Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-18T22:44:07.967398+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-18T22:44:07.967398+00:00",
"frameworkAttemptedAt": "2026-10-18T19:38:23.560846+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 43403,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21780,
"successRate": 0.5018086307398106,
"wilsonLowerBound": 0.4971047216463101
},
"vllm": {
"framework": "vllm",
"modelCount": 57949,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15503,
"successRate": 0.2675283438885917,
"wilsonLowerBound": 0.2639396029929535
},
"vllm_0.23.0": {
"framework": "vllm_0.23.0",
"modelCount": 1,
"officialConfigError": "framework_mismatch",
"officialConfigValid": false,
"successCount": 1,
"successRate": 1.0,
"wilsonLowerBound": 0.20654329147389294
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5071,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1590,
"successRate": 0.3135476237428515,
"wilsonLowerBound": 0.30092354518390896
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38260,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18233,
"successRate": 0.47655514898065865,
"wilsonLowerBound": 0.47155308126172446
},
"vllm": {
"framework": "vllm",
"modelCount": 40453,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11099,
"successRate": 0.2743677848367241,
"wilsonLowerBound": 0.2700412032797469
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 13888,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5771,
"successRate": 0.4155385944700461,
"wilsonLowerBound": 0.40736671396179563
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64260,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12098,
"successRate": 0.1882664176781824,
"wilsonLowerBound": 0.18526249795713923
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 33940,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7257,
"successRate": 0.21381850324101356,
"wilsonLowerBound": 0.20948903310612216
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8255,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 115,
"successRate": 0.013930950938824955,
"wilsonLowerBound": 0.011619167267882506
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26754,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3288,
"successRate": 0.12289751065261269,
"wilsonLowerBound": 0.11901734278860183
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16518,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10146506841021916,
"wilsonLowerBound": 0.09695261863545855
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 17041,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6626,
"successRate": 0.38882694677542395,
"wilsonLowerBound": 0.38153349759605093
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24813,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3808,
"successRate": 0.15346794019264096,
"wilsonLowerBound": 0.14903676884046205
},
"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": 54467,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13706,
"successRate": 0.2516386068628711,
"wilsonLowerBound": 0.24801174515227895
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 25114,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3192,
"successRate": 0.12710042207533648,
"wilsonLowerBound": 0.12303778692096162
},
"vllm": {
"framework": "vllm",
"modelCount": 87108,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11218257794921248,
"wilsonLowerBound": 0.11010384852202956
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 48779,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5655,
"successRate": 0.11593103589659484,
"wilsonLowerBound": 0.11312015775668172
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 50655,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3787,
"successRate": 0.07476063567268779,
"wilsonLowerBound": 0.0725023577767007
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94787,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23864,
"successRate": 0.25176448247122496,
"wilsonLowerBound": 0.2490114710637053
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 116,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5659,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 590,
"successRate": 0.10425870295105143,
"wilsonLowerBound": 0.09656313278158477
},
"vllm": {
"framework": "vllm",
"modelCount": 112904,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16538,
"successRate": 0.1464784241479487,
"wilsonLowerBound": 0.14442794518106644
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 272,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.003676470588235294,
"wilsonLowerBound": 0.0006492656971213476
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 25227,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4140,
"successRate": 0.1641098822689975,
"wilsonLowerBound": 0.15959057011837258
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44249,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5714,
"successRate": 0.1291328617595878,
"wilsonLowerBound": 0.12604039599610958
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8424,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 813,
"successRate": 0.09650997150997151,
"wilsonLowerBound": 0.09038678152017786
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 35353,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7089,
"successRate": 0.20052046502418466,
"wilsonLowerBound": 0.19637935856954994
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61551,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12429,
"successRate": 0.20193010674075157,
"wilsonLowerBound": 0.1987772914803586
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17901,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5063,
"successRate": 0.2828333612647338,
"wilsonLowerBound": 0.27628279575049247
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16061,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3876,
"successRate": 0.24132992964323516,
"wilsonLowerBound": 0.23477466745425554
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 69271,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19052,
"successRate": 0.2750357292373432,
"wilsonLowerBound": 0.27172295516859657
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1495,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 882,
"successRate": 0.5899665551839465,
"wilsonLowerBound": 0.5648347734075669
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48572,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.44737708968129786,
"wilsonLowerBound": 0.4429594685047271
},
"vllm": {
"framework": "vllm",
"modelCount": 40859,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5123,
"successRate": 0.1253824126875352,
"wilsonLowerBound": 0.12220659413097266
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1195,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6288,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030534351145038167,
"wilsonLowerBound": 0.02655998124483518
},
"vllm": {
"framework": "vllm",
"modelCount": 10105,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 765,
"successRate": 0.07570509648688768,
"wilsonLowerBound": 0.07070710236143048
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7699,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3383,
"successRate": 0.4394077152876997,
"wilsonLowerBound": 0.4283541107353508
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7430,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.03297442799461642,
"wilsonLowerBound": 0.029149250467990415
