Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-07T14:33:13.882794+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-07T14:33:13.882794+00:00",
"frameworkAttemptedAt": "2026-10-07T08:51:19.082816+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 41380,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20391,
"successRate": 0.4927742870952151,
"wilsonLowerBound": 0.4879580834301793
},
"vllm": {
"framework": "vllm",
"modelCount": 55428,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15217,
"successRate": 0.2745363354261384,
"wilsonLowerBound": 0.27083671106569096
},
"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": 3957,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1194,
"successRate": 0.3017437452615618,
"wilsonLowerBound": 0.2876395841035005
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 36095,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16791,
"successRate": 0.46518908436071477,
"wilsonLowerBound": 0.4600473261317595
},
"vllm": {
"framework": "vllm",
"modelCount": 39331,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10955,
"successRate": 0.27853347232462944,
"wilsonLowerBound": 0.27412494242580115
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12001,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5050,
"successRate": 0.42079826681109905,
"wilsonLowerBound": 0.41199217134203897
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12095,
"successRate": 0.1883956386292835,
"wilsonLowerBound": 0.18538951980161134
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 27503,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5961,
"successRate": 0.21673999200087263,
"wilsonLowerBound": 0.21191018463597908
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7501,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 101,
"successRate": 0.013464871350486601,
"wilsonLowerBound": 0.011094443907275046
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26550,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3264,
"successRate": 0.12293785310734463,
"wilsonLowerBound": 0.11904245157890218
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16501,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10156960184231259,
"wilsonLowerBound": 0.09705274789685281
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 14674,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5871,
"successRate": 0.40009540684203354,
"wilsonLowerBound": 0.3921956250152796
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24636,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3804,
"successRate": 0.1544081831466147,
"wilsonLowerBound": 0.14994991340580133
},
"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": 49955,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12535,
"successRate": 0.25092583324992496,
"wilsonLowerBound": 0.24714317508322478
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23762,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3115,
"successRate": 0.13109165895126673,
"wilsonLowerBound": 0.12685992110174144
},
"vllm": {
"framework": "vllm",
"modelCount": 86912,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9768,
"successRate": 0.11238954344624448,
"wilsonLowerBound": 0.11030679190751505
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 45238,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5474,
"successRate": 0.12100446527255847,
"wilsonLowerBound": 0.11803122886915433
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44383,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3627,
"successRate": 0.08172047856161142,
"wilsonLowerBound": 0.07920793914224697
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 91719,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22737,
"successRate": 0.24789847250842245,
"wilsonLowerBound": 0.2451145861002462
},
"transformers": {
"framework": "transformers",
"modelCount": 5473,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 581,
"successRate": 0.10615750045678787,
"wilsonLowerBound": 0.09827082957026088
},
"vllm": {
"framework": "vllm",
"modelCount": 112820,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16529,
"successRate": 0.14650771139868818,
"wilsonLowerBound": 0.14445630187082825
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 22333,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3894,
"successRate": 0.17436081135539336,
"wilsonLowerBound": 0.1694406798689507
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43526,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5659,
"successRate": 0.13001424435969305,
"wilsonLowerBound": 0.12688725889012745
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7797,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 723,
"successRate": 0.09272797229703732,
"wilsonLowerBound": 0.08648876940540856
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 33654,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6544,
"successRate": 0.19444939680275747,
"wilsonLowerBound": 0.19025585812926368
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61448,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12415,
"successRate": 0.20204074990235646,
"wilsonLowerBound": 0.19888465279701611
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 13752,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3953,
"successRate": 0.28744909831297266,
"wilsonLowerBound": 0.27994510596458577
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14989,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3689,
"successRate": 0.24611381679898592,
"wilsonLowerBound": 0.239283551574437
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 66420,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18306,
"successRate": 0.275609756097561,
"wilsonLowerBound": 0.27222467526809935
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 690,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 423,
"successRate": 0.6130434782608696,
"wilsonLowerBound": 0.5761709802269077
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48007,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21417,
"successRate": 0.4461224404774304,
"wilsonLowerBound": 0.44168022858064404
},
"vllm": {
"framework": "vllm",
"modelCount": 39059,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4511,
"successRate": 0.11549194807854783,
"wilsonLowerBound": 0.11235996255723332
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 991,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6285,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03054892601431981,
"wilsonLowerBound": 0.026572683176579088
},
"vllm": {
"framework": "vllm",
"modelCount": 10069,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 755,
"successRate": 0.07498261992253451,
"wilsonLowerBound": 0.06999893763887836
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6998,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3060,
"successRate": 0.43726779079737066,
"wilsonLowerBound": 0.42568300276636784
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7406,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 244,
"successRate": 0.03294625978935998,
"wilsonLowerBound": 0.029116949043479782
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15982,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4934,
"successRate": 0.3087223126016769,
"wilsonLowerBound": 0.3016067205519647
