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dfo-algorithm's Introduction

dfo-algorithm

This package provides an implementation of the derivative-free optimization algorithm, DFO, developed by A. Conn, K. Scheinberg, L. Vicente. Using this package, the user can solve a derivative-free blackbox optimization problem with the DFO method as well as five derivative free algorithms from the scipy.optimize library. The scipy algorithms are the Nelder-Mead, Powell, SLSQP, COBYLA and BFGS algorithms.

To run a set of sample problems, the user can call the “run_test_func.py” module.

To solve a user-defined problem:

  • Write your blackbox optimization function in a new Python module. For examples of such functions see blackbox_opt/test_funcs/funcs_def.py
  • Write a run file with the module you wrote in the previous step imported. You can modify the run_test_func.py module and use it as your run file. Note that you should specify the algorithms(s) that you wish to solve your problems with, a starting point and suitable options.

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dfo-algorithm's Issues

Loss of one iteration due to list not sorted after initialization

I believe that the way your code is implemented makes the first iteration of the main While loop in dfo_tr useless in some cases.
Indeed, in the while loop, for the model to be correct, it is assumed that the lists Ynorms, Y, and f_values are sorted by _shift_sort_points. But you do not sort these lists before entering the while loop, thus making the first model computation wrong in some cases.
Of course, this behavior only affects the first iteration since the lists are sorted at the end of the while loop.

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