Nawwaf Kharma

50 papers A 7B 7C 8Journal 15Unranked 13
YearRankTypeTitle / Venue / Authors
2024 J jnl
Biosyst.
Nawwaf Kharma, Rémi Bédard-Couture
2023 J jnl
Genet. Program. Evolvable Mach.
Nicolas Kamel, Nawwaf Kharma, Jonathan Perreault
2021 C conf
IJCCI
Tabish Ashfaq, Nivedha Ramesh, Nawwaf Kharma
2020 C conf
BIBE
Nicolas Kamel, Nawwaf Kharma, Aida Abu-Baker, Guy Rouleau, Alexander Bailey
2020 J jnl
Appl. Soft Comput.
Mohiul Islam, Nawwaf Kharma, Peter Grogono
2019 C conf
IJCCI
Mohiul Islam, Nawwaf Kharma, Vaibhav Sultan, Xiaojing Yang, Mohamed Mohamed, Kalpesh Sultan
2019 C conf
IJCCI
Rémi Bédard-Couture, Nawwaf Kharma
2018 J jnl
Comput. Intell.
Nawwaf Kharma, Anton Mazhurin, Kamil Saigol, Farzad Sabahi
2018 C conf
IJCCI
Mohiul Islam, Nawwaf Kharma, Peter Grogono
2015 conf
CRV
Nawwaf Kharma, Mohammad Ebne-Alian, Louis Charbonneau
2015 conf
VISAPP (1)
Reza Etemadi, Nawwaf Kharma
2014 C conf
ALIFE
Nawwaf Kharma, William Buckley
2013 conf
VISAPP (1)
Anton Mazhurin, Nawwaf Kharma
2013 B conf
EvoApplications
Reza Etemadi, Nawwaf Kharma, Peter Grogono
2012 J jnl
Biosyst.
Imad Hoteit, Nawwaf Kharma, Luc Varin
2011 conf
ECAL
Imad Hoteit, Nawwaf Kharma, Luc Varin
2011 J jnl
J. Parallel Distributed Comput.
Mohammad I. Daoud, Nawwaf Kharma
2010 conf
ICES
Mohammad Ebne-Alian, Nawwaf Kharma
2010 conf
ICMB
Pei Fang Guo, Prabir Bhattacharya, Nawwaf Kharma
2010 conf
CCECE
Pei Fang Guo, Prabir Bhattacharya, Nawwaf Kharma
2010 J jnl
IEEE Trans. Evol. Comput.
Jie Yao, Nawwaf Kharma, Peter Grogono
2010 C conf
ICISP
Pei Fang Guo, Prabir Bhattacharya, Nawwaf Kharma
2009 B conf
SMC
Pei Fang Guo, Prabir Bhattacharya, Nawwaf Kharma
2009 A conf
GECCO
Louis Charbonneau, Nawwaf Kharma
2009 B conf
IEEE Congress on Evolutionary Computation
Taras Kowaliw, Wolfgang Banzhaf, Nawwaf Kharma, Simon Harding
2009 A conf
GECCO
Tarundeep Singh, Nawwaf Kharma, Mohmmad Daoud, Rabab Kreidieh Ward
2009 conf
GECCO (Companion)
Nawwaf Kharma, Luc Varin
2008 J jnl
J. Parallel Distributed Comput.
Mohammad I. Daoud, Nawwaf Kharma
2007 A conf
GECCO
Taras Kowaliw, Peter Grogono, Nawwaf Kharma
2007 C conf
ALIFE
Taras Kowaliw, Peter Grogono, Nawwaf Kharma
2006 B conf
IEEE Congress on Evolutionary Computation
Mohammad I. Daoud, Nawwaf Kharma
2006 conf
HLDVT
Amer Samarah, Ali Habibi, Sofiène Tahar, Nawwaf Kharma
2006 conf
ICPADS (1)
Mohammad I. Daoud, Nawwaf Kharma
2006 B conf
IEEE Congress on Evolutionary Computation
Jie Yao, Nawwaf Kharma, Yu-Qing Zhu
2005 J jnl
Pattern Anal. Appl.
Jie Yao, Nawwaf Kharma, Peter Grogono
2005 B conf
Congress on Evolutionary Computation
Jie Yao, Nawwaf Kharma, Peter Grogono
2005 A conf
GECCO
Mohammad I. Daoud, Nawwaf Kharma
2005 J jnl
Int. J. Image Graph.
Nawwaf Kharma, Ching Y. Suen, Pei Fang Guo
2005 J jnl
Int. J. Comput. Intell. Appl.
Taras Kowaliw, Nawwaf Kharma, Christopher Jensen, Hussein Moghnieh, Jie Yao
2004 B conf
IEEE Congress on Evolutionary Computation
Mohammed Daoud, Nawwaf Kharma, Ali Haidar, Julius Popoola
2004 conf
GECCO (1)
Taras Kowaliw, Peter Grogono, Nawwaf Kharma
2004 conf
GECCO (2)
Taras Kowaliw, Nawwaf Kharma, Chris Jensen, Hussein Moghnieh, Jie Yao
2004 conf
ICPR (2)
Jie Yao, Nawwaf Kharma, Peter Grogono
2004 J jnl
J. Intell. Fuzzy Syst.
Hongjian Shi, Nawwaf Kharma, Rabab Kreidieh Ward
2004 J jnl
Int. J. Pattern Recognit. Artif. Intell.
Nawwaf Kharma, Taras Kowaliw, E. Clement, Chris Jensen, A. Youssef, Jie Yao
2004 J jnl
Math. Comput. Simul.
Maher Ahmed, Rabab Kreidieh Ward, Nawwaf Kharma
2003 A conf
GECCO
Nawwaf Kharma, Ching Y. Suen, Pei Fang Guo
2001 J jnl
Pattern Recognit.
Nawwaf Kharma, Rabab K. Ward
2001 A conf
ICDAR
Faten Hussein, Rabab K. Ward, Nawwaf Kharma
1999 A conf
ICDAR
Nawwaf Kharma, Rabab K. Ward
redb/extractors/macho_extractors/macho_features.py
← Index redb/extractors/macho_extractors/macho_features.py python
import inspect
import json
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 MachO


