{ "communityAttemptedAt": "2026-10-08T16:01:12.382879+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-08T16:01:12.382879+00:00", "frameworkAttemptedAt": "2026-10-08T11:03:42.065951+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41574, "officialConfigError": null, "officialConfigValid": true, "successCount": 20527, "successRate": 0.4937460913070669, "wilsonLowerBound": 0.4889409195855823 }, "vllm": { "framework": "vllm", "modelCount": 55676, "officialConfigError": null, "officialConfigValid": true, "successCount": 15245, "successRate": 0.2738163661182556, "wilsonLowerBound": 0.27012803223963383 }, "vllm_0.23.0": { "framework": "vllm_0.23.0", "modelCount": 0, "officialConfigError": "framework_mismatch", "officialConfigValid": false, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 4059, "officialConfigError": null, "officialConfigValid": true, "successCount": 1225, "successRate": 0.30179847253017983, "wilsonLowerBound": 0.28786933926274555 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 36324, "officialConfigError": null, "officialConfigValid": true, "successCount": 16947, "successRate": 0.46655104063429137, "wilsonLowerBound": 0.46142440026600734 }, "vllm": { "framework": "vllm", "modelCount": 39459, "officialConfigError": null, "officialConfigValid": true, "successCount": 10965, "successRate": 0.27788337261461266, "wilsonLowerBound": 0.2734852008943802 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12201, "officialConfigError": null, "officialConfigValid": true, "successCount": 5134, "successRate": 0.4207851815424965, "wilsonLowerBound": 0.4120513717266989 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64207, "officialConfigError": null, "officialConfigValid": true, "successCount": 12096, "successRate": 0.18839067391405923, "wilsonLowerBound": 0.1853847488346497 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 28072, "officialConfigError": null, "officialConfigValid": true, "successCount": 6101, "successRate": 0.21733399829011113, "wilsonLowerBound": 0.21254813759764477 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7545, "officialConfigError": null, "officialConfigValid": true, "successCount": 102, "successRate": 0.013518886679920477, "wilsonLowerBound": 0.011149581354663483 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26565, "officialConfigError": null, "officialConfigValid": true, "successCount": 3266, "successRate": 0.12294372294372294, "wilsonLowerBound": 0.11904932412469255 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16502, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10156344685492667, "wilsonLowerBound": 0.09704685221513341 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 14914, "officialConfigError": null, "officialConfigValid": true, "successCount": 5941, "successRate": 0.39835054311385276, "wilsonLowerBound": 0.39052056614125435 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24661, "officialConfigError": null, "officialConfigValid": true, "successCount": 3805, "successRate": 0.15429220226268198, "wilsonLowerBound": 0.1498375681080894 }, "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": 50378, "officialConfigError": null, "officialConfigValid": true, "successCount": 12652, "successRate": 0.2511413712334749, "wilsonLowerBound": 0.24737344909250936 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23796, "officialConfigError": null, "officialConfigValid": true, "successCount": 3121, "successRate": 0.13115649689023365, "wilsonLowerBound": 0.12692683034942137 }, "vllm": { "framework": "vllm", "modelCount": 86936, "officialConfigError": null, "officialConfigValid": true, "successCount": 9769, "successRate": 0.1123700193245606, "wilsonLowerBound": 0.11028771306775191 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 45493, "officialConfigError": null, "officialConfigValid": true, "successCount": 5488, "successRate": 0.12063394368364364, "wilsonLowerBound": 0.11767295391584597 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44989, "officialConfigError": null, "officialConfigValid": true, "successCount": 3638, "successRate": 0.08086421125163928, "wilsonLowerBound": 0.078380603503097 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 92029, "officialConfigError": null, "officialConfigValid": true, "successCount": 22877, "successRate": 0.2485846852622543, "wilsonLowerBound": 0.24580286140617635 }, "transformers": { "framework": "transformers", "modelCount": 5482, "officialConfigError": null, "officialConfigValid": true, "successCount": 581, "successRate": 0.10598321780372127, "wilsonLowerBound": 0.09810881473398107 }, "vllm": { "framework": "vllm", "modelCount": 112834, "officialConfigError": null, "officialConfigValid": true, "successCount": 16530, "successRate": 0.1464983958735842, "wilsonLowerBound": 0.14444716752005016 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22556, "officialConfigError": null, "officialConfigValid": true, "successCount": 3919, "successRate": 0.17374534491931193, "wilsonLowerBound": 0.1688563256641268 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43547, "officialConfigError": null, "officialConfigValid": true, "successCount": 5661, "successRate": 0.12999747399361608, "wilsonLowerBound": 0.1268714094709786 