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Add Row-Wise Mode Functionality (axis=1) and Improve Metadata Handling in _collection.py #1137

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Add Row-Wise Mode Functionality (axis=1) and Improve Metadata Handling in _collection.py #1137

Merge branch 'main' into feature/rowwise-mode-support-gh1136
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