Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-14T11:37:51.280865+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-14T11:37:51.280865+00:00",
"frameworkAttemptedAt": "2026-09-14T08:52:35.873259+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38903,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18691,
"successRate": 0.4804513790710228,
"wilsonLowerBound": 0.4754887473013081
},
"vllm": {
"framework": "vllm",
"modelCount": 51589,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14531,
"successRate": 0.2816685727577584,
"wilsonLowerBound": 0.27780335476171675
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2159,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 580,
"successRate": 0.2686428902269569,
"wilsonLowerBound": 0.25036847480988095
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 32051,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13950,
"successRate": 0.4352438301457053,
"wilsonLowerBound": 0.42982400747321364
},
"vllm": {
"framework": "vllm",
"modelCount": 37050,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10563,
"successRate": 0.2851012145748988,
"wilsonLowerBound": 0.28052658059967994
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7797,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3443,
"successRate": 0.4415800949082981,
"wilsonLowerBound": 0.43058910752609597
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63852,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12067,
"successRate": 0.18898390026937292,
"wilsonLowerBound": 0.1859659863111859
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15938,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3198,
"successRate": 0.200652528548124,
"wilsonLowerBound": 0.19450730170886638
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5588,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 47,
"successRate": 0.008410880458124553,
"wilsonLowerBound": 0.006331220151686142
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26055,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3202,
"successRate": 0.12289387833429284,
"wilsonLowerBound": 0.11896278620056841
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16459,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1672,
"successRate": 0.10158575855155234,
"wilsonLowerBound": 0.09706293342977017
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 10195,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4364,
"successRate": 0.42805296714075525,
"wilsonLowerBound": 0.4184770207892547
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24081,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3778,
"successRate": 0.15688717245961548,
"wilsonLowerBound": 0.15234831695375226
},
"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": 40959,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10336,
"successRate": 0.2523499108864963,
"wilsonLowerBound": 0.2481666600454341
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23002,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3038,
"successRate": 0.1320754716981132,
"wilsonLowerBound": 0.1277613667522935
},
"vllm": {
"framework": "vllm",
"modelCount": 86532,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9763,
"successRate": 0.11282531317893958,
"wilsonLowerBound": 0.11073445383652336
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 39288,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4820,
"successRate": 0.12268377112604358,
"wilsonLowerBound": 0.11947648424760395
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 28655,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3314,
"successRate": 0.115651718722736,
"wilsonLowerBound": 0.11200021520136422
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 87896,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20604,
"successRate": 0.23441339765177027,
"wilsonLowerBound": 0.23162438527040344
},
"transformers": {
"framework": "transformers",
"modelCount": 5099,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 562,
"successRate": 0.11021768974308688,
"wilsonLowerBound": 0.10191366158708373
},
"vllm": {
"framework": "vllm",
"modelCount": 112465,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16505,
"successRate": 0.146756768772507,
"wilsonLowerBound": 0.14470068063362454
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 16030,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3281,
"successRate": 0.20467872738615098,
"wilsonLowerBound": 0.19850390397513457
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42663,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5552,
"successRate": 0.13013618357827625,
"wilsonLowerBound": 0.12697677767960353
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6301,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 491,
"successRate": 0.0779241390255515,
"wilsonLowerBound": 0.07155966553002724
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18181818181818182,
"wilsonLowerBound": 0.1343204258911728
},
"vllm": {
"framework": "vllm",
"modelCount": 30464,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5308,
"successRate": 0.17423844537815125,
"wilsonLowerBound": 0.17002005773437032
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60777,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12381,
"successRate": 0.20371193050002467,
"wilsonLowerBound": 0.20052864125350028
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6692,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1985,
"successRate": 0.2966228332337119,
"wilsonLowerBound": 0.2857980735780291
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12113,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3172,
"successRate": 0.26186741517378026,
"wilsonLowerBound": 0.2541142174545183
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 59448,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16198,
"successRate": 0.27247342215045084,
"wilsonLowerBound": 0.2689091086929003
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46164,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20096,
"successRate": 0.43531756346937006,
"wilsonLowerBound": 0.4308003076514547
},
"vllm": {
"framework": "vllm",
"modelCount": 35872,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3170,
"successRate": 0.08836975914362176,
"wilsonLowerBound": 0.08547642295677237
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 321,
"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": 10010,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 733,
"successRate": 0.07322677322677322,
"wilsonLowerBound": 0.06828543573281327
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5636,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2370,
"successRate": 0.4205110007097232,
"wilsonLowerBound": 0.4076815301382713
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7369,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.03189035147238431,
"wilsonLowerBound": 0.02811605354795059
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10812,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3682,
"successRate": 0.34054753977062524,
"wilsonLowerBound": 0.3316728624686578
