Nataliia Kuznietsova

15 papers A 2B 7Unranked 6
YearRankTypeTitle / Venue / Authors
2023 conf
CMIS
Nataliia Kuznietsova, Serhii Smirnov
2023 A conf
ICST
Nataliia Kuznietsova, Oleksii Shevchuk
2023 B conf
ITS
Nataliia Kuznietsova, Illia Kvashuk, Anna Chemanova
2022 B conf
ITS
Nataliia Kuznietsova, Eduard Bateiko
2021 B conf
ITS
Nataliia Kuznietsova, Rémi Amoroso
2021 conf
CMIS
Nataliia Kuznietsova, Petro Bidyuk, Anastasiia Kulinich
2021 conf
ISDMCI
Nataliia Kuznietsova, Peter Bidyuk, Maryna Kuznietsova
2021 B conf
ITS
Nataliia Kuznietsova, Petro Bidyuk, Maryna Kuznietsova, Jules Lepretre
2020 B conf
ITS
Nataliia Kuznietsova, Petro Bidyuk
2020 conf
DSMP
Nataliia Kuznietsova, Petro Bidyuk
2020 conf
DSMP (Selected Papers)
Nataliia Kuznietsova, Peter Bidyuk
2020 conf
ISDMCI
Peter Bidyuk, Aleksandr Gozhyj, Yoshio Matsuki, Nataliia Kuznietsova
2020 A conf
ICST
Józef Korbicz, Petro Bidyuk, Nataliia Kuznietsova, Arsenii Kroptya, Oleksandr Terentiev, Tetyana Prosiankina-Zharova
2019 B conf
ITS
Mariia Havrylovych, Nataliia Kuznietsova
2018 B conf
ITS
Nataliia Kuznietsova
redb/extractors/pe_extractors/pe_overlay.py
← Index redb/extractors/pe_extractors/pe_overlay.py python
from hashlib import md5, sha1, sha256
import inspect
from datetime import datetime, timezone
from typing import Any

import magic
from magika import Magika

from redb.extractors.enum import Tag
from redb.extractors.pe_extractor import PEExtractor
from redb.models.dataclasses import PEOverlay


class PEOverlayExtractor(PEExtractor):

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        elastic_index=None,
        known_benign=False,
        known_malicious=False,
        pe=None,
    ):
        super().__init__(
            filepath,
            log,
            exporters,
            index_prefix,
            elastic_index,
            known_benign,
            known_malicious,
            pe,
        )
        self.elastic_index = self.index_prefix + "-pe_overlay"
        self.log.debug(inspect.currentframe().f_code.co_name)

    def tag(self):
        return Tag.PE_OVERLAY.value

    def _extract_pe_overlay(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        overlay = self.pe.get_overlay()
        if overlay:
            return PEOverlay(
                _id=sha256(overlay).hexdigest(),
                overlay_size=len(overlay),
                overlay_entropy=self.calculate_entropy(overlay),
                overlay_offset=self.pe.get_overlay_data_start_offset(),
                overlay_mimetype=magic.from_buffer(overlay, mime=True),
                overlay_type=magic.from_buffer(overlay),
                overlay_magika=Magika().identify_bytes(overlay).output.ct_label,
                overlay_sha256=sha256(overlay).hexdigest(),
                overlay_sha1=sha1(overlay).hexdigest(),
                overlay_md5=md5(overlay).hexdigest(),
            )
        return None

    def extract(self):
        try:
            self.log.debug(inspect.currentframe().f_code.co_name)
            overlay = self._extract_pe_overlay()
            # self.export_to_elastic([overlay])  # Let the exporters handle this
            return overlay
        except Exception as e:
            self.log.error(f"Error extracting PE overlay: {e}")
            return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ElasticsearchExporter":
            return self.extract()
        elif exporter_type == "ClickHouseExporter":
            overlay = self.extract()
            if overlay is None:
                return None
            
            data = []
            current_time = datetime.now(timezone.utc)
            
            data.append([
                self.sha256,              # sha256
                self.md5,                 # md5
                self.sha1,                # sha1
                overlay.overlay_size,     # overlay_size
                overlay.overlay_entropy,  # overlay_entropy
                overlay.overlay_offset,   # overlay_offset
                overlay.overlay_mimetype, # overlay_mimetype
                overlay.overlay_type,     # overlay_type
                overlay.overlay_magika,   # overlay_magika
                overlay.overlay_sha256,   # overlay_sha256
                overlay.overlay_sha1,     # overlay_sha1
                overlay.overlay_md5,      # overlay_md5
                current_time             # analysis_date
            ])
            
            column_names = [
                'sha256', 'md5', 'sha1', 'overlay_size', 'overlay_entropy',
                'overlay_offset', 'overlay_mimetype', 'overlay_type', 'overlay_magika',
                'overlay_sha256', 'overlay_sha1', 'overlay_md5',
                'analysis_date'
            ]
            
            if not data:
                return None

            column_type_names = [
                'FixedString(64)', 'FixedString(32)', 'FixedString(40)',
                'UInt64', 'Float64', 'UInt64',
                'LowCardinality(String)', 'LowCardinality(String)', 'LowCardinality(String)',
                'FixedString(64)', 'FixedString(40)', 'FixedString(32)',
                'DateTime64(3, \'UTC\')'
            ]

            return (data, column_names, column_type_names)

    def get_clickhouse_table(self) -> str:
        return "redb_pe_overlays"