Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-15T18:38:12.224925+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-15T18:38:12.224925+00:00",
"frameworkAttemptedAt": "2026-09-15T15:24:36.796245+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39091,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18811,
"successRate": 0.4812105088127702,
"wilsonLowerBound": 0.4762594557099384
},
"vllm": {
"framework": "vllm",
"modelCount": 51927,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14603,
"successRate": 0.2812217151000443,
"wilsonLowerBound": 0.2773709444983766
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2332,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 630,
"successRate": 0.2701543739279588,
"wilsonLowerBound": 0.25252081628247686
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 32286,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14111,
"successRate": 0.43706250387164713,
"wilsonLowerBound": 0.431659641293275
},
"vllm": {
"framework": "vllm",
"modelCount": 37148,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10583,
"successRate": 0.28488747711855283,
"wilsonLowerBound": 0.2803199086225262
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8064,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3539,
"successRate": 0.4388640873015873,
"wilsonLowerBound": 0.4280644557381182
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63859,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12068,
"successRate": 0.18897884401572212,
"wilsonLowerBound": 0.18596112589589187
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 16067,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3228,
"successRate": 0.200908694840356,
"wilsonLowerBound": 0.19478487713879206
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5636,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 48,
"successRate": 0.008516678495386799,
"wilsonLowerBound": 0.006429918236864852
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26079,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3208,
"successRate": 0.12301085164308448,
"wilsonLowerBound": 0.11907989649125422
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16461,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1673,
"successRate": 0.10163416560354778,
"wilsonLowerBound": 0.0971106238084035
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 10458,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4454,
"successRate": 0.4258940524000765,
"wilsonLowerBound": 0.41644579763808726
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24098,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3780,
"successRate": 0.15685949041414227,
"wilsonLowerBound": 0.15232255091148184
},
"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": 41461,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10446,
"successRate": 0.25194761341984034,
"wilsonLowerBound": 0.24779187002629222
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23073,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3047,
"successRate": 0.13205911671650847,
"wilsonLowerBound": 0.12775179230823208
},
"vllm": {
"framework": "vllm",
"modelCount": 86556,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9763,
"successRate": 0.11279402929895097,
"wilsonLowerBound": 0.1107037139140896
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 39567,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4864,
"successRate": 0.12293072509919882,
"wilsonLowerBound": 0.11973181674271208
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 29598,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3334,
"successRate": 0.11264274613149537,
"wilsonLowerBound": 0.10909104751634298
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 88052,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20711,
"successRate": 0.23521328306001,
"wilsonLowerBound": 0.23242339202095688
},
"transformers": {
"framework": "transformers",
"modelCount": 5117,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 564,
"successRate": 0.11022083251905414,
"wilsonLowerBound": 0.10193080467623494
},
"vllm": {
"framework": "vllm",
"modelCount": 112478,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16506,
"successRate": 0.14674869752307118,
"wilsonLowerBound": 0.1446927748704065
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 16248,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3333,
"successRate": 0.20513293943870015,
"wilsonLowerBound": 0.1989939910195605
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42695,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5561,
"successRate": 0.13024944372877387,
"wilsonLowerBound": 0.12709001899035025
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6423,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 513,
"successRate": 0.07986921999065857,
"wilsonLowerBound": 0.07348775795071434
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 199,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18090452261306533,
"wilsonLowerBound": 0.1336294254176993
},
"vllm": {
"framework": "vllm",
"modelCount": 30660,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5377,
"successRate": 0.1753750815394651,
"wilsonLowerBound": 0.1711590338625451
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60797,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12384,
"successRate": 0.2036942612299949,
"wilsonLowerBound": 0.20051159695922316
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6965,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2045,
"successRate": 0.29361091170136394,
"wilsonLowerBound": 0.28303146586792843
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12279,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3206,
"successRate": 0.26109618047072236,
"wilsonLowerBound": 0.2534026904857605
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 59860,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16336,
"successRate": 0.27290344136318073,
"wilsonLowerBound": 0.26934957834007184
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46282,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20174,
"successRate": 0.43589300375956097,
"wilsonLowerBound": 0.43138077431708705
},
"vllm": {
"framework": "vllm",
"modelCount": 36054,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3243,
"successRate": 0.08994841071725744,
"wilsonLowerBound": 0.08703862137523616
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 372,
"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": 10015,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 734,
"successRate": 0.07329006490264603,
"wilsonLowerBound": 0.06834786879905706
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5712,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2408,
"successRate": 0.4215686274509804,
"wilsonLowerBound": 0.40881928494732966
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7371,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.031881698548365214,
"wilsonLowerBound": 0.028108410814796363
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11064,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3731,
"successRate": 0.33721981200289225,
"wilsonLowerBound": 0.3284683623317071
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26159,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13240,