class MachOFeaturesExtractor(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_features"
        self.log.debug(inspect.currentframe().f_code.co_name)

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

    def _extract_macho_features_for_arch(self, arch_name):
        """Extract basic MachO features for a specific architecture."""
        self.log.debug(inspect.currentframe().f_code.co_name)

        if not self.macho:
            return None

        try:
            # Get general info using new API
            general_info = self.macho.get_general_info()
            if not general_info:
                return None

            # Get header info for this specific architecture
            header_raw = self.macho.get_macho_header(arch=arch_name)
            header_formatted = self.macho.get_macho_header(arch=arch_name, formatted=True)

            if not header_raw or not header_formatted:
                return None

            # Get entry point using new API
            entry_point = None
            try:
                entry_point_info = self.macho.get_entry_point(arch=arch_name)
                if entry_point_info:
                    if isinstance(entry_point_info, dict):
                        entry_point = entry_point_info.get('entryoff') or entry_point_info.get('entry_address')
                    else:
                        entry_point = entry_point_info
            except Exception as e:
                self.log.debug(f"No entry point found: {e}")

            # Get UUID using new API
            uuid = None
            try:
                uuid_info = self.macho.get_uuid(arch=arch_name)
                if uuid_info:
                    uuid = str(uuid_info)
            except Exception as e:
                self.log.debug(f"No UUID found: {e}")

            # Get version info using new API with formatting
            version_info = None
            version_info_str = None
            try:
                version_info = self.macho.get_version_info(arch=arch_name)
                version_info_str = self.macho.get_version_info(arch=arch_name, formatted=True)
            except Exception as e:
                self.log.debug(f"No version info found: {e}")

