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[DOCS] Troubleshooting note for WINOGRAD convolutions in GPU for master (#21623) 

* Update GPU.rst

* Update GPU.rst

* Update docs/articles_en/openvino_workflow/running_inference_with_openvino/Device_Plugins/GPU.rst

Co-authored-by: Karol Blaszczak <karol.blaszczak@intel.com>

---------

Co-authored-by: Karol Blaszczak <karol.blaszczak@intel.com>
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Maciej Smyk 2023-12-13 13:03:11 +01:00 committed by GitHub
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docs/articles_en/openvino_workflow/running_inference_with_openvino/Device_Plugins/GPU.rst
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@ -452,6 +452,15 @@ Below is a list of such operations:
The behavior depends on specific parameters of the operations and hardware configuration.
.. important::
While working on a fine tuned model, inference may give an inaccuracy and performance drop
on GPU if winograd convolutions are selected. This issue can be fixed by disabling winograd
convolutions:
.. code:: bash
compiled_model = core.compile_model(ov_model, device_name=devStr1, config={ "GPU_DISABLE_WINOGRAD_CONVOLUTION": True })
GPU Performance Checklist: Summary
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