Files
submmit/.modelhub_state/market_intelligence.json

712 lines
22 KiB
JSON

{
"communityAttemptedAt": "2026-09-28T08:04:09.061414+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-28T08:04:09.061414+00:00",
"frameworkAttemptedAt": "2026-09-28T05:29:38.757504+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34416,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15620,
"successRate": 0.453858670385867,
"wilsonLowerBound": 0.4486040752665093
},
"vllm": {
"framework": "vllm",
"modelCount": 38323,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10805,
"successRate": 0.2819455679357044,
"wilsonLowerBound": 0.2774626710671131
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10520,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4418,
"successRate": 0.4199619771863118,
"wilsonLowerBound": 0.41056135629944535
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64126,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12091,
"successRate": 0.18855066587655553,
"wilsonLowerBound": 0.185541858867957
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 22599,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4666,
"successRate": 0.2064693128014514,
"wilsonLowerBound": 0.20124200126174852
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6889,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 75,
"successRate": 0.010886921178690665,
"wilsonLowerBound": 0.008694589504160381
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26438,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3249,
"successRate": 0.1228912928360693,
"wilsonLowerBound": 0.11898841531930271
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16487,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10165585006368653,
"wilsonLowerBound": 0.0971353627253932
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 12803,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5281,
"successRate": 0.41248144966023587,
"wilsonLowerBound": 0.40398160818369533
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24435,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3796,
"successRate": 0.15535093104153877,
"wilsonLowerBound": 0.15086316357720062
},
"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": 46444,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11572,
"successRate": 0.24916027904573249,
"wilsonLowerBound": 0.24524740578263718
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23535,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3093,
"successRate": 0.13142128744423198,
"wilsonLowerBound": 0.1271648270960522
},
"vllm": {
"framework": "vllm",
"modelCount": 86785,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11250792187590021,
"wilsonLowerBound": 0.11042268813228984
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 42718,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5236,
"successRate": 0.12257128142703311,
"wilsonLowerBound": 0.11949524285426359
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 37515,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3534,
"successRate": 0.09420231907237105,
"wilsonLowerBound": 0.09128775868903354
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 90109,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21842,
"successRate": 0.2423953212220755,
"wilsonLowerBound": 0.2396082915408655
},
"transformers": {
"framework": "transformers",
"modelCount": 5371,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 579,
"successRate": 0.10780115434742134,
"wilsonLowerBound": 0.0997855670958526
},
"vllm": {
"framework": "vllm",
"modelCount": 112739,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16525,
"successRate": 0.14657749314789026,
"wilsonLowerBound": 0.1445249416624312
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 19902,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3698,
"successRate": 0.18581047130941614,
"wilsonLowerBound": 0.1804674092709296
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5621,
"successRate": 0.1301006827913436,
"wilsonLowerBound": 0.12696131987585094
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7269,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 637,
"successRate": 0.08763241161095062,
"wilsonLowerBound": 0.08134795712848727
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32281,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6063,
"successRate": 0.1878194603636814,
"wilsonLowerBound": 0.18359601611509577
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61227,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12401,
"successRate": 0.20254136247080537,
"wilsonLowerBound": 0.19937663843856054
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10470,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3083,
"successRate": 0.2944603629417383,
"wilsonLowerBound": 0.28580616991767743
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14159,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3560,
"successRate": 0.251430185747581,
"wilsonLowerBound": 0.24435223333484743
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 63967,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17525,
"successRate": 0.2739693904669595,
"wilsonLowerBound": 0.2705267799759555
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 241,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 155,
"successRate": 0.6431535269709544,
"wilsonLowerBound": 0.5808570824452765
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47274,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20891,
"successRate": 0.4419131023395524,
"wilsonLowerBound": 0.4374412371417048
},
"vllm": {
"framework": "vllm",
"modelCount": 37673,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3953,
"successRate": 0.10492925968200037,
"wilsonLowerBound": 0.10187474171470277
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 773,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6282,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030563514804202482,
"wilsonLowerBound": 0.02658539726335166
},
"vllm": {
"framework": "vllm",
"modelCount": 10042,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 744,
"successRate": 0.07408882692690699,
"wilsonLowerBound": 0.06912729387165777
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6424,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2775,
"successRate": 0.4319738480697385,
"wilsonLowerBound": 0.41990465208429023
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7394,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 241,
"successRate": 0.03259399513118745,
"wilsonLowerBound": 0.028782966020733367
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14072,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4569,
"successRate": 0.3246873223422399,
"wilsonLowerBound": 0.3169992428851391
