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It depends how you are installing them. An RPM contains program binaries, so they are placed in the relevant locations (maybe /bin, /sbin, configs in /etc and so on), but the rpm itself may not be stored.
If you use yum for example, the rpm is downloaded, installed and deleted (at least I assume this is the physical process, but have never needed to investigate in detail), unless you specify that you want the rpm saved (IIRC it's the keepcache directive for yum.conf)
I am re framing you question as " I have installed an RPM with Yum and i don't want to reinstall in another machine again from net and i want to make use of rpm which got stored for first machine and use locally..?"
The approach for this is, confirm before installing the package for the first time on the first machine keepcache=1 in /etc/yum.conf and notice the cache directory too. and after your installation, go to that location you can have those rpms and use these for yourself.
If any more information, pl get back to me
Do you know the usage of subversion along with trac/remdine to maintain the projects better, I guess you do, I found a site called click2try.com, you can test these applications running from ur browser and it is absolutely free/
By default, yum removes the RPM file after a successful installation, so you'll have a hard time finding them for later use. There is a plug-in (downloadonly) that will add a "downloadonly" option to yum so you can use it to download the rpm files which can then be installed using the rpm command.
If you have any rpm files in your cache, a sudo find /var/cache/ -name '*.rpm' command will list them. (Which I just ran on my system and discovered that apt -- which I'd installed a while ago -- apparently archives the rpm files, as does akmod, so I've got some wasted storage space on this laptop. But that's not your problem, eh?)