Experiments of optimization algorithms performance

The repository content the code of experiments to compare optimization algorithms performance.
The reference article will be available soon.

How to launch the experiments

1. Be sure to have Python 3.9 and install dependences with Poetry package manager:

poetry install

2. Run the experiments:

poetry run python benchmark_clear.py
poetry run python benchmark_final.py
poetry run python benchmark_resnet.py

3. The result are saved in corresponded folders: data, data_without, data_ResNet.
4. Plot the fetched data:

poetry run python benchmark_smart_plot.py

Charts demonstrated in the paper will be saved in img folder.

Thank you for your attention!