Files
submmit/.modelhub_state/market_intelligence.json

782 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-12T21:43:09.464141+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-12T21:43:09.464141+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": "2026-10-12T21:43:09.464141+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1023.2891566265059,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.0983862556959485,
"queueFactor": 1.007114515436502,
"queueWeight": 1.007114515436502,
"recentSuccess": 48,
"recentSuccessRate": 0.2891566265060241,
"recentTerminal": 166,
"recentWilsonLowerBound": 0.22557426005414632,
"running": 8,
"selectionWeight": 2.113315257103841,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.666666666666668,
"waiting": 28311
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1302.7972027972028,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9712859099679758,
"queueWeight": 0.9712859099679758,
"recentSuccess": 45,
"recentSuccessRate": 0.3146853146853147,
"recentTerminal": 143,
"recentWilsonLowerBound": 0.2442641903306046,
"running": 8,
"selectionWeight": 2.4282147749199394,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.833333333333332,
"waiting": 31050
},
"Biren_166m": {
"available": true,
"backlogHours": 215.3108108108108,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3524729647031264,
"queueFactor": 1.27238557186729,
"queueWeight": 1.27238557186729,
"recentSuccess": 22,
"recentSuccessRate": 0.14864864864864866,
"recentTerminal": 148,
"recentWilsonLowerBound": 0.10025962527909334,
"running": 8,
"selectionWeight": 0.44848151476154663,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.666666666666668,
"waiting": 5311
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1122.3370786516853,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5508447218766279,
"queueFactor": 0.9932535241145877,
"queueWeight": 0.9932535241145877,
"recentSuccess": 17,
"recentSuccessRate": 0.19101123595505617,
"recentTerminal": 89,
"recentWilsonLowerBound": 0.12281855332766228,
"running": 7,
"selectionWeight": 0.5471284612438806,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.833333333333334,
"waiting": 16648
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 392.69117647058823,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 1.061480317386489,
"queueFactor": 1.1627087474268794,
"queueWeight": 1.1627087474268794,
"recentSuccess": 31,
"recentSuccessRate": 0.22794117647058823,
"recentTerminal": 136,
"recentWilsonLowerBound": 0.16548404884189266,
"running": 8,
"selectionWeight": 1.234192450246731,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.666666666666668,
"waiting": 8901
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 58.02416918429003,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 15,
"recentSuccessRate": 0.045317220543806644,
"recentTerminal": 331,
"recentWilsonLowerBound": 0.027652088551196993,
"running": 25,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 55.166666666666664,
"waiting": 3201
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 219.94818652849742,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.33491677244182283,
"queueFactor": 1.2683250014697254,
"queueWeight": 1.2683250014697254,
"recentSuccess": 27,
"recentSuccessRate": 0.13989637305699482,
"recentTerminal": 193,
"recentWilsonLowerBound": 0.09795806709057316,
"running": 2,
"selectionWeight": 0.4247833158995106,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 32.166666666666664,
"waiting": 7075
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1981.659574468085,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.887218144823612,
"queueFactor": 0.9120617732946198,
"queueWeight": 0.9120617732946198,
"recentSuccess": 12,
"recentSuccessRate": 0.2553191489361702,
"recentTerminal": 47,
"recentWilsonLowerBound": 0.15253006046383735,
"running": 2,
"selectionWeight": 0.8091977544669864,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.833333333333333,
"waiting": 15523
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 305.10179640718565,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.8490186676379083,
"queueFactor": 1.2075688360017496,
"queueWeight": 1.2075688360017496,
"recentSuccess": 34,
"recentSuccessRate": 0.20359281437125748,
"recentTerminal": 167,
"recentWilsonLowerBound": 0.14950910277111326,
"running": 8,
"selectionWeight": 1.0252484842232652,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.833333333333332,
"waiting": 8492
},
"MetaX_c-500": {
"available": true,
"backlogHours": 480.6315789473684,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.0242108405444534,
"queueFactor": 1.1279939387729763,
"queueWeight": 1.1279939387729763,
"recentSuccess": 30,
"recentSuccessRate": 0.22556390977443608,
"recentTerminal": 133,
"recentWilsonLowerBound": 0.16281725221077797,
"running": 5,
"selectionWeight": 1.1553036201597189,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.166666666666668,
"waiting": 10654
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2103.549295774648,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.2542821644788626,
"queueFactor": 0.9039318878062136,
"queueWeight": 0.9039318878062136,
"recentSuccess": 19,
"recentSuccessRate": 0.2676056338028169,
"recentTerminal": 71,
"recentWilsonLowerBound": 0.17852666541700804,
"running": 4,
"selectionWeight": 1.133785644779042,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.833333333333334,
"waiting": 24892
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3412.064516129032,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.29081614334946504,
"queueFactor": 0.8406709225329262,
"queueWeight": 0.8406709225329262,
"recentSuccess": 6,
"recentSuccessRate": 0.1935483870967742,
"recentTerminal": 31,
"recentWilsonLowerBound": 0.09186883586347631,
"running": 2,
"selectionWeight": 0.24448067551706248,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.166666666666667,
"waiting": 17629
},
"Vastai_va16": {
"available": true,
"backlogHours": 1187.7,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.2641518538169173,
"queueFactor": 0.9848556886667276,
"queueWeight": 0.9848556886667276,
"recentSuccess": 12,
"recentSuccessRate": 0.15,
"recentTerminal": 80,
"recentWilsonLowerBound": 0.08793954037414209,
"running": 16,
"selectionWeight": 0.26015145590345284,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.333333333333334,
"waiting": 15836
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1310.8163265306123,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.8809167584487319,
"queueFactor": 0.9703922848041597,
"queueWeight": 0.9703922848041597,
"recentSuccess": 29,
"recentSuccessRate": 0.29591836734693877,
"recentTerminal": 98,
"recentWilsonLowerBound": 0.21463049371609197,
"running": 6,
"selectionWeight": 1.8252271107574987,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.333333333333332,
"waiting": 21410
}
},
"queueAttemptedAt": "2026-10-12T21:43:09.464141+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-12T21:43:09.464141+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
}