James F. Lloyd

14 papers Misc 5Journal 4Unranked 5
YearRankTypeTitle / Venue / Authors
2016 J jnl
J. Am. Medical Informatics Assoc.
R. Scott Evans, Jose Benuzillo, Benjamin D. Horne, James F. Lloyd, Alejandra Bradshaw, Deborah Budge, Kismet Rasmusson, Colleen Roberts, Jason Buckway, Norma Geer, Teresa Garrett, Donald L. Lappé
2015 J jnl
J. Am. Medical Informatics Assoc.
R. Scott Evans, Kathryn Gibb Kuttler, Kathy J. Simpson, Stephen Howe, Peter F. Crossno, Kyle V. Johnson, Misty N. Schreiner, James F. Lloyd, William H. Tettelbach, Roger K. Keddington, Alden Tanner, Chelbi Wilde, Terry P. Clemmer
2015 conf
MIE
R. Scott Evans, Deborah Budge, Jose Benuzillo, James F. Lloyd, Jen Nixon, Rami Alharethi, Kismet Rasmusson, Colleen Roberts, Benjamin D. Horne, Donald L. Lappé
2015 conf
MedInfo
R. Scott Evans, James F. Lloyd, Kyle V. Johnson, Stephen Howe, Jacob S. Tripp
2014 Misc conf
AMIA
R. Scott Evans, Kathryn Gibb Kuttler, Kathy J. Simpson, Stephen Howe, Peter F. Crossno, Kyle V. Johnson, Misty N. Schreiner, James F. Lloyd, William H. Tettelbach, Roger K. Keddington, Alden Tanner, Chelbi Wilde, Terry P. Clemmer
2013 conf
MedInfo
R. Scott Evans, Vrena B. Flint, Tom V. Cloward, William Beninati, James F. Lloyd, Kimberly Megwalu, Kathy J. Simpson, Ahmed M. Alsharit, Shayna B. Balls, Robert J. Farney
2013 Misc conf
AMIA
R. Scott Evans, Jared Olson, Eddie Stenehjem, Whitney Redding, Emily Thorell, Steve Howe, Xinzi Wu, James F. Lloyd
2012 Misc conf
AMIA
R. Scott Evans, James F. Lloyd, Lee Pierce
2011 J jnl
J. Am. Medical Informatics Assoc.
Aldo Tinoco, R. Scott Evans, Catherine J. Staes, James F. Lloyd, Jeffrey M. Rothschild, Peter J. Haug
2010 conf
MedInfo
R. Scott Evans, Rick Carlson, Kyle V. Johnson, Brent K. Palmer, James F. Lloyd
2009 Misc conf
AMIA
R. Scott Evans, Rouett H. Abouzelof, Caroline W. Taylor, Vickie Anderson, Sharon Sumner, Sharon Soutter, Ruth Kleckner, James F. Lloyd
2008 J jnl
J. Am. Medical Informatics Assoc.
R. Scott Evans, Carrie Jane Wallace, James F. Lloyd, Caroline W. Taylor, Rouett H. Abouzelof, Sharon Sumner, Kyle V. Johnson, Amyanne Wuthrich, Stephan Harbarth, Matthew H. Samore
2007 Misc conf
AMIA
R. Scott Evans, Lorraine H. Linford, Jamie H. Sharp, Gayle White, James F. Lloyd, Lindell K. Weaver
2004 conf
MedInfo
R. Scott Evans, James F. Lloyd, Rouett H. Abouzelof, Caroline W. Taylor, Vickie R. Anderson, Matthew H. Samore
redb/extractors/macho_extractors/macho_dylibs.py
← Index redb/extractors/macho_extractors/macho_dylibs.py python
import hashlib
import inspect
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 MachODylib


class MachODylibExtractor(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_dylibs"
        self.log.debug(inspect.currentframe().f_code.co_name)

