Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-18T17:01:27.875048+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-18T17:01:27.875048+00:00",
"frameworkAttemptedAt": "2026-10-18T12:40:45.561428+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 43343,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21738,
"successRate": 0.5015342731236878,
"wilsonLowerBound": 0.4968271251889966
},
"vllm": {
"framework": "vllm",
"modelCount": 57896,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15501,
"successRate": 0.2677387038828244,
"wilsonLowerBound": 0.26414741464736957
},
"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": 5043,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1580,
"successRate": 0.31330557208011106,
"wilsonLowerBound": 0.3006497782973864
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38206,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18194,
"successRate": 0.47620792545673457,
"wilsonLowerBound": 0.471202525603045
},
"vllm": {
"framework": "vllm",
"modelCount": 40428,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11098,
"successRate": 0.2745127139606213,
"wilsonLowerBound": 0.27018407380598886
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 13847,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5755,
"successRate": 0.4156134902867047,
"wilsonLowerBound": 0.4074293239967146
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64257,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12098,
"successRate": 0.18827520737040324,
"wilsonLowerBound": 0.18527116325048892
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 33760,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7226,
"successRate": 0.21404028436018957,
"wilsonLowerBound": 0.2096976995541605
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8232,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 115,
"successRate": 0.013969873663751214,
"wilsonLowerBound": 0.011651665591901311
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26752,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3288,
"successRate": 0.1229066985645933,
"wilsonLowerBound": 0.11902625993997691
},
"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": 16980,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6604,
"successRate": 0.3889281507656066,
"wilsonLowerBound": 0.38162129069242506
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24810,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3808,
"successRate": 0.15348649738008868,
"wilsonLowerBound": 0.14905483657347962
},
"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": 54351,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13675,
"successRate": 0.251605306250115,
"wilsonLowerBound": 0.24797475770461666
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 25086,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3178,
"successRate": 0.12668420633022404,
"wilsonLowerBound": 0.12262517165142583
},
"vllm": {
"framework": "vllm",
"modelCount": 87105,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11218644165088112,
"wilsonLowerBound": 0.11010764502263687
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 48748,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5655,
"successRate": 0.11600475916960695,
"wilsonLowerBound": 0.11319220637457254
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 50512,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3784,
"successRate": 0.07491289198606271,
"wilsonLowerBound": 0.07264930842438354
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94773,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23858,
"successRate": 0.25173836430206914,
"wilsonLowerBound": 0.24898524647532747
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 112,
"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": 269,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.0037174721189591076,
"wilsonLowerBound": 0.0006565099089014066
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 25202,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4139,
"successRate": 0.16423299738116023,
"wilsonLowerBound": 0.15971007327045078
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44244,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5714,
"successRate": 0.1291474550221499,
"wilsonLowerBound": 0.12605466472171992
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8415,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 813,
"successRate": 0.0966131907308378,
"wilsonLowerBound": 0.09048376796547958
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 35301,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7078,
"successRate": 0.20050423500750686,
"wilsonLowerBound": 0.19636023215693457
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61547,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12429,
"successRate": 0.20194323037678522,
"wilsonLowerBound": 0.19879023548054822
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17805,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5036,
"successRate": 0.28284189834316203,
"wilsonLowerBound": 0.27627376346219423
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16025,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3867,
"successRate": 0.24131045241809673,
"wilsonLowerBound": 0.2347480887179905
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 69217,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19038,
"successRate": 0.27504803733186933,
"wilsonLowerBound": 0.27173392932361323
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1466,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 867,
"successRate": 0.5914051841746248,
"wilsonLowerBound": 0.5660341493926214
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48566,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.44743236008730386,
"wilsonLowerBound": 0.4430144099519477
},
"vllm": {
"framework": "vllm",
"modelCount": 40809,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5112,
"successRate": 0.12526648533411747,
"wilsonLowerBound": 0.12209002686885441
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1189,
"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": 7679,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3374,
"successRate": 0.43938012762078393,
"wilsonLowerBound": 0.4283122733667606
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7429,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.03297886660384978,
"wilsonLowerBound": 0.029153181447422398
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19305,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5553,
"successRate": 0.28764568764568765,
"wilsonLowerBound": 0.28130288480295373
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28917,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14804,
"successRate": 0.5119479890721721,
"wilsonLowerBound": 0.506185418939555
},
"vllm": {
"framework": "vllm",
"modelCount": 68154,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7347,
