088753
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64140,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12092,
"successRate": 0.18852510134081696,
"wilsonLowerBound": 0.18551677973478153
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 23884,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4899,
"successRate": 0.20511639591358233,
"wilsonLowerBound": 0.20004301404445157
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7055,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 80,
"successRate": 0.011339475549255847,
"wilsonLowerBound": 0.009121070863476945
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26472,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3254,
"successRate": 0.12292233303112723,
"wilsonLowerBound": 0.11902149382397478
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16491,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10163119277181493,
"wilsonLowerBound": 0.09711174413917853
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 13265,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5426,
"successRate": 0.4090463626083679,
"wilsonLowerBound": 0.40070694922665295
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24474,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3796,
"successRate": 0.15510337501021493,
"wilsonLowerBound": 0.15062213237258332
},
"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": 47324,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11774,
"successRate": 0.24879553714817007,
"wilsonLowerBound": 0.2449209580493539
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23588,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3100,
"successRate": 0.13142275733423775,
"wilsonLowerBound": 0.12717099354142575
},
"vllm": {
"framework": "vllm",
"modelCount": 86820,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9767,
"successRate": 0.11249712047915227,
"wilsonLowerBound": 0.11041239222412472
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 43250,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5280,
"successRate": 0.12208092485549132,
"wilsonLowerBound": 0.11902902517406508
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 39062,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3550,
"successRate": 0.09088116327888997,
"wilsonLowerBound": 0.08807071768856889
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 90542,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22070,
"successRate": 0.24375427978175873,
"wilsonLowerBound": 0.24096853651816055
},
"transformers": {
"framework": "transformers",
"modelCount": 5412,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 580,
"successRate": 0.10716925351071692,
"wilsonLowerBound": 0.09920478990009945
},
"vllm": {
"framework": "vllm",
"modelCount": 112755,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16526,
"successRate": 0.1465655625027715,
"wilsonLowerBound": 0.14451322578873768
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 20529,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3720,
"successRate": 0.18120707292123336,
"wilsonLowerBound": 0.17599764742658236
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43288,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5634,
"successRate": 0.1301515431528368,
"wilsonLowerBound": 0.12701462876897476
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7410,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 658,
"successRate": 0.08879892037786774,
"wilsonLowerBound": 0.08253340250711545
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32597,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6172,
"successRate": 0.18934257753781022,
"wilsonLowerBound": 0.1851261337422368
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61290,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12404,
"successRate": 0.20238211780062001,
"wilsonLowerBound": 0.19921995445527238
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11218,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3295,
"successRate": 0.29372437154573006,
"wilsonLowerBound": 0.28536753311869784
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14397,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3608,
"successRate": 0.2506077655067028,
"wilsonLowerBound": 0.24359592532821317
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 64615,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17718,
"successRate": 0.27420877505223246,
"wilsonLowerBound": 0.270782452765093
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 350,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 221,
"successRate": 0.6314285714285715,
"wilsonLowerBound": 0.5797153959193067
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47442,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21007,
"successRate": 0.44279330550988577,
"wilsonLowerBound": 0.43832836567998795
},
"vllm": {
"framework": "vllm",
"modelCount": 38000,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4082,
"successRate": 0.10742105263157894,
"wilsonLowerBound": 0.1043472595660648
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 806,
"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": 10048,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 747,
"successRate": 0.07434315286624203,
"wilsonLowerBound": 0.069374887461707
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6554,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2842,
"successRate": 0.4336283185840708,
"wilsonLowerBound": 0.421672552169198
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7398,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 242,
"successRate": 0.03271154366044877,
"wilsonLowerBound": 0.02889439609899827
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14721,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4748,
"successRate": 0.32253243665511855,
"wilsonLowerBound": 0.31502833811470826
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27349,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13942,
"successRate": 0.5097809791948518,
"wilsonLowerBound": 0.5038552412734948
},
"vllm": {
"framework": "vllm",
"modelCount": 64650,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6731,
"successRate": 0.10411446249033256,
"wilsonLowerBound": 0.10178368209802098
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13041,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2015,
"successRate": 0.1545126907445748,
"wilsonLowerBound": 0.14841102073890672
