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update doc with intel cpu part (#2420) 

* update doc with intel cpu part

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* Apply suggestions from code review

we do not use latest ever in documentation, it causes too many issues for users. Release number get update on every release.

---------

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>
Co-authored-by: Nicolas Patry <patry.nicolas@protonmail.com>
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Wang, Yi 2024-08-29 23:42:02 +08:00 committed by GitHub
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docs/source/installation_intel.md
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@ -12,7 +12,24 @@ volume=$PWD/data # share a volume with the Docker container to avoid downloading
docker run --rm --privileged --cap-add=sys_nice \
--device=/dev/dri \
--ipc=host --shm-size 1g --net host -v $volume:/data \
ghcr.io/huggingface/text-generation-inference:2.2.0-intel \
ghcr.io/huggingface/text-generation-inference:2.2.0-intel-xpu \
--model-id $model --cuda-graphs 0
```
# Using TGI with Intel CPUs
Intel® Extension for PyTorch (IPEX) also provides further optimizations for Intel CPUs. The IPEX provides optimization operations such as flash attention, page attention, Add + LayerNorm, ROPE and more.
On a server powered by Intel CPU, TGI can be launched with the following command:
```bash
model=teknium/OpenHermes-2.5-Mistral-7B
volume=$PWD/data # share a volume with the Docker container to avoid downloading weights every run
docker run --rm --privileged --cap-add=sys_nice \
--device=/dev/dri \
--ipc=host --shm-size 1g --net host -v $volume:/data \
ghcr.io/huggingface/text-generation-inference:2.2.0-intel-cpu \
--model-id $model --cuda-graphs 0
```