Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-16T23:03:51.002050+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-16T23:03:51.002050+00:00",
"frameworkAttemptedAt": "2026-09-16T20:37:36.627773+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39288,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18933,
"successRate": 0.48190287110568114,
"wilsonLowerBound": 0.47696392031609386
},
"vllm": {
"framework": "vllm",
"modelCount": 52233,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14681,
"successRate": 0.2810675243619934,
"wilsonLowerBound": 0.2772286569793075
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2477,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 680,
"successRate": 0.2745256358498183,
"wilsonLowerBound": 0.2573099177256307
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 32503,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14264,
"successRate": 0.43885179829554194,
"wilsonLowerBound": 0.4334643308426949
},
"vllm": {
"framework": "vllm",
"modelCount": 37245,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10611,
"successRate": 0.28489730165122834,
"wilsonLowerBound": 0.280335606892921
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8302,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3617,
"successRate": 0.43567814984341124,
"wilsonLowerBound": 0.42504409319602304
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63890,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12071,
"successRate": 0.1889341054938175,
"wilsonLowerBound": 0.18591739331860657
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 16510,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3304,
"successRate": 0.20012113870381587,
"wilsonLowerBound": 0.1940882419370684
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5787,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 51,
"successRate": 0.008812856402280975,
"wilsonLowerBound": 0.00670950133287407
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26108,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3212,
"successRate": 0.12302742454420101,
"wilsonLowerBound": 0.11909838938127634
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16463,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1674,
"successRate": 0.10168256089412622,
"wilsonLowerBound": 0.09715830306169429
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 10739,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4548,
"successRate": 0.4235031194710867,
"wilsonLowerBound": 0.41418664004500805
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24117,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3781,
"successRate": 0.15677737695401583,
"wilsonLowerBound": 0.15224319425109478
},
"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": 41964,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10543,
"successRate": 0.25123915737298635,
"wilsonLowerBound": 0.2471122012044241
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23176,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3052,
"successRate": 0.13168795305488437,
"wilsonLowerBound": 0.12739533392660884
},
"vllm": {
"framework": "vllm",
"modelCount": 86588,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11276389338014506,
"wilsonLowerBound": 0.11067420815224692
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 39927,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4901,
"successRate": 0.1227490169559446,
"wilsonLowerBound": 0.11956646346479059
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 30312,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3372,
"successRate": 0.111243072050673,
"wilsonLowerBound": 0.10775243251634917
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 88283,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20857,
"successRate": 0.23625159996828382,
"wilsonLowerBound": 0.23346103683475566
},
"transformers": {
"framework": "transformers",
"modelCount": 5147,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 565,
"successRate": 0.10977268311637847,
"wilsonLowerBound": 0.10152158033165373
},
"vllm": {
"framework": "vllm",
"modelCount": 112498,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16506,
"successRate": 0.14672260840192713,
"wilsonLowerBound": 0.14466702052400063
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 16586,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3366,
"successRate": 0.20294224044374773,
"wilsonLowerBound": 0.1968904351159224
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42787,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5570,
"successRate": 0.13017972748732093,
"wilsonLowerBound": 0.12702439755054418
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6552,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 524,
"successRate": 0.07997557997557997,
"wilsonLowerBound": 0.0736508027370214
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 30818,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5447,
"successRate": 0.17674735544162504,
"wilsonLowerBound": 0.17252882569403258
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60820,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12388,
"successRate": 0.2036829990134824,
"wilsonLowerBound": 0.20050099958682271
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7229,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2113,
"successRate": 0.2922949232258957,
"wilsonLowerBound": 0.28192280094488975
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12473,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3237,
"successRate": 0.25952056441914534,
"wilsonLowerBound": 0.25190212990001654
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 60201,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16458,
"successRate": 0.2733841630537699,
"wilsonLowerBound": 0.26983835219619134
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46387,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20249,
"successRate": 0.4365231638174489,
"wilsonLowerBound": 0.4320152479252347
},
"vllm": {
"framework": "vllm",
"modelCount": 36215,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3309,
"successRate": 0.09137097887615629,
"wilsonLowerBound": 0.0884465348647399
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 421,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6277,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03058786044288673,
"wilsonLowerBound": 0.026606614466574273
},
"vllm": {
"framework": "vllm",
"modelCount": 10018,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 735,
"successRate": 0.07336793771211819,
"wilsonLowerBound": 0.06842393454370647
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5796,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2447,
"successRate": 0.4221877156659765,
"wilsonLowerBound": 0.4095277276933134
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7372,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.031877373846988605,
"wilsonLowerBound": 0.028104591006162857
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11252,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3766,
"successRate": 0.33469605403483826,
"wilsonLowerBound": 0.3260345791816279