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26067,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13178,
"successRate": 0.5055434073733073,
"wilsonLowerBound": 0.4994735245262943
},
"vllm": {
"framework": "vllm",
"modelCount": 61085,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5998,
"successRate": 0.09819104526479495,
"wilsonLowerBound": 0.09585641518631678
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12266,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1734,
"successRate": 0.141366378607533,
"wilsonLowerBound": 0.13531291819401237
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-14T11:44:18.814892+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 960.6164383561644,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.068664814758446,
"queueFactor": 0.9826073688972133,
"queueWeight": 0.9826073688972133,
"recentSuccess": 52,
"recentSuccessRate": 0.3561643835616438,
"recentTerminal": 146,
"recentWilsonLowerBound": 0.2830885849907313,
"running": 8,
"selectionWeight": 1.0500779218628247,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.333333333333332,
"waiting": 23375
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1538.9444444444443,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.0500449260567737,
"queueFactor": 0.9155436978791658,
"queueWeight": 0.9155436978791658,
"recentSuccess": 51,
"recentSuccessRate": 0.4722222222222222,
"recentTerminal": 108,
"recentWilsonLowerBound": 0.380647697079678,
"running": 8,
"selectionWeight": 1.8769057124204396,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.0,
"waiting": 27701
},
"Biren_166m": {
"available": true,
"backlogHours": 130.63888888888889,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 17,
"recentSuccessRate": 0.0787037037037037,
"recentTerminal": 216,
"recentWilsonLowerBound": 0.049716513538093976,
"running": 2,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 36.0,
"waiting": 4703
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1185.157894736842,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.28559841743644837,
"queueFactor": 0.9521296437839372,
"queueWeight": 0.9521296437839372,
"recentSuccess": 18,
"recentSuccessRate": 0.23684210526315788,
"recentTerminal": 76,
"recentWilsonLowerBound": 0.15539206970596958,
"running": 7,
"selectionWeight": 0.27192671945902175,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.666666666666666,
"waiting": 15012
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 464.71794871794873,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.23386396833857556,
"queueFactor": 1.0956809272991195,
"queueWeight": 1.0956809272991195,
"recentSuccess": 24,
"recentSuccessRate": 0.20512820512820512,
"recentTerminal": 117,
"recentWilsonLowerBound": 0.14189847337772166,
"running": 7,
"selectionWeight": 0.2562402896910624,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.5,
"waiting": 9062
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 49.325153374233125,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 16,
"recentSuccessRate": 0.049079754601226995,
"recentTerminal": 326,
"recentWilsonLowerBound": 0.03043282412627246,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 54.333333333333336,
"waiting": 2680
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 144.2696629213483,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.6457644361810198,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 51,
"recentSuccessRate": 0.28651685393258425,
"recentTerminal": 178,
"recentWilsonLowerBound": 0.22515553943415106,
"running": 6,
"selectionWeight": 0.8394937670353257,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 29.666666666666668,
"waiting": 4280
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1794.8076923076924,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.49293313507851744,
"queueFactor": 0.8946637285183782,
"queueWeight": 0.8946637285183782,
"recentSuccess": 16,
"recentSuccessRate": 0.3076923076923077,
"recentTerminal": 52,
"recentWilsonLowerBound": 0.19914562391353519,
"running": 2,
"selectionWeight": 0.44100939653959975,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.666666666666666,
"waiting": 15555
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 748.5333333333333,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4748743627794567,
"queueFactor": 1.020072047805823,
"queueWeight": 1.020072047805823,
"recentSuccess": 25,
"recentSuccessRate": 0.2777777777777778,
"recentTerminal": 90,
"recentWilsonLowerBound": 0.1957955914762625,
"running": 7,
"selectionWeight": 0.4844060636909257,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.0,
"waiting": 11228
},
"MetaX_c-500": {
"available": true,
"backlogHours": 639.5,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.3844827593513192,
"queueFactor": 1.044447071507262,
"queueWeight": 1.044447071507262,
"recentSuccess": 27,
"recentSuccessRate": 0.25,
"recentTerminal": 108,
"recentWilsonLowerBound": 0.17787718518702555,
"running": 4,
"selectionWeight": 0.4015718920495167,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.0,
"waiting": 11511
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2296.1694915254234,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8622077605001762,
"queueWeight": 0.8622077605001762,
"recentSuccess": 32,
"recentSuccessRate": 0.5423728813559322,
"recentTerminal": 59,
"recentWilsonLowerBound": 0.4165761502342809,
"running": 4,
"selectionWeight": 2.1555194012504404,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.833333333333334,
"waiting": 22579
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 5533.5,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.4182225536797846,
"queueFactor": 0.7556358108946403,
"queueWeight": 0.7556358108946403,
"recentSuccess": 6,
"recentSuccessRate": 0.375,
"recentTerminal": 16,
"recentWilsonLowerBound": 0.18480982554752803,
"running": 2,
"selectionWeight": 0.31602393848425125,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 2.6666666666666665,
"waiting": 14756
},
"Vastai_va16": {
"available": true,
"backlogHours": 1335.0,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.18340673363759993,
"queueFactor": 0.9352771605136296,
"queueWeight": 0.9352771605136296,
"recentSuccess": 12,
"recentSuccessRate": 0.21428571428571427,
"recentTerminal": 56,
"recentWilsonLowerBound": 0.12705780314744497,
"running": 16,
"selectionWeight": 0.17153612905565407,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.333333333333334,
"waiting": 12460
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 583.609756097561,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.3149318045797362,
"queueFactor": 1.0588736409897876,
"queueWeight": 1.0588736409897876,
"recentSuccess": 28,
"recentSuccessRate": 0.22764227642276422,
"recentTerminal": 123,
"recentWilsonLowerBound": 0.16245354051668648,
"running": 6,
"selectionWeight": 0.3334729865788295,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.5,
"waiting": 11964
}
},
"queueAttemptedAt": "2026-09-14T11:44:18.814892+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-14T11:44:18.814892+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",
"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
}