Imane Fouad

15 papers B 1Journal 8Unranked 5
YearRankTypeTitle / Venue / Authors
2025 J jnl
ACM Trans. Web
Nivedita Singh, Yejin Do, Yongsang Yu, Imane Fouad, Jungrae Kim, Hyoungshick Kim
2025 conf
WPES
Jean Luc Intumwayase, Imane Fouad, Pierre Laperdrix, Romain Rouvoy
2025 B conf
TrustCom
Soufiane Essahli, Oussama Sarsar, Imane Fouad, Ahmed Bentajer, Anas Motii
2025 J jnl
CoRR
Soufiane Essahli, Oussama Sarsar, Imane Fouad, Anas Motii, Ahmed Bentajer
2024 J jnl
Proc. Priv. Enhancing Technol.
Imane Fouad, Cristiana Teixeira Santos, Pierre Laperdrix
2023 conf
WPES@CCS
Jean Luc Intumwayase, Imane Fouad, Pierre Laperdrix, Romain Rouvoy
2023 J jnl
CoRR
Jean Luc Intumwayase, Imane Fouad, Pierre Laperdrix, Romain Rouvoy
2022 J jnl
Proc. Priv. Enhancing Technol.
Imane Fouad, Cristiana Teixeira Santos, Arnaud Legout, Nataliia Bielova
2021
Imane Fouad
2021 J jnl
CoRR
Imane Fouad, Cristiana Teixeira Santos, Arnaud Legout, Nataliia Bielova
2021 conf
WPES@CCS
Vera Wesselkamp, Imane Fouad, Cristiana Teixeira Santos, Yanis Boussad, Nataliia Bielova, Arnaud Legout
2020 J jnl
Proc. Priv. Enhancing Technol.
Imane Fouad, Nataliia Bielova, Arnaud Legout, Natasa Sarafijanovic-Djukic
2020 conf
EuroS&P Workshops
Imane Fouad, Cristiana Teixeira Santos, Feras Al Kassar, Nataliia Bielova, Stefano Calzavara
2019 conf
APF
Coline Boniface, Imane Fouad, Nataliia Bielova, Cédric Lauradoux, Cristiana Teixeira Santos
2018 J jnl
CoRR
Imane Fouad, Nataliia Bielova, Arnaud Legout, Natasa Sarafijanovic-Djukic
redb/extractors/basicproperties.py
← Index redb/extractors/basicproperties.py python
from dataclasses import asdict
import inspect
import os
import magic
from magika import Magika
from datetime import datetime, timezone
from typing import Any, List, Tuple

from redb.extractors.enum import Tag
from redb.models.dataclasses import BasicProperties
from redb.extractors.extractor import Extractor


class BasicPropertiesExtractor(Extractor):

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        elastic_index=None,
        known_benign=False,
        known_malicious=False,
        parent_sha256=None,
        precomputed_hashes=None,
        is_fat=None,
        child_sha256=None,
        child_architecture=None,
        child_filetype=None,
        first_seen=None,
    ):
        super().__init__(
            filepath,
            log,
            exporters=exporters,
            index_prefix=index_prefix,
            elastic_index=elastic_index,
            known_benign=known_benign,
            known_malicious=known_malicious,
            precomputed_hashes=precomputed_hashes,
        )
        self.basic_properties = None
        self.elastic_index = self.index_prefix + "-basic_properties"
        self.is_packed = None
        self.parent_sha256 = parent_sha256  # For FAT Mach-O slices, points to container hash
        self.is_fat = is_fat  # True for FAT Mach-O containers, None otherwise
        self.child_sha256 = child_sha256  # SHA256 hashes of children (FAT slices, zip contents)
        self.child_architecture = child_architecture  # Architecture names for FAT Mach-O slices
        self.child_filetype = child_filetype  # Magika filetypes for children (useful for zip archives)
        self.first_seen = first_seen  # From catalog_samples, None for local files

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

    def _extract_basic_properties(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        filename = None  # Reserved for future use
        sample_name = os.path.basename(self.filepath)
        file_entropy = round(self.calculate_entropy(self.binary), 3)
        type_ = magic.from_buffer(self.binary)
        type_mime = magic.from_buffer(self.binary, mime=True)
        type_magika = Magika().identify_bytes(self.binary).output.label
        size = len(self.binary)
        self.basic_properties = BasicProperties(
            filename, sample_name, size, type_, type_mime, type_magika,
            file_entropy, self.is_packed, self.is_fat, self.child_sha256,
            self.child_architecture, self.child_filetype,
            first_seen=str(self.first_seen) if self.first_seen else None,
        )
        self.log.debug(f"Basic Properties dump: {asdict(self.basic_properties)}")

    def extract(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        try:
            self._extract_basic_properties()
            # self.export_to_elastic([self.basic_properties])
            return self.basic_properties
        except Exception as e:
            self.log.error(f"Extract basic properties error {self.hash.sha256} Exception: {e}")
            return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ElasticsearchExporter":
            return self.basic_properties
        elif exporter_type == "ClickHouseExporter":
            data = [[
                self.sha256,
                self.md5,
                self.sha1,
                self.parent_sha256,  # NULL for standalone/FAT, fat_hash for slices
                self.basic_properties.child_sha256 or [],  # SHA256 hashes of children
                self.basic_properties.child_architecture or [],  # Architecture names for FAT slices
                self.basic_properties.child_filetype or [],  # Magika filetypes for children
                self.basic_properties.is_fat,  # True for FAT Mach-O containers, NULL otherwise
                self.basic_properties.filename,
                self.basic_properties.sample_name,
                self.basic_properties.filesize,
                self.basic_properties.file_entropy,
                self.basic_properties.filetype,
                self.basic_properties.filetype_mime,
                self.basic_properties.filetype_magika,
                self.first_seen or datetime(1970, 1, 1, tzinfo=timezone.utc),  # From catalog_samples, epoch zero for local files (uses original datetime, not string)
                datetime.now(timezone.utc)
            ]]

            column_names = [
                'sha256', 'md5', 'sha1', 'parent_sha256', 'child_sha256', 'child_architecture', 'child_filetype',
                'is_fat', 'filename', 'sample_name',
                'filesize', 'file_entropy', 'filetype', 'filetype_mime',
                'filetype_magika', 'first_seen', 'analysis_date'
            ]

            column_type_names = [
                'String', 'String', 'String', 'Nullable(String)',
                'Array(FixedString(64))', 'Array(LowCardinality(String))', 'Array(LowCardinality(String))',
                'Nullable(UInt8)', 'Nullable(String)', 'String',
                'UInt64', 'Float64', 'LowCardinality(String)',
                'LowCardinality(String)', 'LowCardinality(String)',
                'DateTime64(3, \'UTC\')',
                'DateTime64(3, \'UTC\')'
            ]

            return data, column_names, column_type_names

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