def check_learning_curve_settings():
if 'learning_curve_model' not in GS:
raise utils.InvalidConfParameters("You enabled data_learning_curve plots but you did"
"not specify learning_curve_model in [GeneralSetup]")
if 'learning_curve_score' not in GS:
raise utils.InvalidConfParameters("You enabled data_learning_curve plots but you did"
"not specify learning_curve_score in [GeneralSetup]")
def check_and_boolify_plot_settings():
default_false = [
'plot_each_feature_vs_target', 'rf_error_method',
'rf_error_percentile', 'normalize_target_feature'
]
default_true = [
'plot_target_histogram', 'plot_train_test_plots',
'plot_predicted_vs_true', 'plot_error_plots',
'plot_predicted_vs_true_average', 'plot_best_worst_per_point'
]
all_settings = default_false + default_true
if 'MiscSettings' not in conf:
conf['MiscSettings'] = dict()
MS = conf['MiscSettings']
for name, value in MS.items():
if name not in all_settings:
raise utils.InvalidConfParameters(
f"[MiscSettings] parameter '{name}' is unknown")
try:
MS[name] = mybool(value)
except ValueError:
pass
# raise utils.InvalidConfParameters(
# f"[PlotSettings] parameter '{name}' must be a boolean")
for name in default_false:
if name not in MS:
MS[name] = False
for name in default_true:
if name not in MS:
MS[name] = True
def check_general_setup_settings_are_valid():
all_settings = ['input_features', 'target_feature', 'metrics',
'randomizer', 'validation_columns', 'not_input_features', 'grouping_feature']
for name in GS:
if name not in all_settings:
raise utils.InvalidConfParameters(
f"[GeneralSetup] contains unknown setting {name}.\n"
f"Valid GeneralSetup options are: {all_settings}")
def check_and_boolify_plot_settings():
default_false = ['feature_vs_target', 'error_plots', 'average_error_plots']
default_true = ['target_histogram', 'train_test_plots', 'predicted_vs_true',
'predicted_vs_true_bars', 'best_worst_per_point']
all_settings = default_false + default_true
if 'PlotSettings' not in conf:
conf['PlotSettings'] = dict()
PS = conf['PlotSettings']
for name, value in PS.items():
if name not in all_settings:
raise utils.InvalidConfParameters(f"[PlotSettings] parameter '{name}' is unknown")
try:
PS[name] = mybool(value)
except ValueError:
raise utils.InvalidConfParameters(
f"[PlotSettings] parameter '{name}' must be a boolean")
for name in default_false:
if name not in PS:
PS[name] = False
for name in default_true:
if name not in PS:
PS[name] = True