If you don’t want to loose all of your current connections, you need to get haproxy to reload the new configuration without stopping and starting.

# haproxy -f /etc/haproxy/haproxy.cfg -p /var/run/haproxy.pid -sf $(cat /var/run/haproxy.pid)

The -sf flag is for a soft reset.