Rafael Diaz

47 papers C 7Journal 28Unranked 11
YearRankTypeTitle / Venue / Authors
2026 J jnl
CoRR
Patrick Krüger, Rafael Diaz, Simon Hauschulz, Stefan Harries, Hanno Gottschalk
2025 J jnl
CoRR
Bikash Chandra Singh, Md Jakir Hossain, Rafael Diaz, Sandip Roy, Ravi Mukkamala, Sachin Shetty
2025 J jnl
IEEE Syst. J.
Bikash Chandra Singh, Peter Foytik, Rafael Diaz, Sachin Shetty
2024 J jnl
IEEE Trans. Engineering Management
Rafael Diaz, Joshua G. Behr, Beatriz Acero, Bridget Giles, Juita-Elena Wie Yusuf
2024 J jnl
Int. J. Simul. Process. Model.
Katherine Smith, Rafael Diaz, Yuzhong Shen
2024 J jnl
Enterp. Inf. Syst.
Farshid Javadnejad, Ahmed M. Abdelmagid, Cesar Ariel Pinto, Michael K. McShane, Rafael Diaz
2024 conf
FNC/MobiSPC/SEIT
Bikash Chandra Singh, Rafael Diaz, Sachin Shetty
2024 J jnl
IEEE Trans. Engineering Management
Rafael Diaz, Beatriz Acero, Joshua G. Behr, Juita-Elena Wie Yusuf
2023 J jnl
J. Oper. Res. Soc.
Rafael Diaz, Sailesh Kolachana, Rodrigo Falcão Gomes
2023 C conf
ISM
Rafael Diaz, Ricardo Ungo, Katie Smith, Lida Haghnegahdar, Bikash Singh, Tran Phuong
2023 J jnl
Ind. Manag. Data Syst.
Rafael Diaz, Ali Ardalan
2022 J jnl
Ind. Manag. Data Syst.
Rafael Diaz, Canh Phan, Daniel Golenbock, Benjamin Sanford
2022 C conf
ISM
Rafael Diaz, Katherine Smith, Serena Bertagna, Vittorio Bucci
2022 conf
OFC
Antonio Napoli, Zdravko Stevkovski, José D. M. Jiménez, Edward J. E. Zuleta, Johan Bäck, João Pedro, Julia Rodríguez, Rafael Diaz, Jose Carrallo, Atul Mathur, Juan Pedro Fernández-Palacios Gimenez, Fady Masoud, Dave Welch
2022 J jnl
Int. J. Simul. Process. Model.
Rafael Diaz
2021 C conf
ISM
Katherine Smith, Rafael Diaz, Yuzhong Shen
2021 C conf
ISM
Francesco Longo, Antonio Padovano, Vittorio Solina, Virginia D'Augusta, Stefan Venzl, Roberto Calbi, Michele Bartuni, Ornella Anastasi, Rafael Diaz
2020 C conf
ISM
Rafael Diaz, Katherine Smith, Beatriz Acero, Francesco Longo, Antonio Padovano
2020 C conf
ISM
Francesco Longo, Antonio Padovano, Letizia Nicoletti, Caterina Fusto, Mohaiad Elbasheer, Rafael Diaz
2020 C conf
ISM
Francesco Longo, Antonio Padovano, Lucia Gazzaneo, Jessica Frangella, Rafael Diaz
2020 J jnl
IEEE Trans. Engineering Management
Rafael Diaz, Joshua G. Behr, Francesco Longo, Antonio Padovano
2018 J jnl
CoRR
Jorge Catumba, Rafael Diaz, Angelica Vargas
2017 J jnl
Int. J. Prod. Res.
Rafael Diaz, Erika Marsillac
2016 J jnl
Simul.
Rafael Diaz, Joshua G. Behr, Manwo Ng
2015 J jnl
Simul.
Rafael Diaz, Joshua G. Behr, Bruce S. Britton
2015 J jnl
Comput. Ind. Eng.
Rafael Diaz, Sameer Kumar, Joshua G. Behr
2015 J jnl
Networks Heterog. Media
Rafael Diaz, Laura Gomez
2015 J jnl
Int. J. Inf. Syst. Soc. Chang.
Rafael Diaz, Mariana Szklo-Coxe, Joshua G. Behr, Ange-Lionel Toba
2015 J jnl
CoRR
Rafael Diaz, Angelica Vargas
2014 J jnl
Int. J. Inf. Syst. Serv. Sect.
Rafael Diaz, Joshua G. Behr
2014 J jnl
Int. J. Simul. Process. Model.
Letizia Nicoletti, Alessandro Chiurco, Carlos Arango, Rafael Diaz
2014 J jnl
CoRR
Rafael Diaz, Laura Gomez
2014 J jnl
Simul.
Joshua G. Behr, Rafael Diaz
2013 conf
SummerSim
Rafael Diaz, Joshua G. Behr, Ange-Lionel Toba, Bridget Giles, Manwo Ng, Francesco Longo, Letizia Nicoletti
2013 conf
SpringSim (EAIA)
Francesco Longo, Letizia Nicoletti, Alessandro Chiurco, Adriano O. Solis, Marina Massei, Rafael Diaz
2013 ed.
SpringSim (EAIA)
Charles D. Turnitsa, Paul A. Youngman, Ted Carmichael, Mirsad Hadzikadic, Rafael Diaz, Francesco Longo
2013 J jnl
Simul.
Rafael Diaz, Andreas Tolk
2013 J jnl
Simul.
Rafael Diaz, Andreas Tolk
2012 J jnl
Int. J. Oper. Res. Inf. Syst.
Rafael Diaz, Barry Charles Ezell
2012 conf
EMBC
Miguel Cadena Méndez, Joaquín Azpiroz-Leehan, Fabiola Martínez Licona, Gisella Borja, Norma Ramos, Consuelo Velazquez, Magdalena Rodriguez, Rafael Diaz
2012 J jnl
Int. J. Oper. Res. Inf. Syst.
Rafael Diaz, Barry Charles Ezell
2011 conf
SpringSim (EAIA)
Rafael Diaz, Joshua G. Behr, Mandar Tulpule
2011 conf
SpringSim (EAIA)
Joshua G. Behr, Rafael Diaz, Mandar Tulpule, Francesco Longo, Antonio Cimino
2010 conf
SBP
Joshua G. Behr, Rafael Diaz
2010 conf
SpringSim
Antonio Cimino, Rafael Diaz, Francesco Longo, Giovanni Mirabelli
2010 conf
SpringSim
Agostino G. Bruzzone, Antonio Cimino, Rafael Diaz, Francesco Longo
2010 conf
SpringSim
Rafael Diaz
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"