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Optimize the heavily used functions and methods in polytope.
Possibly by pushing some things to C using Cython (optional, i.e., installation shouldn't break in case compilation fails).
The profiler says:
An interesting comparison of cvxopt with pulp, its default solver, and with glpk concludes:
The bottom line is:
cvxopt_glpk is 2 to 10 times faster than cvxopt,
cvxopt_glpk and cvxopt are 10 to 70 times faster than PuLP.
This difference is especially significant on small problems.
The last comment is of great interest to usage in tulip partitioning algorithms.
The comparison is relevant also to the branch pulp.
Optimize the heavily used functions and methods in
polytope
.Possibly by pushing some things to
C
usingCython
(optional, i.e., installation shouldn't break in case compilation fails).The profiler says:
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