Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-14T06:46:50.064864+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-14T06:46:50.064864+00:00",
"frameworkAttemptedAt": "2026-10-14T03:33:21.451549+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 42575,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21210,
"successRate": 0.49817968291250736,
"wilsonLowerBound": 0.4934305835271709
},
"vllm": {
"framework": "vllm",
"modelCount": 57064,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15405,
"successRate": 0.26996004486190944,
"wilsonLowerBound": 0.26633313286559424
},
"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": 4571,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1397,
"successRate": 0.30562240210019687,
"wilsonLowerBound": 0.2924353279084998
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 37341,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17616,
"successRate": 0.4717602635173134,
"wilsonLowerBound": 0.46670006220266624
},
"vllm": {
"framework": "vllm",
"modelCount": 40027,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11050,
"successRate": 0.27606365703150376,
"wilsonLowerBound": 0.2717057056207441
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 13071,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5467,
"successRate": 0.418254150409303,
"wilsonLowerBound": 0.4098229200489838
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64219,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.18835547112225354,
"wilsonLowerBound": 0.1853500442293691
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 31229,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6741,
"successRate": 0.21585705594159274,
"wilsonLowerBound": 0.21132907516973232
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7937,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 111,
"successRate": 0.01398513292175885,
"wilsonLowerBound": 0.011626734114265312
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26665,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3278,
"successRate": 0.12293268329270579,
"wilsonLowerBound": 0.1190456457244366
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16511,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10150808551874507,
"wilsonLowerBound": 0.09699382329741071
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 16075,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6315,
"successRate": 0.392846034214619,
"wilsonLowerBound": 0.3853225945359408
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24784,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3807,
"successRate": 0.15360716591349258,
"wilsonLowerBound": 0.14917174733820737
},
"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": 52590,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13253,
"successRate": 0.25200608480699754,
"wilsonLowerBound": 0.24831356304232508
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24802,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3159,
"successRate": 0.12736876058382388,
"wilsonLowerBound": 0.1232772346939346
},
"vllm": {
"framework": "vllm",
"modelCount": 87036,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.1122753803024036,
"wilsonLowerBound": 0.11019503685752899
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 46839,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5593,
"successRate": 0.11940903947565064,
"wilsonLowerBound": 0.11650351729527793
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 47916,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3715,
"successRate": 0.0775315134819267,
"wilsonLowerBound": 0.07517065067808322
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94138,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23540,
"successRate": 0.2500584248656228,
"wilsonLowerBound": 0.24730230587597993
},
"transformers": {
"framework": "transformers",
"modelCount": 5592,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 587,
"successRate": 0.10497138769670958,
"wilsonLowerBound": 0.0972068594985044
},
"vllm": {
"framework": "vllm",
"modelCount": 112874,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16532,
"successRate": 0.14646419901837446,
"wilsonLowerBound": 0.14441353263163567
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 160,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.00625,
"wilsonLowerBound": 0.001104103354391482
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 24090,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4048,
"successRate": 0.1680365296803653,
"wilsonLowerBound": 0.16336791201231537
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43716,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5686,
"successRate": 0.13006679476621832,
"wilsonLowerBound": 0.12694599489775588
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8199,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 774,
"successRate": 0.09440175631174534,
"wilsonLowerBound": 0.08826136392099801
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34606,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6880,
"successRate": 0.19880945500780212,
"wilsonLowerBound": 0.19463797913800265
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61505,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12425,
"successRate": 0.2020160962523372,
"wilsonLowerBound": 0.19886159939926898
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 16376,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4613,
"successRate": 0.2816927210552027,
"wilsonLowerBound": 0.27485492147391194
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15568,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3775,
"successRate": 0.24248458376156218,
"wilsonLowerBound": 0.2358161269139787
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 68254,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18788,
"successRate": 0.27526591848096815,
"wilsonLowerBound": 0.27192776708293753
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1080,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 649,
"successRate": 0.600925925925926,
"wilsonLowerBound": 0.571411184777982
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48455,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.4484573315447322,
"wilsonLowerBound": 0.44403329269398023
},
"vllm": {
"framework": "vllm",
"modelCount": 40083,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4884,
"successRate": 0.12184716712820896,
"wilsonLowerBound": 0.1186810051073539
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1112,
"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": 10091,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 762,
"successRate": 0.07551283321771876,
"wilsonLowerBound": 0.07051757164676267
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7422,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3255,
"successRate": 0.4385610347615198,
"wilsonLowerBound": 0.4273065277391674
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7424,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.0330010775862069,
"wilsonLowerBound": 0.029172852259161434
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18520,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5449,
"successRate": 0.2942224622030238,
"wilsonLowerBound": 0.2877026039361728
