Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-22T23:47:48.953915+00:00",
"communityError": "ModelHubAPIError: 分页大小不能超过100",
"communitySample": {},
"communityUpdatedAt": null,
"frameworkAttemptedAt": "2026-10-22T21:16:34.162168+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 43920,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22132,
"successRate": 0.5039162112932605,
"wilsonLowerBound": 0.4992399969650459
},
"vllm": {
"framework": "vllm",
"modelCount": 58519,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15603,
"successRate": 0.2666313505015465,
"wilsonLowerBound": 0.2630639391729495
},
"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": 5564,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1792,
"successRate": 0.32207045291157443,
"wilsonLowerBound": 0.3099187664129495
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38971,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18717,
"successRate": 0.48028020836006263,
"wilsonLowerBound": 0.47532198963644784
},
"vllm": {
"framework": "vllm",
"modelCount": 40845,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11184,
"successRate": 0.2738156445097319,
"wilsonLowerBound": 0.26951253410240456
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14575,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6007,
"successRate": 0.41214408233276156,
"wilsonLowerBound": 0.404177056426847
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64307,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12099,
"successRate": 0.18814436997527487,
"wilsonLowerBound": 0.18514230103244683
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 36421,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7644,
"successRate": 0.20987891600999423,
"wilsonLowerBound": 0.2057273593848984
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8449,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 117,
"successRate": 0.013847792638182033,
"wilsonLowerBound": 0.011567710061743125
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26813,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3293,
"successRate": 0.12281356058628277,
"wilsonLowerBound": 0.11893877089459196
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16525,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10142208774583963,
"wilsonLowerBound": 0.09691144896995606
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 17896,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6876,
"successRate": 0.3842199374161824,
"wilsonLowerBound": 0.3771189324063868
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24845,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3811,
"successRate": 0.15339102435097604,
"wilsonLowerBound": 0.14896360434012607
},
"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": 56270,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14114,
"successRate": 0.2508263728452106,
"wilsonLowerBound": 0.24726171332804917
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 25742,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3326,
"successRate": 0.12920518996192992,
"wilsonLowerBound": 0.125162818567416
},
"vllm": {
"framework": "vllm",
"modelCount": 87132,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9774,
"successRate": 0.11217463159344443,
"wilsonLowerBound": 0.11009625130917604
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 50356,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5767,
"successRate": 0.11452458495511955,
"wilsonLowerBound": 0.11177251120538105
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 52848,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3868,
"successRate": 0.07319103844989404,
"wilsonLowerBound": 0.07100134845779771
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 95269,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 24082,
"successRate": 0.2527789732231891,
"wilsonLowerBound": 0.25002919411801594
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 156,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5718,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 591,
"successRate": 0.10335781741867786,
"wilsonLowerBound": 0.09573158051257669
},
"vllm": {
"framework": "vllm",
"modelCount": 112943,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16542,
"successRate": 0.1464632602286109,
"wilsonLowerBound": 0.14441322217359268
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 334,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.0029940119760479044,
"wilsonLowerBound": 0.0005286986847552426
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 26344,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4241,
"successRate": 0.16098542362587306,
"wilsonLowerBound": 0.15659684056859108
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44649,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5810,
"successRate": 0.13012609464937624,
"wilsonLowerBound": 0.12703712656592575
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8565,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 840,
"successRate": 0.09807355516637478,
"wilsonLowerBound": 0.09195383894812321
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 35958,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7266,
"successRate": 0.20206908059402637,
"wilsonLowerBound": 0.19795059761263814
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61584,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12431,
"successRate": 0.20185437776045725,
"wilsonLowerBound": 0.19870285119276418
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19139,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5435,
"successRate": 0.2839751293171012,
"wilsonLowerBound": 0.27763044944991894
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16424,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3967,
"successRate": 0.24153677545056015,
"wilsonLowerBound": 0.2350517102042789
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 70054,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19241,
"successRate": 0.27465954834841694,
"wilsonLowerBound": 0.2713666950377904
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1892,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1091,
"successRate": 0.5766384778012685,
"wilsonLowerBound": 0.5542412189405036
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48700,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21766,
"successRate": 0.4469404517453799,
"wilsonLowerBound": 0.4425290805093777
},
"vllm": {
"framework": "vllm",
"modelCount": 41509,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5316,
"successRate": 0.12806861162639427,
"wilsonLowerBound": 0.12488824290948145
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1284,
"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": 10116,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 766,
"successRate": 0.07572162910241202,
"wilsonLowerBound": 0.07072574472839398
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7947,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3496,
"successRate": 0.43991443311941614,
"wilsonLowerBound": 0.42903251991423963
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7441,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.03292568203198495,
"wilsonLowerBound": 0.02910607955810595
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 20357,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5768,
"successRate": 0.28334233924448593,
