Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-10T11:54:40.812637+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-10T11:54:40.812637+00:00",
"frameworkAttemptedAt": "2026-09-10T06:33:41.338309+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38282,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18259,
"successRate": 0.4769604513870749,
"wilsonLowerBound": 0.47195959077959815
},
"vllm": {
"framework": "vllm",
"modelCount": 50467,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14307,
"successRate": 0.28349218301068024,
"wilsonLowerBound": 0.279576598148545
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1750,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 432,
"successRate": 0.24685714285714286,
"wilsonLowerBound": 0.22722395026816722
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 31345,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13473,
"successRate": 0.42982931887063325,
"wilsonLowerBound": 0.4243577190058428
},
"vllm": {
"framework": "vllm",
"modelCount": 36489,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10432,
"successRate": 0.28589437912795634,
"wilsonLowerBound": 0.2812809396888865
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6874,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3176,
"successRate": 0.46203084084957813,
"wilsonLowerBound": 0.45026934727417167
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63786,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12060,
"successRate": 0.18906970181544538,
"wilsonLowerBound": 0.1860497026682823
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 13658,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2701,
"successRate": 0.1977595548396544,
"wilsonLowerBound": 0.19116483226960906
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5123,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.007027132539527621,
"wilsonLowerBound": 0.005080284971882024
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 25928,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3184,
"successRate": 0.12280160444307313,
"wilsonLowerBound": 0.11886233601191906
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16451,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1672,
"successRate": 0.10163515895690231,
"wilsonLowerBound": 0.09711025028380077
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 9338,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4061,
"successRate": 0.4348896980081388,
"wilsonLowerBound": 0.4248634301344047
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24024,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3768,
"successRate": 0.15684315684315683,
"wilsonLowerBound": 0.1522995170944452
},
"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": 39265,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9901,
"successRate": 0.252158410798421,
"wilsonLowerBound": 0.24788748546407094
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 22910,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3025,
"successRate": 0.13203841117415976,
"wilsonLowerBound": 0.12771630357319896
},
"vllm": {
"framework": "vllm",
"modelCount": 86474,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9762,
"successRate": 0.1128894234105049,
"wilsonLowerBound": 0.11079734312904772
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 38586,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4737,
"successRate": 0.12276473332296688,
"wilsonLowerBound": 0.11952780202650498
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 26062,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3202,
"successRate": 0.12286087023252244,
"wilsonLowerBound": 0.11893076369219584
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 87380,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20298,
"successRate": 0.23229571984435798,
"wilsonLowerBound": 0.22950746364821423
},
"transformers": {
"framework": "transformers",
"modelCount": 5047,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 562,
"successRate": 0.11135327917574797,
"wilsonLowerBound": 0.10296842863378637
},
"vllm": {
"framework": "vllm",
"modelCount": 112420,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16501,
"successRate": 0.14677993239637074,
"wilsonLowerBound": 0.14472329926031946
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 15590,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3182,
"successRate": 0.20410519563822963,
"wilsonLowerBound": 0.19785159485069084
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42416,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5509,
"successRate": 0.12988023387400982,
"wilsonLowerBound": 0.12671444161837456
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6005,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 468,
"successRate": 0.07793505412156536,
"wilsonLowerBound": 0.07142142321860222
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18181818181818182,
"wilsonLowerBound": 0.1343204258911728
},
"vllm": {
"framework": "vllm",
"modelCount": 29820,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5072,
"successRate": 0.17008718980549967,
"wilsonLowerBound": 0.16586538447610788
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60726,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12374,
"successRate": 0.20376774363534564,
"wilsonLowerBound": 0.20058279583273692
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5914,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1748,
"successRate": 0.2955698342915117,
"wilsonLowerBound": 0.2840759682955359
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 11659,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3067,
"successRate": 0.26305858135346083,
"wilsonLowerBound": 0.2551453292089501
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 57998,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15792,
"successRate": 0.27228525121555913,
"wilsonLowerBound": 0.268677639812957
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 45811,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19859,
"successRate": 0.4334985047259392,
"wilsonLowerBound": 0.42896625702829366
},
"vllm": {
"framework": "vllm",
"modelCount": 34883,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2962,
"successRate": 0.08491242152337815,
"wilsonLowerBound": 0.08203266231913953
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 195,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6272,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030612244897959183,
"wilsonLowerBound": 0.0266278655632904
},
"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": 5338,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2230,
"successRate": 0.4177594604720869,
"wilsonLowerBound": 0.40459258085328775
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7358,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.031938026637673284,
"wilsonLowerBound": 0.02815816298383761
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 9777,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3362,
"successRate": 0.3438682622481334,
"wilsonLowerBound": 0.3345157039313374
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 25524,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12828,
