Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-05T13:07:19.946875+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-05T13:07:19.946875+00:00",
"frameworkAttemptedAt": "2026-10-05T12:16:52.058962+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 41083,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20179,
"successRate": 0.4911763989971521,
"wilsonLowerBound": 0.4863432193054462
},
"vllm": {
"framework": "vllm",
"modelCount": 55012,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15145,
"successRate": 0.27530357013015344,
"wilsonLowerBound": 0.27158675837523133
},
"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": 3757,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1120,
"successRate": 0.2981101943039659,
"wilsonLowerBound": 0.28369533326729435
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 35722,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16548,
"successRate": 0.46324393930910923,
"wilsonLowerBound": 0.4580770848375642
},
"vllm": {
"framework": "vllm",
"modelCount": 39216,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10934,
"successRate": 0.27881476948184414,
"wilsonLowerBound": 0.27439841085239725
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 11684,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4896,
"successRate": 0.4190345771995892,
"wilsonLowerBound": 0.41011597163167873
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64186,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12094,
"successRate": 0.1884211510298196,
"wilsonLowerBound": 0.18541454763627163
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 26477,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5673,
"successRate": 0.21426143445254373,
"wilsonLowerBound": 0.2093607302903578
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7386,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 97,
"successRate": 0.01313295423774709,
"wilsonLowerBound": 0.010778073794112204
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26529,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3261,
"successRate": 0.1229220852651815,
"wilsonLowerBound": 0.11902538389284043
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16498,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10158807128136745,
"wilsonLowerBound": 0.09707043924110484
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 14254,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5744,
"successRate": 0.40297460362003645,
"wilsonLowerBound": 0.39494943294379603
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24586,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3799,
"successRate": 0.15451883185552753,
"wilsonLowerBound": 0.15005474662198354
},
"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": 49245,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12306,
"successRate": 0.24989339019189766,
"wilsonLowerBound": 0.24608903409257193
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23701,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3112,
"successRate": 0.1313024766887473,
"wilsonLowerBound": 0.12706240816434766
},
"vllm": {
"framework": "vllm",
"modelCount": 86874,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9768,
"successRate": 0.11243870433040956,
"wilsonLowerBound": 0.11035509780266874
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 44608,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5419,
"successRate": 0.1214804519368723,
"wilsonLowerBound": 0.11848135534526798
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42944,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3606,
"successRate": 0.08396982116244411,
"wilsonLowerBound": 0.08138374845413097
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 91391,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22555,
"successRate": 0.24679673053145276,
"wilsonLowerBound": 0.24401210076907312
},
"transformers": {
"framework": "transformers",
"modelCount": 5466,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 580,
"successRate": 0.10611050128064398,
"wilsonLowerBound": 0.09822058009522845
},
"vllm": {
"framework": "vllm",
"modelCount": 112794,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16529,
"successRate": 0.14654148270298065,
"wilsonLowerBound": 0.14448964000392267
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 21747,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3834,
"successRate": 0.17630017933508071,
"wilsonLowerBound": 0.1712926174989902
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43477,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5657,
"successRate": 0.13011477332842653,
"wilsonLowerBound": 0.12698499667652158
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7703,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 708,
"successRate": 0.09191224198364274,
"wilsonLowerBound": 0.08566232346706627
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 33371,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6444,
"successRate": 0.193101794971682,
"wilsonLowerBound": 0.18890201615772853
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61415,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12412,
"successRate": 0.20210046405601237,
"wilsonLowerBound": 0.19894317005775827
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 13050,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3800,
"successRate": 0.29118773946360155,
"wilsonLowerBound": 0.28345533140155216
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14846,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3672,
"successRate": 0.24733935066684629,
"wilsonLowerBound": 0.24046469442207943
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 66001,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18152,
"successRate": 0.27502613596763686,
"wilsonLowerBound": 0.2716326424037398
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 583,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 359,
"successRate": 0.6157804459691252,
"wilsonLowerBound": 0.5756603690458494
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47856,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21305,
"successRate": 0.44518973587428956,
"wilsonLowerBound": 0.4407415170387025
},
"vllm": {
"framework": "vllm",
"modelCount": 38774,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4401,
"successRate": 0.11350389436220147,
"wilsonLowerBound": 0.1103847078482487
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 933,
"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": 10065,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 754,
"successRate": 0.0749130650769995,
"wilsonLowerBound": 0.06993064194246942
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6869,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2995,
"successRate": 0.4360168874654244,
"wilsonLowerBound": 0.4243286829141974
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7404,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 244,
"successRate": 0.032955159373311727,
"wilsonLowerBound": 0.029124828822416106
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15687,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4908,
"successRate": 0.3128705297379996,
"wilsonLowerBound": 0.3056612476984453
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27728,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14118,
