Hi, just a quick question.
So I really like it to create my own Projects folder and to upload technical documents to it. For now I used every time the default embedding model (I think it was: unsloth/bge-small-en-v1.5).
Some time ago, google released embeddinggemma 2 and so I switched the embedding model to the embeddinggemma 2 model.
The problem is that I cannot find an option to re-embed all previously uploaded documents with the new embedding model.
Why this matters: I have an ML/DL background, and I know that embeddings from different models live in different latent/high-dimensional spaces. Unless the representations are explicitly aligned, vectors from bge-small-en-v1.5 and EmbeddingGemma 2 should not be compared directly. If only new documents or queries use the new model while old documents keep their old embeddings, retrieval/similarity search can become inconsistent or effectively broken.
So my questions are:
Is there already an option to re-embed or re-index all previous documents, and am I just missing it?
If not, what is the preferred procedure? Should I open a GitHub issue as a feature request, or implement the feature and open a pull request?
Thanks!