Nsight Python: Python Profiling Toolkit for GPU Kernel Analysis

Nsight Python: A Python-First Profiling Toolkit for Seamless GPU Kernel Analysis (Tool) The proliferation of Python DSLs for developing kernels has democratized GPU programming. While kernel development is now Python-native, performance analysis and optimization still rely on external tools and fragmented workflows. We introduce Nsight Python, a Python profiling toolkit that bridges this gap by bringing performance analysis for GPU kernels into the Python ecosystem. Nsight Python is framework-agnostic and works seamlessly with any Python framework through simple decorators and context managers that mark code regions for analysis....

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