how do i add specific canonical url on each pages of php website?

I have a PHP website When I put rel=canonical tag code into header.php file, then it is settled for all other pages on the website and shows the same canonical link for all other pages. What should I do? How can I add a canonical tag specific URL for each page? Please suggest some PHP code for resolving this issue.