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Add deepspeed autotp example readme #9289
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# Run BigDL-LLM on Multiple Intel GPUs using DeepSpeed AutoTP | ||
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This example demonstrates how to run BigDL-LLM optimized low-bit model on multiple [Intel GPUs](../README.md) by leveraging DeepSpeed AutoTP. | ||
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## 0. Requirements | ||
To run this example with BigDL-LLM on Intel GPUs, we have some recommended requirements for your machine, please refer to [here](../README.md#recommended-requirements) for more information. For this particular example, you will need at least two GPUs on your machine. | ||
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## Example: | ||
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### 1. Install | ||
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```bash | ||
conda create -n llm python=3.9 | ||
conda activate llm | ||
# below command will install intel_extension_for_pytorch==2.0.110+xpu as default | ||
# you can install specific ipex/torch version for your need | ||
pip install --pre --upgrade bigdl-llm[xpu] -f https://developer.intel.com/ipex-whl-stable-xpu | ||
pip install oneccl_bind_pt==2.0.100 -f https://developer.intel.com/ipex-whl-stable-xpu | ||
pip install git+https://github.com/microsoft/DeepSpeed.git@78c518e | ||
pip install git+https://github.com/intel/intel-extension-for-deepspeed.git@ec33277 | ||
pip install mpi4py | ||
``` | ||
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### 2. Configures OneAPI environment variables | ||
```bash | ||
source /opt/intel/oneapi/setvars.sh | ||
``` | ||
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### 3. Run tensor parallel inference on multiple GPUs | ||
You many want to change some of the parameters in the script such as `NUM_GPUS`` to the number of GPUs you have on your machine. | ||
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``` | ||
bash run.sh | ||
``` |
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source bigdl-llm-init -t -g | ||
export MASTER_ADDR=127.0.0.1 | ||
export CCL_ZE_IPC_EXCHANGE=sockets | ||
NUM_GPUS=4 | ||
if [[ -n $OMP_NUM_THREADS ]]; then | ||
export OMP_NUM_THREADS=$(($OMP_NUM_THREADS / 4)) | ||
export OMP_NUM_THREADS=$(($OMP_NUM_THREADS / $NUM_GPUS)) | ||
else | ||
export OMP_NUM_THREADS=$(($(nproc) / 4)) | ||
export OMP_NUM_THREADS=$(($(nproc) / $NUM_GPUS)) | ||
fi | ||
torchrun --standalone \ | ||
--nnodes=1 \ | ||
--nproc-per-node 4 \ | ||
--nproc-per-node $NUM_GPUS \ | ||
deepspeed_autotp.py --repo-id-or-model-path "meta-llama/Llama-2-7b-hf" | ||
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deepspeed_autotp.py is not uploaded
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I added in a previous PR.