Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-20T07:19:19.671611+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-20T07:19:19.671611+00:00",
"frameworkAttemptedAt": "2026-10-20T07:19:19.671611+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 43590,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21901,
"successRate": 0.5024317504014683,
"wilsonLowerBound": 0.49773791132111955
},
"vllm": {
"framework": "vllm",
"modelCount": 58109,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15528,
"successRate": 0.2672219449654959,
"wilsonLowerBound": 0.26363945626714486
},
"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": 5239,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1667,
"successRate": 0.3181904943691544,
"wilsonLowerBound": 0.3057149610087194
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38557,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18422,
"successRate": 0.47778613481339316,
"wilsonLowerBound": 0.4728026743730357
},
"vllm": {
"framework": "vllm",
"modelCount": 40575,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11103,
"successRate": 0.273641404805915,
"wilsonLowerBound": 0.26932494958559605
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14172,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5879,
"successRate": 0.4148320632232571,
"wilsonLowerBound": 0.40674441568124786
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64274,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12098,
"successRate": 0.18822540996359335,
"wilsonLowerBound": 0.1852220706377938
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 34948,
"officialConfigError": "malformed_command_argv",
"officialConfigValid": false,
"successCount": 7395,
"successRate": 0.21160009156461027,
"wilsonLowerBound": 0.20734961756488454
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8352,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 117,
"successRate": 0.014008620689655173,
"wilsonLowerBound": 0.011702200117353708
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26777,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3289,
"successRate": 0.12282929379691526,
"wilsonLowerBound": 0.11895171773684075
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16521,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10144664366563767,
"wilsonLowerBound": 0.09693497021042136
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 17379,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6718,
"successRate": 0.38655849013176824,
"wilsonLowerBound": 0.3793443289431244
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24822,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3808,
"successRate": 0.15341229554427524,
"wilsonLowerBound": 0.1489825919159369
},
"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": 55121,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13863,
"successRate": 0.25150124272056024,
"wilsonLowerBound": 0.24789652266255638
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 25288,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3226,
"successRate": 0.12757038911736793,
"wilsonLowerBound": 0.12351501478873476
},
"vllm": {
"framework": "vllm",
"modelCount": 87128,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11215682673767331,
"wilsonLowerBound": 0.11007854520728315
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 49188,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5675,
"successRate": 0.11537366837440026,
"wilsonLowerBound": 0.1125803381091367
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 51544,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3793,
"successRate": 0.07358761446531119,
"wilsonLowerBound": 0.07136516126618393
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94983,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23937,
"successRate": 0.2520135182085215,
"wilsonLowerBound": 0.24926242304439894
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 147,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5669,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 590,
"successRate": 0.1040747927324043,
"wilsonLowerBound": 0.09639209813140337
},
"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": 306,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.0032679738562091504,
"wilsonLowerBound": 0.0005770958987967146
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 25583,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4159,
"successRate": 0.16256889340577726,
"wilsonLowerBound": 0.15809820376454942
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44315,
"officialConfigError": "malformed_command_argv",
"officialConfigValid": false,
"successCount": 5723,
"successRate": 0.12914363082477717,
"wilsonLowerBound": 0.12605333306856042
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8474,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 818,
"successRate": 0.09653056407835733,
"wilsonLowerBound": 0.09042432372145644
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 35579,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7153,
"successRate": 0.20104556058349027,
"wilsonLowerBound": 0.19691339209688943
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61560,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12430,
"successRate": 0.20191682910981157,
"wilsonLowerBound": 0.19876432166302546
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18295,
"officialConfigError": "malformed_command_argv",
"officialConfigValid": false,
"successCount": 5178,
"successRate": 0.2830281497676961,
"wilsonLowerBound": 0.27654659337510773
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16199,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3917,
"successRate": 0.2418050496944256,
"wilsonLowerBound": 0.23527297399389346
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 69517,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19117,
"successRate": 0.274997482630148,
"wilsonLowerBound": 0.27169069827907044
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1636,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 971,
"successRate": 0.593520782396088,
"wilsonLowerBound": 0.5695272323362062
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48605,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.44707334636354285,
"wilsonLowerBound": 0.4426575341616685
},
"vllm": {
"framework": "vllm",
"modelCount": 41091,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5196,
"successRate": 0.12645104767467327,
"wilsonLowerBound": 0.12327235954657258
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1224,
"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": 7779,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3424,
"successRate": 0.44015940352230365,
"wilsonLowerBound": 0.4291602053082844
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7432,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.032965554359526375,
"wilsonLowerBound": 0.029141391688609655
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19620,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5591,
"successRate": 0.28496432212028544,
"wilsonLowerBound": 0.27869055341144183
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 29067,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14878,
