We used no prompt (only autocomplete) for the HumanEval reproduction: https://huggingface.co/Phind/Phind-CodeLlama-34B-v1.

But you should be able to get it to do stuff just by telling it what you want. Note that it's completion tuned (not chat-tuned), so it should perform better on single-turn conversations.