Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-08T08:12:54.756458+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-08T08:12:54.756458+00:00",
"frameworkAttemptedAt": "2026-10-08T07:20:44.744131+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 41541,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20506,
"successRate": 0.4936327965142871,
"wilsonLowerBound": 0.48882574119940164
},
"vllm": {
"framework": "vllm",
"modelCount": 55662,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15242,
"successRate": 0.27383133915418056,
"wilsonLowerBound": 0.27014247933104435
},
"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": 4032,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1218,
"successRate": 0.3020833333333333,
"wilsonLowerBound": 0.2881042452934053
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 36277,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16910,
"successRate": 0.4661355679907379,
"wilsonLowerBound": 0.4610059427319103
},
"vllm": {
"framework": "vllm",
"modelCount": 39444,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10965,
"successRate": 0.2779890477639185,
"wilsonLowerBound": 0.27358951684619864
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12167,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5124,
"successRate": 0.42113914687268844,
"wilsonLowerBound": 0.41239206295546527
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64206,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.1883936080740118,
"wilsonLowerBound": 0.18538764147178857
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 27958,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6083,
"successRate": 0.21757636454682022,
"wilsonLowerBound": 0.21277885738137992
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7540,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 102,
"successRate": 0.013527851458885942,
"wilsonLowerBound": 0.011156982997164154
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26564,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3265,
"successRate": 0.12291070621894293,
"wilsonLowerBound": 0.11901669571254467
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16502,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10156344685492667,
"wilsonLowerBound": 0.09704685221513341
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 14875,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5930,
"successRate": 0.39865546218487397,
"wilsonLowerBound": 0.39081417009877817
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24658,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3805,
"successRate": 0.15431097412604428,
"wilsonLowerBound": 0.14985584518946382
},
"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": 50320,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12633,
"successRate": 0.25105325914149446,
"wilsonLowerBound": 0.24728362574065035
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23794,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3121,
"successRate": 0.13116752122383793,
"wilsonLowerBound": 0.12693752464155056
},
"vllm": {
"framework": "vllm",
"modelCount": 86934,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9769,
"successRate": 0.11237260450456668,
"wilsonLowerBound": 0.11029025328717505
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 45464,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5487,
"successRate": 0.12068889670948443,
"wilsonLowerBound": 0.11772638011297129
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44870,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3637,
"successRate": 0.08105638511254736,
"wilsonLowerBound": 0.07856678576715746
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 91991,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22856,
"successRate": 0.24845908838908154,
"wilsonLowerBound": 0.24567716972874595
},
"transformers": {
"framework": "transformers",
"modelCount": 5482,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 581,
"successRate": 0.10598321780372127,
"wilsonLowerBound": 0.09810881473398107
},
"vllm": {
"framework": "vllm",
"modelCount": 112833,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16530,
"successRate": 0.1464996942383877,
"wilsonLowerBound": 0.14444844923118663
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 22539,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3918,
"successRate": 0.17383202449088248,
"wilsonLowerBound": 0.16894019418582354
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43544,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5660,
"successRate": 0.12998346500091862,
"wilsonLowerBound": 0.12685743989989576
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7838,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 727,
"successRate": 0.09275325338096453,
"wilsonLowerBound": 0.086529077693759
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 33789,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6594,
"successRate": 0.19515226848974518,
"wilsonLowerBound": 0.19096119151640675
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61455,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12417,
"successRate": 0.20205028069319014,
"wilsonLowerBound": 0.1988943057676491
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14129,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4046,
"successRate": 0.2863613843867223,
"wilsonLowerBound": 0.27896611627086476
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15049,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3698,
"successRate": 0.24573061332978935,
"wilsonLowerBound": 0.238917554591563
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 66675,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18380,
"successRate": 0.2756655418072741,
"wilsonLowerBound": 0.2722866994542819
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 729,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 445,
"successRate": 0.6104252400548696,
"wilsonLowerBound": 0.5745344895534232
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48086,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21478,
"successRate": 0.44665807095620347,
"wilsonLowerBound": 0.4422189467443588
},
"vllm": {
"framework": "vllm",
"modelCount": 39195,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4567,
"successRate": 0.11651996428115831,
"wilsonLowerBound": 0.11338104983579907
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1002,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6286,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030544066178810055,
"wilsonLowerBound": 0.02656844784963345
},
"vllm": {
"framework": "vllm",
"modelCount": 10073,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 756,
"successRate": 0.07505211952744961,
"wilsonLowerBound": 0.07006718147500551
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7042,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3084,
"successRate": 0.4379437659755751,
"wilsonLowerBound": 0.42639274739486926
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7409,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 244,
"successRate": 0.0329329194223242,
"wilsonLowerBound": 0.02910513736654284
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 16560,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4942,
"successRate": 0.29842995169082126,
"wilsonLowerBound": 0.2915081573986016