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19360,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5558,
"successRate": 0.2870867768595041,
"wilsonLowerBound": 0.2807567378015814
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28945,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14816,
"successRate": 0.5118673346001037,
"wilsonLowerBound": 0.506107541328486
},
"vllm": {
"framework": "vllm",
"modelCount": 68203,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7354,
"successRate": 0.10782516898083662,
"wilsonLowerBound": 0.10551945174701577
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14159,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2499,
"successRate": 0.17649551522000143,
"wilsonLowerBound": 0.1703037925945164
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-18T22:44:07.967398+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1204.8260869565217,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.2448040698663174,
"queueFactor": 1.0053449257956968,
"queueWeight": 1.0053449257956968,
"recentSuccess": 50,
"recentSuccessRate": 0.36231884057971014,
"recentTerminal": 138,
"recentWilsonLowerBound": 0.2868553613184403,
"running": 8,
"selectionWeight": 2.256802381045631,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.0,
"waiting": 27711
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1590.7,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9643074065803892,
"queueWeight": 0.9643074065803892,
"recentSuccess": 46,
"recentSuccessRate": 0.38333333333333336,
"recentTerminal": 120,
"recentWilsonLowerBound": 0.30124387764148153,
"running": 8,
"selectionWeight": 2.4107685164509727,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.0,
"waiting": 31814
},
"Biren_166m": {
"available": true,
"backlogHours": 141.95876288659792,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3259657358521653,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 32,
"recentSuccessRate": 0.16494845360824742,
"recentTerminal": 194,
"recentWilsonLowerBound": 0.11933035439519561,
"running": 8,
"selectionWeight": 0.42375545660781494,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 32.333333333333336,
"waiting": 4590
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1509.2112676056338,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5812082234501749,
"queueFactor": 0.9719439903035294,
"queueWeight": 0.9719439903035294,
"recentSuccess": 17,
"recentSuccessRate": 0.23943661971830985,
"recentTerminal": 71,
"recentWilsonLowerBound": 0.1552081332501636,
"running": 7,
"selectionWeight": 0.5649018398973883,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.833333333333334,
"waiting": 17859
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 482.016393442623,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.48407581838514263,
"queueFactor": 1.1534385794080406,
"queueWeight": 1.1534385794080406,
"recentSuccess": 25,
"recentSuccessRate": 0.20491803278688525,
"recentTerminal": 122,
"recentWilsonLowerBound": 0.14282861339624775,
"running": 7,
"selectionWeight": 0.5583517242839436,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.333333333333332,
"waiting": 9801
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 129.53374233128835,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 10,
"recentSuccessRate": 0.06134969325153374,
"recentTerminal": 163,
"recentWilsonLowerBound": 0.033661544479215155,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 27.166666666666668,
"waiting": 3519
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 307.23178807947016,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.10559456538349168,
"queueFactor": 1.2340530290567298,
"queueWeight": 1.2340530290567298,
"recentSuccess": 17,
"recentSuccessRate": 0.11258278145695365,
"recentTerminal": 151,
"recentWilsonLowerBound": 0.07148865387297472,
"running": 1,
"selectionWeight": 0.1303092932634268,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.166666666666668,
"waiting": 7732
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2485.846153846154,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.087292282400379,
"queueFactor": 0.9018464655395023,
"queueWeight": 0.9018464655395023,
"recentSuccess": 13,
"recentSuccessRate": 0.3333333333333333,
"recentTerminal": 39,
"recentWilsonLowerBound": 0.2063276610691516,
"running": 2,
"selectionWeight": 0.9805707018911602,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.5,
"waiting": 16158
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 532.1495327102804,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.9693384149629468,
"queueFactor": 1.1364457055876651,
"queueWeight": 1.1364457055876651,
"recentSuccess": 29,
"recentSuccessRate": 0.27102803738317754,
"recentTerminal": 107,
"recentWilsonLowerBound": 0.19583435081989597,
"running": 8,
"selectionWeight": 1.101600478945795,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.833333333333332,
"waiting": 9490
},
"MetaX_c-500": {
"available": true,
"backlogHours": 725.2421052631579,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.6061051497342242,
"queueFactor": 1.0848789762715185,
"queueWeight": 1.0848789762715185,
"recentSuccess": 22,
"recentSuccessRate": 0.23157894736842105,
"recentTerminal": 95,
"recentWilsonLowerBound": 0.15819566451338007,
"running": 4,
"selectionWeight": 0.6575507343565606,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.833333333333334,
"waiting": 11483
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2828.4,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.30351050929828255,
"queueFactor": 0.8845504756074001,
"queueWeight": 0.8845504756074001,
"recentSuccess": 11,
"recentSuccessRate": 0.2,
"recentTerminal": 55,
"recentWilsonLowerBound": 0.1155209712045974,
"running": 4,
"selectionWeight": 0.26847036535164004,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.166666666666666,
"waiting": 25927
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 4097.333333333333,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.8698762099914816,
"queueFactor": 0.8367169176325561,
"queueWeight": 0.8367169176325561,
"recentSuccess": 9,
"recentSuccessRate": 0.3333333333333333,
"recentTerminal": 27,
"recentWilsonLowerBound": 0.1864305444359335,
"running": 2,
"selectionWeight": 0.7278401411459626,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.5,
"waiting": 18438
},
"Vastai_va16": {
"available": true,
"backlogHours": 1871.4545454545455,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9410806681213406,
"queueWeight": 0.9410806681213406,
"recentSuccess": 4,
"recentSuccessRate": 0.07272727272727272,
"recentTerminal": 55,
"recentWilsonLowerBound": 0.028643596503688543,
"running": 16,
"selectionWeight": 0.047054033406067036,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 9.166666666666666,
"waiting": 17155
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1292.0,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.0636409673300253,
"queueFactor": 0.9948654929995151,
"queueWeight": 0.9948654929995151,
"recentSuccess": 31,
"recentSuccessRate": 0.27927927927927926,
"recentTerminal": 111,
"recentWilsonLowerBound": 0.20427535700815577,
"running": 6,
"selectionWeight": 1.0581796953372669,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.5,
"waiting": 23902
}
},
"queueAttemptedAt": "2026-10-18T22:44:07.967398+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-18T22:44:07.967398+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Biren_166m",
"Ascend_910-b3",
"Ascend_910-b4",
"hygon_k100-ai",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}