New embedding model version compatibility

Hello,

I noticed that the embedding models on Azure OpenAI are versioned, and I'm currently using version 1. When the model is updated to version 2, will the embeddings calculated with version 1 still be compatible? In my application, I store embeddings, so I’d like to know if I’ll be able to perform vector searches using embeddings from both version 1 and version 2.

Thank you!