We have seen some companies use GPT-3.5 or GPT-4 models to train their own data and provide customized answers. But GPT-3.5 and GPT-4 models are not available for fine-tuning.
I've seen the document from OpenAI about this issue, but I had seen OpenAI only allow fine-tuning davinci
, for example.
How do I customize answers from a GPT-3.5 or GPT-4 model if I can't fine-tune them?
They don't fine-tune the GPT-3.5 or GPT-4 models.
You have two options.
OPTION 1: Using LlamaIndex or LangChain
What they do is use LlamaIndex (formerly GPT-Index) or LangChain. Both of them enable you to connect OpenAI models with your existing data sources.
OPTION 2: Using the OpenAI Embeddings API endpoint
See my past answer. Also, as @peter_the_oak mentioned, you can use Pinecone to store embedding vectors. Pinecone is designed specifically for handling this type of data.