"successRate": 0.5118519283035745,
"wilsonLowerBound": 0.5061042347787492
},
"vllm": {
"framework": "vllm",
"modelCount": 68392,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7386,
"successRate": 0.10799508714469529,
"wilsonLowerBound": 0.10569090897033218
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14274,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2533,
"successRate": 0.1774555135210873,
"wilsonLowerBound": 0.17127484745283347
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-20T07:19:19.671611+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1261.191176470588,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9751242040205492,
"queueWeight": 0.9751242040205492,
"recentSuccess": 50,
"recentSuccessRate": 0.36764705882352944,
"recentTerminal": 136,
"recentWilsonLowerBound": 0.29128436979117783,
"running": 8,
"selectionWeight": 2.437810510051373,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.666666666666668,
"waiting": 28587
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1319.9597315436242,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.8240289325974743,
"queueFactor": 0.9684851648209307,
"queueWeight": 0.9684851648209307,
"recentSuccess": 48,
"recentSuccessRate": 0.3221476510067114,
"recentTerminal": 149,
"recentWilsonLowerBound": 0.2523981353536608,
"running": 8,
"selectionWeight": 1.7665449614248112,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.833333333333332,
"waiting": 32779
},
"Biren_166m": {
"available": true,
"backlogHours": 139.65829145728645,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.21228457694823774,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 27,
"recentSuccessRate": 0.135678391959799,
"recentTerminal": 199,
"recentWilsonLowerBound": 0.09494873797311885,
"running": 10,
"selectionWeight": 0.2759699500327091,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 33.166666666666664,
"waiting": 4632
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1003.1559633027522,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.08946234135027081,
"queueFactor": 1.009187368608983,
"queueWeight": 1.009187368608983,
"recentSuccess": 12,
"recentSuccessRate": 0.11009174311926606,
"recentTerminal": 109,
"recentWilsonLowerBound": 0.06410740604439105,
"running": 7,
"selectionWeight": 0.0902842648568784,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 18.166666666666668,
"waiting": 18224
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 360.1796407185629,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2847864369888898,
"queueFactor": 1.1767906276664073,
"queueWeight": 1.1767906276664073,
"recentSuccess": 26,
"recentSuccessRate": 0.15568862275449102,
"recentTerminal": 167,
"recentWilsonLowerBound": 0.10851495315803455,
"running": 10,
"selectionWeight": 0.33513400993503534,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 27.833333333333332,
"waiting": 10025
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 60.86931818181819,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 11,
"recentSuccessRate": 0.03125,
"recentTerminal": 352,
"recentWilsonLowerBound": 0.017537273399986827,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 58.666666666666664,
"waiting": 3571
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 208.15384615384616,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.0664657731291392,
"queueFactor": 1.2776720928608518,
"queueWeight": 1.2776720928608518,
"recentSuccess": 20,
"recentSuccessRate": 0.08547008547008547,
"recentTerminal": 234,
"recentWilsonLowerBound": 0.05600833463251728,
"running": 6,
"selectionWeight": 0.08492146345752186,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 39.0,
"waiting": 8118
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2490.6153846153848,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.18764934943265352,
"queueFactor": 0.8805034764080683,
"queueWeight": 0.8805034764080683,
"recentSuccess": 7,
"recentSuccessRate": 0.1794871794871795,
"recentTerminal": 39,
"recentWilsonLowerBound": 0.08977151811469994,
"running": 2,
"selectionWeight": 0.16522590452116379,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 6.5,
"waiting": 16189
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 388.36,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.23217352780121328,
"queueFactor": 1.1635683540634172,
"queueWeight": 1.1635683540634172,
"recentSuccess": 22,
"recentSuccessRate": 0.14666666666666667,
"recentTerminal": 150,
"recentWilsonLowerBound": 0.09889364963827856,
"running": 4,
"selectionWeight": 0.27014976960075476,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 25.0,
"waiting": 9709
},
"MetaX_c-500": {
"available": true,
"backlogHours": 603.9487179487179,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7753138126885644,
"queueFactor": 1.0889979579920126,
"queueWeight": 1.0889979579920126,
"recentSuccess": 28,
"recentSuccessRate": 0.23931623931623933,
"recentTerminal": 117,
"recentWilsonLowerBound": 0.17107945919158843,
"running": 4,
"selectionWeight": 0.8443151588208483,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.5,
"waiting": 11777
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2628.6,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.344253676294817,
"queueFactor": 0.8734104814665986,
"queueWeight": 0.8734104814665986,
"recentSuccess": 12,
"recentSuccessRate": 0.2,
"recentTerminal": 60,
"recentWilsonLowerBound": 0.11828389736858964,
"running": 4,
"selectionWeight": 0.3006747691593027,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 10.0,
"waiting": 26286
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1922.0689655172414,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.9154017323713312,
"queueWeight": 0.9154017323713312,
"recentSuccess": 4,
"recentSuccessRate": 0.06896551724137931,
"recentTerminal": 58,
"recentWilsonLowerBound": 0.02714380759816832,
"running": 3,
"selectionWeight": 0.04577008661856656,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 9.666666666666666,
"waiting": 18580
},
"Vastai_va16": {
"available": true,
"backlogHours": 1129.2857142857144,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9914173156215561,
"queueWeight": 0.9914173156215561,
"recentSuccess": 7,
"recentSuccessRate": 0.07142857142857142,
"recentTerminal": 98,
"recentWilsonLowerBound": 0.035028007899499426,
"running": 16,
"selectionWeight": 0.049570865781077805,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 16.333333333333332,
"waiting": 18445
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1420.1538461538462,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.4682398548939358,
"queueFactor": 0.9579145409344009,
"queueWeight": 0.9579145409344009,
"recentSuccess": 21,
"recentSuccessRate": 0.20192307692307693,
"recentTerminal": 104,
"recentWilsonLowerBound": 0.1360342471538695,
"running": 6,
"selectionWeight": 0.44853376564791503,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 17.333333333333332,
"waiting": 24616
}
},
"queueAttemptedAt": "2026-10-20T07:19:19.671611+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-20T07:19:19.671611+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
}