Files
submmit/.modelhub_state/market_intelligence.json

712 lines
22 KiB
JSON

{
"communityAttemptedAt": "2026-09-28T14:42:08.170773+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-28T14:42:08.170773+00:00",
"frameworkAttemptedAt": "2026-09-28T09:02:33.955118+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34437,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15637,
"successRate": 0.45407555826581875,
"wilsonLowerBound": 0.44882232783777953
},
"vllm": {
"framework": "vllm",
"modelCount": 38352,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10809,
"successRate": 0.2818366708385482,
"wilsonLowerBound": 0.27735599994304144
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10541,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4427,
"successRate": 0.4199791291148847,
"wilsonLowerBound": 0.4105877852368915
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64126,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12091,
"successRate": 0.18855066587655553,
"wilsonLowerBound": 0.185541858867957
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 22694,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4685,
"successRate": 0.20644223142680884,
"wilsonLowerBound": 0.20122602733579256
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6892,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 75,
"successRate": 0.010882182240278584,
"wilsonLowerBound": 0.00869080114139639
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26440,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3249,
"successRate": 0.12288199697428139,
"wilsonLowerBound": 0.11897939502674176
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16487,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10165585006368653,
"wilsonLowerBound": 0.0971353627253932
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 12843,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5292,
"successRate": 0.41205325858444286,
"wilsonLowerBound": 0.40356806663747236
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24437,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3796,
"successRate": 0.15533821663870362,
"wilsonLowerBound": 0.15085078423640036
},
"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": 46521,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11582,
"successRate": 0.24896283398895122,
"wilsonLowerBound": 0.2450542402100504
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23537,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3093,
"successRate": 0.1314101202362238,
"wilsonLowerBound": 0.12715399559715393
},
"vllm": {
"framework": "vllm",
"modelCount": 86787,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11250532913915678,
"wilsonLowerBound": 0.11042014049167657
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 42751,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5237,
"successRate": 0.12250005847816425,
"wilsonLowerBound": 0.119425977739279
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 37655,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3537,
"successRate": 0.09393174877174346,
"wilsonLowerBound": 0.09102636181874274
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 90162,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21858,
"successRate": 0.2424302921408132,
"wilsonLowerBound": 0.2396439397927536
},
"transformers": {
"framework": "transformers",
"modelCount": 5376,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 579,
"successRate": 0.10770089285714286,
"wilsonLowerBound": 0.09969236203067001
},
"vllm": {
"framework": "vllm",
"modelCount": 112744,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16525,
"successRate": 0.14657099269140708,
"wilsonLowerBound": 0.14451852458938483
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 19944,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3699,
"successRate": 0.18546931407942238,
"wilsonLowerBound": 0.18013570930201453
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43220,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5623,
"successRate": 0.13010180472003702,
"wilsonLowerBound": 0.1269629692050001
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7281,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 639,
"successRate": 0.08776266996291718,
"wilsonLowerBound": 0.0814787962129998
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32305,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6073,
"successRate": 0.18798947531341897,
"wilsonLowerBound": 0.18376608520516255
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61232,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12402,
"successRate": 0.20254115495165925,
"wilsonLowerBound": 0.19937656059636483
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10526,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3094,
"successRate": 0.2939388181645449,
"wilsonLowerBound": 0.28531215731205956
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14173,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3567,
"successRate": 0.2516757214421788,
"wilsonLowerBound": 0.24459885165059186
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 64007,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17540,
"successRate": 0.27403252769228365,
"wilsonLowerBound": 0.27059073716342863
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 255,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 163,
"successRate": 0.6392156862745098,
"wilsonLowerBound": 0.5786089057576913
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47289,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20902,
"successRate": 0.442005540400516,
"wilsonLowerBound": 0.43753427881902085
},
"vllm": {
"framework": "vllm",
"modelCount": 37712,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3965,
"successRate": 0.10513894781501909,
"wilsonLowerBound": 0.10208324190530232
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 781,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6282,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030563514804202482,
"wilsonLowerBound": 0.02658539726335166
},
"vllm": {
"framework": "vllm",
"modelCount": 10042,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 744,
"successRate": 0.07408882692690699,
"wilsonLowerBound": 0.06912729387165777
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6433,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2779,
"successRate": 0.4319912948857454,
"wilsonLowerBound": 0.4199304422146353
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7395,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 241,
"successRate": 0.032589587559161595,
"wilsonLowerBound": 0.02877906662631195
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14125,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4587,
"successRate": 0.3247433628318584,
"wilsonLowerBound": 0.3170692665129332
