Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-11T03:02:24.970451+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-11T03:02:24.970451+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": "2026-10-11T03:14:13.963490+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 939.0837988826815,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.9155349955203217,
"queueFactor": 0.9387460747301595,
"queueWeight": 0.9387460747301595,
"recentSuccess": 43,
"recentSuccessRate": 0.24022346368715083,
"recentTerminal": 179,
"recentWilsonLowerBound": 0.18351598377813166,
"running": 9,
"selectionWeight": 0.8594548833227962,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 29.833333333333332,
"waiting": 28016
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1166.012658227848,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.791944795868311,
"queueFactor": 0.9087581034369424,
"queueWeight": 0.9087581034369424,
"recentSuccess": 50,
"recentSuccessRate": 0.31645569620253167,
"recentTerminal": 158,
"recentWilsonLowerBound": 0.2490244164693115,
"running": 9,
"selectionWeight": 1.6284443541569853,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.333333333333332,
"waiting": 30705
},
"Biren_166m": {
"available": true,
"backlogHours": 125.94666666666667,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.27585272005723116,
"queueFactor": 1.2688952878678805,
"queueWeight": 1.2688952878678805,
"recentSuccess": 33,
"recentSuccessRate": 0.14666666666666667,
"recentTerminal": 225,
"recentWilsonLowerBound": 0.10637921211983532,
"running": 8,
"selectionWeight": 0.3500282166261582,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 37.5,
"waiting": 4723
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 698.936170212766,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.20882249367741187,
"queueFactor": 0.9812691806323401,
"queueWeight": 0.9812691806323401,
"recentSuccess": 20,
"recentSuccessRate": 0.14184397163120568,
"recentTerminal": 141,
"recentWilsonLowerBound": 0.0937350957095457,
"running": 7,
"selectionWeight": 0.204911077268436,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 23.5,
"waiting": 16425
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 297.06666666666666,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.455569085315043,
"queueFactor": 1.115644163627251,
"queueWeight": 1.115644163627251,
"recentSuccess": 33,
"recentSuccessRate": 0.18333333333333332,
"recentTerminal": 180,
"recentWilsonLowerBound": 0.13362624296924455,
"running": 7,
"selectionWeight": 0.5082529911607329,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 30.0,
"waiting": 8912
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 60.46537396121884,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 0,
"recentSuccessRate": 0.0,
"recentTerminal": 361,
"recentWilsonLowerBound": 0.0,
"running": 25,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 60.166666666666664,
"waiting": 3638
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 60.73323397913562,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.09278098116648159,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 56,
"recentSuccessRate": 0.08345752608047691,
"recentTerminal": 671,
"recentWilsonLowerBound": 0.06482724085131729,
"running": 13,
"selectionWeight": 0.12061527551642608,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 111.83333333333333,
"waiting": 6792
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2384.4615384615386,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.5509513801219114,
"queueFactor": 0.8162914319565722,
"queueWeight": 0.8162914319565722,
"recentSuccess": 10,
"recentSuccessRate": 0.2564102564102564,
"recentTerminal": 39,
"recentWilsonLowerBound": 0.1456862584345219,
"running": 2,
"selectionWeight": 0.4497368910181647,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 6.5,
"waiting": 15499
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 269.0890052356021,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.17238760437453332,
"queueFactor": 1.132320560664121,
"queueWeight": 1.132320560664121,
"recentSuccess": 24,
"recentSuccessRate": 0.1256544502617801,
"recentTerminal": 191,
"recentWilsonLowerBound": 0.08591157126684038,
"running": 8,
"selectionWeight": 0.19519802883691623,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 31.833333333333332,
"waiting": 8566
},
"MetaX_c-500": {
"available": true,
"backlogHours": 432.94520547945206,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.28128091337717087,
"queueFactor": 1.0543598171233237,
"queueWeight": 1.0543598171233237,
"recentSuccess": 23,
"recentSuccessRate": 0.15753424657534246,
"recentTerminal": 146,
"recentWilsonLowerBound": 0.107325664098381,
"running": 4,
"selectionWeight": 0.29657129238863533,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 24.333333333333332,
"waiting": 10535
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2154.0923076923077,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8288274762031475,
"queueWeight": 0.8288274762031475,
"recentSuccess": 26,
"recentSuccessRate": 0.4,
"recentTerminal": 65,
"recentWilsonLowerBound": 0.28971847853161004,
"running": 6,
"selectionWeight": 2.0720686905078685,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.833333333333334,
"waiting": 23336
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 970.2222222222222,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.9341639501596967,
"queueWeight": 0.9341639501596967,
"recentSuccess": 7,
"recentSuccessRate": 0.06481481481481481,
"recentTerminal": 108,
"recentWilsonLowerBound": 0.031747786442789375,
"running": 2,
"selectionWeight": 0.046708197507984835,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 18.0,
"waiting": 17464
},
"Vastai_va16": {
"available": true,
"backlogHours": 533.3793103448276,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.1896506066980425,
"queueFactor": 1.0218763814538128,
"queueWeight": 1.0218763814538128,
"recentSuccess": 23,
"recentSuccessRate": 0.13218390804597702,
"recentTerminal": 174,
"recentWilsonLowerBound": 0.08972051418842682,
"running": 16,
"selectionWeight": 0.1937994757131159,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 29.0,
"waiting": 15468
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 766.1772151898734,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.6611565422905764,
"queueFactor": 0.9678418590847463,
"queueWeight": 0.9678418590847463,
"recentSuccess": 34,
"recentSuccessRate": 0.21518987341772153,
"recentTerminal": 158,
"recentWilsonLowerBound": 0.15827579730737143,
"running": 7,
"selectionWeight": 0.6398949770365542,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.333333333333332,
"waiting": 20176
}
},
"queueAttemptedAt": "2026-10-11T03:08:01.056124+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-11T03:08:01.056124+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
}