Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-20T01:56:00.987755+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-20T01:56:00.987755+00:00",
"frameworkAttemptedAt": "2026-10-19T20:15:18.265691+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 43525,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21860,
"successRate": 0.5022400919012062,
"wilsonLowerBound": 0.49754275790408203
},
"vllm": {
"framework": "vllm",
"modelCount": 58063,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15518,
"successRate": 0.2672614229371545,
"wilsonLowerBound": 0.263677350088077
},
"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": 5181,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1647,
"successRate": 0.31789229878401853,
"wilsonLowerBound": 0.3053513099984673
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38458,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18360,
"successRate": 0.4774039211607468,
"wilsonLowerBound": 0.4724142635263623
},
"vllm": {
"framework": "vllm",
"modelCount": 40526,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11102,
"successRate": 0.2739475892019938,
"wilsonLowerBound": 0.2696269973252689
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14083,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5844,
"successRate": 0.41496840161897325,
"wilsonLowerBound": 0.4068548924855788
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64265,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12098,
"successRate": 0.18825177001478255,
"wilsonLowerBound": 0.18524805760286572
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 34476,
"officialConfigError": "malformed_command_argv",
"officialConfigValid": false,
"successCount": 7364,
"successRate": 0.21359786518157559,
"wilsonLowerBound": 0.2093035803182676
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8313,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 115,
"successRate": 0.01383375436063996,
"wilsonLowerBound": 0.011538014344512085
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26770,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3288,
"successRate": 0.12282405677997758,
"wilsonLowerBound": 0.11894605365208344
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16520,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10145278450363196,
"wilsonLowerBound": 0.09694085230477067
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 17280,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6694,
"successRate": 0.38738425925925923,
"wilsonLowerBound": 0.380146498410545
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24819,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3808,
"successRate": 0.15343083927636086,
"wilsonLowerBound": 0.14900064651328315
},
"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": 54904,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13812,
"successRate": 0.2515663703919569,
"wilsonLowerBound": 0.2479542518999264
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 25241,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3218,
"successRate": 0.12749098688641497,
"wilsonLowerBound": 0.12343299673518347
},
"vllm": {
"framework": "vllm",
"modelCount": 87122,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11216455085971397,
"wilsonLowerBound": 0.11008613498042095
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 49039,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5672,
"successRate": 0.11566304369991232,
"wilsonLowerBound": 0.11286241568461444
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 51255,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3790,
"successRate": 0.07394400546288167,
"wilsonLowerBound": 0.07171032747335292
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94931,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23922,
"successRate": 0.2519935532123332,
"wilsonLowerBound": 0.24924178078950268
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 145,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5668,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 590,
"successRate": 0.10409315455187015,
"wilsonLowerBound": 0.09640917432375648
},
"vllm": {
"framework": "vllm",
"modelCount": 112915,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16539,
"successRate": 0.14647301067174423,
"wilsonLowerBound": 0.14442266275144017
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 304,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.003289473684210526,
"wilsonLowerBound": 0.0005808941273062394
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 25461,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4155,
"successRate": 0.16319076234240604,
"wilsonLowerBound": 0.15870243059971056
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44303,
"officialConfigError": "malformed_command_argv",
"officialConfigValid": false,
"successCount": 5722,
"successRate": 0.12915603909441797,
"wilsonLowerBound": 0.1260651983664097
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8465,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 817,
"successRate": 0.0965150620200827,
"wilsonLowerBound": 0.09040613000477635
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 35507,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7139,
"successRate": 0.20105894612329964,
"wilsonLowerBound": 0.1969225178718171
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61558,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12430,
"successRate": 0.20192338932388967,
"wilsonLowerBound": 0.19877079208253345
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18176,
"officialConfigError": "malformed_command_argv",
"officialConfigValid": false,
"successCount": 5143,
"successRate": 0.2829555457746479,
"wilsonLowerBound": 0.2764534827350362
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16149,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3906,
"successRate": 0.24187256176853056,
"wilsonLowerBound": 0.2353298344323137
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 69445,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19100,
"successRate": 0.2750377996976024,
"wilsonLowerBound": 0.2717291547803792
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1595,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 947,
"successRate": 0.5937304075235109,
"wilsonLowerBound": 0.5694297618857823
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48595,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.4471653462290359,
"wilsonLowerBound": 0.44274898590649875
},
"vllm": {
"framework": "vllm",
"modelCount": 41028,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5177,
"successRate": 0.12618211952812713,
"wilsonLowerBound": 0.1230039703648487
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1220,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6289,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03052949594530132,
"wilsonLowerBound": 0.026555749965692398
},
"vllm": {
"framework": "vllm",
"modelCount": 10113,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 765,
"successRate": 0.07564520913675467,
"wilsonLowerBound": 0.07065102319044637
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7758,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3415,
"successRate": 0.4401907708172209,
"wilsonLowerBound": 0.4291766435438184
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7431,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.03296999058000269,
"wilsonLowerBound": 0.02914532054852906
