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CVXPY: A Python-Embedded Modeling Language for Convex Optimization

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CVXPY is a domain-specific language for convex optimization embedded in Python. It allows the user to express convex optimization problems in a natural syntax that follows the math, rather than in the restrictive standard form required by solvers. CVXPY makes it easy to combine convex optimization with high-level features of Python such as parallelism and object-oriented design. CVXPY is available at http://www.cvxpy.org/ under the GPL license, along with documentation and examples.

Steven Diamond, Stephen Boyd• 2016

Related benchmarks

TaskDatasetResultRank
Second-order cone programmingSmall second-order cone programs (test)
Median Runtime (s)7.60e-4
8
Second-order cone programmingLarge second-order cone programs (test)
Median Runtime (s)0.0672
8
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