Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-17T12:16:00.922637+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-17T12:16:00.922637+00:00",
"frameworkAttemptedAt": "2026-09-17T08:41:15.696979+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39360,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18975,
"successRate": 0.48208841463414637,
"wilsonLowerBound": 0.47715389704070915
},
"vllm": {
"framework": "vllm",
"modelCount": 52360,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14707,
"successRate": 0.28088235294117647,
"wilsonLowerBound": 0.2770489106119704
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2526,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 699,
"successRate": 0.27672209026128264,
"wilsonLowerBound": 0.25962437090752155
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 32588,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14318,
"successRate": 0.4393641831348963,
"wilsonLowerBound": 0.4339829932996816
},
"vllm": {
"framework": "vllm",
"modelCount": 37286,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10619,
"successRate": 0.2847985839188972,
"wilsonLowerBound": 0.28023987324717947
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8406,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3650,
"successRate": 0.4342136569117297,
"wilsonLowerBound": 0.42365014921931227
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63899,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12072,
"successRate": 0.18892314433715707,
"wilsonLowerBound": 0.18590671148501753
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 16754,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3358,
"successRate": 0.20042974811985198,
"wilsonLowerBound": 0.19443686356941225
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5854,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 54,
"successRate": 0.009224461906388794,
"wilsonLowerBound": 0.007077057468671067
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26118,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3215,
"successRate": 0.12309518339842254,
"wilsonLowerBound": 0.11916593730837402
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16464,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1674,
"successRate": 0.10167638483965015,
"wilsonLowerBound": 0.09715238732010051
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 10821,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4581,
"successRate": 0.42334349875242583,
"wilsonLowerBound": 0.41406279275918273
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24125,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3781,
"successRate": 0.15672538860103627,
"wilsonLowerBound": 0.15219257612955375
},
"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": 42155,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10589,
"successRate": 0.25119202941525326,
"wilsonLowerBound": 0.24707464349705474
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23188,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3052,
"successRate": 0.13161980334655857,
"wilsonLowerBound": 0.12732924591273578
},
"vllm": {
"framework": "vllm",
"modelCount": 86594,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11275608009792826,
"wilsonLowerBound": 0.11066653072696542
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 40070,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4927,
"successRate": 0.12295982031444971,
"wilsonLowerBound": 0.1197804951601539
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 30652,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3378,
"successRate": 0.11020488059506721,
"wilsonLowerBound": 0.10674792814181727
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 88363,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20913,
"successRate": 0.23667145751049648,
"wilsonLowerBound": 0.23388041753277528
},
"transformers": {
"framework": "transformers",
"modelCount": 5156,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 565,
"successRate": 0.1095810705973623,
"wilsonLowerBound": 0.10134358646827077
},
"vllm": {
"framework": "vllm",
"modelCount": 112509,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16507,
"successRate": 0.14671715151676754,
"wilsonLowerBound": 0.14466169556043257
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 16830,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3389,
"successRate": 0.2013666072489602,
"wilsonLowerBound": 0.19537633728304576
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42794,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5570,
"successRate": 0.13015843342524652,
"wilsonLowerBound": 0.12700358246967536
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6588,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 528,
"successRate": 0.08014571948998178,
"wilsonLowerBound": 0.07383114397265658
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 30891,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5476,
"successRate": 0.17726846006927585,
"wilsonLowerBound": 0.1730498886622285
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60833,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12389,
"successRate": 0.20365591044334488,
"wilsonLowerBound": 0.20047440910894626
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7386,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2151,
"successRate": 0.29122664500406176,
"wilsonLowerBound": 0.28097584750992727
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12569,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3257,
"successRate": 0.25912960458270345,
"wilsonLowerBound": 0.2515439027003866
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 60359,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16507,
"successRate": 0.27348034261667686,
"wilsonLowerBound": 0.26993876043682347
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46422,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20274,
"successRate": 0.43673258368876827,
"wilsonLowerBound": 0.4322261046567839
},
"vllm": {
"framework": "vllm",
"modelCount": 36270,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3339,
"successRate": 0.09205955334987594,
"wilsonLowerBound": 0.08912720006596371
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 438,
"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": 10020,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 736,
"successRate": 0.07345309381237525,
"wilsonLowerBound": 0.0685068111770585
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5830,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2464,
"successRate": 0.4226415094339623,
"wilsonLowerBound": 0.41001619090083685
}
},
"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": 11330,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3781,
"successRate": 0.33371579876434243,
"wilsonLowerBound": 0.32509066018132865
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26311,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13330,
"successRate": 0.5066322070616852,
"wilsonLowerBound": 0.5005905357351418
},
"vllm": {
"framework": "vllm",