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7841, "officialConfigError": null, "officialConfigValid": true, "successCount": 727, "successRate": 0.09271776559112357, "wilsonLowerBound": 0.0864958621099729 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33810, "officialConfigError": null, "officialConfigValid": true, "successCount": 6603, "successRate": 0.19529724933451642, "wilsonLowerBound": 0.1911062588110629 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61457, "officialConfigError": null, "officialConfigValid": true, "successCount": 12417, "successRate": 0.20204370535496363, "wilsonLowerBound": 0.19888782046104495 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14184, "officialConfigError": null, "officialConfigValid": true, "successCount": 4059, "successRate": 0.28616751269035534, "wilsonLowerBound": 0.2787880415245842 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15086, "officialConfigError": null, "officialConfigValid": true, "successCount": 3700, "successRate": 0.24526050642980246, "wilsonLowerBound": 0.2384602807657586 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 66725, "officialConfigError": null, "officialConfigValid": true, "successCount": 18395, "successRate": 0.2756837766953915, "wilsonLowerBound": 0.272306125139823 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 736, "officialConfigError": null, "officialConfigValid": true, "successCount": 450, "successRate": 0.6114130434782609, "wilsonLowerBound": 0.5757062415276025 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48097, "officialConfigError": null, "officialConfigValid": true, "successCount": 21487, "successRate": 0.44674304010645155, "wilsonLowerBound": 0.4423043348310613 }, "vllm": { "framework": "vllm", "modelCount": 39213, "officialConfigError": null, "officialConfigValid": true, "successCount": 4577, "successRate": 0.11672149542243644, "wilsonLowerBound": 0.11358089107656695 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1010, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6286, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030544066178810055, "wilsonLowerBound": 0.02656844784963345 }, "vllm": { "framework": "vllm", "modelCount": 10073, "officialConfigError": null, "officialConfigValid": true, "successCount": 756, "successRate": 0.07505211952744961, "wilsonLowerBound": 0.07006718147500551 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7055, "officialConfigError": null, "officialConfigValid": true, "successCount": 3087, "successRate": 0.43756201275691, "wilsonLowerBound": 0.4260229291211305 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7410, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03292847503373819, "wilsonLowerBound": 0.029101202270226396 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 16691, "officialConfigError": null, "officialConfigValid": true, "successCount": 4967, "successRate": 0.2975855251333054, "wilsonLowerBound": 0.29069660906173556 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27940, "officialConfigError": null, "officialConfigValid": true, "successCount": 14237, "successRate": 0.5095561918396564, "wilsonLowerBound": 0.503693446561318 }, "vllm": { "framework": "vllm", "modelCount": 66678, "officialConfigError": null, "officialConfigValid": true, "successCount": 7054, "successRate": 0.10579201535738925, "wilsonLowerBound": 0.10348009343204827 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13447, "officialConfigError": null, "officialConfigValid": true, "successCount": 2156, "successRate": 0.1603331598125976, "wilsonLowerBound": 0.15422862806044893 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-08T16:05:55.063206+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1141.7142857142858, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.5794966354124371, "queueFactor": 0.8934532111627638, "queueWeight": 0.8934532111627638, "recentSuccess": 46, "recentSuccessRate": 0.3129251700680272, "recentTerminal": 147, "recentWilsonLowerBound": 0.24353870595770505, "running": 8, "selectionWeight": 1.411206340930023, "stale": false, "submissionEligible": true, "throughputPerHour": 24.5, "waiting": 27972 }, "Ascend_910-b4": { "available": true, "backlogHours": 1244.530612244898, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.8819715817019401, "queueWeight": 0.8819715817019401, "recentSuccess": 55, "recentSuccessRate": 0.3741496598639456, "recentTerminal": 147, "recentWilsonLowerBound": 0.30006410144409856, "running": 9, "selectionWeight": 2.2049289542548505, "stale": false, "submissionEligible": true, "throughputPerHour": 24.5, "waiting": 30491 }, "Biren_166m": { "available": true, "backlogHours": 172.67088607594937, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.44096004455675664, "queueFactor": 1.1861034297149122, "queueWeight": 1.1861034297149122, "recentSuccess": 30, "recentSuccessRate": 0.189873417721519, "recentTerminal": 158, "recentWilsonLowerBound": 0.1363626742855047, "running": 8, "selectionWeight": 0.5230242212160096, "stale": false, "submissionEligible": false, "throughputPerHour": 26.333333333333332, "waiting": 4547 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 962.2429906542056, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.19536842832216028, "queueFactor": 