feat(eks): trainium instance types

[msambol]

@freschri – It's a little hard to find docs on this but I think this is what you're after?

Closes #29131.

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[msambol]

Exemption request: I don't think integration is required here?

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[freschri]

@freschri – It's a little hard to find docs on this but I think this is what you're after?

Closes #29131.

By submitting this pull request, I confirm that my contribution is made under the terms of the Apache-2.0 license

it looks like it thanks. I would just ensure all INFERENTIA used have now a TRINIUM check too

[msambol]

@tmokmss Have time for this one? pretty straight-forward..

[tmokmss]

LGTM. since I'm not really familiar with EKS nor Trainium, I commented only about general code quality.

[msambol]

LGTM. since I'm not really familiar with EKS nor Trainium, I commented only about general code quality.

Good feedback, thanks @tmokmss 👍🏼

[shikha372]

@msambol PR looks good just some small nits highlighted in above comments, for the integration test could we add simple test like current ones for inferentia instance type:
https://github.com/aws/aws-cdk/blob/main/packages/%40aws-cdk-testing/framework-integ/test/aws-eks/test/integ.eks-inference-nodegroup.ts
https://github.com/aws/aws-cdk/blob/main/packages/%40aws-cdk-testing/framework-integ/test/aws-eks/test/integ.eks-inference.ts

[msambol]

@paulhcsun possible to get this one in too? I'm going to open a slew of PRs this weekend, want to clean up what's out there now 😄

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[paulhcsun]

@msambol looks good to me, I'm just waiting on another PR to merge and then i'll update branch and be good to approve

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