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27181,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13847,
"successRate": 0.5094367388984953,
"wilsonLowerBound": 0.5034926846499258
},
"vllm": {
"framework": "vllm",
"modelCount": 64294,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6631,
"successRate": 0.10313559585653405,
"wilsonLowerBound": 0.10080833425392248
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12946,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1969,
"successRate": 0.152093310675112,
"wilsonLowerBound": 0.14601046860595066
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-28T14:49:10.462401+00:00",
"gpuStats": {
"Ascend_910-b4": {
"available": true,
"backlogHours": 1272.6569343065694,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.5426389458556786,
"queueFactor": 0.9495944275999437,
"queueWeight": 0.9495944275999437,
"recentSuccess": 41,
"recentSuccessRate": 0.29927007299270075,
"recentTerminal": 137,
"recentWilsonLowerBound": 0.22891666332550556,
"running": 8,
"selectionWeight": 1.4648813467832038,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.833333333333332,
"waiting": 29059
},
"Biren_166m": {
"available": true,
"backlogHours": 145.7741935483871,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.11630106666794142,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 20,
"recentSuccessRate": 0.10752688172043011,
"recentTerminal": 186,
"recentWilsonLowerBound": 0.07069163824258172,
"running": 8,
"selectionWeight": 0.15119138666832385,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 31.0,
"waiting": 4519
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1480.3809523809523,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.6080935756358342,
"queueFactor": 0.9283010386649485,
"queueWeight": 0.9283010386649485,
"recentSuccess": 15,
"recentSuccessRate": 0.23809523809523808,
"recentTerminal": 63,
"recentWilsonLowerBound": 0.14993653261946965,
"running": 7,
"selectionWeight": 0.5644938978682273,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 10.5,
"waiting": 15544
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 501.196261682243,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2186549233597958,
"queueFactor": 1.092052924445334,
"queueWeight": 1.092052924445334,
"recentSuccess": 16,
"recentSuccessRate": 0.14953271028037382,
"recentTerminal": 107,
"recentWilsonLowerBound": 0.0941875070353093,
"running": 7,
"selectionWeight": 0.2387827484994354,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 17.833333333333332,
"waiting": 8938
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 37.587743732590525,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 14,
"recentSuccessRate": 0.03899721448467967,
"recentTerminal": 359,
"recentWilsonLowerBound": 0.02336941234936761,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 59.833333333333336,
"waiting": 2249
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 103.85567010309278,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.42002882836667316,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 48,
"recentSuccessRate": 0.16494845360824742,
"recentTerminal": 291,
"recentWilsonLowerBound": 0.12672606679824713,
"running": 4,
"selectionWeight": 0.5460374768766751,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 48.5,
"waiting": 5037
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2436.15,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.5,
"queueFactor": 0.861468210303838,
"queueWeight": 0.861468210303838,
"recentSuccess": 17,
"recentSuccessRate": 0.425,
"recentTerminal": 40,
"recentWilsonLowerBound": 0.2850916852481588,
"running": 2,
"selectionWeight": 2.153670525759595,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.666666666666667,
"waiting": 16241
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 501.66371681415933,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5199278446994803,
"queueFactor": 1.09190022613217,
"queueWeight": 1.09190022613217,
"recentSuccess": 23,
"recentSuccessRate": 0.20353982300884957,
"recentTerminal": 113,
"recentWilsonLowerBound": 0.1396323173788541,
"running": 9,
"selectionWeight": 0.5677093311997743,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 18.833333333333332,
"waiting": 9448
},
"MetaX_c-500": {
"available": true,
"backlogHours": 554.1578947368421,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.30379194319936914,
"queueFactor": 1.075721455843412,
"queueWeight": 1.075721455843412,
"recentSuccess": 19,
"recentSuccessRate": 0.16666666666666666,
"recentTerminal": 114,
"recentWilsonLowerBound": 0.10937299791543169,
"running": 4,
"selectionWeight": 0.32679551141192453,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 19.0,
"waiting": 10529
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1893.1714285714286,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.7505535630464306,
"queueFactor": 0.8946771969627794,
"queueWeight": 0.8946771969627794,
"recentSuccess": 24,
"recentSuccessRate": 0.34285714285714286,
"recentTerminal": 70,
"recentWilsonLowerBound": 0.24245827082896973,
"running": 4,
"selectionWeight": 1.5661803549195865,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.666666666666666,
"waiting": 22087
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3082.0,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.6146816099210848,
"queueFactor": 0.8316105006901204,
"queueWeight": 0.8316105006901204,
"recentSuccess": 9,
"recentSuccessRate": 0.2727272727272727,
"recentTerminal": 33,
"recentWilsonLowerBound": 0.1506727265632281,
"running": 2,
"selectionWeight": 0.5111756813914826,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.5,
"waiting": 16951
},
"Vastai_va16": {
"available": true,
"backlogHours": 901.5,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.9433394755115969,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 25,
"recentSuccessRate": 0.2604166666666667,
"recentTerminal": 96,
"recentWilsonLowerBound": 0.18305777843717666,
"running": 16,
"selectionWeight": 0.9433394755115969,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.0,
"waiting": 14424
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1049.0285714285715,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.1426201361291715,
"queueFactor": 0.9775224991728023,
"queueWeight": 0.9775224991728023,
"recentSuccess": 29,
"recentSuccessRate": 0.2761904761904762,
"recentTerminal": 105,
"recentWilsonLowerBound": 0.19972009427826307,
"running": 6,
"selectionWeight": 1.1169368910741553,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.5,
"waiting": 18358
}
},
"queueAttemptedAt": "2026-09-28T14:42:08.170773+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-28T14:42:08.170773+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"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
}