"modelCount": 61902,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6163,
"successRate": 0.09956059578042713,
"wilsonLowerBound": 0.0972266766162128
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12383,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1760,
"successRate": 0.1421303399822337,
"wilsonLowerBound": 0.13609096781087412
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-17T12:24:35.483174+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 984.2896551724137,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.6603569865637753,
"queueFactor": 0.9856328053890528,
"queueWeight": 0.9856328053890528,
"recentSuccess": 41,
"recentSuccessRate": 0.2827586206896552,
"recentTerminal": 145,
"recentWilsonLowerBound": 0.21579934714746768,
"running": 8,
"selectionWeight": 0.6508695092251149,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.166666666666668,
"waiting": 23787
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1330.3937007874015,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.575582558187062,
"queueFactor": 0.9420773472095945,
"queueWeight": 0.9420773472095945,
"recentSuccess": 51,
"recentSuccessRate": 0.4015748031496063,
"recentTerminal": 127,
"recentWilsonLowerBound": 0.3204164822002564,
"running": 8,
"selectionWeight": 1.4843206367265738,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.166666666666668,
"waiting": 28160
},
"Biren_166m": {
"available": true,
"backlogHours": 185.6551724137931,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 5,
"qualityFactor": 0.1770239558674082,
"queueFactor": 1.2658362545301196,
"queueWeight": 1.2658362545301196,
"recentSuccess": 29,
"recentSuccessRate": 0.16666666666666666,
"recentTerminal": 174,
"recentWilsonLowerBound": 0.11862200125956367,
"running": 5,
"selectionWeight": 0.2240833412573052,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 29.0,
"waiting": 5384
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1347.8823529411764,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4138059289467074,
"queueFactor": 0.9402336496798782,
"queueWeight": 0.9402336496798782,
"recentSuccess": 18,
"recentSuccessRate": 0.2647058823529412,
"recentTerminal": 68,
"recentWilsonLowerBound": 0.17449602975254203,
"running": 7,
"selectionWeight": 0.3890742588327351,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.333333333333334,
"waiting": 15276
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 522.6605504587155,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3440661695075631,
"queueFactor": 1.0838037012454116,
"queueWeight": 1.0838037012454116,
"recentSuccess": 25,
"recentSuccessRate": 0.22935779816513763,
"recentTerminal": 109,
"recentWilsonLowerBound": 0.1604543808234599,
"running": 7,
"selectionWeight": 0.372900187985628,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.166666666666668,
"waiting": 9495
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 29.580582524271847,
"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": 0.03300970873786408,
"recentTerminal": 515,
"recentWilsonLowerBound": 0.020709926735385607,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 85.83333333333333,
"waiting": 2539
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 81.30379746835443,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.050892032013023406,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 30,
"recentSuccessRate": 0.0949367088607595,
"recentTerminal": 316,
"recentWilsonLowerBound": 0.06731043634030419,
"running": 6,
"selectionWeight": 0.06615964161693043,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 52.666666666666664,
"waiting": 4282
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2457.846153846154,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.0880865033188278,
"queueFactor": 0.8592120986886435,
"queueWeight": 0.8592120986886435,
"recentSuccess": 16,
"recentSuccessRate": 0.41025641025641024,
"recentTerminal": 39,
"recentWilsonLowerBound": 0.2707908943540048,
"running": 2,
"selectionWeight": 0.9348970880713576,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.5,
"waiting": 15976
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 500.41791044776124,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.23910661718886533,
"queueFactor": 1.0908967835845964,
"queueWeight": 1.0908967835845964,
"recentSuccess": 26,
"recentSuccessRate": 0.19402985074626866,
"recentTerminal": 134,
"recentWilsonLowerBound": 0.1359911036627777,
"running": 8,
"selectionWeight": 0.26084063962512655,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.333333333333332,
"waiting": 11176
},
"MetaX_c-500": {
"available": true,
"backlogHours": 660.5142857142857,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.46034669900691494,
"queueFactor": 1.0464084927931252,
"queueWeight": 1.0464084927931252,
"recentSuccess": 27,
"recentSuccessRate": 0.2571428571428571,
"recentTerminal": 105,
"recentWilsonLowerBound": 0.18315791773630993,
"running": 4,
"selectionWeight": 0.4817106954701163,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.5,
"waiting": 11559
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2892.0,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8385015017305595,
"queueWeight": 0.8385015017305595,
"recentSuccess": 27,
"recentSuccessRate": 0.5294117647058824,
"recentTerminal": 51,
"recentWilsonLowerBound": 0.39523071344726596,
"running": 4,
"selectionWeight": 2.0962537543263986,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.5,
"waiting": 24582
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 4905.1578947368425,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.7700781169399645,
"queueFactor": 0.7746145303449116,
"queueWeight": 0.7746145303449116,
"recentSuccess": 8,
"recentSuccessRate": 0.42105263157894735,
"recentTerminal": 19,
"recentWilsonLowerBound": 0.2314162039203038,
"running": 2,
"selectionWeight": 0.5965136988823445,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 3.1666666666666665,
"waiting": 15533
},
"Vastai_va16": {
"available": true,
"backlogHours": 1964.2325581395348,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.22220929279388596,
"queueFactor": 0.8885966103261781,
"queueWeight": 0.8885966103261781,
"recentSuccess": 10,
"recentSuccessRate": 0.23255813953488372,
"recentTerminal": 43,
"recentWilsonLowerBound": 0.1315353846924483,
"running": 16,
"selectionWeight": 0.1974544243596243,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.166666666666667,
"waiting": 14077
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 803.2427184466019,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.7559167871485901,
"queueFactor": 1.016147068171423,
"queueWeight": 1.016147068171423,
"recentSuccess": 32,
"recentSuccessRate": 0.3106796116504854,
"recentTerminal": 103,
"recentWilsonLowerBound": 0.22947203591885548,
"running": 6,
"selectionWeight": 0.7681226270426015,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.166666666666668,
"waiting": 13789
}
},
"queueAttemptedAt": "2026-09-17T12:16:00.922637+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-17T12:16:00.922637+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
}