Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-17T05:02:14.751312+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-17T05:02:14.751312+00:00",
"frameworkAttemptedAt": "2026-10-16T23:16:11.766824+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 43046,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21538,
"successRate": 0.5003484644333969,
"wilsonLowerBound": 0.4956251914067151
},
"vllm": {
"framework": "vllm",
"modelCount": 57630,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15466,
"successRate": 0.26836716987680026,
"wilsonLowerBound": 0.2647649096117385
},
"vllm_0.23.0": {
"framework": "vllm_0.23.0",
"modelCount": 1,
"officialConfigError": "framework_mismatch",
"officialConfigValid": false,
"successCount": 1,
"successRate": 1.0,
"wilsonLowerBound": 0.20654329147389294
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 4879,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1517,
"successRate": 0.31092436974789917,
"wilsonLowerBound": 0.2980891086637477
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 37899,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17995,
"successRate": 0.4748146389086783,
"wilsonLowerBound": 0.46978984760023634
},
"vllm": {
"framework": "vllm",
"modelCount": 40296,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11083,
"successRate": 0.2750397061743101,
"wilsonLowerBound": 0.2707013717291604
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 13570,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5653,
"successRate": 0.4165806927044952,
"wilsonLowerBound": 0.40831063812705093
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64240,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12098,
"successRate": 0.1883250311332503,
"wilsonLowerBound": 0.1853202818965704
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 32892,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7048,
"successRate": 0.21427702784871702,
"wilsonLowerBound": 0.20987614249626602
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8162,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 114,
"successRate": 0.013967164910561138,
"wilsonLowerBound": 0.011640172207820444
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26729,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3286,
"successRate": 0.12293763328220285,
"wilsonLowerBound": 0.11905511848217597
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16515,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10148349984862247,
"wilsonLowerBound": 0.09697027348841415
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 16656,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6504,
"successRate": 0.3904899135446686,
"wilsonLowerBound": 0.38310686623506884
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24800,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3808,
"successRate": 0.15354838709677418,
"wilsonLowerBound": 0.1491150940050857
},
"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": 53735,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13529,
"successRate": 0.2517725876988927,
"wilsonLowerBound": 0.24812056951469966
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24997,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3163,
"successRate": 0.12653518422210666,
"wilsonLowerBound": 0.12247112813846273
},
"vllm": {
"framework": "vllm",
"modelCount": 87075,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11222509331036463,
"wilsonLowerBound": 0.11014562443402544
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 48353,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5637,
"successRate": 0.11658015014580274,
"wilsonLowerBound": 0.11375007278658408
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 49603,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3756,
"successRate": 0.07572122653871742,
"wilsonLowerBound": 0.07342578360631676
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94582,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23772,
"successRate": 0.2513374637880358,
"wilsonLowerBound": 0.24858305700823174
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 64,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5629,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 588,
"successRate": 0.10445905134126843,
"wilsonLowerBound": 0.09673680804836032
},
"vllm": {
"framework": "vllm",
"modelCount": 112891,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16536,
"successRate": 0.14647757571462738,
"wilsonLowerBound": 0.1444269843588506
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 231,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.004329004329004329,
"wilsonLowerBound": 0.000764565063105438
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 24939,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4105,
"successRate": 0.1646016279722523,
"wilsonLowerBound": 0.16005099092174596
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44165,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5706,
"successRate": 0.1291973282010642,
"wilsonLowerBound": 0.12610128324772107
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8352,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 803,
"successRate": 0.09614463601532568,
"wilsonLowerBound": 0.09000676871514811
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 35062,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7003,
"successRate": 0.19973190348525469,
"wilsonLowerBound": 0.19558005566986456
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61537,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12428,
"successRate": 0.20195979654516794,
"wilsonLowerBound": 0.19880644879173986
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17294,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4904,
"successRate": 0.283566554874523,
"wilsonLowerBound": 0.27689744661969307
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15881,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3834,
"successRate": 0.24142056545557586,
"wilsonLowerBound": 0.23482774183066907
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 68924,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18962,
"successRate": 0.2751146190006384,
"wilsonLowerBound": 0.2717932470283375
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1317,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 796,
"successRate": 0.6044039483675019,
"wilsonLowerBound": 0.5777279277323565
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48526,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.44780117874953634,
"wilsonLowerBound": 0.44338103513131455
},
"vllm": {
"framework": "vllm",
"modelCount": 40551,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5029,
"successRate": 0.12401667036571232,
"wilsonLowerBound": 0.12084417442015274
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1159,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6288,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030534351145038167,
"wilsonLowerBound": 0.02655998124483518
},
"vllm": {
"framework": "vllm",
"modelCount": 10102,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 764,
"successRate": 0.07562858839833696,
"wilsonLowerBound": 0.07063229608115972
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7573,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3329,
"successRate": 0.43958801003565295,
"wilsonLowerBound": 0.4284425413870057
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7427,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.03298774740810556,
"wilsonLowerBound": 0.029161046587914085