            # Get segments using new API
            segments = self.macho.get_segments(arch=arch_name)
            number_of_segments = len(segments) if segments else 0

            # Get dylib info using new API
            dylib_names = self.macho.get_dylib_names(arch=arch_name)
            number_of_dylibs = len(dylib_names) if dylib_names else 0

            # Count imports using new API
            imported_functions = self.macho.get_imported_functions(arch=arch_name)
            number_of_imports = sum(len(funcs) for funcs in imported_functions.values()) if imported_functions else 0

            # Count exports using new API
            exported_symbols = self.macho.get_exported_symbols(arch=arch_name)
            number_of_exports = sum(len(symbols) for symbols in exported_symbols.values()) if exported_symbols else 0

            # Get unique load command types using new API
            load_commands_set = self.macho.get_load_commands_set(arch=arch_name, formatted=True)
            if isinstance(load_commands_set, set):
                load_commands_set = sorted(list(load_commands_set))

            # Get architectures for listing purposes
            architectures = self.macho.get_architectures()

            # Determine binary properties
            is_64bit = header_raw.get('magic') in [0xFEEDFACF, 0xCFFAEDFE]  # MH_MAGIC_64, MH_CIGAM_64
            is_signed = self._is_signed()
            
            # Create MachO dataclass
            macho_features = MachO(
                # Raw values from new API
                magic=header_raw.get('magic', 0),
                cputype=header_raw.get('cputype', 0),
                cpusubtype=header_raw.get('cpusubtype', 0),
                filetype=header_raw.get('filetype', 0),
                ncmds=header_raw.get('ncmds', 0),
                sizeofcmds=header_raw.get('sizeofcmds', 0),
                flags=header_raw.get('flags', 0),
                architecture=header_raw.get('cputype', 0),  # Use cputype as architecture
                architectures=[arch_info.get('cputype', 0) for arch_info in [self.macho.get_macho_header(arch=arch) for arch in architectures] if arch_info],
                # Human-readable values from formatted API
                magic_str=header_formatted.get('magic', ''),
                cputype_str=header_formatted.get('cputype', ''),
                cpusubtype_str=header_formatted.get('cpusubtype', ''),
                filetype_str=header_formatted.get('filetype', ''),
                flags_str=header_formatted.get('flags', '').split(', ') if header_formatted.get('flags') else [],
                architecture_str=header_formatted.get('cputype', ''),
                architectures_str=[arch_info.get('cputype', '') for arch_info in [self.macho.get_macho_header(arch=arch, formatted=True) for arch in architectures] if arch_info],
                # Additional properties
                is_64bit=is_64bit,
                is_signed=is_signed,
                number_of_load_commands=header_raw.get('ncmds', 0),
                load_commands_set=load_commands_set,
                number_of_segments=number_of_segments,
                number_of_dylibs=number_of_dylibs,
                number_of_imports=number_of_imports,
                number_of_exports=number_of_exports,
                entry_point=entry_point,
                uuid=uuid,
                version_info=version_info,
                version_info_str=version_info_str
            )
            
            return macho_features
            
        except Exception as e:
            self.log.error(f"Error extracting MachO features: {e}")
            return None

    def extract(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        try:
            if not self.macho:
                return None
            architectures = self.macho.get_architectures()
            if not architectures:
                return None

            # For FAT binaries, return features for all architectures
            # For single arch, return just the single result
            if len(architectures) > 1:
                # FAT binary - return list of features for each architecture
                results = []
                for arch_name in architectures:
                    features = self._extract_macho_features_for_arch(arch_name)
                    if features:
                        # Add architecture identifier to the result
                        if hasattr(features, '__dict__'):
                            # If it's a dataclass, we can access its dict
                            features.arch_identifier = arch_name
                        results.append(features)
                return results
            else:
                # Single architecture - return single result
                return self._extract_macho_features_for_arch(architectures[0])
        except Exception as e:
            self.log.error(f"Error extracting MachO features: {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 __init__)
            try:
                architectures = self.macho.get_architectures()
            except Exception as e:
                self.log.error(f"Could not get architectures: {e}")
                return None

            data = []
            current_time = datetime.now(timezone.utc)

