Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-16T10:13:58.146465+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-16T10:13:58.146465+00:00",
"frameworkAttemptedAt": "2026-10-16T04:26:52.157172+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 42903,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21440,
"successRate": 0.4997319534764469,
"wilsonLowerBound": 0.495000870807833
},
"vllm": {
"framework": "vllm",
"modelCount": 57494,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15452,
"successRate": 0.26875847914565,
"wilsonLowerBound": 0.26515028313314015
},
"vllm_0.23.0": {
"framework": "vllm_0.23.0",
"modelCount": 0,
"officialConfigError": "framework_mismatch",
"officialConfigValid": false,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 4778,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1476,
"successRate": 0.308915864378401,
"wilsonLowerBound": 0.2959723141965461
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 37751,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17894,
"successRate": 0.4740006887234775,
"wilsonLowerBound": 0.46896656697359357
},
"vllm": {
"framework": "vllm",
"modelCount": 40224,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11071,
"successRate": 0.27523369132856007,
"wilsonLowerBound": 0.270890522411544
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 13424,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5587,
"successRate": 0.4161948748510131,
"wilsonLowerBound": 0.4078813272071189
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64234,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12098,
"successRate": 0.1883426222872622,
"wilsonLowerBound": 0.18533762410876714
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 32420,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6943,
"successRate": 0.21415792720542876,
"wilsonLowerBound": 0.20972628422078773
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8107,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 113,
"successRate": 0.013938571604785987,
"wilsonLowerBound": 0.011606989988207363
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26709,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3286,
"successRate": 0.12302969036654311,
"wilsonLowerBound": 0.1191444621656153
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16514,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10148964514957007,
"wilsonLowerBound": 0.09697615986843272
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 16475,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6451,
"successRate": 0.3915629742033384,
"wilsonLowerBound": 0.38413572126065854
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24796,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3808,
"successRate": 0.15357315696080012,
"wilsonLowerBound": 0.14913921062305188
},
"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": 53451,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13458,
"successRate": 0.25178200594937417,
"wilsonLowerBound": 0.24812029985850417
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24903,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3163,
"successRate": 0.12701280970164236,
"wilsonLowerBound": 0.12293447279597465
},
"vllm": {
"framework": "vllm",
"modelCount": 87060,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11224442912933609,
"wilsonLowerBound": 0.11016462396694761
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 47812,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5620,
"successRate": 0.11754371287542877,
"wilsonLowerBound": 0.11468747798021829
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 49214,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3744,
"successRate": 0.07607591335798757,
"wilsonLowerBound": 0.0737665005419104
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94491,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23729,
"successRate": 0.2511244457144067,
"wilsonLowerBound": 0.24836950548525452
},
"transformers": {
"framework": "transformers",
"modelCount": 5617,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 588,
"successRate": 0.10468221470535874,
"wilsonLowerBound": 0.09694432873350477
},
"vllm": {
"framework": "vllm",
"modelCount": 112889,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16536,
"successRate": 0.14648017078723347,
"wilsonLowerBound": 0.14442954615051617
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 207,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.004830917874396135,
"wilsonLowerBound": 0.0008532632907628136
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 24674,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4086,
"successRate": 0.16559941638972198,
"wilsonLowerBound": 0.16101330383724988
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43931,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5698,
"successRate": 0.1297033985113018,
"wilsonLowerBound": 0.12659393773958838
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8320,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 799,
"successRate": 0.09603365384615385,
"wilsonLowerBound": 0.0898876623888574
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34927,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6960,
"successRate": 0.19927276891802903,
"wilsonLowerBound": 0.19511663954743103
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61533,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12428,
"successRate": 0.20197292509710238,
"wilsonLowerBound": 0.19881939764124731
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17051,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4814,
"successRate": 0.28232948214180986,
"wilsonLowerBound": 0.2756225949697207
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15796,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3814,
"successRate": 0.24145353253988353,
"wilsonLowerBound": 0.23484284700724822
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 68750,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18919,
"successRate": 0.27518545454545457,
"wilsonLowerBound": 0.2718596276982202
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1243,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 748,
"successRate": 0.6017699115044248,
"wilsonLowerBound": 0.57428184861905
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48503,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.44801352493660185,
"wilsonLowerBound": 0.4435921197334248
},
"vllm": {
"framework": "vllm",
"modelCount": 40405,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4988,
"successRate": 0.12345006806088356,
"wilsonLowerBound": 0.12027827554016415
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1143,
"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": 10101,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 764,
"successRate": 0.07563607563607563,
"wilsonLowerBound": 0.070639306888646
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7536,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3310,
"successRate": 0.43922505307855625,
"wilsonLowerBound": 0.4280535306969776
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7426,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.032992189604093725,
"wilsonLowerBound": 0.029164980749832297
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18872,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5486,
