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22 changes: 20 additions & 2 deletions README.md
Original file line number Diff line number Diff line change
@@ -1,6 +1,6 @@
# Intel® Extension for PyTorch

Intel Extension for PyTorch is a Python package to extend official PyTorch. It is designed to make the Out-of-Box user experience of PyTorch CPU better while achieving good performance. The extension also will be the PR(Pull-Request) buffer for the Intel PyTorch framework dev team. The PR buffer will not only contain functions, but also optimization (for example, take advantage of Intel's new hardware features).
Intel® Extension for PyTorch (IPEX) is a Python package to extend official PyTorch. It is designed to make the Out-of-Box user experience of PyTorch CPU better while achieving good performance. The extension also will be the PR(Pull-Request) buffer for the Intel PyTorch framework dev team. The PR buffer will not only contain functions, but also optimization (for example, take advantage of Intel's new hardware features).

- [Installation](#installation)
- [Install PyTorch](#install-pytorch)
Expand All @@ -17,7 +17,7 @@ Intel Extension for PyTorch is a Python package to extend official PyTorch. It i

## Installation

### Install PyTorch
### Install PyTorch (Optional)
|IPEX Version|PyTorch Version|
|--|--|
|[v1.8.0](https://github.com/intel/intel-extension-for-pytorch/tree/v1.8.0)|[v1.8.0](https://github.com/pytorch/pytorch/tree/v1.8.0 "v1.8.0")|
Expand All @@ -33,6 +33,24 @@ From IPEX 1.8.0, compiling PyTorch from source is not required. If you still wan

**Note:** Compiling with gcc 7 on some environments, like CentOS 7, may fail. Please use GCC >= 8 to compile.

**Note:** Installing IPEX will automatically invoke installation of the corresponding version of PyTorch.

### Install IPEX via wheel file

```
python -m pip install torch_ipex==1.8.0 -f https://software.intel.com/ipex-whl-stable
```

:information_source: Wheel files availability for Python versions

| IPEX Version | Python 3.6 | Python 3.7 | Python 3.8 | Python 3.9 |
| :--: | :--: | :--: | :--: | :--: |
| 1.8.0 | | :heavy_check_mark: | | |

**Note**: Currently we only provide wheel file for Python 3.7. For other Python versions, please follow instructions in the following section to compile from source.

### Install IPEX by compiling from source

```bash
git clone --recursive https://github.com/intel/intel-extension-for-pytorch
cd intel-extension-for-pytorch
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