Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-12T16:33:44.557522+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-12T16:33:44.557522+00:00",
"frameworkAttemptedAt": "2026-10-12T15:45:01.063558+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 42321,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21037,
"successRate": 0.4970818269889653,
"wilsonLowerBound": 0.4923186484601684
},
"vllm": {
"framework": "vllm",
"modelCount": 56698,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15369,
"successRate": 0.2710677625313062,
"wilsonLowerBound": 0.2674244287873756
},
"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": 4437,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1343,
"successRate": 0.30268199233716475,
"wilsonLowerBound": 0.28933921671422547
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 37140,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17475,
"successRate": 0.47051696284329564,
"wilsonLowerBound": 0.46544395607913475
},
"vllm": {
"framework": "vllm",
"modelCount": 39890,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11031,
"successRate": 0.27653547254951116,
"wilsonLowerBound": 0.2721677200861216
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12888,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5398,
"successRate": 0.41883923029174425,
"wilsonLowerBound": 0.4103466991747432
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64216,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.18836427058676966,
"wilsonLowerBound": 0.18535871916235114
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 30334,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6578,
"successRate": 0.216852376870838,
"wilsonLowerBound": 0.2122507663395649
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7789,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 107,
"successRate": 0.013737321864167415,
"wilsonLowerBound": 0.011381564517787233
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26639,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3273,
"successRate": 0.1228649724088742,
"wilsonLowerBound": 0.11897700822480474
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16509,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10152038282149131,
"wilsonLowerBound": 0.09700560249213372
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 15783,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6216,
"successRate": 0.393841475004752,
"wilsonLowerBound": 0.3862453810237278
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24762,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3806,
"successRate": 0.15370325498748083,
"wilsonLowerBound": 0.14926472634962368
},
"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": 52018,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13115,
"successRate": 0.2521242646776116,
"wilsonLowerBound": 0.2484110088562221
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24699,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3154,
"successRate": 0.1276974776306733,
"wilsonLowerBound": 0.1235929222026474
},
"vllm": {
"framework": "vllm",
"modelCount": 87014,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11230376720987427,
"wilsonLowerBound": 0.11022293009616889
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 46333,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5566,
"successRate": 0.12013036065007662,
"wilsonLowerBound": 0.11720143641926849
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 47176,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3672,
"successRate": 0.07783618789214855,
"wilsonLowerBound": 0.07545278372042298
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 93874,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23413,
"successRate": 0.249408781984362,
"wilsonLowerBound": 0.24665123388587187
},
"transformers": {
"framework": "transformers",
"modelCount": 5568,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 585,
"successRate": 0.1050646551724138,
"wilsonLowerBound": 0.09728077200392476
},
"vllm": {
"framework": "vllm",
"modelCount": 112861,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16530,
"successRate": 0.1464633487209931,
"wilsonLowerBound": 0.1444125699155812
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 104,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.009615384615384616,
"wilsonLowerBound": 0.0016993291044208937
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 23735,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4017,
"successRate": 0.1692437328839267,
"wilsonLowerBound": 0.16452694663366746
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43644,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5678,
"successRate": 0.13009806617175326,
"wilsonLowerBound": 0.1269743946081258
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8141,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 761,
"successRate": 0.09347745977152684,
"wilsonLowerBound": 0.08734424955885807
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34405,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6823,
"successRate": 0.19831419851765733,
"wilsonLowerBound": 0.19413466251334122
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61490,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12423,
"successRate": 0.20203285087006018,
"wilsonLowerBound": 0.19887787224648892
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15813,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4457,
"successRate": 0.2818567001833934,
"wilsonLowerBound": 0.27489790219080074
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15404,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3751,
"successRate": 0.24350817969358607,
"wilsonLowerBound": 0.23679472580440097
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 67879,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18687,
"successRate": 0.27529869326301215,
"wilsonLowerBound": 0.2719512431759226
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 989,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 596,
"successRate": 0.60262891809909,
"wilsonLowerBound": 0.5717896078590465
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48422,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.44876295898558505,
"wilsonLowerBound": 0.4443371088997114
},
"vllm": {
"framework": "vllm",
"modelCount": 39840,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4804,
"successRate": 0.12058232931726907,
"wilsonLowerBound": 0.11742117016489202
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1083,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6287,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030539207889295372,
"wilsonLowerBound": 0.02656421387260057
},
"vllm": {
"framework": "vllm",
"modelCount": 10085,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 761,
"successRate": 0.07545860188398612,
"wilsonLowerBound": 0.07046362140369612
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7306,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3211,
"successRate": 0.4395017793594306,
"wilsonLowerBound": 0.42815543482326845
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7422,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.03300997035839397,
"wilsonLowerBound": 0.029180728018680917
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18233,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5407,
"successRate": 0.296550211155597,
