How to automate android phone

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I want to create an app that clears it's own cache. I want to automate the user process like Ccleaner. To press a button and then the phone to go to Settings->Apps->My App->Storage->Clear Cache and then comeback to the app. I know Appium and Selenium for testing but it's not what I want. I want to automate this process from the app without the computer. How can I do this?

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