Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-19T19:20:33.557854+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-19T19:20:33.557854+00:00",
"frameworkAttemptedAt": "2026-10-19T14:14:08.450933+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 43499,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21839,
"successRate": 0.5020575185636451,
"wilsonLowerBound": 0.49735878975760417
},
"vllm": {
"framework": "vllm",
"modelCount": 58023,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15513,
"successRate": 0.2673594953725247,
"wilsonLowerBound": 0.263773766681591
},
"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": 5146,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1631,
"successRate": 0.31694520015546057,
"wilsonLowerBound": 0.30437296647791007
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38426,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18340,
"successRate": 0.47728100765106957,
"wilsonLowerBound": 0.4722893420057006
},
"vllm": {
"framework": "vllm",
"modelCount": 40509,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11101,
"successRate": 0.2740378681280703,
"wilsonLowerBound": 0.26971592032341624
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14038,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5824,
"successRate": 0.41487391366291493,
"wilsonLowerBound": 0.406747746939637
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64264,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12098,
"successRate": 0.18825469936511888,
"wilsonLowerBound": 0.18525094549360915
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 34353,
"officialConfigError": "malformed_command_argv",
"officialConfigValid": false,
"successCount": 7342,
"successRate": 0.21372223677699181,
"wilsonLowerBound": 0.20941939609900143
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8300,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 115,
"successRate": 0.013855421686746987,
"wilsonLowerBound": 0.011556105070564138
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26769,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3288,
"successRate": 0.12282864507452651,
"wilsonLowerBound": 0.11895050672083039
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16520,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10145278450363196,
"wilsonLowerBound": 0.09694085230477067
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 17233,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6677,
"successRate": 0.3874543027911565,
"wilsonLowerBound": 0.38020645782039325
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24817,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3808,
"successRate": 0.15344320425514768,
"wilsonLowerBound": 0.14901268534306283
},
"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": 54786,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13790,
"successRate": 0.2517066403825795,
"wilsonLowerBound": 0.24808997093290183
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 25185,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3215,
"successRate": 0.12765535040698828,
"wilsonLowerBound": 0.12359062358624283
},
"vllm": {
"framework": "vllm",
"modelCount": 87120,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11216712580348943,
"wilsonLowerBound": 0.11008866513739408
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 48990,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5666,
"successRate": 0.11565625637885282,
"wilsonLowerBound": 0.11285431587118507
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 51139,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3790,
"successRate": 0.07411173468390074,
"wilsonLowerBound": 0.07187318335710455
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94885,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23907,
"successRate": 0.251957632924066,
"wilsonLowerBound": 0.2492053280257805
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 143,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5666,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 590,
"successRate": 0.10412989763501589,
"wilsonLowerBound": 0.09644334486767916
},
"vllm": {
"framework": "vllm",
"modelCount": 112908,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16539,
"successRate": 0.14648209161441172,
"wilsonLowerBound": 0.14443162724436873
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 302,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.0033112582781456954,
"wilsonLowerBound": 0.0005847426840939249
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 25385,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4153,
"successRate": 0.16360055150679534,
"wilsonLowerBound": 0.1591009320610104
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44293,
"officialConfigError": "malformed_command_argv",
"officialConfigValid": false,
"successCount": 5721,
"successRate": 0.12916262163321518,
"wilsonLowerBound": 0.1260713672948631
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8459,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 814,
"successRate": 0.09622886866059818,
"wilsonLowerBound": 0.09012629711640216
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 35472,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7124,
"successRate": 0.2008344609833108,
"wilsonLowerBound": 0.19669777606498962
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61555,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12430,
"successRate": 0.2019332304443181,
"wilsonLowerBound": 0.19878049850180526
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18095,
"officialConfigError": "malformed_command_argv",
"officialConfigValid": false,
"successCount": 5124,
"successRate": 0.2831721470019342,
"wilsonLowerBound": 0.2766540872265956
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16128,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3899,
"successRate": 0.2417534722222222,
"wilsonLowerBound": 0.23520766348298355
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 69406,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19087,
"successRate": 0.27500504279168947,
"wilsonLowerBound": 0.27169559654759934
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1575,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 935,
"successRate": 0.5936507936507937,
"wilsonLowerBound": 0.5691947200689467
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48591,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.4472021567780042,
"wilsonLowerBound": 0.4427855771941597
},
"vllm": {
"framework": "vllm",
"modelCount": 40986,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5164,
"successRate": 0.12599424193627093,
"wilsonLowerBound": 0.1228165487483543
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1215,
"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": 10113,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 765,
"successRate": 0.07564520913675467,
"wilsonLowerBound": 0.07065102319044637
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7747,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3409,
"successRate": 0.4400413063121208,
"wilsonLowerBound": 0.4290198624358576
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7431,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.03296999058000269,
"wilsonLowerBound": 0.02914532054852906
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19495,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5574,
"successRate": 0.28591946652987943,
