Inman Harvey

65 papers A 3B 2C 14Journal 20Unranked 24
YearRankTypeTitle / Venue / Authors
2024 J jnl
Artif. Life
Inman Harvey
2024 J jnl
Artif. Life
Inman Harvey
2021 J jnl
Adapt. Behav.
Inman Harvey
2020 C conf
ALIFE
Inman Harvey
2019 J jnl
Artif. Life
Inman Harvey
2018 C conf
ALIFE
Inman Harvey
2018 C conf
ALIFE
Inman Harvey
2018 J jnl
Artif. Life
Inman Harvey
2017 conf
ECAL
Inman Harvey
2016 C conf
ALIFE
Inman Harvey
2015 conf
ECAL
Inman Harvey
2014 J jnl
Artif. Life
Nicholas Tomko, Inman Harvey, Nathaniel Virgo, Andrew Philippides
2014 J jnl
Adapt. Behav.
Inman Harvey
2013 conf
ECAL
Inman Harvey
2011 conf
ECAL
Nicholas Tomko, Inman Harvey, Andrew Philippides, Nathaniel Virgo
2011 conf
ECAL
Inman Harvey
2010 C conf
ALIFE
Inman Harvey, Nicholas Tomko
2009 conf
Computational Creativity: An Interdisciplinary Approach
Inman Harvey
2009 conf
ECAL (2)
Inman Harvey
2009 J jnl
Adapt. Behav.
Inman Harvey
2008 C conf
ALIFE
Santosh Manicka, Inman Harvey
2008 C conf
ALIFE
Gregory Michael Studer, Inman Harvey
2008 conf
SAB
Allister Furey, Inman Harvey
2008 C conf
ALIFE
Nathaniel Virgo, Inman Harvey
2008 J jnl
Adapt. Behav.
Eduardo Izquierdo, Inman Harvey, Randall D. Beer
2008 C conf
ALIFE
Inman Harvey
2008 C conf
ALIFE
Inman Harvey
2008 C conf
ALIFE
Fernando Almeida e Costa, Ian MacInnes, Inman Harvey
2008 C conf
ALIFE
Nathaniel Virgo, Inman Harvey
2007 conf
ECAL
Gregory Michael Studer, Inman Harvey
2007 conf
SIS
Alan Owen, Inman Harvey
2007 ed.
ECAL
Fernando Almeida e Costa, Luis Mateus Rocha, Ernesto Costa, Inman Harvey, António Coutinho
2007 conf
ECAL
Nathaniel Virgo, Inman Harvey
2007 conf
ECAL
Allister Furey, Inman Harvey
2007 C conf
ALIFE
Eduardo Izquierdo-Torres, Inman Harvey
2007 conf
ECAL
James G. Dyke, Jamie McDonald-Gibson, Ezequiel A. Di Paolo, Inman Harvey
2007 conf
ECAL
Eduardo Izquierdo, Inman Harvey
2005 J jnl
Genet. Program. Evolvable Mach.
Simon McGregor, Inman Harvey
2005 J jnl
Artif. Life
Inman Harvey, Ezequiel A. Di Paolo, Rachel Wood, Matt Quinn, Elio Tuci
2005 conf
ECAL
James G. Dyke, Inman Harvey
2003 J jnl
Adapt. Behav.
Ezequiel A. Di Paolo, Inman Harvey
2002 J jnl
Adapt. Behav.
Elio Tuci, Matt Quinn, Inman Harvey
2002 B conf
IEEE Congress on Evolutionary Computation
Elio Tuci, Matt Quinn, Inman Harvey
2001 conf
EvoRobots
Inman Harvey
2000 A conf
GECCO
Gabriela Ochoa, Inman Harvey, Hilary Buxton
1999 conf
ECAL
Gabriela Ochoa, Inman Harvey, Hilary Buxton
1998 conf
EvoRobot
Jean-Arcady Meyer, Phil Husbands, Inman Harvey
1998 A conf
FOGA
Gabriela Ochoa, Inman Harvey
1997 J jnl
Artif. Life Robotics
Inman Harvey
1997 C conf
ICANN
Inman Harvey
1997 J jnl
Robotics Auton. Syst.
Inman Harvey, Phil Husbands, Dave Cliff, Adrian Thompson, Nick Jakobi
1996 conf
International Conference on Evolutionary Computation
Pedro Paulo Balbi de Oliveira, Fernando Manuel Ramos, R. C. Gatto, Haroldo F. de Campos Velho, Stephan Stephany, P. L. K. G. Navarro, Phil Husbands, Inman Harvey
1996 J jnl
Evol. Comput.
Inman Harvey
1996 conf
ICES
Inman Harvey, Adrian Thompson
1996 J jnl
Neural Comput.
Inman Harvey, James V. Stone
1995 J jnl
Robotics Auton. Syst.
Phil Husbands, Inman Harvey, Dave Cliff
1995 conf
ECAL
Nick Jakobi, Phil Husbands, Inman Harvey
1995 J jnl
Adapt. Behav.
Inman Harvey
1995
Inman Harvey
1995 conf
Towards Evolvable Hardware
Adrian Thompson, Inman Harvey, Phil Husbands
1993 J jnl
Adapt. Behav.
Dave Cliff, Phil Husbands, Inman Harvey
1993 conf
ICGA
Inman Harvey, Phil Husbands, Dave Cliff
1993 B conf
ESANN
Dave Cliff, Inman Harvey, Phil Husbands
1993 conf
ICGA
Inman Harvey
1992 A conf
PPSN
Inman Harvey
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"