Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-12T12:14:24.431862+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-12T12:14:24.431862+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": "2026-09-12T12:23:41.333366+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1012.661870503597,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.185234142165207,
"queueFactor": 0.983554270048487,
"queueWeight": 0.983554270048487,
"recentSuccess": 61,
"recentSuccessRate": 0.43884892086330934,
"recentTerminal": 139,
"recentWilsonLowerBound": 0.35909532617597445,
"running": 8,
"selectionWeight": 1.165742101533845,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.166666666666668,
"waiting": 23460
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1398.4067796610168,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5817626826459442,
"queueFactor": 0.9370720162625851,
"queueWeight": 0.9370720162625851,
"recentSuccess": 40,
"recentSuccessRate": 0.3389830508474576,
"recentTerminal": 118,
"recentWilsonLowerBound": 0.2598535833447239,
"running": 8,
"selectionWeight": 0.5451535300133653,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.666666666666668,
"waiting": 27502
},
"Biren_166m": {
"available": true,
"backlogHours": 166.29585798816566,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.19477185275661532,
"queueFactor": 1.2896913352517516,
"queueWeight": 1.2896913352517516,
"recentSuccess": 36,
"recentSuccessRate": 0.21301775147928995,
"recentTerminal": 169,
"recentWilsonLowerBound": 0.15802280689035014,
"running": 8,
"selectionWeight": 0.25119557085113675,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.166666666666668,
"waiting": 4684
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1737.84,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5757332961204351,
"queueFactor": 0.9070193004417405,
"queueWeight": 0.9070193004417405,
"recentSuccess": 19,
"recentSuccessRate": 0.38,
"recentTerminal": 50,
"recentWilsonLowerBound": 0.25862595842577224,
"running": 7,
"selectionWeight": 0.5222012114881744,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.333333333333334,
"waiting": 14482
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 420.56692913385825,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.1924707036778049,
"queueFactor": 1.1221288518701058,
"queueWeight": 1.1221288518701058,
"recentSuccess": 28,
"recentSuccessRate": 0.2204724409448819,
"recentTerminal": 127,
"recentWilsonLowerBound": 0.15717143105153952,
"running": 7,
"selectionWeight": 0.21597692973660654,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.166666666666668,
"waiting": 8902
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 43.58720930232558,
"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": 0.04941860465116279,
"recentTerminal": 344,
"recentWilsonLowerBound": 0.031080163331657397,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 57.333333333333336,
"waiting": 2499
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 63.84065934065934,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.09326477428465807,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 53,
"recentSuccessRate": 0.14560439560439561,
"recentTerminal": 364,
"recentWilsonLowerBound": 0.11307126426147676,
"running": 2,
"selectionWeight": 0.1212442065700555,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 60.666666666666664,
"waiting": 3873
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 3220.551724137931,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.5587475577488757,
"queueFactor": 0.8268532829890515,
"queueWeight": 0.8268532829890515,
"recentSuccess": 12,
"recentSuccessRate": 0.41379310344827586,
"recentTerminal": 29,
"recentWilsonLowerBound": 0.2551293527964552,
"running": 2,
"selectionWeight": 0.4620022524867725,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.833333333333333,
"waiting": 15566
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 872.0526315789474,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3256400327232939,
"queueFactor": 1.0058578099472388,
"queueWeight": 1.0058578099472388,
"recentSuccess": 22,
"recentSuccessRate": 0.2894736842105263,
"recentTerminal": 76,
"recentWilsonLowerBound": 0.19960875564331393,
"running": 7,
"selectionWeight": 0.32754757014619956,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.666666666666666,
"waiting": 11046
},
"MetaX_c-500": {
"available": true,
"backlogHours": 591.051724137931,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.2840210564604783,
"queueFactor": 1.0662871453673997,
"queueWeight": 1.0662871453673997,
"recentSuccess": 30,
"recentSuccessRate": 0.25862068965517243,
"recentTerminal": 116,
"recentWilsonLowerBound": 0.18757950357929473,
"running": 4,
"selectionWeight": 0.3028480015174765,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.333333333333332,
"waiting": 11427
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2479.6153846153848,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.2401105397977963,
"queueFactor": 0.8599245514588353,
"queueWeight": 0.8599245514588353,
"recentSuccess": 32,
"recentSuccessRate": 0.6153846153846154,
"recentTerminal": 52,
"recentWilsonLowerBound": 0.4795962694074179,
"running": 4,
"selectionWeight": 1.9263260511538294,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.666666666666666,
"waiting": 21490
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 4331.099999999999,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.39853284653703086,
"queueFactor": 0.790912182728844,
"queueWeight": 0.790912182728844,
"recentSuccess": 8,
"recentSuccessRate": 0.4,
"recentTerminal": 20,
"recentWilsonLowerBound": 0.21880396741419272,
"running": 2,
"selectionWeight": 0.3152044835437425,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 3.3333333333333335,
"waiting": 14437
},
"Vastai_va16": {
"available": true,
"backlogHours": 941.304347826087,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.5773487572871887,
"queueFactor": 0.994393981668678,
"queueWeight": 0.994393981668678,
"recentSuccess": 25,
"recentSuccessRate": 0.36231884057971014,
"recentTerminal": 69,
"recentWilsonLowerBound": 0.2589555625346011,
"running": 16,
"selectionWeight": 0.5741121295702707,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.5,
"waiting": 10825
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 647.6551724137931,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 2.5,
"queueFactor": 1.0517594459167523,
"queueWeight": 1.0517594459167523,
"recentSuccess": 53,
"recentSuccessRate": 0.6091954022988506,
"recentTerminal": 87,
"recentWilsonLowerBound": 0.5041319615871446,
"running": 6,
"selectionWeight": 2.6293986147918806,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.5,
"waiting": 9391
}
},
"queueAttemptedAt": "2026-09-12T12:20:27.116279+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-12T12:20:27.116279+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
}