Isaac Bruce

22 papers A 2B 2C 1Misc 1Journal 6Unranked 9
YearRankTypeTitle / Venue / Authors
2026 J jnl
Circuits Syst. Signal Process.
Isaac Bruce, Michael Sekyere, Ruohan Yang, Saeid Karimpour, Colin C. McAndrew, Degang Chen
2025 C conf
ISCAS
Emmanuel Nti Darko, Isaac Bruce, Ekaniyere Oko-Odion, Saeid Karimpour, Kushagra Bhatheja, Degang Chen
2025 J jnl
IEEE Trans. Circuits Syst. II Express Briefs
Isaac Bruce, Emmanuel Nti Darko, Ekaniyere Oko-Odion, Matthew Crabb, Degang Chen
2025 conf
I2MTC
Ekaniyere Oko-Odion, Emmanuel Nti Darko, Isaac Bruce, Matthew Crabb, Degang Chen
2025 J jnl
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Michael Sekyere, Isaac Bruce, Ruohan Yang, Degang Chen, Colin C. McAndrew, Xiankun Jin, Chen He, Doug Garrity
2024 conf
ISVLSI
Isaac Bruce, Emmanuel Nti Darko, Ekaniyere Oko-Odion, Kushagra Bhatheja, Matthew Crabb, Degang Chen
2024 J jnl
IEEE Des. Test
Kushagra Bhatheja, Shravan K. Chaganti, Johnathan Leisinger, Emmanuel Nti Darko, Isaac Bruce, Degang Chen
2024 conf
MWSCAS
Saeid Karimpour, Isaac Bruce, Michael Sekyere, Ruohan Yang, Emmanuel Nti Darko, Degang Chen
2024
Isaac Bruce
2024 conf
MWSCAS
Isaac Bruce, Emmanuel Nti Darko, Ekaniyere Oko-Odion, Matthew Crabb, Degang Chen
2024 conf
ISVLSI
Ekaniyere Oko-Odion, Isaac Bruce, Emmanuel Nti Darko, Michael Sekyere, Degang Chen
2023 J jnl
J. Electron. Test.
Isaac Bruce, Praise O. Farayola, Shravan K. Chaganti, Abalhassan Sheikh, Srivaths Ravi, Degang Chen
2023 conf
MWSCAS
Isaac Bruce, Michael Sekyere, Emmanuel Nti Darko, Ekaniyere Oko-Odion, Kushagra Bhatheja, Degang Chen
2023 conf
MWSCAS
Michael Sekyere, Emmanuel Nti Darko, Isaac Bruce, Ekaniyere Oko-Odion, Kushagra Bhatheja, Degang Chen
2022 J jnl
J. Electron. Test.
Praise O. Farayola, Isaac Bruce, Shravan K. Chaganti, Abalhassan Sheikh, Srivaths Ravi, Degang Chen
2022 conf
DFT
Praise O. Farayola, Isaac Bruce, Shravan K. Chaganti, Abalhassan Sheikh, Srivaths Ravi, Degang Chen
2022 B conf
ETS
Abraham Steenhoek, Praise O. Farayola, Isaac Bruce, Shravan K. Chaganti, Abalhassan Sheikh, Srivaths Ravi, Degang Chen
2022 A conf
ITC
Praise O. Farayola, Isaac Bruce, Shravan K. Chaganti, Abalhassan Sheikh, Srivaths Ravi, Degang Chen
2022 Misc conf
VTS
Praise O. Farayola, Isaac Bruce, Shravan K. Chaganti, Abalhassan Sheikh, Srivaths Ravi, Degang Chen
2021 B conf
ETS
Isaac Bruce, Praise O. Farayola, Shravan K. Chaganti, Abdullah O. Obaidi, Abalhassan Sheikh, Srivaths Ravi, Degang Chen
2021 conf
DTIS
Praise O. Farayola, Isaac Bruce, Shravan K. Chaganti, Abalhassan Sheikh, Srivaths Ravi, Degang Chen
2021 A conf
ITC
Praise O. Farayola, Isaac Bruce, Shravan K. Chaganti, Abdullah O. Obaidi, Abalhassan Sheikh, Srivaths Ravi, Degang Chen
redb/extractors/macho_extractors/macho_similarity_hashes.py
← Index redb/extractors/macho_extractors/macho_similarity_hashes.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


class MachOSimilarityHashExtractor(MachOExtractor):
    """Extract Mach-O similarity hashes using machofile API.

