Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-14T02:52:06.573026+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-14T02:52:06.573026+00:00",
"frameworkAttemptedAt": "2026-09-14T02:52:06.573026+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38863,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18666,
"successRate": 0.48030260144610554,
"wilsonLowerBound": 0.47533749046167356
},
"vllm": {
"framework": "vllm",
"modelCount": 51514,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14513,
"successRate": 0.2817292386535699,
"wilsonLowerBound": 0.27786096122896603
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2132,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 571,
"successRate": 0.2678236397748593,
"wilsonLowerBound": 0.2494562405045196
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 32005,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13917,
"successRate": 0.4348383065146071,
"wilsonLowerBound": 0.42941522709514257
},
"vllm": {
"framework": "vllm",
"modelCount": 37030,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10560,
"successRate": 0.28517418309478804,
"wilsonLowerBound": 0.2805979588051507
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7739,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3423,
"successRate": 0.4423052073911358,
"wilsonLowerBound": 0.43127099188241397
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63852,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12067,
"successRate": 0.18898390026937292,
"wilsonLowerBound": 0.1859659863111859
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15840,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3183,
"successRate": 0.2009469696969697,
"wilsonLowerBound": 0.1947794930784726
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5570,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 45,
"successRate": 0.00807899461400359,
"wilsonLowerBound": 0.006043554326870268
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26044,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3200,
"successRate": 0.12286899093841191,
"wilsonLowerBound": 0.11893743118439545
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16458,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1672,
"successRate": 0.10159193097581723,
"wilsonLowerBound": 0.09706884551454699
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 10145,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4342,
"successRate": 0.4279940857565303,
"wilsonLowerBound": 0.4183948351404624
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24077,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3778,
"successRate": 0.1569132366989243,
"wilsonLowerBound": 0.152373694093321
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8066,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.0674435903793702,
"wilsonLowerBound": 0.0621738174048722
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 40845,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10310,
"successRate": 0.252417676582201,
"wilsonLowerBound": 0.24822824385305997
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 22993,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3037,
"successRate": 0.1320836776410212,
"wilsonLowerBound": 0.12776862386051824
},
"vllm": {
"framework": "vllm",
"modelCount": 86530,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9763,
"successRate": 0.11282792095227089,
"wilsonLowerBound": 0.11073701626736399
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 39221,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4810,
"successRate": 0.12263838249917136,
"wilsonLowerBound": 0.11942890980109559
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 28444,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3309,
"successRate": 0.1163338489663901,
"wilsonLowerBound": 0.11265942160645469
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 87851,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20575,
"successRate": 0.23420336706468908,
"wilsonLowerBound": 0.23141452378566202
},
"transformers": {
"framework": "transformers",
"modelCount": 5098,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 562,
"successRate": 0.11023930953315025,
"wilsonLowerBound": 0.1019337417155715
},
"vllm": {
"framework": "vllm",
"modelCount": 112461,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16504,
"successRate": 0.14675309662905361,
"wilsonLowerBound": 0.14469699368852246
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 15973,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3270,
"successRate": 0.2047204657860139,
"wilsonLowerBound": 0.1985342786602342
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42655,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5551,
"successRate": 0.13013714687609892,
"wilsonLowerBound": 0.12697743769842085
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6271,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 488,
"successRate": 0.07781852974007335,
"wilsonLowerBound": 0.0714436271066438
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18181818181818182,
"wilsonLowerBound": 0.1343204258911728
},
"vllm": {
"framework": "vllm",
"modelCount": 30430,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5290,
"successRate": 0.17384160368057838,
"wilsonLowerBound": 0.16962476565481618
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60773,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12381,
"successRate": 0.2037253385549504,
"wilsonLowerBound": 0.2005418659115495
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6627,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1969,
"successRate": 0.2971178512147276,
"wilsonLowerBound": 0.28623515146071
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12088,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3162,
"successRate": 0.2615817339510258,
"wilsonLowerBound": 0.253823452746983
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 59354,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16173,
"successRate": 0.2724837416180881,
"wilsonLowerBound": 0.26891657553552223
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46147,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20085,
"successRate": 0.43523956053481266,
"wilsonLowerBound": 0.4307215731886573
},
"vllm": {
"framework": "vllm",
"modelCount": 35831,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3151,
"successRate": 0.08794061008623817,
"wilsonLowerBound": 0.08505214309045145
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 304,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6276,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030592734225621414,
"wilsonLowerBound": 0.026610861971840757
},
"vllm": {
"framework": "vllm",
"modelCount": 10010,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 733,
"successRate": 0.07322677322677322,
"wilsonLowerBound": 0.06828543573281327
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5622,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2361,
"successRate": 0.419957310565635,
"wilsonLowerBound": 0.4071146684947529
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7368,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.03189467969598263,
"wilsonLowerBound": 0.028119876473318692
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10755,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3664,
"successRate": 0.3406787540678754,
"wilsonLowerBound": 0.3317798677888227