"successRate": 0.2906952098346757,
"wilsonLowerBound": 0.284259706898735
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28717,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14697,
"successRate": 0.5117874429780269,
"wilsonLowerBound": 0.5060048154419512
},
"vllm": {
"framework": "vllm",
"modelCount": 67844,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7304,
"successRate": 0.10765874653617122,
"wilsonLowerBound": 0.10534858879370851
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13938,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2404,
"successRate": 0.1724781173769551,
"wilsonLowerBound": 0.16629648474113173
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-16T10:13:58.146465+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1000.491017964072,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9953626192903113,
"queueWeight": 0.9953626192903113,
"recentSuccess": 58,
"recentSuccessRate": 0.3473053892215569,
"recentTerminal": 167,
"recentWilsonLowerBound": 0.27926104789343353,
"running": 8,
"selectionWeight": 2.4884065482257784,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.833333333333332,
"waiting": 27847
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1212.4615384615386,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.8993920120656789,
"queueFactor": 0.9670815776829709,
"queueWeight": 0.9670815776829709,
"recentSuccess": 49,
"recentSuccessRate": 0.3141025641025641,
"recentTerminal": 156,
"recentWilsonLowerBound": 0.24647424473527466,
"running": 8,
"selectionWeight": 1.8368670236669091,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.0,
"waiting": 31524
},
"Biren_166m": {
"available": true,
"backlogHours": 145.94202898550725,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3328660453912464,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 32,
"recentSuccessRate": 0.15458937198067632,
"recentTerminal": 207,
"recentWilsonLowerBound": 0.1116807475504236,
"running": 7,
"selectionWeight": 0.4327258590086204,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 34.5,
"waiting": 5035
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1190.8275862068965,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.7713945548032198,
"queueFactor": 0.9696968234336135,
"queueWeight": 0.9696968234336135,
"recentSuccess": 21,
"recentSuccessRate": 0.2413793103448276,
"recentTerminal": 87,
"recentWilsonLowerBound": 0.1636404322399915,
"running": 6,
"selectionWeight": 0.7480188494066687,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.5,
"waiting": 17267
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 384.4551724137931,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3869911826295299,
"queueFactor": 1.1489111645503511,
"queueWeight": 1.1489111645503511,
"recentSuccess": 25,
"recentSuccessRate": 0.1724137931034483,
"recentTerminal": 145,
"recentWilsonLowerBound": 0.11959690383831326,
"running": 7,
"selectionWeight": 0.44461849030561085,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.166666666666668,
"waiting": 9291
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 64.98371335504886,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 7,
"recentSuccessRate": 0.02280130293159609,
"recentTerminal": 307,
"recentWilsonLowerBound": 0.01108777072696611,
"running": 20,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 51.166666666666664,
"waiting": 3325
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 212.34905660377356,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.5267702088238096,
"queueFactor": 1.2559020101823692,
"queueWeight": 1.2559020101823692,
"recentSuccess": 39,
"recentSuccessRate": 0.18396226415094338,
"recentTerminal": 212,
"recentWilsonLowerBound": 0.13759185493959497,
"running": 46,
"selectionWeight": 0.6615717641660089,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 35.333333333333336,
"waiting": 7503
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2407.5,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.499213151915932,
"queueFactor": 0.8725259686927266,
"queueWeight": 0.8725259686927266,
"recentSuccess": 14,
"recentSuccessRate": 0.35,
"recentTerminal": 40,
"recentWilsonLowerBound": 0.22134333171049148,
"running": 1,
"selectionWeight": 1.3081024076523244,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.666666666666667,
"waiting": 16050
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 322.95180722891564,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.38526960612675243,
"queueFactor": 1.1793498280856096,
"queueWeight": 1.1793498280856096,
"recentSuccess": 28,
"recentSuccessRate": 0.1686746987951807,
"recentTerminal": 166,
"recentWilsonLowerBound": 0.1193547728835678,
"running": 6,
"selectionWeight": 0.454367643752196,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.666666666666668,
"waiting": 8935
},
"MetaX_c-500": {
"available": true,
"backlogHours": 555.9,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.447130916868109,
"queueFactor": 1.0870857549798587,
"queueWeight": 1.0870857549798587,
"recentSuccess": 35,
"recentSuccessRate": 0.2916666666666667,
"recentTerminal": 120,
"recentWilsonLowerBound": 0.21781442705981954,
"running": 3,
"selectionWeight": 1.5731554053182635,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.0,
"waiting": 11118
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2826.981818181818,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.2369917060205768,
"queueFactor": 0.8517553177136832,
"queueWeight": 0.8517553177136832,
"recentSuccess": 17,
"recentSuccessRate": 0.3090909090909091,
"recentTerminal": 55,
"recentWilsonLowerBound": 0.20282124520577244,
"running": 4,
"selectionWeight": 1.0536142635707475,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.166666666666666,
"waiting": 25914
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 939.4358974358975,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 1.0048083450120682,
"queueWeight": 1.0048083450120682,
"recentSuccess": 10,
"recentSuccessRate": 0.08547008547008547,
"recentTerminal": 117,
"recentWilsonLowerBound": 0.04708697489506693,
"running": 2,
"selectionWeight": 0.05024041725060341,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 19.5,
"waiting": 18319
},
"Vastai_va16": {
"available": true,
"backlogHours": 1403.4084507042253,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9460970598661267,
"queueWeight": 0.9460970598661267,
"recentSuccess": 5,
"recentSuccessRate": 0.07042253521126761,
"recentTerminal": 71,
"recentWilsonLowerBound": 0.030453153406264533,
"running": 16,
"selectionWeight": 0.047304852993306334,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 11.833333333333334,
"waiting": 16607
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1267.9811320754716,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.519248808427466,
"queueFactor": 0.9606084161180913,
"queueWeight": 0.9606084161180913,
"recentSuccess": 32,
"recentSuccessRate": 0.3018867924528302,
"recentTerminal": 106,
"recentWilsonLowerBound": 0.22268303619470342,
"running": 4,
"selectionWeight": 1.4594031915528056,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.666666666666668,
"waiting": 22401
}
},
"queueAttemptedAt": "2026-10-16T10:13:58.146465+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-16T10:13:58.146465+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
}