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27173,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13841,
"successRate": 0.5093659146947337,
"wilsonLowerBound": 0.5034209796217549
},
"vllm": {
"framework": "vllm",
"modelCount": 64263,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6619,
"successRate": 0.10299861506621229,
"wilsonLowerBound": 0.1006721885436488
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12942,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1967,
"successRate": 0.15198578272291763,
"wilsonLowerBound": 0.14590384284296412
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-28T08:11:30.175323+00:00",
"gpuStats": {
"Ascend_910-b4": {
"available": true,
"backlogHours": 1394.688,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.4925280961991145,
"queueFactor": 0.924260252042517,
"queueWeight": 0.924260252042517,
"recentSuccess": 51,
"recentSuccessRate": 0.408,
"recentTerminal": 125,
"recentWilsonLowerBound": 0.3258356798197311,
"running": 9,
"selectionWeight": 2.3037446464160487,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.833333333333332,
"waiting": 29056
},
"Biren_166m": {
"available": true,
"backlogHours": 121.2,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.09201328195778789,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 24,
"recentSuccessRate": 0.10666666666666667,
"recentTerminal": 225,
"recentWilsonLowerBound": 0.07273286008904234,
"running": 8,
"selectionWeight": 0.11961726654512427,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 37.5,
"waiting": 4545
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1407.4545454545455,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5765034410862321,
"queueFactor": 0.9229978289121638,
"queueWeight": 0.9229978289121638,
"recentSuccess": 17,
"recentSuccessRate": 0.25757575757575757,
"recentTerminal": 66,
"recentWilsonLowerBound": 0.1674870734589668,
"running": 7,
"selectionWeight": 0.5321114244829838,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.0,
"waiting": 15482
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 517.3846153846155,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.46655773967503444,
"queueFactor": 1.0724913782170384,
"queueWeight": 1.0724913782170384,
"recentSuccess": 23,
"recentSuccessRate": 0.22115384615384615,
"recentTerminal": 104,
"recentWilsonLowerBound": 0.1521283501066639,
"running": 7,
"selectionWeight": 0.500379153241904,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.333333333333332,
"waiting": 8968
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 30.290322580645164,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 23,
"recentSuccessRate": 0.052995391705069124,
"recentTerminal": 434,
"recentWilsonLowerBound": 0.0355698069820054,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 72.33333333333333,
"waiting": 2191
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 92.88819875776397,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.36710663391487586,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 56,
"recentSuccessRate": 0.17391304347826086,
"recentTerminal": 322,
"recentWilsonLowerBound": 0.13642249531567577,
"running": 5,
"selectionWeight": 0.47723862408933865,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 53.666666666666664,
"waiting": 4985
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2501.846153846154,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.3782958700773715,
"queueFactor": 0.8466945145947935,
"queueWeight": 0.8466945145947935,
"recentSuccess": 15,
"recentSuccessRate": 0.38461538461538464,
"recentTerminal": 39,
"recentWilsonLowerBound": 0.24891162547007062,
"running": 2,
"selectionWeight": 1.1669955526831686,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.5,
"waiting": 16262
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 406.63829787234044,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.29271059350351847,
"queueFactor": 1.1119482977971222,
"queueWeight": 1.1119482977971222,
"recentSuccess": 25,
"recentSuccessRate": 0.1773049645390071,
"recentTerminal": 141,
"recentWilsonLowerBound": 0.12307779859865452,
"running": 8,
"selectionWeight": 0.32547904619342277,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 23.5,
"waiting": 9556
},
"MetaX_c-500": {
"available": true,
"backlogHours": 731.860465116279,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.2242339712233692,
"queueFactor": 1.018126152035709,
"queueWeight": 1.018126152035709,
"recentSuccess": 28,
"recentSuccessRate": 0.32558139534883723,
"recentTerminal": 86,
"recentWilsonLowerBound": 0.23585553745183332,
"running": 4,
"selectionWeight": 1.2464246223130437,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.333333333333334,
"waiting": 10490
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2009.090909090909,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8750158056820242,
"queueWeight": 0.8750158056820242,
"recentSuccess": 29,
"recentSuccessRate": 0.4393939393939394,
"recentTerminal": 66,
"recentWilsonLowerBound": 0.3262793012401283,
"running": 4,
"selectionWeight": 2.1875395142050604,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.0,
"waiting": 22100
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2644.7368421052633,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.3297957924275275,
"queueFactor": 0.8396696704447362,
"queueWeight": 0.8396696704447362,
"recentSuccess": 9,
"recentSuccessRate": 0.23684210526315788,
"recentTerminal": 38,
"recentWilsonLowerBound": 0.12993561496969508,
"running": 2,
"selectionWeight": 0.2769195243416826,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 6.333333333333333,
"waiting": 16750
},
"Vastai_va16": {
"available": true,
"backlogHours": 824.9714285714285,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.6345219118344825,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 26,
"recentSuccessRate": 0.24761904761904763,
"recentTerminal": 105,
"recentWilsonLowerBound": 0.17494869705401506,
"running": 17,
"selectionWeight": 0.6345219118344825,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.5,
"waiting": 14437
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 970.5132743362833,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.3022556274029746,
"queueFactor": 0.9759231367529684,
"queueWeight": 0.9759231367529684,
"recentSuccess": 21,
"recentSuccessRate": 0.18584070796460178,
"recentTerminal": 113,
"recentWilsonLowerBound": 0.12488614062641962,
"running": 6,
"selectionWeight": 0.29497825999634747,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 18.833333333333332,
"waiting": 18278
}
},
"queueAttemptedAt": "2026-09-28T08:04:09.061414+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-28T08:04:09.061414+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"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
}