Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-20T04:13:16.622275+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-20T04:13:16.622275+00:00",
"frameworkAttemptedAt": "2026-09-20T02:51:24.162611+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39735,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19226,
"successRate": 0.48385554297219074,
"wilsonLowerBound": 0.4789435920734952
},
"vllm": {
"framework": "vllm",
"modelCount": 53104,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14842,
"successRate": 0.2794893040072311,
"wilsonLowerBound": 0.2756885959097516
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2796,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 794,
"successRate": 0.28397711015736765,
"wilsonLowerBound": 0.2675678814488415
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 33046,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14627,
"successRate": 0.4426254312170913,
"wilsonLowerBound": 0.4372770509439547
},
"vllm": {
"framework": "vllm",
"modelCount": 37559,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10671,
"successRate": 0.28411299555366226,
"wilsonLowerBound": 0.27957418321153465
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8955,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3842,
"successRate": 0.42903405918481297,
"wilsonLowerBound": 0.4188154531876207
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63955,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12087,
"successRate": 0.18899226018294113,
"wilsonLowerBound": 0.18597671030899082
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18095,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3626,
"successRate": 0.20038684719535782,
"wilsonLowerBound": 0.19461826002440874
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6117,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 61,
"successRate": 0.009972208598986431,
"wilsonLowerBound": 0.007771577465211572
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26160,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3224,
"successRate": 0.12324159021406728,
"wilsonLowerBound": 0.11931340002491506
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16468,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1674,
"successRate": 0.10165168812241923,
"wilsonLowerBound": 0.09712873155638158
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 11326,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4762,
"successRate": 0.4204485255165107,
"wilsonLowerBound": 0.4113858211737057
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24172,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3788,
"successRate": 0.1567102432566606,
"wilsonLowerBound": 0.152181969204135
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8067,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.06743522994917565,
"wilsonLowerBound": 0.062166089398339223
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 43292,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10846,
"successRate": 0.2505312759863254,
"wilsonLowerBound": 0.24647165458223147
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23299,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3064,
"successRate": 0.13150779003390703,
"wilsonLowerBound": 0.12722890611940293
},
"vllm": {
"framework": "vllm",
"modelCount": 86653,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11267930712150762,
"wilsonLowerBound": 0.11059109274300094
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 40646,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4984,
"successRate": 0.12261969197461005,
"wilsonLowerBound": 0.11946655194185078
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 32233,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3420,
"successRate": 0.10610244159712097,
"wilsonLowerBound": 0.10278714150205615
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 88714,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21102,
"successRate": 0.23786550037198187,
"wilsonLowerBound": 0.23507506043295368
},
"transformers": {
"framework": "transformers",
"modelCount": 5185,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 566,
"successRate": 0.10916104146576663,
"wilsonLowerBound": 0.1009604217213524
},
"vllm": {
"framework": "vllm",
"modelCount": 112552,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16510,
"successRate": 0.14668775321629113,
"wilsonLowerBound": 0.1446328601279346
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 17583,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3473,
"successRate": 0.1975203321389979,
"wilsonLowerBound": 0.19170186559887256
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42863,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5576,
"successRate": 0.13008888785199357,
"wilsonLowerBound": 0.12693728049176636
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6763,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 561,
"successRate": 0.08295135294987431,
"wilsonLowerBound": 0.0766122537176577
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 31247,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5631,
"successRate": 0.18020930009280892,
"wilsonLowerBound": 0.17598690237020712
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60896,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12393,
"successRate": 0.20351090383604833,
"wilsonLowerBound": 0.20033189580189673
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 8106,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2348,
"successRate": 0.28966197878114974,
"wilsonLowerBound": 0.27988858911443326
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12999,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3349,
"successRate": 0.25763520270790063,
"wilsonLowerBound": 0.2501894031297637
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 61163,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16775,
"successRate": 0.2742671222798097,
"wilsonLowerBound": 0.270745588094956
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46640,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20432,
"successRate": 0.43807890222984563,
"wilsonLowerBound": 0.43358130186241867
},
"vllm": {
"framework": "vllm",
"modelCount": 36628,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3495,
"successRate": 0.09541880528557388,
"wilsonLowerBound": 0.09245231392303467
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 564,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6278,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030582988212806625,
"wilsonLowerBound": 0.026602368317046696
},
"vllm": {
"framework": "vllm",
"modelCount": 10026,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 739,
"successRate": 0.07370835826850189,
"wilsonLowerBound": 0.06875525826123706
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5975,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2531,
"successRate": 0.42359832635983263,
"wilsonLowerBound": 0.4111220453696742
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7377,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.03185576792734174,
"wilsonLowerBound": 0.02808550752550505
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11742,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3849,
"successRate": 0.3277976494634645,
"wilsonLowerBound": 0.31936457995069834