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19536,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5579,
"successRate": 0.28557534807534807,
"wilsonLowerBound": 0.27928400511922646
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 29031,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14860,
"successRate": 0.5118666253315421,
"wilsonLowerBound": 0.5061153707518846
},
"vllm": {
"framework": "vllm",
"modelCount": 68341,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7379,
"successRate": 0.10797325178150743,
"wilsonLowerBound": 0.1056684301819784
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14242,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2524,
"successRate": 0.1772223002387305,
"wilsonLowerBound": 0.17103808941012547
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-20T01:56:00.987755+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1624.5142857142857,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.829891754199566,
"queueFactor": 0.9765645420347644,
"queueWeight": 0.9765645420347644,
"recentSuccess": 26,
"recentSuccessRate": 0.24761904761904763,
"recentTerminal": 105,
"recentWilsonLowerBound": 0.17494869705401506,
"running": 8,
"selectionWeight": 0.8104428608783264,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.5,
"waiting": 28429
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1467.3893129770993,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9915798182694546,
"queueWeight": 0.9915798182694546,
"recentSuccess": 48,
"recentSuccessRate": 0.366412213740458,
"recentTerminal": 131,
"recentWilsonLowerBound": 0.2888025121130491,
"running": 8,
"selectionWeight": 2.4789495456736366,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.833333333333332,
"waiting": 32038
},
"Biren_166m": {
"available": true,
"backlogHours": 159.01754385964912,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.08773072832720694,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 17,
"recentSuccessRate": 0.09941520467836257,
"recentTerminal": 171,
"recentWilsonLowerBound": 0.06299898745663293,
"running": 8,
"selectionWeight": 0.11404994682536902,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 28.5,
"waiting": 4532
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1376.6582278481014,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2907182863017022,
"queueFactor": 1.0011186719126672,
"queueWeight": 1.0011186719126672,
"recentSuccess": 14,
"recentSuccessRate": 0.17721518987341772,
"recentTerminal": 79,
"recentWilsonLowerBound": 0.10860327950089017,
"running": 7,
"selectionWeight": 0.29104350468308665,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 13.166666666666666,
"waiting": 18126
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 411.5342465753425,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4780383254768157,
"queueFactor": 1.1999097560932466,
"queueWeight": 1.1999097560932466,
"recentSuccess": 28,
"recentSuccessRate": 0.1917808219178082,
"recentTerminal": 146,
"recentWilsonLowerBound": 0.13615085695136855,
"running": 7,
"selectionWeight": 0.5736028505261099,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 24.333333333333332,
"waiting": 10014
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 73.00990099009901,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 9,
"recentSuccessRate": 0.0297029702970297,
"recentTerminal": 303,
"recentWilsonLowerBound": 0.015703850583924202,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 50.5,
"waiting": 3687
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 296.25925925925924,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.07016579247277312,
"queueFactor": 1.2605459802223382,
"queueWeight": 1.2605459802223382,
"recentSuccess": 15,
"recentSuccessRate": 0.09259259259259259,
"recentTerminal": 162,
"recentWilsonLowerBound": 0.05691551968142479,
"running": 1,
"selectionWeight": 0.08844720765066895,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 27.0,
"waiting": 7999
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2373.512195121951,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.06131884952864,
"queueFactor": 0.922573045000443,
"queueWeight": 0.922573045000443,
"recentSuccess": 13,
"recentSuccessRate": 0.3170731707317073,
"recentTerminal": 41,
"recentWilsonLowerBound": 0.19564433205311735,
"running": 2,
"selectionWeight": 0.9791441627260045,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.833333333333333,
"waiting": 16219
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 430.0444444444444,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.6849195069836944,
"queueFactor": 1.1920170859533727,
"queueWeight": 1.1920170859533727,
"recentSuccess": 30,
"recentSuccessRate": 0.2222222222222222,
"recentTerminal": 135,
"recentWilsonLowerBound": 0.1603281725224173,
"running": 8,
"selectionWeight": 0.8164357548273241,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.5,
"waiting": 9676
},
"MetaX_c-500": {
"available": true,
"backlogHours": 783.1333333333333,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.6630515036437814,
"queueFactor": 1.0895172865375253,
"queueWeight": 1.0895172865375253,
"recentSuccess": 21,
"recentSuccessRate": 0.23333333333333334,
"recentTerminal": 90,
"recentWilsonLowerBound": 0.15798078393937456,
"running": 4,
"selectionWeight": 0.7224060750845988,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.0,
"waiting": 11747
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2413.107692307692,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.17296411699316416,
"queueFactor": 0.9202863407395799,
"queueWeight": 0.9202863407395799,
"recentSuccess": 10,
"recentSuccessRate": 0.15384615384615385,
"recentTerminal": 65,
"recentWilsonLowerBound": 0.08577002061798973,
"running": 4,
"selectionWeight": 0.15917651430689164,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 10.833333333333334,
"waiting": 26142
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2715.512195121951,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.25512162233835645,
"queueFactor": 0.9041317450917237,
"queueWeight": 0.9041317450917237,
"recentSuccess": 8,
"recentSuccessRate": 0.1951219512195122,
"recentTerminal": 41,
"recentWilsonLowerBound": 0.1023431574920593,
"running": 2,
"selectionWeight": 0.23066355761540988,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 6.833333333333333,
"waiting": 18556
},
"Vastai_va16": {
"available": true,
"backlogHours": 1667.4545454545455,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9727503172539601,
"queueWeight": 0.9727503172539601,
"recentSuccess": 4,
"recentSuccessRate": 0.06060606060606061,
"recentTerminal": 66,
"recentWilsonLowerBound": 0.023818229304678567,
"running": 16,
"selectionWeight": 0.04863751586269801,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 11.0,
"waiting": 18342
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1397.2571428571428,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.5970697904806455,
"queueFactor": 0.9988908408112628,
"queueWeight": 0.9988908408112628,
"recentSuccess": 23,
"recentSuccessRate": 0.21904761904761905,
"recentTerminal": 105,
"recentWilsonLowerBound": 0.15063031032976165,
"running": 6,
"selectionWeight": 0.5964075450362164,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.5,
"waiting": 24452
}
},
"queueAttemptedAt": "2026-10-20T01:56:00.987755+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-20T01:56:00.987755+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
}