JuMPPaperBenchmarks

This repository contains code snippents and benchmarks for a paper on JuMP 1.0.

One-time setup

First, install Gurobi and obtain a license.

Then, install Julia 1.6.

Once installed, initialize the Julia environments as follows:

$ julia --project=. -e "import Pkg; Pkg.instantiate()"
$ julia --project=. benchmark/create_sysimage.jl
$ julia --project=. latency/create_sysimage.jl

To run the Pyomo experiments, install Pyomo and solvers as follows:

$ conda create --name pyomo --python=3.8 -y
$ conda activate pyomo
$ conda install -c conda-forge pyomo
$ conda config --add channels https://conda.anaconda.org/gurobi
$ conda install gurobi

To run the Gurobi experiments, compile the Gurobi executables. You must pass the version of Gurobi you are compiling for, e.g., gurobi91 or gurobi95 as a command line argument:

$ ./benchmark/gurobi_cpp_build.sh gurobi91

Run latency experiments

$ time julia --project=. latency/model.jl
$ time julia --project=. --sysimage latency/sysimage latency/model.jl

Run benchmark experiments

$ julia --project=. --sysimage benchmark/sysimage benchmark/facility.jl --run
$ julia --project=. --sysimage benchmark/sysimage benchmark/lqcp.jl --run

$ python benchmark/facility.py
$ python benchmark/lqcp.py

$ julia benchmark/gurobi_cpp_run.jl

$ julia benchmark/produce_table.jl