Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-20T10:47:07.062678+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-20T10:47:07.062678+00:00",
"frameworkAttemptedAt": "2026-10-20T07:57:10.386720+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 43594,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21905,
"successRate": 0.5024774051474974,
"wilsonLowerBound": 0.4977837794871516
},
"vllm": {
"framework": "vllm",
"modelCount": 58110,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15528,
"successRate": 0.2672173464119773,
"wilsonLowerBound": 0.2636349083755761
},
"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": 5240,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1668,
"successRate": 0.3183206106870229,
"wilsonLowerBound": 0.30584478599580284
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38558,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18422,
"successRate": 0.4777737434514238,
"wilsonLowerBound": 0.47279035433492694
},
"vllm": {
"framework": "vllm",
"modelCount": 40577,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11103,
"successRate": 0.2736279172930478,
"wilsonLowerBound": 0.2693116358157703
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14176,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5879,
"successRate": 0.4147150112866817,
"wilsonLowerBound": 0.40662886620145167
}
},
"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": 34971,
"officialConfigError": "malformed_command_argv",
"officialConfigValid": false,
"successCount": 7395,
"successRate": 0.21146092476623488,
"wilsonLowerBound": 0.2072128836173685
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8353,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 117,
"successRate": 0.014006943613073147,
"wilsonLowerBound": 0.011700797670113302
}
},
"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": 17380,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6718,
"successRate": 0.38653624856156504,
"wilsonLowerBound": 0.3793223760831352
}
},
"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": 55134,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13866,
"successRate": 0.2514963543367069,
"wilsonLowerBound": 0.2478920809282839
}
},
"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": 49201,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5676,
"successRate": 0.1153635088717709,
"wilsonLowerBound": 0.11257065256504843
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 51549,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3793,
"successRate": 0.07358047682787251,
"wilsonLowerBound": 0.07135823103086937
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94984,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23937,
"successRate": 0.2520108649877874,
"wilsonLowerBound": 0.2492597939968285
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 147,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5670,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 590,
"successRate": 0.10405643738977072,
"wilsonLowerBound": 0.09637502798783361
},
"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": 25597,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4159,
"successRate": 0.16247997812243622,
"wilsonLowerBound": 0.15801150682536302
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44316,
"officialConfigError": "malformed_command_argv",
"officialConfigValid": false,
"successCount": 5724,
"successRate": 0.12916328188464662,
"wilsonLowerBound": 0.12607281465007533
},
"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": 35582,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7154,
"successRate": 0.20105671406891124,
"wilsonLowerBound": 0.19692463078195643
}
},
"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": 18297,
"officialConfigError": "malformed_command_argv",
"officialConfigValid": false,
"successCount": 5180,
"successRate": 0.2831065201945674,
"wilsonLowerBound": 0.2766247524029927
},
"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": 1637,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 972,
"successRate": 0.5937690897984117,
"wilsonLowerBound": 0.5697846235309668
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48606,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.44706414845903797,
"wilsonLowerBound": 0.442648391066665
},
"vllm": {
"framework": "vllm",
"modelCount": 41092,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5196,
"successRate": 0.1264479704078653,
"wilsonLowerBound": 0.1232693542566166
},
"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": 7782,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3425,
"successRate": 0.44011822153687996,
"wilsonLowerBound": 0.4291212675054163
}
},
"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": 19622,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5592,
"successRate": 0.28498623993476707,
"wilsonLowerBound": 0.2787126384430646
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 29068,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14879,
"successRate": 0.5118687216182743,
"wilsonLowerBound": 0.5061211293352341
},
"vllm": {
"framework": "vllm",
"modelCount": 68396,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7387,
"successRate": 0.10800339201122873,
"wilsonLowerBound": 0.10569920150954822
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14275,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2533,
"successRate": 0.1774430823117338,
"wilsonLowerBound": 0.1712628051078255
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-20T10:57:26.071230+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1711.4399999999998,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.382808516105052,
"queueFactor": 0.964824026450409,
"queueWeight": 0.964824026450409,
"recentSuccess": 33,
"recentSuccessRate": 0.33,
"recentTerminal": 100,
"recentWilsonLowerBound": 0.24562983793895452,
"running": 8,
"selectionWeight": 1.3341668803183915,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.666666666666668,
"waiting": 28524
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1346.4657534246576,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 1.0001682522057882,