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26044,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13166,
"successRate": 0.5055291045922286,
"wilsonLowerBound": 0.49945654233725134
},
"vllm": {
"framework": "vllm",
"modelCount": 61015,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5985,
"successRate": 0.09809063345079079,
"wilsonLowerBound": 0.0957557613514686
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12250,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1730,
"successRate": 0.14122448979591837,
"wilsonLowerBound": 0.13516978100148383
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-14T02:52:06.573026+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 898.8846153846154,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.6702310083674032,
"queueFactor": 0.9972802729608633,
"queueWeight": 0.9972802729608633,
"recentSuccess": 53,
"recentSuccessRate": 0.33974358974358976,
"recentTerminal": 156,
"recentWilsonLowerBound": 0.2700693524792397,
"running": 8,
"selectionWeight": 1.6656884359323418,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.0,
"waiting": 23371
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1266.5954198473282,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9472773071912952,
"queueWeight": 0.9472773071912952,
"recentSuccess": 53,
"recentSuccessRate": 0.40458015267175573,
"recentTerminal": 131,
"recentWilsonLowerBound": 0.3244106182615046,
"running": 8,
"selectionWeight": 2.368193267978238,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.833333333333332,
"waiting": 27654
},
"Biren_166m": {
"available": true,
"backlogHours": 137.126213592233,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.24199476553587215,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 32,
"recentSuccessRate": 0.1553398058252427,
"recentTerminal": 206,
"recentWilsonLowerBound": 0.11223415573675004,
"running": 0,
"selectionWeight": 0.3145931951966338,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 34.333333333333336,
"waiting": 4708
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1070.5714285714287,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4571233588173229,
"queueFactor": 0.971472414822294,
"queueWeight": 0.971472414822294,
"recentSuccess": 19,
"recentSuccessRate": 0.2261904761904762,
"recentTerminal": 84,
"recentWilsonLowerBound": 0.14985904898307537,
"running": 7,
"selectionWeight": 0.44408273326194264,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.0,
"waiting": 14988
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 515.5471698113207,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4524556389260867,
"queueFactor": 1.0840081801072656,
"queueWeight": 1.0840081801072656,
"recentSuccess": 23,
"recentSuccessRate": 0.2169811320754717,
"recentTerminal": 106,
"recentWilsonLowerBound": 0.14916154641951038,
"running": 7,
"selectionWeight": 0.49046561373153735,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.666666666666668,
"waiting": 9108
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 51.335593220338986,
"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": 0.013559322033898305,
"recentTerminal": 295,
"recentWilsonLowerBound": 0.005285166317945109,
"running": 12,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 49.166666666666664,
"waiting": 2524
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 288.1363636363636,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.17635117240031467,
"queueFactor": 1.1828593574961566,
"queueWeight": 1.1828593574961566,
"recentSuccess": 14,
"recentSuccessRate": 0.1590909090909091,
"recentTerminal": 88,
"recentWilsonLowerBound": 0.09719813761632919,
"running": 1,
"selectionWeight": 0.20859863447913016,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.666666666666666,
"waiting": 4226
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1865.28,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.7797830703878977,
"queueFactor": 0.8938429425912096,
"queueWeight": 0.8938429425912096,
"recentSuccess": 15,
"recentSuccessRate": 0.3,
"recentTerminal": 50,
"recentWilsonLowerBound": 0.1910338908960936,
"running": 2,
"selectionWeight": 0.6970035942183268,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.333333333333334,
"waiting": 15544
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 866.5384615384615,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5414838870506457,
"queueFactor": 1.002777645777026,
"queueWeight": 1.002777645777026,
"recentSuccess": 19,
"recentSuccessRate": 0.24358974358974358,
"recentTerminal": 78,
"recentWilsonLowerBound": 0.16185113739317145,
"running": 7,
"selectionWeight": 0.5429879374828396,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.0,
"waiting": 11265
},
"MetaX_c-500": {
"available": true,
"backlogHours": 768.0,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.5945583606360993,
"queueFactor": 1.0211008495625309,
"queueWeight": 1.0211008495625309,
"recentSuccess": 32,
"recentSuccessRate": 0.35555555555555557,
"recentTerminal": 90,
"recentWilsonLowerBound": 0.26443718167016894,
"running": 4,
"selectionWeight": 1.6282048967225575,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.0,
"waiting": 11520
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1927.2,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.0033200262562416,
"queueFactor": 0.8894751154643636,
"queueWeight": 0.8894751154643636,
"recentSuccess": 28,
"recentSuccessRate": 0.4,
"recentTerminal": 70,
"recentWilsonLowerBound": 0.2933408057355693,
"running": 4,
"selectionWeight": 1.7819033116663425,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.666666666666666,
"waiting": 22484
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2506.114285714286,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.4037044910144583,
"queueFactor": 0.8551113870072955,
"queueWeight": 0.8551113870072955,
"recentSuccess": 9,
"recentSuccessRate": 0.2571428571428571,
"recentTerminal": 35,
"recentWilsonLowerBound": 0.14162868726550137,
"running": 2,
"selectionWeight": 0.3452123072524477,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.833333333333333,
"waiting": 14619
},
"Vastai_va16": {
"available": true,
"backlogHours": 1061.9142857142858,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.694145430749657,
"queueFactor": 0.9726562931169079,
"queueWeight": 0.9726562931169079,
"recentSuccess": 19,
"recentSuccessRate": 0.2714285714285714,
"recentTerminal": 70,
"recentWilsonLowerBound": 0.18119460808784751,
"running": 16,
"selectionWeight": 0.6751649215570007,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.666666666666666,
"waiting": 12389
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 597.983193277311,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.2272734851971636,
"queueFactor": 1.0601552633521534,
"queueWeight": 1.0601552633521534,
"recentSuccess": 37,
"recentSuccessRate": 0.31092436974789917,
"recentTerminal": 119,
"recentWilsonLowerBound": 0.23476920298350337,
"running": 6,
"selectionWeight": 1.3011004449043142,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.833333333333332,
"waiting": 11860
}
},
"queueAttemptedAt": "2026-09-14T02:52:06.573026+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-14T02:52:06.573026+00:00",
"supportedGpus": [
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Cambricon_mlu-370-x4",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"Biren_166m",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}