Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-01T05:42:11.678131+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-01T05:42:11.678131+00:00",
"frameworkAttemptedAt": "2026-10-01T02:08:52.569292+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 40388,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19666,
"successRate": 0.4869268099435476,
"wilsonLowerBound": 0.4820535455907323
},
"vllm": {
"framework": "vllm",
"modelCount": 54057,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14990,
"successRate": 0.27729988715615,
"wilsonLowerBound": 0.2735419687157209
},
"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": 3317,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 940,
"successRate": 0.2833886041603859,
"wilsonLowerBound": 0.26830985724967893
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34905,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15986,
"successRate": 0.4579859618965764,
"wilsonLowerBound": 0.45276397807114516
},
"vllm": {
"framework": "vllm",
"modelCount": 38736,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10860,
"successRate": 0.28035935563816605,
"wilsonLowerBound": 0.2759081487644032
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10950,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4583,
"successRate": 0.4185388127853881,
"wilsonLowerBound": 0.4093288459062975
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64144,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12093,
"successRate": 0.18852893489648292,
"wilsonLowerBound": 0.18552068265502691
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 24324,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4997,
"successRate": 0.2054349613550403,
"wilsonLowerBound": 0.20040427436815803
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7120,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 82,
"successRate": 0.011516853932584269,
"wilsonLowerBound": 0.009288599525007681
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26481,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3256,
"successRate": 0.12295608171896831,
"wilsonLowerBound": 0.119055424674239
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16492,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.1016250303177298,
"wilsonLowerBound": 0.09710584128729235
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 13395,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5473,
"successRate": 0.4085852930197835,
"wilsonLowerBound": 0.40028788690818456
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24491,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3797,
"successRate": 0.15503654403658487,
"wilsonLowerBound": 0.15055764599820173
},
"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": 47604,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11853,
"successRate": 0.24899168137131333,
"wilsonLowerBound": 0.24512741445247757
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23601,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3100,
"successRate": 0.13135036650989365,
"wilsonLowerBound": 0.12710077657717714
},
"vllm": {
"framework": "vllm",
"modelCount": 86823,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9768,
"successRate": 0.11250475104522994,
"wilsonLowerBound": 0.11041999593565358
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 43439,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5293,
"successRate": 0.12184902967379543,
"wilsonLowerBound": 0.11880624304573173
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 39602,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3559,
"successRate": 0.089869198525327,
"wilsonLowerBound": 0.08709204271392837
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 90675,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22164,
"successRate": 0.24443341604631927,
"wilsonLowerBound": 0.2416470464275076
},
"transformers": {
"framework": "transformers",
"modelCount": 5421,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 580,
"successRate": 0.10699133001291275,
"wilsonLowerBound": 0.09903938729663994
},
"vllm": {
"framework": "vllm",
"modelCount": 112760,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16526,
"successRate": 0.1465590634976942,
"wilsonLowerBound": 0.1445068101472657
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 20711,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3732,
"successRate": 0.18019409975375406,
"wilsonLowerBound": 0.17501898370059668
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43305,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5635,
"successRate": 0.13012354231612977,
"wilsonLowerBound": 0.12698752962984056
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7459,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 663,
"successRate": 0.08888590963936184,
"wilsonLowerBound": 0.08263742557686235
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32721,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6218,
"successRate": 0.19003086702729136,
"wilsonLowerBound": 0.18581636803237603
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61314,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12406,
"successRate": 0.20233551880484066,
"wilsonLowerBound": 0.19917424688395857
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11467,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3371,
"successRate": 0.29397401238336096,
"wilsonLowerBound": 0.28570546720557083
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14484,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3625,
"successRate": 0.25027616680475007,
"wilsonLowerBound": 0.24328841104487942
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 64806,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17782,
"successRate": 0.27438817393451226,
"wilsonLowerBound": 0.2709661752124722
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 383,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 240,
"successRate": 0.6266318537859008,
"wilsonLowerBound": 0.5771559906660856
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47506,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21045,
"successRate": 0.44299667410432364,
"wilsonLowerBound": 0.43853451284741574
},
"vllm": {
"framework": "vllm",
"modelCount": 38123,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4128,
"successRate": 0.10828109015554914,
"wilsonLowerBound": 0.1052011975318565
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 817,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6283,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030558650326277255,
"wilsonLowerBound": 0.02658115788279188
},
"vllm": {
"framework": "vllm",
"modelCount": 10050,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 748,
"successRate": 0.07442786069651741,
"wilsonLowerBound": 0.06945735804096988
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6609,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2866,
"successRate": 0.43365108185807233,
"wilsonLowerBound": 0.4217448907338436
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7400,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 243,
"successRate": 0.032837837837837835,
"wilsonLowerBound": 0.02901357764943315
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14874,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4784,
"successRate": 0.32163506790372465,
"wilsonLowerBound": 0.3141751387556192