"successRate": 0.5025858015984955,
"wilsonLowerBound": 0.4964518439596191
},
"vllm": {
"framework": "vllm",
"modelCount": 60400,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5859,
"successRate": 0.09700331125827814,
"wilsonLowerBound": 0.09466854048134121
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 11974,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1612,
"successRate": 0.13462502087857023,
"wilsonLowerBound": 0.12862840018578064
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-10T11:58:04.571768+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 974.7916666666666,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.021443346653475,
"queueFactor": 0.9608099120081378,
"queueWeight": 0.9608099120081378,
"recentSuccess": 56,
"recentSuccessRate": 0.3888888888888889,
"recentTerminal": 144,
"recentWilsonLowerBound": 0.31313968172670287,
"running": 8,
"selectionWeight": 0.981412892019423,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.0,
"waiting": 23395
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1005.2560975609756,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.791871348450922,
"queueFactor": 0.9563849614565053,
"queueWeight": 0.9563849614565053,
"recentSuccess": 57,
"recentSuccessRate": 0.3475609756097561,
"recentTerminal": 164,
"recentWilsonLowerBound": 0.27892260810607894,
"running": 8,
"selectionWeight": 0.757333849066746,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.333333333333332,
"waiting": 27477
},
"Biren_166m": {
"available": true,
"backlogHours": 120.6787330316742,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.21991978497447676,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 45,
"recentSuccessRate": 0.20361990950226244,
"recentTerminal": 221,
"recentWilsonLowerBound": 0.1558041506696963,
"running": 8,
"selectionWeight": 0.28589572046681977,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 36.833333333333336,
"waiting": 4445
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 933.4945054945056,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.0875604369534539,
"queueFactor": 0.9670690424515638,
"queueWeight": 0.9670690424515638,
"recentSuccess": 15,
"recentSuccessRate": 0.16483516483516483,
"recentTerminal": 91,
"recentWilsonLowerBound": 0.10251340708451503,
"running": 7,
"selectionWeight": 0.08467698792121718,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.166666666666666,
"waiting": 14158
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 486.5504587155963,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.34860830526265546,
"queueFactor": 1.0663629881307133,
"queueWeight": 1.0663629881307133,
"recentSuccess": 29,
"recentSuccessRate": 0.26605504587155965,
"recentTerminal": 109,
"recentWilsonLowerBound": 0.19209740149947543,
"running": 7,
"selectionWeight": 0.3717429940870691,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.166666666666668,
"waiting": 8839
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 44.84905660377358,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 22,
"recentSuccessRate": 0.06918238993710692,
"recentTerminal": 318,
"recentWilsonLowerBound": 0.046127303534686415,
"running": 7,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 53.0,
"waiting": 2377
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 72.60952380952381,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.09922518436749515,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 45,
"recentSuccessRate": 0.14285714285714285,
"recentTerminal": 315,
"recentWilsonLowerBound": 0.10850977101682924,
"running": 2,
"selectionWeight": 0.12899273967774372,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 52.5,
"waiting": 3812
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1934.0,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.11777635682289814,
"queueFactor": 0.8669734050826391,
"queueWeight": 0.8669734050826391,
"recentSuccess": 10,
"recentSuccessRate": 0.20833333333333334,
"recentTerminal": 48,
"recentWilsonLowerBound": 0.11730147795889814,
"running": 2,
"selectionWeight": 0.10210896911297591,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.0,
"waiting": 15472
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 632.7961165048544,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.21330588364595693,
"queueFactor": 1.0251435301173164,
"queueWeight": 1.0251435301173164,
"recentSuccess": 23,
"recentSuccessRate": 0.22330097087378642,
"recentTerminal": 103,
"recentWilsonLowerBound": 0.1536565519868537,
"running": 7,
"selectionWeight": 0.21866914655560984,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.166666666666668,
"waiting": 10863
},
"MetaX_c-500": {
"available": true,
"backlogHours": 540.3307086614172,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.2934174255216794,
"queueFactor": 1.0497244149334761,
"queueWeight": 1.0497244149334761,
"recentSuccess": 31,
"recentSuccessRate": 0.2440944881889764,
"recentTerminal": 127,
"recentWilsonLowerBound": 0.17762248116708082,
"running": 4,
"selectionWeight": 0.3080074353370317,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.166666666666668,
"waiting": 11437
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1688.3684210526317,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7297368675445186,
"queueFactor": 0.8848184356725644,
"queueWeight": 0.8848184356725644,
"recentSuccess": 28,
"recentSuccessRate": 0.3684210526315789,
"recentTerminal": 76,
"recentWilsonLowerBound": 0.268752586837069,
"running": 4,
"selectionWeight": 0.6456846335933383,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.666666666666666,
"waiting": 21386
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 4706.666666666667,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.24218390995353942,
"queueFactor": 0.7586950133589607,
"queueWeight": 0.7586950133589607,
"recentSuccess": 6,
"recentSuccessRate": 0.3333333333333333,
"recentTerminal": 18,
"recentWilsonLowerBound": 0.16278554363662856,
"running": 2,
"selectionWeight": 0.18374372479752593,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 3.0,
"waiting": 14120
},
"Vastai_va16": {
"available": true,
"backlogHours": 860.6571428571428,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.35310901838861,
"queueFactor": 0.9789256751616038,
"queueWeight": 0.9789256751616038,
"recentSuccess": 20,
"recentSuccessRate": 0.2857142857142857,
"recentTerminal": 70,
"recentWilsonLowerBound": 0.19322076591803128,
"running": 16,
"selectionWeight": 0.34566748423172117,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.666666666666666,
"waiting": 10041
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 473.1818181818182,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 2.5,
"queueFactor": 1.0708287890410404,
"queueWeight": 1.0708287890410404,
"recentSuccess": 62,
"recentSuccessRate": 0.5636363636363636,
"recentTerminal": 110,
"recentWilsonLowerBound": 0.4703613379728413,
"running": 6,
"selectionWeight": 2.677071972602601,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.333333333333332,
"waiting": 8675
}
},
"queueAttemptedAt": "2026-09-10T11:54:40.812637+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-10T11:54:40.812637+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
}