PySLSQP: A transparent Python package for the SLSQP optimization algorithm modernized with utilities for visualization and post-processing
PySLSQP is a seamless interface for using the SLSQP algorithm from Python. It wraps the original SLSQP Fortran code sourced from the SciPy repository and provides a host of new features to improve the research utility of the original algorithm. Some of the additional features offered by PySLSQP incl...
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Zusammenfassung: | PySLSQP is a seamless interface for using the SLSQP algorithm from Python. It
wraps the original SLSQP Fortran code sourced from the SciPy repository and
provides a host of new features to improve the research utility of the original
algorithm. Some of the additional features offered by PySLSQP include
auto-generation of unavailable derivatives using finite differences,
independent scaling of the problem variables and functions, access to internal
optimization data, live-visualization, saving optimization data from each
iteration, warm/hot restarting of optimization, and various other utilities for
post-processing. |
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DOI: | 10.48550/arxiv.2408.13420 |