Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-11T02:10:48.006397+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-11T02:10:48.006397+00:00",
"frameworkAttemptedAt": "2026-10-11T01:33:06.470880+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 42032,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20839,
"successRate": 0.4957889227255424,
"wilsonLowerBound": 0.49100960579281877
},
"vllm": {
"framework": "vllm",
"modelCount": 56294,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15325,
"successRate": 0.2722314989164032,
"wilsonLowerBound": 0.26857015747115054
},
"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": 4293,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1294,
"successRate": 0.301420917773119,
"wilsonLowerBound": 0.28787662142691656
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 36858,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17290,
"successRate": 0.4690976178848554,
"wilsonLowerBound": 0.4640062794308253
},
"vllm": {
"framework": "vllm",
"modelCount": 39700,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11007,
"successRate": 0.27725440806045343,
"wilsonLowerBound": 0.2728726734087688
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12626,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5297,
"successRate": 0.41953112624742595,
"wilsonLowerBound": 0.4109490257520016
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64213,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.18837307087349914,
"wilsonLowerBound": 0.18536739490748255
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 29455,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6416,
"successRate": 0.2178237990154473,
"wilsonLowerBound": 0.21314684759070385
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7681,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 103,
"successRate": 0.013409712277047259,
"wilsonLowerBound": 0.011069798440203352
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26624,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3269,
"successRate": 0.12278395432692307,
"wilsonLowerBound": 0.11889603996213453
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16507,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10153268310413764,
"wilsonLowerBound": 0.0970173845483962
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 15483,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6122,
"successRate": 0.3954014079958664,
"wilsonLowerBound": 0.38772666181142473
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24725,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3806,
"successRate": 0.15393326592517695,
"wilsonLowerBound": 0.14948867173743965
},
"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": 51397,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12947,
"successRate": 0.2519018619763799,
"wilsonLowerBound": 0.2481674677081198
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24154,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3134,
"successRate": 0.12975076591868842,
"wilsonLowerBound": 0.12557179195088558
},
"vllm": {
"framework": "vllm",
"modelCount": 86985,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11234120825429672,
"wilsonLowerBound": 0.11025972003957622
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 46037,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5542,
"successRate": 0.12038143232617243,
"wilsonLowerBound": 0.11744051021205047
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 46341,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3651,
"successRate": 0.07878552469735224,
"wilsonLowerBound": 0.07636740929145361
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 93432,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23248,
"successRate": 0.2488226731740731,
"wilsonLowerBound": 0.24606083867856768
},
"transformers": {
"framework": "transformers",
"modelCount": 5541,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 583,
"successRate": 0.10521566504241112,
"wilsonLowerBound": 0.09740827986195134
},
"vllm": {
"framework": "vllm",
"modelCount": 112851,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16530,
"successRate": 0.14647632719249276,
"wilsonLowerBound": 0.14442538191045942
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 82,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.012195121951219513,
"wilsonLowerBound": 0.00215593657096515
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 23261,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3974,
"successRate": 0.1708439018098964,
"wilsonLowerBound": 0.16606152929530157
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43616,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5671,
"successRate": 0.13002109317681584,
"wilsonLowerBound": 0.126897230679313
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7975,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 750,
"successRate": 0.09404388714733543,
"wilsonLowerBound": 0.08783157071892225
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34183,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6738,
"successRate": 0.1971155252610947,
"wilsonLowerBound": 0.19293232687761447
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61475,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12420,
"successRate": 0.20203334688897925,
"wilsonLowerBound": 0.19887798272010887
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15129,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4286,
"successRate": 0.2832969793112565,
"wilsonLowerBound": 0.2761724090972478
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15263,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3731,
"successRate": 0.24444735635196227,
"wilsonLowerBound": 0.23769415043311748
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 67444,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18587,
"successRate": 0.2755916019215942,
"wilsonLowerBound": 0.2722322877665179
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 886,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 534,
"successRate": 0.6027088036117382,
"wilsonLowerBound": 0.5701103371955785
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48309,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21663,
"successRate": 0.44842575917530897,
"wilsonLowerBound": 0.44399507857655196
},
"vllm": {
"framework": "vllm",
"modelCount": 39578,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4721,
"successRate": 0.11928344029511345,
"wilsonLowerBound": 0.1161270495099897
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1046,
"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": 10084,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 761,
"successRate": 0.07546608488694963,
"wilsonLowerBound": 0.07047062725034904
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7210,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3163,
"successRate": 0.43869625520110955,
"wilsonLowerBound": 0.4272775835628879
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7418,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 244,
"successRate": 0.03289296306282017,
"wilsonLowerBound": 0.02906975976550122
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17792,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5297,
