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The best way is to boot linux in run level-1 and reset the password.
Second option is to use third party software to boot your linux machine with DVD/CD and then select appropriate option to reset password.
My vote goes for option no.1 , since it a recommended one.
You can log in using single-user mode and create a new root password.
To enter single-user mode, reboot your computer. If you use the default boot loader, GRUB, you can enter single user mode by performing the following:
1. At the boot loader menu, use the arrow keys to highlight the installation you want to edit and type [A] to enter into append mode.
2. You are presented with a prompt that looks similar to the following:
grub append> ro root=LABEL=/
3. Press the Spacebar once to add a blank space, then add the word single to tell GRUB to boot into single-user Linux mode. The result should look like the following:
ro root=LABEL=/ single
4. Press [Enter] and GRUB will boot single-user Linux mode. After it finishes loading, you will be presented with a shell prompt similar to the following:
sh-2.05b#
5. You can now change the root password by typing
passwd root
You will be asked to re-type the password for verification. Once you are finished, the password will be changed. You can then reboot by typing reboot at the prompt; then you can log in to root as you normally would.
This can't be made (Without login to server modify user/s credentials)
you can go through below for well known methods by login / access server
1.) ssh (Super user privileges required to perform special tasks)
2.) Single user mode
3.) Rescue mode
You can easily do it editing the grub config in order to boot up the system in runlevel1 (single user mode).
Be careful because, normally, System Admins must protect the grub with password, in that case if you don't know the password you can't do it.
What do you mean without loging in ?
you can use scipts and redirect input for the password prompt and run it through ssh from another server .
STEP1. Boot Computer and Interrupt while booting at GRUB stage hitting ‘arrow‘ keys or “space bar“.
STEP2. Type ‘a‘ to modify kernel argument. Anytime you can cancel typing ‘ESC‘ key.
STEP3. Append 1 at the end of “rhgb quiet” and press “Enter” key to boot into single user mode.
STEP4. Type command “runlevel” to know the the runlevel where you are standing. Here “1 S” state that your are in a single user mode.
STEP5. Type ‘passwd‘ command without username and press ‘Enter‘ key in command prompt. It’ll ask to supply new root password and re-type the same password for confirmation.