Files
submmit/.modelhub_state/market_intelligence.json

782 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-12T11:03:51.730398+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-12T11:03:51.730398+00:00",
"frameworkAttemptedAt": "2026-10-12T09:43:25.060206+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 42273,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21005,
"successRate": 0.49688926738107064,
"wilsonLowerBound": 0.49212341433982343
},
"vllm": {
"framework": "vllm",
"modelCount": 56639,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15362,
"successRate": 0.27122654001659635,
"wilsonLowerBound": 0.2675806334795032
},
"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": 4410,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1332,
"successRate": 0.3020408163265306,
"wilsonLowerBound": 0.28866649969220165
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 37099,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17450,
"successRate": 0.4703630825628723,
"wilsonLowerBound": 0.4652873839827167
},
"vllm": {
"framework": "vllm",
"modelCount": 39865,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11026,
"successRate": 0.27658346920857896,
"wilsonLowerBound": 0.2722141143110487
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12850,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5383,
"successRate": 0.41891050583657585,
"wilsonLowerBound": 0.4104052425109555
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64215,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.18836720392431675,
"wilsonLowerBound": 0.18536161098715048
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 30205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6546,
"successRate": 0.21671908624399933,
"wilsonLowerBound": 0.21210878705651082
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7762,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 107,
"successRate": 0.013785106931203299,
"wilsonLowerBound": 0.011421198060138887
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26637,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3272,
"successRate": 0.12283665577955476,
"wilsonLowerBound": 0.11894894233195093
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16508,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10152653259025927,
"wilsonLowerBound": 0.09701149316250736
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 15731,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6202,
"successRate": 0.39425338503591634,
"wilsonLowerBound": 0.38664329655306817
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24755,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3806,
"successRate": 0.15374671783478086,
"wilsonLowerBound": 0.1493070429127726
},
"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": 51933,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13084,
"successRate": 0.2519399996148884,
"wilsonLowerBound": 0.24822464001616304
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24574,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3153,
"successRate": 0.12830634003418248,
"wilsonLowerBound": 0.12418293678736665
},
"vllm": {
"framework": "vllm",
"modelCount": 87005,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11231538417332337,
"wilsonLowerBound": 0.1102343450370947
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 46278,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5559,
"successRate": 0.12012187216387916,
"wilsonLowerBound": 0.11719131769990553
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 47082,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3664,
"successRate": 0.07782167282613313,
"wilsonLowerBound": 0.07543613237428881
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 93846,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23402,
"successRate": 0.24936598256718454,
"wilsonLowerBound": 0.24660818502370097
},
"transformers": {
"framework": "transformers",
"modelCount": 5564,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 585,
"successRate": 0.10514018691588785,
"wilsonLowerBound": 0.09735099919972286
},
"vllm": {
"framework": "vllm",
"modelCount": 112861,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16530,
"successRate": 0.1464633487209931,
"wilsonLowerBound": 0.1444125699155812
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 99,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.010101010101010102,
"wilsonLowerBound": 0.001785261320052029
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 23676,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4009,
"successRate": 0.16932758911978374,
"wilsonLowerBound": 0.1646040410725962
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43643,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5678,
"successRate": 0.13010104713241527,
"wilsonLowerBound": 0.1269773091463848
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8114,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 759,
"successRate": 0.09354202612768055,
"wilsonLowerBound": 0.08739694453459554
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34371,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6813,
"successRate": 0.1982194291699398,
"wilsonLowerBound": 0.19403861191187757
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61487,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12423,
"successRate": 0.20204270821474457,
"wilsonLowerBound": 0.1988875946519515
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15704,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4427,
"successRate": 0.2819026999490576,
"wilsonLowerBound": 0.2749196222640755
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15374,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3746,
"successRate": 0.2436581241056329,
"wilsonLowerBound": 0.23693673395338566
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 67803,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18672,
"successRate": 0.27538604486527146,
"wilsonLowerBound": 0.27203639083408276
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 971,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 586,
"successRate": 0.6035015447991761,
"wilsonLowerBound": 0.5723831431155763
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48409,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21724,
"successRate": 0.4487595281869074,
"wilsonLowerBound": 0.44433308788354586
},
"vllm": {
"framework": "vllm",
"modelCount": 39810,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4789,
"successRate": 0.12029640793770409,
"wilsonLowerBound": 0.11713737400709724
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1080,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 2.1607185889235932e-19
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6287,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030539207889295372,
"wilsonLowerBound": 0.02656421387260057
},
"vllm": {
"framework": "vllm",
"modelCount": 10085,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 761,
"successRate": 0.07545860188398612,
"wilsonLowerBound": 0.07046362140369612
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7294,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3205,
"successRate": 0.4394022484233617,
"wilsonLowerBound": 0.42804693610403893
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7421,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.033014418541975475,
"wilsonLowerBound": 0.029184667493337917
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18180,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5397,
