Files
submmit/.modelhub_state/market_intelligence.json

782 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-10T10:23:08.873449+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-10T10:23:08.873449+00:00",
"frameworkAttemptedAt": "2026-10-10T07:29:46.991502+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 41913,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20756,
"successRate": 0.4952162813446902,
"wilsonLowerBound": 0.49043028742450373
},
"vllm": {
"framework": "vllm",
"modelCount": 56106,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15297,
"successRate": 0.27264463693722596,
"wilsonLowerBound": 0.26897541734804775
},
"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": 4221,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1267,
"successRate": 0.30016583747927034,
"wilsonLowerBound": 0.2865256812404507
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 36693,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17187,
"successRate": 0.4683999672962145,
"wilsonLowerBound": 0.4632977228375229
},
"vllm": {
"framework": "vllm",
"modelCount": 39628,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10995,
"successRate": 0.2774553346118906,
"wilsonLowerBound": 0.27306863789875013
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12495,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5255,
"successRate": 0.42056822729091636,
"wilsonLowerBound": 0.4119381348279238
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64211,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.1883789381881609,
"wilsonLowerBound": 0.18537317918882054
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 29033,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6300,
"successRate": 0.21699445458616057,
"wilsonLowerBound": 0.21229055032992292
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7626,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 103,
"successRate": 0.013506425386834513,
"wilsonLowerBound": 0.011149721830591139
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26612,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3269,
"successRate": 0.12283932060724485,
"wilsonLowerBound": 0.11894976977717306
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16505,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10154498636776735,
"wilsonLowerBound": 0.09702916946724117
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 15326,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6068,
"successRate": 0.39592848753751797,
"wilsonLowerBound": 0.3882127619846015
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24706,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3806,
"successRate": 0.15405164737310775,
"wilsonLowerBound": 0.14960393208736786
},
"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": 51112,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12851,
"successRate": 0.2514282360306777,
"wilsonLowerBound": 0.24768588203209174
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23848,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3127,
"successRate": 0.13112210667561222,
"wilsonLowerBound": 0.12689747163100207
},
"vllm": {
"framework": "vllm",
"modelCount": 86979,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9771,
"successRate": 0.1123374607663919,
"wilsonLowerBound": 0.1102559320853489
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 45917,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5530,
"successRate": 0.12043469738876669,
"wilsonLowerBound": 0.11748940352604008
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 46010,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3649,
"successRate": 0.07930884590306456,
"wilsonLowerBound": 0.07687467020950307
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 92503,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23119,
"successRate": 0.24992702939364128,
"wilsonLowerBound": 0.24714724526172824
},
"transformers": {
"framework": "transformers",
"modelCount": 5521,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 583,
"successRate": 0.10559681217170802,
"wilsonLowerBound": 0.09776262346075357
},
"vllm": {
"framework": "vllm",
"modelCount": 112848,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16530,
"successRate": 0.14648022118247553,
"wilsonLowerBound": 0.14442922595225255
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 55,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.01818181818181818,
"wilsonLowerBound": 0.0032166975922527864
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 22862,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3956,
"successRate": 0.17303822937625754,
"wilsonLowerBound": 0.1681896914490327
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43600,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5671,
"successRate": 0.13006880733944953,
"wilsonLowerBound": 0.12694388094171583
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7921,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 745,
"successRate": 0.09405378108824643,
"wilsonLowerBound": 0.08782067439260924
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34072,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6702,
"successRate": 0.1967011035454332,
"wilsonLowerBound": 0.19251455248856156
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61469,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12420,
"successRate": 0.20205306739982756,
"wilsonLowerBound": 0.19889743324247072
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14837,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4228,
"successRate": 0.2849632675069084,
"wilsonLowerBound": 0.27775622921991017
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15204,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3722,
"successRate": 0.24480399894764535,
"wilsonLowerBound": 0.23803437306084016
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 67247,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18528,
"successRate": 0.27552158460600473,
"wilsonLowerBound": 0.2721576422574394
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 840,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 506,
"successRate": 0.6023809523809524,
"wilsonLowerBound": 0.5688902235092256
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48245,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21617,
"successRate": 0.4480671572183646,
"wilsonLowerBound": 0.44363390327653096
},
"vllm": {
"framework": "vllm",
"modelCount": 39466,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4682,
"successRate": 0.11863376070541733,
"wilsonLowerBound": 0.11548055259290799
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1035,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6286,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030544066178810055,
"wilsonLowerBound": 0.02656844784963345
},
"vllm": {
"framework": "vllm",
"modelCount": 10078,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 759,
"successRate": 0.07531256201627307,
"wilsonLowerBound": 0.07032053867780093
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7166,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3137,
"successRate": 0.43776165224672065,
"wilsonLowerBound": 0.4263112896899593
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7416,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 244,
"successRate": 0.03290183387270766,
"wilsonLowerBound": 0.029077614020079336
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17530,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5218,
"successRate": 0.29766115231032514,
