Is there any Python based cloud simulator that can do autoscaling (horizontal or vertical). My research is on cloud autoscaling with reinforcement learning. I plan to use the pytorch library for the reinforcement learning part and use some simulator to simulate the environment.
Any help is appreciated.
Hi.,
Amazon Machine Learning services are available on two levels: predictive analytics with Amazon ML and the SageMaker tool for data scientists. Amazon Machine Learning for predictive analytics is one of the most automated solutions on the market and the best fit for deadline-sensitive operations
For more info:
https://www.mdpi.com/2072-4292/8/8/662/pdf
Dear Nik Muhammad Naim Nik Ghazali Following : interesting question!
You can try cloudsimplus-gateway at https://github.com/pkoperek/cloudsimplus-gateway. It's a Python gateway for CloudSim Plus, a modern, full-featured and easier-to-use CloudSim fork. CloudSim Plus is fully documented and actively maintained, having lots of bugs fixed. It also supports both vertical and horizontal autoscaling.
CloudSim Plus is available at http://cloudsimplus.org. Check features #3 and #4 there for autoscaling details. And please don't forget to give CloudSim Plus a star. We've been working hard on CloudSim Plus and this way you contribute to the project.
Manoel Campos da Silva Filho Thanks for pointing me to the library. I'm currently having problem running the test example in the manual_test folder. Will try to figure out on my own first. If I couldn't figure it out, can I send a private message to you for help? Hope that is okay with you.
I have starred both git repo. Thank you for making these open-source for us to do research! Appreciate it a lot.
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