"successRate": 0.10779998239281627,
"wilsonLowerBound": 0.10549368486704223
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14126,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2487,
"successRate": 0.17605833215347585,
"wilsonLowerBound": 0.16986572511788003
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-18T17:01:27.875048+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1191.6521739130435,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.4501613925990275,
"queueFactor": 1.0204927176607514,
"queueWeight": 1.0204927176607514,
"recentSuccess": 54,
"recentSuccessRate": 0.391304347826087,
"recentTerminal": 138,
"recentWilsonLowerBound": 0.31387651870164174,
"running": 9,
"selectionWeight": 2.500371858240833,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.0,
"waiting": 27408
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1588.05,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9774683645956604,
"queueWeight": 0.9774683645956604,
"recentSuccess": 48,
"recentSuccessRate": 0.4,
"recentTerminal": 120,
"recentWilsonLowerBound": 0.31676265239401125,
"running": 8,
"selectionWeight": 2.4436709114891513,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.0,
"waiting": 31761
},
"Biren_166m": {
"available": true,
"backlogHours": 137.34653465346537,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.06679321899949592,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 19,
"recentSuccessRate": 0.09405940594059406,
"recentTerminal": 202,
"recentWilsonLowerBound": 0.06104352320303876,
"running": 8,
"selectionWeight": 0.0868311846993447,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 33.666666666666664,
"waiting": 4624
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1694.3809523809523,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.6848066179507459,
"queueFactor": 0.9680118576875164,
"queueWeight": 0.9680118576875164,
"recentSuccess": 17,
"recentSuccessRate": 0.2698412698412698,
"recentTerminal": 63,
"recentWilsonLowerBound": 0.17583701687980416,
"running": 7,
"selectionWeight": 0.662900926399207,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.5,
"waiting": 17791
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 444.6818181818182,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.32514617678299507,
"queueFactor": 1.1831094695051638,
"queueWeight": 1.1831094695051638,
"recentSuccess": 24,
"recentSuccessRate": 0.18181818181818182,
"recentTerminal": 132,
"recentWilsonLowerBound": 0.12533423590114975,
"running": 7,
"selectionWeight": 0.3846835207253615,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.0,
"waiting": 9783
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 121.41573033707864,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 13,
"recentSuccessRate": 0.07303370786516854,
"recentTerminal": 178,
"recentWilsonLowerBound": 0.043174612835219436,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 29.666666666666668,
"waiting": 3602
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 285.6666666666667,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.22849489465307624,
"queueFactor": 1.2643095000644415,
"queueWeight": 1.2643095000644415,
"recentSuccess": 25,
"recentSuccessRate": 0.15432098765432098,
"recentTerminal": 162,
"recentWilsonLowerBound": 0.1067658535481554,
"running": 3,
"selectionWeight": 0.28888826602610806,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.0,
"waiting": 7713
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2528.5263157894738,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.636044445972117,
"queueFactor": 0.9115955881198866,
"queueWeight": 0.9115955881198866,
"recentSuccess": 11,
"recentSuccessRate": 0.2894736842105263,
"recentTerminal": 38,
"recentWilsonLowerBound": 0.1700310626365613,
"running": 3,
"selectionWeight": 0.5798153107963394,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.333333333333333,
"waiting": 16014
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 450.3779527559055,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.587106932204394,
"queueFactor": 1.1808528115562016,
"queueWeight": 1.1808528115562016,
"recentSuccess": 29,
"recentSuccessRate": 0.2283464566929134,
"recentTerminal": 127,
"recentWilsonLowerBound": 0.1639546004005844,
"running": 8,
"selectionWeight": 0.693286871577695,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.166666666666668,
"waiting": 9533
},
"MetaX_c-500": {
"available": true,
"backlogHours": 730.9787234042553,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.1687505182782474,
"queueFactor": 1.0981119707710894,
"queueWeight": 1.0981119707710894,
"recentSuccess": 29,
"recentSuccessRate": 0.30851063829787234,
"recentTerminal": 94,
"recentWilsonLowerBound": 0.2241995789114178,
"running": 5,
"selectionWeight": 1.2834189349662584,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.666666666666666,
"waiting": 11452
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2358.7272727272725,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.3570314549016246,
"queueFactor": 0.9211506800171543,
"queueWeight": 0.9211506800171543,
"recentSuccess": 14,
"recentSuccessRate": 0.21212121212121213,
"recentTerminal": 66,
"recentWilsonLowerBound": 0.13077866875683972,
"running": 4,
"selectionWeight": 0.3288797674701454,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.0,
"waiting": 25946
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2910.947368421053,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.8200097166777421,
"queueFactor": 0.8925389617904441,
"queueWeight": 0.8925389617904441,
"recentSuccess": 12,
"recentSuccessRate": 0.3157894736842105,
"recentTerminal": 38,
"recentWilsonLowerBound": 0.1908442002366664,
"running": 2,
"selectionWeight": 0.7318906211816282,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.333333333333333,
"waiting": 18436
},
"Vastai_va16": {
"available": true,
"backlogHours": 1730.4827586206898,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9649554089225344,
"queueWeight": 0.9649554089225344,
"recentSuccess": 2,
"recentSuccessRate": 0.034482758620689655,
"recentTerminal": 58,
"recentWilsonLowerBound": 0.009507728866485682,
"running": 16,
"selectionWeight": 0.04824777044612672,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 9.666666666666666,
"waiting": 16728
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1536.774193548387,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.5020809961518045,
"queueFactor": 0.9822924985385014,
"queueWeight": 0.9822924985385014,
"recentSuccess": 21,
"recentSuccessRate": 0.22580645161290322,
"recentTerminal": 93,
"recentWilsonLowerBound": 0.15270042020646624,
"running": 6,
"selectionWeight": 0.49319039617865573,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.5,
"waiting": 23820
}
},
"queueAttemptedAt": "2026-10-18T17:01:27.875048+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-18T17:01:27.875048+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
}