Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-15T11:00:37.485808+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-15T11:00:37.485808+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": "2026-09-15T11:07:09.062603+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1080.0916030534352,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.638982322962742,
"queueFactor": 0.9972575975404765,
"queueWeight": 0.9972575975404765,
"recentSuccess": 44,
"recentSuccessRate": 0.33587786259541985,
"recentTerminal": 131,
"recentWilsonLowerBound": 0.26069820802208127,
"running": 8,
"selectionWeight": 1.6344875738091336,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.833333333333332,
"waiting": 23582
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1199.4,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9817068818036692,
"queueWeight": 0.9817068818036692,
"recentSuccess": 55,
"recentSuccessRate": 0.39285714285714285,
"recentTerminal": 140,
"recentWilsonLowerBound": 0.3158538021545772,
"running": 8,
"selectionWeight": 2.454267204509173,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.333333333333332,
"waiting": 27986
},
"Biren_166m": {
"available": true,
"backlogHours": 1040.9032258064515,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.7769931265768564,
"queueFactor": 1.0028013014872867,
"queueWeight": 1.0028013014872867,
"recentSuccess": 10,
"recentSuccessRate": 0.3225806451612903,
"recentTerminal": 31,
"recentWilsonLowerBound": 0.18569230747313034,
"running": 2,
"selectionWeight": 0.7791697185779477,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.166666666666667,
"waiting": 5378
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1440.65625,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.6646059663795211,
"queueFactor": 0.9550857974277258,
"queueWeight": 0.9550857974277258,
"recentSuccess": 17,
"recentSuccessRate": 0.265625,
"recentTerminal": 64,
"recentWilsonLowerBound": 0.1729623856953776,
"running": 7,
"selectionWeight": 0.6347557193748092,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.666666666666666,
"waiting": 15367
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 526.3333333333334,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3596832844455777,
"queueFactor": 1.1108036824209355,
"queueWeight": 1.1108036824209355,
"recentSuccess": 21,
"recentSuccessRate": 0.19444444444444445,
"recentTerminal": 108,
"recentWilsonLowerBound": 0.13084280853074545,
"running": 7,
"selectionWeight": 0.39953751686740446,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.0,
"waiting": 9474
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 52.43648208469055,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 17,
"recentSuccessRate": 0.05537459283387622,
"recentTerminal": 307,
"recentWilsonLowerBound": 0.0348569517029826,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 51.166666666666664,
"waiting": 2683
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 128.1658536585366,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.9496995067877654,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 53,
"recentSuccessRate": 0.25853658536585367,
"recentTerminal": 205,
"recentWilsonLowerBound": 0.2034305633653757,
"running": 1,
"selectionWeight": 1.234609358824095,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 34.166666666666664,
"waiting": 4379
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2579.6756756756754,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.3742676754104985,
"queueFactor": 0.8751684962271059,
"queueWeight": 0.8751684962271059,
"recentSuccess": 14,
"recentSuccessRate": 0.3783783783783784,
"recentTerminal": 37,
"recentWilsonLowerBound": 0.2406378746389103,
"running": 2,
"selectionWeight": 1.2027157749025266,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.166666666666667,
"waiting": 15908
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 735.1578947368421,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.31590580815396735,
"queueFactor": 1.0564996275619445,
"queueWeight": 1.0564996275619445,
"recentSuccess": 18,
"recentSuccessRate": 0.18947368421052632,
"recentTerminal": 95,
"recentWilsonLowerBound": 0.12334753468178354,
"running": 7,
"selectionWeight": 0.33375436865932157,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.833333333333334,
"waiting": 11640
},
"MetaX_c-500": {
"available": true,
"backlogHours": 804.2727272727273,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7338373735196178,
"queueFactor": 1.0423556883708371,
"queueWeight": 1.0423556883708371,
"recentSuccess": 23,
"recentSuccessRate": 0.26136363636363635,
"recentTerminal": 88,
"recentWilsonLowerBound": 0.18093113139383876,
"running": 4,
"selectionWeight": 0.7649195606272883,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.666666666666666,
"waiting": 11796
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1529.282608695652,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.2359859910311268,
"queueFactor": 0.9465711847201635,
"queueWeight": 0.9465711847201635,
"recentSuccess": 29,
"recentSuccessRate": 0.31521739130434784,
"recentTerminal": 92,
"recentWilsonLowerBound": 0.2293129742179435,
"running": 4,
"selectionWeight": 1.1699487238278592,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.333333333333334,
"waiting": 23449
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3816.75,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.7230719882558695,
"queueFactor": 0.8252250163623202,
"queueWeight": 0.8252250163623202,
"recentSuccess": 8,
"recentSuccessRate": 0.3333333333333333,
"recentTerminal": 24,
"recentWilsonLowerBound": 0.17971978688379645,
"running": 2,
"selectionWeight": 0.5966970933395853,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.0,
"waiting": 15267
},
"Vastai_va16": {
"available": true,
"backlogHours": 1430.0,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.2162428180450343,
"queueFactor": 0.9561500156572195,
"queueWeight": 0.9561500156572195,
"recentSuccess": 10,
"recentSuccessRate": 0.18518518518518517,
"recentTerminal": 54,
"recentWilsonLowerBound": 0.10382574505942958,
"running": 16,
"selectionWeight": 0.20676057385952082,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.0,
"waiting": 12870
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 729.9056603773585,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.4681878892614542,
"queueFactor": 1.0576365050268077,
"queueWeight": 1.0576365050268077,
"recentSuccess": 35,
"recentSuccessRate": 0.330188679245283,
"recentTerminal": 106,
"recentWilsonLowerBound": 0.2479785534130129,
"running": 6,
"selectionWeight": 1.55280910792117,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.666666666666668,
"waiting": 12895
}
},
"queueAttemptedAt": "2026-09-15T10:57:36.429533+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-15T10:57:36.429533+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
}