"wilsonLowerBound": 0.27719337920801895
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 29269,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15006,
"successRate": 0.5126926099285934,
"wilsonLowerBound": 0.5069649134739714
},
"vllm": {
"framework": "vllm",
"modelCount": 68769,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7460,
"successRate": 0.1084791112274426,
"wilsonLowerBound": 0.10617660930885846
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14471,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2616,
"successRate": 0.18077534379103033,
"wilsonLowerBound": 0.17459017554916595
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-22T23:51:12.060018+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1627.2815533980581,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.8645840669336308,
"queueFactor": 0.9226996850756306,
"queueWeight": 0.9226996850756306,
"recentSuccess": 30,
"recentSuccessRate": 0.2912621359223301,
"recentTerminal": 103,
"recentWilsonLowerBound": 0.2122881553421206,
"running": 8,
"selectionWeight": 0.7977514462810691,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.166666666666668,
"waiting": 27935
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1299.2,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9543954842823054,
"queueWeight": 0.9543954842823054,
"recentSuccess": 63,
"recentSuccessRate": 0.42,
"recentTerminal": 150,
"recentWilsonLowerBound": 0.34397871737684205,
"running": 8,
"selectionWeight": 2.3859887107057633,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.0,
"waiting": 32480
},
"Biren_166m": {
"available": true,
"backlogHours": 130.75471698113208,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.4539622764446177,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 44,
"recentSuccessRate": 0.20754716981132076,
"recentTerminal": 212,
"recentWilsonLowerBound": 0.15839798183672718,
"running": 8,
"selectionWeight": 0.590150959378003,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 35.333333333333336,
"waiting": 4620
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1170.774193548387,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5359957054689128,
"queueFactor": 0.969412926426418,
"queueWeight": 0.969412926426418,
"recentSuccess": 23,
"recentSuccessRate": 0.24731182795698925,
"recentTerminal": 93,
"recentWilsonLowerBound": 0.17082099814063503,
"running": 7,
"selectionWeight": 0.5196011653906112,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.5,
"waiting": 18147
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 316.96666666666664,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.20300141224600837,
"queueFactor": 1.1793093415473705,
"queueWeight": 1.1793093415473705,
"recentSuccess": 28,
"recentSuccessRate": 0.15555555555555556,
"recentTerminal": 180,
"recentWilsonLowerBound": 0.10986936026289512,
"running": 7,
"selectionWeight": 0.23940146180902647,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 30.0,
"waiting": 9509
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 47.75784753363229,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.19535656403038876,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 61,
"recentSuccessRate": 0.1367713004484305,
"recentTerminal": 446,
"recentWilsonLowerBound": 0.1079689418994841,
"running": 24,
"selectionWeight": 0.2539635332395054,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 74.33333333333333,
"waiting": 3550
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 270.86206896551727,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.4539316006443469,
"queueFactor": 1.207445532205854,
"queueWeight": 1.207445532205854,
"recentSuccess": 37,
"recentSuccessRate": 0.21264367816091953,
"recentTerminal": 174,
"recentWilsonLowerBound": 0.15839311652016175,
"running": 2,
"selectionWeight": 0.5480976831250686,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 29.0,
"waiting": 7855
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 3336.206896551724,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.7533386757623582,
"queueFactor": 0.8284986998428611,
"queueWeight": 0.8284986998428611,
"recentSuccess": 10,
"recentSuccessRate": 0.3448275862068966,
"recentTerminal": 29,
"recentWilsonLowerBound": 0.19940508749190483,
"running": 2,
"selectionWeight": 0.6241401134104565,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.833333333333333,
"waiting": 16125
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 316.95953757225436,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3691472437020609,
"queueFactor": 1.179313320285793,
"queueWeight": 1.179313320285793,
"recentSuccess": 34,
"recentSuccessRate": 0.19653179190751446,
"recentTerminal": 173,
"recentWilsonLowerBound": 0.1441857396891953,
"running": 8,
"selectionWeight": 0.4353402616446263,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.833333333333332,
"waiting": 9139
},
"MetaX_c-500": {
"available": true,
"backlogHours": 477.0206896551724,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.4697867765397158,
"queueFactor": 1.1091727598201486,
"queueWeight": 1.1091727598201486,
"recentSuccess": 32,
"recentSuccessRate": 0.2206896551724138,
"recentTerminal": 145,
"recentWilsonLowerBound": 0.16088432964348773,
"running": 4,
"selectionWeight": 0.521074695461568,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.166666666666668,
"waiting": 11528
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1711.2391304347825,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.6880587910204337,
"queueFactor": 0.9157631679740256,
"queueWeight": 0.9157631679740256,
"recentSuccess": 25,
"recentSuccessRate": 0.2717391304347826,
"recentTerminal": 92,
"recentWilsonLowerBound": 0.19135648353357726,
"running": 4,
"selectionWeight": 0.6300988982172503,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.333333333333334,
"waiting": 26239
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2071.4444444444443,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.8898950357281121,
"queueWeight": 0.8898950357281121,
"recentSuccess": 2,
"recentSuccessRate": 0.037037037037037035,
"recentTerminal": 54,
"recentWilsonLowerBound": 0.010216153585413053,
"running": 2,
"selectionWeight": 0.044494751786405606,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 9.0,
"waiting": 18643
},
"Vastai_va16": {
"available": true,
"backlogHours": 732.765100671141,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 1.1338955628704843,
"queueFactor": 1.0400041230215855,
"queueWeight": 1.0400041230215855,
"recentSuccess": 46,
"recentSuccessRate": 0.3087248322147651,
"recentTerminal": 149,
"recentWilsonLowerBound": 0.24013512243960525,
"running": 16,
"selectionWeight": 1.179256060461185,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.833333333333332,
"waiting": 18197
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1184.832,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.963704030729571,
"queueFactor": 0.967678877389957,
"queueWeight": 0.967678877389957,
"recentSuccess": 37,
"recentSuccessRate": 0.296,
"recentTerminal": 125,
"recentWilsonLowerBound": 0.22302390784930146,
"running": 6,
"selectionWeight": 0.9325560345925679,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.833333333333332,
"waiting": 24684
}
},
"queueAttemptedAt": "2026-10-22T23:46:05.857019+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-22T23:46:05.857019+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
}