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27922,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14225,
"successRate": 0.5094549101067258,
"wilsonLowerBound": 0.503590266599378
},
"vllm": {
"framework": "vllm",
"modelCount": 66660,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7049,
"successRate": 0.10574557455745574,
"wilsonLowerBound": 0.10343379811192092
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13432,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2145,
"successRate": 0.15969326980345444,
"wilsonLowerBound": 0.15359559764719283
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-08T08:12:54.756458+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 823.90099009901,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3194606674435141,
"queueFactor": 0.9980818844835851,
"queueWeight": 0.9980818844835851,
"recentSuccess": 35,
"recentSuccessRate": 0.17326732673267325,
"recentTerminal": 202,
"recentWilsonLowerBound": 0.12730203311982186,
"running": 8,
"selectionWeight": 0.31884790498040644,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 33.666666666666664,
"waiting": 27738
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 844.046511627907,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.2450047497137053,
"queueFactor": 0.99447179413505,
"queueWeight": 0.99447179413505,
"recentSuccess": 63,
"recentSuccessRate": 0.2930232558139535,
"recentTerminal": 215,
"recentWilsonLowerBound": 0.23624341372228072,
"running": 8,
"selectionWeight": 1.2381221071544475,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 35.833333333333336,
"waiting": 30245
},
"Biren_166m": {
"available": true,
"backlogHours": 174.54901960784315,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.9025525726645669,
"queueFactor": 1.259678783551547,
"queueWeight": 1.259678783551547,
"recentSuccess": 41,
"recentSuccessRate": 0.2679738562091503,
"recentTerminal": 153,
"recentWilsonLowerBound": 0.20410817120383035,
"running": 9,
"selectionWeight": 1.1369263268254208,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.5,
"waiting": 4451
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 847.4876033057851,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.22990846493916528,
"queueFactor": 0.9938650615921475,
"queueWeight": 0.9938650615921475,
"recentSuccess": 20,
"recentSuccessRate": 0.1652892561983471,
"recentTerminal": 121,
"recentWilsonLowerBound": 0.10962203759241998,
"running": 7,
"selectionWeight": 0.22849799066731957,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.166666666666668,
"waiting": 17091
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 312.03333333333336,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.12176061651962179,
"queueFactor": 1.1545620497294702,
"queueWeight": 1.1545620497294702,
"recentSuccess": 22,
"recentSuccessRate": 0.12222222222222222,
"recentTerminal": 180,
"recentWilsonLowerBound": 0.08211480209844403,
"running": 7,
"selectionWeight": 0.1405801869852185,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 30.0,
"waiting": 9361
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 62.52336448598131,
"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": 0.03115264797507788,
"recentTerminal": 321,
"recentWilsonLowerBound": 0.017007698797803106,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 53.5,
"waiting": 3345
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 178.4394618834081,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.17124811900439213,
"queueFactor": 1.255520450375515,
"queueWeight": 1.255520450375515,
"recentSuccess": 30,
"recentSuccessRate": 0.13452914798206278,
"recentTerminal": 223,
"recentWilsonLowerBound": 0.09588446640501848,
"running": 4,
"selectionWeight": 0.2150055154983542,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 37.166666666666664,
"waiting": 6632
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1747.3584905660375,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.28075964369809436,
"queueFactor": 0.891641193655601,
"queueWeight": 0.891641193655601,
"recentSuccess": 11,
"recentSuccessRate": 0.20754716981132076,
"recentTerminal": 53,
"recentWilsonLowerBound": 0.12004475729322062,
"running": 3,
"selectionWeight": 0.2503368638372901,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.833333333333334,
"waiting": 15435
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 342.0740740740741,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.2660505410802452,
"queueFactor": 1.1387526556116,
"queueWeight": 1.1387526556116,
"recentSuccess": 27,
"recentSuccessRate": 0.16666666666666666,
"recentTerminal": 162,
"recentWilsonLowerBound": 0.11714404789856393,
"running": 8,
"selectionWeight": 0.3029657601820323,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.0,
"waiting": 9236
},
"MetaX_c-500": {
"available": true,
"backlogHours": 537.4918032786885,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.36892259438259806,
"queueFactor": 1.0641225584243208,
"queueWeight": 1.0641225584243208,
"recentSuccess": 24,
"recentSuccessRate": 0.19672131147540983,
"recentTerminal": 122,
"recentWilsonLowerBound": 0.13591035553474007,
"running": 5,
"selectionWeight": 0.3925788549949482,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.333333333333332,
"waiting": 10929
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1910.0,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8798171467759454,
"queueWeight": 0.8798171467759454,
"recentSuccess": 30,
"recentSuccessRate": 0.43478260869565216,
"recentTerminal": 69,
"recentWilsonLowerBound": 0.3243261617876528,
"running": 5,
"selectionWeight": 2.1995428669398636,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.5,
"waiting": 21965
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1979.0769230769233,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.1632552449965509,
"queueFactor": 0.8751409893868715,
"queueWeight": 0.8751409893868715,
"recentSuccess": 9,
"recentSuccessRate": 0.17307692307692307,
"recentTerminal": 52,
"recentWilsonLowerBound": 0.09382368756467781,
"running": 2,
"selectionWeight": 0.14287135662887765,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.666666666666666,
"waiting": 17152
},
"Vastai_va16": {
"available": true,
"backlogHours": 802.9440000000001,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 1.001946743795633,
"queueWeight": 1.001946743795633,
"recentSuccess": 3,
"recentSuccessRate": 0.024,
"recentTerminal": 125,
"recentWilsonLowerBound": 0.008195108073434177,
"running": 16,
"selectionWeight": 0.050097337189781654,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 20.833333333333332,
"waiting": 16728
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 835.9253731343284,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.2662434693230787,
"queueFactor": 0.9959150620737446,
"queueWeight": 0.9959150620737446,
"recentSuccess": 23,
"recentSuccessRate": 0.17164179104477612,
"recentTerminal": 134,
"recentWilsonLowerBound": 0.11718265287943842,
"running": 6,
"selectionWeight": 0.265155881277623,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.333333333333332,
"waiting": 18669
}
},
"queueAttemptedAt": "2026-10-08T08:07:43.659605+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-08T08:07:43.659605+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Vastai_va16",
"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
}