How properly store and load own embeddings in Redis vector db

Here is a simple code to use Redis and embeddings but It's not clear how can I build and load own embeddings and then pull it from Redis and use in search

But I want to load a text from e.g. text file, create embedings and load into Redis for later use. Something like this:

Does anyone have good example to implement this approach?

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