Improve retriever encoding code

[ArvinZhuang]

This patch makes the following improvements:

1. change the padding token from unk to eos, since some models like Llama3 do not have unk token.
2. enabling auto device map for loading big models with multi gpus.
3. allows bf16 encoding.