"wilsonLowerBound": 0.27961919872974084
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 29009,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14849,
"successRate": 0.5118756248060946,
"wilsonLowerBound": 0.5061221907667223
},
"vllm": {
"framework": "vllm",
"modelCount": 68312,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7373,
"successRate": 0.10793125658742242,
"wilsonLowerBound": 0.10562635065142881
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14220,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2516,
"successRate": 0.1769338959212377,
"wilsonLowerBound": 0.17074905666537285
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-19T19:33:04.167970+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1464.9310344827586,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.3836996608411747,
"queueFactor": 0.980171898203858,
"queueWeight": 0.980171898203858,
"recentSuccess": 41,
"recentSuccessRate": 0.35344827586206895,
"recentTerminal": 116,
"recentWilsonLowerBound": 0.27242847468283177,
"running": 8,
"selectionWeight": 2.3364354213145866,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.333333333333332,
"waiting": 28322
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1350.5915492957745,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9921931394208782,
"queueWeight": 0.9921931394208782,
"recentSuccess": 50,
"recentSuccessRate": 0.352112676056338,
"recentTerminal": 142,
"recentWilsonLowerBound": 0.2783917433242715,
"running": 8,
"selectionWeight": 2.4804828485521955,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.666666666666668,
"waiting": 31964
},
"Biren_166m": {
"available": true,
"backlogHours": 152.05524861878453,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.35020319099082464,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 29,
"recentSuccessRate": 0.16022099447513813,
"recentTerminal": 181,
"recentWilsonLowerBound": 0.1139324143797873,
"running": 8,
"selectionWeight": 0.45526414828807205,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 30.166666666666668,
"waiting": 4587
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1213.0786516853932,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5610128297023795,
"queueFactor": 1.0083039765704012,
"queueWeight": 1.0083039765704012,
"recentSuccess": 19,
"recentSuccessRate": 0.21348314606741572,
"recentTerminal": 89,
"recentWilsonLowerBound": 0.14114687024752387,
"running": 7,
"selectionWeight": 0.5656714670959225,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 14.833333333333334,
"waiting": 17994
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 487.0327868852459,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.31579656433818337,
"queueFactor": 1.156221641894146,
"queueWeight": 1.156221641894146,
"recentSuccess": 20,
"recentSuccessRate": 0.16393442622950818,
"recentTerminal": 122,
"recentWilsonLowerBound": 0.10870072431592571,
"running": 7,
"selectionWeight": 0.3651308221236247,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 20.333333333333332,
"waiting": 9903
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 67.459940652819,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 12,
"recentSuccessRate": 0.03560830860534125,
"recentTerminal": 337,
"recentWilsonLowerBound": 0.02048454377648113,
"running": 23,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 56.166666666666664,
"waiting": 3789
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 233.15942028985506,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.12464437025700965,
"queueFactor": 1.291299190959491,
"queueWeight": 1.291299190959491,
"recentSuccess": 22,
"recentSuccessRate": 0.10628019323671498,
"recentTerminal": 207,
"recentWilsonLowerBound": 0.07123880900952527,
"running": 2,
"selectionWeight": 0.1609531744705318,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 34.5,
"waiting": 8044
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2632.8648648648646,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.8990741390862657,
"queueFactor": 0.897657241237708,
"queueWeight": 0.897657241237708,
"recentSuccess": 11,
"recentSuccessRate": 0.2972972972972973,
"recentTerminal": 37,
"recentWilsonLowerBound": 0.174893023464082,
"running": 2,
"selectionWeight": 0.8070604113603446,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.166666666666667,
"waiting": 16236
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 778.7027027027027,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.44369341126471623,
"queueFactor": 1.077628507474703,
"queueWeight": 1.077628507474703,
"recentSuccess": 15,
"recentSuccessRate": 0.20270270270270271,
"recentTerminal": 74,
"recentWilsonLowerBound": 0.1268696381027667,
"running": 8,
"selectionWeight": 0.4781366685575557,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 12.333333333333334,
"waiting": 9604
},
"MetaX_c-500": {
"available": true,
"backlogHours": 909.1168831168831,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.244021276860116,
"queueFactor": 1.0528872473065765,
"queueWeight": 1.0528872473065765,
"recentSuccess": 28,
"recentSuccessRate": 0.36363636363636365,
"recentTerminal": 77,
"recentWilsonLowerBound": 0.2650527059308982,
"running": 4,
"selectionWeight": 2.3627013850906367,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.833333333333334,
"waiting": 11667
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2342.7761194029854,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.23060203954098085,
"queueFactor": 0.9135139961917228,
"queueWeight": 0.9135139961917228,
"recentSuccess": 11,
"recentSuccessRate": 0.16417910447761194,
"recentTerminal": 67,
"recentWilsonLowerBound": 0.0942251563376206,
"running": 4,
"selectionWeight": 0.2106581906710431,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 11.166666666666666,
"waiting": 26161
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2272.5306122448983,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.12358646366544856,
"queueFactor": 0.9176949939781133,
"queueWeight": 0.9176949939781133,
"recentSuccess": 7,
"recentSuccessRate": 0.14285714285714285,
"recentTerminal": 49,
"recentWilsonLowerBound": 0.07096333720544586,
"running": 2,
"selectionWeight": 0.11341467902924013,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 8.166666666666666,
"waiting": 18559
},
"Vastai_va16": {
"available": true,
"backlogHours": 1552.5428571428572,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05542934605372597,
"queueFactor": 0.971668859168582,
"queueWeight": 0.971668859168582,
"recentSuccess": 7,
"recentSuccessRate": 0.1,
"recentTerminal": 70,
"recentWilsonLowerBound": 0.04928867510614623,
"running": 16,
"selectionWeight": 0.05385896944448446,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 11.666666666666666,
"waiting": 18113
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1528.9894736842105,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.8131510369578977,
"queueFactor": 0.9738995151563049,
"queueWeight": 0.9738995151563049,
"recentSuccess": 23,
"recentSuccessRate": 0.24210526315789474,
"recentTerminal": 95,
"recentWilsonLowerBound": 0.16708723217598367,
"running": 6,
"selectionWeight": 0.7919274006421432,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.833333333333334,
"waiting": 24209
}
},
"queueAttemptedAt": "2026-10-19T19:27:49.060329+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-19T19:27:49.060329+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
}