Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-18T20:32:05.465951+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-18T20:32:05.465951+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": "2026-10-18T20:32:05.465951+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1267.0992366412215,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 1.0103354293915063,
"queueWeight": 1.0103354293915063,
"recentSuccess": 48,
"recentSuccessRate": 0.366412213740458,
"recentTerminal": 131,
"recentWilsonLowerBound": 0.2888025121130491,
"running": 8,
"selectionWeight": 2.525838573478766,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.833333333333332,
"waiting": 27665
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1446.909090909091,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.456455592765262,
"queueFactor": 0.9904236227768513,
"queueWeight": 0.9904236227768513,
"recentSuccess": 48,
"recentSuccessRate": 0.36363636363636365,
"recentTerminal": 132,
"recentWilsonLowerBound": 0.28650505488913514,
"running": 8,
"selectionWeight": 2.4329316473770284,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.0,
"waiting": 31832
},
"Biren_166m": {
"available": true,
"backlogHours": 138.17999999999998,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.21390194451353262,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 27,
"recentSuccessRate": 0.135,
"recentTerminal": 200,
"recentWilsonLowerBound": 0.09446507976920289,
"running": 8,
"selectionWeight": 0.2780725278675924,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 33.333333333333336,
"waiting": 4606
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1553.5652173913043,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.6808688044245338,
"queueFactor": 0.9799135288242209,
"queueWeight": 0.9799135288242209,
"recentSuccess": 17,
"recentSuccessRate": 0.2463768115942029,
"recentTerminal": 69,
"recentWilsonLowerBound": 0.1598964745113261,
"running": 7,
"selectionWeight": 0.6671925528099732,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.5,
"waiting": 17866
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 474.14516129032256,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3204554459145009,
"queueFactor": 1.170847892618241,
"queueWeight": 1.170847892618241,
"recentSuccess": 21,
"recentSuccessRate": 0.1693548387096774,
"recentTerminal": 124,
"recentWilsonLowerBound": 0.11351887518815744,
"running": 7,
"selectionWeight": 0.3752045835270321,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.666666666666668,
"waiting": 9799
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 112.9468085106383,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.06014018698952843,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 16,
"recentSuccessRate": 0.0851063829787234,
"recentTerminal": 188,
"recentWilsonLowerBound": 0.0530632739205701,
"running": 24,
"selectionWeight": 0.07818224308638697,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 31.333333333333332,
"waiting": 3539
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 197.69230769230768,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.09845960806302222,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 23,
"recentSuccessRate": 0.09829059829059829,
"recentTerminal": 234,
"recentWilsonLowerBound": 0.06639099708686294,
"running": 7,
"selectionWeight": 0.12799749048192888,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 39.0,
"waiting": 7710
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2250.139534883721,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.94981768831107,
"queueFactor": 0.9269488276095061,
"queueWeight": 0.9269488276095061,
"recentSuccess": 13,
"recentSuccessRate": 0.3023255813953488,
"recentTerminal": 43,
"recentWilsonLowerBound": 0.18601827946182875,
"running": 2,
"selectionWeight": 0.8804323926227177,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.166666666666667,
"waiting": 16126
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 439.3384615384615,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.7462317574984283,
"queueFactor": 1.184315172911576,
"queueWeight": 1.184315172911576,
"recentSuccess": 30,
"recentSuccessRate": 0.23076923076923078,
"recentTerminal": 130,
"recentWilsonLowerBound": 0.166699568283682,
"running": 8,
"selectionWeight": 0.8837735929138604,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.666666666666668,
"waiting": 9519
},
"MetaX_c-500": {
"available": true,
"backlogHours": 726.378947368421,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.5861555248150736,
"queueFactor": 1.0982790256461459,
"queueWeight": 1.0982790256461459,
"recentSuccess": 21,
"recentSuccessRate": 0.22105263157894736,
"recentTerminal": 95,
"recentWilsonLowerBound": 0.14937242983925722,
"running": 4,
"selectionWeight": 0.6437623186710043,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.833333333333334,
"waiting": 11501
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2393.5384615384614,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.22782092999203485,
"queueFactor": 0.9183983936892826,
"queueWeight": 0.9183983936892826,
"recentSuccess": 11,
"recentSuccessRate": 0.16923076923076924,
"recentTerminal": 65,
"recentWilsonLowerBound": 0.09721118666132768,
"running": 4,
"selectionWeight": 0.2092303761534833,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.833333333333334,
"waiting": 25930
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3255.3529411764703,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.0103301191652534,
"queueFactor": 0.8769957017937461,
"queueWeight": 0.8769957017937461,
"recentSuccess": 11,
"recentSuccessRate": 0.3235294117647059,
"recentTerminal": 34,
"recentWilsonLowerBound": 0.19131451326458573,
"running": 2,
"selectionWeight": 0.8860551719006905,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.666666666666667,
"waiting": 18447
},
"Vastai_va16": {
"available": true,
"backlogHours": 1801.0526315789473,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9584251828742152,
"queueWeight": 0.9584251828742152,
"recentSuccess": 5,
"recentSuccessRate": 0.08771929824561403,
"recentTerminal": 57,
"recentWilsonLowerBound": 0.0380511107666383,
"running": 16,
"selectionWeight": 0.04792125914371076,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 9.5,
"waiting": 17110
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1448.4848484848485,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.3912688344784365,
"queueFactor": 0.9902619307601835,
"queueWeight": 0.9902619307601835,
"recentSuccess": 30,
"recentSuccessRate": 0.30303030303030304,
"recentTerminal": 99,
"recentWilsonLowerBound": 0.22126156934946595,
"running": 6,
"selectionWeight": 1.3777205622370867,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.5,
"waiting": 23900
}
},
"queueAttemptedAt": "2026-10-18T20:32:05.465951+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-18T20:32:05.465951+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
}