Files
submmit/.modelhub_state/market_intelligence.json

730 lines
23 KiB
JSON

{
"communityAttemptedAt": "2026-10-13T10:44:05.157823+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-13T10:44:05.157823+00:00",
"frameworkAttemptedAt": "2026-10-13T09:04:22.467801+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 42444,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21119,
"successRate": 0.49757327301856563,
"wilsonLowerBound": 0.49281693071825755
},
"vllm": {
"framework": "vllm",
"modelCount": 56861,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15390,
"successRate": 0.2706600306009391,
"wilsonLowerBound": 0.26702365552300666
},
"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": 4496,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1369,
"successRate": 0.3044928825622776,
"wilsonLowerBound": 0.29121263983728823
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64219,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.18835547112225354,
"wilsonLowerBound": 0.1853500442293691
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 30744,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6674,
"successRate": 0.21708300806661462,
"wilsonLowerBound": 0.21251014493186646
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7860,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 108,
"successRate": 0.013740458015267175,
"wilsonLowerBound": 0.01139408954678925
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26657,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3277,
"successRate": 0.12293206287279139,
"wilsonLowerBound": 0.1190444588421777
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16510,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10151423379769836,
"wilsonLowerBound": 0.09699971253714496
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 15933,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6271,
"successRate": 0.39358563986694284,
"wilsonLowerBound": 0.38602618288380613
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24780,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3807,
"successRate": 0.1536319612590799,
"wilsonLowerBound": 0.14919588873023637
},
"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": 52293,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13191,
"successRate": 0.2522517354139177,
"wilsonLowerBound": 0.24854757485865517
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24778,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3157,
"successRate": 0.12741141335055292,
"wilsonLowerBound": 0.12331733432867244
},
"vllm": {
"framework": "vllm",
"modelCount": 87027,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11228699139347559,
"wilsonLowerBound": 0.1102064460212992
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 46537,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5577,
"successRate": 0.11984012721060662,
"wilsonLowerBound": 0.116920668185362
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 47768,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3699,
"successRate": 0.07743677775916932,
"wilsonLowerBound": 0.07507366243201219
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 93979,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23470,
"successRate": 0.2497366432926505,
"wilsonLowerBound": 0.24697940400463114
},
"transformers": {
"framework": "transformers",
"modelCount": 5578,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 585,
"successRate": 0.10487629974901398,
"wilsonLowerBound": 0.09710564654991326
},
"vllm": {
"framework": "vllm",
"modelCount": 112867,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16531,
"successRate": 0.14646442272763519,
"wilsonLowerBound": 0.1444136918113797
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 135,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.007407407407407408,
"wilsonLowerBound": 0.0013087545613434824
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 23863,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4030,
"successRate": 0.16888069396136277,
"wilsonLowerBound": 0.16418055556116265
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43669,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5680,
"successRate": 0.13006938560534934,
"wilsonLowerBound": 0.1269468972796424
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8171,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 767,
"successRate": 0.093868559539836,
"wilsonLowerBound": 0.08773427672445926
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34501,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6849,
"successRate": 0.19851598504391177,
"wilsonLowerBound": 0.19434058848536798
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61498,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12424,
"successRate": 0.20202283001073207,
"wilsonLowerBound": 0.1988681147823616
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 16074,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4529,
"successRate": 0.28175936294637305,
"wilsonLowerBound": 0.2748576066923702
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15487,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3764,
"successRate": 0.24304255181765352,
"wilsonLowerBound": 0.2363514395502052
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 68036,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18737,
"successRate": 0.275398318537245,
"wilsonLowerBound": 0.27205433606068574
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1040,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 626,
"successRate": 0.6019230769230769,
"wilsonLowerBound": 0.5718499599374566
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48438,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.44861472397704283,
"wilsonLowerBound": 0.4441897521267452
},
"vllm": {
"framework": "vllm",
"modelCount": 39952,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4837,
"successRate": 0.12107028434120945,
"wilsonLowerBound": 0.11790789585068463
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1097,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6287,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030539207889295372,
"wilsonLowerBound": 0.02656421387260057
},
"vllm": {
"framework": "vllm",
"modelCount": 10091,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 762,
"successRate": 0.07551283321771876,
"wilsonLowerBound": 0.07051757164676267
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7357,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3231,
"successRate": 0.4391735761859454,
"wilsonLowerBound": 0.427867584462238
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7422,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.03300997035839397,
"wilsonLowerBound": 0.029180728018680917
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18363,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5428,
