Files
submmit/.modelhub_state/market_intelligence.json

712 lines
22 KiB
JSON

{
"communityAttemptedAt": "2026-09-28T13:19:49.674005+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-28T13:19:49.674005+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": "2026-09-28T13:26:37.266498+00:00",
"gpuStats": {
"Ascend_910-b4": {
"available": true,
"backlogHours": 1140.5882352941176,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.8740084395304262,
"queueFactor": 0.9595347772573827,
"queueWeight": 0.9595347772573827,
"recentSuccess": 49,
"recentSuccessRate": 0.3202614379084967,
"recentTerminal": 153,
"recentWilsonLowerBound": 0.2515101160951126,
"running": 8,
"selectionWeight": 1.7981762706032827,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.5,
"waiting": 29085
},
"Biren_166m": {
"available": true,
"backlogHours": 136.10999999999999,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.12615651630214123,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 22,
"recentSuccessRate": 0.11,
"recentTerminal": 200,
"recentWilsonLowerBound": 0.07377190160716046,
"running": 8,
"selectionWeight": 0.1640034711927836,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 33.333333333333336,
"waiting": 4537
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1243.68,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.33234519463815226,
"queueFactor": 0.9471608868025149,
"queueWeight": 0.9471608868025149,
"recentSuccess": 14,
"recentSuccessRate": 0.18666666666666668,
"recentTerminal": 75,
"recentWilsonLowerBound": 0.11458005622312066,
"running": 7,
"selectionWeight": 0.3147843692780267,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 12.5,
"waiting": 15546
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 515.3653846153846,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.23023604351695282,
"queueFactor": 1.0809678222416326,
"queueWeight": 1.0809678222416326,
"recentSuccess": 16,
"recentSuccessRate": 0.15384615384615385,
"recentTerminal": 104,
"recentWilsonLowerBound": 0.09697218287895282,
"running": 7,
"selectionWeight": 0.24887775456205022,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 17.333333333333332,
"waiting": 8933
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 34.323076923076925,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 15,
"recentSuccessRate": 0.038461538461538464,
"recentTerminal": 390,
"recentWilsonLowerBound": 0.0234442779906644,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 65.0,
"waiting": 2231
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 119.66666666666667,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.6356903751130655,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 50,
"recentSuccessRate": 0.1984126984126984,
"recentTerminal": 252,
"recentWilsonLowerBound": 0.1538631399772636,
"running": 2,
"selectionWeight": 0.8263974876469852,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 42.0,
"waiting": 5026
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2635.297297297297,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.5,
"queueFactor": 0.8462635013854182,
"queueWeight": 0.8462635013854182,
"recentSuccess": 16,
"recentSuccessRate": 0.43243243243243246,
"recentTerminal": 37,
"recentWilsonLowerBound": 0.2867148684035131,
"running": 2,
"selectionWeight": 2.1156587534635456,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.166666666666667,
"waiting": 16251
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 427.3533834586466,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.4927585844059931,
"queueFactor": 1.1117623973961337,
"queueWeight": 1.1117623973961337,
"recentSuccess": 26,
"recentSuccessRate": 0.19548872180451127,
"recentTerminal": 133,
"recentWilsonLowerBound": 0.13704293942095672,
"running": 8,
"selectionWeight": 0.5478304651367321,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 22.166666666666668,
"waiting": 9473
},
"MetaX_c-500": {
"available": true,
"backlogHours": 540.7179487179487,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.32529744200144656,
"queueFactor": 1.0732093190418417,
"queueWeight": 1.0732093190418417,
"recentSuccess": 20,
"recentSuccessRate": 0.17094017094017094,
"recentTerminal": 117,
"recentWilsonLowerBound": 0.11346914397542024,
"running": 4,
"selectionWeight": 0.34911224621642545,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 19.5,
"waiting": 10544
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1977.9402985074628,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.914715610091515,
"queueFactor": 0.8834827538066895,
"queueWeight": 0.8834827538066895,
"recentSuccess": 24,
"recentSuccessRate": 0.3582089552238806,
"recentTerminal": 67,
"recentWilsonLowerBound": 0.2539788838135447,
"running": 4,
"selectionWeight": 1.6916182199603074,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.166666666666666,
"waiting": 22087
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2825.0,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.4964070878197022,
"queueFactor": 0.8374854781850721,
"queueWeight": 0.8374854781850721,
"recentSuccess": 9,
"recentSuccessRate": 0.25,
"recentTerminal": 36,
"recentWilsonLowerBound": 0.13750323839225387,
"running": 2,
"selectionWeight": 0.4157337273171424,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 6.0,
"waiting": 16950
},
"Vastai_va16": {
"available": true,
"backlogHours": 929.8709677419355,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.4757747623947569,
"queueFactor": 0.989388025352558,
"queueWeight": 0.989388025352558,
"recentSuccess": 19,
"recentSuccessRate": 0.20430107526881722,
"recentTerminal": 93,
"recentWilsonLowerBound": 0.1348753753056426,
"running": 16,
"selectionWeight": 0.470725852678331,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 15.5,
"waiting": 14413
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 866.0314960629921,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.11162864771377,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 34,
"recentSuccessRate": 0.2677165354330709,
"recentTerminal": 127,
"recentWilsonLowerBound": 0.19836232021253514,
"running": 6,
"selectionWeight": 1.11162864771377,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.166666666666668,
"waiting": 18331
}
},
"queueAttemptedAt": "2026-09-28T13:26:37.266498+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-28T13:26:37.266498+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
}