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Reduced-size CUDA-Q BYOC image based on pre-built Braket base jobs image #684

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Issue #, if available: #678

Description of changes:
Replace the Dockerfile for the CUDA-Q BYOC image currently based on the pre-built Braket PyTorch image with a version based on the pre-built Braket base jobs image. This reduces the size of the image on ECR from 13 GB to 4 GB and the time span to pull the image and start the job from more than 6 minutes to about 90 seconds.

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@sterseba sterseba requested a review from a team as a code owner February 19, 2025 13:53
@rmshaffer rmshaffer linked an issue Feb 19, 2025 that may be closed by this pull request
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Investigating an issue with the example for distributed statevector simulation in example https://github.com/amazon-braket/amazon-braket-examples/blob/main/examples/nvidia_cuda_q/2_parallel_simulations.ipynb.

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Reduced-size CUDA-Q BYOC image
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