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I got the solution myself. What you have to do is, put the following iframe in the online version like this
<body>
<iframe src="http://site.com/index.php/m/m_offline/" width="0" height="0"></iframe>
It will cache the offline version. Remember to add the manifest file in your offline version. hope this helps to someone else as well.
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solved Run offline web app when user is offline