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Code to conduct experiments for the paper Regularization and acceleration of Gauss-Newton method.

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neyudin/AcceleratedGNMethodEquations

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Description

Code to conduct experiments for the paper Regularization and acceleration of Gauss-Newton method.

Overview

  • run_experiments.py — main script to perform experiments;
  • oracles.py — contains classes for optimization criteria;
  • opt_utils.py — auxiliary functions for optimizers;
  • optimizers.py — contains Gauss-Newton optimization algorithms;
  • benchmark_utils.py — routines for designed experiments;
  • plotting.py — routines for plotting results;
  • print_time.py — routines for registering time measurements;

Print help to list all hyperparameters of the experiments:

    python run_experiments.py -h

Run the following command to obtain all experiment data in current directory:

    python run_experiments.py

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Code to conduct experiments for the paper Regularization and acceleration of Gauss-Newton method.

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