Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-16T20:46:05.443736+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-16T20:46:05.443736+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": "2026-09-16T20:49:24.171274+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1381.326923076923,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.615289244594163,
"queueFactor": 0.9653758376380756,
"queueWeight": 0.9653758376380756,
"recentSuccess": 38,
"recentSuccessRate": 0.36538461538461536,
"recentTerminal": 104,
"recentWilsonLowerBound": 0.27916831218415195,
"running": 8,
"selectionWeight": 1.5593612075278642,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.333333333333332,
"waiting": 23943
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1230.6521739130435,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.4018071926139632,
"queueFactor": 0.9822467435965769,
"queueWeight": 0.9822467435965769,
"recentSuccess": 57,
"recentSuccessRate": 0.41304347826086957,
"recentTerminal": 138,
"recentWilsonLowerBound": 0.33433263817940195,
"running": 8,
"selectionWeight": 2.3591672936919017,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.0,
"waiting": 28305
},
"Biren_166m": {
"available": true,
"backlogHours": 158.64454976303318,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.051704985684905794,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 19,
"recentSuccessRate": 0.09004739336492891,
"recentTerminal": 211,
"recentWilsonLowerBound": 0.05840484868582657,
"running": 7,
"selectionWeight": 0.06721648139037753,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 35.166666666666664,
"waiting": 5579
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1152.075,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.52889862895195,
"queueFactor": 0.9920162431259534,
"queueWeight": 0.9920162431259534,
"recentSuccess": 20,
"recentSuccessRate": 0.25,
"recentTerminal": 80,
"recentWilsonLowerBound": 0.1680610581209431,
"running": 7,
"selectionWeight": 0.524676030887381,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.333333333333334,
"waiting": 15361
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 541.6261682242991,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.23721099093897566,
"queueFactor": 1.1109280957225074,
"queueWeight": 1.1109280957225074,
"recentSuccess": 19,
"recentSuccessRate": 0.17757009345794392,
"recentTerminal": 107,
"recentWilsonLowerBound": 0.11672859553461687,
"running": 7,
"selectionWeight": 0.2635243544482852,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.833333333333332,
"waiting": 9659
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 41.17678100263852,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 8,
"recentSuccessRate": 0.021108179419525065,
"recentTerminal": 379,
"recentWilsonLowerBound": 0.010733675971311672,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 63.166666666666664,
"waiting": 2601
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 110.36363636363636,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.2451784199277457,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 37,
"recentSuccessRate": 0.16017316017316016,
"recentTerminal": 231,
"recentWilsonLowerBound": 0.11849467144902412,
"running": 9,
"selectionWeight": 0.3187319459060694,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 38.5,
"waiting": 4249
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 3208.4,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.9444389393532548,
"queueFactor": 0.8507415027176526,
"queueWeight": 0.8507415027176526,
"recentSuccess": 11,
"recentSuccessRate": 0.36666666666666664,
"recentTerminal": 30,
"recentWilsonLowerBound": 0.2187370220401768,
"running": 2,
"selectionWeight": 0.803473402490454,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.0,
"waiting": 16042
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 712.875,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.509841995627139,
"queueFactor": 1.0660777724596042,
"queueWeight": 1.0660777724596042,
"recentSuccess": 23,
"recentSuccessRate": 0.23958333333333334,
"recentTerminal": 96,
"recentWilsonLowerBound": 0.16528105536529172,
"running": 8,
"selectionWeight": 0.5435312190045397,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.0,
"waiting": 11406
},
"MetaX_c-500": {
"available": true,
"backlogHours": 1032.1764705882351,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.879086332622157,
"queueFactor": 1.008504413067205,
"queueWeight": 1.008504413067205,
"recentSuccess": 21,
"recentSuccessRate": 0.3088235294117647,
"recentTerminal": 68,
"recentWilsonLowerBound": 0.21172233668927842,
"running": 4,
"selectionWeight": 0.8865624459165101,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.333333333333334,
"waiting": 11698
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2075.4084507042253,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.9081871631835902,
"queueWeight": 0.9081871631835902,
"recentSuccess": 32,
"recentSuccessRate": 0.4507042253521127,
"recentTerminal": 71,
"recentWilsonLowerBound": 0.34047773339151494,
"running": 4,
"selectionWeight": 2.2704679079589756,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.833333333333334,
"waiting": 24559
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3724.3199999999997,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.8966994014317944,
"queueFactor": 0.8319243724508859,
"queueWeight": 0.8319243724508859,
"recentSuccess": 12,
"recentSuccessRate": 0.48,
"recentTerminal": 25,
"recentWilsonLowerBound": 0.30031003928960015,
"running": 2,
"selectionWeight": 1.5779104592641164,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.166666666666667,
"waiting": 15518
},
"Vastai_va16": {
"available": true,
"backlogHours": 1760.5,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.08314681005581735,
"queueFactor": 0.9308838414416747,
"queueWeight": 0.9308838414416747,
"recentSuccess": 7,
"recentSuccessRate": 0.14583333333333334,
"recentTerminal": 48,
"recentWilsonLowerBound": 0.07248157413793963,
"running": 16,
"selectionWeight": 0.07740002194838053,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.0,
"waiting": 14084
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 970.9411764705883,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.46041038917703636,
"queueFactor": 1.0177988556840591,
"queueWeight": 1.0177988556840591,
"recentSuccess": 20,
"recentSuccessRate": 0.23529411764705882,
"recentTerminal": 85,
"recentWilsonLowerBound": 0.1577942000874349,
"running": 6,
"selectionWeight": 0.46860516724943996,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.166666666666666,
"waiting": 13755
}
},
"queueAttemptedAt": "2026-09-16T20:46:05.443736+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-16T20:46:05.443736+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
}