"successRate": 0.2955944017862005,
"wilsonLowerBound": 0.28903770966889347
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28459,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14555,
"successRate": 0.5114375065884255,
"wilsonLowerBound": 0.505628675641436
},
"vllm": {
"framework": "vllm",
"modelCount": 67408,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7210,
"successRate": 0.1069605981485877,
"wilsonLowerBound": 0.10464977887806533
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13745,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2309,
"successRate": 0.1679883594034194,
"wilsonLowerBound": 0.16183119756226713
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-13T10:44:05.157823+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1215.0428571428572,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.8167310100521685,
"queueFactor": 0.9854382250406175,
"queueWeight": 0.9854382250406175,
"recentSuccess": 43,
"recentSuccessRate": 0.30714285714285716,
"recentTerminal": 140,
"recentWilsonLowerBound": 0.23672914242518336,
"running": 8,
"selectionWeight": 1.7902761819220572,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.333333333333332,
"waiting": 28351
},
"Biren_166m": {
"available": true,
"backlogHours": 167.09844559585494,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.40722710352852437,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 32,
"recentSuccessRate": 0.16580310880829016,
"recentTerminal": 193,
"recentWilsonLowerBound": 0.1199624652802554,
"running": 6,
"selectionWeight": 0.5293952345870817,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 32.166666666666664,
"waiting": 5375
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1135.7727272727273,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.7855131774991135,
"queueFactor": 0.9954614094335568,
"queueWeight": 0.9954614094335568,
"recentSuccess": 21,
"recentSuccessRate": 0.23863636363636365,
"recentTerminal": 88,
"recentWilsonLowerBound": 0.1617092401848666,
"running": 6,
"selectionWeight": 0.7819480548018992,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.666666666666666,
"waiting": 16658
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 422.0787401574803,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.6059370064075357,
"queueFactor": 1.1548062411792483,
"queueWeight": 1.1548062411792483,
"recentSuccess": 26,
"recentSuccessRate": 0.2047244094488189,
"recentTerminal": 127,
"recentWilsonLowerBound": 0.14371289780112673,
"running": 7,
"selectionWeight": 0.6997398367608924,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.166666666666668,
"waiting": 8934
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 45.48905109489051,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 11,
"recentSuccessRate": 0.0267639902676399,
"recentTerminal": 411,
"recentWilsonLowerBound": 0.015008904352154009,
"running": 7,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 68.5,
"waiting": 3116
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 163.4712643678161,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.16012381662331324,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 29,
"recentSuccessRate": 0.1111111111111111,
"recentTerminal": 261,
"recentWilsonLowerBound": 0.07848405047488832,
"running": 10,
"selectionWeight": 0.20816096161030723,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 43.5,
"waiting": 7111
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1862.7058823529412,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.44531333817695284,
"queueFactor": 0.9242649863390539,
"queueWeight": 0.9242649863390539,
"recentSuccess": 11,
"recentSuccessRate": 0.21568627450980393,
"recentTerminal": 51,
"recentWilsonLowerBound": 0.12493811244188556,
"running": 2,
"selectionWeight": 0.4115875264267198,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.5,
"waiting": 15833
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 295.5348837209302,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.44575265237899453,
"queueFactor": 1.2182231029848074,
"queueWeight": 1.2182231029848074,
"recentSuccess": 30,
"recentSuccessRate": 0.1744186046511628,
"recentTerminal": 172,
"recentWilsonLowerBound": 0.12499412236734236,
"running": 7,
"selectionWeight": 0.5430261793448469,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.666666666666668,
"waiting": 8472
},
"MetaX_c-500": {
"available": true,
"backlogHours": 765.3571428571429,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 1.0561814195077783,
"queueWeight": 1.0561814195077783,
"recentSuccess": 31,
"recentSuccessRate": 0.36904761904761907,
"recentTerminal": 84,
"recentWilsonLowerBound": 0.2736996045974371,
"running": 3,
"selectionWeight": 2.640453548769446,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.0,
"waiting": 10715
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2232.7941176470586,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.12932520119345167,
"queueFactor": 0.8994786141785314,
"queueWeight": 0.8994786141785314,
"recentSuccess": 9,
"recentSuccessRate": 0.1323529411764706,
"recentTerminal": 68,
"recentWilsonLowerBound": 0.07122163958543326,
"running": 4,
"selectionWeight": 0.11632525274784566,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.333333333333334,
"waiting": 25305
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2100.3529411764707,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.9077668146029716,
"queueWeight": 0.9077668146029716,
"recentSuccess": 5,
"recentSuccessRate": 0.09803921568627451,
"recentTerminal": 51,
"recentWilsonLowerBound": 0.04260744495307697,
"running": 2,
"selectionWeight": 0.04538834073014858,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 8.5,
"waiting": 17853
},
"Vastai_va16": {
"available": true,
"backlogHours": 1267.7368421052631,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9791828023827339,
"queueWeight": 0.9791828023827339,
"recentSuccess": 6,
"recentSuccessRate": 0.07894736842105263,
"recentTerminal": 76,
"recentWilsonLowerBound": 0.03668350552145427,
"running": 16,
"selectionWeight": 0.0489591401191367,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 12.666666666666666,
"waiting": 16058
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1101.8461538461538,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.2661893469074423,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 32,
"recentSuccessRate": 0.27350427350427353,
"recentTerminal": 117,
"recentWilsonLowerBound": 0.2009012531479607,
"running": 2,
"selectionWeight": 1.2661893469074423,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.5,
"waiting": 21486
}
},
"queueAttemptedAt": "2026-10-13T10:44:05.157823+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-13T10:44:05.157823+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Ascend_910-b3",
"hygon_k100-ai",
"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
}