            # Loop through each architecture (1 for single, multiple for FAT)
            for arch_name in architectures:
                # Extract features for this specific architecture
                macho_features = self._extract_macho_features_for_arch(arch_name)
                if not macho_features:
                    continue

                # Get architecture-specific sha256
                try:
                    arch_general_info = self.macho.get_general_info(arch=arch_name)
                    arch_sha256 = arch_general_info.get('SHA256', self.sha256)
                except Exception as e:
                    self.log.warning(f"Could not get arch-specific hash for {arch_name}: {e}")
                    arch_sha256 = self.sha256

                # Architecture field (kept in features table for ORDER BY)
                architecture = macho_features.cputype    # Raw CPU type value

                data.append([
                    arch_sha256,                          # sha256 (architecture-specific)
                    architecture,                         # architecture (raw CPU type)
                    # Raw values
                    macho_features.magic,                 # magic
                    macho_features.cputype,               # cputype
                    macho_features.cpusubtype,            # cpusubtype
                    macho_features.filetype,              # filetype
                    macho_features.ncmds,                 # ncmds
                    macho_features.sizeofcmds,            # sizeofcmds
                    macho_features.flags,                 # flags
                    # Human-readable values
                    macho_features.magic_str,             # magic_str
                    macho_features.cputype_str,           # cputype_str
                    macho_features.cpusubtype_str,        # cpusubtype_str
                    macho_features.filetype_str,          # filetype_str
                    macho_features.flags_str,             # flags_str
                    # Other fields
                    macho_features.is_64bit,              # is_64bit
                    macho_features.is_signed,             # is_signed
                    macho_features.entry_point if macho_features.entry_point else None,           # entry_point
                    macho_features.uuid if macho_features.uuid else None,  # uuid
                    json.dumps(macho_features.version_info) if macho_features.version_info else "{}",  # version_info
                    json.dumps(macho_features.version_info_str) if macho_features.version_info_str else "{}",  # version_info_str
                    macho_features.load_commands_set,     # load_commands_set
                    macho_features.number_of_segments,    # number_of_segments
                    macho_features.number_of_dylibs,      # number_of_dylibs
                    macho_features.number_of_imports,     # number_of_imports
                    macho_features.number_of_exports,     # number_of_exports
                    current_time,                         # analysis_date
                ])

            column_names = [
                'sha256', 'architecture',
                # Raw values
                'magic', 'cputype', 'cpusubtype', 'filetype', 'ncmds', 'sizeofcmds', 'flags',
                # Human-readable values
                'magic_str', 'cputype_str', 'cpusubtype_str', 'filetype_str', 'flags_str',
                # Other fields
                'is_64bit', 'is_signed',
                'entry_point', 'uuid', 'version_info', 'version_info_str', 'load_commands_set',
                'number_of_segments', 'number_of_dylibs', 'number_of_imports', 'number_of_exports',
                'analysis_date'
            ]

            if not data:
                return None

            column_type_names = [
                'FixedString(64)', 'Nullable(UInt32)',
                # Raw values
                'UInt32', 'UInt32', 'UInt32', 'UInt32', 'UInt32', 'UInt32', 'UInt32',
                # Human-readable values
                'LowCardinality(String)', 'LowCardinality(String)', 'LowCardinality(String)', 'LowCardinality(String)', 'Array(LowCardinality(String))',
                # Other fields
                'UInt8', 'UInt8',
                'Nullable(UInt64)', 'Nullable(String)', 'JSON', 'JSON', 'Array(Nullable(String))',
                'UInt32', 'UInt32', 'UInt32', 'UInt32', 'DateTime64(3, \'UTC\')'
            ]

            return (data, column_names, column_type_names)
        
        return None

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