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27408,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13978,
"successRate": 0.5099970811441915,
"wilsonLowerBound": 0.5040777455951545
},
"vllm": {
"framework": "vllm",
"modelCount": 64810,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6768,
"successRate": 0.10442832896158,
"wilsonLowerBound": 0.10209725133426692
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13084,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2032,
"successRate": 0.1553041883216142,
"wilsonLowerBound": 0.1491992254616591
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-01T05:53:28.172041+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1067.5263157894738,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.9728413285682148,
"queueFactor": 1.0004742497615888,
"queueWeight": 1.0004742497615888,
"recentSuccess": 49,
"recentSuccessRate": 0.3223684210526316,
"recentTerminal": 152,
"recentWilsonLowerBound": 0.2532349895684616,
"running": 8,
"selectionWeight": 0.9733026983363521,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.333333333333332,
"waiting": 27044
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1434.4918032786886,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9571014915437491,
"queueWeight": 0.9571014915437491,
"recentSuccess": 58,
"recentSuccessRate": 0.47540983606557374,
"recentTerminal": 122,
"recentWilsonLowerBound": 0.38890272235052964,
"running": 8,
"selectionWeight": 2.3927537288593728,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.333333333333332,
"waiting": 29168
},
"Biren_166m": {
"available": true,
"backlogHours": 125.50769230769231,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.2495403927263054,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 36,
"recentSuccessRate": 0.18461538461538463,
"recentTerminal": 195,
"recentWilsonLowerBound": 0.1364370361896741,
"running": 8,
"selectionWeight": 0.32440251054419705,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 32.5,
"waiting": 4079
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1650.5357142857142,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2682383590668033,
"queueFactor": 0.9371712665909158,
"queueWeight": 0.9371712665909158,
"recentSuccess": 13,
"recentSuccessRate": 0.23214285714285715,
"recentTerminal": 56,
"recentWilsonLowerBound": 0.1409924724565329,
"running": 7,
"selectionWeight": 0.2513852827149049,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 9.333333333333334,
"waiting": 15405
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 470.7857142857143,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.646094742038218,
"queueFactor": 1.1311995203190115,
"queueWeight": 1.1311995203190115,
"recentSuccess": 32,
"recentSuccessRate": 0.2857142857142857,
"recentTerminal": 112,
"recentWilsonLowerBound": 0.21024717263298542,
"running": 7,
"selectionWeight": 0.7308620622742678,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.666666666666668,
"waiting": 8788
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 48.0,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 12,
"recentSuccessRate": 0.043010752688172046,
"recentTerminal": 279,
"recentWilsonLowerBound": 0.024772233291548575,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 46.5,
"waiting": 2232
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 160.06153846153848,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.4955802748378882,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 47,
"recentSuccessRate": 0.24102564102564103,
"recentTerminal": 195,
"recentWilsonLowerBound": 0.18636940608392805,
"running": 4,
"selectionWeight": 0.6442543572892546,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 32.5,
"waiting": 5202
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2301.3658536585367,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.682740766572607,
"queueFactor": 0.8915893124893667,
"queueWeight": 0.8915893124893667,
"recentSuccess": 14,
"recentSuccessRate": 0.34146341463414637,
"recentTerminal": 41,
"recentWilsonLowerBound": 0.21558617366643462,
"running": 2,
"selectionWeight": 0.6087243706769339,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.833333333333333,
"waiting": 15726
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 310.7083333333333,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.42698450887446837,
"queueFactor": 1.2039536521458252,
"queueWeight": 1.2039536521458252,
"recentSuccess": 34,
"recentSuccessRate": 0.2361111111111111,
"recentTerminal": 144,
"recentWilsonLowerBound": 0.17416651816142592,
"running": 8,
"selectionWeight": 0.5140695588691077,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.0,
"waiting": 7457
},
"MetaX_c-500": {
"available": true,
"backlogHours": 599.0857142857143,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.8128811306209937,
"queueFactor": 1.091036699076877,
"queueWeight": 1.091036699076877,
"recentSuccess": 33,
"recentSuccessRate": 0.3142857142857143,
"recentTerminal": 105,
"recentWilsonLowerBound": 0.23337931576898624,
"running": 4,
"selectionWeight": 0.8868831454946086,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.5,
"waiting": 10484
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1784.1891891891892,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.8681649173198224,
"queueFactor": 0.9262891311016631,
"queueWeight": 0.9262891311016631,
"recentSuccess": 25,
"recentSuccessRate": 0.33783783783783783,
"recentTerminal": 74,
"recentWilsonLowerBound": 0.24046456345536177,
"running": 5,
"selectionWeight": 0.8041717269171255,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.333333333333334,
"waiting": 22005
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2472.439024390244,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.08868162380218432,
"queueFactor": 0.8820513423209999,
"queueWeight": 0.8820513423209999,
"recentSuccess": 7,
"recentSuccessRate": 0.17073170731707318,
"recentTerminal": 41,
"recentWilsonLowerBound": 0.08525143995273898,
"running": 2,
"selectionWeight": 0.07822174531392262,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 6.833333333333333,
"waiting": 16895
},
"Vastai_va16": {
"available": true,
"backlogHours": 1377.313432835821,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.08392533026565611,
"queueFactor": 0.9629589771499337,
"queueWeight": 0.9629589771499337,
"recentSuccess": 10,
"recentSuccessRate": 0.14925373134328357,
"recentTerminal": 67,
"recentWilsonLowerBound": 0.08314184208625061,
"running": 17,
"selectionWeight": 0.08081665018958659,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 11.166666666666666,
"waiting": 15380
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1074.2857142857142,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.7493243936081375,
"queueFactor": 0.9995274683245537,
"queueWeight": 0.9995274683245537,
"recentSuccess": 32,
"recentSuccessRate": 0.3047619047619048,
"recentTerminal": 105,
"recentWilsonLowerBound": 0.22490075875702692,
"running": 6,
"selectionWeight": 0.7489703140969731,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.5,
"waiting": 18800
}
},
"queueAttemptedAt": "2026-10-01T05:53:28.172041+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-01T05:53:28.172041+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"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
}