Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-05T18:09:18.474510+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-05T18:09:18.474510+00:00",
"frameworkAttemptedAt": "2026-10-05T16:49:15.747715+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 41114,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20198,
"successRate": 0.4912681811548378,
"wilsonLowerBound": 0.48643679928644223
},
"vllm": {
"framework": "vllm",
"modelCount": 55042,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15154,
"successRate": 0.27531703063115437,
"wilsonLowerBound": 0.2716011700887115
},
"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": 3785,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1132,
"successRate": 0.29907529722589166,
"wilsonLowerBound": 0.2846985606696568
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 35763,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16575,
"successRate": 0.46346782988004365,
"wilsonLowerBound": 0.4583037408701274
},
"vllm": {
"framework": "vllm",
"modelCount": 39227,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10937,
"successRate": 0.2788130624314885,
"wilsonLowerBound": 0.2743973284766934
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 11711,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4907,
"successRate": 0.4190077704722056,
"wilsonLowerBound": 0.41009950637200965
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64188,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12094,
"successRate": 0.1884152801146632,
"wilsonLowerBound": 0.18540875980721094
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 26563,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5701,
"successRate": 0.2146218424123781,
"wilsonLowerBound": 0.20972594340007317
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7396,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 97,
"successRate": 0.013115197404002164,
"wilsonLowerBound": 0.010763485319455634
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26529,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3261,
"successRate": 0.1229220852651815,
"wilsonLowerBound": 0.11902538389284043
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16498,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10158807128136745,
"wilsonLowerBound": 0.09707043924110484
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 14302,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5753,
"successRate": 0.4022514333659628,
"wilsonLowerBound": 0.3942422404489415
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24592,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3800,
"successRate": 0.15452179570592062,
"wilsonLowerBound": 0.1500582126345915
},
"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": 49316,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12328,
"successRate": 0.24997972260523968,
"wilsonLowerBound": 0.24617764513111773
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23712,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3114,
"successRate": 0.1313259109311741,
"wilsonLowerBound": 0.12708648289155947
},
"vllm": {
"framework": "vllm",
"modelCount": 86879,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9768,
"successRate": 0.11243223333601907,
"wilsonLowerBound": 0.11034873934667119
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 44680,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5427,
"successRate": 0.12146374216651745,
"wilsonLowerBound": 0.11846721777371287
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43109,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3609,
"successRate": 0.08371801711939503,
"wilsonLowerBound": 0.08114041848583305
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 91441,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22574,
"successRate": 0.246869566168349,
"wilsonLowerBound": 0.24408541466094857
},
"transformers": {
"framework": "transformers",
"modelCount": 5466,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 580,
"successRate": 0.10611050128064398,
"wilsonLowerBound": 0.09822058009522845
},
"vllm": {
"framework": "vllm",
"modelCount": 112794,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16529,
"successRate": 0.14654148270298065,
"wilsonLowerBound": 0.14448964000392267
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 21793,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3838,
"successRate": 0.17611159546643418,
"wilsonLowerBound": 0.17111142121977357
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43488,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5658,
"successRate": 0.1301048565121413,
"wilsonLowerBound": 0.12697557492317835
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7713,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 710,
"successRate": 0.0920523791002204,
"wilsonLowerBound": 0.08580190406851902
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 33399,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6456,
"successRate": 0.19329920057486752,
"wilsonLowerBound": 0.189099500133058
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61419,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12413,
"successRate": 0.20210358358162783,
"wilsonLowerBound": 0.1989463732919047
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 13120,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3811,
"successRate": 0.29047256097560975,
"wilsonLowerBound": 0.28276648286080375
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14864,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3674,
"successRate": 0.24717438105489775,
"wilsonLowerBound": 0.24030544402603232
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 66045,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18169,
"successRate": 0.27510031039442806,
"wilsonLowerBound": 0.27170765375538236
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 600,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 369,
"successRate": 0.615,
"wilsonLowerBound": 0.5754497991896141
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47877,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21320,
"successRate": 0.4453077678217098,
"wilsonLowerBound": 0.44086039766709234
},
"vllm": {
"framework": "vllm",
"modelCount": 38796,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4412,
"successRate": 0.11372306423342612,
"wilsonLowerBound": 0.11060207486574089
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 940,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6285,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03054892601431981,
"wilsonLowerBound": 0.026572683176579088
},
"vllm": {
"framework": "vllm",
"modelCount": 10065,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 754,
"successRate": 0.0749130650769995,
"wilsonLowerBound": 0.06993064194246942
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6884,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3002,
"successRate": 0.43608367228355605,
"wilsonLowerBound": 0.42440792233302893
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7404,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 244,
"successRate": 0.032955159373311727,
"wilsonLowerBound": 0.029124828822416106
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15711,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4914,
"successRate": 0.31277448921138057,
"wilsonLowerBound": 0.30557130913102326
