Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-18T13:29:18.263132+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-18T13:29:18.263132+00:00",
"frameworkAttemptedAt": "2026-09-18T08:16:39.957406+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39487,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19065,
"successRate": 0.48281712968825186,
"wilsonLowerBound": 0.47789022696862027
},
"vllm": {
"framework": "vllm",
"modelCount": 52637,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14752,
"successRate": 0.28025913330926916,
"wilsonLowerBound": 0.27643839366838285
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2613,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 739,
"successRate": 0.28281668580176045,
"wilsonLowerBound": 0.26587677766316437
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 32763,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14439,
"successRate": 0.4407105576412416,
"wilsonLowerBound": 0.43534181919416826
},
"vllm": {
"framework": "vllm",
"modelCount": 37359,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10633,
"successRate": 0.28461682593217164,
"wilsonLowerBound": 0.2800634471751248
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8586,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3711,
"successRate": 0.43221523410202656,
"wilsonLowerBound": 0.4217692663687853
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63916,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12080,
"successRate": 0.1889980599536892,
"wilsonLowerBound": 0.18598155986891562
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3446,
"successRate": 0.200372136294918,
"wilsonLowerBound": 0.19445688557822252
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5952,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 59,
"successRate": 0.00991263440860215,
"wilsonLowerBound": 0.00769293715967995
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26133,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3218,
"successRate": 0.12313932575670608,
"wilsonLowerBound": 0.11921057146175534
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16466,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1674,
"successRate": 0.10166403498117332,
"wilsonLowerBound": 0.09714055799797292
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 11018,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4653,
"successRate": 0.4223089489925576,
"wilsonLowerBound": 0.4131146922607497
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24139,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3782,
"successRate": 0.1566759186378889,
"wilsonLowerBound": 0.1521450020046784
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8066,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.0674435903793702,
"wilsonLowerBound": 0.0621738174048722
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 42521,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10674,
"successRate": 0.2510289033653959,
"wilsonLowerBound": 0.24693008204337882
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23238,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3056,
"successRate": 0.13150873569153973,
"wilsonLowerBound": 0.12722430557118034
},
"vllm": {
"framework": "vllm",
"modelCount": 86609,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11273655162858363,
"wilsonLowerBound": 0.11064734182319988
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 40272,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4944,
"successRate": 0.12276519666269368,
"wilsonLowerBound": 0.11959596671745235
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 31243,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3393,
"successRate": 0.10860032647312998,
"wilsonLowerBound": 0.10519822447136452
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 88461,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20972,
"successRate": 0.2370762256813737,
"wilsonLowerBound": 0.23428505750092687
},
"transformers": {
"framework": "transformers",
"modelCount": 5164,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 565,
"successRate": 0.10941130906274206,
"wilsonLowerBound": 0.1011858929247152
},
"vllm": {
"framework": "vllm",
"modelCount": 112522,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16507,
"successRate": 0.14670020084961163,
"wilsonLowerBound": 0.1446449624047784
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 17121,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3413,
"successRate": 0.1993458326032358,
"wilsonLowerBound": 0.19342921116593076
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42806,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5571,
"successRate": 0.13014530673270103,
"wilsonLowerBound": 0.1269910312130132
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6643,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 539,
"successRate": 0.08113804004214963,
"wilsonLowerBound": 0.07481140214726349
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 31021,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5531,
"successRate": 0.1782985719351407,
"wilsonLowerBound": 0.1740789785836917
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60858,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12390,
"successRate": 0.20358868184955142,
"wilsonLowerBound": 0.20040822750777065
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7643,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2225,
"successRate": 0.29111605390553447,
"wilsonLowerBound": 0.28103839123416857
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12741,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3294,
"successRate": 0.2585354367789027,
"wilsonLowerBound": 0.2510064627257239
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 60653,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16613,
"successRate": 0.2739023626201507,
"wilsonLowerBound": 0.27036760767809576
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46504,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20335,
"successRate": 0.4372742129709272,
"wilsonLowerBound": 0.4327710339841934
},
"vllm": {
"framework": "vllm",
"modelCount": 36386,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3393,
"successRate": 0.09325015115703843,
"wilsonLowerBound": 0.09030509940137159
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 481,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6278,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030582988212806625,
"wilsonLowerBound": 0.026602368317046696
},
"vllm": {
"framework": "vllm",
"modelCount": 10024,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 738,
"successRate": 0.07362330407023145,
"wilsonLowerBound": 0.06867247302280925
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5889,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2491,
"successRate": 0.4229920190185091,
"wilsonLowerBound": 0.4104281835827508
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7374,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.031868727963113644,
"wilsonLowerBound": 0.028096954502666412
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11472,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3806,
"successRate": 0.33176429567642957,
"wilsonLowerBound": 0.3232056639091772
