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Score-P itself is a really powerful tool to understand an application and to analyze the performance of an application.
It is designed to understand highly parallel applications, as they typically found in the Area of High Performance Computing.
However, using the provided Python Bindings it allows also the tracing and understanding the performance of Python applications.
This HowTo will give you a short introduction how to set up Score-P, how to Trace, and how to view the results using CUBE and Vampir.