"queueWeight": 1.0001682522057882,
"recentSuccess": 58,
"recentSuccessRate": 0.3972602739726027,
"recentTerminal": 146,
"recentWilsonLowerBound": 0.3214994215435278,
"running": 8,
"selectionWeight": 2.5004206305144705,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.333333333333332,
"waiting": 32764
},
"Biren_166m": {
"available": true,
"backlogHours": 188.76315789473685,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.34472723793505805,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 28,
"recentSuccessRate": 0.18421052631578946,
"recentTerminal": 152,
"recentWilsonLowerBound": 0.1306351384707411,
"running": 8,
"selectionWeight": 0.4481454093155755,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 25.333333333333332,
"waiting": 4782
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1681.3846153846152,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.05,
"queueFactor": 0.9673915759689891,
"queueWeight": 0.9673915759689891,
"recentSuccess": 6,
"recentSuccessRate": 0.09230769230769231,
"recentTerminal": 65,
"recentWilsonLowerBound": 0.04299450413746197,
"running": 7,
"selectionWeight": 0.048369578798449456,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 10.833333333333334,
"waiting": 18215
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 460.9846153846154,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.44590688673468404,
"queueFactor": 1.1746254246614807,
"queueWeight": 1.1746254246614807,
"recentSuccess": 27,
"recentSuccessRate": 0.2076923076923077,
"recentTerminal": 130,
"recentWilsonLowerBound": 0.14684660487829598,
"running": 7,
"selectionWeight": 0.523773566190207,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 21.666666666666668,
"waiting": 9988
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 67.32142857142857,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 5,
"recentSuccessRate": 0.01488095238095238,
"recentTerminal": 336,
"recentWilsonLowerBound": 0.006372469570219542,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 56.0,
"waiting": 3770
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 257.23809523809524,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.2820414564266065,
"queueWeight": 1.2820414564266065,
"recentSuccess": 5,
"recentSuccessRate": 0.026455026455026454,
"recentTerminal": 189,
"recentWilsonLowerBound": 0.011351617671279908,
"running": 3,
"selectionWeight": 0.06410207282133033,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 31.5,
"waiting": 8103
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2857.0588235294117,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.12874277544246895,
"queueFactor": 0.8934381321512342,
"queueWeight": 0.8934381321512342,
"recentSuccess": 6,
"recentSuccessRate": 0.17647058823529413,
"recentTerminal": 34,
"recentWilsonLowerBound": 0.08348855603569687,
"running": 2,
"selectionWeight": 0.11502370481928526,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 5.666666666666667,
"waiting": 16190
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 500.7931034482759,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.47037317270486984,
"queueFactor": 1.1601218613436417,
"queueWeight": 1.1601218613436417,
"recentSuccess": 25,
"recentSuccessRate": 0.21551724137931033,
"recentTerminal": 116,
"recentWilsonLowerBound": 0.15045569151310173,
"running": 8,
"selectionWeight": 0.5456902006444878,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.333333333333332,
"waiting": 9682
},
"MetaX_c-500": {
"available": true,
"backlogHours": 893.1645569620254,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.8013355524366471,
"queueFactor": 1.0636840316094538,
"queueWeight": 1.0636840316094538,
"recentSuccess": 22,
"recentSuccessRate": 0.27848101265822783,
"recentTerminal": 79,
"recentWilsonLowerBound": 0.19168037554546477,
"running": 4,
"selectionWeight": 0.8523678310878017,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.166666666666666,
"waiting": 11760
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 3031.3846153846157,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.22662914852742777,
"queueFactor": 0.885535967173094,
"queueWeight": 0.885535967173094,
"recentSuccess": 10,
"recentSuccessRate": 0.19230769230769232,
"recentTerminal": 52,
"recentWilsonLowerBound": 0.10795930648521072,
"running": 4,
"selectionWeight": 0.20068826223085054,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 8.666666666666666,
"waiting": 26272
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 4128.888888888889,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.060336259934829085,
"queueFactor": 0.8454294697094326,
"queueWeight": 0.8454294697094326,
"recentSuccess": 4,
"recentSuccessRate": 0.14814814814814814,
"recentTerminal": 27,
"recentWilsonLowerBound": 0.0591583185964489,
"running": 2,
"selectionWeight": 0.051010052240953035,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 4.5,
"waiting": 18580
},
"Vastai_va16": {
"available": true,
"backlogHours": 1349.4878048780488,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.10648141728920316,
"queueFactor": 0.999831964548802,
"queueWeight": 0.999831964548802,
"recentSuccess": 11,
"recentSuccessRate": 0.13414634146341464,
"recentTerminal": 82,
"recentWilsonLowerBound": 0.07658612768827222,
"running": 16,
"selectionWeight": 0.10646352463620476,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 13.666666666666666,
"waiting": 18443
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1490.2424242424242,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.20000965793259132,
"queueFactor": 0.9850625835744614,
"queueWeight": 0.9850625835744614,
"recentSuccess": 16,
"recentSuccessRate": 0.16161616161616163,
"recentTerminal": 99,
"recentWilsonLowerBound": 0.1019986133990387,
"running": 6,
"selectionWeight": 0.19702203038292268,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 16.5,
"waiting": 24589
}
},
"queueAttemptedAt": "2026-10-20T10:52:00.560599+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-20T10:52:00.560599+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
}