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You would need to have a local copy of the GPT model, which are not exactly OpenAI's plans.

For embeddings, you can use smaller transformers/llms or sentence2vec and often get good enough results.

You don't need very large models to generate usable embeddings.

You are correct, I assumed parent was referring to specific embeddings generated by OpenAI LLMs.