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-30T10:21:26.155350+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1045.6645161290323,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.012124358925132,
"queueFactor": 1.002209738070059,
"queueWeight": 1.002209738070059,
"recentSuccess": 43,
"recentSuccessRate": 0.27741935483870966,
"recentTerminal": 155,
"recentWilsonLowerBound": 0.21296645726310548,
"running": 7,
"selectionWeight": 1.014360888652683,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.833333333333332,
"waiting": 27013
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1316.3181818181818,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.644884319302754,
"queueFactor": 0.9681961289288662,
"queueWeight": 0.9681961289288662,
"recentSuccess": 45,
"recentSuccessRate": 0.3409090909090909,
"recentTerminal": 132,
"recentWilsonLowerBound": 0.26556786183987086,
"running": 7,
"selectionWeight": 1.5925706304847196,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.0,
"waiting": 28959
},
"Biren_166m": {
"available": true,
"backlogHours": 138.23999999999998,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.27574702268001566,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 29,
"recentSuccessRate": 0.1657142857142857,
"recentTerminal": 175,
"recentWilsonLowerBound": 0.1179285376204559,
"running": 7,
"selectionWeight": 0.3584711294840204,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 29.166666666666668,
"waiting": 4032
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1407.5076923076922,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4353731997812283,
"queueFactor": 0.9585170828625805,
"queueWeight": 0.9585170828625805,
"recentSuccess": 15,
"recentSuccessRate": 0.23076923076923078,
"recentTerminal": 65,
"recentWilsonLowerBound": 0.14513708450988846,
"running": 7,
"selectionWeight": 0.41731264941085044,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 10.833333333333334,
"waiting": 15248
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 378.5864661654135,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.6645178812902777,
"queueFactor": 1.167193099225942,
"queueWeight": 1.167193099225942,
"recentSuccess": 32,
"recentSuccessRate": 0.24060150375939848,
"recentTerminal": 133,
"recentWilsonLowerBound": 0.17589495599674002,
"running": 7,
"selectionWeight": 0.7756206853542559,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.166666666666668,
"waiting": 8392
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 27.695198329853863,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 9,
"recentSuccessRate": 0.018789144050104383,
"recentTerminal": 479,
"recentWilsonLowerBound": 0.009915786718635952,
"running": 22,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 79.83333333333333,
"waiting": 2211
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 80.15064935064935,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 27,
"recentSuccessRate": 0.07012987012987013,
"recentTerminal": 385,
"recentWilsonLowerBound": 0.04864158951639159,
"running": 14,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 64.16666666666667,
"waiting": 5143
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1750.0,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.6667790111509724,
"queueFactor": 0.9277089930840374,
"queueWeight": 0.9277089930840374,
"recentSuccess": 15,
"recentSuccessRate": 0.2777777777777778,
"recentTerminal": 54,
"recentWilsonLowerBound": 0.17616675448211208,
"running": 2,
"selectionWeight": 0.6185768850444388,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.0,
"waiting": 15750
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 312.97872340425533,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.581900558904701,
"queueFactor": 1.2009923793719797,
"queueWeight": 1.2009923793719797,
"recentSuccess": 32,
"recentSuccessRate": 0.22695035460992907,
"recentTerminal": 141,
"recentWilsonLowerBound": 0.16559424924211502,
"running": 8,
"selectionWeight": 0.6988581367968417,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.5,
"waiting": 7355
},
"MetaX_c-500": {
"available": true,
"backlogHours": 613.0,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.1213632901206139,
"queueFactor": 1.0857964133318945,
"queueWeight": 1.0857964133318945,
"recentSuccess": 31,
"recentSuccessRate": 0.30392156862745096,
"recentTerminal": 102,
"recentWilsonLowerBound": 0.223122897734759,
"running": 4,
"selectionWeight": 1.2175722384550152,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.0,
"waiting": 10421
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1887.6000000000001,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.1986625825983,
"queueFactor": 0.9172357610827201,
"queueWeight": 0.9172357610827201,
"recentSuccess": 23,
"recentSuccessRate": 0.32857142857142857,
"recentTerminal": 70,
"recentWilsonLowerBound": 0.2299871182671781,
"running": 4,
"selectionWeight": 1.0994561862309304,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.666666666666666,
"waiting": 22022
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3638.3571428571427,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.6382840941907653,
"queueFactor": 0.8312500315722213,
"queueWeight": 0.8312500315722213,
"recentSuccess": 12,
"recentSuccessRate": 0.42857142857142855,
"recentTerminal": 28,
"recentWilsonLowerBound": 0.2650829618073122,
"running": 2,
"selectionWeight": 1.3618237050203417,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.666666666666667,
"waiting": 16979
},
"Vastai_va16": {
"available": true,
"backlogHours": 1076.6666666666667,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.1764153588332148,
"queueFactor": 0.9978270747202029,
"queueWeight": 0.9978270747202029,
"recentSuccess": 13,
"recentSuccessRate": 0.16049382716049382,
"recentTerminal": 81,
"recentWilsonLowerBound": 0.09626063301383893,
"running": 16,
"selectionWeight": 0.17603202144026164,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 13.5,
"waiting": 14535
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1353.6867469879517,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 2.5,
"queueFactor": 0.9641392145981386,
"queueWeight": 0.9641392145981386,
"recentSuccess": 35,
"recentSuccessRate": 0.42168674698795183,
"recentTerminal": 83,
"recentWilsonLowerBound": 0.32122844354276386,
"running": 6,
"selectionWeight": 2.4103480364953462,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.833333333333334,
"waiting": 18726
}
},
"queueAttemptedAt": "2026-09-30T10:17:55.058137+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-30T10:17:55.058137+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
}