Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-08T12:21:05.881741+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-08T12:21:05.881741+00:00",
"frameworkAttemptedAt": "2026-10-08T11:03:42.065951+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 41574,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20527,
"successRate": 0.4937460913070669,
"wilsonLowerBound": 0.4889409195855823
},
"vllm": {
"framework": "vllm",
"modelCount": 55676,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15245,
"successRate": 0.2738163661182556,
"wilsonLowerBound": 0.27012803223963383
},
"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": 4059,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1225,
"successRate": 0.30179847253017983,
"wilsonLowerBound": 0.28786933926274555
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 36324,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16947,
"successRate": 0.46655104063429137,
"wilsonLowerBound": 0.46142440026600734
},
"vllm": {
"framework": "vllm",
"modelCount": 39459,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10965,
"successRate": 0.27788337261461266,
"wilsonLowerBound": 0.2734852008943802
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12201,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5134,
"successRate": 0.4207851815424965,
"wilsonLowerBound": 0.4120513717266989
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64207,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.18839067391405923,
"wilsonLowerBound": 0.1853847488346497
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 28072,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6101,
"successRate": 0.21733399829011113,
"wilsonLowerBound": 0.21254813759764477
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7545,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 102,
"successRate": 0.013518886679920477,
"wilsonLowerBound": 0.011149581354663483
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26565,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3266,
"successRate": 0.12294372294372294,
"wilsonLowerBound": 0.11904932412469255
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16502,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10156344685492667,
"wilsonLowerBound": 0.09704685221513341
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 14914,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5941,
"successRate": 0.39835054311385276,
"wilsonLowerBound": 0.39052056614125435
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24661,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3805,
"successRate": 0.15429220226268198,
"wilsonLowerBound": 0.1498375681080894
},
"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": 50378,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12652,
"successRate": 0.2511413712334749,
"wilsonLowerBound": 0.24737344909250936
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23796,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3121,
"successRate": 0.13115649689023365,
"wilsonLowerBound": 0.12692683034942137
},
"vllm": {
"framework": "vllm",
"modelCount": 86936,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9769,
"successRate": 0.1123700193245606,
"wilsonLowerBound": 0.11028771306775191
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 45493,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5488,
"successRate": 0.12063394368364364,
"wilsonLowerBound": 0.11767295391584597
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44989,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3638,
"successRate": 0.08086421125163928,
"wilsonLowerBound": 0.078380603503097
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 92029,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22877,
"successRate": 0.2485846852622543,
"wilsonLowerBound": 0.24580286140617635
},
"transformers": {
"framework": "transformers",
"modelCount": 5482,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 581,
"successRate": 0.10598321780372127,
"wilsonLowerBound": 0.09810881473398107
},
"vllm": {
"framework": "vllm",
"modelCount": 112834,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16530,
"successRate": 0.1464983958735842,
"wilsonLowerBound": 0.14444716752005016
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 22556,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3919,
"successRate": 0.17374534491931193,
"wilsonLowerBound": 0.1688563256641268
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43547,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5661,
"successRate": 0.12999747399361608,
"wilsonLowerBound": 0.1268714094709786
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7841,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 727,
"successRate": 0.09271776559112357,
"wilsonLowerBound": 0.0864958621099729
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 33810,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6603,
"successRate": 0.19529724933451642,
"wilsonLowerBound": 0.1911062588110629
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61457,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12417,
"successRate": 0.20204370535496363,
"wilsonLowerBound": 0.19888782046104495
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14184,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4059,
"successRate": 0.28616751269035534,
"wilsonLowerBound": 0.2787880415245842
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15086,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3700,
"successRate": 0.24526050642980246,
"wilsonLowerBound": 0.2384602807657586
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 66725,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18395,
"successRate": 0.2756837766953915,
"wilsonLowerBound": 0.272306125139823
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 736,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 450,
"successRate": 0.6114130434782609,
"wilsonLowerBound": 0.5757062415276025
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48097,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21487,
"successRate": 0.44674304010645155,
"wilsonLowerBound": 0.4423043348310613
},
"vllm": {
"framework": "vllm",
"modelCount": 39213,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4577,
"successRate": 0.11672149542243644,
"wilsonLowerBound": 0.11358089107656695
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1010,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6286,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030544066178810055,
"wilsonLowerBound": 0.02656844784963345
},
"vllm": {
"framework": "vllm",
"modelCount": 10073,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 756,
"successRate": 0.07505211952744961,
"wilsonLowerBound": 0.07006718147500551
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7055,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3087,
"successRate": 0.43756201275691,
"wilsonLowerBound": 0.4260229291211305
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7410,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 244,
"successRate": 0.03292847503373819,
"wilsonLowerBound": 0.029101202270226396
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 16691,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4967,
"successRate": 0.2975855251333054,
"wilsonLowerBound": 0.29069660906173556
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27940,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14237,
