Nadir Farah

42 papers A 2B 5C 3Misc 2Journal 16Unranked 12
YearRankTypeTitle / Venue / Authors
2021 J jnl
CoRR
Walid Hariri, Nadir Farah, Dinesh Kumar Vishwakarma
2021 J jnl
Pattern Recognit. Lett.
Walid Hariri, Nadir Farah
2020 J jnl
Int. J. Cooperative Inf. Syst.
Djalila Boughareb, Abdennour Khobizi, Rima Boughareb, Nadir Farah, Hamid Seridi
2020 J jnl
Int. J. Speech Technol.
Nacereddine Hammami, Isah Abdullahi Lawal, Mouldi Bedda, Nadir Farah
2020 J jnl
Neural Comput. Appl.
Nadjib Mohamed Mehdi Bendaoud, Nadir Farah
2018 conf
ASAR
Hanene Boukerma, Christophe Choisy, Nadir Farah, Mohamed Cheriet
2018 B conf
ICFHR
Hanene Boukerma, Christophe Choisy, Abdallah Benouareth, Nadir Farah, Mohamed Cheriet
2018 conf
ICNLSP
Nacer Eddine Benzebouchi, Nabiha Azizi, Monther Aldwairi, Nadir Farah
2018 J jnl
Appl. Intell.
Hanene Boukerma, Christophe Choisy, Nadir Farah, Mohamed Cheriet
2017 J jnl
Eng. Appl. Artif. Intell.
Walid Hariri, Hedi Tabia, Nadir Farah, Abdallah Benouareth, David Declercq
2017 conf
VISIGRAPP (5: VISAPP)
Walid Hariri, Hedi Tabia, Nadir Farah, David Declercq, Abdallah Benouareth
2017 J jnl
IET Image Process.
Salah Derdar, Djemel Ziou, Nadir Farah, Med Tarek Khadir
2016 J jnl
Pattern Recognit. Lett.
Walid Hariri, Hedi Tabia, Nadir Farah, Abdallah Benouareth, David Declercq
2016 J jnl
Soc. Netw. Anal. Min.
Billel Hamadache, Hassina Seridi-Bouchelaghem, Nadir Farah
2016 conf
IC3D
Walid Hariri, Hedi Tabia, Nadir Farah, David Declercq, Abdallah Benouareth
2016 ch.
Applications of Intelligent Optimization in Biology and Medicine
Soraya Cheriguene, Nabiha Azizi, Nawel Zemmal, Nilanjan Dey, Hayet Djellali, Nadir Farah
2015 A conf
ICDAR
Hanene Boukerma, Christophe Choisy, Abdallah Benouareth, Nadir Farah
2014 conf
ICMCS
Nabiha Azizi, Nawel Zemmal, Mokhtar Sellami, Nadir Farah
2014 ch.
Social Network Analysis
Billel Hamadache, Hassina Seridi-Bouchelaghem, Nadir Farah
2014 C conf
CoDIT
Djalila Boughareb, Nadir Farah
2014 B conf
ICPR
Hanene Boukerma, Abdallah Benouareth, Nadir Farah
2013 conf
ISAmI
Djalila Boughareb, Nadir Farah
2013 J jnl
Int. J. Enterp. Inf. Syst.
Djalila Boughareb, Nadir Farah
2013 C conf
MEDI
Billel Hamadache, Hassina Seridi-Bouchelaghem, Nadir Farah
2013 B conf
ASONAM
Billel Hamadache, Hassina Seridi-Bouchelaghem, Nadir Farah
2012 C conf
ICISP
Soulef Nemouchi, Labiba Souici-Meslati, Nadir Farah
2012 J jnl
Int. J. Knowl. Based Intell. Eng. Syst.
Nabiha Azizi, Nadir Farah
2012 conf
ICANN (2)
Nabiha Azizi, Nadir Farah, Abdel Ennaji
2012 conf
ICMCS
Nabiha Azizi, Nadir Farah
2012 conf
ISGT
Sioe T. Mak, Nadir Farah
2012 conf
ICCIT
Nacereddine Hammami, Mouldi Bedda, Nadir Farah
2012 J jnl
Int. J. Speech Technol.
Nacereddine Hammami, Mouldi Bedda, Nadir Farah
2011 conf
DICTAP (1)
Djalila Boughareb, Nadir Farah
2010 B conf
ICFHR
Hanene Boukerma, Nadir Farah
2010 conf
MCS
Nabiha Azizi, Nadir Farah, Mokhtar Sellami, Abdel Ennaji
2006 J jnl
Eng. Appl. Artif. Intell.
Nadir Farah, Labiba Souici, Mokhtar Sellami
2005 J jnl
J. Comput. Sci. Technol.
Nadir Farah, Labiba Souici, Mokhtar Sellami
2005 B conf
ESANN
Nadir Farah, Tarek Khadir, Mokhtar Sellami
2005 A conf
ICDAR
Nadir Farah, Abdel Ennaji, Tarek Khadir, Mokhtar Sellami
2005 J jnl
Comput. Artif. Intell.
Nadir Farah, Labiba Souici, Mokhtar Sellami
2004 Misc conf
AIMSA
Nadir Farah, Labiba Souici, Lotfi Farah, Mokhtar Sellami
2004 Misc conf
AIMSA
Labiba Souici, Nadir Farah, Toufik Sari, Mokhtar Sellami
redb/extractors/macho_extractors/macho_imports.py
← Index redb/extractors/macho_extractors/macho_imports.py python
import inspect
from datetime import datetime, timezone
from typing import Any

from redb.extractors.enum import Tag
from redb.extractors.macho_extractor import MachOExtractor
from redb.models.dataclasses import MachOImport


class MachOImportExtractor(MachOExtractor):

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

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

    def _extract_imports(self, arch_name=None):
        """Extract import information from the MachO binary for a specific architecture.

