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we need to save the pca data so that we can properly run inference. Inference needs the PCA data from training in order to get its embeddings in the same latent space, both for visualization and drift detection
Tests
Installed from this branch, and did a run
![image](https://private-user-images.githubusercontent.com/22605641/243770066-736ef5d1-1d82-4e98-acca-d727e6ec76f0.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.InJqwPe1yXy64fjlZhDgeXQcSkPWfBPdeL8lKImHZjg)
run
And see the pca model in minio
![image](https://private-user-images.githubusercontent.com/22605641/243770562-dafbf96b-b518-46d9-8cde-057e26e90af3.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.ly3QeNmNpJliTrbrCMPLOhNREIvsyaka-GJjBysadis)
data
Then i did an inference run
![image](https://private-user-images.githubusercontent.com/22605641/243771707-270d5ea6-df0d-4b02-a47c-b7b32ccc72b7.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.PnfQ-mB1DddzI94-4LdflJd7u5iPkoEsHGi2an0GNtc)
and the embeddings look correctly aligned
![image](https://private-user-images.githubusercontent.com/22605641/243771609-c90e4fdd-37a3-4fc6-abbb-ea435af212ab.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.uoB_W55Z15LJYGF2pQzoGQaGqkki1hPtdLnDDn5IJrQ)