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branch-and-price

Repository contains implementation of Branch-And-Price for Generalized Assignment Problem using Python and Gurobi solver.

Implementation is not intendent to be fast but rather descriptive.

See https://grzegorz-siekaniec.github.io/bits-of-this-bits-of-that/2021/solving-generalized-assignment-problem-using-branch-and-price.html for more details.

How to run

In order to run application.

  1. Create Python virtual environment:
    python -m venv venv_branch_and_price
    
    Activate it - specifics depend on your operating system. For example on Linux with bash execute the following:
    source ./venv_branch_and_price/bin/activate
    
    Install all requierements:
    pip install -r /branch-and-price/src/requirements.txt
    
  2. Go to directory branch-and-price.
  3. Depending on method you want to choose to solve the problem, select different argument option:
    • to solve the problem using standalone model, execute:

      python src/main.py --method standalone small_example
      
    • to solve the problem using Branch-And-Price, execute:

      python src/main.py --method branch_and_price small_example
      
    • to solve the problem using both methods, execute::

      python src/main.py small_example
      
    At the end you will also see a B&P tree and in working directory you will have plenty of LPs files containing every model that was solved.

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