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

    def _extract_dylibs(self):
        """Extract dynamic library information from all architectures in the MachO binary."""
        self.log.debug(inspect.currentframe().f_code.co_name)
        dylibs = []

        if not self.macho:
            return dylibs

        try:
            # Get architectures using new API (already parsed in base class)
            architectures = self.macho.get_architectures()
            if not architectures:
                return dylibs

            # Process each architecture
            for arch_name in architectures:
                # Get dylib commands using new API with architecture parameter
                dylib_commands = self.macho.get_dylib_commands(arch=arch_name)
                if not dylib_commands:
                    continue

                # Extract dylib commands for this architecture
                for dylib_cmd in dylib_commands:
                    try:
                        dylib_name = dylib_cmd.get('dylib_name', 'Unknown')
                        if isinstance(dylib_name, bytes):
                            dylib_name = dylib_name.decode('utf-8', errors='replace')

                        # Create dylib dataclass with architecture info
                        macho_dylib = MachODylib(
                            dylib_name=dylib_name,
                            dylib_timestamp=dylib_cmd.get('dylib_timestamp', 0),
                            dylib_current_version=dylib_cmd.get('dylib_current_version', 0),
                            dylib_compat_version=dylib_cmd.get('dylib_compat_version', 0),
                        )
                        # Add architecture info to the dylib
                        macho_dylib.architecture = arch_name
                        dylibs.append(macho_dylib)

                    except Exception as e:
                        self.log.warning(
                            f'Unable to process dylib "{dylib_cmd.get("dylib_name", "Unknown")}" for architecture {arch_name} in {self.hash.sha256}: {e}'
                        )
                        continue

            return dylibs

        except Exception as e:
            self.log.error(f"Error extracting MachO dylibs: {e}")
            return dylibs

    def extract(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        try:
            dylibs = self._extract_dylibs()
            return dylibs
        except Exception as e:
            self.log.error(f"Error extracting MachO dylibs: {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 base class)
            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)

            # Loop through each architecture (1 for single, multiple for FAT)
            for arch_name in architectures:
                # Get architecture-specific sha256
                try:
                    arch_general_info = self.macho.get_general_info(arch=arch_name)
                    arch_header_raw = self.macho.get_macho_header(arch=arch_name)
                    arch_sha256 = arch_general_info.get('SHA256', self.sha256)
                    arch_cputype_raw = arch_header_raw.get('cputype', 0) if arch_header_raw else 0
                except Exception as e:
                    self.log.warning(f"Could not get arch-specific data for {arch_name}: {e}")
                    arch_sha256 = self.sha256
                    arch_cputype_raw = 0

                # Get dylib commands for this architecture
                dylib_commands = self.macho.get_dylib_commands(arch=arch_name)
                if not dylib_commands:
                    continue

                # Process each dylib for this architecture
                for dylib_cmd in dylib_commands:
                    try:
                        dylib_name = dylib_cmd.get('dylib_name', 'Unknown')
                        if isinstance(dylib_name, bytes):
                            dylib_name = dylib_name.decode('utf-8', errors='replace')

                        data.append([
                            arch_sha256,                          # sha256 (architecture-specific)
                            dylib_name,                           # dylib_name
                            dylib_cmd.get('dylib_timestamp', 0), # dylib_timestamp
                            dylib_cmd.get('dylib_current_version', 0), # dylib_current_version
                            dylib_cmd.get('dylib_compat_version', 0),  # dylib_compat_version
                            current_time,                         # analysis_date
                        ])
                    except Exception as e:
                        self.log.warning(
                            f'Unable to process dylib "{dylib_cmd.get("dylib_name", "Unknown")}" for architecture {arch_name}: {e}'
                        )
                        continue

            column_names = [
                'sha256',
                'dylib_name', 'dylib_timestamp', 'dylib_current_version',
                'dylib_compat_version', 'analysis_date'
            ]

            if not data:
                return None

            column_type_names = [
                'FixedString(64)',
                'String', 'UInt32', 'UInt32',
                'UInt32', 'DateTime64(3, \'UTC\')'
            ]

            return (data, column_names, column_type_names)

        return None

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