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27738,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14125,
"successRate": 0.5092292162376523,
"wilsonLowerBound": 0.5033451333198427
},
"vllm": {
"framework": "vllm",
"modelCount": 66061,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6911,
"successRate": 0.1046154311923828,
"wilsonLowerBound": 0.1023044558630363
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13309,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2084,
"successRate": 0.15658576902847698,
"wilsonLowerBound": 0.1505107717423421
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-05T18:22:27.564599+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 765.4615384615386,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.4534750731410697,
"queueFactor": 0.9840280647733822,
"queueWeight": 0.9840280647733822,
"recentSuccess": 49,
"recentSuccessRate": 0.23557692307692307,
"recentTerminal": 208,
"recentWilsonLowerBound": 0.18302550278934326,
"running": 8,
"selectionWeight": 1.430260263419357,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 34.666666666666664,
"waiting": 26536
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 764.6431718061674,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.9920051187723682,
"queueFactor": 0.9841859677790585,
"queueWeight": 0.9841859677790585,
"recentSuccess": 60,
"recentSuccessRate": 0.2643171806167401,
"recentTerminal": 227,
"recentWilsonLowerBound": 0.21121808038334514,
"running": 8,
"selectionWeight": 1.9605034856398216,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 37.833333333333336,
"waiting": 28929
},
"Biren_166m": {
"available": true,
"backlogHours": 130.9090909090909,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.5990977657937018,
"queueFactor": 1.2824797600897841,
"queueWeight": 1.2824797600897841,
"recentSuccess": 39,
"recentSuccessRate": 0.2532467532467532,
"recentTerminal": 154,
"recentWilsonLowerBound": 0.19114389858731054,
"running": 8,
"selectionWeight": 2.0508105190352164,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.666666666666668,
"waiting": 3360
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1051.4505494505495,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.21678725803702112,
"queueFactor": 0.9382696381962256,
"queueWeight": 0.9382696381962256,
"recentSuccess": 12,
"recentSuccessRate": 0.13186813186813187,
"recentTerminal": 91,
"recentWilsonLowerBound": 0.07707031566880387,
"running": 7,
"selectionWeight": 0.2034049021639476,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 15.166666666666666,
"waiting": 15947
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 287.86285714285714,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.29899478885173436,
"queueFactor": 1.1395100141491783,
"queueWeight": 1.1395100141491783,
"recentSuccess": 23,
"recentSuccessRate": 0.13142857142857142,
"recentTerminal": 175,
"recentWilsonLowerBound": 0.08919802923089393,
"running": 7,
"selectionWeight": 0.3407075560749704,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 29.166666666666668,
"waiting": 8396
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 59.150141643059484,
"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": 0.036827195467422094,
"recentTerminal": 353,
"recentWilsonLowerBound": 0.02164601077430518,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 58.833333333333336,
"waiting": 3480
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 215.56424581005587,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 2.043696563679661,
"queueFactor": 1.190034306702056,
"queueWeight": 1.190034306702056,
"recentSuccess": 49,
"recentSuccessRate": 0.2737430167597765,
"recentTerminal": 179,
"recentWilsonLowerBound": 0.21369204142271267,
"running": 7,
"selectionWeight": 2.4320690232678994,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 29.833333333333332,
"waiting": 6431
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1908.4897959183675,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.3754850930212914,
"queueFactor": 0.8580103260609369,
"queueWeight": 0.8580103260609369,
"recentSuccess": 14,
"recentSuccessRate": 0.2857142857142857,
"recentTerminal": 49,
"recentWilsonLowerBound": 0.1784943493972417,
"running": 2,
"selectionWeight": 1.1801804131551563,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.166666666666666,
"waiting": 15586
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 349.027397260274,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3987024717876697,
"queueFactor": 1.107049558594686,
"queueWeight": 1.107049558594686,
"recentSuccess": 22,
"recentSuccessRate": 0.1506849315068493,
"recentTerminal": 146,
"recentWilsonLowerBound": 0.1016638993381026,
"running": 8,
"selectionWeight": 0.44138339540315,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 24.333333333333332,
"waiting": 8493
},
"MetaX_c-500": {
"available": true,
"backlogHours": 484.0487804878049,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.0151478031828125,
"queueFactor": 1.0540534191413053,
"queueWeight": 1.0540534191413053,
"recentSuccess": 27,
"recentSuccessRate": 0.21951219512195122,
"recentTerminal": 123,
"recentWilsonLowerBound": 0.1554740213505587,
"running": 4,
"selectionWeight": 1.0700200128786284,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.5,
"waiting": 9923
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1583.6385542168673,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8823635939950983,
"queueWeight": 0.8823635939950983,
"recentSuccess": 27,
"recentSuccessRate": 0.3253012048192771,
"recentTerminal": 83,
"recentWilsonLowerBound": 0.23419186209445625,
"running": 4,
"selectionWeight": 2.205908984987746,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.833333333333334,
"waiting": 21907
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2225.3478260869565,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.44166723736871527,
"queueFactor": 0.8384676393118006,
"queueWeight": 0.8384676393118006,
"recentSuccess": 9,
"recentSuccessRate": 0.1956521739130435,
"recentTerminal": 46,
"recentWilsonLowerBound": 0.106504904441218,
"running": 2,
"selectionWeight": 0.37032368587791137,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 7.666666666666667,
"waiting": 17061
},
"Vastai_va16": {
"available": true,
"backlogHours": 700.6666666666666,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9971701564593938,
"queueWeight": 0.9971701564593938,
"recentSuccess": 4,
"recentSuccessRate": 0.02962962962962963,
"recentTerminal": 135,
"recentWilsonLowerBound": 0.011581269352682074,
"running": 16,
"selectionWeight": 0.04985850782296969,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 22.5,
"waiting": 15765
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 674.4406779661017,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.05,
"queueFactor": 1.0028926014985546,
"queueWeight": 1.0028926014985546,
"recentSuccess": 5,
"recentSuccessRate": 0.02824858757062147,
"recentTerminal": 177,
"recentWilsonLowerBound": 0.012125008322919682,
"running": 6,
"selectionWeight": 0.05014463007492773,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 29.5,
"waiting": 19896
}
},
"queueAttemptedAt": "2026-10-05T18:22:27.564599+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-05T18:22:27.564599+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"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
}