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26401,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13381,
"successRate": 0.5068368622400666,
"wilsonLowerBound": 0.500805501238166
},
"vllm": {
"framework": "vllm",
"modelCount": 62140,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6219,
"successRate": 0.10008046346958481,
"wilsonLowerBound": 0.09774548259830038
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12437,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1780,
"successRate": 0.1431213315108145,
"wilsonLowerBound": 0.13707674999237315
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-18T13:38:20.769975+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 948.9664429530202,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.123749644293072,
"queueFactor": 0.9917355641619486,
"queueWeight": 0.9917355641619486,
"recentSuccess": 50,
"recentSuccessRate": 0.33557046979865773,
"recentTerminal": 149,
"recentWilsonLowerBound": 0.26472902222515887,
"running": 8,
"selectionWeight": 1.1144624874597788,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.833333333333332,
"waiting": 23566
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1526.054054054054,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.342430473140417,
"queueFactor": 0.9235236644066116,
"queueWeight": 0.9235236644066116,
"recentSuccess": 51,
"recentSuccessRate": 0.4594594594594595,
"recentTerminal": 111,
"recentWilsonLowerBound": 0.3696581251274361,
"running": 8,
"selectionWeight": 2.1632899741723506,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.5,
"waiting": 28232
},
"Biren_166m": {
"available": true,
"backlogHours": 201.83225806451614,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.24939315942222323,
"queueFactor": 1.2509355332653798,
"queueWeight": 1.2509355332653798,
"recentSuccess": 29,
"recentSuccessRate": 0.1870967741935484,
"recentTerminal": 155,
"recentWilsonLowerBound": 0.13354466465333883,
"running": 6,
"selectionWeight": 0.3119747648745767,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.833333333333332,
"waiting": 5214
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1429.59375,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5165193506268004,
"queueFactor": 0.9326133323823702,
"queueWeight": 0.9326133323823702,
"recentSuccess": 18,
"recentSuccessRate": 0.28125,
"recentTerminal": 64,
"recentWilsonLowerBound": 0.18593226105484584,
"running": 7,
"selectionWeight": 0.48171283282803823,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.666666666666666,
"waiting": 15249
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 611.7391304347826,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.22522114303363938,
"queueFactor": 1.0592502535462351,
"queueWeight": 1.0592502535462351,
"recentSuccess": 18,
"recentSuccessRate": 0.1956521739130435,
"recentTerminal": 92,
"recentWilsonLowerBound": 0.12749741209297205,
"running": 7,
"selectionWeight": 0.2385655528623554,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.333333333333334,
"waiting": 9380
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 40.90625,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 6,
"recentSuccessRate": 0.015625,
"recentTerminal": 384,
"recentWilsonLowerBound": 0.007180143816186886,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 64.0,
"waiting": 2618
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 113.63773584905661,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 23,
"recentSuccessRate": 0.08679245283018867,
"recentTerminal": 265,
"recentWilsonLowerBound": 0.058529162204475,
"running": 4,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 44.166666666666664,
"waiting": 5019
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 3098.9032258064512,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.883643186607065,
"queueFactor": 0.830428630297384,
"queueWeight": 0.830428630297384,
"recentSuccess": 12,
"recentSuccessRate": 0.3870967741935484,
"recentTerminal": 31,
"recentWilsonLowerBound": 0.23732875351271562,
"running": 2,
"selectionWeight": 0.7338026011257207,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.166666666666667,
"waiting": 16011
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 544.2,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.2691080363508846,
"queueFactor": 1.0780024185777932,
"queueWeight": 1.0780024185777932,
"recentSuccess": 24,
"recentSuccessRate": 0.2,
"recentTerminal": 120,
"recentWilsonLowerBound": 0.13824380919983048,
"running": 8,
"selectionWeight": 0.2900991140449743,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.0,
"waiting": 10884
},
"MetaX_c-500": {
"available": true,
"backlogHours": 846.8148148148148,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.0014845293478027,
"queueFactor": 1.0088236356759825,
"queueWeight": 1.0088236356759825,
"recentSuccess": 28,
"recentSuccessRate": 0.345679012345679,
"recentTerminal": 81,
"recentWilsonLowerBound": 0.25122495242562354,
"running": 4,
"selectionWeight": 1.0103212639699006,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.5,
"waiting": 11432
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2297.5636363636363,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8685471178596742,
"queueWeight": 0.8685471178596742,
"recentSuccess": 28,
"recentSuccessRate": 0.509090909090909,
"recentTerminal": 55,
"recentWilsonLowerBound": 0.38076038407484447,
"running": 5,
"selectionWeight": 2.1713677946491856,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.166666666666666,
"waiting": 21061
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 6266.4,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.4923825809219586,
"queueFactor": 0.7471895663027089,
"queueWeight": 0.7471895663027089,
"recentSuccess": 8,
"recentSuccessRate": 0.5333333333333333,
"recentTerminal": 15,
"recentWilsonLowerBound": 0.3011663015105079,
"running": 2,
"selectionWeight": 1.1150926933967957,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 2.5,
"waiting": 15666
},
"Vastai_va16": {
"available": true,
"backlogHours": 2042.4285714285713,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.054970789133252415,
"queueFactor": 0.8840187658517223,
"queueWeight": 0.8840187658517223,
"recentSuccess": 6,
"recentSuccessRate": 0.14285714285714285,
"recentTerminal": 42,
"recentWilsonLowerBound": 0.06715875684189934,
"running": 16,
"selectionWeight": 0.04859520916747307,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.0,
"waiting": 14297
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 817.7943925233645,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.102404309835205,
"queueFactor": 1.0141142763070186,
"queueWeight": 1.0141142763070186,
"recentSuccess": 37,
"recentSuccessRate": 0.34579439252336447,
"recentTerminal": 107,
"recentWilsonLowerBound": 0.2624314009416045,
"running": 7,
"selectionWeight": 1.1179639488662672,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.833333333333332,
"waiting": 14584
}
},
"queueAttemptedAt": "2026-09-18T13:29:18.263132+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-18T13:29:18.263132+00:00",
"supportedGpus": [
"Vastai_va16",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Cambricon_mlu-370-x4",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Biren_166m",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}