Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-05T10:46:42.154118+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-05T10:46:42.154118+00:00",
"frameworkAttemptedAt": "2026-10-05T10:31:52.756999+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 41079,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20175,
"successRate": 0.4911268531366392,
"wilsonLowerBound": 0.4862934513135123
},
"vllm": {
"framework": "vllm",
"modelCount": 54990,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15141,
"successRate": 0.2753409710856519,
"wilsonLowerBound": 0.2716232592498639
},
"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": 3754,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1118,
"successRate": 0.297815663292488,
"wilsonLowerBound": 0.2833995870399615
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 35709,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16542,
"successRate": 0.46324456019490884,
"wilsonLowerBound": 0.45807676558086463
},
"vllm": {
"framework": "vllm",
"modelCount": 39212,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10933,
"successRate": 0.27881770886463325,
"wilsonLowerBound": 0.27440111147069324
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 11671,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4890,
"successRate": 0.41898723331334076,
"wilsonLowerBound": 0.4100638349459099
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64185,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12094,
"successRate": 0.18842408662460075,
"wilsonLowerBound": 0.18541744168632565
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 26442,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5663,
"successRate": 0.21416685575977612,
"wilsonLowerBound": 0.20926374455964836
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7380,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 97,
"successRate": 0.013143631436314362,
"wilsonLowerBound": 0.010786845876252357
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26528,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3261,
"successRate": 0.12292671893848009,
"wilsonLowerBound": 0.11902988046077251
},
"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": 14238,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5738,
"successRate": 0.4030060401741818,
"wilsonLowerBound": 0.3949762668991255
}
},
"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": 49226,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12300,
"successRate": 0.24986795595823347,
"wilsonLowerBound": 0.24606300131333916
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23700,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3112,
"successRate": 0.13130801687763713,
"wilsonLowerBound": 0.12706778228546256
},
"vllm": {
"framework": "vllm",
"modelCount": 86872,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9768,
"successRate": 0.11244129293673451,
"wilsonLowerBound": 0.11035764139025482
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 44589,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5419,
"successRate": 0.12153221646594452,
"wilsonLowerBound": 0.11853192690647253
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42904,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3606,
"successRate": 0.08404810740257318,
"wilsonLowerBound": 0.0814597290398247
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 91379,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22551,
"successRate": 0.24678536644086715,
"wilsonLowerBound": 0.2440005982962669
},
"transformers": {
"framework": "transformers",
"modelCount": 5465,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 580,
"successRate": 0.10612991765782251,
"wilsonLowerBound": 0.09823862867556697
},
"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": 21697,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3833,
"successRate": 0.1766603677927824,
"wilsonLowerBound": 0.17164297589380828
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43473,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5656,
"successRate": 0.1301037425528489,
"wilsonLowerBound": 0.12697393838018117
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7689,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 707,
"successRate": 0.09194953830146964,
"wilsonLowerBound": 0.08569292010533251
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 33365,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6441,
"successRate": 0.19304660572456167,
"wilsonLowerBound": 0.18884691924659597
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61414,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12412,
"successRate": 0.20210375484417234,
"wilsonLowerBound": 0.19894641578203356
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 13037,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3795,
"successRate": 0.29109457697323005,
"wilsonLowerBound": 0.2833591085077142
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14845,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3671,
"successRate": 0.24728864937689457,
"wilsonLowerBound": 0.24041425441648656
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 65979,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18145,
"successRate": 0.2750117461616575,
"wilsonLowerBound": 0.27161774524627247
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 581,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 357,
"successRate": 0.6144578313253012,
"wilsonLowerBound": 0.5742513884342453
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47853,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21302,
"successRate": 0.44515495371241093,
"wilsonLowerBound": 0.44070663276270167
},
"vllm": {
"framework": "vllm",
"modelCount": 38769,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4398,
"successRate": 0.11344115143542521,
"wilsonLowerBound": 0.11032253344017051
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 931,
"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": 6866,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2992,
"successRate": 0.4357704631517623,
"wilsonLowerBound": 0.42408060532080716
}
},
"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": 15680,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4907,
"successRate": 0.31294642857142857,
"wilsonLowerBound": 0.305735050292472
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27716,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14117,
"successRate": 0.5093447827969404,
"wilsonLowerBound": 0.5034583741224568
},
"vllm": {
"framework": "vllm",
"modelCount": 66009,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6899,
"successRate": 0.10451605084155191,
"wilsonLowerBound": 0.10220515985809174
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13298,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2083,
