Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-20T04:05:41.377774+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-20T04:05:41.377774+00:00",
"frameworkAttemptedAt": "2026-10-20T02:21:30.654355+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 43561,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21885,
"successRate": 0.5023989348270241,
"wilsonLowerBound": 0.4977035350562096
},
"vllm": {
"framework": "vllm",
"modelCount": 58083,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15522,
"successRate": 0.26723826248644184,
"wilsonLowerBound": 0.2636549046596571
},
"vllm_0.23.0": {
"framework": "vllm_0.23.0",
"modelCount": 1,
"officialConfigError": "framework_mismatch",
"officialConfigValid": false,
"successCount": 1,
"successRate": 1.0,
"wilsonLowerBound": 0.20654329147389294
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5210,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1656,
"successRate": 0.31785028790786946,
"wilsonLowerBound": 0.3053443308682341
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38505,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18396,
"successRate": 0.4777561355668095,
"wilsonLowerBound": 0.47276932939991384
},
"vllm": {
"framework": "vllm",
"modelCount": 40545,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11103,
"successRate": 0.27384387717351094,
"wilsonLowerBound": 0.2695248142578045
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14129,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5862,
"successRate": 0.41489135819944795,
"wilsonLowerBound": 0.4067912664690712
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64266,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12098,
"successRate": 0.1882488407556095,
"wilsonLowerBound": 0.18524516980216948
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 34595,
"officialConfigError": "malformed_command_argv",
"officialConfigValid": false,
"successCount": 7390,
"successRate": 0.21361468420291949,
"wilsonLowerBound": 0.2093276105134159
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8327,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 117,
"successRate": 0.01405067851567191,
"wilsonLowerBound": 0.01173737088961676
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26773,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3288,
"successRate": 0.12281029395286296,
"wilsonLowerBound": 0.11893269644624704
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16521,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10144664366563767,
"wilsonLowerBound": 0.09693497021042136
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 17333,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6701,
"successRate": 0.38660358853054866,
"wilsonLowerBound": 0.3793797298335849
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24821,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3808,
"successRate": 0.1534184762902381,
"wilsonLowerBound": 0.14898860962882118
},
"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": 55016,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13845,
"successRate": 0.2516540642722117,
"wilsonLowerBound": 0.24804518099225148
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 25260,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3222,
"successRate": 0.12755344418052256,
"wilsonLowerBound": 0.12349608990298666
},
"vllm": {
"framework": "vllm",
"modelCount": 87123,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11216326343215913,
"wilsonLowerBound": 0.11008486994554824
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 49123,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5675,
"successRate": 0.11552633186083912,
"wilsonLowerBound": 0.1127295376927696
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 51416,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3792,
"successRate": 0.07375136144390851,
"wilsonLowerBound": 0.07152386111367423
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94950,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23929,
"successRate": 0.25201685097419696,
"wilsonLowerBound": 0.24926526729196052
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 146,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5668,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 590,
"successRate": 0.10409315455187015,
"wilsonLowerBound": 0.09640917432375648
},
"vllm": {
"framework": "vllm",
"modelCount": 112915,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16539,
"successRate": 0.14647301067174423,
"wilsonLowerBound": 0.14442266275144017
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 304,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.003289473684210526,
"wilsonLowerBound": 0.0005808941273062394
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 25543,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4157,
"successRate": 0.1627451748032729,
"wilsonLowerBound": 0.15826902372546114
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44311,
"officialConfigError": "malformed_command_argv",
"officialConfigValid": false,
"successCount": 5723,
"successRate": 0.12915528875448534,
