Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-12T13:05:13.256415+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-12T13:05:13.256415+00:00",
"frameworkAttemptedAt": "2026-09-12T08:18:06.149130+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38583,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18468,
"successRate": 0.47865640307907625,
"wilsonLowerBound": 0.47367415592642104
},
"vllm": {
"framework": "vllm",
"modelCount": 50979,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14403,
"successRate": 0.2825280998058024,
"wilsonLowerBound": 0.27863624724171304
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1954,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 514,
"successRate": 0.263050153531218,
"wilsonLowerBound": 0.244006361218498
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 31701,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13713,
"successRate": 0.4325731049493707,
"wilsonLowerBound": 0.4271277351911923
},
"vllm": {
"framework": "vllm",
"modelCount": 36766,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10503,
"successRate": 0.2856715443616385,
"wilsonLowerBound": 0.28107653390146514
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7384,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3301,
"successRate": 0.4470476706392199,
"wilsonLowerBound": 0.4357376523382282
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63827,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12064,
"successRate": 0.18901092014351292,
"wilsonLowerBound": 0.18599225076038986
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14768,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2955,
"successRate": 0.20009479956663057,
"wilsonLowerBound": 0.19372059626324806
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5346,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 43,
"successRate": 0.008043396932285821,
"wilsonLowerBound": 0.005977131186492563
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26007,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3194,
"successRate": 0.12281308878378898,
"wilsonLowerBound": 0.11887956140607057
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16455,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1672,
"successRate": 0.10161045274992403,
"wilsonLowerBound": 0.09708658609121286
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 9767,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4220,
"successRate": 0.432067164943176,
"wilsonLowerBound": 0.4222715149010729
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24054,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3774,
"successRate": 0.1568969817909703,
"wilsonLowerBound": 0.15235549190674152
},
"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": 40103,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10141,
"successRate": 0.25287384983667055,
"wilsonLowerBound": 0.248643471565594
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 22946,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3030,
"successRate": 0.1320491588947965,
"wilsonLowerBound": 0.12773024195460306
},
"vllm": {
"framework": "vllm",
"modelCount": 86508,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9762,
"successRate": 0.11284505479262033,
"wilsonLowerBound": 0.11075374596914171
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 38863,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4764,
"successRate": 0.12258446337133005,
"wilsonLowerBound": 0.11936103409975718
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 26928,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3268,
"successRate": 0.12136066547831253,
"wilsonLowerBound": 0.11751427667292988
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 87638,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20443,
"successRate": 0.2332663912914489,
"wilsonLowerBound": 0.23047811902204748
},
"transformers": {
"framework": "transformers",
"modelCount": 5080,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 562,
"successRate": 0.11062992125984251,
"wilsonLowerBound": 0.10229654212126328
},
"vllm": {
"framework": "vllm",
"modelCount": 112447,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16504,
"successRate": 0.1467713678444067,
"wilsonLowerBound": 0.1447150304422362
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 15782,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3219,
"successRate": 0.20396654416423773,
"wilsonLowerBound": 0.19775227524258396
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42596,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5538,
"successRate": 0.13001220771903466,
"wilsonLowerBound": 0.12685164988946446
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6151,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 480,
"successRate": 0.07803609169240774,
"wilsonLowerBound": 0.07159309429986854
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18181818181818182,
"wilsonLowerBound": 0.1343204258911728
},
"vllm": {
"framework": "vllm",
"modelCount": 30123,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5176,
"successRate": 0.17182883510938485,
"wilsonLowerBound": 0.1676106943410041
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60756,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12379,
"successRate": 0.20374942392520903,
"wilsonLowerBound": 0.20056536618544735
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6304,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1867,
"successRate": 0.29616116751269034,
"wilsonLowerBound": 0.28501741649712525
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 11910,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3115,
"successRate": 0.26154492023509657,
"wilsonLowerBound": 0.25372983001525573
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 58749,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15992,
"successRate": 0.27220888866193466,
"wilsonLowerBound": 0.26862463354087446
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 45978,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19977,
"successRate": 0.43449040845621817,
"wilsonLowerBound": 0.42996509821025436
},
"vllm": {
"framework": "vllm",
"modelCount": 35555,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3053,
"successRate": 0.08586696667135424,
"wilsonLowerBound": 0.08299930578975623
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 265,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 8.549676112883085e-19
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6275,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03059760956175299,
"wilsonLowerBound": 0.026615110833495575
},
"vllm": {
"framework": "vllm",
"modelCount": 10003,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 730,
"successRate": 0.0729781065680296,
"wilsonLowerBound": 0.06804317517685986
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5501,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2306,
"successRate": 0.41919650972550443,
"wilsonLowerBound": 0.40621789539852826
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7365,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.031907671418873046,
"wilsonLowerBound": 0.028131351489675802
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10297,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3547,
"successRate": 0.3444692628921045,
"wilsonLowerBound": 0.33535027867026973
