Actually i started using colab and kaggle but since i am storing data to disk with chroma, every time i rerun the notebook i loose the data and i need to go into rerunning the preprocessing and indexing stage(which take too much time) so i worked with my local ressources. Also trying to seperate each component into several modules and classes and use them directly in notebook in the same repo.

i think there a feature called persistence in kaggle that make it possible to save output file and variables between sessions

I faced a problem with sqlite in kaggle in particular (i didn't face it in colab for instance). Anyway Thank you a lot gor your guidance ! very appreciated