spoofing - DDoS false IP attack

I'm getting 10MB attacks, IP spoofing, which is used fake IPs, causing high CPU usage of the machine, and falls all. What should I do to prevent it?
Dedicated server configuration:

Dual Core 2.8
2GB RAM
Uplink 1Gbps
Centos.
Hug!

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