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 25879,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13057,
"successRate": 0.5045403609103907,
"wilsonLowerBound": 0.49844849634449073
},
"vllm": {
"framework": "vllm",
"modelCount": 60546,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5883,
"successRate": 0.09716579129917749,
"wilsonLowerBound": 0.09483203519851144
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12166,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1695,
"successRate": 0.13932270261384186,
"wilsonLowerBound": 0.13328310032737467
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-12T13:17:25.356834+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1042.0,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.3091529416288923,
"queueFactor": 0.976376030277343,
"queueWeight": 0.976376030277343,
"recentSuccess": 59,
"recentSuccessRate": 0.43703703703703706,
"recentTerminal": 135,
"recentWilsonLowerBound": 0.35625290991304437,
"running": 8,
"selectionWeight": 1.278225552173524,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.5,
"waiting": 23445
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1397.7457627118642,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.888912221714329,
"queueFactor": 0.9342928801241244,
"queueWeight": 0.9342928801241244,
"recentSuccess": 45,
"recentSuccessRate": 0.3813559322033898,
"recentTerminal": 118,
"recentWilsonLowerBound": 0.29876863810798276,
"running": 8,
"selectionWeight": 0.8305043598030147,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.666666666666668,
"waiting": 27489
},
"Biren_166m": {
"available": true,
"backlogHours": 165.79881656804733,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.2519009510233344,
"queueFactor": 1.2863526720452705,
"queueWeight": 1.2863526720452705,
"recentSuccess": 38,
"recentSuccessRate": 0.22485207100591717,
"recentTerminal": 169,
"recentWilsonLowerBound": 0.16842738380308167,
"running": 8,
"selectionWeight": 0.324033461439611,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.166666666666668,
"waiting": 4670
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1669.9615384615386,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.6810677653937485,
"queueFactor": 0.9096855509064903,
"queueWeight": 0.9096855509064903,
"recentSuccess": 20,
"recentSuccessRate": 0.38461538461538464,
"recentTerminal": 52,
"recentWilsonLowerBound": 0.26470271334885215,
"running": 7,
"selectionWeight": 0.6195575053668644,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.666666666666666,
"waiting": 14473
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 452.03389830508473,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.18904373019619794,
"queueFactor": 1.1066788657978175,
"queueWeight": 1.1066788657978175,
"recentSuccess": 25,
"recentSuccessRate": 0.211864406779661,
"recentTerminal": 118,
"recentWilsonLowerBound": 0.14782423635341965,
"running": 7,
"selectionWeight": 0.20921070091971697,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.666666666666668,
"waiting": 8890
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 45.713414634146346,
"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": 0.04878048780487805,
"recentTerminal": 328,
"recentWilsonLowerBound": 0.03024589060163344,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 54.666666666666664,
"waiting": 2499
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 64.87912087912088,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.0860084909801604,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 49,
"recentSuccessRate": 0.1346153846153846,
"recentTerminal": 364,
"recentWilsonLowerBound": 0.10334312162941565,
"running": 2,
"selectionWeight": 0.11181103827420853,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 60.666666666666664,
"waiting": 3936
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2667.7714285714287,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.3115389598503695,
"queueFactor": 0.8479592349946786,
"queueWeight": 0.8479592349946786,
"recentSuccess": 11,
"recentSuccessRate": 0.3142857142857143,
"recentTerminal": 35,
"recentWilsonLowerBound": 0.18550658059782457,
"running": 2,
"selectionWeight": 0.26417233806575724,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.833333333333333,
"waiting": 15562
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 808.0975609756098,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3892249572405575,
"queueFactor": 1.0143263263454674,
"queueWeight": 1.0143263263454674,
"recentSuccess": 24,
"recentSuccessRate": 0.2926829268292683,
"recentTerminal": 82,
"recentWilsonLowerBound": 0.20526199890885147,
"running": 7,
"selectionWeight": 0.3948011209997863,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.666666666666666,
"waiting": 11044
},
"MetaX_c-500": {
"available": true,
"backlogHours": 590.948275862069,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.3481772615839171,
"queueFactor": 1.0630773042334012,
"queueWeight": 1.0630773042334012,
"recentSuccess": 31,
"recentSuccessRate": 0.2672413793103448,
"recentTerminal": 116,
"recentWilsonLowerBound": 0.19512298408590828,
"running": 4,
"selectionWeight": 0.37013934463999837,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.333333333333332,
"waiting": 11425
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2115.2459016393445,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.011243552438056,
"queueFactor": 0.8779972135024038,
"queueWeight": 0.8779972135024038,
"recentSuccess": 34,
"recentSuccessRate": 0.5573770491803278,
"recentTerminal": 61,
"recentWilsonLowerBound": 0.433031467004555,
"running": 4,
"selectionWeight": 1.765866234715289,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.166666666666666,
"waiting": 21505
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 5413.5,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.7706257463385378,
"queueFactor": 0.7625626778565175,
"queueWeight": 0.7625626778565175,
"recentSuccess": 8,
"recentSuccessRate": 0.5,
"recentTerminal": 16,
"recentWilsonLowerBound": 0.2799923761135083,
"running": 2,
"selectionWeight": 0.5876504327530928,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 2.6666666666666665,
"waiting": 14436
},
"Vastai_va16": {
"available": true,
"backlogHours": 968.8656716417911,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.281743163002966,
"queueFactor": 0.9870922262044753,
"queueWeight": 0.9870922262044753,
"recentSuccess": 18,
"recentSuccessRate": 0.26865671641791045,
"recentTerminal": 67,
"recentWilsonLowerBound": 0.17722065178970134,
"running": 16,
"selectionWeight": 0.2781064859864881,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.166666666666666,
"waiting": 10819
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 705.15,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 2.5,
"queueFactor": 1.0352733639275578,
"queueWeight": 1.0352733639275578,
"recentSuccess": 47,
"recentSuccessRate": 0.5875,
"recentTerminal": 80,
"recentWilsonLowerBound": 0.47803841126883023,
"running": 6,
"selectionWeight": 2.5881834098188943,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.333333333333334,
"waiting": 9402
}
},
"queueAttemptedAt": "2026-09-12T13:08:09.704295+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-12T13:08:09.704295+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",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Biren_166m",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}