bfgn.reporting package

Submodules

bfgn.reporting.comparisons module

bfgn.reporting.comparisons.create_model_comparison_report(filepath_out, dirs_histories=None, paths_histories=None)[source]
Return type

None

bfgn.reporting.comparisons.walk_directories_for_model_histories(directories)[source]
Return type

List[str]

bfgn.reporting.comparisons.plot_model_loss_comparison(model_histories)[source]
Return type

List[Figure]

bfgn.reporting.comparisons.plot_model_timing_comparison(model_histories)[source]
Return type

List[Figure]

bfgn.reporting.reports module

class bfgn.reporting.reports.Reporter(data_container, experiment, config)[source]

Bases: object

data_container = None
experiment = None
create_model_report()[source]
Return type

None

plot_confusion_matrix(sampled)[source]
Return type

List[Figure]

plot_model_summary()[source]
Return type

List[Figure]

plot_model_history()[source]
Return type

List[Figure]

plot_log_warnings_and_errors()[source]
Return type

List[Figure]

plot_network_feature_progression(sampled, compact, max_pages=None, max_filters=None)[source]
Return type

List[Figure]

plot_samples(sampled, max_pages=None, max_samples_per_page=None, max_features_per_page=None, max_responses_per_page=None)[source]
Return type

List[Figure]

plot_sample_histograms(sampled, max_responses_per_page=None)[source]
Return type

List[Figure]

plot_regression_deviation(train_sampled, val_sampled=None)[source]
Return type

List[Figure]

parity_plot(pred_Y, test_Y, ax, response_ind, bins=200, bounds=[])[source]
plot_spatial_error(sampled, max_pages=None, max_responses_per_page=None)[source]
Return type

List[Figure]

plot_classification_report(sampled)[source]
Return type

List[Figure]

bfgn.reporting.samples module

class bfgn.reporting.samples.Samples(data_sequence, model, config, is_model_trained, feature_band_types, response_band_types, data_sequence_label=None)[source]

Bases: object

num_samples = None
num_features = None
num_responses = None
has_features_transform = None
has_responses_transform = None
raw_features = None
raw_features_range = None
trans_features = None
trans_features_range = None
raw_responses = None
raw_responses_range = None
trans_responses = None
trans_responses_range = None
raw_predictions_range = None
trans_predictions_range = None
weights = None
weights_range = None
data_sequence = None
model = None
is_model_trained = None
config = None
data_sequence_label = None
feature_band_types = None
response_band_types = None
trans_predictions = None
raw_predictions = None

Module contents