Advances, Systems and Applications
From: Task grouping and optimized deep learning based VM sizing for hosting containers as a service
Number of Iteration | VM size selection technique | Hurst exponent+Markov transition | ICLB | OM-FNN | VM size IaaS multi-tenant public cloud | Deep-ConvLSTM GD | Deep-ConvLSTM ADAM | Proposed Deep-ConvLSTM_FPO |
---|---|---|---|---|---|---|---|---|
Resource Utilization | ||||||||
5 | 0.0733 | 0.0726 | 0.0725 | 0.0708 | 0.0683 | 0.0674 | 0.0669 | 0.0654 |
10 | 0.0792 | 0.0777 | 0.0764 | 0.0760 | 0.0758 | 0.0756 | 0.0749 | 0.0733 |
15 | 0.0944 | 0.0794 | 0.0779 | 0.0764 | 0.0757 | 0.0747 | 0.0737 | 0.0714 |
20 | 0.1040 | 0.0916 | 0.0893 | 0.0826 | 0.0793 | 0.0765 | 0.0758 | 0.0721 |
Response Time | ||||||||
5 | 34856 | 28852 | 23345 | 15678 | 11846 | 921 | 621 | 540 |
10 | 36799 | 30796 | 25355 | 15710 | 12805 | 956 | 658 | 449 |
15 | 35340 | 31337 | 23719 | 15846 | 11891 | 999 | 692 | 442 |
20 | 36451 | 32448 | 24747 | 15937 | 11815 | 1025 | 734 | 427 |
Task Rejection Rate | ||||||||
5 | 0.2999 | 0.2945 | 0.2914 | 0.2901 | 0.2895 | 0.2755 | 0.2698 | 0.2054 |
10 | 0.3587 | 0.3413 | 0.3321 | 0.3157 | 0.3026 | 0.2968 | 0.2877 | 0.2241 |
15 | 0.3699 | 0.3585 | 0.3486 | 0.3268 | 0.3143 | 0.3077 | 0.2976 | 0.2385 |
20 | 0.3413 | 0.3399 | 0.3325 | 0.3326 | 0.3326 | 0.3269 | 0.3179 | 0.2486 |
Makespan | ||||||||
5 | 0.6867 | 0.6467 | 0.6076 | 0.5976 | 0.5865 | 0.5778 | 0.5725 | 0.5656 |
10 | 0.7076 | 0.6578 | 0.6145 | 0.6096 | 0.6076 | 0.5967 | 0.5935 | 0.5865 |
15 | 0.7156 | 0.6765 | 0.6567 | 0.6467 | 0.6356 | 0.6256 | 0.6156 | 0.6076 |
20 | 0.7267 | 0.6976 | 0.6677 | 0.6576 | 0.6478 | 0.6436 | 0.6400 | 0.6356 |