"successRate": 0.2968646864686469,
"wilsonLowerBound": 0.2902667918990529
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28361,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14503,
"successRate": 0.5113712492507316,
"wilsonLowerBound": 0.5055523809690466
},
"vllm": {
"framework": "vllm",
"modelCount": 67258,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7175,
"successRate": 0.10667875940408576,
"wilsonLowerBound": 0.10436811671281607
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13677,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2277,
"successRate": 0.16648387804343057,
"wilsonLowerBound": 0.16033455436947253
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-12T11:03:51.730398+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 934.1538461538462,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.1036620753068545,
"queueFactor": 0.9787949020604032,
"queueWeight": 0.9787949020604032,
"recentSuccess": 43,
"recentSuccessRate": 0.23626373626373626,
"recentTerminal": 182,
"recentWilsonLowerBound": 0.18039889357479763,
"running": 8,
"selectionWeight": 2.059053714968157,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 30.333333333333332,
"waiting": 28336
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1071.2068965517242,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.471416029271058,
"queueFactor": 0.958900302521434,
"queueWeight": 0.958900302521434,
"recentSuccess": 44,
"recentSuccessRate": 0.25287356321839083,
"recentTerminal": 174,
"recentWilsonLowerBound": 0.1941057323481622,
"running": 8,
"selectionWeight": 2.3698415781243387,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 29.0,
"waiting": 31065
},
"Biren_166m": {
"available": true,
"backlogHours": 170.46315789473684,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.9623272321508081,
"queueFactor": 1.2633098437874863,
"queueWeight": 1.2633098437874863,
"recentSuccess": 33,
"recentSuccessRate": 0.1736842105263158,
"recentTerminal": 190,
"recentWilsonLowerBound": 0.12642881010746768,
"running": 8,
"selectionWeight": 1.2157174653208815,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 31.666666666666668,
"waiting": 5398
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 950.8571428571429,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.23488353905167583,
"queueFactor": 0.9761963256431885,
"queueWeight": 0.9761963256431885,
"recentSuccess": 12,
"recentSuccessRate": 0.11428571428571428,
"recentTerminal": 105,
"recentWilsonLowerBound": 0.06659636239485518,
"running": 7,
"selectionWeight": 0.22929244777631433,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.5,
"waiting": 16640
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 291.39130434782606,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.44720194085661635,
"queueFactor": 1.1656897334260419,
"queueWeight": 1.1656897334260419,
"recentSuccess": 24,
"recentSuccessRate": 0.13043478260869565,
"recentTerminal": 184,
"recentWilsonLowerBound": 0.08924104420325069,
"running": 7,
"selectionWeight": 0.5212987112247577,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 30.666666666666668,
"waiting": 8936
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 44.07032967032967,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 4,
"recentSuccessRate": 0.008791208791208791,
"recentTerminal": 455,
"recentWilsonLowerBound": 0.0034238336579744404,
"running": 26,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 75.83333333333333,
"waiting": 3342
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 147.78947368421052,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.3296889488408012,
"queueFactor": 1.2906483611408257,
"queueWeight": 1.2906483611408257,
"recentSuccess": 31,
"recentSuccessRate": 0.10877192982456141,
"recentTerminal": 285,
"recentWilsonLowerBound": 0.07769322477945487,
"running": 2,
"selectionWeight": 0.4255125015076216,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 47.5,
"waiting": 7020
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1824.7058823529412,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.279032542238359,
"queueFactor": 0.885269555061925,
"queueWeight": 0.885269555061925,
"recentSuccess": 15,
"recentSuccessRate": 0.29411764705882354,
"recentTerminal": 51,
"recentWilsonLowerBound": 0.1870856524031203,
"running": 2,
"selectionWeight": 2.0175581246389998,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.5,
"waiting": 15510
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 294.37714285714287,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5578131985757494,
"queueFactor": 1.1639085185721934,
"queueWeight": 1.1639085185721934,
"recentSuccess": 25,
"recentSuccessRate": 0.14285714285714285,
"recentTerminal": 175,
"recentWilsonLowerBound": 0.09867206951876406,
"running": 8,
"selectionWeight": 0.6492435335943172,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 29.166666666666668,
"waiting": 8586
},
"MetaX_c-500": {
"available": true,
"backlogHours": 476.35555555555555,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.1109114762581198,
"queueFactor": 1.0828412074499862,
"queueWeight": 1.0828412074499862,
"recentSuccess": 26,
"recentSuccessRate": 0.1925925925925926,
"recentTerminal": 135,
"recentWilsonLowerBound": 0.13495531552123166,
"running": 4,
"selectionWeight": 1.2029407243213892,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.5,
"waiting": 10718
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1963.578947368421,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.0247954098362833,
"queueFactor": 0.8755827655365089,
"queueWeight": 0.8755827655365089,
"recentSuccess": 20,
"recentSuccessRate": 0.2631578947368421,
"recentTerminal": 76,
"recentWilsonLowerBound": 0.17729266370899457,
"running": 4,
"selectionWeight": 1.772875964590082,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.666666666666666,
"waiting": 24872
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1815.8275862068967,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.5304519762418317,
"queueFactor": 0.885917474669964,
"queueWeight": 0.885917474669964,
"recentSuccess": 10,
"recentSuccessRate": 0.1724137931034483,
"recentTerminal": 58,
"recentWilsonLowerBound": 0.09644189395085108,
"running": 2,
"selectionWeight": 0.46993667522585525,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.666666666666666,
"waiting": 17553
},
"Vastai_va16": {
"available": true,
"backlogHours": 685.3913043478261,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.19641783958050915,
"queueFactor": 1.0253300155743164,
"queueWeight": 1.0253300155743164,
"recentSuccess": 14,
"recentSuccessRate": 0.10144927536231885,
"recentTerminal": 138,
"recentWilsonLowerBound": 0.06139672581345134,
"running": 17,
"selectionWeight": 0.20139310651615702,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.0,
"waiting": 15764
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1075.0862068965519,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 2.5,
"queueFactor": 0.9583804945463362,
"queueWeight": 0.9583804945463362,
"recentSuccess": 31,
"recentSuccessRate": 0.2672413793103448,
"recentTerminal": 116,
"recentWilsonLowerBound": 0.19512298408590828,
"running": 6,
"selectionWeight": 2.3959512363658404,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.333333333333332,
"waiting": 20785
}
},
"queueAttemptedAt": "2026-10-12T10:59:46.961661+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-12T10:59:46.961661+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Ascend_910-b4",
"Ascend_910-b3",
"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
}