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26264,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13306,
"successRate": 0.5066250380749314,
"wilsonLowerBound": 0.5005779631358126
},
"vllm": {
"framework": "vllm",
"modelCount": 61766,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6139,
"successRate": 0.0993912508499822,
"wilsonLowerBound": 0.09705658833614847
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12363,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1755,
"successRate": 0.14195583596214512,
"wilsonLowerBound": 0.13591487681628772
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-16T23:17:50.904166+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 996.7916666666666,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.6118185409939392,
"queueFactor": 0.9915873168640109,
"queueWeight": 0.9915873168640109,
"recentSuccess": 45,
"recentSuccessRate": 0.3125,
"recentTerminal": 144,
"recentWilsonLowerBound": 0.24249648086200354,
"running": 8,
"selectionWeight": 1.598258822335845,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.0,
"waiting": 23923
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1391.065573770492,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9432340771349845,
"queueWeight": 0.9432340771349845,
"recentSuccess": 46,
"recentSuccessRate": 0.3770491803278688,
"recentTerminal": 122,
"recentWilsonLowerBound": 0.296041536912028,
"running": 8,
"selectionWeight": 2.3580851928374615,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.333333333333332,
"waiting": 28285
},
"Biren_166m": {
"available": true,
"backlogHours": 125.07865168539325,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 18,
"recentSuccessRate": 0.06741573033707865,
"recentTerminal": 267,
"recentWilsonLowerBound": 0.04306535783863435,
"running": 7,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 44.5,
"waiting": 5566
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1314.9428571428573,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 1.118202117790383,
"queueFactor": 0.9512301144786885,
"queueWeight": 0.9512301144786885,
"recentSuccess": 21,
"recentSuccessRate": 0.3,
"recentTerminal": 70,
"recentWilsonLowerBound": 0.20536456738510148,
"running": 7,
"selectionWeight": 1.063667528516058,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.666666666666666,
"waiting": 15341
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 451.828125,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.21536726045900204,
"queueFactor": 1.1165434644550873,
"queueWeight": 1.1165434644550873,
"recentSuccess": 19,
"recentSuccessRate": 0.1484375,
"recentTerminal": 128,
"recentWilsonLowerBound": 0.09713386823483508,
"running": 7,
"selectionWeight": 0.24046690712309526,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.333333333333332,
"waiting": 9639
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 38.95477386934674,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 18,
"recentSuccessRate": 0.04522613065326633,
"recentTerminal": 398,
"recentWilsonLowerBound": 0.02879615312516155,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 66.33333333333333,
"waiting": 2584
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 129.32999999999998,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.31628461196595226,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 32,
"recentSuccessRate": 0.16,
"recentTerminal": 200,
"recentWilsonLowerBound": 0.11567342208544587,
"running": 3,
"selectionWeight": 0.41116999555573797,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 33.333333333333336,
"waiting": 4311
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2599.945945945946,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.32999318856835,
"queueFactor": 0.8587702187225859,
"queueWeight": 0.8587702187225859,
"recentSuccess": 16,
"recentSuccessRate": 0.43243243243243246,
"recentTerminal": 37,
"recentWilsonLowerBound": 0.2867148684035131,
"running": 2,
"selectionWeight": 2.000928760168977,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.166666666666667,
"waiting": 16033
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 588.2068965517242,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5639792746516268,
"queueFactor": 1.0732282754405063,
"queueWeight": 1.0732282754405063,
"recentSuccess": 25,
"recentSuccessRate": 0.21551724137931033,
"recentTerminal": 116,
"recentWilsonLowerBound": 0.15045569151310173,
"running": 8,
"selectionWeight": 0.605278504318553,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.333333333333332,
"waiting": 11372
},
"MetaX_c-500": {
"available": true,
"backlogHours": 825.1058823529412,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.4128562394558466,
"queueFactor": 1.0201056911017465,
"queueWeight": 1.0201056911017465,
"recentSuccess": 27,
"recentSuccessRate": 0.3176470588235294,
"recentTerminal": 85,
"recentWilsonLowerBound": 0.228400568126656,
"running": 4,
"selectionWeight": 1.441262690577521,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.166666666666666,
"waiting": 11689
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1713.4186046511627,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.5163014417709282,
"queueFactor": 0.9142018614250905,
"queueWeight": 0.9142018614250905,
"recentSuccess": 28,
"recentSuccessRate": 0.32558139534883723,
"recentTerminal": 86,
"recentWilsonLowerBound": 0.23585553745183332,
"running": 4,
"selectionWeight": 1.386205600548531,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.333333333333334,
"waiting": 24559
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2450.5263157894738,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.40847570587191684,
"queueFactor": 0.8664284760180058,
"queueWeight": 0.8664284760180058,
"recentSuccess": 9,
"recentSuccessRate": 0.23684210526315788,
"recentTerminal": 38,
"recentWilsonLowerBound": 0.12993561496969508,
"running": 2,
"selectionWeight": 0.3539149833289841,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.333333333333333,
"waiting": 15520
},
"Vastai_va16": {
"available": true,
"backlogHours": 2111.85,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.1709499083977463,
"queueFactor": 0.8859764186686985,
"queueWeight": 0.8859764186686985,
"recentSuccess": 7,
"recentSuccessRate": 0.175,
"recentTerminal": 40,
"recentWilsonLowerBound": 0.08745302996883067,
"running": 16,
"selectionWeight": 0.15145758761397732,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.666666666666667,
"waiting": 14079
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 887.6129032258065,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.2656891392963434,
"queueFactor": 1.008992834220023,
"queueWeight": 1.008992834220023,
"recentSuccess": 28,
"recentSuccessRate": 0.3010752688172043,
"recentTerminal": 93,
"recentWilsonLowerBound": 0.21726167583661848,
"running": 6,
"selectionWeight": 1.277071271900119,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.5,
"waiting": 13758
}
},
"queueAttemptedAt": "2026-09-16T23:17:50.904166+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-16T23:17:50.904166+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",
"Biren_166m",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}