Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-10T17:59:08.683571+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-10T17:59:08.683571+00:00",
"frameworkAttemptedAt": "2026-09-10T15:27:32.924657+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38338,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18295,
"successRate": 0.47720277531430955,
"wilsonLowerBound": 0.47220543078048205
},
"vllm": {
"framework": "vllm",
"modelCount": 50568,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14328,
"successRate": 0.28334124347413386,
"wilsonLowerBound": 0.27943019786424367
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1789,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 449,
"successRate": 0.2509782001117943,
"wilsonLowerBound": 0.23143456102944407
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 31416,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13521,
"successRate": 0.43038579067990834,
"wilsonLowerBound": 0.42491943017841394
},
"vllm": {
"framework": "vllm",
"modelCount": 36525,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10442,
"successRate": 0.285886379192334,
"wilsonLowerBound": 0.28127524230104706
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6968,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3199,
"successRate": 0.4590987370838117,
"wilsonLowerBound": 0.4474237173995597
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63793,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12060,
"successRate": 0.18904895521452197,
"wilsonLowerBound": 0.18602924981833124
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 13844,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2735,
"successRate": 0.19755850910141579,
"wilsonLowerBound": 0.1910102609114936
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5151,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.007183071248301301,
"wilsonLowerBound": 0.005215910778690411
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 25961,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3187,
"successRate": 0.12276106467393398,
"wilsonLowerBound": 0.11882483798483397
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16452,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1672,
"successRate": 0.10162898127887186,
"wilsonLowerBound": 0.09710433315414777
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 9407,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4084,
"successRate": 0.43414478579781013,
"wilsonLowerBound": 0.4241575354389301
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24030,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3770,
"successRate": 0.15688722430295465,
"wilsonLowerBound": 0.1523436123834872
},
"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": 39427,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9945,
"successRate": 0.25223831384584167,
"wilsonLowerBound": 0.24797566376420394
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 22915,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3026,
"successRate": 0.1320532402356535,
"wilsonLowerBound": 0.12773138638590842
},
"vllm": {
"framework": "vllm",
"modelCount": 86485,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9762,
"successRate": 0.11287506504018038,
"wilsonLowerBound": 0.11078323440993057
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 38614,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4738,
"successRate": 0.12270161081473041,
"wilsonLowerBound": 0.11946656975844437
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 26133,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3213,
"successRate": 0.12294799678567328,
"wilsonLowerBound": 0.11902193180839078
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 87397,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20307,
"successRate": 0.23235351327848783,
"wilsonLowerBound": 0.22956528173891405
},
"transformers": {
"framework": "transformers",
"modelCount": 5054,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 562,
"successRate": 0.111199050257222,
"wilsonLowerBound": 0.10282517065480763
},
"vllm": {
"framework": "vllm",
"modelCount": 112425,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16502,
"successRate": 0.14678229931065154,
"wilsonLowerBound": 0.14472569775049507
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 15613,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3188,
"successRate": 0.2041888170114648,
"wilsonLowerBound": 0.19793878702309592
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42431,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5510,
"successRate": 0.12985788692229738,
"wilsonLowerBound": 0.12669288448244376
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6025,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 469,
"successRate": 0.07784232365145229,
"wilsonLowerBound": 0.07134281712711635
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18181818181818182,
"wilsonLowerBound": 0.1343204258911728
},
"vllm": {
"framework": "vllm",
"modelCount": 29865,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5092,
"successRate": 0.17050058597019924,
"wilsonLowerBound": 0.16627776573653213
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60733,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12376,
"successRate": 0.20377718867831326,
"wilsonLowerBound": 0.20059236750741152
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5978,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1768,
"successRate": 0.29575108732017397,
"wilsonLowerBound": 0.28431600169064586
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 11706,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3073,
"successRate": 0.26251494959849647,
"wilsonLowerBound": 0.2546229223317426
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 58155,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15830,
"successRate": 0.2722035938440375,
"wilsonLowerBound": 0.26860117980036025
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 45831,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19877,
"successRate": 0.43370207937858657,
"wilsonLowerBound": 0.42917055264073056
},
"vllm": {
"framework": "vllm",
"modelCount": 35052,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2968,
"successRate": 0.08467419833390391,
"wilsonLowerBound": 0.08180502284967742
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 211,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6273,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030607364897178385,
"wilsonLowerBound": 0.02662361262856994
},
"vllm": {
"framework": "vllm",
"modelCount": 9997,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 728,
"successRate": 0.07282184655396619,
"wilsonLowerBound": 0.06789056951143375
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5367,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2248,
"successRate": 0.4188559716787777,
"wilsonLowerBound": 0.4057188914791776
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7360,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.03192934782608696,
"wilsonLowerBound": 0.02815049734326355
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 9857,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3390,
"successRate": 0.3439180277975043,
"wilsonLowerBound": 0.3346028962130698
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 25585,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12865,
