Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-20T04:13:16.749619+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-20T04:13:16.749619+00:00",
"frameworkAttemptedAt": "2026-10-20T03:35:15.078641+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 43565,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21886,
"successRate": 0.5023757603580856,
"wilsonLowerBound": 0.49768057714569897
},
"vllm": {
"framework": "vllm",
"modelCount": 58094,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15523,
"successRate": 0.2672048748579888,
"wilsonLowerBound": 0.2636219998399069
},
"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": 5217,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1660,
"successRate": 0.3181905309564884,
"wilsonLowerBound": 0.30568901761928874
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38528,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18405,
"successRate": 0.4777045265780731,
"wilsonLowerBound": 0.4727192364236168
},
"vllm": {
"framework": "vllm",
"modelCount": 40550,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11103,
"successRate": 0.27381011097410607,
"wilsonLowerBound": 0.26949148287617586
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14144,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5867,
"successRate": 0.4148048642533937,
"wilsonLowerBound": 0.40670932517099767
}
},
"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": 34630,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7395,
"successRate": 0.21354317066127634,
"wilsonLowerBound": 0.20925878200437173
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8332,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 117,
"successRate": 0.014042246759481517,
"wilsonLowerBound": 0.011730319832431299
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26775,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3288,
"successRate": 0.12280112044817927,
"wilsonLowerBound": 0.11892379330898538
},
"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": 17343,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6707,
"successRate": 0.38672663322377904,
"wilsonLowerBound": 0.379504396497276
}
},
"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": 55042,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13849,
"successRate": 0.2516078630863704,
"wilsonLowerBound": 0.24800005224123364
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 25265,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3222,
"successRate": 0.12752820106867208,
"wilsonLowerBound": 0.12347159398230415
},
"vllm": {
"framework": "vllm",
"modelCount": 87124,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11216197603415821,
"wilsonLowerBound": 0.1100836049397501
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 49146,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5675,
"successRate": 0.11547226630855004,
"wilsonLowerBound": 0.11267669880403422
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 51459,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3793,
"successRate": 0.07370916652091956,
"wilsonLowerBound": 0.0714831815674289
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94960,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23930,
"successRate": 0.25200084245998317,
"wilsonLowerBound": 0.2492494619332545
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 147,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5669,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 590,
"successRate": 0.1040747927324043,
"wilsonLowerBound": 0.09639209813140337
},
"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": 306,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.0032679738562091504,
"wilsonLowerBound": 0.0005770958987967146
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 25552,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4159,
"successRate": 0.16276612398246712,
"wilsonLowerBound": 0.15829051457435903
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44312,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5723,
"successRate": 0.12915237407474273,
"wilsonLowerBound": 0.1260618820326516
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8472,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 818,
"successRate": 0.0965533522190746,
"wilsonLowerBound": 0.0904457399066305
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 35548,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7147,
"successRate": 0.20105209857094633,
"wilsonLowerBound": 0.1969180914934693
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61560,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12430,
"successRate": 0.20191682910981157,
"wilsonLowerBound": 0.19876432166302546
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18258,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5166,
"successRate": 0.28294446270128165,
"wilsonLowerBound": 0.2764569916264699
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16184,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3913,
"successRate": 0.24178200692041524,
"wilsonLowerBound": 0.23524715311973535
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 69489,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19110,
"successRate": 0.2750075551526141,
"wilsonLowerBound": 0.271700068889555
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1621,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 961,
"successRate": 0.5928439235040098,
"wilsonLowerBound": 0.5687342270443385
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48603,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.44709174330802626,
"wilsonLowerBound": 0.44267582148574913
},
"vllm": {
"framework": "vllm",
"modelCount": 41066,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5192,
"successRate": 0.1264306238737642,
"wilsonLowerBound": 0.12325120284383648
},
"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": 7768,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3420,
"successRate": 0.44026776519052524,
"wilsonLowerBound": 0.42926046306489685
}
},
"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": 19603,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5590,
"successRate": 0.28516043462735297,
"wilsonLowerBound": 0.27888261971127754
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 29050,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14870,
"successRate": 0.5118760757314974,
"wilsonLowerBound": 0.5061267038439852
},
"vllm": {
"framework": "vllm",
"modelCount": 68383,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7386,
"successRate": 0.10800930055715602,
"wilsonLowerBound": 0.10570483687757007
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14262,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2528,
"successRate": 0.17725424204178938,
"wilsonLowerBound": 0.17107385609557516
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-20T04:13:16.749619+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": 1342.262068965517,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.0289783979651093,
"queueFactor": 0.9714322743966102,
"queueWeight": 0.9714322743966102,
"recentSuccess": 40,
"recentSuccessRate": 0.27586206896551724,
"recentTerminal": 145,
"recentWilsonLowerBound": 0.209610089877312,
"running": 8,
"selectionWeight": 1.9710150998368365,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.166666666666668,
"waiting": 32438
},
"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": true,
"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": true,
"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": true,
"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": true,
"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": true,
"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": true,
"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": "2026-10-20T04:13:16.749619+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-20T04:13:16.749619+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
}