After an exhausted effort of a whole day finally find the solution. i write these two functions in my functions.php file and finally i got the expected result.
function remove_page_from_query_string($query_string)
{
if ($query_string['name'] == 'page' && isset($query_string['page'])) {
unset($query_string['name']);
// 'page' in the query_string looks like '/2', so i'm spliting it out
list($delim, $page_index) = split("https://wordpress.stackexchange.com/", $query_string['page']);
$query_string['paged'] = $page_index;
}
return $query_string;
}
// I will kill you if you remove this. I died two days for this line
add_filter('request', 'remove_page_from_query_string');
// following are code adapted from Custom Post Type Category Pagination Fix by jdantzer
function fix_category_pagination($qs){
if(isset($qs['category_name']) && isset($qs['paged'])){
$qs['post_type'] = get_post_types($args = array(
'public' => true,
'_builtin' => false
));
array_push($qs['post_type'],'post');
}
return $qs;
}
add_filter('request', 'fix_category_pagination');