Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-10T19:38:11.550876+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-10T19:38:11.550876+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": "2026-09-10T19:41:15.859479+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1114.2857142857142,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.5785634952557193,
"queueFactor": 0.9625690074056412,
"queueWeight": 0.9625690074056412,
"recentSuccess": 52,
"recentSuccessRate": 0.4126984126984127,
"recentTerminal": 126,
"recentWilsonLowerBound": 0.3305590263103976,
"running": 8,
"selectionWeight": 1.5194762967550772,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.0,
"waiting": 23400
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1160.7042253521126,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.0818279096799492,
"queueFactor": 0.9566941620905063,
"queueWeight": 0.9566941620905063,
"recentSuccess": 50,
"recentSuccessRate": 0.352112676056338,
"recentTerminal": 142,
"recentWilsonLowerBound": 0.2783917433242715,
"running": 8,
"selectionWeight": 1.034978445577383,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.666666666666668,
"waiting": 27470
},
"Biren_166m": {
"available": true,
"backlogHours": 148.6304347826087,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.09869003197168076,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 25,
"recentSuccessRate": 0.1358695652173913,
"recentTerminal": 184,
"recentWilsonLowerBound": 0.09375218533785815,
"running": 8,
"selectionWeight": 0.128297041563185,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 30.666666666666668,
"waiting": 4558
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1039.7560975609756,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.15206168774136353,
"queueFactor": 0.9726165097461745,
"queueWeight": 0.9726165097461745,
"recentSuccess": 15,
"recentSuccessRate": 0.18292682926829268,
"recentTerminal": 82,
"recentWilsonLowerBound": 0.1141092170763672,
"running": 7,
"selectionWeight": 0.14789770799711766,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.666666666666666,
"waiting": 14210
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 422.95238095238096,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5638783469236829,
"queueFactor": 1.1131088546596164,
"queueWeight": 1.1131088546596164,
"recentSuccess": 35,
"recentSuccessRate": 0.2777777777777778,
"recentTerminal": 126,
"recentWilsonLowerBound": 0.20702956384009177,
"running": 7,
"selectionWeight": 0.6276579809115784,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.0,
"waiting": 8882
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 96.40816326530613,
"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": 0.061224489795918366,
"recentTerminal": 147,
"recentWilsonLowerBound": 0.032541132146123544,
"running": 4,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 24.5,
"waiting": 2362
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 115.02512562814071,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 15,
"recentSuccessRate": 0.07537688442211055,
"recentTerminal": 199,
"recentWilsonLowerBound": 0.04620825117869708,
"running": 8,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 33.166666666666664,
"waiting": 3815
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2675.3142857142857,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.7220550851213057,
"queueFactor": 0.8440635329574684,
"queueWeight": 0.8440635329574684,
"recentSuccess": 13,
"recentSuccessRate": 0.37142857142857144,
"recentTerminal": 35,
"recentWilsonLowerBound": 0.2316560736889106,
"running": 2,
"selectionWeight": 0.6094603661373948,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.833333333333333,
"waiting": 15606
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 688.3578947368421,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.35187579462649826,
"queueFactor": 1.0346875275454828,
"queueWeight": 1.0346875275454828,
"recentSuccess": 23,
"recentSuccessRate": 0.24210526315789474,
"recentTerminal": 95,
"recentWilsonLowerBound": 0.16708723217598367,
"running": 7,
"selectionWeight": 0.36408149594519357,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.833333333333334,
"waiting": 10899
},
"MetaX_c-500": {
"available": true,
"backlogHours": 557.4634146341464,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.2446076506508317,
"queueFactor": 1.0679450400409427,
"queueWeight": 1.0679450400409427,
"recentSuccess": 25,
"recentSuccessRate": 0.2032520325203252,
"recentTerminal": 123,
"recentWilsonLowerBound": 0.1416321145776123,
"running": 4,
"selectionWeight": 0.2612275272686234,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.5,
"waiting": 11428
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1274.6732673267327,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.15709177320179288,
"queueFactor": 0.94334711798404,
"queueWeight": 0.94334711798404,
"recentSuccess": 18,
"recentSuccessRate": 0.1782178217821782,
"recentTerminal": 101,
"recentWilsonLowerBound": 0.1158097450050057,
"running": 4,
"selectionWeight": 0.14819207150891375,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.833333333333332,
"waiting": 21457
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3431.04,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.5,
"queueFactor": 0.8131440555592307,
"queueWeight": 0.8131440555592307,
"recentSuccess": 15,
"recentSuccessRate": 0.6,
"recentTerminal": 25,
"recentWilsonLowerBound": 0.4073912778512734,
"running": 2,
"selectionWeight": 2.032860138898077,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.166666666666667,
"waiting": 14296
},
"Vastai_va16": {
"available": true,
"backlogHours": 1064.2758620689656,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.9758050136470664,
"queueFactor": 0.9692219181484393,
"queueWeight": 0.9692219181484393,
"recentSuccess": 22,
"recentSuccessRate": 0.3793103448275862,
"recentTerminal": 58,
"recentWilsonLowerBound": 0.26564088902603683,
"running": 16,
"selectionWeight": 0.9457716070658737,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.666666666666666,
"waiting": 10288
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 535.979381443299,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.9982087873518384,
"queueFactor": 1.0742593595028294,
"queueWeight": 1.0742593595028294,
"recentSuccess": 45,
"recentSuccessRate": 0.4639175257731959,
"recentTerminal": 97,
"recentWilsonLowerBound": 0.36794664127193955,
"running": 6,
"selectionWeight": 2.146594492053511,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.166666666666668,
"waiting": 8665
}
},
"queueAttemptedAt": "2026-09-10T19:34:54.306456+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-10T19:34:54.306456+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
}