Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-15T09:57:47.877995+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-15T09:57:47.877995+00:00",
"frameworkAttemptedAt": "2026-09-15T09:24:06.445335+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39056,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18794,
"successRate": 0.4812064727570668,
"wilsonLowerBound": 0.47625320465744864
},
"vllm": {
"framework": "vllm",
"modelCount": 51859,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14585,
"successRate": 0.28124337144950734,
"wilsonLowerBound": 0.2773899954849347
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2299,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 623,
"successRate": 0.2709873858199217,
"wilsonLowerBound": 0.25321166571098036
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 32240,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14080,
"successRate": 0.43672456575682383,
"wilsonLowerBound": 0.4313183654646623
},
"vllm": {
"framework": "vllm",
"modelCount": 37132,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10581,
"successRate": 0.2849563718625444,
"wilsonLowerBound": 0.28038748329425706
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8014,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3520,
"successRate": 0.4392313451459945,
"wilsonLowerBound": 0.4283970199979985
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63857,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12068,
"successRate": 0.18898476282944704,
"wilsonLowerBound": 0.18596696092354673
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 16042,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3225,
"successRate": 0.2010347836928064,
"wilsonLowerBound": 0.19490476677101828
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5617,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 47,
"successRate": 0.008367455937333096,
"wilsonLowerBound": 0.0062985034509492836
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26073,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3205,
"successRate": 0.12292409772561654,
"wilsonLowerBound": 0.11899391805757425
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16461,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1673,
"successRate": 0.10163416560354778,
"wilsonLowerBound": 0.0971106238084035
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 10410,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4433,
"successRate": 0.42584053794428434,
"wilsonLowerBound": 0.416370769914579
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24094,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3779,
"successRate": 0.1568440275587283,
"wilsonLowerBound": 0.15230690265858027
},
"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": 41370,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10422,
"successRate": 0.2519216823785352,
"wilsonLowerBound": 0.24776154162470318
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23060,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3047,
"successRate": 0.1321335646140503,
"wilsonLowerBound": 0.12782398736930906
},
"vllm": {
"framework": "vllm",
"modelCount": 86553,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9763,
"successRate": 0.11279793883516458,
"wilsonLowerBound": 0.11070755547098488
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 39508,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4854,
"successRate": 0.12286119266983903,
"wilsonLowerBound": 0.11966071801997975
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 29430,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3328,
"successRate": 0.11308188922867822,
"wilsonLowerBound": 0.10951401663063692
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 88027,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20698,
"successRate": 0.23513240255830598,
"wilsonLowerBound": 0.23234245417428998
},
"transformers": {
"framework": "transformers",
"modelCount": 5116,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 564,
"successRate": 0.11024237685691947,
"wilsonLowerBound": 0.1019508173786858
},
"vllm": {
"framework": "vllm",
"modelCount": 112476,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16506,
"successRate": 0.1467513069454817,
"wilsonLowerBound": 0.1446953508094228
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 16183,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3315,
"successRate": 0.2048445900018538,
"wilsonLowerBound": 0.19869678034024724
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42686,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5557,
"successRate": 0.13018319823829827,
"wilsonLowerBound": 0.12702414030313097
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6406,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 513,
"successRate": 0.08008117389946924,
"wilsonLowerBound": 0.07368342452696962
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18181818181818182,
"wilsonLowerBound": 0.1343204258911728
},
"vllm": {
"framework": "vllm",
"modelCount": 30624,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5368,
"successRate": 0.1752873563218391,
"wilsonLowerBound": 0.17106970500624316
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60793,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12383,
"successRate": 0.20369121444903196,
"wilsonLowerBound": 0.2005084641035031
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6909,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2035,
"successRate": 0.29454334925459547,
"wilsonLowerBound": 0.2839111488329464
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12248,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3201,
"successRate": 0.26134879163945135,
"wilsonLowerBound": 0.2536431586893611
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 59782,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16309,
"successRate": 0.27280786858920747,
"wilsonLowerBound": 0.269252094295244
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46258,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20159,
"successRate": 0.4357948895326214,
"wilsonLowerBound": 0.43128161499498985
},
"vllm": {
"framework": "vllm",
"modelCount": 36016,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3232,
"successRate": 0.08973789426921368,
"wilsonLowerBound": 0.08682973326215238
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 360,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6276,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030592734225621414,
"wilsonLowerBound": 0.026610861971840757
},
"vllm": {
"framework": "vllm",
"modelCount": 10015,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 734,
"successRate": 0.07329006490264603,
"wilsonLowerBound": 0.06834786879905706
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5700,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2399,
"successRate": 0.4208771929824561,
"wilsonLowerBound": 0.40811782812726144
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7370,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.03188602442333786,
"wilsonLowerBound": 0.028112231661917748
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11021,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3724,
"successRate": 0.33790037201705836,
"wilsonLowerBound": 0.32912738248622725
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26141,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13229,
