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Change default disk type to gp3 #17966

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What does this PR do?

Changes the default disk type to gp3. This saves some cost in disk usage and has the side benefit of increasing IOPS and throughput.

How was this PR tested?

Tested in branch

@amzn-changml amzn-changml requested review from a team as code owners May 20, 2024 23:33
@byrcolin byrcolin added the sig/build Categorizes an issue or PR as relevant to SIG Build. label May 21, 2024
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