        Handles machofile v2026.2.4+ API where get_imported_functions() returns:
        Dict[str, List[Dict]] where each dict has {'name': str, 'sources': [str, ...]}
        """
        self.log.debug(inspect.currentframe().f_code.co_name)

        if not self.macho:
            return None

        try:
            # Get imported functions using API for specific architecture
            imported_functions = self.macho.get_imported_functions(arch=arch_name)
            if not imported_functions:
                return None

            # Keep the library→functions mapping (like PE does)
            library_names = []
            imports_with_mapping = []  # List of {library: [(name, source), ...]}

            for dylib_name, functions in imported_functions.items():
                # v2026.2.4+: dylib_name is already str, but handle bytes for compatibility
                if isinstance(dylib_name, bytes):
                    dylib_name = dylib_name.decode('utf-8', errors='replace')
                library_names.append(dylib_name)

                # Process function entries
                func_list = []
                for func_entry in functions:
                    # v2026.2.4+: func_entry is {'name': str, 'sources': [str, ...]}
                    if isinstance(func_entry, dict):
                        func_name = func_entry.get('name', '')
                        # Join sources if multiple, take first if single
                        sources = func_entry.get('sources', [])
                        import_source = sources[0] if sources else None
                        func_list.append((func_name, import_source))
                    else:
                        # Legacy format: func_entry is str or bytes
                        if isinstance(func_entry, bytes):
                            func_entry = func_entry.decode('utf-8', errors='replace')
                        func_list.append((func_entry, None))

                imports_with_mapping.append({dylib_name: func_list})

            # Count total functions
            total_functions = sum(len(list(d.values())[0]) for d in imports_with_mapping)

            # Create import dataclass with mapping preserved
            macho_import = MachOImport(
                macho_imports_total=total_functions,
                macho_import_libraryName=library_names if library_names else None,
                macho_import_functions=imports_with_mapping if imports_with_mapping else None
            )

            return macho_import

        except Exception as e:
            self.log.error(f"Error extracting MachO imports for arch {arch_name}: {e}")
            return None

    def extract(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        try:
            # Get architectures (macho is already parsed in base class)
            architectures = self.macho.get_architectures()
            if len(architectures) > 1:
                # FAT binary - return list of imports for each architecture
                results = []
                for arch_name in architectures:
                    imports = self._extract_imports(arch_name)
                    if imports:
                        imports.arch_identifier = arch_name
                        results.append(imports)
                return results
            else:
                # Single architecture - return single result
                return self._extract_imports(architectures[0] if architectures else None)
        except Exception as e:
            self.log.error(f"Error extracting MachO imports: {e}")
            return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ElasticsearchExporter":
            return self.extract()
        elif exporter_type == "ClickHouseExporter":
            if not self.macho:
                return None

            # Get architectures (macho is already parsed in base class)
            try:
                architectures = self.macho.get_architectures()
                is_fat = len(architectures) > 1
            except Exception as e:
                self.log.error(f"Could not get architectures: {e}")
                return None

            # Flatten the data - one row per function import (like PE imports)
            data = []
            current_time = datetime.now(timezone.utc)

            # Loop through each architecture (1 for single, multiple for FAT)
            for arch_name in architectures:
                # Get architecture-specific sha256
                try:
                    arch_general_info = self.macho.get_general_info(arch=arch_name)
                    arch_header_raw = self.macho.get_macho_header(arch=arch_name)
                    arch_sha256 = arch_general_info.get('SHA256', self.sha256)
                    arch_cputype_raw = arch_header_raw.get('cputype', 0) if arch_header_raw else 0
                except Exception as e:
                    self.log.warning(f"Could not get arch-specific data for {arch_name}: {e}")
                    arch_sha256 = self.sha256
                    arch_cputype_raw = 0

                # Get imports for this architecture
                macho_import = self._extract_imports(arch_name)
                if not macho_import or not macho_import.macho_import_functions:
                    continue

                # Flatten to one row per (library, function) pair
                for lib_funcs in macho_import.macho_import_functions:
                    for lib, funcs in lib_funcs.items():
                        for func_name, import_source in funcs:
                            data.append([
                                arch_sha256,        # sha256 (arch-specific)
                                lib,                # library_name
                                func_name,          # function_name
                                import_source,      # import_source (chained_fixups, bind_opcodes, symtab)
                                current_time,       # analysis_date
                            ])

            column_names = [
                'sha256',
                'library_name', 'function_name', 'import_source',
                'analysis_date'
            ]

            if not data:
                return None

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

            return (data, column_names, column_type_names)

        return None

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