0.91666936163511, "queueWeight": 0.91666936163511, "recentSuccess": 16, "recentSuccessRate": 0.14953271028037382, "recentTerminal": 107, "recentWilsonLowerBound": 0.0941875070353093, "running": 7, "selectionWeight": 0.17908825247372942, "stale": false, "submissionEligible": false, "throughputPerHour": 17.833333333333332, "waiting": 17160 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 462.1475409836066, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.26778144556053246, "queueFactor": 1.0232655011482785, "queueWeight": 1.0232655011482785, "recentSuccess": 20, "recentSuccessRate": 0.16393442622950818, "recentTerminal": 122, "recentWilsonLowerBound": 0.10870072431592571, "running": 7, "selectionWeight": 0.2740115150897087, "stale": false, "submissionEligible": false, "throughputPerHour": 20.333333333333332, "waiting": 9397 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 82.75, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 5, "recentSuccessRate": 0.020833333333333332, "recentTerminal": 240, "recentWilsonLowerBound": 0.008930664388657018, "running": 26, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 40.0, "waiting": 3310 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 150.4, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.6856277832457175, "queueFactor": 1.210927811831384, "queueWeight": 1.210927811831384, "recentSuccess": 57, "recentSuccessRate": 0.2111111111111111, "recentTerminal": 270, "recentWilsonLowerBound": 0.166658300923678, "running": 4, "selectionWeight": 0.8302457512965391, "stale": false, "submissionEligible": true, "throughputPerHour": 45.0, "waiting": 6768 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1089.0, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.5143593235872412, "queueFactor": 0.8998108950944682, "queueWeight": 0.8998108950944682, "recentSuccess": 19, "recentSuccessRate": 0.22093023255813954, "recentTerminal": 86, "recentWilsonLowerBound": 0.14624794489136714, "running": 2, "selectionWeight": 0.46282612335722073, "stale": false, "submissionEligible": false, "throughputPerHour": 14.333333333333334, "waiting": 15609 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 376.3265306122449, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.519107800234754, "queueFactor": 1.0552872811767495, "queueWeight": 1.0552872811767495, "recentSuccess": 30, "recentSuccessRate": 0.20408163265306123, "recentTerminal": 147, "recentWilsonLowerBound": 0.14686010514896874, "running": 8, "selectionWeight": 0.5478078591473767, "stale": false, "submissionEligible": false, "throughputPerHour": 24.5, "waiting": 9220 }, "MetaX_c-500": { "available": true, "backlogHours": 615.3084112149534, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.9777428258466085, "queueFactor": 0.9802604969545122, "queueWeight": 0.9802604969545122, "recentSuccess": 29, "recentSuccessRate": 0.27102803738317754, "recentTerminal": 107, "recentWilsonLowerBound": 0.19583435081989597, "running": 4, "selectionWeight": 0.9584426683581055, "stale": false, "submissionEligible": true, "throughputPerHour": 17.833333333333332, "waiting": 10973 }, "Mthreads_s4000": { "available": true, "backlogHours": 1414.125, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.91460438602982, "queueFactor": 0.8652313748051931, "queueWeight": 0.8652313748051931, "recentSuccess": 34, "recentSuccessRate": 0.3541666666666667, "recentTerminal": 96, "recentWilsonLowerBound": 0.265796935097103, "running": 4, "selectionWeight": 1.656575785132634, "stale": false, "submissionEligible": true, "throughputPerHour": 16.0, "waiting": 22626 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2120.3265306122453, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.10479582626683621, "queueFactor": 0.8142260956130226, "queueWeight": 0.8142260956130226, "recentSuccess": 7, "recentSuccessRate": 0.14285714285714285, "recentTerminal": 49, "recentWilsonLowerBound": 0.07096333720544586, "running": 2, "selectionWeight": 0.08532749645778669, "stale": false, "submissionEligible": false, "throughputPerHour": 8.166666666666666, "waiting": 17316 }, "Vastai_va16": { "available": true, "backlogHours": 175.57565217391306, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 1.1831390422155557, "queueWeight": 1.1831390422155557, "recentSuccess": 5, "recentSuccessRate": 0.008695652173913044, "recentTerminal": 575, "recentWilsonLowerBound": 0.003719764080082442, "running": 16, "selectionWeight": 0.05915695211077779, "stale": false, "submissionEligible": false, "throughputPerHour": 95.83333333333333, "waiting": 16826 }, "hygon_k100-ai": { "available": true, "backlogHours": 37.05397636537847, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 31, "recentSuccessRate": 0.009900990099009901, "recentTerminal": 3131, "recentWilsonLowerBound": 0.006983945365328496, "running": 6, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 521.8333333333334, "waiting": 19336 } }, "queueAttemptedAt": "2026-10-08T16:05:55.063206+00:00", "queueError": null, "queueUpdatedAt": "2026-10-08T16:05:55.063206+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Vastai_va16", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "Ascend_910-b3", "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 }