"successRate": 0.15664009625507594,
"wilsonLowerBound": 0.15056174030108493
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-05T10:58:09.258677+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1057.112582781457,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.576558904457723,
"queueFactor": 0.9537465972336767,
"queueWeight": 0.9537465972336767,
"recentSuccess": 51,
"recentSuccessRate": 0.33774834437086093,
"recentTerminal": 151,
"recentWilsonLowerBound": 0.2671712599337865,
"running": 9,
"selectionWeight": 1.5036376904650066,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.166666666666668,
"waiting": 26604
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1059.658536585366,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.8923201655043143,
"queueFactor": 0.953402522538943,
"queueWeight": 0.953402522538943,
"recentSuccess": 59,
"recentSuccessRate": 0.3597560975609756,
"recentTerminal": 164,
"recentWilsonLowerBound": 0.2902873490000026,
"running": 8,
"selectionWeight": 1.8041428192431233,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.333333333333332,
"waiting": 28964
},
"Biren_166m": {
"available": true,
"backlogHours": 117.68715083798884,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.7320124155100562,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 44,
"recentSuccessRate": 0.24581005586592178,
"recentTerminal": 179,
"recentWilsonLowerBound": 0.18851197390318739,
"running": 8,
"selectionWeight": 0.9516161401630732,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 29.833333333333332,
"waiting": 3511
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1182.5185185185185,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.05804751275456648,
"queueFactor": 0.937842684774118,
"queueWeight": 0.937842684774118,
"recentSuccess": 9,
"recentSuccessRate": 0.1111111111111111,
"recentTerminal": 81,
"recentWilsonLowerBound": 0.05956689007505133,
"running": 7,
"selectionWeight": 0.05443943520620249,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 13.5,
"waiting": 15964
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 416.016393442623,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.48806088875351034,
"queueFactor": 1.0969444145467304,
"queueWeight": 1.0969444145467304,
"recentSuccess": 27,
"recentSuccessRate": 0.22131147540983606,
"recentTerminal": 122,
"recentWilsonLowerBound": 0.15679013737498695,
"running": 7,
"selectionWeight": 0.5353756658768763,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.333333333333332,
"waiting": 8459
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 48.267605633802816,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 9,
"recentSuccessRate": 0.02112676056338028,
"recentTerminal": 426,
"recentWilsonLowerBound": 0.011153752687922878,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 71.0,
"waiting": 3427
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 136.70671378091873,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.21766895113760198,
"queueFactor": 1.2962319183194517,
"queueWeight": 1.2962319183194517,
"recentSuccess": 41,
"recentSuccessRate": 0.14487632508833923,
"recentTerminal": 283,
"recentWilsonLowerBound": 0.10862251825461394,
"running": 4,
"selectionWeight": 0.2821494420916768,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 47.166666666666664,
"waiting": 6448
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1912.2857142857144,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.7899496979837386,
"queueFactor": 0.8726061524700635,
"queueWeight": 0.8726061524700635,
"recentSuccess": 15,
"recentSuccessRate": 0.30612244897959184,
"recentTerminal": 49,
"recentWilsonLowerBound": 0.1951532349314748,
"running": 2,
"selectionWeight": 0.6893149666024788,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.166666666666666,
"waiting": 15617
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 311.41818181818184,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.16102105620638235,
"queueFactor": 1.1456437577459846,
"queueWeight": 1.1456437577459846,
"recentSuccess": 23,
"recentSuccessRate": 0.1393939393939394,
"recentTerminal": 165,
"recentWilsonLowerBound": 0.09471387130261515,
"running": 8,
"selectionWeight": 0.18447276790850728,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 27.5,
"waiting": 8564
},
"MetaX_c-500": {
"available": true,
"backlogHours": 597.8399999999999,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.9296599504780139,
"queueFactor": 1.0388753519423006,
"queueWeight": 1.0388753519423006,
"recentSuccess": 29,
"recentSuccessRate": 0.29,
"recentTerminal": 100,
"recentWilsonLowerBound": 0.21014706973984149,
"running": 4,
"selectionWeight": 0.9658008082395084,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.666666666666668,
"waiting": 9964
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1935.1764705882351,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8710500331141906,
"queueWeight": 0.8710500331141906,
"recentSuccess": 30,
"recentSuccessRate": 0.4411764705882353,
"recentTerminal": 68,
"recentWilsonLowerBound": 0.329460449863809,
"running": 4,
"selectionWeight": 2.1776250827854766,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.333333333333334,
"waiting": 21932
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1462.8000000000002,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.9083923017207594,
"queueWeight": 0.9083923017207594,
"recentSuccess": 7,
"recentSuccessRate": 0.1,
"recentTerminal": 70,
"recentWilsonLowerBound": 0.04928867510614623,
"running": 2,
"selectionWeight": 0.04541961508603797,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 11.666666666666666,
"waiting": 17066
},
"Vastai_va16": {
"available": true,
"backlogHours": 926.0,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9728805922109993,
"queueWeight": 0.9728805922109993,
"recentSuccess": 6,
"recentSuccessRate": 0.058823529411764705,
"recentTerminal": 102,
"recentWilsonLowerBound": 0.027235268139653063,
"running": 16,
"selectionWeight": 0.04864402961054997,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 17.0,
"waiting": 15742
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 615.8350515463917,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.05,
"queueFactor": 1.034264283210699,
"queueWeight": 1.034264283210699,
"recentSuccess": 6,
"recentSuccessRate": 0.030927835051546393,
"recentTerminal": 194,
"recentWilsonLowerBound": 0.014249845166297589,
"running": 6,
"selectionWeight": 0.051713214160534954,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 32.333333333333336,
"waiting": 19912
}
},
"queueAttemptedAt": "2026-10-05T10:58:09.258677+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-05T10:58:09.258677+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"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
}