def save_results_as_csv(self):
FileOperations.save_file_with_fallback(
save_method_or_function=self._write_results_to_csv_file,
filename=FileOperations.apply_extension_to_filename(
original_filename=self.save_file_name, file_extension='.csv'),
fallback_filename=FileOperations.apply_extension_to_filename(
original_filename=DefaultFilenames.SAVE_FALLBACK,
file_extension='.csv'))
def save(self, filename=DefaultFilenames.MODEL_FILENAME):
filename_with_extension = FileOperations.apply_extension_to_filename(
original_filename=filename,
file_extension=self.file_extension
)
FileOperations.save_file_with_fallback(
save_method_or_function=self._dump_model_to_file_with_pickle,
filename=filename_with_extension,
fallback_filename=FileOperations.apply_extension_to_filename(
original_filename=DefaultFilenames.MODEL_FALLBACK,
file_extension=self.file_extension
)
)
def save_results_boxplot(self, results_data_category, filename):
PlotOperations.initialize_figure()
self._add_default_boxplot_graph_settings()
results_data = self._determine_results_data(results_data_category)
labels = self._determine_plot_labels(results_data_category)
filename_with_extension = FileOperations.apply_extension_to_filename(
original_filename=filename, file_extension='.png')
self._queue_boxplots(results_data, labels)
FileOperations.save_file_with_fallback(
save_method_or_function=PlotOperations.save_plots,
filename=filename_with_extension,
fallback_filename=FileOperations.apply_extension_to_filename(
original_filename=DefaultFilenames.PLOT_FALLBACK,
file_extension='.png'))
def save_plots(filename):
if(PlotOperations.figure is None):
PlotOperations.initialize_figure()
filename_with_extension = FileOperations.apply_extension_to_filename(
original_filename=filename,
file_extension='.png'
)
PlotOperations._plot_queued_plots()
plt.savefig(filename_with_extension, bbox_inches='tight')
plt.close(PlotOperations.figure)
PlotOperations.figure = None
PlotOperations.clear_queued_plots()
def __init__(
self,
evaluation_number,
model_number
):
self.evaluation_number = evaluation_number
self.model_number = model_number
self.results = None
self.results_filename = FileOperations.apply_extension_to_filename(
original_filename=DefaultFilenames.evaluation_results_filename(
evaluation_number=evaluation_number
),
file_extension='.csv'
)