"successRate": 0.5095561918396564,
"wilsonLowerBound": 0.503693446561318
},
"vllm": {
"framework": "vllm",
"modelCount": 66678,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7054,
"successRate": 0.10579201535738925,
"wilsonLowerBound": 0.10348009343204827
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13447,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2156,
"successRate": 0.1603331598125976,
"wilsonLowerBound": 0.15422862806044893
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-08T12:30:25.966039+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1269.7272727272727,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.7411193053302034,
"queueFactor": 0.9622917996701423,
"queueWeight": 0.9622917996701423,
"recentSuccess": 47,
"recentSuccessRate": 0.3560606060606061,
"recentTerminal": 132,
"recentWilsonLowerBound": 0.27950461241061153,
"running": 8,
"selectionWeight": 1.6754648297666295,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.0,
"waiting": 27934
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1258.262068965517,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.3021771698419005,
"queueFactor": 0.9636019859296174,
"queueWeight": 0.9636019859296174,
"recentSuccess": 57,
"recentSuccessRate": 0.3931034482758621,
"recentTerminal": 145,
"recentWilsonLowerBound": 0.31734377558655397,
"running": 8,
"selectionWeight": 2.2183824928214815,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.166666666666668,
"waiting": 30408
},
"Biren_166m": {
"available": true,
"backlogHours": 191.7410071942446,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.4387098914363762,
"queueFactor": 1.2777800448263144,
"queueWeight": 1.2777800448263144,
"recentSuccess": 29,
"recentSuccessRate": 0.20863309352517986,
"recentTerminal": 139,
"recentWilsonLowerBound": 0.14937394144110333,
"running": 8,
"selectionWeight": 0.5605747447453202,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 23.166666666666668,
"waiting": 4442
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1116.9782608695652,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4132304617308738,
"queueFactor": 0.980972073506439,
"queueWeight": 0.980972073506439,
"recentSuccess": 20,
"recentSuccessRate": 0.21739130434782608,
"recentTerminal": 92,
"recentWilsonLowerBound": 0.14536619823911479,
"running": 7,
"selectionWeight": 0.40536754288015847,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 15.333333333333334,
"waiting": 17127
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 443.244094488189,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4455216621421116,
"queueFactor": 1.1268520740762178,
"queueWeight": 1.1268520740762178,
"recentSuccess": 27,
"recentSuccessRate": 0.2125984251968504,
"recentTerminal": 127,
"recentWilsonLowerBound": 0.1504237410794609,
"running": 7,
"selectionWeight": 0.5020370090307223,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.166666666666668,
"waiting": 9382
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 104.6875,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 5,
"recentSuccessRate": 0.026041666666666668,
"recentTerminal": 192,
"recentWilsonLowerBound": 0.011173444215644333,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 32.0,
"waiting": 3350
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 143.3450704225352,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.6404418540029033,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 63,
"recentSuccessRate": 0.22183098591549297,
"recentTerminal": 284,
"recentWilsonLowerBound": 0.17740166640534985,
"running": 10,
"selectionWeight": 0.8325744102037743,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 47.333333333333336,
"waiting": 6785
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1186.5384615384614,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.18173020968515685,
"queueFactor": 0.9721226878970445,
"queueWeight": 0.9721226878970445,
"recentSuccess": 13,
"recentSuccessRate": 0.16666666666666666,
"recentTerminal": 78,
"recentWilsonLowerBound": 0.10006850973163445,
"running": 2,
"selectionWeight": 0.1766640599112282,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 13.0,
"waiting": 15425
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 394.6714285714286,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3934055861595277,
"queueFactor": 1.1466424054723365,
"queueWeight": 1.1466424054723365,
"recentSuccess": 28,
"recentSuccessRate": 0.2,
"recentTerminal": 140,
"recentWilsonLowerBound": 0.1421536666143311,
"running": 8,
"selectionWeight": 0.4510955276402154,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 23.333333333333332,
"waiting": 9209
},
"MetaX_c-500": {
"available": true,
"backlogHours": 586.875,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7845409476229273,
"queueFactor": 1.080392375531058,
"queueWeight": 1.080392375531058,
"recentSuccess": 30,
"recentSuccessRate": 0.26785714285714285,
"recentTerminal": 112,
"recentWilsonLowerBound": 0.19454473061185254,
"running": 4,
"selectionWeight": 0.8476120581037218,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.666666666666668,
"waiting": 10955
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1962.5294117647059,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.9014485115769175,
"queueWeight": 0.9014485115769175,
"recentSuccess": 30,
"recentSuccessRate": 0.4411764705882353,
"recentTerminal": 68,
"recentWilsonLowerBound": 0.329460449863809,
"running": 4,
"selectionWeight": 2.253621278942294,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.333333333333334,
"waiting": 22242
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2193.446808510638,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.09374275269164739,
"queueFactor": 0.8865317338873443,
"queueWeight": 0.8865317338873443,
"recentSuccess": 7,
"recentSuccessRate": 0.14893617021276595,
"recentTerminal": 47,
"recentWilsonLowerBound": 0.07406626087497503,
"running": 2,
"selectionWeight": 0.08310592508309868,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 7.833333333333333,
"waiting": 17182
},
"Vastai_va16": {
"available": true,
"backlogHours": 884.7894736842105,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 1.0158681867065262,
"queueWeight": 1.0158681867065262,
"recentSuccess": 2,
"recentSuccessRate": 0.017543859649122806,
"recentTerminal": 114,
"recentWilsonLowerBound": 0.004824317682655359,
"running": 16,
"selectionWeight": 0.05079340933532631,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 19.0,
"waiting": 16811
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1080.6168224299065,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.6580570850035776,
"queueFactor": 0.9858539786534668,
"queueWeight": 0.9858539786534668,
"recentSuccess": 27,
"recentSuccessRate": 0.2523364485981308,
"recentTerminal": 107,
"recentWilsonLowerBound": 0.17960316950001598,
"running": 6,
"selectionWeight": 0.6487481954318796,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.833333333333332,
"waiting": 19271
}
},
"queueAttemptedAt": "2026-10-08T12:24:10.862598+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-08T12:24:10.862598+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Vastai_va16",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"Ascend_910-b3",
"hygon_k100-ai",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Biren_166m",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}