Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-20T02:32:24.363438+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-20T02:32:24.363438+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": "2026-10-20T02:32:24.363438+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1496.2105263157894,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.953768257901682,
"queueFactor": 0.9860602908738141,
"queueWeight": 0.9860602908738141,
"recentSuccess": 30,
"recentSuccessRate": 0.2631578947368421,
"recentTerminal": 114,
"recentWilsonLowerBound": 0.19099844110067174,
"running": 8,
"selectionWeight": 0.9404730058127434,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.0,
"waiting": 28428
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1538.016,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9819926738721134,
"queueWeight": 0.9819926738721134,
"recentSuccess": 47,
"recentSuccessRate": 0.376,
"recentTerminal": 125,
"recentWilsonLowerBound": 0.2959755233419009,
"running": 8,
"selectionWeight": 2.4549816846802837,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.833333333333332,
"waiting": 32042
},
"Biren_166m": {
"available": true,
"backlogHours": 153.1011235955056,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.11816217790709875,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 20,
"recentSuccessRate": 0.11235955056179775,
"recentTerminal": 178,
"recentWilsonLowerBound": 0.07392192832223898,
"running": 8,
"selectionWeight": 0.1536108312792284,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 29.666666666666668,
"waiting": 4542
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1327.5365853658536,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.30710214601282476,
"queueFactor": 1.003911434820984,
"queueWeight": 1.003911434820984,
"recentSuccess": 15,
"recentSuccessRate": 0.18292682926829268,
"recentTerminal": 82,
"recentWilsonLowerBound": 0.1141092170763672,
"running": 7,
"selectionWeight": 0.30830335604033826,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 13.666666666666666,
"waiting": 18143
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 398.5430463576159,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3449401988087232,
"queueFactor": 1.2024889393306317,
"queueWeight": 1.2024889393306317,
"recentSuccess": 26,
"recentSuccessRate": 0.17218543046357615,
"recentTerminal": 151,
"recentWilsonLowerBound": 0.12029775558876803,
"running": 7,
"selectionWeight": 0.4147867737979988,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 25.166666666666668,
"waiting": 10030
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 69.55063291139241,
"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": 0.028481012658227847,
"recentTerminal": 316,
"recentWilsonLowerBound": 0.015054745487570994,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 52.666666666666664,
"waiting": 3663
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 289.0481927710843,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.06295698071649486,
"queueFactor": 1.2618473994784674,
"queueWeight": 1.2618473994784674,
"recentSuccess": 15,
"recentSuccessRate": 0.09036144578313253,
"recentTerminal": 166,
"recentWilsonLowerBound": 0.05552452283752022,
"running": 3,
"selectionWeight": 0.07944210239612505,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 27.666666666666668,
"waiting": 7997
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2263.116279069767,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.356773498279904,
"queueFactor": 0.9267153261092584,
"queueWeight": 0.9267153261092584,
"recentSuccess": 15,
"recentSuccessRate": 0.3488372093023256,
"recentTerminal": 43,
"recentWilsonLowerBound": 0.22418398748963103,
"running": 2,
"selectionWeight": 1.2573427949148606,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.166666666666667,
"waiting": 16219
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 427.7205882352941,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5318055112522636,
"queueFactor": 1.1898120211479375,
"queueWeight": 1.1898120211479375,
"recentSuccess": 28,
"recentSuccessRate": 0.20588235294117646,
"recentTerminal": 136,
"recentWilsonLowerBound": 0.14645903630852752,
"running": 8,
"selectionWeight": 0.632748590200668,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 22.666666666666668,
"waiting": 9695
},
"MetaX_c-500": {
"available": true,
"backlogHours": 672.0571428571428,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.5017314646758854,
"queueFactor": 1.1118378271075093,
"queueWeight": 1.1118378271075093,
"recentSuccess": 22,
"recentSuccessRate": 0.20952380952380953,
"recentTerminal": 105,
"recentWilsonLowerBound": 0.1426344996383833,
"running": 4,
"selectionWeight": 0.5578440214767044,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 17.5,
"waiting": 11761
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2241.171428571429,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.1825196595368626,
"queueFactor": 0.928070811880298,
"queueWeight": 0.928070811880298,
"recentSuccess": 11,
"recentSuccessRate": 0.15714285714285714,
"recentTerminal": 70,
"recentWilsonLowerBound": 0.09007528275988681,
"running": 4,
"selectionWeight": 0.16939116861049167,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 11.666666666666666,
"waiting": 26147
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2931.0,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.287543907125338,
"queueFactor": 0.8914561860548524,
"queueWeight": 0.8914561860548524,
"recentSuccess": 8,
"recentSuccessRate": 0.21052631578947367,
"recentTerminal": 38,
"recentWilsonLowerBound": 0.11074660352095932,
"running": 2,
"selectionWeight": 0.2563327947692645,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 6.333333333333333,
"waiting": 18563
},
"Vastai_va16": {
"available": true,
"backlogHours": 1530.0833333333333,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9827546628738691,
"queueWeight": 0.9827546628738691,
"recentSuccess": 5,
"recentSuccessRate": 0.06944444444444445,
"recentTerminal": 72,
"recentWilsonLowerBound": 0.03002493884382272,
"running": 16,
"selectionWeight": 0.04913773314369346,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 12.0,
"waiting": 18361
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1397.5428571428572,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.7078634427793788,
"queueFactor": 0.996202450163873,
"queueWeight": 0.996202450163873,
"recentSuccess": 25,
"recentSuccessRate": 0.23809523809523808,
"recentTerminal": 105,
"recentWilsonLowerBound": 0.16678968751856937,
"running": 6,
"selectionWeight": 0.7051752960782517,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.5,
"waiting": 24457
}
},
"queueAttemptedAt": "2026-10-20T02:32:24.363438+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-20T02:32:24.363438+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
}