"successRate": 0.5091604154645124,
"wilsonLowerBound": 0.5032752661614779
},
"vllm": {
"framework": "vllm",
"modelCount": 66012,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6899,
"successRate": 0.1045113009755802,
"wilsonLowerBound": 0.10220050909526486
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13305,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2083,
"successRate": 0.1565576850807967,
"wilsonLowerBound": 0.1504822484287336
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-05T13:10:33.373891+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 721.7647058823529,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.7574833803732749,
"queueFactor": 0.9742662929094644,
"queueWeight": 0.9742662929094644,
"recentSuccess": 48,
"recentSuccessRate": 0.2171945701357466,
"recentTerminal": 221,
"recentWilsonLowerBound": 0.1679128042363987,
"running": 8,
"selectionWeight": 0.7379905249368003,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 36.833333333333336,
"waiting": 26585
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 646.0594795539033,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.0855897933064196,
"queueFactor": 0.9905950376406107,
"queueWeight": 0.9905950376406107,
"recentSuccess": 66,
"recentSuccessRate": 0.24535315985130113,
"recentTerminal": 269,
"recentWilsonLowerBound": 0.1977542951671929,
"running": 8,
"selectionWeight": 1.0753798621626356,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 44.833333333333336,
"waiting": 28965
},
"Biren_166m": {
"available": true,
"backlogHours": 116.13333333333334,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.2059113110791357,
"queueFactor": 1.2814258768727036,
"queueWeight": 1.2814258768727036,
"recentSuccess": 48,
"recentSuccessRate": 0.26666666666666666,
"recentTerminal": 180,
"recentWilsonLowerBound": 0.20743199825776978,
"running": 8,
"selectionWeight": 1.5452859592302932,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 30.0,
"waiting": 3484
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 791.702479338843,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.05,
"queueFactor": 0.9608436466049778,
"queueWeight": 0.9608436466049778,
"recentSuccess": 9,
"recentSuccessRate": 0.0743801652892562,
"recentTerminal": 121,
"recentWilsonLowerBound": 0.03962223436060222,
"running": 8,
"selectionWeight": 0.04804218233024889,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 20.166666666666668,
"waiting": 15966
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 289.81714285714287,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.28836842685443587,
"queueFactor": 1.1171678086372578,
"queueWeight": 1.1171678086372578,
"recentSuccess": 27,
"recentSuccessRate": 0.15428571428571428,
"recentTerminal": 175,
"recentWilsonLowerBound": 0.10825199414499395,
"running": 8,
"selectionWeight": 0.3221559235091435,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 29.166666666666668,
"waiting": 8453
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 49.351089588377725,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 5,
"recentSuccessRate": 0.012106537530266344,
"recentTerminal": 413,
"recentWilsonLowerBound": 0.00518189661546546,
"running": 26,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 68.83333333333333,
"waiting": 3397
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 141.3970588235294,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.24394437895546034,
"queueFactor": 1.244144910107773,
"queueWeight": 1.244144910107773,
"recentSuccess": 37,
"recentSuccessRate": 0.13602941176470587,
"recentTerminal": 272,
"recentWilsonLowerBound": 0.10032520250190624,
"running": 17,
"selectionWeight": 0.3035021574268377,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 45.333333333333336,
"waiting": 6410
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1993.148936170213,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.7719612118370276,
"queueFactor": 0.8365772703886554,
"queueWeight": 0.8365772703886554,
"recentSuccess": 13,
"recentSuccessRate": 0.2765957446808511,
"recentTerminal": 47,
"recentWilsonLowerBound": 0.16936405991152934,
"running": 2,
"selectionWeight": 0.6458052034445391,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.833333333333333,
"waiting": 15613
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 310.6909090909091,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.29787553537644806,
"queueFactor": 1.105573808839056,
"queueWeight": 1.105573808839056,
"recentSuccess": 26,
"recentSuccessRate": 0.15757575757575756,
"recentTerminal": 165,
"recentWilsonLowerBound": 0.10985988630792892,
"running": 10,
"selectionWeight": 0.3293233902061127,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 27.5,
"waiting": 8544
},
"MetaX_c-500": {
"available": true,
"backlogHours": 429.49640287769785,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7588892435495473,
"queueFactor": 1.0531569398580634,
"queueWeight": 1.0531569398580634,
"recentSuccess": 32,
"recentSuccessRate": 0.2302158273381295,
"recentTerminal": 139,
"recentWilsonLowerBound": 0.16805438733320993,
"running": 5,
"selectionWeight": 0.7992294734278418,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.166666666666668,
"waiting": 9950
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1853.6619718309857,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8457313752153351,
"queueWeight": 0.8457313752153351,
"recentSuccess": 28,
"recentSuccessRate": 0.39436619718309857,
"recentTerminal": 71,
"recentWilsonLowerBound": 0.2889322648866865,
"running": 5,
"selectionWeight": 2.114328438038338,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.833333333333334,
"waiting": 21935
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1441.9436619718308,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.07365743973658584,
"queueFactor": 0.8782027236380813,
"queueWeight": 0.8782027236380813,
"recentSuccess": 8,
"recentSuccessRate": 0.11267605633802817,
"recentTerminal": 71,
"recentWilsonLowerBound": 0.05821202176555297,
"running": 2,
"selectionWeight": 0.06468616419287752,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 11.833333333333334,
"waiting": 17063
},
"Vastai_va16": {
"available": true,
"backlogHours": 606.5,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 1.0000285588349718,
"queueWeight": 1.0000285588349718,
"recentSuccess": 7,
"recentSuccessRate": 0.04487179487179487,
"recentTerminal": 156,
"recentWilsonLowerBound": 0.02190305846204288,
"running": 16,
"selectionWeight": 0.05000142794174859,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 26.0,
"waiting": 15769
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 606.730964467005,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.05,
"queueFactor": 0.9999714474166469,
"queueWeight": 0.9999714474166469,
"recentSuccess": 6,
"recentSuccessRate": 0.030456852791878174,
"recentTerminal": 197,
"recentWilsonLowerBound": 0.01403169612545977,
"running": 7,
"selectionWeight": 0.04999857237083235,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 32.833333333333336,
"waiting": 19921
}
},
"queueAttemptedAt": "2026-10-05T13:03:40.246290+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-05T13:03:40.246290+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
}