"successRate": 0.29771807553956836,
"wilsonLowerBound": 0.2910433659606777
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28223,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14419,
"successRate": 0.5108953690252631,
"wilsonLowerBound": 0.5050622313343661
},
"vllm": {
"framework": "vllm",
"modelCount": 67025,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7129,
"successRate": 0.1063632972771354,
"wilsonLowerBound": 0.10405174453479521
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13594,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2232,
"successRate": 0.1641900838605267,
"wilsonLowerBound": 0.15805767080328725
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-11T02:10:48.006397+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 977.4767441860465,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.3612515020442306,
"queueFactor": 0.9277478280755755,
"queueWeight": 0.9277478280755755,
"recentSuccess": 44,
"recentSuccessRate": 0.2558139534883721,
"recentTerminal": 172,
"recentWilsonLowerBound": 0.19643754616740405,
"running": 8,
"selectionWeight": 1.26289812448615,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.666666666666668,
"waiting": 28021
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1151.55,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.3447631744184245,
"queueFactor": 0.9052186465790004,
"queueWeight": 0.9052186465790004,
"recentSuccess": 51,
"recentSuccessRate": 0.31875,
"recentTerminal": 160,
"recentWilsonLowerBound": 0.251518673250719,
"running": 8,
"selectionWeight": 2.122523347295327,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.666666666666668,
"waiting": 30708
},
"Biren_166m": {
"available": true,
"backlogHours": 124.8157894736842,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3427926739045157,
"queueFactor": 1.2632970504281058,
"queueWeight": 1.2632970504281058,
"recentSuccess": 33,
"recentSuccessRate": 0.14473684210526316,
"recentTerminal": 228,
"recentWilsonLowerBound": 0.10495282151229934,
"running": 8,
"selectionWeight": 0.4330489738519382,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 38.0,
"waiting": 4743
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 689.4125874125874,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.22536728106938128,
"queueFactor": 0.9776288969736148,
"queueWeight": 0.9776288969736148,
"recentSuccess": 19,
"recentSuccessRate": 0.13286713286713286,
"recentTerminal": 143,
"recentWilsonLowerBound": 0.0867367023090865,
"running": 7,
"selectionWeight": 0.22032556640580184,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 23.833333333333332,
"waiting": 16431
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 281.7157894736842,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5163043478254704,
"queueFactor": 1.1180834859977709,
"queueWeight": 1.1180834859977709,
"recentSuccess": 33,
"recentSuccessRate": 0.1736842105263158,
"recentTerminal": 190,
"recentWilsonLowerBound": 0.12642881010746768,
"running": 7,
"selectionWeight": 0.5772713650525075,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 31.666666666666668,
"waiting": 8921
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 10.45657332700522,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 1,
"recentSuccessRate": 0.00047460844803037496,
"recentTerminal": 2107,
"recentWilsonLowerBound": 8.378280322437866e-05,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 351.1666666666667,
"waiting": 3672
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 28.21241379310345,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 61,
"recentSuccessRate": 0.04206896551724138,
"recentTerminal": 1450,
"recentWilsonLowerBound": 0.03288910214184684,
"running": 6,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 241.66666666666666,
"waiting": 6818
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2267.268292682927,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.8308211071992593,
"queueFactor": 0.8177498519417666,
"queueWeight": 0.8177498519417666,
"recentSuccess": 11,
"recentSuccessRate": 0.2682926829268293,
"recentTerminal": 41,
"recentWilsonLowerBound": 0.15694805281336685,
"running": 2,
"selectionWeight": 0.6794038374022889,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.833333333333333,
"waiting": 15493
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 258.69346733668345,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.24890725974454367,
"queueFactor": 1.132473614230468,
"queueWeight": 1.132473614230468,
"recentSuccess": 26,
"recentSuccessRate": 0.1306532663316583,
"recentTerminal": 199,
"recentWilsonLowerBound": 0.09074339886834416,
"running": 8,
"selectionWeight": 0.2818809040511053,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 33.166666666666664,
"waiting": 8580
},
"MetaX_c-500": {
"available": true,
"backlogHours": 458.17391304347825,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.45814764775114264,
"queueFactor": 1.0394206906483798,
"queueWeight": 1.0394206906483798,
"recentSuccess": 24,
"recentSuccessRate": 0.17391304347826086,
"recentTerminal": 138,
"recentWilsonLowerBound": 0.11974434024398473,
"running": 4,
"selectionWeight": 0.47620814444442333,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 23.0,
"waiting": 10538
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2029.6521739130435,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8314433586023853,
"queueWeight": 0.8314433586023853,
"recentSuccess": 25,
"recentSuccessRate": 0.36231884057971014,
"recentTerminal": 69,
"recentWilsonLowerBound": 0.2589555625346011,
"running": 4,
"selectionWeight": 2.078608396505963,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.5,
"waiting": 23341
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 910.8,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.9376320805231352,
"queueWeight": 0.9376320805231352,
"recentSuccess": 7,
"recentSuccessRate": 0.06086956521739131,
"recentTerminal": 115,
"recentWilsonLowerBound": 0.029794736721487993,
"running": 2,
"selectionWeight": 0.046881604026156765,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 19.166666666666668,
"waiting": 17457
},
"Vastai_va16": {
"available": true,
"backlogHours": 496.3636363636363,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.31615995352610404,
"queueFactor": 1.0270129450275736,
"queueWeight": 1.0270129450275736,
"recentSuccess": 27,
"recentSuccessRate": 0.1443850267379679,
"recentTerminal": 187,
"recentWilsonLowerBound": 0.10116455096901163,
"running": 16,
"selectionWeight": 0.3247003649706249,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 31.166666666666668,
"waiting": 15470
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 761.5471698113207,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.8343554836721931,
"queueFactor": 0.9631443694198534,
"queueWeight": 0.9631443694198534,
"recentSuccess": 34,
"recentSuccessRate": 0.2138364779874214,
"recentTerminal": 159,
"recentWilsonLowerBound": 0.15725118739095928,
"running": 6,
"selectionWeight": 0.8036047861934512,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.5,
"waiting": 20181
}
},
"queueAttemptedAt": "2026-10-11T02:10:48.006397+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-11T02:10:48.006397+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
}