metab0t/PyOptInterface_benchmark

Preparation

• Install Julia

julia> ] activate .
julia> instantiate

• Install Python and dependencies

pip install -r requirements.txt

Run benchmark experiments

This folder contains the benchmark experiments for the facility location and LQCP problems. The experiments are implemented in Julia, Python, C++. The experiments are run with the following solvers:

• C++

$ cpp_build.bat
$ julia cpp_run.jl gurobi
$ julia cpp_run.jl copt

• JuMP

$ julia --project=. facility.jl gurobi
$ julia --project=. lqcp.jl gurobi

$ julia --project=. facility.jl copt
$ julia --project=. lqcp.jl copt

• PyOptInterface

$ python facility_poi.py gurobi
$ python lqcp_poi.py gurobi

$ python facility_poi.py copt
$ python lqcp_poi.py copt

• gurobipy

$ python facility_gurobipy.py
$ python lqcp_gurobipy.py

• coptpy

$ python facility_coptpy.py
$ python lqcp_coptpy.py

• Pyomo

$ python facility_pyomo.py gurobi
$ python lqcp_pyomo.py gurobi

$ python facility_pyomo.py copt
$ python lqcp_pyomo.py copt

Show results

The result is stored in benchmarks.csv file and can be shown by running

$ julia --project=. produce_table.jl

Reference

The code for benchmark is adapted from https://github.com/jump-dev/JuMPPaperBenchmarks and licensed under the MIT License.