llama : support batched embeddings (#5466)

* batched embedding: pool outputs by sequence id. updated embedding example

* bring back non-causal attention

* embd : minor improvements

* llama : minor

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Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>