"wilsonLowerBound": 0.1260647319450567
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8471,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 818,
"successRate": 0.096564750324637,
"wilsonLowerBound": 0.09045645180416947
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 35537,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7144,
"successRate": 0.20102991248557842,
"wilsonLowerBound": 0.19689544510855106
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61559,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12430,
"successRate": 0.20192010916356665,
"wilsonLowerBound": 0.19876755682011554
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18247,
"officialConfigError": "malformed_command_argv",
"officialConfigValid": false,
"successCount": 5162,
"successRate": 0.2828958184907108,
"wilsonLowerBound": 0.27640675663097436
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16182,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3913,
"successRate": 0.24181188975404772,
"wilsonLowerBound": 0.23527635134151637
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 69484,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19109,
"successRate": 0.2750129526221864,
"wilsonLowerBound": 0.2717053272932578
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1616,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 958,
"successRate": 0.5928217821782178,
"wilsonLowerBound": 0.5686744115301448
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48601,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.44711014176663033,
"wilsonLowerBound": 0.4426941103220847
},
"vllm": {
"framework": "vllm",
"modelCount": 41060,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5190,
"successRate": 0.1264003896736483,
"wilsonLowerBound": 0.1232210704231553
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1221,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6289,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03052949594530132,
"wilsonLowerBound": 0.026555749965692398
},
"vllm": {
"framework": "vllm",
"modelCount": 10113,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 765,
"successRate": 0.07564520913675467,
"wilsonLowerBound": 0.07065102319044637
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7765,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3418,
"successRate": 0.4401802962009015,
"wilsonLowerBound": 0.42917115203851036
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7431,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.03296999058000269,
"wilsonLowerBound": 0.02914532054852906
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19594,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5589,
"successRate": 0.2852403797080739,
"wilsonLowerBound": 0.27896058502294263
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 29045,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14868,
"successRate": 0.5118953348252712,
"wilsonLowerBound": 0.5061454707403542
},
"vllm": {
"framework": "vllm",
"modelCount": 68376,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7384,
"successRate": 0.10799110799110799,
"wilsonLowerBound": 0.1056867006998832
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14255,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2525,
"successRate": 0.17713083128726761,
"wilsonLowerBound": 0.17095069467402527
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-20T04:13:22.177410+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1107.3290322580647,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9998771020806333,
"queueWeight": 0.9998771020806333,
"recentSuccess": 46,
"recentSuccessRate": 0.2967741935483871,
"recentTerminal": 155,
"recentWilsonLowerBound": 0.23047427118231806,
"running": 7,
"selectionWeight": 2.499692755201583,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.833333333333332,
"waiting": 28606
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1342.303448275862,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.0289783979651093,
"queueFactor": 0.9714277823731113,
"queueWeight": 0.9714277823731113,
"recentSuccess": 40,
"recentSuccessRate": 0.27586206896551724,
"recentTerminal": 145,
"recentWilsonLowerBound": 0.209610089877312,
"running": 8,
"selectionWeight": 1.9710059856181943,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.166666666666668,
"waiting": 32439
},
"Biren_166m": {
"available": true,
"backlogHours": 148.55497382198953,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.2545887923694209,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 23,
"recentSuccessRate": 0.12041884816753927,
"recentTerminal": 191,
"recentWilsonLowerBound": 0.08159575665748214,
"running": 5,
"selectionWeight": 0.33096543008024715,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 31.833333333333332,
"waiting": 4729
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1105.5151515151515,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.49181867943694346,
"queueFactor": 1.0001230138251365,
"queueWeight": 1.0001230138251365,
"recentSuccess": 17,
"recentSuccessRate": 0.1717171717171717,