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19020,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5510,
"successRate": 0.28969505783385907,
"wilsonLowerBound": 0.28329124329792166
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28788,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14737,
"successRate": 0.5119146866750035,
"wilsonLowerBound": 0.5061392132593229
},
"vllm": {
"framework": "vllm",
"modelCount": 67950,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7318,
"successRate": 0.10769683590875644,
"wilsonLowerBound": 0.10538809891596261
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14011,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2434,
"successRate": 0.1737206480622368,
"wilsonLowerBound": 0.16753679544643002
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-17T05:02:14.751312+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1276.5230769230768,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.4462057855866939,
"queueFactor": 0.9982162555032363,
"queueWeight": 0.9982162555032363,
"recentSuccess": 44,
"recentSuccessRate": 0.3384615384615385,
"recentTerminal": 130,
"recentWilsonLowerBound": 0.26279767664610515,
"running": 8,
"selectionWeight": 1.4436261239754657,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.666666666666668,
"waiting": 27658
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1481.6279069767443,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.976153388122008,
"queueWeight": 0.976153388122008,
"recentSuccess": 54,
"recentSuccessRate": 0.4186046511627907,
"recentTerminal": 129,
"recentWilsonLowerBound": 0.33703226754400983,
"running": 8,
"selectionWeight": 2.44038347030502,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.5,
"waiting": 31855
},
"Biren_166m": {
"available": true,
"backlogHours": 143.41463414634148,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.1585695787382908,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 28,
"recentSuccessRate": 0.13658536585365855,
"recentTerminal": 205,
"recentWilsonLowerBound": 0.09621731612319205,
"running": 5,
"selectionWeight": 0.20614045235977804,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 34.166666666666664,
"waiting": 4900
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1267.2857142857142,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.36224174042870616,
"queueFactor": 0.9993043031458038,
"queueWeight": 0.9993043031458038,
"recentSuccess": 18,
"recentSuccessRate": 0.21428571428571427,
"recentTerminal": 84,
"recentWilsonLowerBound": 0.14006654921749653,
"running": 7,
"selectionWeight": 0.36198972998943135,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.0,
"waiting": 17742
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 577.2233009708738,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3472276933495132,
"queueFactor": 1.1244168893427857,
"queueWeight": 1.1244168893427857,
"recentSuccess": 21,
"recentSuccessRate": 0.20388349514563106,
"recentTerminal": 103,
"recentWilsonLowerBound": 0.13739723831977257,
"running": 7,
"selectionWeight": 0.3904286828497303,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.166666666666668,
"waiting": 9909
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 67.14765100671141,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 6,
"recentSuccessRate": 0.020134228187919462,
"recentTerminal": 298,
"recentWilsonLowerBound": 0.009259448470559914,
"running": 8,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 49.666666666666664,
"waiting": 3335
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 219.65853658536588,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.2997706487086444,
"queueWeight": 1.2997706487086444,
"recentSuccess": 17,
"recentSuccessRate": 0.08292682926829269,
"recentTerminal": 205,
"recentWilsonLowerBound": 0.05241787752543188,
"running": 0,
"selectionWeight": 0.06498853243543222,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 34.166666666666664,
"waiting": 7505
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2043.1914893617022,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.180793236848812,
"queueFactor": 0.930213370939812,
"queueWeight": 0.930213370939812,
"recentSuccess": 17,
"recentSuccessRate": 0.3617021276595745,
"recentTerminal": 47,
"recentWilsonLowerBound": 0.2396602228576844,
"running": 2,
"selectionWeight": 1.0983896572320655,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.833333333333333,
"waiting": 16005
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 405.2083333333333,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.585039273419765,
"queueFactor": 1.185706452304739,
"queueWeight": 1.185706452304739,
"recentSuccess": 34,
"recentSuccessRate": 0.2361111111111111,
"recentTerminal": 144,
"recentWilsonLowerBound": 0.17416651816142592,
"running": 7,
"selectionWeight": 0.6936848413454917,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.0,
"waiting": 9725
},
"MetaX_c-500": {
"available": true,
"backlogHours": 675.0,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7695724496983978,
"queueFactor": 1.0983313311163285,
"queueWeight": 1.0983313311163285,
"recentSuccess": 28,
"recentSuccessRate": 0.27450980392156865,
"recentTerminal": 102,
"recentWilsonLowerBound": 0.19728083290685014,
"running": 3,
"selectionWeight": 0.845245533067695,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.0,
"waiting": 11475
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2502.870967741935,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.5232289802435438,
"queueFactor": 0.9023253722014979,
"queueWeight": 0.9023253722014979,
"recentSuccess": 16,
"recentSuccessRate": 0.25806451612903225,
"recentTerminal": 62,
"recentWilsonLowerBound": 0.16554737249309678,
"running": 4,
"selectionWeight": 0.4721227843448659,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.333333333333334,
"waiting": 25863
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2811.076923076923,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.8867435311393611,
"queueWeight": 0.8867435311393611,
"recentSuccess": 5,
"recentSuccessRate": 0.1282051282051282,
"recentTerminal": 39,
"recentWilsonLowerBound": 0.05602734948028318,
"running": 2,
"selectionWeight": 0.04433717655696806,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.5,
"waiting": 18272
},
"Vastai_va16": {
"available": true,
"backlogHours": 1450.1739130434783,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.10760446684485361,
"queueFactor": 0.9793003848392925,
"queueWeight": 0.9793003848392925,
"recentSuccess": 10,
"recentSuccessRate": 0.14492753623188406,
"recentTerminal": 69,
"recentWilsonLowerBound": 0.08067008672383712,
"running": 16,
"selectionWeight": 0.10537709579159203,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.5,
"waiting": 16677
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1255.5535714285713,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.5640178438698239,
"queueFactor": 1.0006994273788528,
"queueWeight": 1.0006994273788528,
"recentSuccess": 27,
"recentSuccessRate": 0.24107142857142858,
"recentTerminal": 112,
"recentWilsonLowerBound": 0.17129352746057167,
"running": 6,
"selectionWeight": 0.5644123333919879,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.666666666666668,
"waiting": 23437
}
},
"queueAttemptedAt": "2026-10-17T05:02:14.751312+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-17T05:02:14.751312+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Biren_166m",
"Ascend_910-b3",
"Ascend_910-b4",
"hygon_k100-ai",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}