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prototype_source/max_autotune_on_CPU_tutorial.rst
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-Use max-autotune compilation on CPU to gain additional performance boost
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-==============================================================
+Using Max-Autotune Compilation on CPU for Better Performance
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**Author**: `Jiong Gong <https://github.com/jgong5>`__, `Leslie Fang <https://github.com/leslie-fang-intel>`__, `Chunyuan Wu <https://github.com/chunyuan-w>`__
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In this tutorial, you will learn how to boost your PyTorch models' performance on CPU by
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leveraging the max-autotune mode in the Inductor CPU backend. Explore the activation
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process, understand the differences from traditional methods, and integrate max-autotune
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