"recentTerminal": 99,
"recentWilsonLowerBound": 0.11006570016266973,
"running": 7,
"selectionWeight": 0.49187917993397456,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 16.5,
"waiting": 18241
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 357.5147928994083,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4641113129440849,
"queueFactor": 1.1846608144984236,
"queueWeight": 1.1846608144984236,
"recentSuccess": 26,
"recentSuccessRate": 0.15384615384615385,
"recentTerminal": 169,
"recentWilsonLowerBound": 0.10720258159945036,
"running": 7,
"selectionWeight": 0.5498144860102724,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 28.166666666666668,
"waiting": 10070
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 73.95959595959596,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 8,
"recentSuccessRate": 0.026936026936026935,
"recentTerminal": 297,
"recentWilsonLowerBound": 0.013710629732964236,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 49.5,
"waiting": 3661
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 212.6986899563319,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.15074317839774937,
"queueFactor": 1.280629210259705,
"queueWeight": 1.280629210259705,
"recentSuccess": 22,
"recentSuccessRate": 0.09606986899563319,
"recentTerminal": 229,
"recentWilsonLowerBound": 0.0643001958131368,
"running": 7,
"selectionWeight": 0.19304611750354758,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 38.166666666666664,
"waiting": 8118
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2068.468085106383,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.294759001483114,
"queueFactor": 0.9104179297942931,
"queueWeight": 0.9104179297942931,
"recentSuccess": 16,
"recentSuccessRate": 0.3404255319148936,
"recentTerminal": 47,
"recentWilsonLowerBound": 0.2216726071376219,
"running": 2,
"selectionWeight": 2.089189739507076,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.833333333333333,
"waiting": 16203
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 425.8248175182482,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.7449795298414407,
"queueFactor": 1.1539938131447791,
"queueWeight": 1.1539938131447791,
"recentSuccess": 26,
"recentSuccessRate": 0.1897810218978102,
"recentTerminal": 137,
"recentWilsonLowerBound": 0.13293043284804856,
"running": 8,
"selectionWeight": 0.8597017683565289,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 22.833333333333332,
"waiting": 9723
},
"MetaX_c-500": {
"available": true,
"backlogHours": 619.6842105263158,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.249922702409309,
"queueFactor": 1.0908437840352843,
"queueWeight": 1.0908437840352843,
"recentSuccess": 27,
"recentSuccessRate": 0.23684210526315788,
"recentTerminal": 114,
"recentWilsonLowerBound": 0.16818157933444355,
"running": 4,
"selectionWeight": 1.363470410447779,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.0,
"waiting": 11774
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2354.417910447761,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.4483754836399106,
"queueFactor": 0.8929056949061965,
"queueWeight": 0.8929056949061965,
"recentSuccess": 12,
"recentSuccessRate": 0.1791044776119403,
"recentTerminal": 67,
"recentWilsonLowerBound": 0.10553487941259442,
"running": 5,
"selectionWeight": 0.4003570227983963,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 11.166666666666666,
"waiting": 26291
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2371.021276595745,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.8919649893061595,
"queueWeight": 0.8919649893061595,
"recentSuccess": 4,
"recentSuccessRate": 0.0851063829787234,
"recentTerminal": 47,
"recentWilsonLowerBound": 0.03359357946971309,
"running": 2,
"selectionWeight": 0.04459824946530798,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 7.833333333333333,
"waiting": 18573
},
"Vastai_va16": {
"available": true,
"backlogHours": 1417.1538461538462,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9635529288442014,
"queueWeight": 0.9635529288442014,
"recentSuccess": 4,
"recentSuccessRate": 0.05128205128205128,
"recentTerminal": 78,
"recentWilsonLowerBound": 0.020120686846503352,
"running": 16,
"selectionWeight": 0.04817764644221007,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 13.0,
"waiting": 18423
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1342.4727272727273,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.1038626333099986,
"queueFactor": 0.9714094075714794,
"queueWeight": 0.9714094075714794,
"recentSuccess": 25,
"recentSuccessRate": 0.22727272727272727,
"recentTerminal": 110,
"recentWilsonLowerBound": 0.15894521607203976,
"running": 6,
"selectionWeight": 1.0723025466639589,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.333333333333332,
"waiting": 24612
}
},
"queueAttemptedAt": "2026-10-20T04:13:22.177410+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-20T04:13:22.177410+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Biren_166m",
"Ascend_910-b3",
"Ascend_910-b4",
"hygon_k100-ai",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}