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26518,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13458,
"successRate": 0.5075043366769741,
"wilsonLowerBound": 0.5014863146399958
},
"vllm": {
"framework": "vllm",
"modelCount": 62531,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6295,
"successRate": 0.10067006764644736,
"wilsonLowerBound": 0.0983361405010857
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12511,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1805,
"successRate": 0.14427303972504196,
"wilsonLowerBound": 0.13822519597095645
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-20T04:13:16.622275+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1021.8260869565217,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.9337098974375202,
"queueFactor": 0.9954026299988876,
"queueWeight": 0.9954026299988876,
"recentSuccess": 51,
"recentSuccessRate": 0.3695652173913043,
"recentTerminal": 138,
"recentWilsonLowerBound": 0.29358290439781687,
"running": 8,
"selectionWeight": 1.924819917564187,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.0,
"waiting": 23502
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1273.1818181818182,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.735559056957793,
"queueFactor": 0.9631008531309905,
"queueWeight": 0.9631008531309905,
"recentSuccess": 47,
"recentSuccessRate": 0.3560606060606061,
"recentTerminal": 132,
"recentWilsonLowerBound": 0.27950461241061153,
"running": 9,
"selectionWeight": 1.6715184084152677,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.0,
"waiting": 28010
},
"Biren_166m": {
"available": true,
"backlogHours": 191.7615894039735,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.19589439814682508,
"queueFactor": 1.279355052669136,
"queueWeight": 1.279355052669136,
"recentSuccess": 23,
"recentSuccessRate": 0.152317880794702,
"recentTerminal": 151,
"recentWilsonLowerBound": 0.1036918721546995,
"running": 8,
"selectionWeight": 0.2506184880587201,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.166666666666668,
"waiting": 4826
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 2556.0,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 2.5,
"queueFactor": 0.8675034374519959,
"queueWeight": 0.8675034374519959,
"recentSuccess": 17,
"recentSuccessRate": 0.4857142857142857,
"recentTerminal": 35,
"recentWilsonLowerBound": 0.32993980391252736,
"running": 7,
"selectionWeight": 2.1687585936299896,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.833333333333333,
"waiting": 14910
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 419.0307692307692,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2745328158172096,
"queueFactor": 1.1378065895653475,
"queueWeight": 1.1378065895653475,
"recentSuccess": 23,
"recentSuccessRate": 0.17692307692307693,
"recentTerminal": 130,
"recentWilsonLowerBound": 0.12088390047519747,
"running": 7,
"selectionWeight": 0.31236524688875095,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.666666666666668,
"waiting": 9079
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 51.13310580204778,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 9,
"recentSuccessRate": 0.030716723549488054,
"recentTerminal": 293,
"recentWilsonLowerBound": 0.016242559063976588,
"running": 26,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 48.833333333333336,
"waiting": 2497
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 136.27777777777777,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.1478046485602173,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 28,
"recentSuccessRate": 0.12962962962962962,
"recentTerminal": 216,
"recentWilsonLowerBound": 0.09123014953550995,
"running": 22,
"selectionWeight": 0.19214604312828248,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 36.0,
"waiting": 4906
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2395.2,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.266706951487775,
"queueFactor": 0.8759999155818711,
"queueWeight": 0.8759999155818711,
"recentSuccess": 15,
"recentSuccessRate": 0.375,
"recentTerminal": 40,
"recentWilsonLowerBound": 0.24222773535791722,
"running": 2,
"selectionWeight": 1.1096351825702602,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.666666666666667,
"waiting": 15968
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 659.319587628866,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5985017410048066,
"queueFactor": 1.0630187748340048,
"queueWeight": 1.0630187748340048,
"recentSuccess": 24,
"recentSuccessRate": 0.24742268041237114,
"recentTerminal": 97,
"recentWilsonLowerBound": 0.172273703017395,
"running": 9,
"selectionWeight": 0.6362185874589483,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.166666666666668,
"waiting": 10659
},
"MetaX_c-500": {
"available": true,
"backlogHours": 820.7407407407408,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.1240239022061218,
"queueFactor": 1.028666112354285,
"queueWeight": 1.028666112354285,
"recentSuccess": 26,
"recentSuccessRate": 0.32098765432098764,
"recentTerminal": 81,
"recentWilsonLowerBound": 0.22942074394347287,
"running": 4,
"selectionWeight": 1.1562452976756645,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.5,
"waiting": 11080
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1951.6363636363637,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.2959886434165133,
"queueFactor": 0.9033280509608392,
"queueWeight": 0.9033280509608392,
"recentSuccess": 23,
"recentSuccessRate": 0.3484848484848485,
"recentTerminal": 66,
"recentWilsonLowerBound": 0.2447570733856041,
"running": 4,
"selectionWeight": 1.170702895324821,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.0,
"waiting": 21468
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 5841.375,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.18819463943674686,
"queueFactor": 0.7663516002755904,
"queueWeight": 0.7663516002755904,
"recentSuccess": 4,
"recentSuccessRate": 0.25,
"recentTerminal": 16,
"recentWilsonLowerBound": 0.10181901984237347,
"running": 2,
"selectionWeight": 0.14422326309563868,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 2.6666666666666665,
"waiting": 15577
},
"Vastai_va16": {
"available": true,
"backlogHours": 2123.85,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.8919422897154434,
"queueWeight": 0.8919422897154434,
"recentSuccess": 5,
"recentSuccessRate": 0.125,
"recentTerminal": 40,
"recentWilsonLowerBound": 0.05459419773541283,
"running": 16,
"selectionWeight": 0.04459711448577217,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.666666666666667,
"waiting": 14159
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 960.0,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.7356476118643971,
"queueFactor": 1.0047653432724661,
"queueWeight": 1.0047653432724661,
"recentSuccess": 25,
"recentSuccessRate": 0.26881720430107525,
"recentTerminal": 93,
"recentWilsonLowerBound": 0.18921182161860808,
"running": 7,
"selectionWeight": 0.7391532252625008,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.5,
"waiting": 14880
}
},
"queueAttemptedAt": "2026-09-20T04:13:16.622275+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-20T04:13:16.622275+00:00",
"supportedGpus": [
"Vastai_va16",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Cambricon_mlu-370-x4",
"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
}