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27859,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14190,
"successRate": 0.5093506586740371,
"wilsonLowerBound": 0.5034793785890819
},
"vllm": {
"framework": "vllm",
"modelCount": 66447,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7001,
"successRate": 0.10536216834469578,
"wilsonLowerBound": 0.10305048996394064
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13390,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2123,
"successRate": 0.1585511575802838,
"wilsonLowerBound": 0.15246242810234995
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-07T14:37:56.650999+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1210.8529411764705,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.3246132752863695,
"queueFactor": 0.9807318268832772,
"queueWeight": 0.9807318268832772,
"recentSuccess": 42,
"recentSuccessRate": 0.3088235294117647,
"recentTerminal": 136,
"recentWilsonLowerBound": 0.23732037486900903,
"running": 8,
"selectionWeight": 1.2990903973854426,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.666666666666668,
"waiting": 27446
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1342.6119402985075,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9656536885003244,
"queueWeight": 0.9656536885003244,
"recentSuccess": 53,
"recentSuccessRate": 0.39552238805970147,
"recentTerminal": 134,
"recentWilsonLowerBound": 0.3167537760660782,
"running": 8,
"selectionWeight": 2.4141342212508112,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.333333333333332,
"waiting": 29985
},
"Biren_166m": {
"available": true,
"backlogHours": 142.63783783783785,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5076657127905239,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 38,
"recentSuccessRate": 0.20540540540540542,
"recentTerminal": 185,
"recentWilsonLowerBound": 0.15346583999549976,
"running": 8,
"selectionWeight": 0.6599654266276811,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 30.833333333333332,
"waiting": 4398
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1035.878787878788,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3315652515586138,
"queueFactor": 1.003962840158038,
"queueWeight": 1.003962840158038,
"recentSuccess": 19,
"recentSuccessRate": 0.1919191919191919,
"recentTerminal": 99,
"recentWilsonLowerBound": 0.12644940825747544,
"running": 7,
"selectionWeight": 0.3328791916525003,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.5,
"waiting": 17092
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 394.4895104895105,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.8495832893767616,
"queueFactor": 1.1604025126405857,
"queueWeight": 1.1604025126405857,
"recentSuccess": 37,
"recentSuccessRate": 0.25874125874125875,
"recentTerminal": 143,
"recentWilsonLowerBound": 0.19393708803075008,
"running": 7,
"selectionWeight": 0.985858583690248,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.833333333333332,
"waiting": 9402
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 66.62207357859532,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 11,
"recentSuccessRate": 0.03678929765886288,
"recentTerminal": 299,
"recentWilsonLowerBound": 0.020664381699564506,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 49.833333333333336,
"waiting": 3320
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 153.0952380952381,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.43629602638282144,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 47,
"recentSuccessRate": 0.1865079365079365,
"recentTerminal": 252,
"recentWilsonLowerBound": 0.14325315207484612,
"running": 7,
"selectionWeight": 0.5671848342976679,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 42.0,
"waiting": 6430
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1693.8545454545456,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.3491747509405227,
"queueFactor": 0.9325724091851655,
"queueWeight": 0.9325724091851655,
"recentSuccess": 12,
"recentSuccessRate": 0.21818181818181817,
"recentTerminal": 55,
"recentWilsonLowerBound": 0.12945897827653216,
"running": 2,
"selectionWeight": 0.3256307387112334,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.166666666666666,
"waiting": 15527
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 403.6521739130435,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.20549318156165206,
"queueFactor": 1.1564127867192044,
"queueWeight": 1.1564127867192044,
"recentSuccess": 21,
"recentSuccessRate": 0.15217391304347827,
"recentTerminal": 138,
"recentWilsonLowerBound": 0.101736119387597,
"running": 8,
"selectionWeight": 0.23763494274150548,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.0,
"waiting": 9284
},
"MetaX_c-500": {
"available": true,
"backlogHours": 544.0661157024794,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.6554913970130759,
"queueFactor": 1.105773626866615,
"queueWeight": 1.105773626866615,
"recentSuccess": 29,
"recentSuccessRate": 0.2396694214876033,
"recentTerminal": 121,
"recentWilsonLowerBound": 0.17236986466529167,
"running": 4,
"selectionWeight": 0.7248250994550132,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.166666666666668,
"waiting": 10972
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1517.6511627906975,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.768738811604756,
"queueFactor": 0.9480651566137543,
"queueWeight": 0.9480651566137543,
"recentSuccess": 23,
"recentSuccessRate": 0.26744186046511625,
"recentTerminal": 86,
"recentWilsonLowerBound": 0.1853195577468752,
"running": 4,
"selectionWeight": 0.7288144818191343,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.333333333333334,
"waiting": 21753
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2332.227272727273,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.251550243367611,
"queueFactor": 0.8888906726003399,
"queueWeight": 0.8888906726003399,
"recentSuccess": 9,
"recentSuccessRate": 0.20454545454545456,
"recentTerminal": 44,
"recentWilsonLowerBound": 0.11153127823467596,
"running": 2,
"selectionWeight": 0.22360066501981496,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.333333333333333,
"waiting": 17103
},
"Vastai_va16": {
"available": true,
"backlogHours": 1529.910447761194,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9469217191914793,
"queueWeight": 0.9469217191914793,
"recentSuccess": 0,
"recentSuccessRate": 0.0,
"recentTerminal": 67,
"recentWilsonLowerBound": 0.0,
"running": 16,
"selectionWeight": 0.047346085959573965,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 11.166666666666666,
"waiting": 17084
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1091.2307692307693,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.7076848440919612,
"queueFactor": 0.9961540133476484,
"queueWeight": 0.9961540133476484,
"recentSuccess": 29,
"recentSuccessRate": 0.24786324786324787,
"recentTerminal": 117,
"recentWilsonLowerBound": 0.1784782855379003,
"running": 6,
"selectionWeight": 0.704963097627512,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.5,
"waiting": 21279
}
},
"queueAttemptedAt": "2026-10-07T14:30:54.675374+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-07T14:30:54.675374+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"Ascend_910-b3",
"hygon_k100-ai",
"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
}