"successRate": 0.5028336916161814,
"wilsonLowerBound": 0.4967070292687963
},
"vllm": {
"framework": "vllm",
"modelCount": 60431,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5864,
"successRate": 0.09703628932170574,
"wilsonLowerBound": 0.0947017509028485
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12006,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1628,
"successRate": 0.13559886723305015,
"wilsonLowerBound": 0.1295911942318147
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-10T18:05:44.792714+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1095.140625,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.4365398363248802,
"queueFactor": 0.9580855711366533,
"queueWeight": 0.9580855711366533,
"recentSuccess": 51,
"recentSuccessRate": 0.3984375,
"recentTerminal": 128,
"recentWilsonLowerBound": 0.317774463028681,
"running": 8,
"selectionWeight": 1.3763280895458774,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.333333333333332,
"waiting": 23363
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1041.7215189873418,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.282794935897462,
"queueFactor": 0.9652994035071977,
"queueWeight": 0.9652994035071977,
"recentSuccess": 59,
"recentSuccessRate": 0.37341772151898733,
"recentTerminal": 158,
"recentWilsonLowerBound": 0.30183760092886086,
"running": 8,
"selectionWeight": 1.2382811864438739,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.333333333333332,
"waiting": 27432
},
"Biren_166m": {
"available": true,
"backlogHours": 153.51136363636365,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.20736191079240668,
"queueFactor": 1.2864819692824558,
"queueWeight": 1.2864819692824558,
"recentSuccess": 32,
"recentSuccessRate": 0.18181818181818182,
"recentTerminal": 176,
"recentWilsonLowerBound": 0.1318357597784602,
"running": 8,
"selectionWeight": 0.26676735935038826,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 29.333333333333332,
"waiting": 4503
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 945.6,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.17299289810626578,
"queueFactor": 0.9794193131796115,
"queueWeight": 0.9794193131796115,
"recentSuccess": 17,
"recentSuccessRate": 0.18888888888888888,
"recentTerminal": 90,
"recentWilsonLowerBound": 0.1214115980938824,
"running": 7,
"selectionWeight": 0.16943258544818934,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.0,
"waiting": 14184
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 424.896,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.45039625847094444,
"queueFactor": 1.10428808627205,
"queueWeight": 1.10428808627205,
"recentSuccess": 32,
"recentSuccessRate": 0.256,
"recentTerminal": 125,
"recentWilsonLowerBound": 0.18756596643774243,
"running": 7,
"selectionWeight": 0.49736722233097086,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.833333333333332,
"waiting": 8852
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 114.7258064516129,
"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": 0.07258064516129033,
"recentTerminal": 124,
"recentWilsonLowerBound": 0.038651724607539996,
"running": 2,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 20.666666666666668,
"waiting": 2371
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 173.5909090909091,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.051645139123189784,
"queueFactor": 1.2629778573289157,
"queueWeight": 1.2629778573289157,
"recentSuccess": 15,
"recentSuccessRate": 0.11363636363636363,
"recentTerminal": 132,
"recentWilsonLowerBound": 0.07008488210293363,
"running": 2,
"selectionWeight": 0.06522666715125999,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.0,
"waiting": 3819
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2276.048780487805,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.3919883595126369,
"queueFactor": 0.8585143293413912,
"queueWeight": 0.8585143293413912,
"recentSuccess": 12,
"recentSuccessRate": 0.2926829268292683,
"recentTerminal": 41,
"recentWilsonLowerBound": 0.17609017633058882,
"running": 2,
"selectionWeight": 0.3365276235766236,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.833333333333333,
"waiting": 15553
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 700.7741935483871,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3250637206028342,
"queueFactor": 1.0244436341665213,
"queueWeight": 1.0244436341665213,
"recentSuccess": 22,
"recentSuccessRate": 0.23655913978494625,
"recentTerminal": 93,
"recentWilsonLowerBound": 0.16172548448287755,
"running": 7,
"selectionWeight": 0.3330094592700582,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.5,
"waiting": 10862
},
"MetaX_c-500": {
"available": true,
"backlogHours": 600.0,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.3903058919942847,
"queueFactor": 1.0485812690778715,
"queueWeight": 1.0485812690778715,
"recentSuccess": 28,
"recentSuccessRate": 0.24561403508771928,
"recentTerminal": 114,
"recentWilsonLowerBound": 0.17574622644308974,
"running": 4,
"selectionWeight": 0.40926744755593775,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.0,
"waiting": 11400
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1862.5217391304348,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7293290172352628,
"queueFactor": 0.8847276098398089,
"queueWeight": 0.8847276098398089,
"recentSuccess": 23,
"recentSuccessRate": 0.3333333333333333,
"recentTerminal": 69,
"recentWilsonLowerBound": 0.2335089100698828,
"running": 4,
"selectionWeight": 0.6452575182053708,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.5,
"waiting": 21419
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 4065.1428571428573,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.5,
"queueFactor": 0.786979485040575,
"queueWeight": 0.786979485040575,
"recentSuccess": 13,
"recentSuccessRate": 0.6190476190476191,
"recentTerminal": 21,
"recentWilsonLowerBound": 0.40878295815501514,
"running": 2,
"selectionWeight": 1.9674487126014375,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 3.5,
"waiting": 14228
},
"Vastai_va16": {
"available": true,
"backlogHours": 971.5238095238095,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 1.0134391990270277,
"queueFactor": 0.9754539369335835,
"queueWeight": 0.9754539369335835,
"recentSuccess": 24,
"recentSuccessRate": 0.38095238095238093,
"recentTerminal": 63,
"recentWilsonLowerBound": 0.27117289491083674,
"running": 16,
"selectionWeight": 0.9885632565337317,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.5,
"waiting": 10201
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 509.47058823529414,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.8665973083210208,
"queueFactor": 1.0746249401809695,
"queueWeight": 1.0746249401809695,
"recentSuccess": 46,
"recentSuccessRate": 0.45098039215686275,
"recentTerminal": 102,
"recentWilsonLowerBound": 0.3579445828535625,
"running": 6,
"selectionWeight": 2.005892020796436,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.0,
"waiting": 8661
}
},
"queueAttemptedAt": "2026-09-10T17:59:08.683571+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-10T17:59:08.683571+00:00",
"supportedGpus": [
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Cambricon_mlu-370-x4",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Ascend_910-b3",
"Iluvatar_bi-100",
"Biren_166m",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}