"successRate": 0.5060632722543131,
"wilsonLowerBound": 0.5000019834547788
},
"vllm": {
"framework": "vllm",
"modelCount": 61386,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6058,
"successRate": 0.0986869970351546,
"wilsonLowerBound": 0.09635271750713197
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12305,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1746,
"successRate": 0.14189353921170256,
"wilsonLowerBound": 0.1358397698824954
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-15T10:00:56.461245+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1040.9117647058822,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.7478218804812937,
"queueFactor": 0.9854493312488622,
"queueWeight": 0.9854493312488622,
"recentSuccess": 44,
"recentSuccessRate": 0.3235294117647059,
"recentTerminal": 136,
"recentWilsonLowerBound": 0.2506870243433009,
"running": 8,
"selectionWeight": 1.7223899032624197,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.666666666666668,
"waiting": 23594
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1216.3478260869565,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.474085864400346,
"queueFactor": 0.9626927899249919,
"queueWeight": 0.9626927899249919,
"recentSuccess": 51,
"recentSuccessRate": 0.3695652173913043,
"recentTerminal": 138,
"recentWilsonLowerBound": 0.29358290439781687,
"running": 8,
"selectionWeight": 2.3817846233135542,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.0,
"waiting": 27976
},
"Biren_166m": {
"available": true,
"backlogHours": 847.1052631578948,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.9591815489605275,
"queueFactor": 1.0163792256226436,
"queueWeight": 1.0163792256226436,
"recentSuccess": 12,
"recentSuccessRate": 0.3157894736842105,
"recentTerminal": 38,
"recentWilsonLowerBound": 0.1908442002366664,
"running": 2,
"selectionWeight": 0.9748921999640288,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.333333333333333,
"waiting": 5365
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1511.5081967213116,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.8628887356442877,
"queueFactor": 0.9318259713033086,
"queueWeight": 0.9318259713033086,
"recentSuccess": 17,
"recentSuccessRate": 0.2786885245901639,
"recentTerminal": 61,
"recentWilsonLowerBound": 0.18188396512091543,
"running": 7,
"selectionWeight": 0.8040621342184222,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.166666666666666,
"waiting": 15367
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 537.4038461538462,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.34685153554428916,
"queueFactor": 1.088181331792081,
"queueWeight": 1.088181331792081,
"recentSuccess": 19,
"recentSuccessRate": 0.18269230769230768,
"recentTerminal": 104,
"recentWilsonLowerBound": 0.12019329509173257,
"running": 7,
"selectionWeight": 0.37743736588271287,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.333333333333332,
"waiting": 9315
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 51.81290322580645,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 14,
"recentSuccessRate": 0.04516129032258064,
"recentTerminal": 310,
"recentWilsonLowerBound": 0.027089154815183984,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 51.666666666666664,
"waiting": 2677
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 111.37021276595745,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.772124261884503,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 52,
"recentSuccessRate": 0.22127659574468084,
"recentTerminal": 235,
"recentWilsonLowerBound": 0.17292373008035566,
"running": 4,
"selectionWeight": 1.0037615404498539,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 39.166666666666664,
"waiting": 4362
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2580.972972972973,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.5973785677750099,
"queueFactor": 0.8599612219951394,
"queueWeight": 0.8599612219951394,
"recentSuccess": 14,
"recentSuccessRate": 0.3783783783783784,
"recentTerminal": 37,
"recentWilsonLowerBound": 0.2406378746389103,
"running": 2,
"selectionWeight": 1.373683625132643,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.166666666666667,
"waiting": 15916
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 726.8842105263158,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5595025507326695,
"queueFactor": 1.039983864964449,
"queueWeight": 1.039983864964449,
"recentSuccess": 21,
"recentSuccessRate": 0.22105263157894736,
"recentTerminal": 95,
"recentWilsonLowerBound": 0.14937242983925722,
"running": 7,
"selectionWeight": 0.5818736251684294,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.833333333333334,
"waiting": 11509
},
"MetaX_c-500": {
"available": true,
"backlogHours": 804.5454545454546,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.0685702744865178,
"queueFactor": 1.0242684577040828,
"queueWeight": 1.0242684577040828,
"recentSuccess": 25,
"recentSuccessRate": 0.2840909090909091,
"recentTerminal": 88,
"recentWilsonLowerBound": 0.20044636326587595,
"running": 4,
"selectionWeight": 1.094502826996734,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.666666666666666,
"waiting": 11800
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1614.2758620689656,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.9226770613081972,
"queueWeight": 0.9226770613081972,
"recentSuccess": 34,
"recentSuccessRate": 0.39080459770114945,
"recentTerminal": 87,
"recentWilsonLowerBound": 0.2949766847095907,
"running": 4,
"selectionWeight": 2.3066926532704928,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.5,
"waiting": 23407
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3522.923076923077,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.9957778209903849,
"queueFactor": 0.8207500400778455,
"queueWeight": 0.8207500400778455,
"recentSuccess": 9,
"recentSuccessRate": 0.34615384615384615,
"recentTerminal": 26,
"recentWilsonLowerBound": 0.1941201497285213,
"running": 2,
"selectionWeight": 0.817284686486488,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.333333333333333,
"waiting": 15266
},
"Vastai_va16": {
"available": true,
"backlogHours": 1575.9183673469388,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.5322645663106815,
"queueFactor": 0.9260113911154298,
"queueWeight": 0.9260113911154298,
"recentSuccess": 12,
"recentSuccessRate": 0.24489795918367346,
"recentTerminal": 49,
"recentWilsonLowerBound": 0.14602203389475285,
"running": 16,
"selectionWeight": 0.49288305149080514,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.166666666666666,
"waiting": 12870
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 714.3333333333334,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.186218409878022,
"queueFactor": 1.0427045033589124,
"queueWeight": 1.0427045033589124,
"recentSuccess": 31,
"recentSuccessRate": 0.28703703703703703,
"recentTerminal": 108,
"recentWilsonLowerBound": 0.21019243295848952,
"running": 6,
"selectionWeight": 1.2368752779470618,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.0,
"waiting": 12858
}
},
"queueAttemptedAt": "2026-09-15T09:57:47.877995+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-15T09:57:47.877995+00:00",
"supportedGpus": [
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Cambricon_mlu-370-x4",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"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
}