"wilsonLowerBound": 0.28996394606111603
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28385,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14514,
"successRate": 0.511326404791263,
"wilsonLowerBound": 0.5055099915501899
},
"vllm": {
"framework": "vllm",
"modelCount": 67296,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7182,
"successRate": 0.1067225392296719,
"wilsonLowerBound": 0.10441211886180057
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13693,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2285,
"successRate": 0.16687358504345287,
"wilsonLowerBound": 0.16072185606825795
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-12T16:43:50.668904+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1248.7058823529412,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9653670753771325,
"queueWeight": 0.9653670753771325,
"recentSuccess": 50,
"recentSuccessRate": 0.36764705882352944,
"recentTerminal": 136,
"recentWilsonLowerBound": 0.29128436979117783,
"running": 8,
"selectionWeight": 2.413417688442831,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.666666666666668,
"waiting": 28304
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1157.4782608695652,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.9550251919801793,
"queueFactor": 0.976415308865709,
"queueWeight": 0.976415308865709,
"recentSuccess": 40,
"recentSuccessRate": 0.2484472049689441,
"recentTerminal": 161,
"recentWilsonLowerBound": 0.18808371305461913,
"running": 8,
"selectionWeight": 0.9325012178018599,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.833333333333332,
"waiting": 31059
},
"Biren_166m": {
"available": true,
"backlogHours": 269.25,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.19040349322623526,
"queueFactor": 1.215173107068486,
"queueWeight": 1.215173107068486,
"recentSuccess": 17,
"recentSuccessRate": 0.14166666666666666,
"recentTerminal": 120,
"recentWilsonLowerBound": 0.09036804031591959,
"running": 8,
"selectionWeight": 0.2313732044604177,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.0,
"waiting": 5385
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1062.1914893617022,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.09733548006026431,
"queueFactor": 0.9890792339517384,
"queueWeight": 0.9890792339517384,
"recentSuccess": 11,
"recentSuccessRate": 0.11702127659574468,
"recentTerminal": 94,
"recentWilsonLowerBound": 0.06661294284952521,
"running": 7,
"selectionWeight": 0.09627250205433092,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.666666666666666,
"waiting": 16641
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 352.1842105263158,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4698869356546522,
"queueFactor": 1.167202003110608,
"queueWeight": 1.167202003110608,
"recentSuccess": 29,
"recentSuccessRate": 0.19078947368421054,
"recentTerminal": 152,
"recentWilsonLowerBound": 0.13625154529439662,
"running": 7,
"selectionWeight": 0.5484529725316155,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.333333333333332,
"waiting": 8922
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 70.47887323943661,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 10,
"recentSuccessRate": 0.035211267605633804,
"recentTerminal": 284,
"recentWilsonLowerBound": 0.019236303199462554,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 47.333333333333336,
"waiting": 3336
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 124.58823529411765,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.17779210628729386,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 40,
"recentSuccessRate": 0.11764705882352941,
"recentTerminal": 340,
"recentWilsonLowerBound": 0.08759644557890436,
"running": 6,
"selectionWeight": 0.23112973817348204,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 56.666666666666664,
"waiting": 7060
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2021.4782608695652,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.7970223251958287,
"queueFactor": 0.8980719770666257,
"queueWeight": 0.8980719770666257,
"recentSuccess": 13,
"recentSuccessRate": 0.2826086956521739,
"recentTerminal": 46,
"recentWilsonLowerBound": 0.1732404154491407,
"running": 2,
"selectionWeight": 0.715783415354857,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.666666666666667,
"waiting": 15498
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 313.6196319018405,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.33235952681702846,
"queueFactor": 1.18768431292414,
"queueWeight": 1.18768431292414,
"recentSuccess": 27,
"recentSuccessRate": 0.1656441717791411,
"recentTerminal": 163,
"recentWilsonLowerBound": 0.11640845090996538,
"running": 8,
"selectionWeight": 0.3947381962514747,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.166666666666668,
"waiting": 8520
},
"MetaX_c-500": {
"available": true,
"backlogHours": 610.2285714285714,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.0898584288914308,
"queueFactor": 1.0748246692081054,
"queueWeight": 1.0748246692081054,
"recentSuccess": 29,
"recentSuccessRate": 0.2761904761904762,
"recentTerminal": 105,
"recentWilsonLowerBound": 0.19972009427826307,
"running": 4,
"selectionWeight": 1.1714067253168976,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.5,
"waiting": 10679
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2019.0,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.6396629994916663,
"queueFactor": 0.8982372442619105,
"queueWeight": 0.8982372442619105,
"recentSuccess": 25,
"recentSuccessRate": 0.33783783783783783,
"recentTerminal": 74,
"recentWilsonLowerBound": 0.24046456345536177,
"running": 4,
"selectionWeight": 1.4728063741816126,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.333333333333334,
"waiting": 24901
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2154.857142857143,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.23668367054233128,
"queueFactor": 0.8895056968038142,
"queueWeight": 0.8895056968038142,
"recentSuccess": 9,
"recentSuccessRate": 0.1836734693877551,
"recentTerminal": 49,
"recentWilsonLowerBound": 0.09976228838458356,
"running": 2,
"selectionWeight": 0.21053147328784078,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.166666666666666,
"waiting": 17598
},
"Vastai_va16": {
"available": true,
"backlogHours": 912.2307692307693,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.18592354354662993,
"queueFactor": 1.0119191130223966,
"queueWeight": 1.0119191130223966,
"recentSuccess": 15,
"recentSuccessRate": 0.14423076923076922,
"recentTerminal": 104,
"recentWilsonLowerBound": 0.08939528769089235,
"running": 16,
"selectionWeight": 0.1881395872756867,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.333333333333332,
"waiting": 15812
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1242.6470588235295,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.5128951953339633,
"queueFactor": 0.9660716485074878,
"queueWeight": 0.9660716485074878,
"recentSuccess": 32,
"recentSuccessRate": 0.3137254901960784,
"recentTerminal": 102,
"recentWilsonLowerBound": 0.23182840733684665,
"running": 6,
"selectionWeight": 1.4615651553753397,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.0,
"waiting": 21125
}
},
"queueAttemptedAt": "2026-10-12T16:43:50.668904+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-12T16:43:50.668904+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"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
}