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recipes_source/recipes_index.rst

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@@ -283,8 +283,8 @@ Recipes are bite-sized, actionable examples of how to use specific PyTorch featu
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:tags: Model-Optimization
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.. customcarditem::
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:header: Config Optimization on Intel® Xeon
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:card_description: How to use the script for optimizing configurations on Intel® Xeon CPUs.
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:header: CPU launcher script for optimal performance on Intel® Xeon
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:card_description: How to use launcher script for optimal runtime configurations on Intel® Xeon CPUs.
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:image: ../_static/img/thumbnails/cropped/profiler.png
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:link: ../recipes/recipes/xeon_run_cpu.html
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:tags: Model-Optimization

recipes_source/xeon_run_cpu.rst

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There are a set of configurations that would influence the performance of PyTorch inference running on Intel(R) Xeon(R) Scalable Processors.
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To get peak performance, the ``torch.backends.xeon.run_cpu`` script is provided that optimizes the configuration of thread and memory management.
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For thread management, the script configures thread affinity and the preload of Intel(R) OMP library.
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For memory management, it configures NUMA binding and preloads optimized memory allocation libraries (e.g. tcmalloc, jemalloc).
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For memory management, it configures NUMA binding and preloads optimized memory allocation libraries (e.g. TCMalloc, JeMalloc).
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In addition, the script provides tunable parameters for compute resource allocation in both single instance and multiple instance scenarios,
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helping the users try out an optimal coordination of resource utilization for the specific workloads.
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