Xiaofeng Shao

27 papers A* 1Journal 20Unranked 6
YearRankTypeTitle / Venue / Authors
2025 J jnl
Int. J. Prod. Res.
Guanmei Liu, Yunning Zhao, Shenghai Zhou, Xiaofeng Shao
2025 J jnl
R J.
Shubo Sun, Zifeng Zhao, Feiyu Jiang, Xiaofeng Shao
2025 A* conf
ICML
Yi Zhang, Linjun Huang, Yun Yang, Xiaofeng Shao
2025 J jnl
CoRR
Yi Zhang, Linjun Huang, Yun Yang, Xiaofeng Shao
2024 J jnl
Electron. Commer. Res. Appl.
Jia Qian, Jiannan Shen, Xiaofeng Shao
2023 J jnl
IEEE J. Sel. Top. Signal Process.
Shiqi Su, Xiaofeng Shao, Libo He, Hong Lin, Yuxuan Zuo, Zhenping Qiang
2023 J jnl
J. Multivar. Anal.
Feiyu Jiang, Runmin Wang, Xiaofeng Shao
2023 J jnl
Eur. J. Oper. Res.
Guanmei Liu, Haijun Wang, Xiaofeng Shao
2023 J jnl
J. Mach. Learn. Res.
Hanjia Gao, Xiaofeng Shao
2022 J jnl
J. High Speed Networks
Xiaofeng Shao
2022 J jnl
CoRR
Tianning Xu, Ruoqing Zhu, Xiaofeng Shao
2022 J jnl
Int. Trans. Oper. Res.
Jiannan Shen, Jia Qian, Xiaofeng Shao
2022 conf
DASC/PiCom/CBDCom/CyberSciTech
Yuxuan Zuo, Zhenping Qiang, Fei Dai, Xiaofeng Shao, Shiqi Su, Zhihong Liang
2021 conf
CloudComp
Yuxuan Zuo, Miao Yang, Zhenping Qiang, Fei Dai, Xiaofeng Shao, Shiqi Su, Qi Mo, Zhihong Liang
2021 conf
CloudComp
Shiqi Su, Miao Yang, Libo He, Xiaofeng Shao, Yuxuan Zuo, Zhenping Qiang
2021 J jnl
J. Oper. Res. Soc.
Xiaofeng Shao
2021 J jnl
Eur. J. Oper. Res.
Xiaofeng Shao
2021 conf
HPCC/DSS/SmartCity/DependSys
Xiaofeng Shao, Zhenping Qiang, Fei Dai, Shiqi Su, Yuxuan Zuo, Libo He
2020 conf
iThings/GreenCom/CPSCom/SmartData/Cybermatics
Xiaofeng Shao, Zhenping Qiang, Hong Lin, Yueyu Dong, Xiaorui Wang
2020 J jnl
IISE Trans.
Xiaofeng Shao
2015 J jnl
J. Multivar. Anal.
Seonjin Kim, Zhibiao Zhao, Xiaofeng Shao
2013 J jnl
IEEE Trans. Engineering Management
Xiaofeng Shao
2012 J jnl
IEEE Trans. Engineering Management
Xiaofeng Shao, Ming Dong
2011 J jnl
Comput. Math. Appl.
Guanghua Han, Ming Dong, Xiaofeng Shao
2011 J jnl
J. Appl. Math.
Fenglan He, Ming Dong, Xiaofeng Shao
2010 conf
IWACI
Xiaofeng Shao, Xinqi Hu
2009 J jnl
Eur. J. Oper. Res.
Xiaofeng Shao, Jian-Hua Ji
redb/extractors/macho_extractors/macho_exports.py
← Index redb/extractors/macho_extractors/macho_exports.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
from redb.models.dataclasses import MachOExport


class MachOExportExtractor(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_exports"
        self.log.debug(inspect.currentframe().f_code.co_name)

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

    def _extract_exports(self, arch_name=None):
        """Extract export information from the MachO binary for a specific architecture."""
        self.log.debug(inspect.currentframe().f_code.co_name)

        if not self.macho:
            return None

        try:
            # Get exported symbols using new API for specific architecture
            exported_symbols = self.macho.get_exported_symbols(arch=arch_name)

            # Extract all exported symbols (may be empty for some binaries)
            # Handle None or empty dict
            if not exported_symbols:
                exported_symbols = {}
            all_symbols = []
            for dylib_name, symbols in exported_symbols.items():
                # Process symbol names
                for symbol in symbols:
                    if isinstance(symbol, bytes):
                        symbol = symbol.decode('utf-8', errors='replace')
                    all_symbols.append(symbol)

            # Create export dataclass
            macho_export = MachOExport(
                macho_exports_total=len(all_symbols),
                macho_export_symbols=all_symbols  # Empty list is fine, but None is not allowed for Array type
            )

            return macho_export

        except Exception as e:
            self.log.error(f"Error extracting MachO exports for arch {arch_name}: {e}")
            return None

    def extract(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        try:
            # Get architectures (macho is already parsed in base class)
            architectures = self.macho.get_architectures()
            if len(architectures) > 1:
                # FAT binary - return list of exports for each architecture
                results = []
                for arch_name in architectures:
                    exports = self._extract_exports(arch_name)
                    if exports:
                        exports.arch_identifier = arch_name
                        results.append(exports)
                return results
            else:
                # Single architecture - return single result
                return self._extract_exports(architectures[0] if architectures else None)
        except Exception as e:
            self.log.error(f"Error extracting MachO exports: {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 exports for this architecture
                macho_export = self._extract_exports(arch_name)
                if not macho_export:
                    continue

                data.append([
                    arch_sha256,                          # sha256 (arch-specific)
                    macho_export.macho_exports_total,     # macho_exports_total
                    macho_export.macho_export_symbols,    # macho_export_symbols (keep as array!)
                    current_time,                         # analysis_date
                ])

            column_names = [
                'sha256',
                'macho_exports_total', 'macho_export_symbols',
                'analysis_date'
            ]

            if not data:
                return None

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

            return (data, column_names, column_type_names)

        return None

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