    Similarity hashes are MD5 fingerprints of sorted, deduplicated binary components:
    - dylib_hash: MD5 of dynamic library names
    - import_hash: MD5 of imported function names
    - export_hash: MD5 of exported symbol names
    - entitlement_hash: MD5 of entitlement names and array values
    - symhash: MD5 of external undefined symbols

    For FAT binaries:
    - Inserts one row per architecture slice with per-slice hashes
    - Inserts one row for the FAT container with combined hashes

    For single-arch binaries:
    - Inserts one row with that architecture's hashes

    Note: parent_sha256 and architecture relationships are tracked in redb_basic_properties,
    not duplicated here. Use JOIN with redb_basic_properties when needed.
    """

    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_hashes"
        self.log.debug(inspect.currentframe().f_code.co_name)

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

    def _extract_similarity_hashes(self, arch_name=None):
        """Extract similarity hashes for a specific architecture."""
        self.log.debug(inspect.currentframe().f_code.co_name)

        if not self.macho:
            return None

        try:
            similarity_hashes = self.macho.get_similarity_hashes(arch=arch_name)
            return similarity_hashes if similarity_hashes else None
        except Exception as e:
            self.log.error(f"Error extracting similarity hashes for arch {arch_name}: {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

            if len(architectures) > 1:
                # FAT binary - return combined hashes + per-arch hashes
                results = []

                # First add combined hashes for the FAT container
                all_hashes = self.macho.get_similarity_hashes()
                combined_hashes = all_hashes.get('combined', {}) if all_hashes else {}
                if combined_hashes:
                    combined_hashes['arch_identifier'] = 'fat'
                    results.append(combined_hashes)

                # Then add per-arch hashes
                for arch_name in architectures:
                    hashes = self._extract_similarity_hashes(arch_name)
                    if hashes:
                        hashes['arch_identifier'] = arch_name
                        results.append(hashes)
                return results
            else:
                # Single architecture - return single result
                return self._extract_similarity_hashes(architectures[0])
        except Exception as e:
            self.log.error(f"Error extracting similarity hashes: {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

            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

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

            # For FAT binaries, first insert a row for the container with combined hashes
            if is_fat:
                all_hashes = self.macho.get_similarity_hashes()  # Without arch returns all including 'combined'
                combined_hashes = all_hashes.get('combined', {}) if all_hashes else {}
                if combined_hashes:
                    data.append([
                        self.sha256,                                    # sha256 (FAT container)
                        combined_hashes.get('dylib_hash'),              # dylib_hash
                        combined_hashes.get('import_hash'),             # import_hash
                        combined_hashes.get('export_hash'),             # export_hash
                        combined_hashes.get('entitlement_hash'),        # entitlement_hash
                        combined_hashes.get('symhash'),                 # symhash
                        current_time,                                   # analysis_date
                    ])

            # Insert rows for each architecture slice
            for arch_name in architectures:
                # 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 sha256 for {arch_name}: {e}")
                    arch_sha256 = self.sha256

                # Get similarity hashes for this architecture
                similarity_hashes = self._extract_similarity_hashes(arch_name)
                if not similarity_hashes:
                    continue

                data.append([
                    arch_sha256,                                    # sha256 (arch-specific)
                    similarity_hashes.get('dylib_hash'),            # dylib_hash
                    similarity_hashes.get('import_hash'),           # import_hash
                    similarity_hashes.get('export_hash'),           # export_hash
                    similarity_hashes.get('entitlement_hash'),      # entitlement_hash
                    similarity_hashes.get('symhash'),               # symhash
                    current_time,                                   # analysis_date
                ])

            if not data:
                return None

            column_names = [
                'sha256',
                'macho_dylib_hash', 'macho_import_hash', 'macho_export_hash',
                'macho_entitlement_hash', 'macho_symhash',
                'analysis_date'
            ]

            column_type_names = [
                'FixedString(64)',
                'Nullable(FixedString(32))', 'Nullable(FixedString(32))', 'Nullable(FixedString(32))',
                'Nullable(FixedString(32))', 'Nullable(FixedString(32))',
                'DateTime64(3, \'UTC\')'
            ]

            return (data, column_names, column_type_names)

        return None

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