"wilsonLowerBound": 0.2909374696139977
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28141,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14370,
"successRate": 0.51064283429871,
"wilsonLowerBound": 0.5048011741196732
},
"vllm": {
"framework": "vllm",
"modelCount": 66933,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7107,
"successRate": 0.10618080767334499,
"wilsonLowerBound": 0.10386945881483124
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13544,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2206,
"successRate": 0.16287655050206734,
"wilsonLowerBound": 0.15675349091990512
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-10T10:37:51.794156+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1195.9285714285716,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.8273225125769899,
"queueFactor": 0.9581457292975567,
"queueWeight": 0.9581457292975567,
"recentSuccess": 42,
"recentSuccessRate": 0.3,
"recentTerminal": 140,
"recentWilsonLowerBound": 0.23026125017102184,
"running": 10,
"selectionWeight": 0.792695532177367,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.333333333333332,
"waiting": 27905
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1702.388888888889,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9087167598381876,
"queueWeight": 0.9087167598381876,
"recentSuccess": 51,
"recentSuccessRate": 0.4722222222222222,
"recentTerminal": 108,
"recentWilsonLowerBound": 0.380647697079678,
"running": 8,
"selectionWeight": 2.2717918995954687,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.0,
"waiting": 30643
},
"Biren_166m": {
"available": true,
"backlogHours": 162.83236994219655,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.14601789041258026,
"queueFactor": 1.292189604374167,
"queueWeight": 1.292189604374167,
"recentSuccess": 26,
"recentSuccessRate": 0.15028901734104047,
"recentTerminal": 173,
"recentWilsonLowerBound": 0.10467090078416762,
"running": 8,
"selectionWeight": 0.18868280004378254,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 28.833333333333332,
"waiting": 4695
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1300.7368421052631,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.6042046259656222,
"queueFactor": 0.9461477004970567,
"queueWeight": 0.9461477004970567,
"recentSuccess": 22,
"recentSuccessRate": 0.2894736842105263,
"recentTerminal": 76,
"recentWilsonLowerBound": 0.19960875564331393,
"running": 7,
"selectionWeight": 0.5716668174870576,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.666666666666666,
"waiting": 16476
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 378.3776223776224,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4905643011151748,
"queueFactor": 1.138671728290585,
"queueWeight": 1.138671728290585,
"recentSuccess": 35,
"recentSuccessRate": 0.24475524475524477,
"recentTerminal": 143,
"recentWilsonLowerBound": 0.18157189677413066,
"running": 7,
"selectionWeight": 0.558591700588479,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.833333333333332,
"waiting": 9018
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 73.43349753694581,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 2,
"recentSuccessRate": 0.0049261083743842365,
"recentTerminal": 406,
"recentWilsonLowerBound": 0.0013519294041631888,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 67.66666666666667,
"waiting": 4969
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 183.51394422310756,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.2341972794991927,
"queueFactor": 1.2692202543030222,
"queueWeight": 1.2692202543030222,
"recentSuccess": 43,
"recentSuccessRate": 0.17131474103585656,
"recentTerminal": 251,
"recentWilsonLowerBound": 0.12974411801617058,
"running": 53,
"selectionWeight": 0.29724793064304134,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 41.833333333333336,
"waiting": 7677
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2023.695652173913,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.27305398353620597,
"queueFactor": 0.8854531241784963,
"queueWeight": 0.8854531241784963,
"recentSuccess": 11,
"recentSuccessRate": 0.2391304347826087,
"recentTerminal": 46,
"recentWilsonLowerBound": 0.13912036561131397,
"running": 2,
"selectionWeight": 0.24177650279151727,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 7.666666666666667,
"waiting": 15515
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 479.6666666666667,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.34206299877059987,
"queueFactor": 1.0988702696155914,
"queueWeight": 1.0988702696155914,
"recentSuccess": 24,
"recentSuccessRate": 0.2222222222222222,
"recentTerminal": 108,
"recentWilsonLowerBound": 0.15412441082279263,
"running": 8,
"selectionWeight": 0.3758828596845668,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.0,
"waiting": 8634
},
"MetaX_c-500": {
"available": true,
"backlogHours": 625.2352941176471,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.6465330863322628,
"queueFactor": 1.056041126145403,
"queueWeight": 1.056041126145403,
"recentSuccess": 29,
"recentSuccessRate": 0.28431372549019607,
"recentTerminal": 102,
"recentWilsonLowerBound": 0.20584782049770634,
"running": 5,
"selectionWeight": 0.6827655285805859,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.0,
"waiting": 10629
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2880.5106382978724,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.1145851998198832,
"queueFactor": 0.8397827158645206,
"queueWeight": 0.8397827158645206,
"recentSuccess": 23,
"recentSuccessRate": 0.48936170212765956,
"recentTerminal": 47,
"recentWilsonLowerBound": 0.3527532433660351,
"running": 4,
"selectionWeight": 1.7757921020316614,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.833333333333333,
"waiting": 22564
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2825.6756756756754,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.45173986999655336,
"queueFactor": 0.8422073116611141,
"queueWeight": 0.8422073116611141,
"recentSuccess": 11,
"recentSuccessRate": 0.2972972972972973,
"recentTerminal": 37,
"recentWilsonLowerBound": 0.174893023464082,
"running": 2,
"selectionWeight": 0.38045862147993836,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.166666666666667,
"waiting": 17425
},
"Vastai_va16": {
"available": true,
"backlogHours": 781.2100840336135,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.6915720079247485,
"queueFactor": 1.0213443207476132,
"queueWeight": 1.0213443207476132,
"recentSuccess": 34,
"recentSuccessRate": 0.2857142857142857,
"recentTerminal": 119,
"recentWilsonLowerBound": 0.2122463378919113,
"running": 17,
"selectionWeight": 0.7063331426819652,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.833333333333332,
"waiting": 15494
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1017.4358974358975,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.5167542950067243,
"queueFactor": 0.9816604541449816,
"queueWeight": 0.9816604541449816,
"recentSuccess": 30,
"recentSuccessRate": 0.2564102564102564,
"recentTerminal": 117,
"recentWilsonLowerBound": 0.18591566019377614,
"running": 6,
"selectionWeight": 0.5072772559176708,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.5,
"waiting": 19840
}
},
"queueAttemptedAt": "2026-10-10T10:34:05.352322+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-10T10:34:05.352322+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Ascend_910-b4",
"Ascend_910-b3",
"hygon_k100-ai",
"MetaX_c-500",
"Biren_166m",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}