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17 changes: 17 additions & 0 deletions pytorch/README.md
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Expand Up @@ -332,6 +332,19 @@ You can find the list of services below for each container in the group:
| `xpu-jupyter` | Adds Jupyter notebook server to GPU image |
| `serving` | [TorchServe*] |

## MLPerf Optimized Workloads

The following images are available for MLPerf-optimized workloads. Instructions are available at '[Get Started with Intel MLPerf]'.

| Tag(s) | Base OS | MLPerf Round | Target Platform |
| --------------------------------- | -------------- | ---------------- | ------------------------------- |
| `mlperf-inference-4.1-resnet50` | rockylinux:8.7 | [Inference v4.1] | Intel(R) Xeon(R) Platinum 8592+ |
| `mlperf-inference-4.1-retinanet` | ubuntu:22.04 | [Inference v4.1] | Intel(R) Xeon(R) Platinum 8592+ |
| `mlperf-inference-4.1-gptj` | ubuntu:22.04 | [Inference v4.1] | Intel(R) Xeon(R) Platinum 8592+ |
| `mlperf-inference-4.1-bert` | ubuntu:22.04 | [Inference v4.1] | Intel(R) Xeon(R) Platinum 8592+ |
| `mlperf-inference-4.1-dlrmv2` | rockylinux:8.7 | [Inference v4.1] | Intel(R) Xeon(R) Platinum 8592+ |
| `mlperf-inference-4.1-3dunet` | ubuntu:22.04 | [Inference v4.1] | Intel(R) Xeon(R) Platinum 8592+ |

## License

View the [License](https://github.com/intel/intel-extension-for-pytorch/blob/main/LICENSE) for the [Intel® Extension for PyTorch*].
Expand Down Expand Up @@ -398,3 +411,7 @@ It is the image user's responsibility to ensure that any use of The images below
[803]: https://dgpu-docs.intel.com/releases/LTS_803.29_20240131.html
[736]: https://dgpu-docs.intel.com/releases/stable_736_25_20231031.html
[647]: https://dgpu-docs.intel.com/releases/stable_647_21_20230714.html

<!-- MLPerf Dashboard -->
[Inference v4.1]: https://mlcommons.org/benchmarks/inference-datacenter
[Get Started with Intel MLPerf]: https://www.intel.com/content/www/us/en/developer/articles/guide/get-started-mlperf-intel-optimized-docker-images.html