"successRate": 0.5061355556405062,
"wilsonLowerBound": 0.5000763526559292
},
"vllm": {
"framework": "vllm",
"modelCount": 61462,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6075,
"successRate": 0.09884156063909408,
"wilsonLowerBound": 0.0965070565198553
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12316,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1747,
"successRate": 0.14184800259824618,
"wilsonLowerBound": 0.13579772664551767
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-15T18:41:14.734050+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 989.4125874125874,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.9800500338034058,
"queueFactor": 1.0109589862254607,
"queueWeight": 1.0109589862254607,
"recentSuccess": 51,
"recentSuccessRate": 0.35664335664335667,
"recentTerminal": 143,
"recentWilsonLowerBound": 0.28282576415035254,
"running": 8,
"selectionWeight": 0.9907903886241196,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.833333333333332,
"waiting": 23581
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1514.3783783783783,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.5915464424807377,
"queueFactor": 0.9484293641094215,
"queueWeight": 0.9484293641094215,
"recentSuccess": 49,
"recentSuccessRate": 0.44144144144144143,
"recentTerminal": 111,
"recentWilsonLowerBound": 0.35256004350648223,
"running": 9,
"selectionWeight": 1.509469380392618,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.5,
"waiting": 28016
},
"Biren_166m": {
"available": true,
"backlogHours": 1138.5517241379312,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.054376708980305236,
"queueFactor": 0.9898906835427065,
"queueWeight": 0.9898906835427065,
"recentSuccess": 5,
"recentSuccessRate": 0.1724137931034483,
"recentTerminal": 29,
"recentWilsonLowerBound": 0.07597745271479929,
"running": 4,
"selectionWeight": 0.05382699762131717,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.833333333333333,
"waiting": 5503
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1566.7118644067796,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3381697955347198,
"queueFactor": 0.9436083641492587,
"queueWeight": 0.9436083641492587,
"recentSuccess": 16,
"recentSuccessRate": 0.2711864406779661,
"recentTerminal": 59,
"recentWilsonLowerBound": 0.17436824992508337,
"running": 7,
"selectionWeight": 0.3190998475692063,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.833333333333334,
"waiting": 15406
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 581.2040816326531,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.25430757374468793,
"queueFactor": 1.0949413406655284,
"queueWeight": 1.0949413406655284,
"recentSuccess": 22,
"recentSuccessRate": 0.22448979591836735,
"recentTerminal": 98,
"recentWilsonLowerBound": 0.1531813203076455,
"running": 7,
"selectionWeight": 0.2784518757374063,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.333333333333332,
"waiting": 9493
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 58.34782608695652,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 15,
"recentSuccessRate": 0.05434782608695652,
"recentTerminal": 276,
"recentWilsonLowerBound": 0.03320844662248317,
"running": 25,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 46.0,
"waiting": 2684
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 156.10714285714286,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.4113415655151482,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 42,
"recentSuccessRate": 0.25,
"recentTerminal": 168,
"recentWilsonLowerBound": 0.1906051286908763,
"running": 13,
"selectionWeight": 0.5347440351696927,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.0,
"waiting": 4371
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2184.5454545454545,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.6694321065643856,
"queueFactor": 0.8977098466206488,
"queueWeight": 0.8977098466206488,
"recentSuccess": 16,
"recentSuccessRate": 0.36363636363636365,
"recentTerminal": 44,
"recentWilsonLowerBound": 0.23783334127491426,
"running": 2,
"selectionWeight": 0.6009557937068524,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.333333333333333,
"waiting": 16020
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 767.4725274725275,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.17409481318012107,
"queueFactor": 1.0502210672336372,
"queueWeight": 1.0502210672336372,
"recentSuccess": 18,
"recentSuccessRate": 0.1978021978021978,
"recentTerminal": 91,
"recentWilsonLowerBound": 0.12894356976415927,
"running": 7,
"selectionWeight": 0.18283804049786745,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.166666666666666,
"waiting": 11640
},
"MetaX_c-500": {
"available": true,
"backlogHours": 707.16,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.8397213107203916,
"queueFactor": 1.0631939547878526,
"queueWeight": 1.0631939547878526,
"recentSuccess": 35,
"recentSuccessRate": 0.35,
"recentTerminal": 100,
"recentWilsonLowerBound": 0.26364104653478027,
"running": 5,
"selectionWeight": 0.8927866212644523,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.666666666666668,
"waiting": 11786
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2402.9491525423728,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8849698286313493,
"queueWeight": 0.8849698286313493,
"recentSuccess": 33,
"recentSuccessRate": 0.559322033898305,
"recentTerminal": 59,
"recentWilsonLowerBound": 0.43289130270422654,
"running": 4,
"selectionWeight": 2.2124245715783735,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.833333333333334,
"waiting": 23629
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 8384.727272727274,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.9592981076189072,
"queueFactor": 0.7336971135388859,
"queueWeight": 0.7336971135388859,
"recentSuccess": 6,
"recentSuccessRate": 0.5454545454545454,
"recentTerminal": 11,
"recentWilsonLowerBound": 0.2800877556899882,
"running": 2,
"selectionWeight": 0.7038342525833078,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 1.8333333333333333,
"waiting": 15372
},
"Vastai_va16": {
"available": true,
"backlogHours": 1737.0666666666666,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.056727517044296606,
"queueFactor": 0.9291111644000236,
"queueWeight": 0.9291111644000236,
"recentSuccess": 7,
"recentSuccessRate": 0.15555555555555556,
"recentTerminal": 45,
"recentWilsonLowerBound": 0.07745325311328675,
"running": 18,
"selectionWeight": 0.05270616941454861,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.5,
"waiting": 13028
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 756.8076923076924,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.7103766336139555,
"queueFactor": 1.0524278230411328,
"queueWeight": 1.0524278230411328,
"recentSuccess": 34,
"recentSuccessRate": 0.3269230769230769,
"recentTerminal": 104,
"recentWilsonLowerBound": 0.24433849092767745,
"running": 6,
"selectionWeight": 0.7476201340536236,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.333333333333332,
"waiting": 13118
}
},
"queueAttemptedAt": "2026-09-15T18:41:14.734050+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-15T18:41:14.734050+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",
"MetaX_c-500",
"Biren_166m",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}