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28524,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14596,
"successRate": 0.5117094376665264,
"wilsonLowerBound": 0.5059072663255458
},
"vllm": {
"framework": "vllm",
"modelCount": 67531,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7234,
"successRate": 0.10712117397935762,
"wilsonLowerBound": 0.10481089150664974
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13795,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2335,
"successRate": 0.16926422616890177,
"wilsonLowerBound": 0.16309887557171437
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-14T06:55:05.664802+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1225.2888888888888,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.171831762305023,
"queueFactor": 1.0016950203957689,
"queueWeight": 1.0016950203957689,
"recentSuccess": 44,
"recentSuccessRate": 0.32592592592592595,
"recentTerminal": 135,
"recentWilsonLowerBound": 0.2526269752404716,
"running": 8,
"selectionWeight": 2.1755130614383087,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.5,
"waiting": 27569
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1253.1140939597317,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.732150406799986,
"queueFactor": 0.9983267242780371,
"queueWeight": 0.9983267242780371,
"recentSuccess": 44,
"recentSuccessRate": 0.2953020134228188,
"recentTerminal": 149,
"recentWilsonLowerBound": 0.2279422931541457,
"running": 8,
"selectionWeight": 1.7292520415774995,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.833333333333332,
"waiting": 31119
},
"Biren_166m": {
"available": true,
"backlogHours": 145.00934579439254,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.2586640619405705,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 29,
"recentSuccessRate": 0.13551401869158877,
"recentTerminal": 214,
"recentWilsonLowerBound": 0.0960370416706241,
"running": 8,
"selectionWeight": 0.3362632805227417,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 35.666666666666664,
"waiting": 5172
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1283.6923076923076,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4234197702940768,
"queueFactor": 0.9947229736107139,
"queueWeight": 0.9947229736107139,
"recentSuccess": 15,
"recentSuccessRate": 0.19230769230769232,
"recentTerminal": 78,
"recentWilsonLowerBound": 0.12015101048823743,
"running": 7,
"selectionWeight": 0.4211853729924895,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.0,
"waiting": 16688
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 402.72727272727275,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.36791049620180755,
"queueFactor": 1.1836399990364188,
"queueWeight": 1.1836399990364188,
"recentSuccess": 22,
"recentSuccessRate": 0.16666666666666666,
"recentTerminal": 132,
"recentWilsonLowerBound": 0.11271636998867922,
"running": 7,
"selectionWeight": 0.43547357936979586,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.0,
"waiting": 8860
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 87.61061946902656,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 16,
"recentSuccessRate": 0.07079646017699115,
"recentTerminal": 226,
"recentWilsonLowerBound": 0.04404397830633519,
"running": 25,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 37.666666666666664,
"waiting": 3300
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 150.17081850533808,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.4126973871058571,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 44,
"recentSuccessRate": 0.15658362989323843,
"recentTerminal": 281,
"recentWilsonLowerBound": 0.11875832351054628,
"running": 9,
"selectionWeight": 0.5365066032376142,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 46.833333333333336,
"waiting": 7033
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1902.4799999999998,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.4828106978690996,
"queueFactor": 0.9377202056582047,
"queueWeight": 0.9377202056582047,
"recentSuccess": 11,
"recentSuccessRate": 0.22,
"recentTerminal": 50,
"recentWilsonLowerBound": 0.1275378622430229,
"running": 2,
"selectionWeight": 0.4527413468997934,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.333333333333334,
"waiting": 15854
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 297.9161676646707,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.8534140851156885,
"queueFactor": 1.2383892637224097,
"queueWeight": 1.2383892637224097,
"recentSuccess": 37,
"recentSuccessRate": 0.2215568862275449,
"recentTerminal": 167,
"recentWilsonLowerBound": 0.1652288635924317,
"running": 8,
"selectionWeight": 1.0568588405167514,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.833333333333332,
"waiting": 8292
},
"MetaX_c-500": {
"available": true,
"backlogHours": 699.7582417582418,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.6386816449422417,
"queueFactor": 1.0895046440281626,
"queueWeight": 1.0895046440281626,
"recentSuccess": 28,
"recentSuccessRate": 0.3076923076923077,
"recentTerminal": 91,
"recentWilsonLowerBound": 0.22226672658950442,
"running": 4,
"selectionWeight": 1.785351262248281,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.166666666666666,
"waiting": 10613
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1926.4556962025317,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.41134497022434957,
"queueFactor": 0.935960315738828,
"queueWeight": 0.935960315738828,
"recentSuccess": 15,
"recentSuccessRate": 0.189873417721519,
"recentTerminal": 79,
"recentWilsonLowerBound": 0.11858126823689084,
"running": 4,
"selectionWeight": 0.385002568208761,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.166666666666666,
"waiting": 25365
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2075.0769230769233,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.11625744374307917,
"queueFactor": 0.9255846828329689,
"queueWeight": 0.9255846828329689,
"recentSuccess": 7,
"recentSuccessRate": 0.1346153846153846,
"recentTerminal": 52,
"recentWilsonLowerBound": 0.06676796994292625,
"running": 2,
"selectionWeight": 0.10760610919390966,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.666666666666666,
"waiting": 17984
},
"Vastai_va16": {
"available": true,
"backlogHours": 1466.909090909091,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.975013904432702,
"queueWeight": 0.975013904432702,
"recentSuccess": 3,
"recentSuccessRate": 0.045454545454545456,
"recentTerminal": 66,
"recentWilsonLowerBound": 0.015577991894810295,
"running": 16,
"selectionWeight": 0.0487506952216351,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 11.0,
"waiting": 16136
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1318.6530612244899,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 2.5,
"queueFactor": 0.9907217717952562,
"queueWeight": 0.9907217717952562,
"recentSuccess": 35,
"recentSuccessRate": 0.35714285714285715,
"recentTerminal": 98,
"recentWilsonLowerBound": 0.26931387894509207,
"running": 6,
"selectionWeight": 2.4768044294881406,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.333333333333332,
"waiting": 21538
}
},
"queueAttemptedAt": "2026-10-14T06:52:58.492058+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-14T06:52:58.492058+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Ascend_910-b3",
"Ascend_910-b4",
"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
}