Index

A

addr_in_subnets() (in module psykoda.preprocess) address_to_location (psykoda.feature_extraction.FeatureExtractionConfig attribute) all (psykoda.io.labeled.file.FileSaver.Config attribute) anomaly_detection (psykoda.cli.internal.DetectConfig attribute)

AnomalyDetectionConfig (class in psykoda.cli.internal) apply_exclude_lists() (in module psykoda.cli.internal) arguments (psykoda.cli.internal.DetectConfig attribute) ArgumentsConfig (class in psykoda.cli.internal)

B

base (psykoda.io.labeled.file.FileStorageConfig attribute)

batch_size (psykoda.detection.DeepSAD.TrainConfig attribute)

C

calculate_idf() (in module psykoda.feature_extraction) cidrs (psykoda.cli.internal.Subnet attribute) columns() (in module psykoda.io.reader.snort_csv) columns_from_conf_line() (in module psykoda.io.reader.snort_csv)

ColumnsNotFound compression (psykoda.io.labeled.file.FileSaver.Config attribute) compute_anomaly_score() (psykoda.detection.DeepSAD method) compute_embeddings() (psykoda.detection.DeepSAD method) configure_logging() (in module psykoda.cli.internal)

D

DateRange (class in psykoda.utils) daterange2list() (in module psykoda.utils) days (psykoda.cli.internal.TargetPeriod attribute) DeepSAD (class in psykoda.detection) deepsad (psykoda.cli.internal.AnomalyDetectionConfig attribute) DeepSAD.Config (class in psykoda.detection) DeepSAD.TrainConfig (class in psykoda.detection) dense_block() (in module psykoda.detection) detect_per_unit() (in module psykoda.cli.internal) DetectConfig (class in psykoda.cli.internal) detection_report() (in module psykoda.detection)

detection_units (psykoda.cli.internal.DetectConfig attribute) DetectionUnitConfig (class in psykoda.cli.internal) detector (psykoda.detection.DeepSAD attribute) dim_hidden (psykoda.detection.DeepSAD attribute) (psykoda.detection.DeepSAD.Config attribute) dim_input (psykoda.detection.DeepSAD attribute) DimensionTooLow dir (psykoda.cli.internal.InputConfig attribute) (psykoda.cli.internal.OutputConfig attribute) (psykoda.io.labeled.file.FileStorageBaseConfig attribute) dmap() (in module psykoda.utils) drop_null() (in module psykoda.preprocess)

E

epochs_pretrain (psykoda.detection.DeepSAD.TrainConfig attribute) epochs_train (psykoda.detection.DeepSAD.TrainConfig attribute) eta (psykoda.detection.DeepSAD attribute) (psykoda.detection.DeepSAD.Config attribute) exclude (psykoda.cli.internal.Service attribute) exclude_lists (psykoda.cli.internal.PreprocessConfig attribute)

exclude_log() (in module psykoda.preprocess) explain_anomaly() (psykoda.detection.DeepSAD method) extract_log() (in module psykoda.preprocess) extract_nonzeros() (psykoda.feature_extraction.FeatureLabel method) extract_nonzeros_cols() (psykoda.feature_extraction.FeatureLabel method) extract_nonzeros_rows() (psykoda.feature_extraction.FeatureLabel method)

F

factory() (in module psykoda.io.labeled) FastRoundDatetime (class in psykoda.preprocess) feature_extraction (psykoda.cli.internal.DetectConfig attribute) feature_extraction_all() (in module psykoda.feature_extraction) FeatureExtractionConfig (class in psykoda.feature_extraction) FeatureLabel (class in psykoda.feature_extraction) FileLoader (class in psykoda.io.labeled.file) FileLoader.Config (class in psykoda.io.labeled.file)

FileSaver (class in psykoda.io.labeled.file) FileSaver.Config (class in psykoda.io.labeled.file) FileStorageBaseConfig (class in psykoda.io.labeled.file) FileStorageConfig (class in psykoda.io.labeled.file) filter_out() (in module psykoda.preprocess) find_ip_location() (in module psykoda.feature_extraction) first() (in module psykoda.utils) flip() (in module psykoda.utils)

G

gen_roundfunc() (psykoda.preprocess.FastRoundDatetime method)

generator_autoencoder_training (class in psykoda.detection) get_series() (in module psykoda.utils)

H

history (psykoda.detection.DeepSAD attribute)

I

idf (psykoda.feature_extraction.FeatureExtractionConfig attribute) IDFConfig (class in psykoda.feature_extraction) include (psykoda.cli.internal.Service attribute) Incomplete_Args_Exception index_from_sorted() (in module psykoda.utils)

index_from_unsorted() (in module psykoda.utils) input (psykoda.cli.internal.IOConfig attribute) InputConfig (class in psykoda.cli.internal) io (psykoda.cli.internal.DetectConfig attribute) IOConfig (class in psykoda.cli.internal)

K

known_anomaly (psykoda.cli.internal.LoadPreviousConfig attribute)

known_normal (psykoda.cli.internal.LoadPreviousConfig attribute)

L

labeled_basename_format_datetime (psykoda.io.labeled.file.FileStorageBaseConfig attribute) lam (psykoda.detection.DeepSAD attribute) (psykoda.detection.DeepSAD.Config attribute) learning_rate (psykoda.detection.DeepSAD.TrainConfig attribute) list (psykoda.cli.internal.LoadPreviousConfigItem attribute) load (psykoda.cli.internal.PreviousConfig attribute) (psykoda.io.labeled.file.FileStorageConfig attribute) load_csv_optional_zip() (in module psykoda.io.internal) load_detector() (psykoda.detection.DeepSAD method) load_json() (in module psykoda.utils) load_log() (in module psykoda.cli.internal) (psykoda.io.reader.base.Reader method) (psykoda.io.reader.snort_csv.SnortCSV method)

load_preprocess_log() (in module psykoda.cli.internal) load_previous() (in module psykoda.cli.internal) load_previous_log() (psykoda.io.labeled.file.FileLoader method) (psykoda.io.labeled.loader.Loader method) Loader (class in psykoda.io.labeled.loader) LoadPreviousConfig (class in psykoda.cli.internal) LoadPreviousConfigItem (class in psykoda.cli.internal) loc() (psykoda.feature_extraction.FeatureLabel method) location_matcher() (in module psykoda.feature_extraction) log (psykoda.cli.internal.PreviousConfig attribute) loss_sad() (in module psykoda.detection)

