Systematic fix: ROCm TensorFlow kustomization files incorrectly reference PyTorch image tags

[coderabbitai]

Problem Description

ROCm TensorFlow kustomization files are incorrectly referencing PyTorch image tags instead of TensorFlow image tags, causing deployed pods to use the wrong runtime environment. This is a systematic copy-paste error affecting multiple Python versions.

Affected Files

Python 3.11 (main branch):
jupyter/rocm/tensorflow/ubi9-python-3.11/kustomize/base/kustomization.yaml

• Current: newTag: jupyter-pytorch-ubi9-python-3.11-2023a-20231002-4e9bbb3
• Expected: newTag: rocm-jupyter-tensorflow-ubi9-python-3.11

Python 3.12 (PR #1259):
jupyter/rocm/tensorflow/ubi9-python-3.12/kustomize/base/kustomization.yaml

• Current: newTag: jupyter-pytorch-ubi9-python-3.12-2023a-20231002-4e9bbb3
• Expected: newTag: rocm-jupyter-tensorflow-ubi9-python-3.12

Impact

• StatefulSets deploy with PyTorch images instead of TensorFlow images
• TensorFlow-specific tests fail due to incorrect runtime environment
• Users get PyTorch environment when expecting TensorFlow capabilities

Root Cause

Copy-paste error from ROCm PyTorch kustomization files when creating ROCm TensorFlow variants.

Acceptance Criteria

• Fix image tag in jupyter/rocm/tensorflow/ubi9-python-3.11/kustomize/base/kustomization.yaml
• Fix image tag in jupyter/rocm/tensorflow/ubi9-python-3.12/kustomize/base/kustomization.yaml
• Verify correct image tags follow the pattern: rocm-jupyter-tensorflow-ubi9-python-X.Y
• Ensure existing CI/CD pipeline tests pass with corrected tags
• Document the correct naming pattern to prevent future copy-paste errors

Implementation Notes

Reference the working ROCm PyTorch pattern:

• jupyter/rocm/pytorch/ubi9-python-3.11/kustomize/base/kustomization.yaml uses rocm-jupyter-pytorch-ubi9-python-3.11
• jupyter/rocm/pytorch/ubi9-python-3.12/kustomize/base/kustomization.yaml uses rocm-jupyter-pytorch-ubi9-python-3.12

Backlinks

• PR: RHOAIENG-27434: Create ROCm Tensorflow Python 3.12 Image #1259
• Comment: RHOAIENG-27434: Create ROCm Tensorflow Python 3.12 Image #1259 (comment)
• Reporter: @jiridanek