James H. Cross II

59 papers A 11B 3C 4Journal 14Unranked 27
YearRankTypeTitle / Venue / Authors
2018 J jnl
Inroads
James H. Cross II
2011 B conf
COMPSAC
James H. Cross II, T. Dean Hendrix, Larry A. Barowski
2009 J jnl
ACM Trans. Comput. Educ.
James H. Cross II, T. Dean Hendrix, David A. Umphress, Larry A. Barowski, Jhilmil Jain, Lacey Montgomery
2008 B conf
ITiCSE
James H. Cross II, T. Dean Hendrix, David A. Umphress, Larry A. Barowski
2008 conf
PVW
James H. Cross II, T. Dean Hendrix, Larry A. Barowski
2008 conf
ACM Southeast Regional Conference
Lacey Montgomery, James H. Cross II, T. Dean Hendrix, Larry A. Barowski
2008 J jnl
J. Comput. Sci. Coll.
James H. Cross II
2007 A conf
SIGCSE
James H. Cross II, T. Dean Hendrix, Jhilmil Jain, Larry A. Barowski
2006 conf
CSEE&T
T. Dean Hendrix, David A. Umphress, James H. Cross II
2006 conf
COMPSAC (2)
James H. Cross II, T. Dean Hendrix, Larry A. Barowski, Jhilmil Jain
2006 conf
SOFTVIS
Jhilmil Jain, James H. Cross II, T. Dean Hendrix, Larry A. Barowski
2006 conf
PVW
T. Dean Hendrix, James H. Cross II, Jhilmil Jain, Larry A. Barowski
2006 J jnl
Sci. Comput. Program.
David A. Umphress, T. Dean Hendrix, James H. Cross II, Saeed Maghsoodloo
2006 A conf
SIGCSE
Eric Roberts, Kim B. Bruce, James H. Cross II, Robb Cutler, Scott Grissom, Karl J. Klee, Susan H. Rodger, Fran Trees, Ian Utting, Frank Yellin
2006 B conf
ITiCSE
James H. Cross II, T. Dean Hendrix
2005 conf
COMPSAC (1)
James H. Cross II
2005 conf
ACM Southeast Regional Conference (1)
Jhilmil Jain, James H. Cross II, T. Dean Hendrix
2005 A conf
SIGCSE
Eric Roberts, Kim B. Bruce, Robb Cutler, James H. Cross II, Scott B. Grissom, Karl J. Klee, Susan H. Rodger, Fran Trees, Ian Utting, Frank Yellin
2004 A conf
SIGCSE
T. Dean Hendrix, James H. Cross II, Larry A. Barowski
2004 A conf
SIGCSE
David A. Umphress, James H. Cross II, Jhilmil Jain, Nischita Meda, Larry A. Barowski
2002 J jnl
IEEE Trans. Software Eng.
T. Dean Hendrix, James H. Cross II, Saeed Maghsoodloo
2002 conf
WCRE
Larry A. Barowski, James H. Cross II
2002 J jnl
IEEE Softw.
David A. Umphress, T. Dean Hendrix, James H. Cross II
2002 J jnl
IEEE Trans. Software Eng.
T. Dean Hendrix, James H. Cross II, Saeed Maghsoodloo
2001 C conf
SEKE
Young Lee, Kai H. Chang, David A. Umphress, T. Dean Hendrix, James H. Cross II
2000 conf
WCRE
T. Dean Hendrix, James H. Cross II, Saeed Maghsoodloo
2000 A conf
SIGCSE
Eric Roberts, C. Fay Cover, Gerald L. Engel, Carl K. Chang, James H. Cross II, Russell L. Shackelford
2000 A conf
SIGCSE
T. Dean Hendrix, James H. Cross II, Saeed Maghsoodloo, Matthew L. McKinney
2000 conf
ACM Southeast Regional Conference
Larry A. Barowski, James H. Cross II, T. Dean Hendrix
1999 conf
ACM Southeast Regional Conference
Karl S. Mathias, James H. Cross II, T. Dean Hendrix, Larry A. Barowski
1998 conf
ACM Southeast Regional Conference
T. Dean Hendrix, James H. Cross II, Larry A. Barowski, Karl S. Mathias
1998 conf
WCRE
James H. Cross II, T. Dean Hendrix, Larry A. Barowski, Karl S. Mathias
1998 J jnl
Empir. Softw. Eng.
James H. Cross II, T. Dean Hendrix, Saeed Maghsoodloo
1998 conf
SIGAda
T. Dean Hendrix, James H. Cross II, Larry A. Barowski, Karl S. Mathias
1997 A conf
SIGCSE
T. Dean Hendrix, Larry A. Barowski, James H. Cross II
1997 conf
ACM Southeast Regional Conference
T. Dean Hendrix, James H. Cross II, Larry A. Barowski, Joseph C. Teate, Karl S. Mathias, Tahia I. Morris
1997 conf
WCRE
T. Dean Hendrix, James H. Cross II, Larry A. Barowski, Karl S. Mathias
1997 conf
TRI-Ada
T. Dean Hendrix, James H. Cross II, Larry A. Barowski, Karl S. Mathias
1996 J jnl
Int. J. Softw. Eng. Knowl. Eng.
Kai H. Chang, James H. Cross II, W. Homer Carlisle, Shih-Sung Liao
1996 conf
TRI-Ada
James H. Cross II, Larry A. Barowski, T. Dean Hendrix, Joseph C. Teate
1996 J jnl
Autom. Softw. Eng.
Linda M. Wills, James H. Cross II
1996 J jnl
Int. J. Softw. Eng. Knowl. Eng.
James H. Cross II, R. Stephen Dannelly
1996 A conf
SIGCSE
James H. Cross II, Thomas M. Phillips
1995 conf
ACM Conference on Computer Science
T. Dean Hendrix, James H. Cross II
1995 conf
ACM Southeast Regional Conference
James H. Cross II, T. Dean Hendrix, Mark Sadler, Brian Randles
1995 J jnl
ACM SIGSOFT Softw. Eng. Notes
James H. Cross II, Alex Quilici, Linda Wills, Philip Newcomb, Elliot J. Chikofsky
1995 conf
CSEE
Thomas J. Scott, James H. Cross II
1994 A conf
SIGCSE
Thomas J. Scott, Ralph B. Bisland, Lee H. Tichenor, James H. Cross II
1994 A conf
SIGCSE
Thomas J. Scott, Lee H. Tichenor, Ralph B. Bisland, James H. Cross II
1993 C conf
SEKE
Kai H. Chang, James H. Cross II, W. Homer Carlisle, Shih-Sung Liao
1993 conf
WCRE
James H. Cross II
1993 C conf
SEKE
Frank W. Calliss, Joseph E. Urban, James H. Cross II, Václav Rajlich
1992 J jnl
Adv. Comput.
James H. Cross II, Elliot J. Chikofsky, Charles H. May Jr.
1991 conf
ACM Conference on Computer Science
Kai-Hsiung Chang, W. Homer Carlisle, James H. Cross II, David B. Brown
1990 conf
ACM Southeast Regional Conference
James H. Cross II, Kelly I. Morrison, Charles H. May Jr.
1990 conf
ACM Conference on Computer Science
James H. Cross II
1990 J jnl
IEEE Softw.
Elliot J. Chikofsky, James H. Cross II
1989 C conf
SEKE
Kai-Hsiung Chang, James H. Cross II, W. Homer Carlisle, David B. Brown
1988 conf
ACM Conference on Computer Science
James H. Cross II, Sallie V. Sheppard
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"