M

main() (in module psykoda.cli) main_detect() (in module psykoda.cli) main_detection() (in module psykoda.cli.internal) main_detection_after_prepare_data() (in module psykoda.cli.internal) main_detection_prepare_data() (in module psykoda.cli.internal) main_detection_skip_or_detect() (in module psykoda.cli.internal) main_preproc_and_detection() (in module psykoda.cli.internal) max (psykoda.preprocess.ScreeningConfig attribute) min (psykoda.preprocess.ScreeningConfig attribute) min_count (psykoda.feature_extraction.IDFConfig attribute) min_score (psykoda.cli.internal.ThresholdConfig attribute) module psykoda psykoda.cli psykoda.cli.internal psykoda.constants psykoda.constants.column psykoda.constants.ipaddress psykoda.detection psykoda.feature_extraction psykoda.io psykoda.io.internal psykoda.io.labeled psykoda.io.labeled.file psykoda.io.labeled.loader psykoda.io.labeled.saver psykoda.io.reader psykoda.io.reader.base psykoda.io.reader.snort_csv psykoda.io.reader.snort_syslog psykoda.io.reporting psykoda.io.reporting.plot psykoda.preprocess psykoda.utils

N

ndate (psykoda.cli.internal.LoadPreviousConfigItem attribute)

num_anomaly (psykoda.cli.internal.ThresholdConfig attribute) num_feature (psykoda.feature_extraction.IDFConfig attribute)

O

on_epoch_end() (psykoda.detection.generator_autoencoder_training method) output (psykoda.cli.internal.IOConfig attribute)

output_result() (in module psykoda.cli.internal) OutputConfig (class in psykoda.cli.internal)

P

path_pretrained_model (psykoda.detection.DeepSAD attribute) (psykoda.detection.DeepSAD.Config attribute) plot_detection() (in module psykoda.io.reporting.plot) preprocess (psykoda.cli.internal.DetectConfig attribute) PreprocessConfig (class in psykoda.cli.internal) previous (psykoda.cli.internal.IOConfig attribute) PreviousConfig (class in psykoda.cli.internal) psykoda module psykoda.cli module psykoda.cli.internal module psykoda.constants module psykoda.constants.column module psykoda.constants.ipaddress module psykoda.detection module psykoda.feature_extraction module psykoda.io module psykoda.io.internal module

psykoda.io.labeled module psykoda.io.labeled.file module psykoda.io.labeled.loader module psykoda.io.labeled.saver module psykoda.io.reader module psykoda.io.reader.base module psykoda.io.reader.snort_csv module psykoda.io.reader.snort_syslog module psykoda.io.reporting module psykoda.io.reporting.plot module psykoda.preprocess module psykoda.utils module put_labels() (psykoda.feature_extraction.FeatureLabel method)

R

Reader (class in psykoda.io.reader.base) replace_match() (in module psykoda.utils) report_all() (in module psykoda.cli.internal)

report_transfer() (in module psykoda.cli.internal) required_srcip (psykoda.cli.internal.AnomalyDetectionConfig attribute) round_datetime() (in module psykoda.preprocess) RoundDatetime (class in psykoda.preprocess)

S

save (psykoda.io.labeled.file.FileStorageConfig attribute) save_json() (in module psykoda.utils) save_previous_log() (psykoda.io.labeled.file.FileSaver method) (psykoda.io.labeled.saver.Saver method) Saver (class in psykoda.io.labeled.saver) screening (psykoda.cli.internal.PreprocessConfig attribute) screening_numlog() (in module psykoda.preprocess) ScreeningConfig (class in psykoda.preprocess) second() (in module psykoda.utils) Service (class in psykoda.cli.internal) services (psykoda.cli.internal.DetectionUnitConfig attribute) (psykoda.cli.internal.Subnet attribute)

set_default_date_detect() (in module psykoda.cli.internal) set_index() (in module psykoda.preprocess) share_dir (psykoda.cli.internal.OutputConfig attribute) SkipDetectionConfig (class in psykoda.cli.internal) SnortCSV (class in psykoda.io.reader.snort_csv) split_train_test() (psykoda.feature_extraction.FeatureLabel method) strptime() (in module psykoda.cli) subdir (psykoda.cli.internal.OutputConfig attribute) Subnet (class in psykoda.cli.internal) subnets (psykoda.cli.internal.DetectionUnitConfig attribute)

T

target_period (psykoda.cli.internal.ArgumentsConfig attribute) TargetPeriod (class in psykoda.cli.internal) test (psykoda.cli.internal.SkipDetectionConfig attribute) threshold (psykoda.cli.internal.AnomalyDetectionConfig attribute)

ThresholdConfig (class in psykoda.cli.internal) train (psykoda.cli.internal.AnomalyDetectionConfig attribute) (psykoda.cli.internal.SkipDetectionConfig attribute) train() (psykoda.detection.DeepSAD method)

U

unknown (psykoda.cli.internal.LoadPreviousConfig attribute)

V

validate_patterns() (in module psykoda.cli.internal)

vmap() (in module psykoda.utils)