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Intel ARC/IPEX: Implement new LLM optimisations & Consolidate CPU & XPU IPEX optimisation branches #3528

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Why are these changes needed?

Intel Extension for PyTorch version 2.3.110+xpu & 2.4.0+cpu implement LLM specific optimisations, this PR makes use of those in FastChat. This seems to make inference slightly faster when using IPEX with a CPU or GPU.

While I was adding this, I also consolidated the IPEX specific cpu/xpu optimisation if statements into a single one.

Related issue number (if applicable)

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  • I've run format.sh to lint the changes in this PR.
  • I've included any doc changes needed.
  • I've made sure the relevant tests are passing (if applicable).

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